Path: blob/master/logs/CIFAR10/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03.log
814 views
[INFO] 2021-10-18 14:12:08 > Run name : StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-18 14:12:08 > cfgs.DATA =
[INFO] 2021-10-18 14:12:08 > {
"name": "CIFAR10",
"img_size": 32,
"num_classes": 10,
"img_channels": 3
}
[INFO] 2021-10-18 14:12:08 > cfgs.MODEL =
[INFO] 2021-10-18 14:12:08 > {
"backbone": "stylegan2",
"g_cond_mtd": "cAdaIN",
"d_cond_mtd": "D2DCE",
"aux_cls_type": "W/O",
"normalize_d_embed": true,
"d_embed_dim": 512,
"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] 2021-10-18 14:12:08 > cfgs.LOSS =
[INFO] 2021-10-18 14:12:08 > {
"adv_loss": "logistic",
"cond_lambda": 0.25,
"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": 0.01,
"m_p": 0.98,
"temperature": 0.25,
"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] 2021-10-18 14:12:08 > cfgs.OPTIMIZATION =
[INFO] 2021-10-18 14:12:08 > {
"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": 1000000,
"world_size": 2
}
[INFO] 2021-10-18 14:12:08 > cfgs.PRE =
[INFO] 2021-10-18 14:12:08 > {
"apply_rflip": true,
"crop_long_edge": true,
"resize_size": 32
}
[INFO] 2021-10-18 14:12:08 > cfgs.AUG =
[INFO] 2021-10-18 14:12:08 > {
"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] 2021-10-18 14:12:08 > cfgs.RUN =
[INFO] 2021-10-18 14:12:08 > {
"entity": "postech_studiogan",
"project": "stylegan2",
"cfg_file": "src/configs/CIFAR10/StyleGAN2-D2DCE-ADA-08.yaml",
"data_dir": "data/",
"save_dir": "save/",
"ckpt_dir": null,
"load_best": false,
"seed": 178,
"distributed_data_parallel": true,
"backend": "nccl",
"total_nodes": 1,
"current_node": 0,
"num_workers": 3,
"synchronized_bn": false,
"mixed_precision": false,
"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": 10000,
"eval_backbone": "Inception_V3",
"ref_dataset": "train"
}
[INFO] 2021-10-18 14:12:08 > cfgs.STYLEGAN2 =
[INFO] 2021-10-18 14:12:08 > {
"cond_type": [
"PD",
"SPD",
"2C",
"D2DCE"
],
"g_reg_interval": 4,
"d_reg_interval": 16,
"mapping_network": 2,
"style_mixing_p": 0,
"g_ema_kimg": 500,
"g_ema_rampup": 0.05,
"apply_pl_reg": false,
"pl_weight": 0,
"d_architecture": "orig",
"d_epilogue_mbstd_group_size": 32
}
[INFO] 2021-10-18 14:12:08 > Load CIFAR10 train dataset.
[INFO] 2021-10-18 14:12:09 > Train dataset size: 50000
[INFO] 2021-10-18 14:12:09 > Load CIFAR10 train dataset.
[INFO] 2021-10-18 14:12:10 > Eval dataset size: 50000
[INFO] 2021-10-18 14:12:10 > Build a Generative Adversarial Network.
[INFO] 2021-10-18 14:12:10 > Modules are located on './src/models.stylegan2'.
[INFO] 2021-10-18 14:12:15 > Prepare exponential moving average generator with decay rate of N/A.
[INFO] 2021-10-18 14:12:15 > Number of parameters: 20215315
[INFO] 2021-10-18 14:12:15 > 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()
)
)
)
(mapping): MappingNetwork(
(embed): FullyConnectedLayer()
(fc0): FullyConnectedLayer()
(fc1): FullyConnectedLayer()
)
)
[INFO] 2021-10-18 14:12:15 > Number of parameters: 21251585
[INFO] 2021-10-18 14:12:15 > Discriminator(
(b32): DiscriminatorBlock(
(fromrgb): Conv2dLayer()
(conv0): Conv2dLayer()
(conv1): Conv2dLayer()
)
(b16): DiscriminatorBlock(
(conv0): Conv2dLayer()
(conv1): Conv2dLayer()
)
(b8): DiscriminatorBlock(
(conv0): Conv2dLayer()
(conv1): Conv2dLayer()
)
(b4): DiscriminatorEpilogue(
(mbstd): MinibatchStdLayer()
(conv): Conv2dLayer()
(fc): FullyConnectedLayer()
)
(linear1): FullyConnectedLayer()
(linear2): FullyConnectedLayer()
(embedding): MappingNetwork(
(embed): FullyConnectedLayer()
(fc0): FullyConnectedLayer()
)
)
[INFO] 2021-10-18 14:12:21 > Start training!
[INFO] 2021-10-18 14:14:04 > Step: 100 Progress: 0.0% Elapsed: 0:01:43 Gen_loss: 6.255 Dis_loss: 1.101 Cls_loss: 4.122 Topk: N/A ada_p: 0.01408
[INFO] 2021-10-18 14:15:38 > Step: 200 Progress: 0.0% Elapsed: 0:03:17 Gen_loss: 5.241 Dis_loss: 1.295 Cls_loss: 4.251 Topk: N/A ada_p: 0.02304
[INFO] 2021-10-18 14:17:13 > Step: 300 Progress: 0.0% Elapsed: 0:04:51 Gen_loss: 3.85 Dis_loss: 1.45 Cls_loss: 4.29 Topk: N/A ada_p: 0.02803
[INFO] 2021-10-18 14:18:57 > Step: 400 Progress: 0.0% Elapsed: 0:06:36 Gen_loss: 3.042 Dis_loss: 1.56 Cls_loss: 4.325 Topk: N/A ada_p: 0.03469
[INFO] 2021-10-18 14:20:31 > Step: 500 Progress: 0.1% Elapsed: 0:08:10 Gen_loss: 3.318 Dis_loss: 1.478 Cls_loss: 4.058 Topk: N/A ada_p: 0.02048
[INFO] 2021-10-18 14:22:05 > Step: 600 Progress: 0.1% Elapsed: 0:09:44 Gen_loss: 3.045 Dis_loss: 1.503 Cls_loss: 4.062 Topk: N/A ada_p: 0.000768
[INFO] 2021-10-18 14:23:39 > Step: 700 Progress: 0.1% Elapsed: 0:11:18 Gen_loss: 3.828 Dis_loss: 1.818 Cls_loss: 3.95 Topk: N/A ada_p: 0.0
[INFO] 2021-10-18 14:25:24 > Step: 800 Progress: 0.1% Elapsed: 0:13:03 Gen_loss: 3.062 Dis_loss: 1.451 Cls_loss: 4.106 Topk: N/A ada_p: 0.0
[INFO] 2021-10-18 14:27:00 > Step: 900 Progress: 0.1% Elapsed: 0:14:39 Gen_loss: 2.997 Dis_loss: 1.455 Cls_loss: 3.955 Topk: N/A ada_p: 0.0
[INFO] 2021-10-18 14:28:35 > Step: 1000 Progress: 0.1% Elapsed: 0:16:14 Gen_loss: 3.009 Dis_loss: 1.522 Cls_loss: 3.983 Topk: N/A ada_p: 0.0
[INFO] 2021-10-18 14:30:09 > Step: 1100 Progress: 0.1% Elapsed: 0:17:48 Gen_loss: 2.979 Dis_loss: 1.515 Cls_loss: 4.049 Topk: N/A ada_p: 0.0
[INFO] 2021-10-18 14:31:53 > Step: 1200 Progress: 0.1% Elapsed: 0:19:32 Gen_loss: 1.531 Dis_loss: 2.805 Cls_loss: 5.273 Topk: N/A ada_p: 0.0
[INFO] 2021-10-18 14:33:28 > Step: 1300 Progress: 0.1% Elapsed: 0:21:07 Gen_loss: 3.116 Dis_loss: 1.857 Cls_loss: 3.994 Topk: N/A ada_p: 0.0
[INFO] 2021-10-18 14:35:02 > Step: 1400 Progress: 0.1% Elapsed: 0:22:41 Gen_loss: 3.413 Dis_loss: 1.582 Cls_loss: 4.226 Topk: N/A ada_p: 0.0
[INFO] 2021-10-18 14:36:39 > Step: 1500 Progress: 0.1% Elapsed: 0:24:17 Gen_loss: 2.878 Dis_loss: 1.43 Cls_loss: 3.93 Topk: N/A ada_p: 0.0
[INFO] 2021-10-18 14:38:22 > Step: 1600 Progress: 0.2% Elapsed: 0:26:01 Gen_loss: 2.278 Dis_loss: 1.664 Cls_loss: 3.8 Topk: N/A ada_p: 0.0
[INFO] 2021-10-18 14:39:57 > Step: 1700 Progress: 0.2% Elapsed: 0:27:36 Gen_loss: 2.684 Dis_loss: 1.906 Cls_loss: 3.706 Topk: N/A ada_p: 0.0
[INFO] 2021-10-18 14:41:32 > Step: 1800 Progress: 0.2% Elapsed: 0:29:10 Gen_loss: 2.99 Dis_loss: 1.326 Cls_loss: 3.809 Topk: N/A ada_p: 0.0
[INFO] 2021-10-18 14:43:07 > Step: 1900 Progress: 0.2% Elapsed: 0:30:45 Gen_loss: 3.129 Dis_loss: 1.828 Cls_loss: 3.903 Topk: N/A ada_p: 0.0
[INFO] 2021-10-18 14:44:50 > Step: 2000 Progress: 0.2% Elapsed: 0:32:29 Gen_loss: 2.592 Dis_loss: 1.891 Cls_loss: 3.713 Topk: N/A ada_p: 0.0
[INFO] 2021-10-18 14:46:25 > Step: 2100 Progress: 0.2% Elapsed: 0:34:03 Gen_loss: 2.934 Dis_loss: 1.473 Cls_loss: 3.473 Topk: N/A ada_p: 0.0
[INFO] 2021-10-18 14:48:00 > Step: 2200 Progress: 0.2% Elapsed: 0:35:39 Gen_loss: 3.027 Dis_loss: 1.494 Cls_loss: 3.544 Topk: N/A ada_p: 0.0
[INFO] 2021-10-18 14:49:34 > Step: 2300 Progress: 0.2% Elapsed: 0:37:12 Gen_loss: 3.244 Dis_loss: 1.184 Cls_loss: 3.26 Topk: N/A ada_p: 0.0
[INFO] 2021-10-18 14:51:18 > Step: 2400 Progress: 0.2% Elapsed: 0:38:56 Gen_loss: 3.253 Dis_loss: 1.364 Cls_loss: 3.371 Topk: N/A ada_p: 0.0
[INFO] 2021-10-18 14:52:53 > Step: 2500 Progress: 0.2% Elapsed: 0:40:31 Gen_loss: 3.054 Dis_loss: 1.51 Cls_loss: 3.185 Topk: N/A ada_p: 0.0
[INFO] 2021-10-18 14:54:27 > Step: 2600 Progress: 0.3% Elapsed: 0:42:06 Gen_loss: 2.55 Dis_loss: 1.402 Cls_loss: 3.024 Topk: N/A ada_p: 0.0
[INFO] 2021-10-18 14:56:02 > Step: 2700 Progress: 0.3% Elapsed: 0:43:40 Gen_loss: 3.364 Dis_loss: 1.321 Cls_loss: 3.514 Topk: N/A ada_p: 0.0
[INFO] 2021-10-18 14:57:46 > Step: 2800 Progress: 0.3% Elapsed: 0:45:25 Gen_loss: 4.046 Dis_loss: 0.9916 Cls_loss: 3.056 Topk: N/A ada_p: 0.0
[INFO] 2021-10-18 14:59:21 > Step: 2900 Progress: 0.3% Elapsed: 0:46:59 Gen_loss: 3.3 Dis_loss: 1.667 Cls_loss: 3.466 Topk: N/A ada_p: 0.0
[INFO] 2021-10-18 15:00:55 > Step: 3000 Progress: 0.3% Elapsed: 0:48:34 Gen_loss: 3.117 Dis_loss: 1.29 Cls_loss: 3.043 Topk: N/A ada_p: 0.0
[INFO] 2021-10-18 15:02:30 > Step: 3100 Progress: 0.3% Elapsed: 0:50:09 Gen_loss: 3.665 Dis_loss: 1.15 Cls_loss: 3.103 Topk: N/A ada_p: 0.0
[INFO] 2021-10-18 15:04:14 > Step: 3200 Progress: 0.3% Elapsed: 0:51:53 Gen_loss: 3.62 Dis_loss: 1.26 Cls_loss: 3.096 Topk: N/A ada_p: 0.00064
[INFO] 2021-10-18 15:05:49 > Step: 3300 Progress: 0.3% Elapsed: 0:53:28 Gen_loss: 3.367 Dis_loss: 1.187 Cls_loss: 2.803 Topk: N/A ada_p: 0.002432
[INFO] 2021-10-18 15:07:23 > Step: 3400 Progress: 0.3% Elapsed: 0:55:02 Gen_loss: 2.648 Dis_loss: 1.155 Cls_loss: 3.105 Topk: N/A ada_p: 0.000768
[INFO] 2021-10-18 15:08:57 > Step: 3500 Progress: 0.4% Elapsed: 0:56:36 Gen_loss: 3.948 Dis_loss: 0.9005 Cls_loss: 2.799 Topk: N/A ada_p: 0.000896
[INFO] 2021-10-18 15:10:41 > Step: 3600 Progress: 0.4% Elapsed: 0:58:20 Gen_loss: 4.025 Dis_loss: 0.9529 Cls_loss: 3.181 Topk: N/A ada_p: 0.002304
[INFO] 2021-10-18 15:12:15 > Step: 3700 Progress: 0.4% Elapsed: 0:59:54 Gen_loss: 2.436 Dis_loss: 1.242 Cls_loss: 2.928 Topk: N/A ada_p: 0.007808
[INFO] 2021-10-18 15:13:50 > Step: 3800 Progress: 0.4% Elapsed: 1:01:29 Gen_loss: 2.973 Dis_loss: 3.25 Cls_loss: 3.504 Topk: N/A ada_p: 0.009344
[INFO] 2021-10-18 15:15:24 > Step: 3900 Progress: 0.4% Elapsed: 1:03:03 Gen_loss: 3.689 Dis_loss: 1.043 Cls_loss: 3.229 Topk: N/A ada_p: 0.006912
[INFO] 2021-10-18 15:17:08 > Step: 4000 Progress: 0.4% Elapsed: 1:04:47 Gen_loss: 2.226 Dis_loss: 1.176 Cls_loss: 2.697 Topk: N/A ada_p: 0.01203
[INFO] 2021-10-18 15:18:42 > Step: 4100 Progress: 0.4% Elapsed: 1:06:21 Gen_loss: 3.452 Dis_loss: 0.9861 Cls_loss: 2.739 Topk: N/A ada_p: 0.009856
[INFO] 2021-10-18 15:20:16 > Step: 4200 Progress: 0.4% Elapsed: 1:07:55 Gen_loss: 2.949 Dis_loss: 1.262 Cls_loss: 3.145 Topk: N/A ada_p: 0.00704
[INFO] 2021-10-18 15:22:01 > Step: 4300 Progress: 0.4% Elapsed: 1:09:40 Gen_loss: 6.125 Dis_loss: 1.489 Cls_loss: 3.36 Topk: N/A ada_p: 0.007168
[INFO] 2021-10-18 15:23:36 > Step: 4400 Progress: 0.4% Elapsed: 1:11:14 Gen_loss: 2.904 Dis_loss: 2.282 Cls_loss: 2.896 Topk: N/A ada_p: 0.008704
[INFO] 2021-10-18 15:25:10 > Step: 4500 Progress: 0.4% Elapsed: 1:12:49 Gen_loss: 2.189 Dis_loss: 1.596 Cls_loss: 2.602 Topk: N/A ada_p: 0.007808
[INFO] 2021-10-18 15:26:44 > Step: 4600 Progress: 0.5% Elapsed: 1:14:23 Gen_loss: 5.044 Dis_loss: 1.239 Cls_loss: 2.665 Topk: N/A ada_p: 0.0119
[INFO] 2021-10-18 15:28:29 > Step: 4700 Progress: 0.5% Elapsed: 1:16:07 Gen_loss: 2.338 Dis_loss: 1.148 Cls_loss: 2.804 Topk: N/A ada_p: 0.01741
[INFO] 2021-10-18 15:30:03 > Step: 4800 Progress: 0.5% Elapsed: 1:17:41 Gen_loss: 5.67 Dis_loss: 0.8594 Cls_loss: 2.711 Topk: N/A ada_p: 0.01997
[INFO] 2021-10-18 15:31:38 > Step: 4900 Progress: 0.5% Elapsed: 1:19:16 Gen_loss: 4.215 Dis_loss: 1.11 Cls_loss: 2.77 Topk: N/A ada_p: 0.01651
[INFO] 2021-10-18 15:33:12 > Step: 5000 Progress: 0.5% Elapsed: 1:20:51 Gen_loss: 2.996 Dis_loss: 0.9855 Cls_loss: 2.991 Topk: N/A ada_p: 0.01933
[INFO] 2021-10-18 15:34:56 > Step: 5100 Progress: 0.5% Elapsed: 1:22:35 Gen_loss: 3.086 Dis_loss: 1.259 Cls_loss: 2.807 Topk: N/A ada_p: 0.0215
[INFO] 2021-10-18 15:36:31 > Step: 5200 Progress: 0.5% Elapsed: 1:24:10 Gen_loss: 4.671 Dis_loss: 0.963 Cls_loss: 2.834 Topk: N/A ada_p: 0.0233
[INFO] 2021-10-18 15:38:06 > Step: 5300 Progress: 0.5% Elapsed: 1:25:45 Gen_loss: 2.798 Dis_loss: 1.375 Cls_loss: 2.802 Topk: N/A ada_p: 0.02752
[INFO] 2021-10-18 15:39:41 > Step: 5400 Progress: 0.5% Elapsed: 1:27:19 Gen_loss: 3.039 Dis_loss: 2.209 Cls_loss: 3.126 Topk: N/A ada_p: 0.03162
[INFO] 2021-10-18 15:41:25 > Step: 5500 Progress: 0.5% Elapsed: 1:29:04 Gen_loss: 3.368 Dis_loss: 1.061 Cls_loss: 2.578 Topk: N/A ada_p: 0.03046
[INFO] 2021-10-18 15:42:59 > Step: 5600 Progress: 0.6% Elapsed: 1:30:38 Gen_loss: 3.693 Dis_loss: 1.111 Cls_loss: 2.948 Topk: N/A ada_p: 0.03046
[INFO] 2021-10-18 15:44:34 > Step: 5700 Progress: 0.6% Elapsed: 1:32:12 Gen_loss: 2.518 Dis_loss: 1.141 Cls_loss: 2.625 Topk: N/A ada_p: 0.03238
[INFO] 2021-10-18 15:46:07 > Step: 5800 Progress: 0.6% Elapsed: 1:33:46 Gen_loss: 3.494 Dis_loss: 1.164 Cls_loss: 2.946 Topk: N/A ada_p: 0.03366
[INFO] 2021-10-18 15:47:52 > Step: 5900 Progress: 0.6% Elapsed: 1:35:31 Gen_loss: 4.055 Dis_loss: 1.199 Cls_loss: 2.956 Topk: N/A ada_p: 0.03302
[INFO] 2021-10-18 15:49:27 > Step: 6000 Progress: 0.6% Elapsed: 1:37:06 Gen_loss: 3.539 Dis_loss: 0.8265 Cls_loss: 2.564 Topk: N/A ada_p: 0.03482
[INFO] 2021-10-18 15:51:02 > Step: 6100 Progress: 0.6% Elapsed: 1:38:41 Gen_loss: 3.256 Dis_loss: 0.9986 Cls_loss: 2.361 Topk: N/A ada_p: 0.03853
[INFO] 2021-10-18 15:52:36 > Step: 6200 Progress: 0.6% Elapsed: 1:40:15 Gen_loss: 2.068 Dis_loss: 1.337 Cls_loss: 2.811 Topk: N/A ada_p: 0.04083
[INFO] 2021-10-18 15:54:21 > Step: 6300 Progress: 0.6% Elapsed: 1:42:00 Gen_loss: 2.766 Dis_loss: 1.636 Cls_loss: 3.024 Topk: N/A ada_p: 0.0425
[INFO] 2021-10-18 15:55:55 > Step: 6400 Progress: 0.6% Elapsed: 1:43:34 Gen_loss: 2.9 Dis_loss: 1.323 Cls_loss: 2.788 Topk: N/A ada_p: 0.04301
[INFO] 2021-10-18 15:57:30 > Step: 6500 Progress: 0.7% Elapsed: 1:45:09 Gen_loss: 3.655 Dis_loss: 1.038 Cls_loss: 2.674 Topk: N/A ada_p: 0.04083
[INFO] 2021-10-18 15:59:04 > Step: 6600 Progress: 0.7% Elapsed: 1:46:43 Gen_loss: 3.282 Dis_loss: 1.139 Cls_loss: 2.858 Topk: N/A ada_p: 0.03981
[INFO] 2021-10-18 16:00:48 > Step: 6700 Progress: 0.7% Elapsed: 1:48:27 Gen_loss: 3.796 Dis_loss: 1.157 Cls_loss: 2.579 Topk: N/A ada_p: 0.04096
[INFO] 2021-10-18 16:02:22 > Step: 6800 Progress: 0.7% Elapsed: 1:50:01 Gen_loss: 2.956 Dis_loss: 1.241 Cls_loss: 2.597 Topk: N/A ada_p: 0.04122
[INFO] 2021-10-18 16:03:57 > Step: 6900 Progress: 0.7% Elapsed: 1:51:36 Gen_loss: 3.773 Dis_loss: 1.054 Cls_loss: 2.78 Topk: N/A ada_p: 0.0393
[INFO] 2021-10-18 16:05:31 > Step: 7000 Progress: 0.7% Elapsed: 1:53:10 Gen_loss: 2.749 Dis_loss: 1.132 Cls_loss: 2.21 Topk: N/A ada_p: 0.04339
[INFO] 2021-10-18 16:07:15 > Step: 7100 Progress: 0.7% Elapsed: 1:54:54 Gen_loss: 3.862 Dis_loss: 1.364 Cls_loss: 2.634 Topk: N/A ada_p: 0.04403
[INFO] 2021-10-18 16:08:50 > Step: 7200 Progress: 0.7% Elapsed: 1:56:29 Gen_loss: 3.247 Dis_loss: 1.006 Cls_loss: 2.537 Topk: N/A ada_p: 0.04634
[INFO] 2021-10-18 16:10:24 > Step: 7300 Progress: 0.7% Elapsed: 1:58:03 Gen_loss: 3.681 Dis_loss: 0.8597 Cls_loss: 2.461 Topk: N/A ada_p: 0.04518
[INFO] 2021-10-18 16:11:58 > Step: 7400 Progress: 0.7% Elapsed: 1:59:37 Gen_loss: 3.031 Dis_loss: 0.8961 Cls_loss: 2.203 Topk: N/A ada_p: 0.04902
[INFO] 2021-10-18 16:13:43 > Step: 7500 Progress: 0.8% Elapsed: 2:01:22 Gen_loss: 3.622 Dis_loss: 1.024 Cls_loss: 2.741 Topk: N/A ada_p: 0.05325
[INFO] 2021-10-18 16:15:18 > Step: 7600 Progress: 0.8% Elapsed: 2:02:57 Gen_loss: 3.049 Dis_loss: 0.8437 Cls_loss: 2.705 Topk: N/A ada_p: 0.05197
[INFO] 2021-10-18 16:16:52 > Step: 7700 Progress: 0.8% Elapsed: 2:04:31 Gen_loss: 2.25 Dis_loss: 0.9109 Cls_loss: 2.363 Topk: N/A ada_p: 0.0503
[INFO] 2021-10-18 16:18:26 > Step: 7800 Progress: 0.8% Elapsed: 2:06:05 Gen_loss: 2.237 Dis_loss: 1.271 Cls_loss: 3.145 Topk: N/A ada_p: 0.04723
[INFO] 2021-10-18 16:20:11 > Step: 7900 Progress: 0.8% Elapsed: 2:07:49 Gen_loss: 3.564 Dis_loss: 1.188 Cls_loss: 2.381 Topk: N/A ada_p: 0.0512
[INFO] 2021-10-18 16:21:44 > Step: 8000 Progress: 0.8% Elapsed: 2:09:23 Gen_loss: 3.874 Dis_loss: 0.8814 Cls_loss: 2.394 Topk: N/A ada_p: 0.05376
[INFO] 2021-10-18 16:23:18 > Step: 8100 Progress: 0.8% Elapsed: 2:10:57 Gen_loss: 3.119 Dis_loss: 0.9185 Cls_loss: 2.823 Topk: N/A ada_p: 0.05158
[INFO] 2021-10-18 16:25:02 > Step: 8200 Progress: 0.8% Elapsed: 2:12:41 Gen_loss: 3.747 Dis_loss: 1.035 Cls_loss: 2.888 Topk: N/A ada_p: 0.05107
[INFO] 2021-10-18 16:26:35 > Step: 8300 Progress: 0.8% Elapsed: 2:14:14 Gen_loss: 3.732 Dis_loss: 0.9686 Cls_loss: 2.591 Topk: N/A ada_p: 0.05734
[INFO] 2021-10-18 16:28:09 > Step: 8400 Progress: 0.8% Elapsed: 2:15:48 Gen_loss: 3.577 Dis_loss: 1.848 Cls_loss: 2.605 Topk: N/A ada_p: 0.05811
[INFO] 2021-10-18 16:29:43 > Step: 8500 Progress: 0.9% Elapsed: 2:17:22 Gen_loss: 4.484 Dis_loss: 0.9195 Cls_loss: 2.335 Topk: N/A ada_p: 0.05542
[INFO] 2021-10-18 16:31:27 > Step: 8600 Progress: 0.9% Elapsed: 2:19:05 Gen_loss: 3.746 Dis_loss: 0.9387 Cls_loss: 2.469 Topk: N/A ada_p: 0.0544
[INFO] 2021-10-18 16:33:00 > Step: 8700 Progress: 0.9% Elapsed: 2:20:39 Gen_loss: 2.846 Dis_loss: 1.034 Cls_loss: 2.656 Topk: N/A ada_p: 0.0553
[INFO] 2021-10-18 16:34:34 > Step: 8800 Progress: 0.9% Elapsed: 2:22:13 Gen_loss: 3.743 Dis_loss: 1.262 Cls_loss: 2.498 Topk: N/A ada_p: 0.05606
[INFO] 2021-10-18 16:36:07 > Step: 8900 Progress: 0.9% Elapsed: 2:23:46 Gen_loss: 4.992 Dis_loss: 1.045 Cls_loss: 2.71 Topk: N/A ada_p: 0.05184
[INFO] 2021-10-18 16:37:51 > Step: 9000 Progress: 0.9% Elapsed: 2:25:30 Gen_loss: 2.567 Dis_loss: 1.306 Cls_loss: 2.128 Topk: N/A ada_p: 0.05466
[INFO] 2021-10-18 16:39:24 > Step: 9100 Progress: 0.9% Elapsed: 2:27:03 Gen_loss: 5.18 Dis_loss: 1.163 Cls_loss: 2.565 Topk: N/A ada_p: 0.05734
[INFO] 2021-10-18 16:40:57 > Step: 9200 Progress: 0.9% Elapsed: 2:28:36 Gen_loss: 3.455 Dis_loss: 1.072 Cls_loss: 2.395 Topk: N/A ada_p: 0.06118
[INFO] 2021-10-18 16:42:31 > Step: 9300 Progress: 0.9% Elapsed: 2:30:10 Gen_loss: 2.548 Dis_loss: 2.081 Cls_loss: 2.624 Topk: N/A ada_p: 0.05491
[INFO] 2021-10-18 16:44:14 > Step: 9400 Progress: 0.9% Elapsed: 2:31:53 Gen_loss: 1.796 Dis_loss: 1.51 Cls_loss: 2.976 Topk: N/A ada_p: 0.06157
[INFO] 2021-10-18 16:45:48 > Step: 9500 Progress: 0.9% Elapsed: 2:33:27 Gen_loss: 2.979 Dis_loss: 1.377 Cls_loss: 2.853 Topk: N/A ada_p: 0.0599
[INFO] 2021-10-18 16:47:21 > Step: 9600 Progress: 1.0% Elapsed: 2:35:00 Gen_loss: 3.954 Dis_loss: 1.114 Cls_loss: 2.437 Topk: N/A ada_p: 0.05632
[INFO] 2021-10-18 16:48:55 > Step: 9700 Progress: 1.0% Elapsed: 2:36:34 Gen_loss: 3.161 Dis_loss: 0.9925 Cls_loss: 2.289 Topk: N/A ada_p: 0.05619
[INFO] 2021-10-18 16:50:41 > Step: 9800 Progress: 1.0% Elapsed: 2:38:20 Gen_loss: 3.626 Dis_loss: 0.8152 Cls_loss: 2.531 Topk: N/A ada_p: 0.05773
[INFO] 2021-10-18 16:52:16 > Step: 9900 Progress: 1.0% Elapsed: 2:39:54 Gen_loss: 4.056 Dis_loss: 1.398 Cls_loss: 2.681 Topk: N/A ada_p: 0.06272
[INFO] 2021-10-18 16:53:50 > Step: 10000 Progress: 1.0% Elapsed: 2:41:28 Gen_loss: 4.492 Dis_loss: 1.153 Cls_loss: 2.615 Topk: N/A ada_p: 0.06042
[INFO] 2021-10-18 16:53:50 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-18 16:53:50 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_10000.png
[INFO] 2021-10-18 16:53:50 > Start Evaluation (10000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-18 16:53:50 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-18 16:59:25 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-18 17:05:06 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-18 17:23:40 > Inception score (Step: 10000, 50000 generated images): 7.74675178527832
[INFO] 2021-10-18 17:23:40 > FID score (Step: 10000, Using train moments): 30.628129681424866
[INFO] 2021-10-18 17:23:40 > Improved Precision (Step: 10000, Using train images): 0.57704
[INFO] 2021-10-18 17:23:40 > Improved Recall (Step: 10000, Using train images): 0.30136
[INFO] 2021-10-18 17:23:40 > Density (Step: 10000, Using train images): 0.510572
[INFO] 2021-10-18 17:23:40 > Coverage (Step: 10000, Using train images): 0.3908
[INFO] 2021-10-18 17:23:40 > Best FID score (Step: 10000, Using train moments): 30.628129681424866
[INFO] 2021-10-18 17:24:03 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-18 17:28:08 > Step: 10100 Progress: 1.0% Elapsed: 3:15:47 Gen_loss: 2.764 Dis_loss: 1.565 Cls_loss: 2.635 Topk: N/A ada_p: 0.0585
[INFO] 2021-10-18 17:29:57 > Step: 10200 Progress: 1.0% Elapsed: 3:17:36 Gen_loss: 4.188 Dis_loss: 1.193 Cls_loss: 2.108 Topk: N/A ada_p: 0.06285
[INFO] 2021-10-18 17:31:31 > Step: 10300 Progress: 1.0% Elapsed: 3:19:10 Gen_loss: 4.272 Dis_loss: 0.997 Cls_loss: 2.492 Topk: N/A ada_p: 0.06323
[INFO] 2021-10-18 17:33:04 > Step: 10400 Progress: 1.0% Elapsed: 3:20:43 Gen_loss: 2.152 Dis_loss: 1.418 Cls_loss: 3.221 Topk: N/A ada_p: 0.06349
[INFO] 2021-10-18 17:34:38 > Step: 10500 Progress: 1.1% Elapsed: 3:22:17 Gen_loss: 3.104 Dis_loss: 0.924 Cls_loss: 2.808 Topk: N/A ada_p: 0.06669
[INFO] 2021-10-18 17:36:21 > Step: 10600 Progress: 1.1% Elapsed: 3:24:00 Gen_loss: 2.648 Dis_loss: 1.276 Cls_loss: 2.475 Topk: N/A ada_p: 0.06771
[INFO] 2021-10-18 17:37:55 > Step: 10700 Progress: 1.1% Elapsed: 3:25:34 Gen_loss: 3.514 Dis_loss: 0.9201 Cls_loss: 2.651 Topk: N/A ada_p: 0.06298
[INFO] 2021-10-18 17:39:29 > Step: 10800 Progress: 1.1% Elapsed: 3:27:08 Gen_loss: 4.607 Dis_loss: 1.3 Cls_loss: 2.643 Topk: N/A ada_p: 0.06426
[INFO] 2021-10-18 17:41:02 > Step: 10900 Progress: 1.1% Elapsed: 3:28:41 Gen_loss: 3.003 Dis_loss: 1.154 Cls_loss: 2.557 Topk: N/A ada_p: 0.06182
[INFO] 2021-10-18 17:42:45 > Step: 11000 Progress: 1.1% Elapsed: 3:30:24 Gen_loss: 2.165 Dis_loss: 1.248 Cls_loss: 2.47 Topk: N/A ada_p: 0.06003
[INFO] 2021-10-18 17:44:19 > Step: 11100 Progress: 1.1% Elapsed: 3:31:58 Gen_loss: 2.797 Dis_loss: 1.15 Cls_loss: 2.592 Topk: N/A ada_p: 0.06349
[INFO] 2021-10-18 17:45:53 > Step: 11200 Progress: 1.1% Elapsed: 3:33:32 Gen_loss: 3.094 Dis_loss: 0.7995 Cls_loss: 2.541 Topk: N/A ada_p: 0.06579
[INFO] 2021-10-18 17:47:27 > Step: 11300 Progress: 1.1% Elapsed: 3:35:06 Gen_loss: 4.284 Dis_loss: 1.217 Cls_loss: 2.211 Topk: N/A ada_p: 0.06618
[INFO] 2021-10-18 17:49:11 > Step: 11400 Progress: 1.1% Elapsed: 3:36:50 Gen_loss: 1.459 Dis_loss: 1.214 Cls_loss: 2.586 Topk: N/A ada_p: 0.06669
[INFO] 2021-10-18 17:50:45 > Step: 11500 Progress: 1.1% Elapsed: 3:38:24 Gen_loss: 3.959 Dis_loss: 0.8922 Cls_loss: 2.438 Topk: N/A ada_p: 0.06426
[INFO] 2021-10-18 17:52:19 > Step: 11600 Progress: 1.2% Elapsed: 3:39:58 Gen_loss: 2.47 Dis_loss: 1.133 Cls_loss: 2.363 Topk: N/A ada_p: 0.06554
[INFO] 2021-10-18 17:53:53 > Step: 11700 Progress: 1.2% Elapsed: 3:41:32 Gen_loss: 2.462 Dis_loss: 1.309 Cls_loss: 2.42 Topk: N/A ada_p: 0.06259
[INFO] 2021-10-18 17:55:38 > Step: 11800 Progress: 1.2% Elapsed: 3:43:16 Gen_loss: 5.302 Dis_loss: 1.146 Cls_loss: 2.439 Topk: N/A ada_p: 0.05722
[INFO] 2021-10-18 17:57:12 > Step: 11900 Progress: 1.2% Elapsed: 3:44:51 Gen_loss: 3.661 Dis_loss: 1.512 Cls_loss: 2.673 Topk: N/A ada_p: 0.06374
[INFO] 2021-10-18 17:58:45 > Step: 12000 Progress: 1.2% Elapsed: 3:46:24 Gen_loss: 3.174 Dis_loss: 1.028 Cls_loss: 2.555 Topk: N/A ada_p: 0.06323
[INFO] 2021-10-18 18:00:30 > Step: 12100 Progress: 1.2% Elapsed: 3:48:08 Gen_loss: 1.875 Dis_loss: 0.7626 Cls_loss: 2.328 Topk: N/A ada_p: 0.06541
[INFO] 2021-10-18 18:02:04 > Step: 12200 Progress: 1.2% Elapsed: 3:49:43 Gen_loss: 2.489 Dis_loss: 1.244 Cls_loss: 2.614 Topk: N/A ada_p: 0.07002
[INFO] 2021-10-18 18:03:39 > Step: 12300 Progress: 1.2% Elapsed: 3:51:18 Gen_loss: 3.806 Dis_loss: 1.529 Cls_loss: 2.316 Topk: N/A ada_p: 0.06477
[INFO] 2021-10-18 18:05:13 > Step: 12400 Progress: 1.2% Elapsed: 3:52:52 Gen_loss: 2.536 Dis_loss: 1.728 Cls_loss: 2.565 Topk: N/A ada_p: 0.06733
[INFO] 2021-10-18 18:06:57 > Step: 12500 Progress: 1.2% Elapsed: 3:54:36 Gen_loss: 3.002 Dis_loss: 0.9779 Cls_loss: 2.39 Topk: N/A ada_p: 0.06976
[INFO] 2021-10-18 18:08:31 > Step: 12600 Progress: 1.3% Elapsed: 3:56:10 Gen_loss: 3.038 Dis_loss: 0.9381 Cls_loss: 2.513 Topk: N/A ada_p: 0.06899
[INFO] 2021-10-18 18:10:05 > Step: 12700 Progress: 1.3% Elapsed: 3:57:43 Gen_loss: 4.615 Dis_loss: 0.8055 Cls_loss: 1.941 Topk: N/A ada_p: 0.06912
[INFO] 2021-10-18 18:11:38 > Step: 12800 Progress: 1.3% Elapsed: 3:59:17 Gen_loss: 3.392 Dis_loss: 0.9157 Cls_loss: 2.235 Topk: N/A ada_p: 0.0663
[INFO] 2021-10-18 18:13:22 > Step: 12900 Progress: 1.3% Elapsed: 4:01:01 Gen_loss: 3.955 Dis_loss: 0.8077 Cls_loss: 2.198 Topk: N/A ada_p: 0.06592
[INFO] 2021-10-18 18:14:56 > Step: 13000 Progress: 1.3% Elapsed: 4:02:34 Gen_loss: 2.481 Dis_loss: 0.8958 Cls_loss: 2.476 Topk: N/A ada_p: 0.07104
[INFO] 2021-10-18 18:16:30 > Step: 13100 Progress: 1.3% Elapsed: 4:04:09 Gen_loss: 2.576 Dis_loss: 1.109 Cls_loss: 2.05 Topk: N/A ada_p: 0.0681
[INFO] 2021-10-18 18:18:04 > Step: 13200 Progress: 1.3% Elapsed: 4:05:43 Gen_loss: 2.676 Dis_loss: 1.023 Cls_loss: 2.444 Topk: N/A ada_p: 0.06938
[INFO] 2021-10-18 18:19:47 > Step: 13300 Progress: 1.3% Elapsed: 4:07:26 Gen_loss: 2.036 Dis_loss: 0.8768 Cls_loss: 2.207 Topk: N/A ada_p: 0.07027
[INFO] 2021-10-18 18:21:21 > Step: 13400 Progress: 1.3% Elapsed: 4:09:00 Gen_loss: 2.005 Dis_loss: 1.816 Cls_loss: 2.563 Topk: N/A ada_p: 0.07488
[INFO] 2021-10-18 18:22:55 > Step: 13500 Progress: 1.4% Elapsed: 4:10:34 Gen_loss: 3.656 Dis_loss: 1.066 Cls_loss: 2.4 Topk: N/A ada_p: 0.07091
[INFO] 2021-10-18 18:24:28 > Step: 13600 Progress: 1.4% Elapsed: 4:12:07 Gen_loss: 4.606 Dis_loss: 1.375 Cls_loss: 2.458 Topk: N/A ada_p: 0.07629
[INFO] 2021-10-18 18:26:12 > Step: 13700 Progress: 1.4% Elapsed: 4:13:51 Gen_loss: 2.341 Dis_loss: 1.179 Cls_loss: 2.473 Topk: N/A ada_p: 0.07104
[INFO] 2021-10-18 18:27:46 > Step: 13800 Progress: 1.4% Elapsed: 4:15:25 Gen_loss: 2.709 Dis_loss: 1.073 Cls_loss: 2.467 Topk: N/A ada_p: 0.06541
[INFO] 2021-10-18 18:29:20 > Step: 13900 Progress: 1.4% Elapsed: 4:16:58 Gen_loss: 4.903 Dis_loss: 1.159 Cls_loss: 2.279 Topk: N/A ada_p: 0.06605
[INFO] 2021-10-18 18:30:53 > Step: 14000 Progress: 1.4% Elapsed: 4:18:32 Gen_loss: 4.636 Dis_loss: 1.452 Cls_loss: 2.04 Topk: N/A ada_p: 0.07014
[INFO] 2021-10-18 18:32:37 > Step: 14100 Progress: 1.4% Elapsed: 4:20:16 Gen_loss: 3.293 Dis_loss: 1.23 Cls_loss: 1.975 Topk: N/A ada_p: 0.06899
[INFO] 2021-10-18 18:34:11 > Step: 14200 Progress: 1.4% Elapsed: 4:21:50 Gen_loss: 2.923 Dis_loss: 1.089 Cls_loss: 2.55 Topk: N/A ada_p: 0.07309
[INFO] 2021-10-18 18:35:45 > Step: 14300 Progress: 1.4% Elapsed: 4:23:24 Gen_loss: 1.297 Dis_loss: 1.442 Cls_loss: 2.599 Topk: N/A ada_p: 0.07578
[INFO] 2021-10-18 18:37:18 > Step: 14400 Progress: 1.4% Elapsed: 4:24:57 Gen_loss: 2.705 Dis_loss: 0.8541 Cls_loss: 1.997 Topk: N/A ada_p: 0.0727
[INFO] 2021-10-18 18:39:03 > Step: 14500 Progress: 1.5% Elapsed: 4:26:41 Gen_loss: 3.912 Dis_loss: 1.055 Cls_loss: 2.303 Topk: N/A ada_p: 0.07718
[INFO] 2021-10-18 18:40:36 > Step: 14600 Progress: 1.5% Elapsed: 4:28:15 Gen_loss: 1.997 Dis_loss: 1.16 Cls_loss: 2.869 Topk: N/A ada_p: 0.07846
[INFO] 2021-10-18 18:42:10 > Step: 14700 Progress: 1.5% Elapsed: 4:29:49 Gen_loss: 2.846 Dis_loss: 1.578 Cls_loss: 2.36 Topk: N/A ada_p: 0.06912
[INFO] 2021-10-18 18:43:44 > Step: 14800 Progress: 1.5% Elapsed: 4:31:23 Gen_loss: 3.343 Dis_loss: 0.9984 Cls_loss: 2.104 Topk: N/A ada_p: 0.06554
[INFO] 2021-10-18 18:45:28 > Step: 14900 Progress: 1.5% Elapsed: 4:33:07 Gen_loss: 3.019 Dis_loss: 1.022 Cls_loss: 2.284 Topk: N/A ada_p: 0.06643
[INFO] 2021-10-18 18:47:02 > Step: 15000 Progress: 1.5% Elapsed: 4:34:41 Gen_loss: 5.354 Dis_loss: 1.458 Cls_loss: 2.098 Topk: N/A ada_p: 0.0695
[INFO] 2021-10-18 18:48:36 > Step: 15100 Progress: 1.5% Elapsed: 4:36:15 Gen_loss: 3.543 Dis_loss: 0.8643 Cls_loss: 2.449 Topk: N/A ada_p: 0.07322
[INFO] 2021-10-18 18:50:10 > Step: 15200 Progress: 1.5% Elapsed: 4:37:48 Gen_loss: 3.004 Dis_loss: 0.9901 Cls_loss: 2.243 Topk: N/A ada_p: 0.07398
[INFO] 2021-10-18 18:51:53 > Step: 15300 Progress: 1.5% Elapsed: 4:39:32 Gen_loss: 2.85 Dis_loss: 1.496 Cls_loss: 2.736 Topk: N/A ada_p: 0.07616
[INFO] 2021-10-18 18:53:27 > Step: 15400 Progress: 1.5% Elapsed: 4:41:06 Gen_loss: 2.592 Dis_loss: 0.7734 Cls_loss: 2.06 Topk: N/A ada_p: 0.07514
[INFO] 2021-10-18 18:55:01 > Step: 15500 Progress: 1.6% Elapsed: 4:42:40 Gen_loss: 3.513 Dis_loss: 0.9408 Cls_loss: 2.298 Topk: N/A ada_p: 0.07654
[INFO] 2021-10-18 18:56:35 > Step: 15600 Progress: 1.6% Elapsed: 4:44:13 Gen_loss: 4.056 Dis_loss: 1.018 Cls_loss: 2.453 Topk: N/A ada_p: 0.07552
[INFO] 2021-10-18 18:58:18 > Step: 15700 Progress: 1.6% Elapsed: 4:45:57 Gen_loss: 2.97 Dis_loss: 0.9916 Cls_loss: 2.263 Topk: N/A ada_p: 0.06771
[INFO] 2021-10-18 18:59:52 > Step: 15800 Progress: 1.6% Elapsed: 4:47:31 Gen_loss: 1.743 Dis_loss: 1.681 Cls_loss: 2.516 Topk: N/A ada_p: 0.06925
[INFO] 2021-10-18 19:01:26 > Step: 15900 Progress: 1.6% Elapsed: 4:49:05 Gen_loss: 2.962 Dis_loss: 0.9189 Cls_loss: 2.248 Topk: N/A ada_p: 0.06349
[INFO] 2021-10-18 19:03:11 > Step: 16000 Progress: 1.6% Elapsed: 4:50:49 Gen_loss: 4.023 Dis_loss: 1.593 Cls_loss: 2.146 Topk: N/A ada_p: 0.06298
[INFO] 2021-10-18 19:04:44 > Step: 16100 Progress: 1.6% Elapsed: 4:52:23 Gen_loss: 3.302 Dis_loss: 1.022 Cls_loss: 2.078 Topk: N/A ada_p: 0.06566
[INFO] 2021-10-18 19:06:18 > Step: 16200 Progress: 1.6% Elapsed: 4:53:57 Gen_loss: 2.448 Dis_loss: 1.14 Cls_loss: 2.419 Topk: N/A ada_p: 0.06694
[INFO] 2021-10-18 19:07:52 > Step: 16300 Progress: 1.6% Elapsed: 4:55:31 Gen_loss: 2.946 Dis_loss: 1.079 Cls_loss: 2.625 Topk: N/A ada_p: 0.06835
[INFO] 2021-10-18 19:09:36 > Step: 16400 Progress: 1.6% Elapsed: 4:57:15 Gen_loss: 2.14 Dis_loss: 1.161 Cls_loss: 2.528 Topk: N/A ada_p: 0.06502
[INFO] 2021-10-18 19:11:10 > Step: 16500 Progress: 1.7% Elapsed: 4:58:49 Gen_loss: 2.54 Dis_loss: 0.7901 Cls_loss: 2.296 Topk: N/A ada_p: 0.06797
[INFO] 2021-10-18 19:12:44 > Step: 16600 Progress: 1.7% Elapsed: 5:00:23 Gen_loss: 4.337 Dis_loss: 0.7447 Cls_loss: 2.037 Topk: N/A ada_p: 0.06746
[INFO] 2021-10-18 19:14:18 > Step: 16700 Progress: 1.7% Elapsed: 5:01:57 Gen_loss: 3.063 Dis_loss: 1.192 Cls_loss: 2.391 Topk: N/A ada_p: 0.06656
[INFO] 2021-10-18 19:16:02 > Step: 16800 Progress: 1.7% Elapsed: 5:03:40 Gen_loss: 3.26 Dis_loss: 1.162 Cls_loss: 2.028 Topk: N/A ada_p: 0.07526
[INFO] 2021-10-18 19:17:36 > Step: 16900 Progress: 1.7% Elapsed: 5:05:15 Gen_loss: 5.273 Dis_loss: 1.31 Cls_loss: 2.81 Topk: N/A ada_p: 0.07872
[INFO] 2021-10-18 19:19:10 > Step: 17000 Progress: 1.7% Elapsed: 5:06:49 Gen_loss: 4.162 Dis_loss: 1.084 Cls_loss: 2.585 Topk: N/A ada_p: 0.07565
[INFO] 2021-10-18 19:20:44 > Step: 17100 Progress: 1.7% Elapsed: 5:08:23 Gen_loss: 3.22 Dis_loss: 1.172 Cls_loss: 2.336 Topk: N/A ada_p: 0.0727
[INFO] 2021-10-18 19:22:27 > Step: 17200 Progress: 1.7% Elapsed: 5:10:06 Gen_loss: 3.058 Dis_loss: 0.8537 Cls_loss: 2.258 Topk: N/A ada_p: 0.07552
[INFO] 2021-10-18 19:24:01 > Step: 17300 Progress: 1.7% Elapsed: 5:11:40 Gen_loss: 2.208 Dis_loss: 1.202 Cls_loss: 2.137 Topk: N/A ada_p: 0.07693
[INFO] 2021-10-18 19:25:35 > Step: 17400 Progress: 1.7% Elapsed: 5:13:14 Gen_loss: 2.364 Dis_loss: 1.156 Cls_loss: 2.378 Topk: N/A ada_p: 0.08154
[INFO] 2021-10-18 19:27:08 > Step: 17500 Progress: 1.8% Elapsed: 5:14:47 Gen_loss: 2.091 Dis_loss: 1.773 Cls_loss: 2.468 Topk: N/A ada_p: 0.08141
[INFO] 2021-10-18 19:28:53 > Step: 17600 Progress: 1.8% Elapsed: 5:16:31 Gen_loss: 2.006 Dis_loss: 1.303 Cls_loss: 2.217 Topk: N/A ada_p: 0.07731
[INFO] 2021-10-18 19:30:26 > Step: 17700 Progress: 1.8% Elapsed: 5:18:05 Gen_loss: 2.571 Dis_loss: 0.9814 Cls_loss: 2.204 Topk: N/A ada_p: 0.07616
[INFO] 2021-10-18 19:32:00 > Step: 17800 Progress: 1.8% Elapsed: 5:19:39 Gen_loss: 4.901 Dis_loss: 2.041 Cls_loss: 2.267 Topk: N/A ada_p: 0.07642
[INFO] 2021-10-18 19:33:34 > Step: 17900 Progress: 1.8% Elapsed: 5:21:12 Gen_loss: 3.201 Dis_loss: 1.157 Cls_loss: 1.955 Topk: N/A ada_p: 0.06886
[INFO] 2021-10-18 19:35:17 > Step: 18000 Progress: 1.8% Elapsed: 5:22:56 Gen_loss: 3.416 Dis_loss: 0.8842 Cls_loss: 1.902 Topk: N/A ada_p: 0.0663
[INFO] 2021-10-18 19:36:51 > Step: 18100 Progress: 1.8% Elapsed: 5:24:30 Gen_loss: 1.878 Dis_loss: 0.899 Cls_loss: 2.076 Topk: N/A ada_p: 0.06592
[INFO] 2021-10-18 19:38:25 > Step: 18200 Progress: 1.8% Elapsed: 5:26:04 Gen_loss: 2.953 Dis_loss: 1.18 Cls_loss: 2.403 Topk: N/A ada_p: 0.07104
[INFO] 2021-10-18 19:39:58 > Step: 18300 Progress: 1.8% Elapsed: 5:27:37 Gen_loss: 4.356 Dis_loss: 1.003 Cls_loss: 2.308 Topk: N/A ada_p: 0.06912
[INFO] 2021-10-18 19:41:41 > Step: 18400 Progress: 1.8% Elapsed: 5:29:20 Gen_loss: 1.584 Dis_loss: 1.088 Cls_loss: 2.391 Topk: N/A ada_p: 0.07629
[INFO] 2021-10-18 19:43:15 > Step: 18500 Progress: 1.8% Elapsed: 5:30:54 Gen_loss: 2.227 Dis_loss: 1.043 Cls_loss: 2.113 Topk: N/A ada_p: 0.07334
[INFO] 2021-10-18 19:44:48 > Step: 18600 Progress: 1.9% Elapsed: 5:32:27 Gen_loss: 2.638 Dis_loss: 0.8198 Cls_loss: 1.839 Topk: N/A ada_p: 0.07053
[INFO] 2021-10-18 19:46:21 > Step: 18700 Progress: 1.9% Elapsed: 5:34:00 Gen_loss: 2.564 Dis_loss: 0.7202 Cls_loss: 2.045 Topk: N/A ada_p: 0.07373
[INFO] 2021-10-18 19:48:04 > Step: 18800 Progress: 1.9% Elapsed: 5:35:42 Gen_loss: 2.744 Dis_loss: 0.9 Cls_loss: 2.252 Topk: N/A ada_p: 0.07245
[INFO] 2021-10-18 19:49:37 > Step: 18900 Progress: 1.9% Elapsed: 5:37:16 Gen_loss: 2.699 Dis_loss: 0.9387 Cls_loss: 1.913 Topk: N/A ada_p: 0.07232
[INFO] 2021-10-18 19:51:10 > Step: 19000 Progress: 1.9% Elapsed: 5:38:49 Gen_loss: 2.999 Dis_loss: 0.8626 Cls_loss: 2.157 Topk: N/A ada_p: 0.07181
[INFO] 2021-10-18 19:52:43 > Step: 19100 Progress: 1.9% Elapsed: 5:40:22 Gen_loss: 1.813 Dis_loss: 1.01 Cls_loss: 2.384 Topk: N/A ada_p: 0.06989
[INFO] 2021-10-18 19:54:26 > Step: 19200 Progress: 1.9% Elapsed: 5:42:04 Gen_loss: 2.342 Dis_loss: 1.139 Cls_loss: 2.066 Topk: N/A ada_p: 0.07142
[INFO] 2021-10-18 19:55:59 > Step: 19300 Progress: 1.9% Elapsed: 5:43:38 Gen_loss: 2.082 Dis_loss: 1.223 Cls_loss: 2.189 Topk: N/A ada_p: 0.07002
[INFO] 2021-10-18 19:57:32 > Step: 19400 Progress: 1.9% Elapsed: 5:45:10 Gen_loss: 4.813 Dis_loss: 0.9991 Cls_loss: 2.061 Topk: N/A ada_p: 0.0736
[INFO] 2021-10-18 19:59:05 > Step: 19500 Progress: 1.9% Elapsed: 5:46:43 Gen_loss: 1.621 Dis_loss: 1.427 Cls_loss: 2.238 Topk: N/A ada_p: 0.07245
[INFO] 2021-10-18 20:00:47 > Step: 19600 Progress: 2.0% Elapsed: 5:48:26 Gen_loss: 2.99 Dis_loss: 1.307 Cls_loss: 2.496 Topk: N/A ada_p: 0.07501
[INFO] 2021-10-18 20:02:21 > Step: 19700 Progress: 2.0% Elapsed: 5:49:59 Gen_loss: 3.694 Dis_loss: 0.9339 Cls_loss: 1.759 Topk: N/A ada_p: 0.07795
[INFO] 2021-10-18 20:03:53 > Step: 19800 Progress: 2.0% Elapsed: 5:51:32 Gen_loss: 2.287 Dis_loss: 0.9677 Cls_loss: 2.163 Topk: N/A ada_p: 0.07642
[INFO] 2021-10-18 20:05:36 > Step: 19900 Progress: 2.0% Elapsed: 5:53:15 Gen_loss: 2.95 Dis_loss: 1.05 Cls_loss: 1.733 Topk: N/A ada_p: 0.07629
[INFO] 2021-10-18 20:07:09 > Step: 20000 Progress: 2.0% Elapsed: 5:54:48 Gen_loss: 4.842 Dis_loss: 0.9745 Cls_loss: 2.257 Topk: N/A ada_p: 0.07654
[INFO] 2021-10-18 20:07:09 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-18 20:07:09 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_20000.png
[INFO] 2021-10-18 20:07:09 > Start Evaluation (20000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-18 20:07:09 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-18 20:12:41 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-18 20:18:20 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-18 20:38:31 > Inception score (Step: 20000, 50000 generated images): 8.902753829956055
[INFO] 2021-10-18 20:38:31 > FID score (Step: 20000, Using train moments): 14.342500417776819
[INFO] 2021-10-18 20:38:31 > Improved Precision (Step: 20000, Using train images): 0.65088
[INFO] 2021-10-18 20:38:31 > Improved Recall (Step: 20000, Using train images): 0.43162
[INFO] 2021-10-18 20:38:31 > Density (Step: 20000, Using train images): 0.678112
[INFO] 2021-10-18 20:38:31 > Coverage (Step: 20000, Using train images): 0.62416
[INFO] 2021-10-18 20:38:31 > Best FID score (Step: 20000, Using train moments): 14.342500417776819
[INFO] 2021-10-18 20:38:53 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-18 20:43:06 > Step: 20100 Progress: 2.0% Elapsed: 6:30:45 Gen_loss: 2.235 Dis_loss: 1.079 Cls_loss: 2.482 Topk: N/A ada_p: 0.07104
[INFO] 2021-10-18 20:44:40 > Step: 20200 Progress: 2.0% Elapsed: 6:32:18 Gen_loss: 2.968 Dis_loss: 1.112 Cls_loss: 2.04 Topk: N/A ada_p: 0.06822
[INFO] 2021-10-18 20:46:30 > Step: 20300 Progress: 2.0% Elapsed: 6:34:08 Gen_loss: 2.875 Dis_loss: 1.065 Cls_loss: 1.641 Topk: N/A ada_p: 0.06784
[INFO] 2021-10-18 20:48:05 > Step: 20400 Progress: 2.0% Elapsed: 6:35:43 Gen_loss: 2.953 Dis_loss: 0.8084 Cls_loss: 1.983 Topk: N/A ada_p: 0.06835
[INFO] 2021-10-18 20:49:38 > Step: 20500 Progress: 2.1% Elapsed: 6:37:17 Gen_loss: 1.308 Dis_loss: 1.846 Cls_loss: 2.028 Topk: N/A ada_p: 0.06899
[INFO] 2021-10-18 20:51:12 > Step: 20600 Progress: 2.1% Elapsed: 6:38:51 Gen_loss: 3.759 Dis_loss: 1.118 Cls_loss: 2.516 Topk: N/A ada_p: 0.07053
[INFO] 2021-10-18 20:52:56 > Step: 20700 Progress: 2.1% Elapsed: 6:40:35 Gen_loss: 2.87 Dis_loss: 0.9109 Cls_loss: 1.824 Topk: N/A ada_p: 0.06554
[INFO] 2021-10-18 20:54:29 > Step: 20800 Progress: 2.1% Elapsed: 6:42:08 Gen_loss: 2.82 Dis_loss: 1.119 Cls_loss: 2.1 Topk: N/A ada_p: 0.05786
[INFO] 2021-10-18 20:56:03 > Step: 20900 Progress: 2.1% Elapsed: 6:43:42 Gen_loss: 2.461 Dis_loss: 0.9005 Cls_loss: 2.263 Topk: N/A ada_p: 0.06131
[INFO] 2021-10-18 20:57:37 > Step: 21000 Progress: 2.1% Elapsed: 6:45:16 Gen_loss: 6.394 Dis_loss: 2.474 Cls_loss: 2.374 Topk: N/A ada_p: 0.06208
[INFO] 2021-10-18 20:59:22 > Step: 21100 Progress: 2.1% Elapsed: 6:47:00 Gen_loss: 2.157 Dis_loss: 0.6855 Cls_loss: 1.624 Topk: N/A ada_p: 0.05709
[INFO] 2021-10-18 21:00:56 > Step: 21200 Progress: 2.1% Elapsed: 6:48:35 Gen_loss: 4.621 Dis_loss: 0.8346 Cls_loss: 1.991 Topk: N/A ada_p: 0.0576
[INFO] 2021-10-18 21:02:30 > Step: 21300 Progress: 2.1% Elapsed: 6:50:09 Gen_loss: 2.185 Dis_loss: 1.102 Cls_loss: 2.081 Topk: N/A ada_p: 0.06669
[INFO] 2021-10-18 21:04:04 > Step: 21400 Progress: 2.1% Elapsed: 6:51:43 Gen_loss: 1.939 Dis_loss: 1.616 Cls_loss: 2.645 Topk: N/A ada_p: 0.06566
[INFO] 2021-10-18 21:05:49 > Step: 21500 Progress: 2.1% Elapsed: 6:53:27 Gen_loss: 2.653 Dis_loss: 1.189 Cls_loss: 2.744 Topk: N/A ada_p: 0.07066
[INFO] 2021-10-18 21:07:23 > Step: 21600 Progress: 2.2% Elapsed: 6:55:02 Gen_loss: 2.716 Dis_loss: 0.8723 Cls_loss: 1.953 Topk: N/A ada_p: 0.07475
[INFO] 2021-10-18 21:08:58 > Step: 21700 Progress: 2.2% Elapsed: 6:56:36 Gen_loss: 4.539 Dis_loss: 1.693 Cls_loss: 2.332 Topk: N/A ada_p: 0.0759
[INFO] 2021-10-18 21:10:31 > Step: 21800 Progress: 2.2% Elapsed: 6:58:10 Gen_loss: 4.767 Dis_loss: 1.207 Cls_loss: 2.15 Topk: N/A ada_p: 0.07488
[INFO] 2021-10-18 21:12:15 > Step: 21900 Progress: 2.2% Elapsed: 6:59:54 Gen_loss: 2.34 Dis_loss: 1.265 Cls_loss: 2.119 Topk: N/A ada_p: 0.07424
[INFO] 2021-10-18 21:13:50 > Step: 22000 Progress: 2.2% Elapsed: 7:01:29 Gen_loss: 3.443 Dis_loss: 1.06 Cls_loss: 2.124 Topk: N/A ada_p: 0.07014
[INFO] 2021-10-18 21:15:24 > Step: 22100 Progress: 2.2% Elapsed: 7:03:03 Gen_loss: 4.481 Dis_loss: 1.013 Cls_loss: 2.55 Topk: N/A ada_p: 0.06848
[INFO] 2021-10-18 21:16:58 > Step: 22200 Progress: 2.2% Elapsed: 7:04:37 Gen_loss: 2.659 Dis_loss: 1.141 Cls_loss: 1.958 Topk: N/A ada_p: 0.06669
[INFO] 2021-10-18 21:18:42 > Step: 22300 Progress: 2.2% Elapsed: 7:06:20 Gen_loss: 2.816 Dis_loss: 1.137 Cls_loss: 1.722 Topk: N/A ada_p: 0.07194
[INFO] 2021-10-18 21:20:16 > Step: 22400 Progress: 2.2% Elapsed: 7:07:54 Gen_loss: 3.283 Dis_loss: 0.9663 Cls_loss: 2.178 Topk: N/A ada_p: 0.06912
[INFO] 2021-10-18 21:21:50 > Step: 22500 Progress: 2.2% Elapsed: 7:09:29 Gen_loss: 3.343 Dis_loss: 1.005 Cls_loss: 2.453 Topk: N/A ada_p: 0.06976
[INFO] 2021-10-18 21:23:24 > Step: 22600 Progress: 2.3% Elapsed: 7:11:02 Gen_loss: 4.161 Dis_loss: 0.8335 Cls_loss: 2.022 Topk: N/A ada_p: 0.07181
[INFO] 2021-10-18 21:25:07 > Step: 22700 Progress: 2.3% Elapsed: 7:12:46 Gen_loss: 3.307 Dis_loss: 1.272 Cls_loss: 2.153 Topk: N/A ada_p: 0.07885
[INFO] 2021-10-18 21:26:41 > Step: 22800 Progress: 2.3% Elapsed: 7:14:20 Gen_loss: 3.579 Dis_loss: 1.038 Cls_loss: 2.211 Topk: N/A ada_p: 0.08115
[INFO] 2021-10-18 21:28:16 > Step: 22900 Progress: 2.3% Elapsed: 7:15:54 Gen_loss: 3.505 Dis_loss: 1.1 Cls_loss: 1.67 Topk: N/A ada_p: 0.0759
[INFO] 2021-10-18 21:29:50 > Step: 23000 Progress: 2.3% Elapsed: 7:17:28 Gen_loss: 3.684 Dis_loss: 0.81 Cls_loss: 2.022 Topk: N/A ada_p: 0.0736
[INFO] 2021-10-18 21:31:33 > Step: 23100 Progress: 2.3% Elapsed: 7:19:12 Gen_loss: 2.808 Dis_loss: 0.9456 Cls_loss: 1.739 Topk: N/A ada_p: 0.07552
[INFO] 2021-10-18 21:33:08 > Step: 23200 Progress: 2.3% Elapsed: 7:20:47 Gen_loss: 1.637 Dis_loss: 1.516 Cls_loss: 2.356 Topk: N/A ada_p: 0.07322
[INFO] 2021-10-18 21:34:42 > Step: 23300 Progress: 2.3% Elapsed: 7:22:21 Gen_loss: 1.924 Dis_loss: 1.245 Cls_loss: 2.54 Topk: N/A ada_p: 0.07411
[INFO] 2021-10-18 21:36:17 > Step: 23400 Progress: 2.3% Elapsed: 7:23:56 Gen_loss: 3.402 Dis_loss: 0.9923 Cls_loss: 2.038 Topk: N/A ada_p: 0.0759
[INFO] 2021-10-18 21:38:01 > Step: 23500 Progress: 2.4% Elapsed: 7:25:40 Gen_loss: 3.277 Dis_loss: 1.09 Cls_loss: 2.164 Topk: N/A ada_p: 0.07296
[INFO] 2021-10-18 21:39:35 > Step: 23600 Progress: 2.4% Elapsed: 7:27:14 Gen_loss: 1.912 Dis_loss: 1.674 Cls_loss: 2.033 Topk: N/A ada_p: 0.07757
[INFO] 2021-10-18 21:41:09 > Step: 23700 Progress: 2.4% Elapsed: 7:28:48 Gen_loss: 3.399 Dis_loss: 1.384 Cls_loss: 2.499 Topk: N/A ada_p: 0.07718
[INFO] 2021-10-18 21:42:54 > Step: 23800 Progress: 2.4% Elapsed: 7:30:32 Gen_loss: 4.766 Dis_loss: 1.223 Cls_loss: 1.817 Topk: N/A ada_p: 0.07514
[INFO] 2021-10-18 21:44:27 > Step: 23900 Progress: 2.4% Elapsed: 7:32:06 Gen_loss: 3.833 Dis_loss: 1.428 Cls_loss: 2.375 Topk: N/A ada_p: 0.07962
[INFO] 2021-10-18 21:46:01 > Step: 24000 Progress: 2.4% Elapsed: 7:33:40 Gen_loss: 2.165 Dis_loss: 0.8759 Cls_loss: 2.042 Topk: N/A ada_p: 0.07962
[INFO] 2021-10-18 21:47:37 > Step: 24100 Progress: 2.4% Elapsed: 7:35:16 Gen_loss: 3.662 Dis_loss: 0.7782 Cls_loss: 1.833 Topk: N/A ada_p: 0.07411
[INFO] 2021-10-18 21:49:21 > Step: 24200 Progress: 2.4% Elapsed: 7:37:00 Gen_loss: 2.168 Dis_loss: 1.116 Cls_loss: 2.77 Topk: N/A ada_p: 0.07027
[INFO] 2021-10-18 21:50:55 > Step: 24300 Progress: 2.4% Elapsed: 7:38:34 Gen_loss: 3.398 Dis_loss: 0.9694 Cls_loss: 2.047 Topk: N/A ada_p: 0.07424
[INFO] 2021-10-18 21:52:29 > Step: 24400 Progress: 2.4% Elapsed: 7:40:08 Gen_loss: 1.444 Dis_loss: 1.2 Cls_loss: 2.052 Topk: N/A ada_p: 0.07066
[INFO] 2021-10-18 21:54:04 > Step: 24500 Progress: 2.5% Elapsed: 7:41:42 Gen_loss: 4.322 Dis_loss: 0.887 Cls_loss: 2.073 Topk: N/A ada_p: 0.07206
[INFO] 2021-10-18 21:55:49 > Step: 24600 Progress: 2.5% Elapsed: 7:43:27 Gen_loss: 3.507 Dis_loss: 0.9104 Cls_loss: 1.983 Topk: N/A ada_p: 0.06771
[INFO] 2021-10-18 21:57:23 > Step: 24700 Progress: 2.5% Elapsed: 7:45:02 Gen_loss: 2.938 Dis_loss: 1.09 Cls_loss: 2.22 Topk: N/A ada_p: 0.06938
[INFO] 2021-10-18 21:58:57 > Step: 24800 Progress: 2.5% Elapsed: 7:46:36 Gen_loss: 2.674 Dis_loss: 1.043 Cls_loss: 2.044 Topk: N/A ada_p: 0.07347
[INFO] 2021-10-18 22:00:31 > Step: 24900 Progress: 2.5% Elapsed: 7:48:09 Gen_loss: 4.482 Dis_loss: 1.158 Cls_loss: 1.995 Topk: N/A ada_p: 0.07206
[INFO] 2021-10-18 22:02:14 > Step: 25000 Progress: 2.5% Elapsed: 7:49:53 Gen_loss: 2.41 Dis_loss: 1.021 Cls_loss: 2.671 Topk: N/A ada_p: 0.07667
[INFO] 2021-10-18 22:03:48 > Step: 25100 Progress: 2.5% Elapsed: 7:51:27 Gen_loss: 1.473 Dis_loss: 0.8418 Cls_loss: 1.616 Topk: N/A ada_p: 0.07654
[INFO] 2021-10-18 22:05:22 > Step: 25200 Progress: 2.5% Elapsed: 7:53:01 Gen_loss: 4.815 Dis_loss: 1.319 Cls_loss: 2.478 Topk: N/A ada_p: 0.07398
[INFO] 2021-10-18 22:06:56 > Step: 25300 Progress: 2.5% Elapsed: 7:54:35 Gen_loss: 2.456 Dis_loss: 1.223 Cls_loss: 2.337 Topk: N/A ada_p: 0.07514
[INFO] 2021-10-18 22:08:39 > Step: 25400 Progress: 2.5% Elapsed: 7:56:18 Gen_loss: 4.62 Dis_loss: 1.638 Cls_loss: 2.129 Topk: N/A ada_p: 0.07565
[INFO] 2021-10-18 22:10:13 > Step: 25500 Progress: 2.5% Elapsed: 7:57:52 Gen_loss: 2.053 Dis_loss: 1.524 Cls_loss: 2.376 Topk: N/A ada_p: 0.07296
[INFO] 2021-10-18 22:11:48 > Step: 25600 Progress: 2.6% Elapsed: 7:59:27 Gen_loss: 2.612 Dis_loss: 0.7323 Cls_loss: 1.753 Topk: N/A ada_p: 0.0704
[INFO] 2021-10-18 22:13:22 > Step: 25700 Progress: 2.6% Elapsed: 8:01:00 Gen_loss: 3.846 Dis_loss: 1.089 Cls_loss: 2.264 Topk: N/A ada_p: 0.07078
[INFO] 2021-10-18 22:15:05 > Step: 25800 Progress: 2.6% Elapsed: 8:02:44 Gen_loss: 4.901 Dis_loss: 1.001 Cls_loss: 2.175 Topk: N/A ada_p: 0.07795
[INFO] 2021-10-18 22:16:39 > Step: 25900 Progress: 2.6% Elapsed: 8:04:18 Gen_loss: 2.765 Dis_loss: 1.707 Cls_loss: 1.632 Topk: N/A ada_p: 0.07936
[INFO] 2021-10-18 22:18:13 > Step: 26000 Progress: 2.6% Elapsed: 8:05:52 Gen_loss: 2.161 Dis_loss: 0.8604 Cls_loss: 1.728 Topk: N/A ada_p: 0.0809
[INFO] 2021-10-18 22:19:48 > Step: 26100 Progress: 2.6% Elapsed: 8:07:27 Gen_loss: 2.364 Dis_loss: 0.7206 Cls_loss: 1.622 Topk: N/A ada_p: 0.07462
[INFO] 2021-10-18 22:21:31 > Step: 26200 Progress: 2.6% Elapsed: 8:09:10 Gen_loss: 2.426 Dis_loss: 0.793 Cls_loss: 1.688 Topk: N/A ada_p: 0.07206
[INFO] 2021-10-18 22:23:06 > Step: 26300 Progress: 2.6% Elapsed: 8:10:45 Gen_loss: 2.401 Dis_loss: 0.7127 Cls_loss: 1.879 Topk: N/A ada_p: 0.07296
[INFO] 2021-10-18 22:24:41 > Step: 26400 Progress: 2.6% Elapsed: 8:12:20 Gen_loss: 2.995 Dis_loss: 1.043 Cls_loss: 2.517 Topk: N/A ada_p: 0.08294
[INFO] 2021-10-18 22:26:16 > Step: 26500 Progress: 2.6% Elapsed: 8:13:55 Gen_loss: 1.887 Dis_loss: 0.7561 Cls_loss: 2.122 Topk: N/A ada_p: 0.08051
[INFO] 2021-10-18 22:28:00 > Step: 26600 Progress: 2.7% Elapsed: 8:15:39 Gen_loss: 3.169 Dis_loss: 0.9114 Cls_loss: 2.04 Topk: N/A ada_p: 0.07027
[INFO] 2021-10-18 22:29:35 > Step: 26700 Progress: 2.7% Elapsed: 8:17:13 Gen_loss: 2.626 Dis_loss: 1.072 Cls_loss: 1.874 Topk: N/A ada_p: 0.07475
[INFO] 2021-10-18 22:31:08 > Step: 26800 Progress: 2.7% Elapsed: 8:18:47 Gen_loss: 3.591 Dis_loss: 0.8529 Cls_loss: 1.674 Topk: N/A ada_p: 0.07859
[INFO] 2021-10-18 22:32:43 > Step: 26900 Progress: 2.7% Elapsed: 8:20:22 Gen_loss: 1.78 Dis_loss: 0.9879 Cls_loss: 2.299 Topk: N/A ada_p: 0.07514
[INFO] 2021-10-18 22:34:27 > Step: 27000 Progress: 2.7% Elapsed: 8:22:06 Gen_loss: 2.72 Dis_loss: 1.489 Cls_loss: 1.864 Topk: N/A ada_p: 0.07206
[INFO] 2021-10-18 22:36:02 > Step: 27100 Progress: 2.7% Elapsed: 8:23:41 Gen_loss: 2.287 Dis_loss: 0.93 Cls_loss: 1.797 Topk: N/A ada_p: 0.06682
[INFO] 2021-10-18 22:37:36 > Step: 27200 Progress: 2.7% Elapsed: 8:25:14 Gen_loss: 2.541 Dis_loss: 0.7491 Cls_loss: 1.863 Topk: N/A ada_p: 0.06349
[INFO] 2021-10-18 22:39:10 > Step: 27300 Progress: 2.7% Elapsed: 8:26:48 Gen_loss: 1.889 Dis_loss: 0.6635 Cls_loss: 1.675 Topk: N/A ada_p: 0.06464
[INFO] 2021-10-18 22:40:53 > Step: 27400 Progress: 2.7% Elapsed: 8:28:32 Gen_loss: 2.81 Dis_loss: 2.082 Cls_loss: 1.926 Topk: N/A ada_p: 0.06592
[INFO] 2021-10-18 22:42:27 > Step: 27500 Progress: 2.8% Elapsed: 8:30:06 Gen_loss: 3.324 Dis_loss: 1.043 Cls_loss: 1.705 Topk: N/A ada_p: 0.06707
[INFO] 2021-10-18 22:44:01 > Step: 27600 Progress: 2.8% Elapsed: 8:31:40 Gen_loss: 2.899 Dis_loss: 0.7048 Cls_loss: 2.051 Topk: N/A ada_p: 0.07014
[INFO] 2021-10-18 22:45:45 > Step: 27700 Progress: 2.8% Elapsed: 8:33:24 Gen_loss: 2.677 Dis_loss: 1.256 Cls_loss: 1.971 Topk: N/A ada_p: 0.0713
[INFO] 2021-10-18 22:47:18 > Step: 27800 Progress: 2.8% Elapsed: 8:34:57 Gen_loss: 2.742 Dis_loss: 0.7435 Cls_loss: 1.756 Topk: N/A ada_p: 0.07309
[INFO] 2021-10-18 22:48:52 > Step: 27900 Progress: 2.8% Elapsed: 8:36:31 Gen_loss: 2.042 Dis_loss: 1.16 Cls_loss: 2.011 Topk: N/A ada_p: 0.06733
[INFO] 2021-10-18 22:50:26 > Step: 28000 Progress: 2.8% Elapsed: 8:38:05 Gen_loss: 3.812 Dis_loss: 0.7888 Cls_loss: 1.882 Topk: N/A ada_p: 0.06963
[INFO] 2021-10-18 22:52:10 > Step: 28100 Progress: 2.8% Elapsed: 8:39:49 Gen_loss: 3.117 Dis_loss: 0.9007 Cls_loss: 2.165 Topk: N/A ada_p: 0.06874
[INFO] 2021-10-18 22:53:44 > Step: 28200 Progress: 2.8% Elapsed: 8:41:22 Gen_loss: 3.276 Dis_loss: 0.9236 Cls_loss: 2.023 Topk: N/A ada_p: 0.07155
[INFO] 2021-10-18 22:55:18 > Step: 28300 Progress: 2.8% Elapsed: 8:42:57 Gen_loss: 3.967 Dis_loss: 1.162 Cls_loss: 2.08 Topk: N/A ada_p: 0.07603
[INFO] 2021-10-18 22:56:51 > Step: 28400 Progress: 2.8% Elapsed: 8:44:30 Gen_loss: 2.741 Dis_loss: 1.051 Cls_loss: 2.015 Topk: N/A ada_p: 0.07731
[INFO] 2021-10-18 22:58:35 > Step: 28500 Progress: 2.9% Elapsed: 8:46:14 Gen_loss: 2.664 Dis_loss: 1.113 Cls_loss: 2.164 Topk: N/A ada_p: 0.07539
[INFO] 2021-10-18 23:00:09 > Step: 28600 Progress: 2.9% Elapsed: 8:47:47 Gen_loss: 1.566 Dis_loss: 1.208 Cls_loss: 2.32 Topk: N/A ada_p: 0.07974
[INFO] 2021-10-18 23:01:43 > Step: 28700 Progress: 2.9% Elapsed: 8:49:21 Gen_loss: 2.724 Dis_loss: 0.9878 Cls_loss: 1.803 Topk: N/A ada_p: 0.07731
[INFO] 2021-10-18 23:03:16 > Step: 28800 Progress: 2.9% Elapsed: 8:50:55 Gen_loss: 2.804 Dis_loss: 0.9927 Cls_loss: 1.63 Topk: N/A ada_p: 0.07296
[INFO] 2021-10-18 23:04:59 > Step: 28900 Progress: 2.9% Elapsed: 8:52:38 Gen_loss: 2.665 Dis_loss: 1.046 Cls_loss: 2.203 Topk: N/A ada_p: 0.07642
[INFO] 2021-10-18 23:06:33 > Step: 29000 Progress: 2.9% Elapsed: 8:54:11 Gen_loss: 1.163 Dis_loss: 1.374 Cls_loss: 2.271 Topk: N/A ada_p: 0.08026
[INFO] 2021-10-18 23:08:06 > Step: 29100 Progress: 2.9% Elapsed: 8:55:45 Gen_loss: 3.514 Dis_loss: 1.441 Cls_loss: 1.784 Topk: N/A ada_p: 0.08038
[INFO] 2021-10-18 23:09:39 > Step: 29200 Progress: 2.9% Elapsed: 8:57:18 Gen_loss: 1.991 Dis_loss: 1.401 Cls_loss: 2.249 Topk: N/A ada_p: 0.07782
[INFO] 2021-10-18 23:11:22 > Step: 29300 Progress: 2.9% Elapsed: 8:59:01 Gen_loss: 2.512 Dis_loss: 1.187 Cls_loss: 1.828 Topk: N/A ada_p: 0.07411
[INFO] 2021-10-18 23:12:56 > Step: 29400 Progress: 2.9% Elapsed: 9:00:35 Gen_loss: 2.121 Dis_loss: 1.169 Cls_loss: 2.014 Topk: N/A ada_p: 0.07258
[INFO] 2021-10-18 23:14:29 > Step: 29500 Progress: 2.9% Elapsed: 9:02:08 Gen_loss: 1.757 Dis_loss: 1.173 Cls_loss: 1.924 Topk: N/A ada_p: 0.07219
[INFO] 2021-10-18 23:16:02 > Step: 29600 Progress: 3.0% Elapsed: 9:03:41 Gen_loss: 1.702 Dis_loss: 1.946 Cls_loss: 2.364 Topk: N/A ada_p: 0.07347
[INFO] 2021-10-18 23:17:46 > Step: 29700 Progress: 3.0% Elapsed: 9:05:24 Gen_loss: 2.907 Dis_loss: 0.9968 Cls_loss: 1.825 Topk: N/A ada_p: 0.07258
[INFO] 2021-10-18 23:19:18 > Step: 29800 Progress: 3.0% Elapsed: 9:06:57 Gen_loss: 2.478 Dis_loss: 0.9339 Cls_loss: 1.954 Topk: N/A ada_p: 0.07155
[INFO] 2021-10-18 23:20:51 > Step: 29900 Progress: 3.0% Elapsed: 9:08:30 Gen_loss: 2.256 Dis_loss: 0.7628 Cls_loss: 1.785 Topk: N/A ada_p: 0.0663
[INFO] 2021-10-18 23:22:25 > Step: 30000 Progress: 3.0% Elapsed: 9:10:04 Gen_loss: 2.213 Dis_loss: 0.5951 Cls_loss: 1.595 Topk: N/A ada_p: 0.07475
[INFO] 2021-10-18 23:22:25 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-18 23:22:25 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_30000.png
[INFO] 2021-10-18 23:22:25 > Start Evaluation (30000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-18 23:22:25 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-18 23:27:57 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-18 23:33:36 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-18 23:56:14 > Inception score (Step: 30000, 50000 generated images): 9.16650104522705
[INFO] 2021-10-18 23:56:14 > FID score (Step: 30000, Using train moments): 9.243472036171852
[INFO] 2021-10-18 23:56:14 > Improved Precision (Step: 30000, Using train images): 0.70444
[INFO] 2021-10-18 23:56:14 > Improved Recall (Step: 30000, Using train images): 0.4719
[INFO] 2021-10-18 23:56:14 > Density (Step: 30000, Using train images): 0.8671519999999999
[INFO] 2021-10-18 23:56:14 > Coverage (Step: 30000, Using train images): 0.74272
[INFO] 2021-10-18 23:56:14 > Best FID score (Step: 30000, Using train moments): 9.243472036171852
[INFO] 2021-10-18 23:56:39 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-19 00:01:23 > Step: 30100 Progress: 3.0% Elapsed: 9:49:02 Gen_loss: 4.745 Dis_loss: 1.001 Cls_loss: 2.115 Topk: N/A ada_p: 0.07616
[INFO] 2021-10-19 00:02:57 > Step: 30200 Progress: 3.0% Elapsed: 9:50:35 Gen_loss: 3.855 Dis_loss: 0.7622 Cls_loss: 1.724 Topk: N/A ada_p: 0.07974
[INFO] 2021-10-19 00:04:30 > Step: 30300 Progress: 3.0% Elapsed: 9:52:09 Gen_loss: 2.436 Dis_loss: 1.074 Cls_loss: 2.139 Topk: N/A ada_p: 0.07654
[INFO] 2021-10-19 00:06:05 > Step: 30400 Progress: 3.0% Elapsed: 9:53:43 Gen_loss: 2.701 Dis_loss: 0.9261 Cls_loss: 2.019 Topk: N/A ada_p: 0.07424
[INFO] 2021-10-19 00:07:48 > Step: 30500 Progress: 3.0% Elapsed: 9:55:27 Gen_loss: 4.067 Dis_loss: 1.14 Cls_loss: 1.952 Topk: N/A ada_p: 0.07872
[INFO] 2021-10-19 00:09:22 > Step: 30600 Progress: 3.1% Elapsed: 9:57:01 Gen_loss: 3.893 Dis_loss: 2.312 Cls_loss: 2.022 Topk: N/A ada_p: 0.07642
[INFO] 2021-10-19 00:10:56 > Step: 30700 Progress: 3.1% Elapsed: 9:58:35 Gen_loss: 2.168 Dis_loss: 0.7764 Cls_loss: 1.539 Topk: N/A ada_p: 0.07859
[INFO] 2021-10-19 00:12:30 > Step: 30800 Progress: 3.1% Elapsed: 10:00:09 Gen_loss: 2.854 Dis_loss: 0.8384 Cls_loss: 1.866 Topk: N/A ada_p: 0.07629
[INFO] 2021-10-19 00:14:15 > Step: 30900 Progress: 3.1% Elapsed: 10:01:53 Gen_loss: 3.053 Dis_loss: 1.074 Cls_loss: 1.899 Topk: N/A ada_p: 0.08
[INFO] 2021-10-19 00:15:50 > Step: 31000 Progress: 3.1% Elapsed: 10:03:29 Gen_loss: 3.809 Dis_loss: 1.165 Cls_loss: 1.753 Topk: N/A ada_p: 0.07872
[INFO] 2021-10-19 00:17:24 > Step: 31100 Progress: 3.1% Elapsed: 10:05:03 Gen_loss: 2.499 Dis_loss: 1.04 Cls_loss: 1.983 Topk: N/A ada_p: 0.07987
[INFO] 2021-10-19 00:18:58 > Step: 31200 Progress: 3.1% Elapsed: 10:06:37 Gen_loss: 2.146 Dis_loss: 1.064 Cls_loss: 1.782 Topk: N/A ada_p: 0.08038
[INFO] 2021-10-19 00:20:42 > Step: 31300 Progress: 3.1% Elapsed: 10:08:21 Gen_loss: 3.468 Dis_loss: 0.7381 Cls_loss: 2.018 Topk: N/A ada_p: 0.07744
[INFO] 2021-10-19 00:22:16 > Step: 31400 Progress: 3.1% Elapsed: 10:09:54 Gen_loss: 2.847 Dis_loss: 1.075 Cls_loss: 1.927 Topk: N/A ada_p: 0.08282
[INFO] 2021-10-19 00:23:50 > Step: 31500 Progress: 3.1% Elapsed: 10:11:28 Gen_loss: 4.637 Dis_loss: 2.198 Cls_loss: 1.722 Topk: N/A ada_p: 0.08346
[INFO] 2021-10-19 00:25:33 > Step: 31600 Progress: 3.2% Elapsed: 10:13:12 Gen_loss: 3.579 Dis_loss: 0.7755 Cls_loss: 1.769 Topk: N/A ada_p: 0.08525
[INFO] 2021-10-19 00:27:07 > Step: 31700 Progress: 3.2% Elapsed: 10:14:46 Gen_loss: 2.397 Dis_loss: 1.191 Cls_loss: 1.9 Topk: N/A ada_p: 0.07872
[INFO] 2021-10-19 00:28:41 > Step: 31800 Progress: 3.2% Elapsed: 10:16:20 Gen_loss: 3.713 Dis_loss: 1.033 Cls_loss: 2.066 Topk: N/A ada_p: 0.07693
[INFO] 2021-10-19 00:30:15 > Step: 31900 Progress: 3.2% Elapsed: 10:17:54 Gen_loss: 2.861 Dis_loss: 1.054 Cls_loss: 1.676 Topk: N/A ada_p: 0.07654
[INFO] 2021-10-19 00:31:59 > Step: 32000 Progress: 3.2% Elapsed: 10:19:38 Gen_loss: 2.469 Dis_loss: 0.7367 Cls_loss: 1.727 Topk: N/A ada_p: 0.08243
[INFO] 2021-10-19 00:33:32 > Step: 32100 Progress: 3.2% Elapsed: 10:21:11 Gen_loss: 2.075 Dis_loss: 0.8643 Cls_loss: 1.789 Topk: N/A ada_p: 0.07258
[INFO] 2021-10-19 00:35:06 > Step: 32200 Progress: 3.2% Elapsed: 10:22:45 Gen_loss: 1.473 Dis_loss: 1.277 Cls_loss: 2.091 Topk: N/A ada_p: 0.07181
[INFO] 2021-10-19 00:36:40 > Step: 32300 Progress: 3.2% Elapsed: 10:24:19 Gen_loss: 2.711 Dis_loss: 0.8884 Cls_loss: 2.436 Topk: N/A ada_p: 0.07347
[INFO] 2021-10-19 00:38:24 > Step: 32400 Progress: 3.2% Elapsed: 10:26:03 Gen_loss: 2.738 Dis_loss: 0.8101 Cls_loss: 1.825 Topk: N/A ada_p: 0.07014
[INFO] 2021-10-19 00:39:58 > Step: 32500 Progress: 3.2% Elapsed: 10:27:37 Gen_loss: 3.209 Dis_loss: 0.9989 Cls_loss: 1.942 Topk: N/A ada_p: 0.07334
[INFO] 2021-10-19 00:41:32 > Step: 32600 Progress: 3.3% Elapsed: 10:29:11 Gen_loss: 5.334 Dis_loss: 1.388 Cls_loss: 1.689 Topk: N/A ada_p: 0.07181
[INFO] 2021-10-19 00:43:06 > Step: 32700 Progress: 3.3% Elapsed: 10:30:45 Gen_loss: 2.273 Dis_loss: 0.9191 Cls_loss: 1.972 Topk: N/A ada_p: 0.07066
[INFO] 2021-10-19 00:44:49 > Step: 32800 Progress: 3.3% Elapsed: 10:32:28 Gen_loss: 2.16 Dis_loss: 1.026 Cls_loss: 1.7 Topk: N/A ada_p: 0.07424
[INFO] 2021-10-19 00:46:24 > Step: 32900 Progress: 3.3% Elapsed: 10:34:02 Gen_loss: 2.073 Dis_loss: 1.606 Cls_loss: 1.883 Topk: N/A ada_p: 0.07181
[INFO] 2021-10-19 00:47:58 > Step: 33000 Progress: 3.3% Elapsed: 10:35:37 Gen_loss: 2.753 Dis_loss: 1.028 Cls_loss: 2.128 Topk: N/A ada_p: 0.0672
[INFO] 2021-10-19 00:49:32 > Step: 33100 Progress: 3.3% Elapsed: 10:37:11 Gen_loss: 2.321 Dis_loss: 0.8214 Cls_loss: 1.74 Topk: N/A ada_p: 0.06989
[INFO] 2021-10-19 00:51:16 > Step: 33200 Progress: 3.3% Elapsed: 10:38:55 Gen_loss: 3.072 Dis_loss: 0.8943 Cls_loss: 1.691 Topk: N/A ada_p: 0.07373
[INFO] 2021-10-19 00:52:51 > Step: 33300 Progress: 3.3% Elapsed: 10:40:29 Gen_loss: 2.967 Dis_loss: 1.079 Cls_loss: 2.021 Topk: N/A ada_p: 0.08128
[INFO] 2021-10-19 00:54:25 > Step: 33400 Progress: 3.3% Elapsed: 10:42:04 Gen_loss: 3.226 Dis_loss: 1.038 Cls_loss: 2.016 Topk: N/A ada_p: 0.07898
[INFO] 2021-10-19 00:55:59 > Step: 33500 Progress: 3.4% Elapsed: 10:43:38 Gen_loss: 2.24 Dis_loss: 0.9161 Cls_loss: 1.857 Topk: N/A ada_p: 0.07885
[INFO] 2021-10-19 00:57:43 > Step: 33600 Progress: 3.4% Elapsed: 10:45:22 Gen_loss: 3.021 Dis_loss: 0.9601 Cls_loss: 1.656 Topk: N/A ada_p: 0.07834
[INFO] 2021-10-19 00:59:17 > Step: 33700 Progress: 3.4% Elapsed: 10:46:56 Gen_loss: 2.206 Dis_loss: 0.9086 Cls_loss: 1.79 Topk: N/A ada_p: 0.07206
[INFO] 2021-10-19 01:00:51 > Step: 33800 Progress: 3.4% Elapsed: 10:48:30 Gen_loss: 2.09 Dis_loss: 0.9089 Cls_loss: 1.393 Topk: N/A ada_p: 0.07539
[INFO] 2021-10-19 01:02:25 > Step: 33900 Progress: 3.4% Elapsed: 10:50:04 Gen_loss: 2.671 Dis_loss: 0.8833 Cls_loss: 1.71 Topk: N/A ada_p: 0.07194
[INFO] 2021-10-19 01:04:09 > Step: 34000 Progress: 3.4% Elapsed: 10:51:48 Gen_loss: 0.7379 Dis_loss: 1.258 Cls_loss: 1.743 Topk: N/A ada_p: 0.06912
[INFO] 2021-10-19 01:05:44 > Step: 34100 Progress: 3.4% Elapsed: 10:53:23 Gen_loss: 2.113 Dis_loss: 0.9223 Cls_loss: 1.933 Topk: N/A ada_p: 0.07616
[INFO] 2021-10-19 01:07:19 > Step: 34200 Progress: 3.4% Elapsed: 10:54:58 Gen_loss: 3.063 Dis_loss: 0.7045 Cls_loss: 1.698 Topk: N/A ada_p: 0.07616
[INFO] 2021-10-19 01:08:53 > Step: 34300 Progress: 3.4% Elapsed: 10:56:32 Gen_loss: 3.257 Dis_loss: 1.135 Cls_loss: 2.104 Topk: N/A ada_p: 0.07398
[INFO] 2021-10-19 01:10:37 > Step: 34400 Progress: 3.4% Elapsed: 10:58:16 Gen_loss: 1.751 Dis_loss: 0.6448 Cls_loss: 1.726 Topk: N/A ada_p: 0.07552
[INFO] 2021-10-19 01:12:11 > Step: 34500 Progress: 3.5% Elapsed: 10:59:50 Gen_loss: 2.554 Dis_loss: 0.6388 Cls_loss: 1.495 Topk: N/A ada_p: 0.07386
[INFO] 2021-10-19 01:13:45 > Step: 34600 Progress: 3.5% Elapsed: 11:01:24 Gen_loss: 4.062 Dis_loss: 1.05 Cls_loss: 2.123 Topk: N/A ada_p: 0.07565
[INFO] 2021-10-19 01:15:19 > Step: 34700 Progress: 3.5% Elapsed: 11:02:58 Gen_loss: 3.471 Dis_loss: 0.9183 Cls_loss: 1.624 Topk: N/A ada_p: 0.07654
[INFO] 2021-10-19 01:17:03 > Step: 34800 Progress: 3.5% Elapsed: 11:04:42 Gen_loss: 3.64 Dis_loss: 0.7594 Cls_loss: 1.583 Topk: N/A ada_p: 0.07834
[INFO] 2021-10-19 01:18:38 > Step: 34900 Progress: 3.5% Elapsed: 11:06:16 Gen_loss: 3.356 Dis_loss: 0.6754 Cls_loss: 1.778 Topk: N/A ada_p: 0.08
[INFO] 2021-10-19 01:20:12 > Step: 35000 Progress: 3.5% Elapsed: 11:07:51 Gen_loss: 1.382 Dis_loss: 1.762 Cls_loss: 2.189 Topk: N/A ada_p: 0.07949
[INFO] 2021-10-19 01:21:46 > Step: 35100 Progress: 3.5% Elapsed: 11:09:25 Gen_loss: 2.6 Dis_loss: 1.205 Cls_loss: 2.323 Topk: N/A ada_p: 0.08013
[INFO] 2021-10-19 01:23:29 > Step: 35200 Progress: 3.5% Elapsed: 11:11:08 Gen_loss: 3.801 Dis_loss: 2.045 Cls_loss: 2.017 Topk: N/A ada_p: 0.08371
[INFO] 2021-10-19 01:25:03 > Step: 35300 Progress: 3.5% Elapsed: 11:12:42 Gen_loss: 2.089 Dis_loss: 1.013 Cls_loss: 2.028 Topk: N/A ada_p: 0.07846
[INFO] 2021-10-19 01:26:37 > Step: 35400 Progress: 3.5% Elapsed: 11:14:16 Gen_loss: 1.196 Dis_loss: 1.579 Cls_loss: 1.762 Topk: N/A ada_p: 0.07539
[INFO] 2021-10-19 01:28:22 > Step: 35500 Progress: 3.5% Elapsed: 11:16:01 Gen_loss: 2.178 Dis_loss: 1.303 Cls_loss: 1.926 Topk: N/A ada_p: 0.07603
[INFO] 2021-10-19 01:29:55 > Step: 35600 Progress: 3.6% Elapsed: 11:17:34 Gen_loss: 3.933 Dis_loss: 0.908 Cls_loss: 1.923 Topk: N/A ada_p: 0.07398
[INFO] 2021-10-19 01:31:30 > Step: 35700 Progress: 3.6% Elapsed: 11:19:08 Gen_loss: 3.375 Dis_loss: 0.8163 Cls_loss: 1.626 Topk: N/A ada_p: 0.07565
[INFO] 2021-10-19 01:33:04 > Step: 35800 Progress: 3.6% Elapsed: 11:20:42 Gen_loss: 5.314 Dis_loss: 1.367 Cls_loss: 1.47 Topk: N/A ada_p: 0.07386
[INFO] 2021-10-19 01:34:48 > Step: 35900 Progress: 3.6% Elapsed: 11:22:26 Gen_loss: 2.659 Dis_loss: 0.6624 Cls_loss: 1.624 Topk: N/A ada_p: 0.07424
[INFO] 2021-10-19 01:36:22 > Step: 36000 Progress: 3.6% Elapsed: 11:24:00 Gen_loss: 2.047 Dis_loss: 1.305 Cls_loss: 1.971 Topk: N/A ada_p: 0.07501
[INFO] 2021-10-19 01:37:56 > Step: 36100 Progress: 3.6% Elapsed: 11:25:34 Gen_loss: 1.471 Dis_loss: 0.9059 Cls_loss: 1.463 Topk: N/A ada_p: 0.07514
[INFO] 2021-10-19 01:39:30 > Step: 36200 Progress: 3.6% Elapsed: 11:27:09 Gen_loss: 2.91 Dis_loss: 0.8273 Cls_loss: 1.674 Topk: N/A ada_p: 0.06848
[INFO] 2021-10-19 01:41:14 > Step: 36300 Progress: 3.6% Elapsed: 11:28:53 Gen_loss: 2.409 Dis_loss: 1.304 Cls_loss: 1.861 Topk: N/A ada_p: 0.06835
[INFO] 2021-10-19 01:42:49 > Step: 36400 Progress: 3.6% Elapsed: 11:30:28 Gen_loss: 2.437 Dis_loss: 0.8557 Cls_loss: 1.99 Topk: N/A ada_p: 0.0704
[INFO] 2021-10-19 01:44:25 > Step: 36500 Progress: 3.6% Elapsed: 11:32:04 Gen_loss: 3.945 Dis_loss: 1.135 Cls_loss: 1.672 Topk: N/A ada_p: 0.07795
[INFO] 2021-10-19 01:45:59 > Step: 36600 Progress: 3.7% Elapsed: 11:33:37 Gen_loss: 1.536 Dis_loss: 2.025 Cls_loss: 1.906 Topk: N/A ada_p: 0.06874
[INFO] 2021-10-19 01:47:42 > Step: 36700 Progress: 3.7% Elapsed: 11:35:21 Gen_loss: 3.961 Dis_loss: 0.8683 Cls_loss: 1.531 Topk: N/A ada_p: 0.06554
[INFO] 2021-10-19 01:49:16 > Step: 36800 Progress: 3.7% Elapsed: 11:36:55 Gen_loss: 3.23 Dis_loss: 0.6558 Cls_loss: 1.898 Topk: N/A ada_p: 0.0704
[INFO] 2021-10-19 01:50:50 > Step: 36900 Progress: 3.7% Elapsed: 11:38:29 Gen_loss: 2.958 Dis_loss: 0.8439 Cls_loss: 1.851 Topk: N/A ada_p: 0.07744
[INFO] 2021-10-19 01:52:24 > Step: 37000 Progress: 3.7% Elapsed: 11:40:03 Gen_loss: 2.197 Dis_loss: 1.987 Cls_loss: 1.786 Topk: N/A ada_p: 0.07232
[INFO] 2021-10-19 01:54:08 > Step: 37100 Progress: 3.7% Elapsed: 11:41:46 Gen_loss: 1.398 Dis_loss: 1.033 Cls_loss: 1.807 Topk: N/A ada_p: 0.07654
[INFO] 2021-10-19 01:55:41 > Step: 37200 Progress: 3.7% Elapsed: 11:43:20 Gen_loss: 3.566 Dis_loss: 1.055 Cls_loss: 1.201 Topk: N/A ada_p: 0.07219
[INFO] 2021-10-19 01:57:15 > Step: 37300 Progress: 3.7% Elapsed: 11:44:54 Gen_loss: 1.775 Dis_loss: 1.145 Cls_loss: 2.05 Topk: N/A ada_p: 0.07898
[INFO] 2021-10-19 01:58:49 > Step: 37400 Progress: 3.7% Elapsed: 11:46:27 Gen_loss: 2.805 Dis_loss: 1.082 Cls_loss: 1.742 Topk: N/A ada_p: 0.07386
[INFO] 2021-10-19 02:00:32 > Step: 37500 Progress: 3.8% Elapsed: 11:48:11 Gen_loss: 2.882 Dis_loss: 0.984 Cls_loss: 1.645 Topk: N/A ada_p: 0.07296
[INFO] 2021-10-19 02:02:06 > Step: 37600 Progress: 3.8% Elapsed: 11:49:45 Gen_loss: 3.371 Dis_loss: 0.891 Cls_loss: 2.099 Topk: N/A ada_p: 0.07475
[INFO] 2021-10-19 02:03:40 > Step: 37700 Progress: 3.8% Elapsed: 11:51:19 Gen_loss: 2.112 Dis_loss: 1.182 Cls_loss: 2.478 Topk: N/A ada_p: 0.07462
[INFO] 2021-10-19 02:05:13 > Step: 37800 Progress: 3.8% Elapsed: 11:52:52 Gen_loss: 3.531 Dis_loss: 1.153 Cls_loss: 1.774 Topk: N/A ada_p: 0.07334
[INFO] 2021-10-19 02:06:57 > Step: 37900 Progress: 3.8% Elapsed: 11:54:36 Gen_loss: 2.85 Dis_loss: 0.7229 Cls_loss: 1.548 Topk: N/A ada_p: 0.07424
[INFO] 2021-10-19 02:08:31 > Step: 38000 Progress: 3.8% Elapsed: 11:56:10 Gen_loss: 1.68 Dis_loss: 1.137 Cls_loss: 1.874 Topk: N/A ada_p: 0.07219
[INFO] 2021-10-19 02:10:05 > Step: 38100 Progress: 3.8% Elapsed: 11:57:44 Gen_loss: 3.239 Dis_loss: 1.158 Cls_loss: 1.919 Topk: N/A ada_p: 0.07437
[INFO] 2021-10-19 02:11:41 > Step: 38200 Progress: 3.8% Elapsed: 11:59:19 Gen_loss: 2.075 Dis_loss: 0.9439 Cls_loss: 1.818 Topk: N/A ada_p: 0.08256
[INFO] 2021-10-19 02:13:26 > Step: 38300 Progress: 3.8% Elapsed: 12:01:04 Gen_loss: 1.83 Dis_loss: 1.143 Cls_loss: 2.221 Topk: N/A ada_p: 0.08346
[INFO] 2021-10-19 02:14:59 > Step: 38400 Progress: 3.8% Elapsed: 12:02:38 Gen_loss: 4.475 Dis_loss: 1.076 Cls_loss: 2.163 Topk: N/A ada_p: 0.07808
[INFO] 2021-10-19 02:16:32 > Step: 38500 Progress: 3.9% Elapsed: 12:04:11 Gen_loss: 2.378 Dis_loss: 0.711 Cls_loss: 1.916 Topk: N/A ada_p: 0.08205
[INFO] 2021-10-19 02:18:05 > Step: 38600 Progress: 3.9% Elapsed: 12:05:44 Gen_loss: 1.121 Dis_loss: 1.15 Cls_loss: 1.498 Topk: N/A ada_p: 0.0823
[INFO] 2021-10-19 02:19:49 > Step: 38700 Progress: 3.9% Elapsed: 12:07:28 Gen_loss: 2.626 Dis_loss: 1.236 Cls_loss: 1.794 Topk: N/A ada_p: 0.07654
[INFO] 2021-10-19 02:21:22 > Step: 38800 Progress: 3.9% Elapsed: 12:09:01 Gen_loss: 2.045 Dis_loss: 0.8085 Cls_loss: 1.895 Topk: N/A ada_p: 0.07552
[INFO] 2021-10-19 02:22:56 > Step: 38900 Progress: 3.9% Elapsed: 12:10:35 Gen_loss: 3.002 Dis_loss: 0.9382 Cls_loss: 1.529 Topk: N/A ada_p: 0.07437
[INFO] 2021-10-19 02:24:29 > Step: 39000 Progress: 3.9% Elapsed: 12:12:08 Gen_loss: 3.203 Dis_loss: 0.9339 Cls_loss: 1.682 Topk: N/A ada_p: 0.07411
[INFO] 2021-10-19 02:26:13 > Step: 39100 Progress: 3.9% Elapsed: 12:13:52 Gen_loss: 1.775 Dis_loss: 0.7318 Cls_loss: 1.694 Topk: N/A ada_p: 0.07885
[INFO] 2021-10-19 02:27:47 > Step: 39200 Progress: 3.9% Elapsed: 12:15:26 Gen_loss: 3.904 Dis_loss: 0.7405 Cls_loss: 1.431 Topk: N/A ada_p: 0.07526
[INFO] 2021-10-19 02:29:20 > Step: 39300 Progress: 3.9% Elapsed: 12:16:59 Gen_loss: 3.169 Dis_loss: 0.8552 Cls_loss: 1.592 Topk: N/A ada_p: 0.06848
[INFO] 2021-10-19 02:31:04 > Step: 39400 Progress: 3.9% Elapsed: 12:18:42 Gen_loss: 3.096 Dis_loss: 0.6077 Cls_loss: 1.663 Topk: N/A ada_p: 0.07258
[INFO] 2021-10-19 02:32:37 > Step: 39500 Progress: 4.0% Elapsed: 12:20:16 Gen_loss: 2.696 Dis_loss: 0.7681 Cls_loss: 1.616 Topk: N/A ada_p: 0.07245
[INFO] 2021-10-19 02:34:11 > Step: 39600 Progress: 4.0% Elapsed: 12:21:50 Gen_loss: 1.497 Dis_loss: 1.075 Cls_loss: 1.713 Topk: N/A ada_p: 0.07987
[INFO] 2021-10-19 02:35:45 > Step: 39700 Progress: 4.0% Elapsed: 12:23:23 Gen_loss: 2.486 Dis_loss: 1.114 Cls_loss: 1.72 Topk: N/A ada_p: 0.0736
[INFO] 2021-10-19 02:37:28 > Step: 39800 Progress: 4.0% Elapsed: 12:25:07 Gen_loss: 3.303 Dis_loss: 1.082 Cls_loss: 2.111 Topk: N/A ada_p: 0.07923
[INFO] 2021-10-19 02:39:02 > Step: 39900 Progress: 4.0% Elapsed: 12:26:40 Gen_loss: 2.493 Dis_loss: 1.022 Cls_loss: 1.865 Topk: N/A ada_p: 0.07501
[INFO] 2021-10-19 02:40:35 > Step: 40000 Progress: 4.0% Elapsed: 12:28:14 Gen_loss: 4.001 Dis_loss: 1.219 Cls_loss: 1.826 Topk: N/A ada_p: 0.07936
[INFO] 2021-10-19 02:40:35 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-19 02:40:35 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_40000.png
[INFO] 2021-10-19 02:40:35 > Start Evaluation (40000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-19 02:40:35 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-19 02:46:08 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-19 02:51:47 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-19 03:12:47 > Inception score (Step: 40000, 50000 generated images): 9.607885360717773
[INFO] 2021-10-19 03:12:47 > FID score (Step: 40000, Using train moments): 6.847390854952607
[INFO] 2021-10-19 03:12:47 > Improved Precision (Step: 40000, Using train images): 0.72026
[INFO] 2021-10-19 03:12:47 > Improved Recall (Step: 40000, Using train images): 0.49948
[INFO] 2021-10-19 03:12:47 > Density (Step: 40000, Using train images): 0.9336320000000001
[INFO] 2021-10-19 03:12:47 > Coverage (Step: 40000, Using train images): 0.79932
[INFO] 2021-10-19 03:12:47 > Best FID score (Step: 40000, Using train moments): 6.847390854952607
[INFO] 2021-10-19 03:13:09 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-19 03:17:48 > Step: 40100 Progress: 4.0% Elapsed: 13:05:26 Gen_loss: 3.077 Dis_loss: 1.276 Cls_loss: 1.906 Topk: N/A ada_p: 0.07898
[INFO] 2021-10-19 03:19:37 > Step: 40200 Progress: 4.0% Elapsed: 13:07:16 Gen_loss: 2.152 Dis_loss: 1.498 Cls_loss: 1.518 Topk: N/A ada_p: 0.07846
[INFO] 2021-10-19 03:21:12 > Step: 40300 Progress: 4.0% Elapsed: 13:08:51 Gen_loss: 1.287 Dis_loss: 1.056 Cls_loss: 1.826 Topk: N/A ada_p: 0.08525
[INFO] 2021-10-19 03:22:46 > Step: 40400 Progress: 4.0% Elapsed: 13:10:25 Gen_loss: 2.584 Dis_loss: 0.7865 Cls_loss: 1.623 Topk: N/A ada_p: 0.08704
[INFO] 2021-10-19 03:24:21 > Step: 40500 Progress: 4.0% Elapsed: 13:12:00 Gen_loss: 2.2 Dis_loss: 1.126 Cls_loss: 1.936 Topk: N/A ada_p: 0.08205
[INFO] 2021-10-19 03:26:05 > Step: 40600 Progress: 4.1% Elapsed: 13:13:44 Gen_loss: 2.914 Dis_loss: 0.7358 Cls_loss: 1.676 Topk: N/A ada_p: 0.07104
[INFO] 2021-10-19 03:27:40 > Step: 40700 Progress: 4.1% Elapsed: 13:15:19 Gen_loss: 2.149 Dis_loss: 1.481 Cls_loss: 1.828 Topk: N/A ada_p: 0.07014
[INFO] 2021-10-19 03:29:15 > Step: 40800 Progress: 4.1% Elapsed: 13:16:54 Gen_loss: 2.405 Dis_loss: 0.8954 Cls_loss: 1.954 Topk: N/A ada_p: 0.07578
[INFO] 2021-10-19 03:30:50 > Step: 40900 Progress: 4.1% Elapsed: 13:18:28 Gen_loss: 1.948 Dis_loss: 1.045 Cls_loss: 1.911 Topk: N/A ada_p: 0.07462
[INFO] 2021-10-19 03:32:34 > Step: 41000 Progress: 4.1% Elapsed: 13:20:13 Gen_loss: 1.028 Dis_loss: 1.353 Cls_loss: 1.863 Topk: N/A ada_p: 0.07667
[INFO] 2021-10-19 03:34:08 > Step: 41100 Progress: 4.1% Elapsed: 13:21:47 Gen_loss: 3.137 Dis_loss: 0.9244 Cls_loss: 1.89 Topk: N/A ada_p: 0.07501
[INFO] 2021-10-19 03:35:42 > Step: 41200 Progress: 4.1% Elapsed: 13:23:21 Gen_loss: 2.512 Dis_loss: 0.9499 Cls_loss: 1.742 Topk: N/A ada_p: 0.07962
[INFO] 2021-10-19 03:37:17 > Step: 41300 Progress: 4.1% Elapsed: 13:24:56 Gen_loss: 4.202 Dis_loss: 1.181 Cls_loss: 2.204 Topk: N/A ada_p: 0.07718
[INFO] 2021-10-19 03:39:01 > Step: 41400 Progress: 4.1% Elapsed: 13:26:40 Gen_loss: 4.904 Dis_loss: 1.38 Cls_loss: 1.607 Topk: N/A ada_p: 0.07667
[INFO] 2021-10-19 03:40:36 > Step: 41500 Progress: 4.2% Elapsed: 13:28:15 Gen_loss: 1.8 Dis_loss: 1.375 Cls_loss: 1.569 Topk: N/A ada_p: 0.07962
[INFO] 2021-10-19 03:42:11 > Step: 41600 Progress: 4.2% Elapsed: 13:29:49 Gen_loss: 2.576 Dis_loss: 0.8344 Cls_loss: 1.599 Topk: N/A ada_p: 0.07782
[INFO] 2021-10-19 03:43:45 > Step: 41700 Progress: 4.2% Elapsed: 13:31:24 Gen_loss: 1.626 Dis_loss: 0.9441 Cls_loss: 2.039 Topk: N/A ada_p: 0.08154
[INFO] 2021-10-19 03:45:29 > Step: 41800 Progress: 4.2% Elapsed: 13:33:08 Gen_loss: 2.146 Dis_loss: 1.019 Cls_loss: 2.179 Topk: N/A ada_p: 0.0759
[INFO] 2021-10-19 03:47:04 > Step: 41900 Progress: 4.2% Elapsed: 13:34:42 Gen_loss: 2.18 Dis_loss: 0.8079 Cls_loss: 1.839 Topk: N/A ada_p: 0.07859
[INFO] 2021-10-19 03:48:38 > Step: 42000 Progress: 4.2% Elapsed: 13:36:17 Gen_loss: 2.759 Dis_loss: 0.9592 Cls_loss: 1.89 Topk: N/A ada_p: 0.0768
[INFO] 2021-10-19 03:50:13 > Step: 42100 Progress: 4.2% Elapsed: 13:37:52 Gen_loss: 1.745 Dis_loss: 0.8586 Cls_loss: 1.83 Topk: N/A ada_p: 0.07181
[INFO] 2021-10-19 03:51:58 > Step: 42200 Progress: 4.2% Elapsed: 13:39:37 Gen_loss: 2.315 Dis_loss: 1.137 Cls_loss: 1.749 Topk: N/A ada_p: 0.07514
[INFO] 2021-10-19 03:53:33 > Step: 42300 Progress: 4.2% Elapsed: 13:41:12 Gen_loss: 2.517 Dis_loss: 0.943 Cls_loss: 1.812 Topk: N/A ada_p: 0.07296
[INFO] 2021-10-19 03:55:07 > Step: 42400 Progress: 4.2% Elapsed: 13:42:46 Gen_loss: 2.132 Dis_loss: 0.7194 Cls_loss: 1.887 Topk: N/A ada_p: 0.07475
[INFO] 2021-10-19 03:56:44 > Step: 42500 Progress: 4.2% Elapsed: 13:44:22 Gen_loss: 2.119 Dis_loss: 0.8969 Cls_loss: 1.702 Topk: N/A ada_p: 0.0777
[INFO] 2021-10-19 03:58:28 > Step: 42600 Progress: 4.3% Elapsed: 13:46:07 Gen_loss: 1.12 Dis_loss: 2.049 Cls_loss: 2.126 Topk: N/A ada_p: 0.08486
[INFO] 2021-10-19 04:00:03 > Step: 42700 Progress: 4.3% Elapsed: 13:47:41 Gen_loss: 2.776 Dis_loss: 0.732 Cls_loss: 1.904 Topk: N/A ada_p: 0.0809
[INFO] 2021-10-19 04:01:38 > Step: 42800 Progress: 4.3% Elapsed: 13:49:17 Gen_loss: 4.077 Dis_loss: 1.369 Cls_loss: 1.643 Topk: N/A ada_p: 0.08294
[INFO] 2021-10-19 04:03:12 > Step: 42900 Progress: 4.3% Elapsed: 13:50:51 Gen_loss: 1.251 Dis_loss: 1.437 Cls_loss: 1.724 Topk: N/A ada_p: 0.07718
[INFO] 2021-10-19 04:04:56 > Step: 43000 Progress: 4.3% Elapsed: 13:52:35 Gen_loss: 2.564 Dis_loss: 0.8377 Cls_loss: 1.811 Topk: N/A ada_p: 0.07437
[INFO] 2021-10-19 04:06:31 > Step: 43100 Progress: 4.3% Elapsed: 13:54:10 Gen_loss: 3.797 Dis_loss: 0.9014 Cls_loss: 1.642 Topk: N/A ada_p: 0.07936
[INFO] 2021-10-19 04:08:07 > Step: 43200 Progress: 4.3% Elapsed: 13:55:45 Gen_loss: 1.683 Dis_loss: 0.9662 Cls_loss: 1.461 Topk: N/A ada_p: 0.07962
[INFO] 2021-10-19 04:09:52 > Step: 43300 Progress: 4.3% Elapsed: 13:57:30 Gen_loss: 3.685 Dis_loss: 1.243 Cls_loss: 1.888 Topk: N/A ada_p: 0.0759
[INFO] 2021-10-19 04:11:26 > Step: 43400 Progress: 4.3% Elapsed: 13:59:05 Gen_loss: 2.069 Dis_loss: 1.053 Cls_loss: 2.075 Topk: N/A ada_p: 0.07514
[INFO] 2021-10-19 04:13:01 > Step: 43500 Progress: 4.3% Elapsed: 14:00:39 Gen_loss: 3.191 Dis_loss: 0.6909 Cls_loss: 1.663 Topk: N/A ada_p: 0.07501
[INFO] 2021-10-19 04:14:35 > Step: 43600 Progress: 4.4% Elapsed: 14:02:14 Gen_loss: 2.074 Dis_loss: 1.228 Cls_loss: 1.79 Topk: N/A ada_p: 0.07117
[INFO] 2021-10-19 04:16:19 > Step: 43700 Progress: 4.4% Elapsed: 14:03:58 Gen_loss: 4.429 Dis_loss: 0.8232 Cls_loss: 1.496 Topk: N/A ada_p: 0.07232
[INFO] 2021-10-19 04:17:54 > Step: 43800 Progress: 4.4% Elapsed: 14:05:33 Gen_loss: 3.907 Dis_loss: 0.8317 Cls_loss: 1.821 Topk: N/A ada_p: 0.07821
[INFO] 2021-10-19 04:19:29 > Step: 43900 Progress: 4.4% Elapsed: 14:07:08 Gen_loss: 2.672 Dis_loss: 0.6117 Cls_loss: 1.57 Topk: N/A ada_p: 0.08141
[INFO] 2021-10-19 04:21:04 > Step: 44000 Progress: 4.4% Elapsed: 14:08:43 Gen_loss: 3.023 Dis_loss: 0.94 Cls_loss: 1.901 Topk: N/A ada_p: 0.08243
[INFO] 2021-10-19 04:22:50 > Step: 44100 Progress: 4.4% Elapsed: 14:10:28 Gen_loss: 3.383 Dis_loss: 0.9442 Cls_loss: 1.966 Topk: N/A ada_p: 0.08461
[INFO] 2021-10-19 04:24:24 > Step: 44200 Progress: 4.4% Elapsed: 14:12:03 Gen_loss: 3.096 Dis_loss: 0.8872 Cls_loss: 1.655 Topk: N/A ada_p: 0.07872
[INFO] 2021-10-19 04:25:59 > Step: 44300 Progress: 4.4% Elapsed: 14:13:38 Gen_loss: 1.763 Dis_loss: 0.8801 Cls_loss: 1.572 Topk: N/A ada_p: 0.07885
[INFO] 2021-10-19 04:27:34 > Step: 44400 Progress: 4.4% Elapsed: 14:15:12 Gen_loss: 4.175 Dis_loss: 1.177 Cls_loss: 1.884 Topk: N/A ada_p: 0.07936
[INFO] 2021-10-19 04:29:18 > Step: 44500 Progress: 4.5% Elapsed: 14:16:57 Gen_loss: 3.308 Dis_loss: 1.008 Cls_loss: 1.548 Topk: N/A ada_p: 0.0823
[INFO] 2021-10-19 04:30:54 > Step: 44600 Progress: 4.5% Elapsed: 14:18:33 Gen_loss: 2.706 Dis_loss: 1.332 Cls_loss: 2.191 Topk: N/A ada_p: 0.08358
[INFO] 2021-10-19 04:32:29 > Step: 44700 Progress: 4.5% Elapsed: 14:20:08 Gen_loss: 2.62 Dis_loss: 0.8763 Cls_loss: 1.81 Topk: N/A ada_p: 0.0809
[INFO] 2021-10-19 04:34:04 > Step: 44800 Progress: 4.5% Elapsed: 14:21:43 Gen_loss: 2.752 Dis_loss: 0.9147 Cls_loss: 1.755 Topk: N/A ada_p: 0.0791
[INFO] 2021-10-19 04:35:50 > Step: 44900 Progress: 4.5% Elapsed: 14:23:28 Gen_loss: 2.982 Dis_loss: 0.9915 Cls_loss: 1.97 Topk: N/A ada_p: 0.08026
[INFO] 2021-10-19 04:37:24 > Step: 45000 Progress: 4.5% Elapsed: 14:25:03 Gen_loss: 3.882 Dis_loss: 0.953 Cls_loss: 1.795 Topk: N/A ada_p: 0.07949
[INFO] 2021-10-19 04:38:59 > Step: 45100 Progress: 4.5% Elapsed: 14:26:37 Gen_loss: 1.451 Dis_loss: 1.14 Cls_loss: 1.623 Topk: N/A ada_p: 0.0809
[INFO] 2021-10-19 04:40:33 > Step: 45200 Progress: 4.5% Elapsed: 14:28:12 Gen_loss: 1.666 Dis_loss: 0.9957 Cls_loss: 1.364 Topk: N/A ada_p: 0.07475
[INFO] 2021-10-19 04:42:17 > Step: 45300 Progress: 4.5% Elapsed: 14:29:56 Gen_loss: 1.352 Dis_loss: 0.8859 Cls_loss: 1.689 Topk: N/A ada_p: 0.07667
[INFO] 2021-10-19 04:43:52 > Step: 45400 Progress: 4.5% Elapsed: 14:31:31 Gen_loss: 3.293 Dis_loss: 0.8648 Cls_loss: 1.539 Topk: N/A ada_p: 0.07821
[INFO] 2021-10-19 04:45:27 > Step: 45500 Progress: 4.5% Elapsed: 14:33:06 Gen_loss: 4.272 Dis_loss: 0.9648 Cls_loss: 2.061 Topk: N/A ada_p: 0.07936
[INFO] 2021-10-19 04:47:02 > Step: 45600 Progress: 4.6% Elapsed: 14:34:40 Gen_loss: 3.164 Dis_loss: 0.9171 Cls_loss: 1.492 Topk: N/A ada_p: 0.07962
[INFO] 2021-10-19 04:48:46 > Step: 45700 Progress: 4.6% Elapsed: 14:36:25 Gen_loss: 4.354 Dis_loss: 1.149 Cls_loss: 1.658 Topk: N/A ada_p: 0.08307
[INFO] 2021-10-19 04:50:20 > Step: 45800 Progress: 4.6% Elapsed: 14:37:59 Gen_loss: 2.634 Dis_loss: 0.9448 Cls_loss: 1.742 Topk: N/A ada_p: 0.08563
[INFO] 2021-10-19 04:51:55 > Step: 45900 Progress: 4.6% Elapsed: 14:39:34 Gen_loss: 3.506 Dis_loss: 0.7964 Cls_loss: 1.762 Topk: N/A ada_p: 0.08653
[INFO] 2021-10-19 04:53:30 > Step: 46000 Progress: 4.6% Elapsed: 14:41:09 Gen_loss: 2.562 Dis_loss: 1.031 Cls_loss: 2.055 Topk: N/A ada_p: 0.08448
[INFO] 2021-10-19 04:55:15 > Step: 46100 Progress: 4.6% Elapsed: 14:42:53 Gen_loss: 4.293 Dis_loss: 0.9603 Cls_loss: 1.767 Topk: N/A ada_p: 0.08666
[INFO] 2021-10-19 04:56:49 > Step: 46200 Progress: 4.6% Elapsed: 14:44:28 Gen_loss: 3.111 Dis_loss: 0.9812 Cls_loss: 1.861 Topk: N/A ada_p: 0.0887
[INFO] 2021-10-19 04:58:23 > Step: 46300 Progress: 4.6% Elapsed: 14:46:02 Gen_loss: 2.459 Dis_loss: 1.133 Cls_loss: 1.774 Topk: N/A ada_p: 0.0791
[INFO] 2021-10-19 04:59:58 > Step: 46400 Progress: 4.6% Elapsed: 14:47:37 Gen_loss: 2.433 Dis_loss: 1.122 Cls_loss: 1.573 Topk: N/A ada_p: 0.07987
[INFO] 2021-10-19 05:01:42 > Step: 46500 Progress: 4.7% Elapsed: 14:49:21 Gen_loss: 3.333 Dis_loss: 0.7741 Cls_loss: 1.7 Topk: N/A ada_p: 0.07334
[INFO] 2021-10-19 05:03:17 > Step: 46600 Progress: 4.7% Elapsed: 14:50:55 Gen_loss: 1.979 Dis_loss: 0.9894 Cls_loss: 1.334 Topk: N/A ada_p: 0.08077
[INFO] 2021-10-19 05:04:51 > Step: 46700 Progress: 4.7% Elapsed: 14:52:30 Gen_loss: 2.326 Dis_loss: 0.7484 Cls_loss: 1.894 Topk: N/A ada_p: 0.07962
[INFO] 2021-10-19 05:06:25 > Step: 46800 Progress: 4.7% Elapsed: 14:54:04 Gen_loss: 3.456 Dis_loss: 1.716 Cls_loss: 1.815 Topk: N/A ada_p: 0.07885
[INFO] 2021-10-19 05:08:10 > Step: 46900 Progress: 4.7% Elapsed: 14:55:49 Gen_loss: 3.095 Dis_loss: 0.9115 Cls_loss: 1.512 Topk: N/A ada_p: 0.07744
[INFO] 2021-10-19 05:09:45 > Step: 47000 Progress: 4.7% Elapsed: 14:57:23 Gen_loss: 3.4 Dis_loss: 1.174 Cls_loss: 2.008 Topk: N/A ada_p: 0.08026
[INFO] 2021-10-19 05:11:20 > Step: 47100 Progress: 4.7% Elapsed: 14:58:59 Gen_loss: 2.527 Dis_loss: 0.789 Cls_loss: 1.486 Topk: N/A ada_p: 0.08576
[INFO] 2021-10-19 05:13:05 > Step: 47200 Progress: 4.7% Elapsed: 15:00:44 Gen_loss: 4.275 Dis_loss: 1.728 Cls_loss: 1.371 Topk: N/A ada_p: 0.07987
[INFO] 2021-10-19 05:14:40 > Step: 47300 Progress: 4.7% Elapsed: 15:02:19 Gen_loss: 3.667 Dis_loss: 1.151 Cls_loss: 1.454 Topk: N/A ada_p: 0.0759
[INFO] 2021-10-19 05:16:15 > Step: 47400 Progress: 4.7% Elapsed: 15:03:53 Gen_loss: 4.058 Dis_loss: 1.627 Cls_loss: 1.569 Topk: N/A ada_p: 0.08026
[INFO] 2021-10-19 05:17:49 > Step: 47500 Progress: 4.8% Elapsed: 15:05:28 Gen_loss: 2.851 Dis_loss: 1.0 Cls_loss: 1.433 Topk: N/A ada_p: 0.07782
[INFO] 2021-10-19 05:19:34 > Step: 47600 Progress: 4.8% Elapsed: 15:07:12 Gen_loss: 3.388 Dis_loss: 0.9153 Cls_loss: 1.43 Topk: N/A ada_p: 0.08448
[INFO] 2021-10-19 05:21:08 > Step: 47700 Progress: 4.8% Elapsed: 15:08:47 Gen_loss: 1.32 Dis_loss: 1.135 Cls_loss: 1.771 Topk: N/A ada_p: 0.08307
[INFO] 2021-10-19 05:22:42 > Step: 47800 Progress: 4.8% Elapsed: 15:10:21 Gen_loss: 2.06 Dis_loss: 0.8493 Cls_loss: 2.185 Topk: N/A ada_p: 0.07718
[INFO] 2021-10-19 05:24:16 > Step: 47900 Progress: 4.8% Elapsed: 15:11:55 Gen_loss: 2.585 Dis_loss: 0.9115 Cls_loss: 1.615 Topk: N/A ada_p: 0.0768
[INFO] 2021-10-19 05:26:00 > Step: 48000 Progress: 4.8% Elapsed: 15:13:39 Gen_loss: 2.445 Dis_loss: 0.5928 Cls_loss: 1.403 Topk: N/A ada_p: 0.0768
[INFO] 2021-10-19 05:27:35 > Step: 48100 Progress: 4.8% Elapsed: 15:15:13 Gen_loss: 4.895 Dis_loss: 0.6936 Cls_loss: 1.528 Topk: N/A ada_p: 0.08307
[INFO] 2021-10-19 05:29:09 > Step: 48200 Progress: 4.8% Elapsed: 15:16:48 Gen_loss: 2.981 Dis_loss: 0.8837 Cls_loss: 1.482 Topk: N/A ada_p: 0.08026
[INFO] 2021-10-19 05:30:44 > Step: 48300 Progress: 4.8% Elapsed: 15:18:23 Gen_loss: 1.222 Dis_loss: 1.471 Cls_loss: 1.797 Topk: N/A ada_p: 0.0809
[INFO] 2021-10-19 05:32:28 > Step: 48400 Progress: 4.8% Elapsed: 15:20:07 Gen_loss: 2.439 Dis_loss: 0.7311 Cls_loss: 1.508 Topk: N/A ada_p: 0.07885
[INFO] 2021-10-19 05:34:02 > Step: 48500 Progress: 4.9% Elapsed: 15:21:41 Gen_loss: 5.561 Dis_loss: 1.355 Cls_loss: 2.102 Topk: N/A ada_p: 0.07693
[INFO] 2021-10-19 05:35:36 > Step: 48600 Progress: 4.9% Elapsed: 15:23:15 Gen_loss: 1.103 Dis_loss: 1.421 Cls_loss: 1.532 Topk: N/A ada_p: 0.07718
[INFO] 2021-10-19 05:37:10 > Step: 48700 Progress: 4.9% Elapsed: 15:24:49 Gen_loss: 3.28 Dis_loss: 1.377 Cls_loss: 1.832 Topk: N/A ada_p: 0.07859
[INFO] 2021-10-19 05:38:54 > Step: 48800 Progress: 4.9% Elapsed: 15:26:33 Gen_loss: 3.384 Dis_loss: 0.7469 Cls_loss: 1.76 Topk: N/A ada_p: 0.0727
[INFO] 2021-10-19 05:40:28 > Step: 48900 Progress: 4.9% Elapsed: 15:28:07 Gen_loss: 2.844 Dis_loss: 0.7618 Cls_loss: 1.4 Topk: N/A ada_p: 0.0695
[INFO] 2021-10-19 05:42:02 > Step: 49000 Progress: 4.9% Elapsed: 15:29:41 Gen_loss: 1.345 Dis_loss: 0.824 Cls_loss: 1.41 Topk: N/A ada_p: 0.07002
[INFO] 2021-10-19 05:43:36 > Step: 49100 Progress: 4.9% Elapsed: 15:31:14 Gen_loss: 2.848 Dis_loss: 0.7065 Cls_loss: 1.38 Topk: N/A ada_p: 0.06861
[INFO] 2021-10-19 05:45:19 > Step: 49200 Progress: 4.9% Elapsed: 15:32:58 Gen_loss: 1.387 Dis_loss: 1.162 Cls_loss: 1.893 Topk: N/A ada_p: 0.06989
[INFO] 2021-10-19 05:46:53 > Step: 49300 Progress: 4.9% Elapsed: 15:34:32 Gen_loss: 2.573 Dis_loss: 1.545 Cls_loss: 1.609 Topk: N/A ada_p: 0.07488
[INFO] 2021-10-19 05:48:27 > Step: 49400 Progress: 4.9% Elapsed: 15:36:05 Gen_loss: 3.053 Dis_loss: 0.5303 Cls_loss: 1.496 Topk: N/A ada_p: 0.07334
[INFO] 2021-10-19 05:50:00 > Step: 49500 Progress: 5.0% Elapsed: 15:37:39 Gen_loss: 2.411 Dis_loss: 0.7227 Cls_loss: 1.487 Topk: N/A ada_p: 0.0809
[INFO] 2021-10-19 05:51:44 > Step: 49600 Progress: 5.0% Elapsed: 15:39:23 Gen_loss: 3.217 Dis_loss: 1.164 Cls_loss: 1.717 Topk: N/A ada_p: 0.08038
[INFO] 2021-10-19 05:53:18 > Step: 49700 Progress: 5.0% Elapsed: 15:40:57 Gen_loss: 1.415 Dis_loss: 1.085 Cls_loss: 1.736 Topk: N/A ada_p: 0.07846
[INFO] 2021-10-19 05:54:52 > Step: 49800 Progress: 5.0% Elapsed: 15:42:31 Gen_loss: 1.189 Dis_loss: 1.105 Cls_loss: 1.6 Topk: N/A ada_p: 0.07795
[INFO] 2021-10-19 05:56:27 > Step: 49900 Progress: 5.0% Elapsed: 15:44:06 Gen_loss: 2.757 Dis_loss: 1.077 Cls_loss: 1.463 Topk: N/A ada_p: 0.07475
[INFO] 2021-10-19 05:58:12 > Step: 50000 Progress: 5.0% Elapsed: 15:45:51 Gen_loss: 3.75 Dis_loss: 0.7913 Cls_loss: 1.6 Topk: N/A ada_p: 0.07398
[INFO] 2021-10-19 05:58:13 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-19 05:58:13 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_50000.png
[INFO] 2021-10-19 05:58:13 > Start Evaluation (50000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-19 05:58:13 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-19 06:03:48 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-19 06:09:27 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-19 06:33:24 > Inception score (Step: 50000, 50000 generated images): 9.724206924438477
[INFO] 2021-10-19 06:33:24 > FID score (Step: 50000, Using train moments): 5.622161285911545
[INFO] 2021-10-19 06:33:24 > Improved Precision (Step: 50000, Using train images): 0.7327
[INFO] 2021-10-19 06:33:24 > Improved Recall (Step: 50000, Using train images): 0.5187
[INFO] 2021-10-19 06:33:24 > Density (Step: 50000, Using train images): 0.98848
[INFO] 2021-10-19 06:33:24 > Coverage (Step: 50000, Using train images): 0.82992
[INFO] 2021-10-19 06:33:24 > Best FID score (Step: 50000, Using train moments): 5.622161285911545
[INFO] 2021-10-19 06:33:46 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-19 06:38:09 > Step: 50100 Progress: 5.0% Elapsed: 16:25:47 Gen_loss: 2.375 Dis_loss: 0.6786 Cls_loss: 1.502 Topk: N/A ada_p: 0.0759
[INFO] 2021-10-19 06:39:43 > Step: 50200 Progress: 5.0% Elapsed: 16:27:22 Gen_loss: 9.121 Dis_loss: 1.612 Cls_loss: 2.047 Topk: N/A ada_p: 0.07744
[INFO] 2021-10-19 06:41:20 > Step: 50300 Progress: 5.0% Elapsed: 16:28:59 Gen_loss: 2.375 Dis_loss: 1.383 Cls_loss: 1.942 Topk: N/A ada_p: 0.08448
[INFO] 2021-10-19 06:43:12 > Step: 50400 Progress: 5.0% Elapsed: 16:30:51 Gen_loss: 2.475 Dis_loss: 0.9136 Cls_loss: 2.013 Topk: N/A ada_p: 0.07834
[INFO] 2021-10-19 06:44:47 > Step: 50500 Progress: 5.1% Elapsed: 16:32:26 Gen_loss: 3.571 Dis_loss: 1.141 Cls_loss: 1.844 Topk: N/A ada_p: 0.07514
[INFO] 2021-10-19 06:46:22 > Step: 50600 Progress: 5.1% Elapsed: 16:34:00 Gen_loss: 3.505 Dis_loss: 1.377 Cls_loss: 1.593 Topk: N/A ada_p: 0.07718
[INFO] 2021-10-19 06:47:56 > Step: 50700 Progress: 5.1% Elapsed: 16:35:35 Gen_loss: 2.01 Dis_loss: 1.082 Cls_loss: 1.903 Topk: N/A ada_p: 0.07091
[INFO] 2021-10-19 06:49:41 > Step: 50800 Progress: 5.1% Elapsed: 16:37:20 Gen_loss: 1.513 Dis_loss: 0.5742 Cls_loss: 1.441 Topk: N/A ada_p: 0.07526
[INFO] 2021-10-19 06:51:17 > Step: 50900 Progress: 5.1% Elapsed: 16:38:56 Gen_loss: 3.155 Dis_loss: 1.265 Cls_loss: 1.614 Topk: N/A ada_p: 0.07744
[INFO] 2021-10-19 06:52:52 > Step: 51000 Progress: 5.1% Elapsed: 16:40:30 Gen_loss: 3.228 Dis_loss: 0.7549 Cls_loss: 1.558 Topk: N/A ada_p: 0.07232
[INFO] 2021-10-19 06:54:37 > Step: 51100 Progress: 5.1% Elapsed: 16:42:16 Gen_loss: 1.661 Dis_loss: 1.401 Cls_loss: 1.392 Topk: N/A ada_p: 0.07091
[INFO] 2021-10-19 06:56:11 > Step: 51200 Progress: 5.1% Elapsed: 16:43:50 Gen_loss: 2.761 Dis_loss: 0.9271 Cls_loss: 1.707 Topk: N/A ada_p: 0.07168
[INFO] 2021-10-19 06:57:47 > Step: 51300 Progress: 5.1% Elapsed: 16:45:26 Gen_loss: 3.606 Dis_loss: 0.7913 Cls_loss: 1.394 Topk: N/A ada_p: 0.07565
[INFO] 2021-10-19 06:59:22 > Step: 51400 Progress: 5.1% Elapsed: 16:47:01 Gen_loss: 2.855 Dis_loss: 0.8367 Cls_loss: 1.463 Topk: N/A ada_p: 0.07488
[INFO] 2021-10-19 07:01:07 > Step: 51500 Progress: 5.1% Elapsed: 16:48:46 Gen_loss: 2.912 Dis_loss: 0.5339 Cls_loss: 1.459 Topk: N/A ada_p: 0.07347
[INFO] 2021-10-19 07:02:42 > Step: 51600 Progress: 5.2% Elapsed: 16:50:21 Gen_loss: 1.803 Dis_loss: 1.66 Cls_loss: 1.571 Topk: N/A ada_p: 0.07245
[INFO] 2021-10-19 07:04:17 > Step: 51700 Progress: 5.2% Elapsed: 16:51:55 Gen_loss: 2.264 Dis_loss: 0.9455 Cls_loss: 1.706 Topk: N/A ada_p: 0.0759
[INFO] 2021-10-19 07:05:51 > Step: 51800 Progress: 5.2% Elapsed: 16:53:30 Gen_loss: 0.975 Dis_loss: 0.8584 Cls_loss: 1.54 Topk: N/A ada_p: 0.07872
[INFO] 2021-10-19 07:07:36 > Step: 51900 Progress: 5.2% Elapsed: 16:55:15 Gen_loss: 2.891 Dis_loss: 0.7044 Cls_loss: 1.263 Topk: N/A ada_p: 0.0727
[INFO] 2021-10-19 07:09:10 > Step: 52000 Progress: 5.2% Elapsed: 16:56:49 Gen_loss: 2.123 Dis_loss: 0.8444 Cls_loss: 1.731 Topk: N/A ada_p: 0.07014
[INFO] 2021-10-19 07:10:45 > Step: 52100 Progress: 5.2% Elapsed: 16:58:24 Gen_loss: 2.625 Dis_loss: 0.6607 Cls_loss: 1.128 Topk: N/A ada_p: 0.06746
[INFO] 2021-10-19 07:12:19 > Step: 52200 Progress: 5.2% Elapsed: 16:59:58 Gen_loss: 1.703 Dis_loss: 1.042 Cls_loss: 1.554 Topk: N/A ada_p: 0.07181
[INFO] 2021-10-19 07:14:04 > Step: 52300 Progress: 5.2% Elapsed: 17:01:43 Gen_loss: 3.02 Dis_loss: 0.7833 Cls_loss: 1.404 Topk: N/A ada_p: 0.07526
[INFO] 2021-10-19 07:15:39 > Step: 52400 Progress: 5.2% Elapsed: 17:03:18 Gen_loss: 2.29 Dis_loss: 0.8145 Cls_loss: 1.69 Topk: N/A ada_p: 0.0745
[INFO] 2021-10-19 07:17:14 > Step: 52500 Progress: 5.2% Elapsed: 17:04:53 Gen_loss: 2.175 Dis_loss: 0.662 Cls_loss: 1.454 Topk: N/A ada_p: 0.07667
[INFO] 2021-10-19 07:18:48 > Step: 52600 Progress: 5.3% Elapsed: 17:06:27 Gen_loss: 2.482 Dis_loss: 1.07 Cls_loss: 1.79 Topk: N/A ada_p: 0.08077
[INFO] 2021-10-19 07:20:34 > Step: 52700 Progress: 5.3% Elapsed: 17:08:12 Gen_loss: 1.314 Dis_loss: 1.055 Cls_loss: 1.543 Topk: N/A ada_p: 0.08064
[INFO] 2021-10-19 07:22:08 > Step: 52800 Progress: 5.3% Elapsed: 17:09:47 Gen_loss: 2.972 Dis_loss: 0.9153 Cls_loss: 1.635 Topk: N/A ada_p: 0.07808
[INFO] 2021-10-19 07:23:43 > Step: 52900 Progress: 5.3% Elapsed: 17:11:22 Gen_loss: 2.738 Dis_loss: 1.044 Cls_loss: 1.632 Topk: N/A ada_p: 0.07411
[INFO] 2021-10-19 07:25:18 > Step: 53000 Progress: 5.3% Elapsed: 17:12:57 Gen_loss: 3.202 Dis_loss: 0.729 Cls_loss: 2.089 Topk: N/A ada_p: 0.07539
[INFO] 2021-10-19 07:27:03 > Step: 53100 Progress: 5.3% Elapsed: 17:14:42 Gen_loss: 1.987 Dis_loss: 1.216 Cls_loss: 1.54 Topk: N/A ada_p: 0.07936
[INFO] 2021-10-19 07:28:38 > Step: 53200 Progress: 5.3% Elapsed: 17:16:17 Gen_loss: 0.9532 Dis_loss: 1.135 Cls_loss: 2.082 Topk: N/A ada_p: 0.0832
[INFO] 2021-10-19 07:30:13 > Step: 53300 Progress: 5.3% Elapsed: 17:17:52 Gen_loss: 3.334 Dis_loss: 0.7511 Cls_loss: 1.625 Topk: N/A ada_p: 0.08435
[INFO] 2021-10-19 07:31:49 > Step: 53400 Progress: 5.3% Elapsed: 17:19:28 Gen_loss: 4.256 Dis_loss: 1.692 Cls_loss: 1.747 Topk: N/A ada_p: 0.08666
[INFO] 2021-10-19 07:33:35 > Step: 53500 Progress: 5.3% Elapsed: 17:21:14 Gen_loss: 2.396 Dis_loss: 0.7869 Cls_loss: 1.61 Topk: N/A ada_p: 0.0896
[INFO] 2021-10-19 07:35:10 > Step: 53600 Progress: 5.4% Elapsed: 17:22:49 Gen_loss: 2.341 Dis_loss: 0.84 Cls_loss: 1.546 Topk: N/A ada_p: 0.08986
[INFO] 2021-10-19 07:36:45 > Step: 53700 Progress: 5.4% Elapsed: 17:24:24 Gen_loss: 1.748 Dis_loss: 0.5751 Cls_loss: 1.7 Topk: N/A ada_p: 0.0864
[INFO] 2021-10-19 07:38:20 > Step: 53800 Progress: 5.4% Elapsed: 17:25:59 Gen_loss: 1.631 Dis_loss: 1.234 Cls_loss: 1.555 Topk: N/A ada_p: 0.0887
[INFO] 2021-10-19 07:40:05 > Step: 53900 Progress: 5.4% Elapsed: 17:27:44 Gen_loss: 2.304 Dis_loss: 1.118 Cls_loss: 1.846 Topk: N/A ada_p: 0.08166
[INFO] 2021-10-19 07:41:40 > Step: 54000 Progress: 5.4% Elapsed: 17:29:19 Gen_loss: 4.326 Dis_loss: 1.545 Cls_loss: 1.723 Topk: N/A ada_p: 0.08448
[INFO] 2021-10-19 07:43:14 > Step: 54100 Progress: 5.4% Elapsed: 17:30:53 Gen_loss: 2.807 Dis_loss: 0.8165 Cls_loss: 1.464 Topk: N/A ada_p: 0.08896
[INFO] 2021-10-19 07:44:50 > Step: 54200 Progress: 5.4% Elapsed: 17:32:29 Gen_loss: 3.414 Dis_loss: 0.994 Cls_loss: 1.667 Topk: N/A ada_p: 0.08896
[INFO] 2021-10-19 07:46:36 > Step: 54300 Progress: 5.4% Elapsed: 17:34:15 Gen_loss: 2.876 Dis_loss: 1.234 Cls_loss: 1.72 Topk: N/A ada_p: 0.09011
[INFO] 2021-10-19 07:48:10 > Step: 54400 Progress: 5.4% Elapsed: 17:35:49 Gen_loss: 3.004 Dis_loss: 0.8053 Cls_loss: 1.779 Topk: N/A ada_p: 0.08986
[INFO] 2021-10-19 07:49:45 > Step: 54500 Progress: 5.5% Elapsed: 17:37:24 Gen_loss: 2.548 Dis_loss: 0.8664 Cls_loss: 1.529 Topk: N/A ada_p: 0.08742
[INFO] 2021-10-19 07:51:20 > Step: 54600 Progress: 5.5% Elapsed: 17:38:59 Gen_loss: 1.488 Dis_loss: 1.484 Cls_loss: 1.861 Topk: N/A ada_p: 0.08947
[INFO] 2021-10-19 07:53:05 > Step: 54700 Progress: 5.5% Elapsed: 17:40:44 Gen_loss: 2.001 Dis_loss: 1.543 Cls_loss: 1.66 Topk: N/A ada_p: 0.08986
[INFO] 2021-10-19 07:54:40 > Step: 54800 Progress: 5.5% Elapsed: 17:42:19 Gen_loss: 2.718 Dis_loss: 1.427 Cls_loss: 1.7 Topk: N/A ada_p: 0.08934
[INFO] 2021-10-19 07:56:17 > Step: 54900 Progress: 5.5% Elapsed: 17:43:55 Gen_loss: 3.307 Dis_loss: 1.411 Cls_loss: 2.017 Topk: N/A ada_p: 0.08256
[INFO] 2021-10-19 07:58:01 > Step: 55000 Progress: 5.5% Elapsed: 17:45:40 Gen_loss: 4.538 Dis_loss: 0.9835 Cls_loss: 1.642 Topk: N/A ada_p: 0.0777
[INFO] 2021-10-19 07:59:36 > Step: 55100 Progress: 5.5% Elapsed: 17:47:15 Gen_loss: 4.094 Dis_loss: 1.246 Cls_loss: 1.758 Topk: N/A ada_p: 0.07808
[INFO] 2021-10-19 08:01:11 > Step: 55200 Progress: 5.5% Elapsed: 17:48:49 Gen_loss: 3.588 Dis_loss: 0.7163 Cls_loss: 1.253 Topk: N/A ada_p: 0.07987
[INFO] 2021-10-19 08:02:46 > Step: 55300 Progress: 5.5% Elapsed: 17:50:25 Gen_loss: 5.011 Dis_loss: 0.9483 Cls_loss: 1.492 Topk: N/A ada_p: 0.07539
[INFO] 2021-10-19 08:04:31 > Step: 55400 Progress: 5.5% Elapsed: 17:52:10 Gen_loss: 3.338 Dis_loss: 0.7497 Cls_loss: 1.629 Topk: N/A ada_p: 0.07898
[INFO] 2021-10-19 08:06:05 > Step: 55500 Progress: 5.5% Elapsed: 17:53:44 Gen_loss: 1.768 Dis_loss: 0.6216 Cls_loss: 1.362 Topk: N/A ada_p: 0.08013
[INFO] 2021-10-19 08:07:40 > Step: 55600 Progress: 5.6% Elapsed: 17:55:18 Gen_loss: 2.182 Dis_loss: 1.224 Cls_loss: 1.756 Topk: N/A ada_p: 0.08832
[INFO] 2021-10-19 08:09:14 > Step: 55700 Progress: 5.6% Elapsed: 17:56:53 Gen_loss: 2.23 Dis_loss: 1.632 Cls_loss: 1.714 Topk: N/A ada_p: 0.08512
[INFO] 2021-10-19 08:10:59 > Step: 55800 Progress: 5.6% Elapsed: 17:58:38 Gen_loss: 1.773 Dis_loss: 0.8817 Cls_loss: 1.441 Topk: N/A ada_p: 0.08282
[INFO] 2021-10-19 08:12:34 > Step: 55900 Progress: 5.6% Elapsed: 18:00:13 Gen_loss: 1.543 Dis_loss: 1.383 Cls_loss: 1.785 Topk: N/A ada_p: 0.08448
[INFO] 2021-10-19 08:14:08 > Step: 56000 Progress: 5.6% Elapsed: 18:01:47 Gen_loss: 2.803 Dis_loss: 0.9452 Cls_loss: 1.402 Topk: N/A ada_p: 0.08525
[INFO] 2021-10-19 08:15:45 > Step: 56100 Progress: 5.6% Elapsed: 18:03:23 Gen_loss: 2.402 Dis_loss: 0.8322 Cls_loss: 1.442 Topk: N/A ada_p: 0.07872
[INFO] 2021-10-19 08:17:29 > Step: 56200 Progress: 5.6% Elapsed: 18:05:08 Gen_loss: 2.916 Dis_loss: 1.187 Cls_loss: 1.719 Topk: N/A ada_p: 0.08128
[INFO] 2021-10-19 08:19:04 > Step: 56300 Progress: 5.6% Elapsed: 18:06:43 Gen_loss: 2.824 Dis_loss: 0.9983 Cls_loss: 1.633 Topk: N/A ada_p: 0.08269
[INFO] 2021-10-19 08:20:39 > Step: 56400 Progress: 5.6% Elapsed: 18:08:18 Gen_loss: 1.597 Dis_loss: 1.188 Cls_loss: 1.565 Topk: N/A ada_p: 0.08218
[INFO] 2021-10-19 08:22:15 > Step: 56500 Progress: 5.7% Elapsed: 18:09:54 Gen_loss: 2.876 Dis_loss: 0.7295 Cls_loss: 1.873 Topk: N/A ada_p: 0.08435
[INFO] 2021-10-19 08:24:01 > Step: 56600 Progress: 5.7% Elapsed: 18:11:40 Gen_loss: 3.409 Dis_loss: 1.092 Cls_loss: 1.944 Topk: N/A ada_p: 0.0823
[INFO] 2021-10-19 08:25:37 > Step: 56700 Progress: 5.7% Elapsed: 18:13:16 Gen_loss: 2.71 Dis_loss: 0.8265 Cls_loss: 1.606 Topk: N/A ada_p: 0.08166
[INFO] 2021-10-19 08:27:12 > Step: 56800 Progress: 5.7% Elapsed: 18:14:51 Gen_loss: 1.947 Dis_loss: 0.8144 Cls_loss: 1.964 Topk: N/A ada_p: 0.08576
[INFO] 2021-10-19 08:28:47 > Step: 56900 Progress: 5.7% Elapsed: 18:16:26 Gen_loss: 2.561 Dis_loss: 0.9176 Cls_loss: 1.715 Topk: N/A ada_p: 0.0841
[INFO] 2021-10-19 08:30:32 > Step: 57000 Progress: 5.7% Elapsed: 18:18:11 Gen_loss: 2.35 Dis_loss: 0.8168 Cls_loss: 1.872 Topk: N/A ada_p: 0.0823
[INFO] 2021-10-19 08:32:07 > Step: 57100 Progress: 5.7% Elapsed: 18:19:45 Gen_loss: 1.749 Dis_loss: 1.017 Cls_loss: 1.751 Topk: N/A ada_p: 0.08704
[INFO] 2021-10-19 08:33:41 > Step: 57200 Progress: 5.7% Elapsed: 18:21:20 Gen_loss: 1.566 Dis_loss: 1.415 Cls_loss: 2.112 Topk: N/A ada_p: 0.0873
[INFO] 2021-10-19 08:35:16 > Step: 57300 Progress: 5.7% Elapsed: 18:22:55 Gen_loss: 2.336 Dis_loss: 1.176 Cls_loss: 1.61 Topk: N/A ada_p: 0.08307
[INFO] 2021-10-19 08:37:00 > Step: 57400 Progress: 5.7% Elapsed: 18:24:39 Gen_loss: 1.619 Dis_loss: 1.518 Cls_loss: 1.898 Topk: N/A ada_p: 0.08768
[INFO] 2021-10-19 08:38:35 > Step: 57500 Progress: 5.8% Elapsed: 18:26:14 Gen_loss: 2.707 Dis_loss: 0.6473 Cls_loss: 1.329 Topk: N/A ada_p: 0.0896
[INFO] 2021-10-19 08:40:11 > Step: 57600 Progress: 5.8% Elapsed: 18:27:49 Gen_loss: 1.453 Dis_loss: 1.138 Cls_loss: 1.674 Topk: N/A ada_p: 0.08832
[INFO] 2021-10-19 08:41:45 > Step: 57700 Progress: 5.8% Elapsed: 18:29:24 Gen_loss: 2.653 Dis_loss: 0.7714 Cls_loss: 1.484 Topk: N/A ada_p: 0.07974
[INFO] 2021-10-19 08:43:30 > Step: 57800 Progress: 5.8% Elapsed: 18:31:09 Gen_loss: 3.001 Dis_loss: 0.8117 Cls_loss: 1.564 Topk: N/A ada_p: 0.08691
[INFO] 2021-10-19 08:45:05 > Step: 57900 Progress: 5.8% Elapsed: 18:32:43 Gen_loss: 3.777 Dis_loss: 0.6166 Cls_loss: 1.507 Topk: N/A ada_p: 0.0896
[INFO] 2021-10-19 08:46:39 > Step: 58000 Progress: 5.8% Elapsed: 18:34:18 Gen_loss: 1.669 Dis_loss: 1.163 Cls_loss: 1.836 Topk: N/A ada_p: 0.0873
[INFO] 2021-10-19 08:48:13 > Step: 58100 Progress: 5.8% Elapsed: 18:35:52 Gen_loss: 1.87 Dis_loss: 1.1 Cls_loss: 2.207 Topk: N/A ada_p: 0.0823
[INFO] 2021-10-19 08:49:57 > Step: 58200 Progress: 5.8% Elapsed: 18:37:36 Gen_loss: 3.74 Dis_loss: 0.918 Cls_loss: 1.687 Topk: N/A ada_p: 0.08563
[INFO] 2021-10-19 08:51:31 > Step: 58300 Progress: 5.8% Elapsed: 18:39:10 Gen_loss: 1.603 Dis_loss: 1.056 Cls_loss: 1.558 Topk: N/A ada_p: 0.08858
[INFO] 2021-10-19 08:53:05 > Step: 58400 Progress: 5.8% Elapsed: 18:40:44 Gen_loss: 2.185 Dis_loss: 1.156 Cls_loss: 1.549 Topk: N/A ada_p: 0.08806
[INFO] 2021-10-19 08:54:40 > Step: 58500 Progress: 5.9% Elapsed: 18:42:18 Gen_loss: 1.469 Dis_loss: 1.449 Cls_loss: 1.942 Topk: N/A ada_p: 0.0928
[INFO] 2021-10-19 08:56:24 > Step: 58600 Progress: 5.9% Elapsed: 18:44:02 Gen_loss: 2.581 Dis_loss: 0.8236 Cls_loss: 1.644 Topk: N/A ada_p: 0.0951
[INFO] 2021-10-19 08:57:58 > Step: 58700 Progress: 5.9% Elapsed: 18:45:37 Gen_loss: 1.114 Dis_loss: 1.857 Cls_loss: 2.172 Topk: N/A ada_p: 0.09139
[INFO] 2021-10-19 08:59:32 > Step: 58800 Progress: 5.9% Elapsed: 18:47:11 Gen_loss: 2.189 Dis_loss: 0.9769 Cls_loss: 1.612 Topk: N/A ada_p: 0.08218
[INFO] 2021-10-19 09:01:17 > Step: 58900 Progress: 5.9% Elapsed: 18:48:56 Gen_loss: 3.236 Dis_loss: 1.091 Cls_loss: 1.41 Topk: N/A ada_p: 0.08512
[INFO] 2021-10-19 09:02:50 > Step: 59000 Progress: 5.9% Elapsed: 18:50:29 Gen_loss: 3.794 Dis_loss: 0.8342 Cls_loss: 1.642 Topk: N/A ada_p: 0.08691
[INFO] 2021-10-19 09:04:25 > Step: 59100 Progress: 5.9% Elapsed: 18:52:03 Gen_loss: 3.047 Dis_loss: 0.7872 Cls_loss: 1.732 Topk: N/A ada_p: 0.08166
[INFO] 2021-10-19 09:05:58 > Step: 59200 Progress: 5.9% Elapsed: 18:53:37 Gen_loss: 1.763 Dis_loss: 1.147 Cls_loss: 1.915 Topk: N/A ada_p: 0.08294
[INFO] 2021-10-19 09:07:43 > Step: 59300 Progress: 5.9% Elapsed: 18:55:21 Gen_loss: 2.92 Dis_loss: 0.9468 Cls_loss: 1.723 Topk: N/A ada_p: 0.08384
[INFO] 2021-10-19 09:09:16 > Step: 59400 Progress: 5.9% Elapsed: 18:56:55 Gen_loss: 1.914 Dis_loss: 1.347 Cls_loss: 1.54 Topk: N/A ada_p: 0.08179
[INFO] 2021-10-19 09:10:50 > Step: 59500 Progress: 5.9% Elapsed: 18:58:29 Gen_loss: 2.417 Dis_loss: 1.353 Cls_loss: 1.695 Topk: N/A ada_p: 0.08627
[INFO] 2021-10-19 09:12:25 > Step: 59600 Progress: 6.0% Elapsed: 19:00:04 Gen_loss: 1.296 Dis_loss: 0.9988 Cls_loss: 1.708 Topk: N/A ada_p: 0.09114
[INFO] 2021-10-19 09:14:09 > Step: 59700 Progress: 6.0% Elapsed: 19:01:48 Gen_loss: 2.845 Dis_loss: 0.7541 Cls_loss: 1.528 Topk: N/A ada_p: 0.0887
[INFO] 2021-10-19 09:15:43 > Step: 59800 Progress: 6.0% Elapsed: 19:03:22 Gen_loss: 2.352 Dis_loss: 0.9369 Cls_loss: 1.88 Topk: N/A ada_p: 0.08998
[INFO] 2021-10-19 09:17:18 > Step: 59900 Progress: 6.0% Elapsed: 19:04:57 Gen_loss: 1.975 Dis_loss: 1.046 Cls_loss: 1.531 Topk: N/A ada_p: 0.08525
[INFO] 2021-10-19 09:18:53 > Step: 60000 Progress: 6.0% Elapsed: 19:06:31 Gen_loss: 3.954 Dis_loss: 1.366 Cls_loss: 1.923 Topk: N/A ada_p: 0.08653
[INFO] 2021-10-19 09:18:53 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-19 09:18:53 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_60000.png
[INFO] 2021-10-19 09:18:53 > Start Evaluation (60000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-19 09:18:53 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-19 09:24:27 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-19 09:30:06 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-19 09:50:41 > Inception score (Step: 60000, 50000 generated images): 10.122994422912598
[INFO] 2021-10-19 09:50:41 > FID score (Step: 60000, Using train moments): 4.94609209614498
[INFO] 2021-10-19 09:50:41 > Improved Precision (Step: 60000, Using train images): 0.73466
[INFO] 2021-10-19 09:50:41 > Improved Recall (Step: 60000, Using train images): 0.53616
[INFO] 2021-10-19 09:50:41 > Density (Step: 60000, Using train images): 1.020608
[INFO] 2021-10-19 09:50:41 > Coverage (Step: 60000, Using train images): 0.8468
[INFO] 2021-10-19 09:50:41 > Best FID score (Step: 60000, Using train moments): 4.94609209614498
[INFO] 2021-10-19 09:51:08 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-19 09:55:45 > Step: 60100 Progress: 6.0% Elapsed: 19:43:23 Gen_loss: 2.241 Dis_loss: 0.9091 Cls_loss: 1.731 Topk: N/A ada_p: 0.08819
[INFO] 2021-10-19 09:57:20 > Step: 60200 Progress: 6.0% Elapsed: 19:44:59 Gen_loss: 2.085 Dis_loss: 1.354 Cls_loss: 1.703 Topk: N/A ada_p: 0.08154
[INFO] 2021-10-19 09:58:55 > Step: 60300 Progress: 6.0% Elapsed: 19:46:34 Gen_loss: 2.518 Dis_loss: 1.134 Cls_loss: 1.584 Topk: N/A ada_p: 0.07296
[INFO] 2021-10-19 10:00:30 > Step: 60400 Progress: 6.0% Elapsed: 19:48:09 Gen_loss: 2.613 Dis_loss: 1.0 Cls_loss: 1.745 Topk: N/A ada_p: 0.07731
[INFO] 2021-10-19 10:02:15 > Step: 60500 Progress: 6.0% Elapsed: 19:49:54 Gen_loss: 4.262 Dis_loss: 0.9626 Cls_loss: 1.795 Topk: N/A ada_p: 0.07488
[INFO] 2021-10-19 10:03:50 > Step: 60600 Progress: 6.1% Elapsed: 19:51:29 Gen_loss: 1.414 Dis_loss: 1.061 Cls_loss: 1.691 Topk: N/A ada_p: 0.07949
[INFO] 2021-10-19 10:05:25 > Step: 60700 Progress: 6.1% Elapsed: 19:53:04 Gen_loss: 2.681 Dis_loss: 1.015 Cls_loss: 1.74 Topk: N/A ada_p: 0.08474
[INFO] 2021-10-19 10:07:01 > Step: 60800 Progress: 6.1% Elapsed: 19:54:40 Gen_loss: 3.381 Dis_loss: 0.8617 Cls_loss: 1.676 Topk: N/A ada_p: 0.0809
[INFO] 2021-10-19 10:08:46 > Step: 60900 Progress: 6.1% Elapsed: 19:56:25 Gen_loss: 2.248 Dis_loss: 0.713 Cls_loss: 1.597 Topk: N/A ada_p: 0.08
[INFO] 2021-10-19 10:10:21 > Step: 61000 Progress: 6.1% Elapsed: 19:58:00 Gen_loss: 2.816 Dis_loss: 0.9903 Cls_loss: 1.684 Topk: N/A ada_p: 0.0823
[INFO] 2021-10-19 10:11:57 > Step: 61100 Progress: 6.1% Elapsed: 19:59:36 Gen_loss: 3.717 Dis_loss: 0.9508 Cls_loss: 1.612 Topk: N/A ada_p: 0.08704
[INFO] 2021-10-19 10:13:32 > Step: 61200 Progress: 6.1% Elapsed: 20:01:11 Gen_loss: 1.624 Dis_loss: 0.6021 Cls_loss: 1.248 Topk: N/A ada_p: 0.08832
[INFO] 2021-10-19 10:15:16 > Step: 61300 Progress: 6.1% Elapsed: 20:02:55 Gen_loss: 1.698 Dis_loss: 0.9785 Cls_loss: 1.923 Topk: N/A ada_p: 0.09101
[INFO] 2021-10-19 10:16:51 > Step: 61400 Progress: 6.1% Elapsed: 20:04:29 Gen_loss: 1.384 Dis_loss: 1.264 Cls_loss: 1.655 Topk: N/A ada_p: 0.08998
[INFO] 2021-10-19 10:18:25 > Step: 61500 Progress: 6.2% Elapsed: 20:06:04 Gen_loss: 3.742 Dis_loss: 0.8601 Cls_loss: 1.722 Topk: N/A ada_p: 0.08986
[INFO] 2021-10-19 10:20:00 > Step: 61600 Progress: 6.2% Elapsed: 20:07:39 Gen_loss: 2.988 Dis_loss: 0.8069 Cls_loss: 1.508 Topk: N/A ada_p: 0.08704
[INFO] 2021-10-19 10:21:46 > Step: 61700 Progress: 6.2% Elapsed: 20:09:24 Gen_loss: 3.49 Dis_loss: 1.078 Cls_loss: 2.061 Topk: N/A ada_p: 0.08538
[INFO] 2021-10-19 10:23:21 > Step: 61800 Progress: 6.2% Elapsed: 20:10:59 Gen_loss: 2.411 Dis_loss: 1.493 Cls_loss: 1.672 Topk: N/A ada_p: 0.08486
[INFO] 2021-10-19 10:24:55 > Step: 61900 Progress: 6.2% Elapsed: 20:12:34 Gen_loss: 1.964 Dis_loss: 0.9467 Cls_loss: 1.71 Topk: N/A ada_p: 0.09293
[INFO] 2021-10-19 10:26:30 > Step: 62000 Progress: 6.2% Elapsed: 20:14:09 Gen_loss: 1.57 Dis_loss: 0.6902 Cls_loss: 1.701 Topk: N/A ada_p: 0.09344
[INFO] 2021-10-19 10:28:15 > Step: 62100 Progress: 6.2% Elapsed: 20:15:54 Gen_loss: 2.053 Dis_loss: 1.042 Cls_loss: 1.805 Topk: N/A ada_p: 0.09536
[INFO] 2021-10-19 10:29:50 > Step: 62200 Progress: 6.2% Elapsed: 20:17:29 Gen_loss: 1.347 Dis_loss: 1.312 Cls_loss: 1.884 Topk: N/A ada_p: 0.09792
[INFO] 2021-10-19 10:31:25 > Step: 62300 Progress: 6.2% Elapsed: 20:19:04 Gen_loss: 2.666 Dis_loss: 0.9358 Cls_loss: 1.637 Topk: N/A ada_p: 0.09446
[INFO] 2021-10-19 10:33:00 > Step: 62400 Progress: 6.2% Elapsed: 20:20:39 Gen_loss: 1.76 Dis_loss: 0.9955 Cls_loss: 1.904 Topk: N/A ada_p: 0.09549
[INFO] 2021-10-19 10:34:45 > Step: 62500 Progress: 6.2% Elapsed: 20:22:23 Gen_loss: 2.596 Dis_loss: 0.8846 Cls_loss: 1.364 Topk: N/A ada_p: 0.0905
[INFO] 2021-10-19 10:36:19 > Step: 62600 Progress: 6.3% Elapsed: 20:23:58 Gen_loss: 1.638 Dis_loss: 1.835 Cls_loss: 1.601 Topk: N/A ada_p: 0.08947
[INFO] 2021-10-19 10:37:54 > Step: 62700 Progress: 6.3% Elapsed: 20:25:33 Gen_loss: 5.863 Dis_loss: 3.05 Cls_loss: 1.518 Topk: N/A ada_p: 0.08678
[INFO] 2021-10-19 10:39:39 > Step: 62800 Progress: 6.3% Elapsed: 20:27:18 Gen_loss: 2.329 Dis_loss: 1.522 Cls_loss: 1.448 Topk: N/A ada_p: 0.09242
[INFO] 2021-10-19 10:41:13 > Step: 62900 Progress: 6.3% Elapsed: 20:28:52 Gen_loss: 3.727 Dis_loss: 0.9147 Cls_loss: 1.693 Topk: N/A ada_p: 0.09459
[INFO] 2021-10-19 10:42:48 > Step: 63000 Progress: 6.3% Elapsed: 20:30:27 Gen_loss: 2.396 Dis_loss: 0.9507 Cls_loss: 1.622 Topk: N/A ada_p: 0.09459
[INFO] 2021-10-19 10:44:23 > Step: 63100 Progress: 6.3% Elapsed: 20:32:02 Gen_loss: 1.946 Dis_loss: 1.156 Cls_loss: 1.579 Topk: N/A ada_p: 0.08986
[INFO] 2021-10-19 10:46:08 > Step: 63200 Progress: 6.3% Elapsed: 20:33:47 Gen_loss: 1.685 Dis_loss: 0.8991 Cls_loss: 1.695 Topk: N/A ada_p: 0.08474
[INFO] 2021-10-19 10:47:43 > Step: 63300 Progress: 6.3% Elapsed: 20:35:22 Gen_loss: 2.636 Dis_loss: 0.8879 Cls_loss: 1.813 Topk: N/A ada_p: 0.08819
[INFO] 2021-10-19 10:49:19 > Step: 63400 Progress: 6.3% Elapsed: 20:36:57 Gen_loss: 2.827 Dis_loss: 0.8426 Cls_loss: 1.757 Topk: N/A ada_p: 0.09024
[INFO] 2021-10-19 10:50:53 > Step: 63500 Progress: 6.3% Elapsed: 20:38:32 Gen_loss: 2.829 Dis_loss: 0.9482 Cls_loss: 1.586 Topk: N/A ada_p: 0.08883
[INFO] 2021-10-19 10:52:38 > Step: 63600 Progress: 6.4% Elapsed: 20:40:17 Gen_loss: 1.95 Dis_loss: 1.143 Cls_loss: 1.314 Topk: N/A ada_p: 0.08909
[INFO] 2021-10-19 10:54:13 > Step: 63700 Progress: 6.4% Elapsed: 20:41:51 Gen_loss: 2.488 Dis_loss: 0.7517 Cls_loss: 1.587 Topk: N/A ada_p: 0.08154
[INFO] 2021-10-19 10:55:47 > Step: 63800 Progress: 6.4% Elapsed: 20:43:26 Gen_loss: 4.39 Dis_loss: 0.7252 Cls_loss: 1.591 Topk: N/A ada_p: 0.07744
[INFO] 2021-10-19 10:57:22 > Step: 63900 Progress: 6.4% Elapsed: 20:45:01 Gen_loss: 1.048 Dis_loss: 1.319 Cls_loss: 1.775 Topk: N/A ada_p: 0.07782
[INFO] 2021-10-19 10:59:08 > Step: 64000 Progress: 6.4% Elapsed: 20:46:46 Gen_loss: 2.466 Dis_loss: 1.581 Cls_loss: 1.625 Topk: N/A ada_p: 0.0832
[INFO] 2021-10-19 11:00:43 > Step: 64100 Progress: 6.4% Elapsed: 20:48:21 Gen_loss: 2.742 Dis_loss: 0.872 Cls_loss: 1.805 Topk: N/A ada_p: 0.08486
[INFO] 2021-10-19 11:02:18 > Step: 64200 Progress: 6.4% Elapsed: 20:49:56 Gen_loss: 1.732 Dis_loss: 1.491 Cls_loss: 1.975 Topk: N/A ada_p: 0.08973
[INFO] 2021-10-19 11:03:53 > Step: 64300 Progress: 6.4% Elapsed: 20:51:32 Gen_loss: 2.576 Dis_loss: 0.6521 Cls_loss: 1.257 Topk: N/A ada_p: 0.0896
[INFO] 2021-10-19 11:05:38 > Step: 64400 Progress: 6.4% Elapsed: 20:53:17 Gen_loss: 1.456 Dis_loss: 1.048 Cls_loss: 1.528 Topk: N/A ada_p: 0.09421
[INFO] 2021-10-19 11:07:13 > Step: 64500 Progress: 6.5% Elapsed: 20:54:52 Gen_loss: 1.934 Dis_loss: 0.8063 Cls_loss: 1.378 Topk: N/A ada_p: 0.09075
[INFO] 2021-10-19 11:08:48 > Step: 64600 Progress: 6.5% Elapsed: 20:56:27 Gen_loss: 4.131 Dis_loss: 1.281 Cls_loss: 1.71 Topk: N/A ada_p: 0.08384
[INFO] 2021-10-19 11:10:23 > Step: 64700 Progress: 6.5% Elapsed: 20:58:02 Gen_loss: 2.345 Dis_loss: 0.9083 Cls_loss: 1.962 Topk: N/A ada_p: 0.08141
[INFO] 2021-10-19 11:12:07 > Step: 64800 Progress: 6.5% Elapsed: 20:59:46 Gen_loss: 2.6 Dis_loss: 1.409 Cls_loss: 1.73 Topk: N/A ada_p: 0.08755
[INFO] 2021-10-19 11:13:43 > Step: 64900 Progress: 6.5% Elapsed: 21:01:21 Gen_loss: 3.762 Dis_loss: 0.8124 Cls_loss: 1.483 Topk: N/A ada_p: 0.08205
[INFO] 2021-10-19 11:15:17 > Step: 65000 Progress: 6.5% Elapsed: 21:02:56 Gen_loss: 2.443 Dis_loss: 0.8353 Cls_loss: 1.418 Topk: N/A ada_p: 0.08563
[INFO] 2021-10-19 11:16:52 > Step: 65100 Progress: 6.5% Elapsed: 21:04:31 Gen_loss: 3.782 Dis_loss: 0.7503 Cls_loss: 1.716 Topk: N/A ada_p: 0.08806
[INFO] 2021-10-19 11:18:37 > Step: 65200 Progress: 6.5% Elapsed: 21:06:16 Gen_loss: 1.773 Dis_loss: 1.02 Cls_loss: 1.895 Topk: N/A ada_p: 0.0896
[INFO] 2021-10-19 11:20:12 > Step: 65300 Progress: 6.5% Elapsed: 21:07:51 Gen_loss: 2.727 Dis_loss: 0.7453 Cls_loss: 1.515 Topk: N/A ada_p: 0.08896
[INFO] 2021-10-19 11:21:47 > Step: 65400 Progress: 6.5% Elapsed: 21:09:25 Gen_loss: 1.407 Dis_loss: 0.7628 Cls_loss: 1.597 Topk: N/A ada_p: 0.09434
[INFO] 2021-10-19 11:23:22 > Step: 65500 Progress: 6.6% Elapsed: 21:11:00 Gen_loss: 3.47 Dis_loss: 1.109 Cls_loss: 1.972 Topk: N/A ada_p: 0.09395
[INFO] 2021-10-19 11:25:07 > Step: 65600 Progress: 6.6% Elapsed: 21:12:46 Gen_loss: 3.97 Dis_loss: 0.9265 Cls_loss: 1.722 Topk: N/A ada_p: 0.09062
[INFO] 2021-10-19 11:26:43 > Step: 65700 Progress: 6.6% Elapsed: 21:14:22 Gen_loss: 4.115 Dis_loss: 1.124 Cls_loss: 1.821 Topk: N/A ada_p: 0.09101
[INFO] 2021-10-19 11:28:18 > Step: 65800 Progress: 6.6% Elapsed: 21:15:57 Gen_loss: 3.788 Dis_loss: 0.9783 Cls_loss: 1.746 Topk: N/A ada_p: 0.08256
[INFO] 2021-10-19 11:29:53 > Step: 65900 Progress: 6.6% Elapsed: 21:17:32 Gen_loss: 1.845 Dis_loss: 0.719 Cls_loss: 1.434 Topk: N/A ada_p: 0.08371
[INFO] 2021-10-19 11:31:37 > Step: 66000 Progress: 6.6% Elapsed: 21:19:16 Gen_loss: 1.878 Dis_loss: 1.079 Cls_loss: 1.426 Topk: N/A ada_p: 0.0873
[INFO] 2021-10-19 11:33:12 > Step: 66100 Progress: 6.6% Elapsed: 21:20:51 Gen_loss: 2.146 Dis_loss: 0.8707 Cls_loss: 1.581 Topk: N/A ada_p: 0.0864
[INFO] 2021-10-19 11:34:47 > Step: 66200 Progress: 6.6% Elapsed: 21:22:26 Gen_loss: 3.887 Dis_loss: 1.21 Cls_loss: 1.36 Topk: N/A ada_p: 0.08512
[INFO] 2021-10-19 11:36:22 > Step: 66300 Progress: 6.6% Elapsed: 21:24:01 Gen_loss: 2.561 Dis_loss: 0.6091 Cls_loss: 1.289 Topk: N/A ada_p: 0.08141
[INFO] 2021-10-19 11:38:07 > Step: 66400 Progress: 6.6% Elapsed: 21:25:46 Gen_loss: 2.315 Dis_loss: 0.7944 Cls_loss: 1.496 Topk: N/A ada_p: 0.08192
[INFO] 2021-10-19 11:39:42 > Step: 66500 Progress: 6.7% Elapsed: 21:27:21 Gen_loss: 1.94 Dis_loss: 0.8112 Cls_loss: 1.734 Topk: N/A ada_p: 0.08077
[INFO] 2021-10-19 11:41:17 > Step: 66600 Progress: 6.7% Elapsed: 21:28:55 Gen_loss: 4.035 Dis_loss: 1.087 Cls_loss: 1.315 Topk: N/A ada_p: 0.08154
[INFO] 2021-10-19 11:43:02 > Step: 66700 Progress: 6.7% Elapsed: 21:30:40 Gen_loss: 2.475 Dis_loss: 0.6932 Cls_loss: 1.739 Topk: N/A ada_p: 0.08115
[INFO] 2021-10-19 11:44:36 > Step: 66800 Progress: 6.7% Elapsed: 21:32:15 Gen_loss: 3.033 Dis_loss: 0.916 Cls_loss: 1.636 Topk: N/A ada_p: 0.08115
[INFO] 2021-10-19 11:46:11 > Step: 66900 Progress: 6.7% Elapsed: 21:33:50 Gen_loss: 1.233 Dis_loss: 1.063 Cls_loss: 1.742 Topk: N/A ada_p: 0.08333
[INFO] 2021-10-19 11:47:46 > Step: 67000 Progress: 6.7% Elapsed: 21:35:25 Gen_loss: 1.842 Dis_loss: 1.317 Cls_loss: 1.734 Topk: N/A ada_p: 0.0864
[INFO] 2021-10-19 11:49:31 > Step: 67100 Progress: 6.7% Elapsed: 21:37:10 Gen_loss: 1.703 Dis_loss: 0.872 Cls_loss: 1.787 Topk: N/A ada_p: 0.08474
[INFO] 2021-10-19 11:51:05 > Step: 67200 Progress: 6.7% Elapsed: 21:38:44 Gen_loss: 5.263 Dis_loss: 1.292 Cls_loss: 1.858 Topk: N/A ada_p: 0.08602
[INFO] 2021-10-19 11:52:40 > Step: 67300 Progress: 6.7% Elapsed: 21:40:19 Gen_loss: 2.519 Dis_loss: 0.7225 Cls_loss: 1.225 Topk: N/A ada_p: 0.09126
[INFO] 2021-10-19 11:54:15 > Step: 67400 Progress: 6.7% Elapsed: 21:41:53 Gen_loss: 2.716 Dis_loss: 0.9837 Cls_loss: 1.943 Topk: N/A ada_p: 0.08973
[INFO] 2021-10-19 11:55:59 > Step: 67500 Progress: 6.8% Elapsed: 21:43:38 Gen_loss: 3.633 Dis_loss: 0.782 Cls_loss: 1.334 Topk: N/A ada_p: 0.08832
[INFO] 2021-10-19 11:57:33 > Step: 67600 Progress: 6.8% Elapsed: 21:45:12 Gen_loss: 3.847 Dis_loss: 0.8288 Cls_loss: 1.798 Topk: N/A ada_p: 0.08781
[INFO] 2021-10-19 11:59:08 > Step: 67700 Progress: 6.8% Elapsed: 21:46:47 Gen_loss: 2.787 Dis_loss: 0.7754 Cls_loss: 1.577 Topk: N/A ada_p: 0.08614
[INFO] 2021-10-19 12:00:42 > Step: 67800 Progress: 6.8% Elapsed: 21:48:21 Gen_loss: 5.251 Dis_loss: 2.067 Cls_loss: 1.872 Topk: N/A ada_p: 0.08691
[INFO] 2021-10-19 12:02:27 > Step: 67900 Progress: 6.8% Elapsed: 21:50:06 Gen_loss: 3.26 Dis_loss: 1.053 Cls_loss: 1.915 Topk: N/A ada_p: 0.09037
[INFO] 2021-10-19 12:04:01 > Step: 68000 Progress: 6.8% Elapsed: 21:51:40 Gen_loss: 2.135 Dis_loss: 0.7099 Cls_loss: 1.776 Topk: N/A ada_p: 0.08909
[INFO] 2021-10-19 12:05:35 > Step: 68100 Progress: 6.8% Elapsed: 21:53:14 Gen_loss: 2.181 Dis_loss: 0.6936 Cls_loss: 1.591 Topk: N/A ada_p: 0.08794
[INFO] 2021-10-19 12:07:09 > Step: 68200 Progress: 6.8% Elapsed: 21:54:48 Gen_loss: 3.145 Dis_loss: 0.6854 Cls_loss: 1.379 Topk: N/A ada_p: 0.08486
[INFO] 2021-10-19 12:08:53 > Step: 68300 Progress: 6.8% Elapsed: 21:56:32 Gen_loss: 1.939 Dis_loss: 1.017 Cls_loss: 1.288 Topk: N/A ada_p: 0.08243
[INFO] 2021-10-19 12:10:28 > Step: 68400 Progress: 6.8% Elapsed: 21:58:06 Gen_loss: 3.862 Dis_loss: 0.8177 Cls_loss: 1.193 Topk: N/A ada_p: 0.08448
[INFO] 2021-10-19 12:12:02 > Step: 68500 Progress: 6.9% Elapsed: 21:59:40 Gen_loss: 2.805 Dis_loss: 1.064 Cls_loss: 2.011 Topk: N/A ada_p: 0.0823
[INFO] 2021-10-19 12:13:35 > Step: 68600 Progress: 6.9% Elapsed: 22:01:14 Gen_loss: 3.204 Dis_loss: 1.039 Cls_loss: 1.636 Topk: N/A ada_p: 0.08333
[INFO] 2021-10-19 12:15:19 > Step: 68700 Progress: 6.9% Elapsed: 22:02:58 Gen_loss: 1.648 Dis_loss: 1.385 Cls_loss: 1.564 Topk: N/A ada_p: 0.0809
[INFO] 2021-10-19 12:16:53 > Step: 68800 Progress: 6.9% Elapsed: 22:04:31 Gen_loss: 1.804 Dis_loss: 0.9857 Cls_loss: 1.798 Topk: N/A ada_p: 0.07782
[INFO] 2021-10-19 12:18:26 > Step: 68900 Progress: 6.9% Elapsed: 22:06:05 Gen_loss: 1.683 Dis_loss: 1.285 Cls_loss: 1.611 Topk: N/A ada_p: 0.08282
[INFO] 2021-10-19 12:19:59 > Step: 69000 Progress: 6.9% Elapsed: 22:07:38 Gen_loss: 2.147 Dis_loss: 0.8722 Cls_loss: 1.41 Topk: N/A ada_p: 0.07693
[INFO] 2021-10-19 12:21:43 > Step: 69100 Progress: 6.9% Elapsed: 22:09:21 Gen_loss: 2.462 Dis_loss: 0.8522 Cls_loss: 1.363 Topk: N/A ada_p: 0.08115
[INFO] 2021-10-19 12:23:16 > Step: 69200 Progress: 6.9% Elapsed: 22:10:55 Gen_loss: 1.035 Dis_loss: 1.265 Cls_loss: 1.735 Topk: N/A ada_p: 0.08397
[INFO] 2021-10-19 12:24:49 > Step: 69300 Progress: 6.9% Elapsed: 22:12:28 Gen_loss: 2.042 Dis_loss: 0.9801 Cls_loss: 1.623 Topk: N/A ada_p: 0.08768
[INFO] 2021-10-19 12:26:23 > Step: 69400 Progress: 6.9% Elapsed: 22:14:01 Gen_loss: 4.119 Dis_loss: 1.243 Cls_loss: 1.434 Topk: N/A ada_p: 0.08128
[INFO] 2021-10-19 12:28:08 > Step: 69500 Progress: 7.0% Elapsed: 22:15:47 Gen_loss: 2.547 Dis_loss: 0.8758 Cls_loss: 1.723 Topk: N/A ada_p: 0.08294
[INFO] 2021-10-19 12:29:42 > Step: 69600 Progress: 7.0% Elapsed: 22:17:21 Gen_loss: 3.776 Dis_loss: 0.5029 Cls_loss: 1.442 Topk: N/A ada_p: 0.08397
[INFO] 2021-10-19 12:31:17 > Step: 69700 Progress: 7.0% Elapsed: 22:18:56 Gen_loss: 2.017 Dis_loss: 0.86 Cls_loss: 1.482 Topk: N/A ada_p: 0.08384
[INFO] 2021-10-19 12:32:51 > Step: 69800 Progress: 7.0% Elapsed: 22:20:30 Gen_loss: 1.918 Dis_loss: 1.455 Cls_loss: 1.965 Topk: N/A ada_p: 0.08845
[INFO] 2021-10-19 12:34:36 > Step: 69900 Progress: 7.0% Elapsed: 22:22:15 Gen_loss: 3.703 Dis_loss: 0.7033 Cls_loss: 1.515 Topk: N/A ada_p: 0.0855
[INFO] 2021-10-19 12:36:11 > Step: 70000 Progress: 7.0% Elapsed: 22:23:49 Gen_loss: 4.561 Dis_loss: 1.649 Cls_loss: 1.406 Topk: N/A ada_p: 0.08602
[INFO] 2021-10-19 12:36:11 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-19 12:36:11 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_70000.png
[INFO] 2021-10-19 12:36:11 > Start Evaluation (70000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-19 12:36:11 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-19 12:41:44 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-19 12:47:23 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-19 13:10:51 > Inception score (Step: 70000, 50000 generated images): 10.173723220825195
[INFO] 2021-10-19 13:10:51 > FID score (Step: 70000, Using train moments): 4.4711046299005375
[INFO] 2021-10-19 13:10:51 > Improved Precision (Step: 70000, Using train images): 0.74006
[INFO] 2021-10-19 13:10:51 > Improved Recall (Step: 70000, Using train images): 0.5429
[INFO] 2021-10-19 13:10:51 > Density (Step: 70000, Using train images): 1.0578960000000002
[INFO] 2021-10-19 13:10:51 > Coverage (Step: 70000, Using train images): 0.86574
[INFO] 2021-10-19 13:10:51 > Best FID score (Step: 70000, Using train moments): 4.4711046299005375
[INFO] 2021-10-19 13:11:15 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-19 13:15:04 > Step: 70100 Progress: 7.0% Elapsed: 23:02:43 Gen_loss: 1.717 Dis_loss: 0.9754 Cls_loss: 1.645 Topk: N/A ada_p: 0.08512
[INFO] 2021-10-19 13:16:38 > Step: 70200 Progress: 7.0% Elapsed: 23:04:17 Gen_loss: 1.283 Dis_loss: 1.284 Cls_loss: 1.856 Topk: N/A ada_p: 0.09101
[INFO] 2021-10-19 13:18:30 > Step: 70300 Progress: 7.0% Elapsed: 23:06:09 Gen_loss: 2.026 Dis_loss: 0.7907 Cls_loss: 1.279 Topk: N/A ada_p: 0.09242
[INFO] 2021-10-19 13:20:05 > Step: 70400 Progress: 7.0% Elapsed: 23:07:43 Gen_loss: 1.979 Dis_loss: 0.8224 Cls_loss: 1.851 Topk: N/A ada_p: 0.09165
[INFO] 2021-10-19 13:21:39 > Step: 70500 Progress: 7.0% Elapsed: 23:09:18 Gen_loss: 2.665 Dis_loss: 0.7552 Cls_loss: 1.455 Topk: N/A ada_p: 0.09203
[INFO] 2021-10-19 13:23:24 > Step: 70600 Progress: 7.1% Elapsed: 23:11:03 Gen_loss: 2.93 Dis_loss: 0.7904 Cls_loss: 1.898 Topk: N/A ada_p: 0.09126
[INFO] 2021-10-19 13:24:58 > Step: 70700 Progress: 7.1% Elapsed: 23:12:37 Gen_loss: 2.57 Dis_loss: 0.554 Cls_loss: 1.535 Topk: N/A ada_p: 0.08627
[INFO] 2021-10-19 13:26:33 > Step: 70800 Progress: 7.1% Elapsed: 23:14:12 Gen_loss: 3.176 Dis_loss: 0.8315 Cls_loss: 1.833 Topk: N/A ada_p: 0.08832
[INFO] 2021-10-19 13:28:08 > Step: 70900 Progress: 7.1% Elapsed: 23:15:47 Gen_loss: 3.185 Dis_loss: 0.8829 Cls_loss: 1.95 Topk: N/A ada_p: 0.08922
[INFO] 2021-10-19 13:29:53 > Step: 71000 Progress: 7.1% Elapsed: 23:17:31 Gen_loss: 2.235 Dis_loss: 1.155 Cls_loss: 1.84 Topk: N/A ada_p: 0.08973
[INFO] 2021-10-19 13:31:27 > Step: 71100 Progress: 7.1% Elapsed: 23:19:06 Gen_loss: 1.583 Dis_loss: 0.7826 Cls_loss: 1.625 Topk: N/A ada_p: 0.09037
[INFO] 2021-10-19 13:33:02 > Step: 71200 Progress: 7.1% Elapsed: 23:20:40 Gen_loss: 2.488 Dis_loss: 1.329 Cls_loss: 1.787 Topk: N/A ada_p: 0.0919
[INFO] 2021-10-19 13:34:36 > Step: 71300 Progress: 7.1% Elapsed: 23:22:15 Gen_loss: 1.768 Dis_loss: 1.301 Cls_loss: 1.493 Topk: N/A ada_p: 0.09741
[INFO] 2021-10-19 13:36:21 > Step: 71400 Progress: 7.1% Elapsed: 23:24:00 Gen_loss: 3.052 Dis_loss: 0.6851 Cls_loss: 1.245 Topk: N/A ada_p: 0.09229
[INFO] 2021-10-19 13:37:56 > Step: 71500 Progress: 7.1% Elapsed: 23:25:35 Gen_loss: 1.145 Dis_loss: 1.16 Cls_loss: 1.913 Topk: N/A ada_p: 0.09574
[INFO] 2021-10-19 13:39:31 > Step: 71600 Progress: 7.2% Elapsed: 23:27:10 Gen_loss: 1.6 Dis_loss: 1.104 Cls_loss: 1.772 Topk: N/A ada_p: 0.09062
[INFO] 2021-10-19 13:41:06 > Step: 71700 Progress: 7.2% Elapsed: 23:28:45 Gen_loss: 2.8 Dis_loss: 1.428 Cls_loss: 1.628 Topk: N/A ada_p: 0.08614
[INFO] 2021-10-19 13:42:51 > Step: 71800 Progress: 7.2% Elapsed: 23:30:30 Gen_loss: 2.995 Dis_loss: 0.7995 Cls_loss: 1.458 Topk: N/A ada_p: 0.08358
[INFO] 2021-10-19 13:44:26 > Step: 71900 Progress: 7.2% Elapsed: 23:32:04 Gen_loss: 2.205 Dis_loss: 0.8017 Cls_loss: 1.374 Topk: N/A ada_p: 0.08883
[INFO] 2021-10-19 13:46:01 > Step: 72000 Progress: 7.2% Elapsed: 23:33:40 Gen_loss: 3.208 Dis_loss: 0.85 Cls_loss: 1.553 Topk: N/A ada_p: 0.08218
[INFO] 2021-10-19 13:47:36 > Step: 72100 Progress: 7.2% Elapsed: 23:35:15 Gen_loss: 1.93 Dis_loss: 1.15 Cls_loss: 2.178 Topk: N/A ada_p: 0.08717
[INFO] 2021-10-19 13:49:21 > Step: 72200 Progress: 7.2% Elapsed: 23:36:59 Gen_loss: 1.272 Dis_loss: 0.7225 Cls_loss: 1.629 Topk: N/A ada_p: 0.08896
[INFO] 2021-10-19 13:50:56 > Step: 72300 Progress: 7.2% Elapsed: 23:38:34 Gen_loss: 3.882 Dis_loss: 0.8156 Cls_loss: 1.286 Topk: N/A ada_p: 0.09011
[INFO] 2021-10-19 13:52:30 > Step: 72400 Progress: 7.2% Elapsed: 23:40:09 Gen_loss: 1.385 Dis_loss: 1.415 Cls_loss: 1.599 Topk: N/A ada_p: 0.08576
[INFO] 2021-10-19 13:54:05 > Step: 72500 Progress: 7.2% Elapsed: 23:41:44 Gen_loss: 3.492 Dis_loss: 0.5606 Cls_loss: 1.403 Topk: N/A ada_p: 0.0887
[INFO] 2021-10-19 13:55:51 > Step: 72600 Progress: 7.3% Elapsed: 23:43:30 Gen_loss: 1.853 Dis_loss: 0.8655 Cls_loss: 1.633 Topk: N/A ada_p: 0.08845
[INFO] 2021-10-19 13:57:26 > Step: 72700 Progress: 7.3% Elapsed: 23:45:04 Gen_loss: 3.24 Dis_loss: 0.584 Cls_loss: 1.008 Topk: N/A ada_p: 0.08806
[INFO] 2021-10-19 13:59:01 > Step: 72800 Progress: 7.3% Elapsed: 23:46:39 Gen_loss: 1.954 Dis_loss: 0.8164 Cls_loss: 1.419 Topk: N/A ada_p: 0.08883
[INFO] 2021-10-19 14:00:35 > Step: 72900 Progress: 7.3% Elapsed: 23:48:14 Gen_loss: 2.523 Dis_loss: 0.9375 Cls_loss: 1.39 Topk: N/A ada_p: 0.08947
[INFO] 2021-10-19 14:02:20 > Step: 73000 Progress: 7.3% Elapsed: 23:49:58 Gen_loss: 3.178 Dis_loss: 0.6803 Cls_loss: 1.358 Topk: N/A ada_p: 0.09306
[INFO] 2021-10-19 14:03:54 > Step: 73100 Progress: 7.3% Elapsed: 23:51:33 Gen_loss: 3.09 Dis_loss: 0.6831 Cls_loss: 1.173 Topk: N/A ada_p: 0.09062
[INFO] 2021-10-19 14:05:29 > Step: 73200 Progress: 7.3% Elapsed: 23:53:08 Gen_loss: 4.37 Dis_loss: 1.054 Cls_loss: 1.702 Topk: N/A ada_p: 0.09779
[INFO] 2021-10-19 14:07:04 > Step: 73300 Progress: 7.3% Elapsed: 23:54:43 Gen_loss: 2.053 Dis_loss: 1.166 Cls_loss: 1.921 Topk: N/A ada_p: 0.09613
[INFO] 2021-10-19 14:08:48 > Step: 73400 Progress: 7.3% Elapsed: 23:56:27 Gen_loss: 3.59 Dis_loss: 1.203 Cls_loss: 1.536 Topk: N/A ada_p: 0.09562
[INFO] 2021-10-19 14:10:24 > Step: 73500 Progress: 7.3% Elapsed: 23:58:02 Gen_loss: 2.272 Dis_loss: 0.9001 Cls_loss: 1.219 Topk: N/A ada_p: 0.09472
[INFO] 2021-10-19 14:11:58 > Step: 73600 Progress: 7.4% Elapsed: 23:59:37 Gen_loss: 1.419 Dis_loss: 0.8207 Cls_loss: 1.296 Topk: N/A ada_p: 0.09293
[INFO] 2021-10-19 14:13:33 > Step: 73700 Progress: 7.4% Elapsed: 1 day, 0:01:12 Gen_loss: 2.811 Dis_loss: 0.9012 Cls_loss: 1.595 Topk: N/A ada_p: 0.09971
[INFO] 2021-10-19 14:15:18 > Step: 73800 Progress: 7.4% Elapsed: 1 day, 0:02:57 Gen_loss: 1.14 Dis_loss: 1.305 Cls_loss: 2.202 Topk: N/A ada_p: 0.1015
[INFO] 2021-10-19 14:16:53 > Step: 73900 Progress: 7.4% Elapsed: 1 day, 0:04:31 Gen_loss: 4.292 Dis_loss: 1.359 Cls_loss: 1.64 Topk: N/A ada_p: 0.1021
[INFO] 2021-10-19 14:18:27 > Step: 74000 Progress: 7.4% Elapsed: 1 day, 0:06:06 Gen_loss: 2.129 Dis_loss: 0.7935 Cls_loss: 1.82 Topk: N/A ada_p: 0.1004
[INFO] 2021-10-19 14:20:02 > Step: 74100 Progress: 7.4% Elapsed: 1 day, 0:07:41 Gen_loss: 2.15 Dis_loss: 0.6762 Cls_loss: 1.68 Topk: N/A ada_p: 0.09818
[INFO] 2021-10-19 14:21:46 > Step: 74200 Progress: 7.4% Elapsed: 1 day, 0:09:25 Gen_loss: 3.581 Dis_loss: 1.192 Cls_loss: 1.789 Topk: N/A ada_p: 0.09818
[INFO] 2021-10-19 14:23:21 > Step: 74300 Progress: 7.4% Elapsed: 1 day, 0:11:00 Gen_loss: 2.664 Dis_loss: 0.63 Cls_loss: 1.574 Topk: N/A ada_p: 0.09498
[INFO] 2021-10-19 14:24:56 > Step: 74400 Progress: 7.4% Elapsed: 1 day, 0:12:35 Gen_loss: 3.403 Dis_loss: 1.071 Cls_loss: 1.305 Topk: N/A ada_p: 0.1016
[INFO] 2021-10-19 14:26:41 > Step: 74500 Progress: 7.4% Elapsed: 1 day, 0:14:20 Gen_loss: 2.166 Dis_loss: 0.979 Cls_loss: 1.53 Topk: N/A ada_p: 0.0992
[INFO] 2021-10-19 14:28:15 > Step: 74600 Progress: 7.5% Elapsed: 1 day, 0:15:54 Gen_loss: 2.604 Dis_loss: 0.656 Cls_loss: 1.446 Topk: N/A ada_p: 0.1002
[INFO] 2021-10-19 14:29:50 > Step: 74700 Progress: 7.5% Elapsed: 1 day, 0:17:29 Gen_loss: 2.247 Dis_loss: 0.844 Cls_loss: 1.826 Topk: N/A ada_p: 0.1055
[INFO] 2021-10-19 14:31:26 > Step: 74800 Progress: 7.5% Elapsed: 1 day, 0:19:04 Gen_loss: 4.088 Dis_loss: 0.7764 Cls_loss: 1.397 Topk: N/A ada_p: 0.09779
[INFO] 2021-10-19 14:33:11 > Step: 74900 Progress: 7.5% Elapsed: 1 day, 0:20:49 Gen_loss: 1.459 Dis_loss: 0.8148 Cls_loss: 1.972 Topk: N/A ada_p: 0.09562
[INFO] 2021-10-19 14:34:46 > Step: 75000 Progress: 7.5% Elapsed: 1 day, 0:22:25 Gen_loss: 2.666 Dis_loss: 0.6679 Cls_loss: 1.876 Topk: N/A ada_p: 0.09254
[INFO] 2021-10-19 14:36:22 > Step: 75100 Progress: 7.5% Elapsed: 1 day, 0:24:01 Gen_loss: 2.837 Dis_loss: 0.8639 Cls_loss: 1.329 Topk: N/A ada_p: 0.09626
[INFO] 2021-10-19 14:37:58 > Step: 75200 Progress: 7.5% Elapsed: 1 day, 0:25:36 Gen_loss: 3.892 Dis_loss: 1.09 Cls_loss: 1.301 Topk: N/A ada_p: 0.09933
[INFO] 2021-10-19 14:39:44 > Step: 75300 Progress: 7.5% Elapsed: 1 day, 0:27:22 Gen_loss: 2.105 Dis_loss: 0.8586 Cls_loss: 1.717 Topk: N/A ada_p: 0.09587
[INFO] 2021-10-19 14:41:19 > Step: 75400 Progress: 7.5% Elapsed: 1 day, 0:28:57 Gen_loss: 4.073 Dis_loss: 0.7762 Cls_loss: 1.323 Topk: N/A ada_p: 0.09818
[INFO] 2021-10-19 14:42:55 > Step: 75500 Progress: 7.5% Elapsed: 1 day, 0:30:33 Gen_loss: 1.855 Dis_loss: 0.8793 Cls_loss: 1.46 Topk: N/A ada_p: 0.0983
[INFO] 2021-10-19 14:44:29 > Step: 75600 Progress: 7.6% Elapsed: 1 day, 0:32:08 Gen_loss: 2.176 Dis_loss: 1.151 Cls_loss: 1.986 Topk: N/A ada_p: 0.096
[INFO] 2021-10-19 14:46:15 > Step: 75700 Progress: 7.6% Elapsed: 1 day, 0:33:54 Gen_loss: 2.016 Dis_loss: 1.162 Cls_loss: 1.669 Topk: N/A ada_p: 0.1015
[INFO] 2021-10-19 14:47:52 > Step: 75800 Progress: 7.6% Elapsed: 1 day, 0:35:31 Gen_loss: 3.315 Dis_loss: 0.8401 Cls_loss: 1.361 Topk: N/A ada_p: 0.1041
[INFO] 2021-10-19 14:49:28 > Step: 75900 Progress: 7.6% Elapsed: 1 day, 0:37:07 Gen_loss: 3.221 Dis_loss: 0.7986 Cls_loss: 1.837 Topk: N/A ada_p: 0.1029
[INFO] 2021-10-19 14:51:02 > Step: 76000 Progress: 7.6% Elapsed: 1 day, 0:38:41 Gen_loss: 2.572 Dis_loss: 0.963 Cls_loss: 1.859 Topk: N/A ada_p: 0.1014
[INFO] 2021-10-19 14:52:47 > Step: 76100 Progress: 7.6% Elapsed: 1 day, 0:40:26 Gen_loss: 2.218 Dis_loss: 0.9975 Cls_loss: 1.959 Topk: N/A ada_p: 0.1033
[INFO] 2021-10-19 14:54:22 > Step: 76200 Progress: 7.6% Elapsed: 1 day, 0:42:01 Gen_loss: 3.245 Dis_loss: 0.7525 Cls_loss: 1.687 Topk: N/A ada_p: 0.1028
[INFO] 2021-10-19 14:55:57 > Step: 76300 Progress: 7.6% Elapsed: 1 day, 0:43:36 Gen_loss: 1.349 Dis_loss: 0.8474 Cls_loss: 1.552 Topk: N/A ada_p: 0.1006
[INFO] 2021-10-19 14:57:32 > Step: 76400 Progress: 7.6% Elapsed: 1 day, 0:45:11 Gen_loss: 1.892 Dis_loss: 0.7836 Cls_loss: 1.889 Topk: N/A ada_p: 0.09805
[INFO] 2021-10-19 14:59:18 > Step: 76500 Progress: 7.6% Elapsed: 1 day, 0:46:57 Gen_loss: 3.164 Dis_loss: 1.176 Cls_loss: 1.833 Topk: N/A ada_p: 0.09357
[INFO] 2021-10-19 15:00:53 > Step: 76600 Progress: 7.7% Elapsed: 1 day, 0:48:32 Gen_loss: 2.025 Dis_loss: 0.9238 Cls_loss: 1.659 Topk: N/A ada_p: 0.09562
[INFO] 2021-10-19 15:02:30 > Step: 76700 Progress: 7.7% Elapsed: 1 day, 0:50:08 Gen_loss: 2.823 Dis_loss: 0.7271 Cls_loss: 1.387 Topk: N/A ada_p: 0.09165
[INFO] 2021-10-19 15:04:04 > Step: 76800 Progress: 7.7% Elapsed: 1 day, 0:51:43 Gen_loss: 2.194 Dis_loss: 0.7985 Cls_loss: 1.539 Topk: N/A ada_p: 0.09421
[INFO] 2021-10-19 15:05:49 > Step: 76900 Progress: 7.7% Elapsed: 1 day, 0:53:27 Gen_loss: 2.473 Dis_loss: 0.9474 Cls_loss: 1.468 Topk: N/A ada_p: 0.09562
[INFO] 2021-10-19 15:07:23 > Step: 77000 Progress: 7.7% Elapsed: 1 day, 0:55:02 Gen_loss: 1.646 Dis_loss: 0.8336 Cls_loss: 1.616 Topk: N/A ada_p: 0.09613
[INFO] 2021-10-19 15:08:58 > Step: 77100 Progress: 7.7% Elapsed: 1 day, 0:56:37 Gen_loss: 2.523 Dis_loss: 0.853 Cls_loss: 1.237 Topk: N/A ada_p: 0.09702
[INFO] 2021-10-19 15:10:32 > Step: 77200 Progress: 7.7% Elapsed: 1 day, 0:58:11 Gen_loss: 2.201 Dis_loss: 0.6534 Cls_loss: 1.372 Topk: N/A ada_p: 0.09702
[INFO] 2021-10-19 15:12:17 > Step: 77300 Progress: 7.7% Elapsed: 1 day, 0:59:56 Gen_loss: 3.865 Dis_loss: 0.9152 Cls_loss: 1.324 Topk: N/A ada_p: 0.09613
[INFO] 2021-10-19 15:13:52 > Step: 77400 Progress: 7.7% Elapsed: 1 day, 1:01:30 Gen_loss: 2.625 Dis_loss: 1.074 Cls_loss: 1.695 Topk: N/A ada_p: 0.09536
[INFO] 2021-10-19 15:15:27 > Step: 77500 Progress: 7.8% Elapsed: 1 day, 1:03:05 Gen_loss: 2.464 Dis_loss: 1.252 Cls_loss: 1.627 Topk: N/A ada_p: 0.09498
[INFO] 2021-10-19 15:17:01 > Step: 77600 Progress: 7.8% Elapsed: 1 day, 1:04:40 Gen_loss: 3.017 Dis_loss: 0.9775 Cls_loss: 1.521 Topk: N/A ada_p: 0.09933
[INFO] 2021-10-19 15:18:45 > Step: 77700 Progress: 7.8% Elapsed: 1 day, 1:06:24 Gen_loss: 2.83 Dis_loss: 0.8271 Cls_loss: 1.659 Topk: N/A ada_p: 0.09946
[INFO] 2021-10-19 15:20:20 > Step: 77800 Progress: 7.8% Elapsed: 1 day, 1:07:59 Gen_loss: 2.195 Dis_loss: 0.7821 Cls_loss: 1.827 Topk: N/A ada_p: 0.09818
[INFO] 2021-10-19 15:21:54 > Step: 77900 Progress: 7.8% Elapsed: 1 day, 1:09:33 Gen_loss: 2.807 Dis_loss: 0.8863 Cls_loss: 1.492 Topk: N/A ada_p: 0.09114
[INFO] 2021-10-19 15:23:28 > Step: 78000 Progress: 7.8% Elapsed: 1 day, 1:11:07 Gen_loss: 3.001 Dis_loss: 0.7907 Cls_loss: 1.981 Topk: N/A ada_p: 0.09062
[INFO] 2021-10-19 15:25:12 > Step: 78100 Progress: 7.8% Elapsed: 1 day, 1:12:51 Gen_loss: 1.358 Dis_loss: 0.935 Cls_loss: 1.495 Topk: N/A ada_p: 0.09075
[INFO] 2021-10-19 15:26:46 > Step: 78200 Progress: 7.8% Elapsed: 1 day, 1:14:25 Gen_loss: 3.522 Dis_loss: 0.7681 Cls_loss: 1.578 Topk: N/A ada_p: 0.08794
[INFO] 2021-10-19 15:28:21 > Step: 78300 Progress: 7.8% Elapsed: 1 day, 1:16:00 Gen_loss: 1.958 Dis_loss: 1.007 Cls_loss: 1.621 Topk: N/A ada_p: 0.09216
[INFO] 2021-10-19 15:30:05 > Step: 78400 Progress: 7.8% Elapsed: 1 day, 1:17:44 Gen_loss: 2.985 Dis_loss: 0.8059 Cls_loss: 1.435 Topk: N/A ada_p: 0.0919
[INFO] 2021-10-19 15:31:39 > Step: 78500 Progress: 7.8% Elapsed: 1 day, 1:19:18 Gen_loss: 1.783 Dis_loss: 0.8565 Cls_loss: 1.725 Topk: N/A ada_p: 0.08947
[INFO] 2021-10-19 15:33:13 > Step: 78600 Progress: 7.9% Elapsed: 1 day, 1:20:52 Gen_loss: 2.754 Dis_loss: 1.323 Cls_loss: 1.549 Topk: N/A ada_p: 0.0905
[INFO] 2021-10-19 15:34:48 > Step: 78700 Progress: 7.9% Elapsed: 1 day, 1:22:26 Gen_loss: 2.414 Dis_loss: 0.7015 Cls_loss: 1.522 Topk: N/A ada_p: 0.08755
[INFO] 2021-10-19 15:36:31 > Step: 78800 Progress: 7.9% Elapsed: 1 day, 1:24:10 Gen_loss: 2.709 Dis_loss: 0.676 Cls_loss: 1.722 Topk: N/A ada_p: 0.08397
[INFO] 2021-10-19 15:38:05 > Step: 78900 Progress: 7.9% Elapsed: 1 day, 1:25:44 Gen_loss: 2.336 Dis_loss: 0.7878 Cls_loss: 1.633 Topk: N/A ada_p: 0.08691
[INFO] 2021-10-19 15:39:38 > Step: 79000 Progress: 7.9% Elapsed: 1 day, 1:27:17 Gen_loss: 2.311 Dis_loss: 0.764 Cls_loss: 1.886 Topk: N/A ada_p: 0.08922
[INFO] 2021-10-19 15:41:12 > Step: 79100 Progress: 7.9% Elapsed: 1 day, 1:28:51 Gen_loss: 4.37 Dis_loss: 0.6846 Cls_loss: 1.504 Topk: N/A ada_p: 0.09344
[INFO] 2021-10-19 15:42:56 > Step: 79200 Progress: 7.9% Elapsed: 1 day, 1:30:35 Gen_loss: 1.663 Dis_loss: 0.6679 Cls_loss: 1.491 Topk: N/A ada_p: 0.09421
[INFO] 2021-10-19 15:44:32 > Step: 79300 Progress: 7.9% Elapsed: 1 day, 1:32:11 Gen_loss: 1.755 Dis_loss: 1.226 Cls_loss: 1.579 Topk: N/A ada_p: 0.09613
[INFO] 2021-10-19 15:46:07 > Step: 79400 Progress: 7.9% Elapsed: 1 day, 1:33:45 Gen_loss: 1.708 Dis_loss: 0.4649 Cls_loss: 1.195 Topk: N/A ada_p: 0.09254
[INFO] 2021-10-19 15:47:42 > Step: 79500 Progress: 8.0% Elapsed: 1 day, 1:35:21 Gen_loss: 2.823 Dis_loss: 0.9494 Cls_loss: 1.629 Topk: N/A ada_p: 0.09088
[INFO] 2021-10-19 15:49:27 > Step: 79600 Progress: 8.0% Elapsed: 1 day, 1:37:06 Gen_loss: 1.53 Dis_loss: 0.7946 Cls_loss: 1.256 Topk: N/A ada_p: 0.08653
[INFO] 2021-10-19 15:51:03 > Step: 79700 Progress: 8.0% Elapsed: 1 day, 1:38:41 Gen_loss: 2.019 Dis_loss: 0.7321 Cls_loss: 1.211 Topk: N/A ada_p: 0.08691
[INFO] 2021-10-19 15:52:37 > Step: 79800 Progress: 8.0% Elapsed: 1 day, 1:40:16 Gen_loss: 2.627 Dis_loss: 0.742 Cls_loss: 1.361 Topk: N/A ada_p: 0.0928
[INFO] 2021-10-19 15:54:12 > Step: 79900 Progress: 8.0% Elapsed: 1 day, 1:41:51 Gen_loss: 3.338 Dis_loss: 1.376 Cls_loss: 1.595 Topk: N/A ada_p: 0.09395
[INFO] 2021-10-19 15:55:57 > Step: 80000 Progress: 8.0% Elapsed: 1 day, 1:43:36 Gen_loss: 2.474 Dis_loss: 1.076 Cls_loss: 1.41 Topk: N/A ada_p: 0.09702
[INFO] 2021-10-19 15:55:57 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-19 15:55:57 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_80000.png
[INFO] 2021-10-19 15:55:57 > Start Evaluation (80000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-19 15:55:57 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-19 16:01:32 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-19 16:07:11 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-19 16:31:13 > Inception score (Step: 80000, 50000 generated images): 10.158666610717773
[INFO] 2021-10-19 16:31:13 > FID score (Step: 80000, Using train moments): 4.2202476060690515
[INFO] 2021-10-19 16:31:13 > Improved Precision (Step: 80000, Using train images): 0.74392
[INFO] 2021-10-19 16:31:13 > Improved Recall (Step: 80000, Using train images): 0.55432
[INFO] 2021-10-19 16:31:13 > Density (Step: 80000, Using train images): 1.082764
[INFO] 2021-10-19 16:31:13 > Coverage (Step: 80000, Using train images): 0.87464
[INFO] 2021-10-19 16:31:13 > Best FID score (Step: 80000, Using train moments): 4.2202476060690515
[INFO] 2021-10-19 16:31:33 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-19 16:36:15 > Step: 80100 Progress: 8.0% Elapsed: 1 day, 2:23:54 Gen_loss: 2.989 Dis_loss: 0.6837 Cls_loss: 1.453 Topk: N/A ada_p: 0.09254
[INFO] 2021-10-19 16:37:50 > Step: 80200 Progress: 8.0% Elapsed: 1 day, 2:25:28 Gen_loss: 3.563 Dis_loss: 1.017 Cls_loss: 1.737 Topk: N/A ada_p: 0.09562
[INFO] 2021-10-19 16:39:25 > Step: 80300 Progress: 8.0% Elapsed: 1 day, 2:27:04 Gen_loss: 2.776 Dis_loss: 0.7841 Cls_loss: 1.513 Topk: N/A ada_p: 0.09779
[INFO] 2021-10-19 16:41:16 > Step: 80400 Progress: 8.0% Elapsed: 1 day, 2:28:55 Gen_loss: 3.033 Dis_loss: 0.915 Cls_loss: 1.708 Topk: N/A ada_p: 0.09446
[INFO] 2021-10-19 16:42:53 > Step: 80500 Progress: 8.1% Elapsed: 1 day, 2:30:32 Gen_loss: 2.126 Dis_loss: 0.8397 Cls_loss: 1.655 Topk: N/A ada_p: 0.0928
[INFO] 2021-10-19 16:44:28 > Step: 80600 Progress: 8.1% Elapsed: 1 day, 2:32:07 Gen_loss: 2.253 Dis_loss: 0.751 Cls_loss: 1.479 Topk: N/A ada_p: 0.08691
[INFO] 2021-10-19 16:46:04 > Step: 80700 Progress: 8.1% Elapsed: 1 day, 2:33:43 Gen_loss: 2.593 Dis_loss: 0.9569 Cls_loss: 1.698 Topk: N/A ada_p: 0.08499
[INFO] 2021-10-19 16:47:50 > Step: 80800 Progress: 8.1% Elapsed: 1 day, 2:35:29 Gen_loss: 2.087 Dis_loss: 1.155 Cls_loss: 1.601 Topk: N/A ada_p: 0.08294
[INFO] 2021-10-19 16:49:25 > Step: 80900 Progress: 8.1% Elapsed: 1 day, 2:37:04 Gen_loss: 4.483 Dis_loss: 0.9385 Cls_loss: 1.863 Topk: N/A ada_p: 0.08973
[INFO] 2021-10-19 16:51:01 > Step: 81000 Progress: 8.1% Elapsed: 1 day, 2:38:40 Gen_loss: 3.34 Dis_loss: 0.9191 Cls_loss: 1.58 Topk: N/A ada_p: 0.08973
[INFO] 2021-10-19 16:52:36 > Step: 81100 Progress: 8.1% Elapsed: 1 day, 2:40:15 Gen_loss: 2.254 Dis_loss: 0.4179 Cls_loss: 1.307 Topk: N/A ada_p: 0.08755
[INFO] 2021-10-19 16:54:21 > Step: 81200 Progress: 8.1% Elapsed: 1 day, 2:42:00 Gen_loss: 4.007 Dis_loss: 0.6748 Cls_loss: 1.569 Topk: N/A ada_p: 0.09267
[INFO] 2021-10-19 16:55:57 > Step: 81300 Progress: 8.1% Elapsed: 1 day, 2:43:36 Gen_loss: 1.876 Dis_loss: 1.005 Cls_loss: 1.57 Topk: N/A ada_p: 0.09664
[INFO] 2021-10-19 16:57:32 > Step: 81400 Progress: 8.1% Elapsed: 1 day, 2:45:11 Gen_loss: 3.786 Dis_loss: 0.6935 Cls_loss: 1.3 Topk: N/A ada_p: 0.09664
[INFO] 2021-10-19 16:59:08 > Step: 81500 Progress: 8.2% Elapsed: 1 day, 2:46:47 Gen_loss: 2.073 Dis_loss: 1.072 Cls_loss: 1.652 Topk: N/A ada_p: 0.09498
[INFO] 2021-10-19 17:00:54 > Step: 81600 Progress: 8.2% Elapsed: 1 day, 2:48:32 Gen_loss: 1.625 Dis_loss: 1.132 Cls_loss: 2.07 Topk: N/A ada_p: 0.0937
[INFO] 2021-10-19 17:02:29 > Step: 81700 Progress: 8.2% Elapsed: 1 day, 2:50:08 Gen_loss: 2.548 Dis_loss: 0.8187 Cls_loss: 1.223 Topk: N/A ada_p: 0.09178
[INFO] 2021-10-19 17:04:04 > Step: 81800 Progress: 8.2% Elapsed: 1 day, 2:51:43 Gen_loss: 1.136 Dis_loss: 1.029 Cls_loss: 1.464 Topk: N/A ada_p: 0.09203
[INFO] 2021-10-19 17:05:39 > Step: 81900 Progress: 8.2% Elapsed: 1 day, 2:53:18 Gen_loss: 2.299 Dis_loss: 1.097 Cls_loss: 1.528 Topk: N/A ada_p: 0.09063
[INFO] 2021-10-19 17:07:24 > Step: 82000 Progress: 8.2% Elapsed: 1 day, 2:55:03 Gen_loss: 1.908 Dis_loss: 0.6033 Cls_loss: 1.194 Topk: N/A ada_p: 0.09395
[INFO] 2021-10-19 17:08:59 > Step: 82100 Progress: 8.2% Elapsed: 1 day, 2:56:38 Gen_loss: 3.879 Dis_loss: 0.9064 Cls_loss: 1.833 Topk: N/A ada_p: 0.09895
[INFO] 2021-10-19 17:10:34 > Step: 82200 Progress: 8.2% Elapsed: 1 day, 2:58:13 Gen_loss: 3.395 Dis_loss: 0.7456 Cls_loss: 1.595 Topk: N/A ada_p: 0.09639
[INFO] 2021-10-19 17:12:20 > Step: 82300 Progress: 8.2% Elapsed: 1 day, 2:59:59 Gen_loss: 2.64 Dis_loss: 0.6986 Cls_loss: 1.419 Topk: N/A ada_p: 0.09319
[INFO] 2021-10-19 17:13:54 > Step: 82400 Progress: 8.2% Elapsed: 1 day, 3:01:33 Gen_loss: 4.083 Dis_loss: 1.46 Cls_loss: 1.674 Topk: N/A ada_p: 0.09831
[INFO] 2021-10-19 17:15:29 > Step: 82500 Progress: 8.2% Elapsed: 1 day, 3:03:08 Gen_loss: 3.25 Dis_loss: 1.12 Cls_loss: 1.786 Topk: N/A ada_p: 0.1012
[INFO] 2021-10-19 17:17:05 > Step: 82600 Progress: 8.3% Elapsed: 1 day, 3:04:43 Gen_loss: 3.018 Dis_loss: 0.6047 Cls_loss: 1.402 Topk: N/A ada_p: 0.09843
[INFO] 2021-10-19 17:18:50 > Step: 82700 Progress: 8.3% Elapsed: 1 day, 3:06:29 Gen_loss: 2.903 Dis_loss: 0.5748 Cls_loss: 1.48 Topk: N/A ada_p: 0.09703
[INFO] 2021-10-19 17:20:25 > Step: 82800 Progress: 8.3% Elapsed: 1 day, 3:08:04 Gen_loss: 1.608 Dis_loss: 1.013 Cls_loss: 1.773 Topk: N/A ada_p: 0.09498
[INFO] 2021-10-19 17:22:01 > Step: 82900 Progress: 8.3% Elapsed: 1 day, 3:09:39 Gen_loss: 1.823 Dis_loss: 0.7146 Cls_loss: 1.514 Topk: N/A ada_p: 0.09613
[INFO] 2021-10-19 17:23:36 > Step: 83000 Progress: 8.3% Elapsed: 1 day, 3:11:15 Gen_loss: 2.572 Dis_loss: 1.328 Cls_loss: 1.575 Topk: N/A ada_p: 0.1015
[INFO] 2021-10-19 17:25:21 > Step: 83100 Progress: 8.3% Elapsed: 1 day, 3:13:00 Gen_loss: 2.166 Dis_loss: 1.049 Cls_loss: 1.628 Topk: N/A ada_p: 0.1006
[INFO] 2021-10-19 17:26:56 > Step: 83200 Progress: 8.3% Elapsed: 1 day, 3:14:35 Gen_loss: 1.382 Dis_loss: 0.6186 Cls_loss: 1.22 Topk: N/A ada_p: 0.09267
[INFO] 2021-10-19 17:28:31 > Step: 83300 Progress: 8.3% Elapsed: 1 day, 3:16:10 Gen_loss: 3.122 Dis_loss: 0.891 Cls_loss: 1.513 Topk: N/A ada_p: 0.1018
[INFO] 2021-10-19 17:30:06 > Step: 83400 Progress: 8.3% Elapsed: 1 day, 3:17:45 Gen_loss: 1.283 Dis_loss: 0.9111 Cls_loss: 1.719 Topk: N/A ada_p: 0.101
[INFO] 2021-10-19 17:31:51 > Step: 83500 Progress: 8.3% Elapsed: 1 day, 3:19:30 Gen_loss: 3.028 Dis_loss: 0.9912 Cls_loss: 1.454 Topk: N/A ada_p: 0.09651
[INFO] 2021-10-19 17:33:26 > Step: 83600 Progress: 8.4% Elapsed: 1 day, 3:21:05 Gen_loss: 3.102 Dis_loss: 1.134 Cls_loss: 1.583 Topk: N/A ada_p: 0.096
[INFO] 2021-10-19 17:35:01 > Step: 83700 Progress: 8.4% Elapsed: 1 day, 3:22:40 Gen_loss: 1.002 Dis_loss: 1.506 Cls_loss: 1.629 Topk: N/A ada_p: 0.09511
[INFO] 2021-10-19 17:36:37 > Step: 83800 Progress: 8.4% Elapsed: 1 day, 3:24:15 Gen_loss: 1.293 Dis_loss: 1.168 Cls_loss: 1.716 Topk: N/A ada_p: 0.09383
[INFO] 2021-10-19 17:38:23 > Step: 83900 Progress: 8.4% Elapsed: 1 day, 3:26:01 Gen_loss: 4.35 Dis_loss: 1.073 Cls_loss: 1.619 Topk: N/A ada_p: 0.09677
[INFO] 2021-10-19 17:39:58 > Step: 84000 Progress: 8.4% Elapsed: 1 day, 3:27:37 Gen_loss: 3.041 Dis_loss: 1.794 Cls_loss: 1.739 Topk: N/A ada_p: 0.1044
[INFO] 2021-10-19 17:41:33 > Step: 84100 Progress: 8.4% Elapsed: 1 day, 3:29:12 Gen_loss: 4.084 Dis_loss: 1.0 Cls_loss: 1.857 Topk: N/A ada_p: 0.1038
[INFO] 2021-10-19 17:43:08 > Step: 84200 Progress: 8.4% Elapsed: 1 day, 3:30:47 Gen_loss: 2.802 Dis_loss: 0.7528 Cls_loss: 1.57 Topk: N/A ada_p: 0.1061
[INFO] 2021-10-19 17:44:54 > Step: 84300 Progress: 8.4% Elapsed: 1 day, 3:32:33 Gen_loss: 1.841 Dis_loss: 0.8985 Cls_loss: 1.831 Topk: N/A ada_p: 0.105
[INFO] 2021-10-19 17:46:28 > Step: 84400 Progress: 8.4% Elapsed: 1 day, 3:34:07 Gen_loss: 3.335 Dis_loss: 0.6664 Cls_loss: 1.791 Topk: N/A ada_p: 0.1021
[INFO] 2021-10-19 17:48:03 > Step: 84500 Progress: 8.5% Elapsed: 1 day, 3:35:42 Gen_loss: 2.491 Dis_loss: 0.6965 Cls_loss: 1.338 Topk: N/A ada_p: 0.1012
[INFO] 2021-10-19 17:49:39 > Step: 84600 Progress: 8.5% Elapsed: 1 day, 3:37:17 Gen_loss: 1.712 Dis_loss: 0.5255 Cls_loss: 1.441 Topk: N/A ada_p: 0.09715
[INFO] 2021-10-19 17:51:24 > Step: 84700 Progress: 8.5% Elapsed: 1 day, 3:39:03 Gen_loss: 2.681 Dis_loss: 0.8075 Cls_loss: 1.666 Topk: N/A ada_p: 0.1004
[INFO] 2021-10-19 17:53:00 > Step: 84800 Progress: 8.5% Elapsed: 1 day, 3:40:38 Gen_loss: 1.791 Dis_loss: 1.301 Cls_loss: 1.639 Topk: N/A ada_p: 0.1011
[INFO] 2021-10-19 17:54:35 > Step: 84900 Progress: 8.5% Elapsed: 1 day, 3:42:14 Gen_loss: 1.756 Dis_loss: 0.9946 Cls_loss: 1.376 Topk: N/A ada_p: 0.09818
[INFO] 2021-10-19 17:56:11 > Step: 85000 Progress: 8.5% Elapsed: 1 day, 3:43:50 Gen_loss: 4.257 Dis_loss: 1.056 Cls_loss: 1.319 Topk: N/A ada_p: 0.09152
[INFO] 2021-10-19 17:57:57 > Step: 85100 Progress: 8.5% Elapsed: 1 day, 3:45:35 Gen_loss: 1.496 Dis_loss: 1.081 Cls_loss: 2.022 Topk: N/A ada_p: 0.09063
[INFO] 2021-10-19 17:59:31 > Step: 85200 Progress: 8.5% Elapsed: 1 day, 3:47:10 Gen_loss: 1.356 Dis_loss: 1.129 Cls_loss: 1.669 Topk: N/A ada_p: 0.09856
[INFO] 2021-10-19 18:01:07 > Step: 85300 Progress: 8.5% Elapsed: 1 day, 3:48:46 Gen_loss: 3.185 Dis_loss: 0.8491 Cls_loss: 1.754 Topk: N/A ada_p: 0.09331
[INFO] 2021-10-19 18:02:42 > Step: 85400 Progress: 8.5% Elapsed: 1 day, 3:50:20 Gen_loss: 1.649 Dis_loss: 0.8519 Cls_loss: 1.811 Topk: N/A ada_p: 0.09101
[INFO] 2021-10-19 18:04:27 > Step: 85500 Progress: 8.6% Elapsed: 1 day, 3:52:06 Gen_loss: 4.196 Dis_loss: 0.8992 Cls_loss: 1.698 Topk: N/A ada_p: 0.09319
[INFO] 2021-10-19 18:06:02 > Step: 85600 Progress: 8.6% Elapsed: 1 day, 3:53:41 Gen_loss: 3.849 Dis_loss: 1.045 Cls_loss: 1.506 Topk: N/A ada_p: 0.09139
[INFO] 2021-10-19 18:07:38 > Step: 85700 Progress: 8.6% Elapsed: 1 day, 3:55:16 Gen_loss: 1.424 Dis_loss: 0.8366 Cls_loss: 1.613 Topk: N/A ada_p: 0.09306
[INFO] 2021-10-19 18:09:13 > Step: 85800 Progress: 8.6% Elapsed: 1 day, 3:56:52 Gen_loss: 1.497 Dis_loss: 0.8751 Cls_loss: 1.853 Topk: N/A ada_p: 0.09306
[INFO] 2021-10-19 18:10:58 > Step: 85900 Progress: 8.6% Elapsed: 1 day, 3:58:37 Gen_loss: 3.061 Dis_loss: 1.345 Cls_loss: 1.265 Topk: N/A ada_p: 0.09011
[INFO] 2021-10-19 18:12:33 > Step: 86000 Progress: 8.6% Elapsed: 1 day, 4:00:12 Gen_loss: 1.787 Dis_loss: 1.288 Cls_loss: 1.798 Topk: N/A ada_p: 0.09677
[INFO] 2021-10-19 18:14:10 > Step: 86100 Progress: 8.6% Elapsed: 1 day, 4:01:48 Gen_loss: 3.236 Dis_loss: 1.051 Cls_loss: 1.688 Topk: N/A ada_p: 0.1043
[INFO] 2021-10-19 18:15:55 > Step: 86200 Progress: 8.6% Elapsed: 1 day, 4:03:34 Gen_loss: 4.71 Dis_loss: 1.055 Cls_loss: 1.513 Topk: N/A ada_p: 0.1007
[INFO] 2021-10-19 18:17:30 > Step: 86300 Progress: 8.6% Elapsed: 1 day, 4:05:09 Gen_loss: 2.488 Dis_loss: 1.025 Cls_loss: 1.65 Topk: N/A ada_p: 0.1068
[INFO] 2021-10-19 18:19:06 > Step: 86400 Progress: 8.6% Elapsed: 1 day, 4:06:45 Gen_loss: 3.026 Dis_loss: 0.6484 Cls_loss: 1.324 Topk: N/A ada_p: 0.1121
[INFO] 2021-10-19 18:20:42 > Step: 86500 Progress: 8.6% Elapsed: 1 day, 4:08:21 Gen_loss: 2.237 Dis_loss: 1.22 Cls_loss: 1.647 Topk: N/A ada_p: 0.1151
[INFO] 2021-10-19 18:22:27 > Step: 86600 Progress: 8.7% Elapsed: 1 day, 4:10:06 Gen_loss: 3.046 Dis_loss: 0.7378 Cls_loss: 1.624 Topk: N/A ada_p: 0.1097
[INFO] 2021-10-19 18:24:03 > Step: 86700 Progress: 8.7% Elapsed: 1 day, 4:11:42 Gen_loss: 1.632 Dis_loss: 0.8723 Cls_loss: 1.668 Topk: N/A ada_p: 0.1037
[INFO] 2021-10-19 18:25:38 > Step: 86800 Progress: 8.7% Elapsed: 1 day, 4:13:17 Gen_loss: 1.602 Dis_loss: 1.634 Cls_loss: 1.551 Topk: N/A ada_p: 0.09575
[INFO] 2021-10-19 18:27:13 > Step: 86900 Progress: 8.7% Elapsed: 1 day, 4:14:52 Gen_loss: 1.493 Dis_loss: 0.9721 Cls_loss: 1.415 Topk: N/A ada_p: 0.09639
[INFO] 2021-10-19 18:28:58 > Step: 87000 Progress: 8.7% Elapsed: 1 day, 4:16:36 Gen_loss: 2.111 Dis_loss: 0.5718 Cls_loss: 1.226 Topk: N/A ada_p: 0.09869
[INFO] 2021-10-19 18:30:32 > Step: 87100 Progress: 8.7% Elapsed: 1 day, 4:18:11 Gen_loss: 1.244 Dis_loss: 1.661 Cls_loss: 1.439 Topk: N/A ada_p: 0.09907
[INFO] 2021-10-19 18:32:08 > Step: 87200 Progress: 8.7% Elapsed: 1 day, 4:19:46 Gen_loss: 1.729 Dis_loss: 0.858 Cls_loss: 1.799 Topk: N/A ada_p: 0.09754
[INFO] 2021-10-19 18:33:43 > Step: 87300 Progress: 8.7% Elapsed: 1 day, 4:21:22 Gen_loss: 2.311 Dis_loss: 0.7467 Cls_loss: 1.317 Topk: N/A ada_p: 0.09818
[INFO] 2021-10-19 18:35:27 > Step: 87400 Progress: 8.7% Elapsed: 1 day, 4:23:06 Gen_loss: 2.223 Dis_loss: 0.712 Cls_loss: 1.651 Topk: N/A ada_p: 0.1048
[INFO] 2021-10-19 18:37:02 > Step: 87500 Progress: 8.8% Elapsed: 1 day, 4:24:41 Gen_loss: 3.111 Dis_loss: 1.522 Cls_loss: 1.466 Topk: N/A ada_p: 0.1011
[INFO] 2021-10-19 18:38:37 > Step: 87600 Progress: 8.8% Elapsed: 1 day, 4:26:16 Gen_loss: 3.862 Dis_loss: 0.7401 Cls_loss: 1.449 Topk: N/A ada_p: 0.1016
[INFO] 2021-10-19 18:40:12 > Step: 87700 Progress: 8.8% Elapsed: 1 day, 4:27:51 Gen_loss: 2.316 Dis_loss: 0.8143 Cls_loss: 1.346 Topk: N/A ada_p: 0.1046
[INFO] 2021-10-19 18:41:57 > Step: 87800 Progress: 8.8% Elapsed: 1 day, 4:29:35 Gen_loss: 1.751 Dis_loss: 1.134 Cls_loss: 1.615 Topk: N/A ada_p: 0.1018
[INFO] 2021-10-19 18:43:32 > Step: 87900 Progress: 8.8% Elapsed: 1 day, 4:31:11 Gen_loss: 2.167 Dis_loss: 0.8068 Cls_loss: 1.502 Topk: N/A ada_p: 0.09728
[INFO] 2021-10-19 18:45:06 > Step: 88000 Progress: 8.8% Elapsed: 1 day, 4:32:45 Gen_loss: 2.388 Dis_loss: 0.6786 Cls_loss: 1.569 Topk: N/A ada_p: 0.09703
[INFO] 2021-10-19 18:46:41 > Step: 88100 Progress: 8.8% Elapsed: 1 day, 4:34:20 Gen_loss: 3.011 Dis_loss: 0.8385 Cls_loss: 1.62 Topk: N/A ada_p: 0.09946
[INFO] 2021-10-19 18:48:25 > Step: 88200 Progress: 8.8% Elapsed: 1 day, 4:36:04 Gen_loss: 3.068 Dis_loss: 0.9237 Cls_loss: 1.65 Topk: N/A ada_p: 0.1036
[INFO] 2021-10-19 18:50:00 > Step: 88300 Progress: 8.8% Elapsed: 1 day, 4:37:39 Gen_loss: 2.274 Dis_loss: 1.036 Cls_loss: 1.755 Topk: N/A ada_p: 0.1016
[INFO] 2021-10-19 18:51:35 > Step: 88400 Progress: 8.8% Elapsed: 1 day, 4:39:13 Gen_loss: 2.347 Dis_loss: 0.6609 Cls_loss: 1.67 Topk: N/A ada_p: 0.1001
[INFO] 2021-10-19 18:53:10 > Step: 88500 Progress: 8.8% Elapsed: 1 day, 4:40:49 Gen_loss: 3.333 Dis_loss: 0.6812 Cls_loss: 1.723 Topk: N/A ada_p: 0.1028
[INFO] 2021-10-19 18:54:54 > Step: 88600 Progress: 8.9% Elapsed: 1 day, 4:42:33 Gen_loss: 2.36 Dis_loss: 0.7561 Cls_loss: 1.473 Topk: N/A ada_p: 0.1102
[INFO] 2021-10-19 18:56:29 > Step: 88700 Progress: 8.9% Elapsed: 1 day, 4:44:08 Gen_loss: 2.586 Dis_loss: 1.21 Cls_loss: 1.662 Topk: N/A ada_p: 0.1126
[INFO] 2021-10-19 18:58:03 > Step: 88800 Progress: 8.9% Elapsed: 1 day, 4:45:42 Gen_loss: 1.574 Dis_loss: 1.08 Cls_loss: 1.566 Topk: N/A ada_p: 0.107
[INFO] 2021-10-19 18:59:38 > Step: 88900 Progress: 8.9% Elapsed: 1 day, 4:47:16 Gen_loss: 2.512 Dis_loss: 0.9537 Cls_loss: 1.495 Topk: N/A ada_p: 0.1028
[INFO] 2021-10-19 19:01:22 > Step: 89000 Progress: 8.9% Elapsed: 1 day, 4:49:01 Gen_loss: 3.506 Dis_loss: 0.4977 Cls_loss: 1.432 Topk: N/A ada_p: 0.1007
[INFO] 2021-10-19 19:02:56 > Step: 89100 Progress: 8.9% Elapsed: 1 day, 4:50:35 Gen_loss: 2.508 Dis_loss: 0.806 Cls_loss: 1.483 Topk: N/A ada_p: 0.09882
[INFO] 2021-10-19 19:04:30 > Step: 89200 Progress: 8.9% Elapsed: 1 day, 4:52:09 Gen_loss: 1.96 Dis_loss: 0.7236 Cls_loss: 1.392 Topk: N/A ada_p: 0.09831
[INFO] 2021-10-19 19:06:06 > Step: 89300 Progress: 8.9% Elapsed: 1 day, 4:53:45 Gen_loss: 3.048 Dis_loss: 0.9348 Cls_loss: 1.207 Topk: N/A ada_p: 0.09434
[INFO] 2021-10-19 19:07:51 > Step: 89400 Progress: 8.9% Elapsed: 1 day, 4:55:30 Gen_loss: 1.515 Dis_loss: 1.765 Cls_loss: 1.368 Topk: N/A ada_p: 0.09306
[INFO] 2021-10-19 19:09:26 > Step: 89500 Progress: 8.9% Elapsed: 1 day, 4:57:05 Gen_loss: 2.405 Dis_loss: 0.8811 Cls_loss: 1.742 Topk: N/A ada_p: 0.09216
[INFO] 2021-10-19 19:11:01 > Step: 89600 Progress: 9.0% Elapsed: 1 day, 4:58:40 Gen_loss: 1.461 Dis_loss: 2.866 Cls_loss: 2.263 Topk: N/A ada_p: 0.09037
[INFO] 2021-10-19 19:12:36 > Step: 89700 Progress: 9.0% Elapsed: 1 day, 5:00:15 Gen_loss: 2.573 Dis_loss: 0.8649 Cls_loss: 1.7 Topk: N/A ada_p: 0.0928
[INFO] 2021-10-19 19:14:21 > Step: 89800 Progress: 9.0% Elapsed: 1 day, 5:02:00 Gen_loss: 1.202 Dis_loss: 1.372 Cls_loss: 1.443 Topk: N/A ada_p: 0.09946
[INFO] 2021-10-19 19:15:56 > Step: 89900 Progress: 9.0% Elapsed: 1 day, 5:03:34 Gen_loss: 2.406 Dis_loss: 0.5496 Cls_loss: 1.496 Topk: N/A ada_p: 0.1039
[INFO] 2021-10-19 19:17:30 > Step: 90000 Progress: 9.0% Elapsed: 1 day, 5:05:09 Gen_loss: 3.238 Dis_loss: 1.175 Cls_loss: 1.998 Topk: N/A ada_p: 0.1034
[INFO] 2021-10-19 19:17:30 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-19 19:17:31 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_90000.png
[INFO] 2021-10-19 19:17:31 > Start Evaluation (90000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-19 19:17:31 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-19 19:23:05 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-19 19:28:44 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-19 19:52:44 > Inception score (Step: 90000, 50000 generated images): 10.126121520996094
[INFO] 2021-10-19 19:52:44 > FID score (Step: 90000, Using train moments): 4.0332128522614425
[INFO] 2021-10-19 19:52:44 > Improved Precision (Step: 90000, Using train images): 0.7501
[INFO] 2021-10-19 19:52:44 > Improved Recall (Step: 90000, Using train images): 0.56154
[INFO] 2021-10-19 19:52:44 > Density (Step: 90000, Using train images): 1.0985880000000001
[INFO] 2021-10-19 19:52:44 > Coverage (Step: 90000, Using train images): 0.87756
[INFO] 2021-10-19 19:52:44 > Best FID score (Step: 90000, Using train moments): 4.0332128522614425
[INFO] 2021-10-19 19:53:08 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-19 19:57:48 > Step: 90100 Progress: 9.0% Elapsed: 1 day, 5:45:26 Gen_loss: 1.352 Dis_loss: 1.353 Cls_loss: 1.225 Topk: N/A ada_p: 0.1064
[INFO] 2021-10-19 19:59:22 > Step: 90200 Progress: 9.0% Elapsed: 1 day, 5:47:01 Gen_loss: 2.227 Dis_loss: 0.9677 Cls_loss: 1.277 Topk: N/A ada_p: 0.1084
[INFO] 2021-10-19 20:00:58 > Step: 90300 Progress: 9.0% Elapsed: 1 day, 5:48:36 Gen_loss: 1.782 Dis_loss: 0.7167 Cls_loss: 1.534 Topk: N/A ada_p: 0.105
[INFO] 2021-10-19 20:02:32 > Step: 90400 Progress: 9.0% Elapsed: 1 day, 5:50:11 Gen_loss: 1.474 Dis_loss: 0.9429 Cls_loss: 1.504 Topk: N/A ada_p: 0.1044
[INFO] 2021-10-19 20:04:17 > Step: 90500 Progress: 9.0% Elapsed: 1 day, 5:51:56 Gen_loss: 2.199 Dis_loss: 1.05 Cls_loss: 1.397 Topk: N/A ada_p: 0.1005
[INFO] 2021-10-19 20:05:52 > Step: 90600 Progress: 9.1% Elapsed: 1 day, 5:53:31 Gen_loss: 3.634 Dis_loss: 1.553 Cls_loss: 1.482 Topk: N/A ada_p: 0.1002
[INFO] 2021-10-19 20:07:28 > Step: 90700 Progress: 9.1% Elapsed: 1 day, 5:55:06 Gen_loss: 2.248 Dis_loss: 0.5281 Cls_loss: 1.391 Topk: N/A ada_p: 0.1014
[INFO] 2021-10-19 20:09:03 > Step: 90800 Progress: 9.1% Elapsed: 1 day, 5:56:41 Gen_loss: 3.346 Dis_loss: 0.8931 Cls_loss: 1.609 Topk: N/A ada_p: 0.1073
[INFO] 2021-10-19 20:10:47 > Step: 90900 Progress: 9.1% Elapsed: 1 day, 5:58:26 Gen_loss: 2.335 Dis_loss: 0.7364 Cls_loss: 1.469 Topk: N/A ada_p: 0.1051
[INFO] 2021-10-19 20:12:22 > Step: 91000 Progress: 9.1% Elapsed: 1 day, 6:00:01 Gen_loss: 3.158 Dis_loss: 0.7372 Cls_loss: 1.259 Topk: N/A ada_p: 0.1059
[INFO] 2021-10-19 20:13:58 > Step: 91100 Progress: 9.1% Elapsed: 1 day, 6:01:37 Gen_loss: 4.263 Dis_loss: 0.8856 Cls_loss: 1.302 Topk: N/A ada_p: 0.1075
[INFO] 2021-10-19 20:15:33 > Step: 91200 Progress: 9.1% Elapsed: 1 day, 6:03:11 Gen_loss: 2.601 Dis_loss: 1.145 Cls_loss: 1.578 Topk: N/A ada_p: 0.1027
[INFO] 2021-10-19 20:17:17 > Step: 91300 Progress: 9.1% Elapsed: 1 day, 6:04:56 Gen_loss: 1.877 Dis_loss: 0.74 Cls_loss: 1.411 Topk: N/A ada_p: 0.1028
[INFO] 2021-10-19 20:18:52 > Step: 91400 Progress: 9.1% Elapsed: 1 day, 6:06:31 Gen_loss: 4.209 Dis_loss: 1.817 Cls_loss: 1.491 Topk: N/A ada_p: 0.1036
[INFO] 2021-10-19 20:20:28 > Step: 91500 Progress: 9.2% Elapsed: 1 day, 6:08:06 Gen_loss: 3.695 Dis_loss: 0.872 Cls_loss: 1.726 Topk: N/A ada_p: 0.1068
[INFO] 2021-10-19 20:22:02 > Step: 91600 Progress: 9.2% Elapsed: 1 day, 6:09:41 Gen_loss: 3.904 Dis_loss: 0.9082 Cls_loss: 1.611 Topk: N/A ada_p: 0.09959
[INFO] 2021-10-19 20:23:47 > Step: 91700 Progress: 9.2% Elapsed: 1 day, 6:11:25 Gen_loss: 2.751 Dis_loss: 1.686 Cls_loss: 1.819 Topk: N/A ada_p: 0.09536
[INFO] 2021-10-19 20:25:22 > Step: 91800 Progress: 9.2% Elapsed: 1 day, 6:13:01 Gen_loss: 2.81 Dis_loss: 0.6458 Cls_loss: 1.339 Topk: N/A ada_p: 0.09408
[INFO] 2021-10-19 20:26:57 > Step: 91900 Progress: 9.2% Elapsed: 1 day, 6:14:36 Gen_loss: 3.226 Dis_loss: 1.115 Cls_loss: 1.473 Topk: N/A ada_p: 0.09498
[INFO] 2021-10-19 20:28:32 > Step: 92000 Progress: 9.2% Elapsed: 1 day, 6:16:11 Gen_loss: 4.032 Dis_loss: 1.022 Cls_loss: 1.577 Topk: N/A ada_p: 0.09114
[INFO] 2021-10-19 20:30:17 > Step: 92100 Progress: 9.2% Elapsed: 1 day, 6:17:56 Gen_loss: 3.8 Dis_loss: 1.17 Cls_loss: 1.29 Topk: N/A ada_p: 0.09741
[INFO] 2021-10-19 20:31:52 > Step: 92200 Progress: 9.2% Elapsed: 1 day, 6:19:31 Gen_loss: 1.875 Dis_loss: 0.6902 Cls_loss: 1.602 Topk: N/A ada_p: 0.09843
[INFO] 2021-10-19 20:33:27 > Step: 92300 Progress: 9.2% Elapsed: 1 day, 6:21:06 Gen_loss: 3.862 Dis_loss: 1.274 Cls_loss: 1.425 Topk: N/A ada_p: 0.09831
[INFO] 2021-10-19 20:35:02 > Step: 92400 Progress: 9.2% Elapsed: 1 day, 6:22:41 Gen_loss: 3.386 Dis_loss: 1.065 Cls_loss: 1.641 Topk: N/A ada_p: 0.09472
[INFO] 2021-10-19 20:36:48 > Step: 92500 Progress: 9.2% Elapsed: 1 day, 6:24:27 Gen_loss: 2.357 Dis_loss: 0.7052 Cls_loss: 1.75 Topk: N/A ada_p: 0.09664
[INFO] 2021-10-19 20:38:23 > Step: 92600 Progress: 9.3% Elapsed: 1 day, 6:26:01 Gen_loss: 1.814 Dis_loss: 0.9831 Cls_loss: 1.425 Topk: N/A ada_p: 0.0969
[INFO] 2021-10-19 20:39:57 > Step: 92700 Progress: 9.3% Elapsed: 1 day, 6:27:36 Gen_loss: 3.447 Dis_loss: 1.323 Cls_loss: 1.812 Topk: N/A ada_p: 0.1019
[INFO] 2021-10-19 20:41:33 > Step: 92800 Progress: 9.3% Elapsed: 1 day, 6:29:12 Gen_loss: 2.044 Dis_loss: 0.8917 Cls_loss: 1.588 Topk: N/A ada_p: 0.1006
[INFO] 2021-10-19 20:43:19 > Step: 92900 Progress: 9.3% Elapsed: 1 day, 6:30:57 Gen_loss: 3.86 Dis_loss: 1.425 Cls_loss: 1.547 Topk: N/A ada_p: 0.09715
[INFO] 2021-10-19 20:44:54 > Step: 93000 Progress: 9.3% Elapsed: 1 day, 6:32:33 Gen_loss: 4.206 Dis_loss: 0.8227 Cls_loss: 1.527 Topk: N/A ada_p: 0.09536
[INFO] 2021-10-19 20:46:29 > Step: 93100 Progress: 9.3% Elapsed: 1 day, 6:34:08 Gen_loss: 3.051 Dis_loss: 1.122 Cls_loss: 2.054 Topk: N/A ada_p: 0.1027
[INFO] 2021-10-19 20:48:04 > Step: 93200 Progress: 9.3% Elapsed: 1 day, 6:35:43 Gen_loss: 2.808 Dis_loss: 0.9459 Cls_loss: 1.723 Topk: N/A ada_p: 0.1037
[INFO] 2021-10-19 20:49:48 > Step: 93300 Progress: 9.3% Elapsed: 1 day, 6:37:27 Gen_loss: 3.045 Dis_loss: 0.909 Cls_loss: 1.58 Topk: N/A ada_p: 0.1082
[INFO] 2021-10-19 20:51:23 > Step: 93400 Progress: 9.3% Elapsed: 1 day, 6:39:02 Gen_loss: 2.601 Dis_loss: 0.779 Cls_loss: 1.587 Topk: N/A ada_p: 0.1071
[INFO] 2021-10-19 20:52:59 > Step: 93500 Progress: 9.3% Elapsed: 1 day, 6:40:37 Gen_loss: 4.305 Dis_loss: 0.729 Cls_loss: 1.766 Topk: N/A ada_p: 0.1055
[INFO] 2021-10-19 20:54:34 > Step: 93600 Progress: 9.4% Elapsed: 1 day, 6:42:13 Gen_loss: 4.181 Dis_loss: 0.89 Cls_loss: 1.461 Topk: N/A ada_p: 0.1016
[INFO] 2021-10-19 20:56:19 > Step: 93700 Progress: 9.4% Elapsed: 1 day, 6:43:58 Gen_loss: 2.073 Dis_loss: 1.031 Cls_loss: 1.622 Topk: N/A ada_p: 0.1007
[INFO] 2021-10-19 20:57:54 > Step: 93800 Progress: 9.4% Elapsed: 1 day, 6:45:33 Gen_loss: 3.392 Dis_loss: 0.9889 Cls_loss: 1.402 Topk: N/A ada_p: 0.101
[INFO] 2021-10-19 20:59:29 > Step: 93900 Progress: 9.4% Elapsed: 1 day, 6:47:08 Gen_loss: 1.977 Dis_loss: 0.6121 Cls_loss: 1.497 Topk: N/A ada_p: 0.1006
[INFO] 2021-10-19 21:01:14 > Step: 94000 Progress: 9.4% Elapsed: 1 day, 6:48:53 Gen_loss: 2.261 Dis_loss: 0.869 Cls_loss: 1.585 Topk: N/A ada_p: 0.1044
[INFO] 2021-10-19 21:02:49 > Step: 94100 Progress: 9.4% Elapsed: 1 day, 6:50:28 Gen_loss: 2.433 Dis_loss: 0.8163 Cls_loss: 1.549 Topk: N/A ada_p: 0.1015
[INFO] 2021-10-19 21:04:23 > Step: 94200 Progress: 9.4% Elapsed: 1 day, 6:52:02 Gen_loss: 3.448 Dis_loss: 0.8365 Cls_loss: 1.351 Topk: N/A ada_p: 0.1025
[INFO] 2021-10-19 21:05:58 > Step: 94300 Progress: 9.4% Elapsed: 1 day, 6:53:37 Gen_loss: 3.442 Dis_loss: 1.118 Cls_loss: 1.628 Topk: N/A ada_p: 0.09882
[INFO] 2021-10-19 21:07:43 > Step: 94400 Progress: 9.4% Elapsed: 1 day, 6:55:22 Gen_loss: 2.552 Dis_loss: 0.6539 Cls_loss: 1.56 Topk: N/A ada_p: 0.09856
[INFO] 2021-10-19 21:09:17 > Step: 94500 Progress: 9.4% Elapsed: 1 day, 6:56:56 Gen_loss: 2.233 Dis_loss: 0.9615 Cls_loss: 1.521 Topk: N/A ada_p: 0.09613
[INFO] 2021-10-19 21:10:52 > Step: 94600 Progress: 9.5% Elapsed: 1 day, 6:58:31 Gen_loss: 2.526 Dis_loss: 0.8203 Cls_loss: 1.379 Topk: N/A ada_p: 0.09792
[INFO] 2021-10-19 21:12:27 > Step: 94700 Progress: 9.5% Elapsed: 1 day, 7:00:06 Gen_loss: 2.554 Dis_loss: 0.9017 Cls_loss: 1.76 Topk: N/A ada_p: 0.09882
[INFO] 2021-10-19 21:14:12 > Step: 94800 Progress: 9.5% Elapsed: 1 day, 7:01:51 Gen_loss: 2.18 Dis_loss: 0.9596 Cls_loss: 1.451 Topk: N/A ada_p: 0.09728
[INFO] 2021-10-19 21:15:47 > Step: 94900 Progress: 9.5% Elapsed: 1 day, 7:03:26 Gen_loss: 3.695 Dis_loss: 1.106 Cls_loss: 1.564 Topk: N/A ada_p: 0.1007
[INFO] 2021-10-19 21:17:22 > Step: 95000 Progress: 9.5% Elapsed: 1 day, 7:05:01 Gen_loss: 2.414 Dis_loss: 0.9648 Cls_loss: 1.715 Topk: N/A ada_p: 0.102
[INFO] 2021-10-19 21:18:57 > Step: 95100 Progress: 9.5% Elapsed: 1 day, 7:06:35 Gen_loss: 1.808 Dis_loss: 0.8034 Cls_loss: 1.342 Topk: N/A ada_p: 0.1034
[INFO] 2021-10-19 21:20:43 > Step: 95200 Progress: 9.5% Elapsed: 1 day, 7:08:22 Gen_loss: 2.159 Dis_loss: 0.6907 Cls_loss: 1.807 Topk: N/A ada_p: 0.106
[INFO] 2021-10-19 21:22:18 > Step: 95300 Progress: 9.5% Elapsed: 1 day, 7:09:56 Gen_loss: 2.957 Dis_loss: 0.8757 Cls_loss: 1.578 Topk: N/A ada_p: 0.1061
[INFO] 2021-10-19 21:23:53 > Step: 95400 Progress: 9.5% Elapsed: 1 day, 7:11:32 Gen_loss: 2.5 Dis_loss: 0.7796 Cls_loss: 2.026 Topk: N/A ada_p: 0.1117
[INFO] 2021-10-19 21:25:28 > Step: 95500 Progress: 9.6% Elapsed: 1 day, 7:13:07 Gen_loss: 1.723 Dis_loss: 1.073 Cls_loss: 1.663 Topk: N/A ada_p: 0.1088
[INFO] 2021-10-19 21:27:13 > Step: 95600 Progress: 9.6% Elapsed: 1 day, 7:14:52 Gen_loss: 3.446 Dis_loss: 0.769 Cls_loss: 1.624 Topk: N/A ada_p: 0.1065
[INFO] 2021-10-19 21:28:52 > Step: 95700 Progress: 9.6% Elapsed: 1 day, 7:16:31 Gen_loss: 2.35 Dis_loss: 0.817 Cls_loss: 1.736 Topk: N/A ada_p: 0.113
[INFO] 2021-10-19 21:30:28 > Step: 95800 Progress: 9.6% Elapsed: 1 day, 7:18:07 Gen_loss: 0.9875 Dis_loss: 0.5744 Cls_loss: 1.453 Topk: N/A ada_p: 0.1138
[INFO] 2021-10-19 21:32:03 > Step: 95900 Progress: 9.6% Elapsed: 1 day, 7:19:41 Gen_loss: 3.002 Dis_loss: 0.9121 Cls_loss: 1.697 Topk: N/A ada_p: 0.1068
[INFO] 2021-10-19 21:33:47 > Step: 96000 Progress: 9.6% Elapsed: 1 day, 7:21:26 Gen_loss: 1.248 Dis_loss: 0.5809 Cls_loss: 1.331 Topk: N/A ada_p: 0.1029
[INFO] 2021-10-19 21:35:23 > Step: 96100 Progress: 9.6% Elapsed: 1 day, 7:23:01 Gen_loss: 3.245 Dis_loss: 1.364 Cls_loss: 1.756 Topk: N/A ada_p: 0.1069
[INFO] 2021-10-19 21:36:57 > Step: 96200 Progress: 9.6% Elapsed: 1 day, 7:24:36 Gen_loss: 4.403 Dis_loss: 1.15 Cls_loss: 2.253 Topk: N/A ada_p: 0.102
[INFO] 2021-10-19 21:38:33 > Step: 96300 Progress: 9.6% Elapsed: 1 day, 7:26:12 Gen_loss: 2.854 Dis_loss: 0.9708 Cls_loss: 1.534 Topk: N/A ada_p: 0.09959
[INFO] 2021-10-19 21:40:18 > Step: 96400 Progress: 9.6% Elapsed: 1 day, 7:27:57 Gen_loss: 2.457 Dis_loss: 0.6896 Cls_loss: 1.403 Topk: N/A ada_p: 0.1004
[INFO] 2021-10-19 21:41:54 > Step: 96500 Progress: 9.7% Elapsed: 1 day, 7:29:33 Gen_loss: 2.664 Dis_loss: 0.7885 Cls_loss: 1.829 Topk: N/A ada_p: 0.1015
[INFO] 2021-10-19 21:43:29 > Step: 96600 Progress: 9.7% Elapsed: 1 day, 7:31:08 Gen_loss: 4.156 Dis_loss: 1.272 Cls_loss: 1.582 Topk: N/A ada_p: 0.09895
[INFO] 2021-10-19 21:45:04 > Step: 96700 Progress: 9.7% Elapsed: 1 day, 7:32:43 Gen_loss: 3.528 Dis_loss: 1.533 Cls_loss: 1.482 Topk: N/A ada_p: 0.1016
[INFO] 2021-10-19 21:46:49 > Step: 96800 Progress: 9.7% Elapsed: 1 day, 7:34:28 Gen_loss: 3.783 Dis_loss: 0.6178 Cls_loss: 1.553 Topk: N/A ada_p: 0.09395
[INFO] 2021-10-19 21:48:24 > Step: 96900 Progress: 9.7% Elapsed: 1 day, 7:36:03 Gen_loss: 2.254 Dis_loss: 1.043 Cls_loss: 1.681 Topk: N/A ada_p: 0.09383
[INFO] 2021-10-19 21:49:58 > Step: 97000 Progress: 9.7% Elapsed: 1 day, 7:37:37 Gen_loss: 3.084 Dis_loss: 0.7836 Cls_loss: 1.732 Topk: N/A ada_p: 0.1048
[INFO] 2021-10-19 21:51:33 > Step: 97100 Progress: 9.7% Elapsed: 1 day, 7:39:12 Gen_loss: 2.312 Dis_loss: 0.6229 Cls_loss: 1.273 Topk: N/A ada_p: 0.1042
[INFO] 2021-10-19 21:53:18 > Step: 97200 Progress: 9.7% Elapsed: 1 day, 7:40:57 Gen_loss: 2.102 Dis_loss: 0.6169 Cls_loss: 1.819 Topk: N/A ada_p: 0.1021
[INFO] 2021-10-19 21:54:52 > Step: 97300 Progress: 9.7% Elapsed: 1 day, 7:42:31 Gen_loss: 2.164 Dis_loss: 1.124 Cls_loss: 1.614 Topk: N/A ada_p: 0.1013
[INFO] 2021-10-19 21:56:26 > Step: 97400 Progress: 9.7% Elapsed: 1 day, 7:44:05 Gen_loss: 2.453 Dis_loss: 0.7993 Cls_loss: 1.353 Topk: N/A ada_p: 0.103
[INFO] 2021-10-19 21:58:01 > Step: 97500 Progress: 9.8% Elapsed: 1 day, 7:45:39 Gen_loss: 3.085 Dis_loss: 1.023 Cls_loss: 1.626 Topk: N/A ada_p: 0.1006
[INFO] 2021-10-19 21:59:45 > Step: 97600 Progress: 9.8% Elapsed: 1 day, 7:47:24 Gen_loss: 1.331 Dis_loss: 1.064 Cls_loss: 1.341 Topk: N/A ada_p: 0.1032
[INFO] 2021-10-19 22:01:20 > Step: 97700 Progress: 9.8% Elapsed: 1 day, 7:48:58 Gen_loss: 3.011 Dis_loss: 0.9211 Cls_loss: 1.544 Topk: N/A ada_p: 0.1033
[INFO] 2021-10-19 22:02:54 > Step: 97800 Progress: 9.8% Elapsed: 1 day, 7:50:32 Gen_loss: 1.391 Dis_loss: 0.9438 Cls_loss: 1.617 Topk: N/A ada_p: 0.103
[INFO] 2021-10-19 22:04:38 > Step: 97900 Progress: 9.8% Elapsed: 1 day, 7:52:17 Gen_loss: 3.54 Dis_loss: 0.9072 Cls_loss: 1.36 Topk: N/A ada_p: 0.1039
[INFO] 2021-10-19 22:06:12 > Step: 98000 Progress: 9.8% Elapsed: 1 day, 7:53:51 Gen_loss: 1.597 Dis_loss: 1.342 Cls_loss: 2.024 Topk: N/A ada_p: 0.1052
[INFO] 2021-10-19 22:07:47 > Step: 98100 Progress: 9.8% Elapsed: 1 day, 7:55:25 Gen_loss: 2.112 Dis_loss: 1.213 Cls_loss: 1.729 Topk: N/A ada_p: 0.1028
[INFO] 2021-10-19 22:09:21 > Step: 98200 Progress: 9.8% Elapsed: 1 day, 7:57:00 Gen_loss: 2.193 Dis_loss: 0.7644 Cls_loss: 1.619 Topk: N/A ada_p: 0.1064
[INFO] 2021-10-19 22:11:05 > Step: 98300 Progress: 9.8% Elapsed: 1 day, 7:58:44 Gen_loss: 3.932 Dis_loss: 0.9439 Cls_loss: 1.6 Topk: N/A ada_p: 0.09984
[INFO] 2021-10-19 22:12:39 > Step: 98400 Progress: 9.8% Elapsed: 1 day, 8:00:17 Gen_loss: 3.874 Dis_loss: 1.073 Cls_loss: 1.714 Topk: N/A ada_p: 0.1052
[INFO] 2021-10-19 22:14:12 > Step: 98500 Progress: 9.8% Elapsed: 1 day, 8:01:51 Gen_loss: 3.814 Dis_loss: 0.814 Cls_loss: 1.609 Topk: N/A ada_p: 0.1094
[INFO] 2021-10-19 22:15:46 > Step: 98600 Progress: 9.9% Elapsed: 1 day, 8:03:25 Gen_loss: 3.494 Dis_loss: 0.9474 Cls_loss: 1.668 Topk: N/A ada_p: 0.1025
[INFO] 2021-10-19 22:17:30 > Step: 98700 Progress: 9.9% Elapsed: 1 day, 8:05:09 Gen_loss: 2.575 Dis_loss: 0.8217 Cls_loss: 1.648 Topk: N/A ada_p: 0.1006
[INFO] 2021-10-19 22:19:05 > Step: 98800 Progress: 9.9% Elapsed: 1 day, 8:06:43 Gen_loss: 2.35 Dis_loss: 1.208 Cls_loss: 1.581 Topk: N/A ada_p: 0.1027
[INFO] 2021-10-19 22:20:40 > Step: 98900 Progress: 9.9% Elapsed: 1 day, 8:08:19 Gen_loss: 2.796 Dis_loss: 0.8894 Cls_loss: 1.443 Topk: N/A ada_p: 0.1097
[INFO] 2021-10-19 22:22:14 > Step: 99000 Progress: 9.9% Elapsed: 1 day, 8:09:52 Gen_loss: 4.829 Dis_loss: 1.353 Cls_loss: 1.361 Topk: N/A ada_p: 0.1074
[INFO] 2021-10-19 22:23:57 > Step: 99100 Progress: 9.9% Elapsed: 1 day, 8:11:36 Gen_loss: 2.765 Dis_loss: 1.006 Cls_loss: 1.507 Topk: N/A ada_p: 0.1065
[INFO] 2021-10-19 22:25:32 > Step: 99200 Progress: 9.9% Elapsed: 1 day, 8:13:10 Gen_loss: 3.595 Dis_loss: 0.8081 Cls_loss: 1.413 Topk: N/A ada_p: 0.1057
[INFO] 2021-10-19 22:27:07 > Step: 99300 Progress: 9.9% Elapsed: 1 day, 8:14:46 Gen_loss: 3.513 Dis_loss: 0.8879 Cls_loss: 1.689 Topk: N/A ada_p: 0.1087
[INFO] 2021-10-19 22:28:42 > Step: 99400 Progress: 9.9% Elapsed: 1 day, 8:16:20 Gen_loss: 3.579 Dis_loss: 1.449 Cls_loss: 1.67 Topk: N/A ada_p: 0.1087
[INFO] 2021-10-19 22:30:26 > Step: 99500 Progress: 10.0% Elapsed: 1 day, 8:18:05 Gen_loss: 1.254 Dis_loss: 0.7124 Cls_loss: 1.641 Topk: N/A ada_p: 0.1093
[INFO] 2021-10-19 22:32:00 > Step: 99600 Progress: 10.0% Elapsed: 1 day, 8:19:39 Gen_loss: 3.91 Dis_loss: 1.287 Cls_loss: 1.652 Topk: N/A ada_p: 0.1047
[INFO] 2021-10-19 22:33:35 > Step: 99700 Progress: 10.0% Elapsed: 1 day, 8:21:14 Gen_loss: 3.387 Dis_loss: 0.8577 Cls_loss: 1.854 Topk: N/A ada_p: 0.1102
[INFO] 2021-10-19 22:35:09 > Step: 99800 Progress: 10.0% Elapsed: 1 day, 8:22:48 Gen_loss: 2.358 Dis_loss: 0.8584 Cls_loss: 1.73 Topk: N/A ada_p: 0.1112
[INFO] 2021-10-19 22:36:54 > Step: 99900 Progress: 10.0% Elapsed: 1 day, 8:24:32 Gen_loss: 2.342 Dis_loss: 0.9149 Cls_loss: 1.648 Topk: N/A ada_p: 0.1103
[INFO] 2021-10-19 22:38:29 > Step: 100000 Progress: 10.0% Elapsed: 1 day, 8:26:07 Gen_loss: 3.376 Dis_loss: 1.006 Cls_loss: 1.721 Topk: N/A ada_p: 0.1088
[INFO] 2021-10-19 22:38:29 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-19 22:38:29 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_100000.png
[INFO] 2021-10-19 22:38:29 > Start Evaluation (100000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-19 22:38:29 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-19 22:44:03 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-19 22:49:43 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-19 23:12:22 > Inception score (Step: 100000, 50000 generated images): 10.157801628112793
[INFO] 2021-10-19 23:12:22 > FID score (Step: 100000, Using train moments): 3.8947058019402903
[INFO] 2021-10-19 23:12:22 > Improved Precision (Step: 100000, Using train images): 0.75086
[INFO] 2021-10-19 23:12:22 > Improved Recall (Step: 100000, Using train images): 0.56542
[INFO] 2021-10-19 23:12:22 > Density (Step: 100000, Using train images): 1.097088
[INFO] 2021-10-19 23:12:22 > Coverage (Step: 100000, Using train images): 0.88486
[INFO] 2021-10-19 23:12:22 > Best FID score (Step: 100000, Using train moments): 3.8947058019402903
[INFO] 2021-10-19 23:12:43 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-19 23:14:16 > Step: 100100 Progress: 10.0% Elapsed: 1 day, 9:01:55 Gen_loss: 1.684 Dis_loss: 1.092 Cls_loss: 1.698 Topk: N/A ada_p: 0.1123
[INFO] 2021-10-19 23:15:51 > Step: 100200 Progress: 10.0% Elapsed: 1 day, 9:03:30 Gen_loss: 2.553 Dis_loss: 0.8044 Cls_loss: 1.492 Topk: N/A ada_p: 0.112
[INFO] 2021-10-19 23:17:42 > Step: 100300 Progress: 10.0% Elapsed: 1 day, 9:05:21 Gen_loss: 1.653 Dis_loss: 0.6279 Cls_loss: 1.532 Topk: N/A ada_p: 0.1111
[INFO] 2021-10-19 23:19:17 > Step: 100400 Progress: 10.0% Elapsed: 1 day, 9:06:56 Gen_loss: 1.861 Dis_loss: 0.8835 Cls_loss: 1.721 Topk: N/A ada_p: 0.1088
[INFO] 2021-10-19 23:20:51 > Step: 100500 Progress: 10.1% Elapsed: 1 day, 9:08:30 Gen_loss: 2.361 Dis_loss: 1.117 Cls_loss: 1.74 Topk: N/A ada_p: 0.1059
[INFO] 2021-10-19 23:22:26 > Step: 100600 Progress: 10.1% Elapsed: 1 day, 9:10:05 Gen_loss: 2.132 Dis_loss: 0.6175 Cls_loss: 1.517 Topk: N/A ada_p: 0.1043
[INFO] 2021-10-19 23:24:11 > Step: 100700 Progress: 10.1% Elapsed: 1 day, 9:11:49 Gen_loss: 1.968 Dis_loss: 1.244 Cls_loss: 1.503 Topk: N/A ada_p: 0.09805
[INFO] 2021-10-19 23:25:46 > Step: 100800 Progress: 10.1% Elapsed: 1 day, 9:13:24 Gen_loss: 3.017 Dis_loss: 0.9063 Cls_loss: 1.635 Topk: N/A ada_p: 0.09959
[INFO] 2021-10-19 23:27:21 > Step: 100900 Progress: 10.1% Elapsed: 1 day, 9:15:00 Gen_loss: 2.371 Dis_loss: 0.7001 Cls_loss: 1.503 Topk: N/A ada_p: 0.0969
[INFO] 2021-10-19 23:28:56 > Step: 101000 Progress: 10.1% Elapsed: 1 day, 9:16:34 Gen_loss: 3.776 Dis_loss: 1.021 Cls_loss: 1.678 Topk: N/A ada_p: 0.09869
[INFO] 2021-10-19 23:30:40 > Step: 101100 Progress: 10.1% Elapsed: 1 day, 9:18:19 Gen_loss: 2.611 Dis_loss: 0.6661 Cls_loss: 1.406 Topk: N/A ada_p: 0.09626
[INFO] 2021-10-19 23:32:15 > Step: 101200 Progress: 10.1% Elapsed: 1 day, 9:19:54 Gen_loss: 1.544 Dis_loss: 1.149 Cls_loss: 1.295 Topk: N/A ada_p: 0.1011
[INFO] 2021-10-19 23:33:50 > Step: 101300 Progress: 10.1% Elapsed: 1 day, 9:21:29 Gen_loss: 2.306 Dis_loss: 0.9522 Cls_loss: 1.251 Topk: N/A ada_p: 0.1033
[INFO] 2021-10-19 23:35:25 > Step: 101400 Progress: 10.1% Elapsed: 1 day, 9:23:03 Gen_loss: 1.631 Dis_loss: 1.21 Cls_loss: 1.868 Topk: N/A ada_p: 0.1007
[INFO] 2021-10-19 23:37:09 > Step: 101500 Progress: 10.2% Elapsed: 1 day, 9:24:48 Gen_loss: 4.114 Dis_loss: 0.8416 Cls_loss: 1.671 Topk: N/A ada_p: 0.1014
[INFO] 2021-10-19 23:38:44 > Step: 101600 Progress: 10.2% Elapsed: 1 day, 9:26:23 Gen_loss: 2.437 Dis_loss: 0.6629 Cls_loss: 1.537 Topk: N/A ada_p: 0.1024
[INFO] 2021-10-19 23:40:19 > Step: 101700 Progress: 10.2% Elapsed: 1 day, 9:27:57 Gen_loss: 2.297 Dis_loss: 0.8159 Cls_loss: 1.463 Topk: N/A ada_p: 0.1005
[INFO] 2021-10-19 23:42:04 > Step: 101800 Progress: 10.2% Elapsed: 1 day, 9:29:43 Gen_loss: 3.165 Dis_loss: 1.172 Cls_loss: 1.872 Topk: N/A ada_p: 0.1074
[INFO] 2021-10-19 23:43:39 > Step: 101900 Progress: 10.2% Elapsed: 1 day, 9:31:18 Gen_loss: 3.031 Dis_loss: 1.013 Cls_loss: 1.891 Topk: N/A ada_p: 0.1065
[INFO] 2021-10-19 23:45:14 > Step: 102000 Progress: 10.2% Elapsed: 1 day, 9:32:52 Gen_loss: 2.772 Dis_loss: 0.5298 Cls_loss: 1.302 Topk: N/A ada_p: 0.1096
[INFO] 2021-10-19 23:46:49 > Step: 102100 Progress: 10.2% Elapsed: 1 day, 9:34:28 Gen_loss: 3.787 Dis_loss: 0.9195 Cls_loss: 1.633 Topk: N/A ada_p: 0.11
[INFO] 2021-10-19 23:48:34 > Step: 102200 Progress: 10.2% Elapsed: 1 day, 9:36:12 Gen_loss: 3.032 Dis_loss: 1.428 Cls_loss: 1.476 Topk: N/A ada_p: 0.1097
[INFO] 2021-10-19 23:50:09 > Step: 102300 Progress: 10.2% Elapsed: 1 day, 9:37:48 Gen_loss: 2.428 Dis_loss: 0.9224 Cls_loss: 1.481 Topk: N/A ada_p: 0.1103
[INFO] 2021-10-19 23:51:44 > Step: 102400 Progress: 10.2% Elapsed: 1 day, 9:39:23 Gen_loss: 2.344 Dis_loss: 0.9414 Cls_loss: 1.705 Topk: N/A ada_p: 0.1116
[INFO] 2021-10-19 23:53:19 > Step: 102500 Progress: 10.2% Elapsed: 1 day, 9:40:58 Gen_loss: 3.364 Dis_loss: 1.078 Cls_loss: 1.492 Topk: N/A ada_p: 0.1151
[INFO] 2021-10-19 23:55:05 > Step: 102600 Progress: 10.3% Elapsed: 1 day, 9:42:43 Gen_loss: 2.231 Dis_loss: 0.7234 Cls_loss: 1.215 Topk: N/A ada_p: 0.1135
[INFO] 2021-10-19 23:56:39 > Step: 102700 Progress: 10.3% Elapsed: 1 day, 9:44:18 Gen_loss: 1.988 Dis_loss: 1.033 Cls_loss: 1.671 Topk: N/A ada_p: 0.1121
[INFO] 2021-10-19 23:58:15 > Step: 102800 Progress: 10.3% Elapsed: 1 day, 9:45:53 Gen_loss: 3.152 Dis_loss: 0.9252 Cls_loss: 1.548 Topk: N/A ada_p: 0.1139
[INFO] 2021-10-19 23:59:50 > Step: 102900 Progress: 10.3% Elapsed: 1 day, 9:47:29 Gen_loss: 3.369 Dis_loss: 0.8407 Cls_loss: 1.613 Topk: N/A ada_p: 0.1061
[INFO] 2021-10-20 00:01:35 > Step: 103000 Progress: 10.3% Elapsed: 1 day, 9:49:14 Gen_loss: 2.947 Dis_loss: 0.7717 Cls_loss: 1.431 Topk: N/A ada_p: 0.1138
[INFO] 2021-10-20 00:03:10 > Step: 103100 Progress: 10.3% Elapsed: 1 day, 9:50:49 Gen_loss: 1.386 Dis_loss: 0.8753 Cls_loss: 1.626 Topk: N/A ada_p: 0.118
[INFO] 2021-10-20 00:04:45 > Step: 103200 Progress: 10.3% Elapsed: 1 day, 9:52:24 Gen_loss: 3.068 Dis_loss: 0.7776 Cls_loss: 1.638 Topk: N/A ada_p: 0.1142
[INFO] 2021-10-20 00:06:20 > Step: 103300 Progress: 10.3% Elapsed: 1 day, 9:53:59 Gen_loss: 1.492 Dis_loss: 0.7208 Cls_loss: 1.639 Topk: N/A ada_p: 0.1148
[INFO] 2021-10-20 00:08:06 > Step: 103400 Progress: 10.3% Elapsed: 1 day, 9:55:44 Gen_loss: 2.549 Dis_loss: 0.9168 Cls_loss: 1.606 Topk: N/A ada_p: 0.1069
[INFO] 2021-10-20 00:09:41 > Step: 103500 Progress: 10.3% Elapsed: 1 day, 9:57:20 Gen_loss: 1.883 Dis_loss: 1.182 Cls_loss: 1.975 Topk: N/A ada_p: 0.106
[INFO] 2021-10-20 00:11:16 > Step: 103600 Progress: 10.4% Elapsed: 1 day, 9:58:55 Gen_loss: 1.523 Dis_loss: 1.269 Cls_loss: 1.806 Topk: N/A ada_p: 0.1065
[INFO] 2021-10-20 00:12:52 > Step: 103700 Progress: 10.4% Elapsed: 1 day, 10:00:31 Gen_loss: 1.373 Dis_loss: 1.19 Cls_loss: 1.576 Topk: N/A ada_p: 0.1082
[INFO] 2021-10-20 00:14:37 > Step: 103800 Progress: 10.4% Elapsed: 1 day, 10:02:16 Gen_loss: 1.567 Dis_loss: 1.503 Cls_loss: 1.864 Topk: N/A ada_p: 0.1061
[INFO] 2021-10-20 00:16:12 > Step: 103900 Progress: 10.4% Elapsed: 1 day, 10:03:51 Gen_loss: 2.407 Dis_loss: 0.6614 Cls_loss: 1.126 Topk: N/A ada_p: 0.1045
[INFO] 2021-10-20 00:17:47 > Step: 104000 Progress: 10.4% Elapsed: 1 day, 10:05:26 Gen_loss: 2.876 Dis_loss: 0.6514 Cls_loss: 1.408 Topk: N/A ada_p: 0.1004
[INFO] 2021-10-20 00:19:23 > Step: 104100 Progress: 10.4% Elapsed: 1 day, 10:07:01 Gen_loss: 2.013 Dis_loss: 1.511 Cls_loss: 1.29 Topk: N/A ada_p: 0.1082
[INFO] 2021-10-20 00:21:08 > Step: 104200 Progress: 10.4% Elapsed: 1 day, 10:08:46 Gen_loss: 2.059 Dis_loss: 0.7687 Cls_loss: 1.849 Topk: N/A ada_p: 0.1107
[INFO] 2021-10-20 00:22:43 > Step: 104300 Progress: 10.4% Elapsed: 1 day, 10:10:22 Gen_loss: 1.995 Dis_loss: 1.212 Cls_loss: 1.301 Topk: N/A ada_p: 0.1147
[INFO] 2021-10-20 00:24:18 > Step: 104400 Progress: 10.4% Elapsed: 1 day, 10:11:57 Gen_loss: 3.041 Dis_loss: 0.8397 Cls_loss: 1.762 Topk: N/A ada_p: 0.1093
[INFO] 2021-10-20 00:25:54 > Step: 104500 Progress: 10.4% Elapsed: 1 day, 10:13:32 Gen_loss: 1.921 Dis_loss: 1.059 Cls_loss: 1.202 Topk: N/A ada_p: 0.1084
[INFO] 2021-10-20 00:27:41 > Step: 104600 Progress: 10.5% Elapsed: 1 day, 10:15:19 Gen_loss: 2.035 Dis_loss: 0.6942 Cls_loss: 1.513 Topk: N/A ada_p: 0.1071
[INFO] 2021-10-20 00:29:15 > Step: 104700 Progress: 10.5% Elapsed: 1 day, 10:16:54 Gen_loss: 2.774 Dis_loss: 0.9624 Cls_loss: 1.476 Topk: N/A ada_p: 0.1055
[INFO] 2021-10-20 00:30:50 > Step: 104800 Progress: 10.5% Elapsed: 1 day, 10:18:29 Gen_loss: 1.348 Dis_loss: 0.9157 Cls_loss: 1.611 Topk: N/A ada_p: 0.1132
[INFO] 2021-10-20 00:32:26 > Step: 104900 Progress: 10.5% Elapsed: 1 day, 10:20:05 Gen_loss: 2.333 Dis_loss: 0.6372 Cls_loss: 1.428 Topk: N/A ada_p: 0.1018
[INFO] 2021-10-20 00:34:10 > Step: 105000 Progress: 10.5% Elapsed: 1 day, 10:21:49 Gen_loss: 1.339 Dis_loss: 1.178 Cls_loss: 1.669 Topk: N/A ada_p: 0.1053
[INFO] 2021-10-20 00:35:45 > Step: 105100 Progress: 10.5% Elapsed: 1 day, 10:23:24 Gen_loss: 2.705 Dis_loss: 0.7315 Cls_loss: 1.348 Topk: N/A ada_p: 0.1055
[INFO] 2021-10-20 00:37:20 > Step: 105200 Progress: 10.5% Elapsed: 1 day, 10:24:59 Gen_loss: 1.776 Dis_loss: 0.9568 Cls_loss: 1.833 Topk: N/A ada_p: 0.1073
[INFO] 2021-10-20 00:38:55 > Step: 105300 Progress: 10.5% Elapsed: 1 day, 10:26:34 Gen_loss: 2.786 Dis_loss: 0.6962 Cls_loss: 1.269 Topk: N/A ada_p: 0.1128
[INFO] 2021-10-20 00:40:39 > Step: 105400 Progress: 10.5% Elapsed: 1 day, 10:28:18 Gen_loss: 1.674 Dis_loss: 0.7111 Cls_loss: 1.597 Topk: N/A ada_p: 0.1133
[INFO] 2021-10-20 00:42:14 > Step: 105500 Progress: 10.5% Elapsed: 1 day, 10:29:53 Gen_loss: 2.321 Dis_loss: 0.9802 Cls_loss: 1.597 Topk: N/A ada_p: 0.1185
[INFO] 2021-10-20 00:43:50 > Step: 105600 Progress: 10.6% Elapsed: 1 day, 10:31:29 Gen_loss: 3.325 Dis_loss: 0.9852 Cls_loss: 1.599 Topk: N/A ada_p: 0.1152
[INFO] 2021-10-20 00:45:35 > Step: 105700 Progress: 10.6% Elapsed: 1 day, 10:33:14 Gen_loss: 2.807 Dis_loss: 0.6039 Cls_loss: 1.41 Topk: N/A ada_p: 0.1105
[INFO] 2021-10-20 00:47:09 > Step: 105800 Progress: 10.6% Elapsed: 1 day, 10:34:48 Gen_loss: 4.148 Dis_loss: 0.974 Cls_loss: 1.953 Topk: N/A ada_p: 0.11
[INFO] 2021-10-20 00:48:44 > Step: 105900 Progress: 10.6% Elapsed: 1 day, 10:36:23 Gen_loss: 2.166 Dis_loss: 0.7232 Cls_loss: 1.447 Topk: N/A ada_p: 0.1091
[INFO] 2021-10-20 00:50:19 > Step: 106000 Progress: 10.6% Elapsed: 1 day, 10:37:58 Gen_loss: 2.523 Dis_loss: 0.8172 Cls_loss: 1.797 Topk: N/A ada_p: 0.1068
[INFO] 2021-10-20 00:52:04 > Step: 106100 Progress: 10.6% Elapsed: 1 day, 10:39:42 Gen_loss: 2.275 Dis_loss: 0.8913 Cls_loss: 1.498 Topk: N/A ada_p: 0.1112
[INFO] 2021-10-20 00:53:38 > Step: 106200 Progress: 10.6% Elapsed: 1 day, 10:41:17 Gen_loss: 1.819 Dis_loss: 0.6594 Cls_loss: 1.371 Topk: N/A ada_p: 0.1071
[INFO] 2021-10-20 00:55:14 > Step: 106300 Progress: 10.6% Elapsed: 1 day, 10:42:53 Gen_loss: 2.829 Dis_loss: 0.8589 Cls_loss: 1.144 Topk: N/A ada_p: 0.1116
[INFO] 2021-10-20 00:56:49 > Step: 106400 Progress: 10.6% Elapsed: 1 day, 10:44:28 Gen_loss: 2.252 Dis_loss: 1.012 Cls_loss: 1.457 Topk: N/A ada_p: 0.1134
[INFO] 2021-10-20 00:58:35 > Step: 106500 Progress: 10.7% Elapsed: 1 day, 10:46:14 Gen_loss: 3.581 Dis_loss: 0.7823 Cls_loss: 1.359 Topk: N/A ada_p: 0.1125
[INFO] 2021-10-20 01:00:10 > Step: 106600 Progress: 10.7% Elapsed: 1 day, 10:47:49 Gen_loss: 2.239 Dis_loss: 1.249 Cls_loss: 1.81 Topk: N/A ada_p: 0.1094
[INFO] 2021-10-20 01:01:46 > Step: 106700 Progress: 10.7% Elapsed: 1 day, 10:49:24 Gen_loss: 2.491 Dis_loss: 1.216 Cls_loss: 1.714 Topk: N/A ada_p: 0.1075
[INFO] 2021-10-20 01:03:21 > Step: 106800 Progress: 10.7% Elapsed: 1 day, 10:50:59 Gen_loss: 2.597 Dis_loss: 0.7684 Cls_loss: 1.275 Topk: N/A ada_p: 0.1057
[INFO] 2021-10-20 01:05:05 > Step: 106900 Progress: 10.7% Elapsed: 1 day, 10:52:44 Gen_loss: 2.287 Dis_loss: 0.7534 Cls_loss: 1.566 Topk: N/A ada_p: 0.1038
[INFO] 2021-10-20 01:06:40 > Step: 107000 Progress: 10.7% Elapsed: 1 day, 10:54:18 Gen_loss: 2.504 Dis_loss: 1.329 Cls_loss: 1.935 Topk: N/A ada_p: 0.1097
[INFO] 2021-10-20 01:08:15 > Step: 107100 Progress: 10.7% Elapsed: 1 day, 10:55:53 Gen_loss: 2.853 Dis_loss: 0.91 Cls_loss: 1.689 Topk: N/A ada_p: 0.106
[INFO] 2021-10-20 01:09:49 > Step: 107200 Progress: 10.7% Elapsed: 1 day, 10:57:28 Gen_loss: 2.802 Dis_loss: 0.9558 Cls_loss: 1.436 Topk: N/A ada_p: 0.1126
[INFO] 2021-10-20 01:11:34 > Step: 107300 Progress: 10.7% Elapsed: 1 day, 10:59:13 Gen_loss: 2.413 Dis_loss: 0.9899 Cls_loss: 1.518 Topk: N/A ada_p: 0.112
[INFO] 2021-10-20 01:13:08 > Step: 107400 Progress: 10.7% Elapsed: 1 day, 11:00:47 Gen_loss: 3.388 Dis_loss: 1.056 Cls_loss: 1.789 Topk: N/A ada_p: 0.1217
[INFO] 2021-10-20 01:14:43 > Step: 107500 Progress: 10.8% Elapsed: 1 day, 11:02:21 Gen_loss: 2.011 Dis_loss: 1.064 Cls_loss: 1.672 Topk: N/A ada_p: 0.118
[INFO] 2021-10-20 01:16:17 > Step: 107600 Progress: 10.8% Elapsed: 1 day, 11:03:56 Gen_loss: 3.732 Dis_loss: 0.7573 Cls_loss: 1.779 Topk: N/A ada_p: 0.1137
[INFO] 2021-10-20 01:18:02 > Step: 107700 Progress: 10.8% Elapsed: 1 day, 11:05:41 Gen_loss: 1.969 Dis_loss: 1.14 Cls_loss: 2.008 Topk: N/A ada_p: 0.1133
[INFO] 2021-10-20 01:19:36 > Step: 107800 Progress: 10.8% Elapsed: 1 day, 11:07:15 Gen_loss: 2.477 Dis_loss: 0.5918 Cls_loss: 1.781 Topk: N/A ada_p: 0.113
[INFO] 2021-10-20 01:21:10 > Step: 107900 Progress: 10.8% Elapsed: 1 day, 11:08:49 Gen_loss: 2.095 Dis_loss: 1.078 Cls_loss: 1.637 Topk: N/A ada_p: 0.1119
[INFO] 2021-10-20 01:22:44 > Step: 108000 Progress: 10.8% Elapsed: 1 day, 11:10:23 Gen_loss: 2.915 Dis_loss: 0.7761 Cls_loss: 1.616 Topk: N/A ada_p: 0.1075
[INFO] 2021-10-20 01:24:28 > Step: 108100 Progress: 10.8% Elapsed: 1 day, 11:12:07 Gen_loss: 1.973 Dis_loss: 0.9916 Cls_loss: 1.478 Topk: N/A ada_p: 0.1079
[INFO] 2021-10-20 01:26:02 > Step: 108200 Progress: 10.8% Elapsed: 1 day, 11:13:41 Gen_loss: 4.643 Dis_loss: 1.105 Cls_loss: 1.611 Topk: N/A ada_p: 0.1071
[INFO] 2021-10-20 01:27:37 > Step: 108300 Progress: 10.8% Elapsed: 1 day, 11:15:15 Gen_loss: 2.756 Dis_loss: 0.8043 Cls_loss: 1.525 Topk: N/A ada_p: 0.1024
[INFO] 2021-10-20 01:29:10 > Step: 108400 Progress: 10.8% Elapsed: 1 day, 11:16:49 Gen_loss: 3.039 Dis_loss: 0.5381 Cls_loss: 1.059 Topk: N/A ada_p: 0.09907
[INFO] 2021-10-20 01:30:54 > Step: 108500 Progress: 10.8% Elapsed: 1 day, 11:18:32 Gen_loss: 2.706 Dis_loss: 0.6391 Cls_loss: 1.221 Topk: N/A ada_p: 0.09895
[INFO] 2021-10-20 01:32:27 > Step: 108600 Progress: 10.9% Elapsed: 1 day, 11:20:06 Gen_loss: 2.724 Dis_loss: 0.853 Cls_loss: 1.737 Topk: N/A ada_p: 0.1015
[INFO] 2021-10-20 01:34:00 > Step: 108700 Progress: 10.9% Elapsed: 1 day, 11:21:39 Gen_loss: 2.065 Dis_loss: 0.8886 Cls_loss: 1.58 Topk: N/A ada_p: 0.1029
[INFO] 2021-10-20 01:35:34 > Step: 108800 Progress: 10.9% Elapsed: 1 day, 11:23:13 Gen_loss: 1.77 Dis_loss: 1.064 Cls_loss: 1.67 Topk: N/A ada_p: 0.1045
[INFO] 2021-10-20 01:37:17 > Step: 108900 Progress: 10.9% Elapsed: 1 day, 11:24:56 Gen_loss: 2.822 Dis_loss: 0.9545 Cls_loss: 1.561 Topk: N/A ada_p: 0.1028
[INFO] 2021-10-20 01:38:51 > Step: 109000 Progress: 10.9% Elapsed: 1 day, 11:26:30 Gen_loss: 3.885 Dis_loss: 0.6714 Cls_loss: 1.233 Topk: N/A ada_p: 0.1033
[INFO] 2021-10-20 01:40:26 > Step: 109100 Progress: 10.9% Elapsed: 1 day, 11:28:05 Gen_loss: 2.343 Dis_loss: 0.9536 Cls_loss: 1.77 Topk: N/A ada_p: 0.1037
[INFO] 2021-10-20 01:42:00 > Step: 109200 Progress: 10.9% Elapsed: 1 day, 11:29:39 Gen_loss: 1.982 Dis_loss: 1.221 Cls_loss: 1.613 Topk: N/A ada_p: 0.107
[INFO] 2021-10-20 01:43:45 > Step: 109300 Progress: 10.9% Elapsed: 1 day, 11:31:24 Gen_loss: 1.486 Dis_loss: 1.028 Cls_loss: 1.78 Topk: N/A ada_p: 0.1074
[INFO] 2021-10-20 01:45:20 > Step: 109400 Progress: 10.9% Elapsed: 1 day, 11:32:59 Gen_loss: 2.592 Dis_loss: 1.077 Cls_loss: 1.868 Topk: N/A ada_p: 0.1141
[INFO] 2021-10-20 01:46:55 > Step: 109500 Progress: 10.9% Elapsed: 1 day, 11:34:34 Gen_loss: 2.372 Dis_loss: 0.8317 Cls_loss: 1.676 Topk: N/A ada_p: 0.1185
[INFO] 2021-10-20 01:48:40 > Step: 109600 Progress: 11.0% Elapsed: 1 day, 11:36:19 Gen_loss: 2.963 Dis_loss: 0.8332 Cls_loss: 1.699 Topk: N/A ada_p: 0.117
[INFO] 2021-10-20 01:50:14 > Step: 109700 Progress: 11.0% Elapsed: 1 day, 11:37:53 Gen_loss: 1.968 Dis_loss: 0.7193 Cls_loss: 1.516 Topk: N/A ada_p: 0.1151
[INFO] 2021-10-20 01:51:49 > Step: 109800 Progress: 11.0% Elapsed: 1 day, 11:39:28 Gen_loss: 2.367 Dis_loss: 0.7732 Cls_loss: 1.636 Topk: N/A ada_p: 0.1135
[INFO] 2021-10-20 01:53:24 > Step: 109900 Progress: 11.0% Elapsed: 1 day, 11:41:03 Gen_loss: 2.901 Dis_loss: 0.6806 Cls_loss: 1.702 Topk: N/A ada_p: 0.1106
[INFO] 2021-10-20 01:55:09 > Step: 110000 Progress: 11.0% Elapsed: 1 day, 11:42:47 Gen_loss: 1.218 Dis_loss: 1.081 Cls_loss: 1.695 Topk: N/A ada_p: 0.1078
[INFO] 2021-10-20 01:55:09 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-20 01:55:09 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_110000.png
[INFO] 2021-10-20 01:55:09 > Start Evaluation (110000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-20 01:55:09 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-20 02:00:43 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-20 02:06:22 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-20 02:25:10 > Inception score (Step: 110000, 50000 generated images): 10.266101837158203
[INFO] 2021-10-20 02:25:10 > FID score (Step: 110000, Using train moments): 3.819834324138924
[INFO] 2021-10-20 02:25:10 > Improved Precision (Step: 110000, Using train images): 0.75292
[INFO] 2021-10-20 02:25:10 > Improved Recall (Step: 110000, Using train images): 0.5725
[INFO] 2021-10-20 02:25:10 > Density (Step: 110000, Using train images): 1.104632
[INFO] 2021-10-20 02:25:10 > Coverage (Step: 110000, Using train images): 0.88924
[INFO] 2021-10-20 02:25:10 > Best FID score (Step: 110000, Using train moments): 3.819834324138924
[INFO] 2021-10-20 02:25:30 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-20 02:28:06 > Step: 110100 Progress: 11.0% Elapsed: 1 day, 12:15:45 Gen_loss: 2.521 Dis_loss: 1.081 Cls_loss: 1.603 Topk: N/A ada_p: 0.1077
[INFO] 2021-10-20 02:29:40 > Step: 110200 Progress: 11.0% Elapsed: 1 day, 12:17:19 Gen_loss: 3.972 Dis_loss: 0.7382 Cls_loss: 1.63 Topk: N/A ada_p: 0.1105
[INFO] 2021-10-20 02:31:15 > Step: 110300 Progress: 11.0% Elapsed: 1 day, 12:18:54 Gen_loss: 2.464 Dis_loss: 0.7592 Cls_loss: 1.513 Topk: N/A ada_p: 0.1093
[INFO] 2021-10-20 02:33:05 > Step: 110400 Progress: 11.0% Elapsed: 1 day, 12:20:44 Gen_loss: 3.093 Dis_loss: 1.027 Cls_loss: 1.519 Topk: N/A ada_p: 0.1124
[INFO] 2021-10-20 02:34:41 > Step: 110500 Progress: 11.1% Elapsed: 1 day, 12:22:20 Gen_loss: 2.438 Dis_loss: 0.6981 Cls_loss: 1.512 Topk: N/A ada_p: 0.1164
[INFO] 2021-10-20 02:36:16 > Step: 110600 Progress: 11.1% Elapsed: 1 day, 12:23:54 Gen_loss: 2.657 Dis_loss: 0.8503 Cls_loss: 1.752 Topk: N/A ada_p: 0.1176
[INFO] 2021-10-20 02:37:50 > Step: 110700 Progress: 11.1% Elapsed: 1 day, 12:25:29 Gen_loss: 2.367 Dis_loss: 0.9244 Cls_loss: 1.614 Topk: N/A ada_p: 0.1132
[INFO] 2021-10-20 02:39:35 > Step: 110800 Progress: 11.1% Elapsed: 1 day, 12:27:14 Gen_loss: 1.534 Dis_loss: 0.8419 Cls_loss: 1.178 Topk: N/A ada_p: 0.1142
[INFO] 2021-10-20 02:41:10 > Step: 110900 Progress: 11.1% Elapsed: 1 day, 12:28:48 Gen_loss: 2.675 Dis_loss: 1.271 Cls_loss: 2.016 Topk: N/A ada_p: 0.1192
[INFO] 2021-10-20 02:42:44 > Step: 111000 Progress: 11.1% Elapsed: 1 day, 12:30:23 Gen_loss: 1.877 Dis_loss: 0.888 Cls_loss: 1.671 Topk: N/A ada_p: 0.1176
[INFO] 2021-10-20 02:44:19 > Step: 111100 Progress: 11.1% Elapsed: 1 day, 12:31:58 Gen_loss: 2.87 Dis_loss: 1.008 Cls_loss: 1.863 Topk: N/A ada_p: 0.1109
[INFO] 2021-10-20 02:46:05 > Step: 111200 Progress: 11.1% Elapsed: 1 day, 12:33:44 Gen_loss: 3.343 Dis_loss: 1.202 Cls_loss: 1.856 Topk: N/A ada_p: 0.1162
[INFO] 2021-10-20 02:47:40 > Step: 111300 Progress: 11.1% Elapsed: 1 day, 12:35:19 Gen_loss: 3.025 Dis_loss: 0.9407 Cls_loss: 1.46 Topk: N/A ada_p: 0.1164
[INFO] 2021-10-20 02:49:15 > Step: 111400 Progress: 11.1% Elapsed: 1 day, 12:36:53 Gen_loss: 3.396 Dis_loss: 0.9739 Cls_loss: 1.421 Topk: N/A ada_p: 0.1158
[INFO] 2021-10-20 02:50:49 > Step: 111500 Progress: 11.2% Elapsed: 1 day, 12:38:28 Gen_loss: 1.609 Dis_loss: 0.7807 Cls_loss: 1.732 Topk: N/A ada_p: 0.1134
[INFO] 2021-10-20 02:52:34 > Step: 111600 Progress: 11.2% Elapsed: 1 day, 12:40:13 Gen_loss: 2.766 Dis_loss: 0.5919 Cls_loss: 1.66 Topk: N/A ada_p: 0.1152
[INFO] 2021-10-20 02:54:09 > Step: 111700 Progress: 11.2% Elapsed: 1 day, 12:41:48 Gen_loss: 4.021 Dis_loss: 1.115 Cls_loss: 1.449 Topk: N/A ada_p: 0.1174
[INFO] 2021-10-20 02:55:44 > Step: 111800 Progress: 11.2% Elapsed: 1 day, 12:43:22 Gen_loss: 2.165 Dis_loss: 0.8329 Cls_loss: 1.373 Topk: N/A ada_p: 0.1146
[INFO] 2021-10-20 02:57:19 > Step: 111900 Progress: 11.2% Elapsed: 1 day, 12:44:58 Gen_loss: 2.081 Dis_loss: 0.966 Cls_loss: 1.915 Topk: N/A ada_p: 0.1165
[INFO] 2021-10-20 02:59:04 > Step: 112000 Progress: 11.2% Elapsed: 1 day, 12:46:43 Gen_loss: 2.556 Dis_loss: 0.8843 Cls_loss: 1.535 Topk: N/A ada_p: 0.1106
[INFO] 2021-10-20 03:00:39 > Step: 112100 Progress: 11.2% Elapsed: 1 day, 12:48:18 Gen_loss: 2.719 Dis_loss: 1.055 Cls_loss: 1.789 Topk: N/A ada_p: 0.1143
[INFO] 2021-10-20 03:02:14 > Step: 112200 Progress: 11.2% Elapsed: 1 day, 12:49:53 Gen_loss: 2.461 Dis_loss: 0.995 Cls_loss: 1.468 Topk: N/A ada_p: 0.1094
[INFO] 2021-10-20 03:03:49 > Step: 112300 Progress: 11.2% Elapsed: 1 day, 12:51:28 Gen_loss: 3.306 Dis_loss: 0.8067 Cls_loss: 1.869 Topk: N/A ada_p: 0.1116
[INFO] 2021-10-20 03:05:34 > Step: 112400 Progress: 11.2% Elapsed: 1 day, 12:53:13 Gen_loss: 2.894 Dis_loss: 1.549 Cls_loss: 1.783 Topk: N/A ada_p: 0.1119
[INFO] 2021-10-20 03:07:09 > Step: 112500 Progress: 11.2% Elapsed: 1 day, 12:54:47 Gen_loss: 3.15 Dis_loss: 0.673 Cls_loss: 1.424 Topk: N/A ada_p: 0.1164
[INFO] 2021-10-20 03:08:43 > Step: 112600 Progress: 11.3% Elapsed: 1 day, 12:56:22 Gen_loss: 3.107 Dis_loss: 0.9295 Cls_loss: 1.833 Topk: N/A ada_p: 0.121
[INFO] 2021-10-20 03:10:18 > Step: 112700 Progress: 11.3% Elapsed: 1 day, 12:57:57 Gen_loss: 3.261 Dis_loss: 0.9045 Cls_loss: 1.439 Topk: N/A ada_p: 0.1193
[INFO] 2021-10-20 03:12:02 > Step: 112800 Progress: 11.3% Elapsed: 1 day, 12:59:41 Gen_loss: 1.892 Dis_loss: 0.7095 Cls_loss: 1.636 Topk: N/A ada_p: 0.1126
[INFO] 2021-10-20 03:13:38 > Step: 112900 Progress: 11.3% Elapsed: 1 day, 13:01:17 Gen_loss: 3.863 Dis_loss: 0.9713 Cls_loss: 1.258 Topk: N/A ada_p: 0.1115
[INFO] 2021-10-20 03:15:13 > Step: 113000 Progress: 11.3% Elapsed: 1 day, 13:02:52 Gen_loss: 2.825 Dis_loss: 1.19 Cls_loss: 1.482 Topk: N/A ada_p: 0.1094
[INFO] 2021-10-20 03:16:49 > Step: 113100 Progress: 11.3% Elapsed: 1 day, 13:04:28 Gen_loss: 2.289 Dis_loss: 0.7637 Cls_loss: 1.439 Topk: N/A ada_p: 0.1132
[INFO] 2021-10-20 03:18:33 > Step: 113200 Progress: 11.3% Elapsed: 1 day, 13:06:12 Gen_loss: 1.596 Dis_loss: 0.9052 Cls_loss: 1.513 Topk: N/A ada_p: 0.1047
[INFO] 2021-10-20 03:20:08 > Step: 113300 Progress: 11.3% Elapsed: 1 day, 13:07:47 Gen_loss: 3.049 Dis_loss: 0.9758 Cls_loss: 1.772 Topk: N/A ada_p: 0.103
[INFO] 2021-10-20 03:21:43 > Step: 113400 Progress: 11.3% Elapsed: 1 day, 13:09:22 Gen_loss: 1.92 Dis_loss: 1.294 Cls_loss: 1.779 Topk: N/A ada_p: 0.1115
[INFO] 2021-10-20 03:23:29 > Step: 113500 Progress: 11.3% Elapsed: 1 day, 13:11:07 Gen_loss: 3.356 Dis_loss: 1.494 Cls_loss: 1.375 Topk: N/A ada_p: 0.1088
[INFO] 2021-10-20 03:25:03 > Step: 113600 Progress: 11.4% Elapsed: 1 day, 13:12:42 Gen_loss: 2.062 Dis_loss: 0.9448 Cls_loss: 1.59 Topk: N/A ada_p: 0.1126
[INFO] 2021-10-20 03:26:39 > Step: 113700 Progress: 11.4% Elapsed: 1 day, 13:14:18 Gen_loss: 1.756 Dis_loss: 0.7175 Cls_loss: 1.446 Topk: N/A ada_p: 0.1064
[INFO] 2021-10-20 03:28:14 > Step: 113800 Progress: 11.4% Elapsed: 1 day, 13:15:53 Gen_loss: 1.365 Dis_loss: 1.27 Cls_loss: 1.58 Topk: N/A ada_p: 0.1071
[INFO] 2021-10-20 03:29:59 > Step: 113900 Progress: 11.4% Elapsed: 1 day, 13:17:38 Gen_loss: 1.904 Dis_loss: 0.5687 Cls_loss: 1.543 Topk: N/A ada_p: 0.1016
[INFO] 2021-10-20 03:31:34 > Step: 114000 Progress: 11.4% Elapsed: 1 day, 13:19:13 Gen_loss: 2.972 Dis_loss: 1.371 Cls_loss: 1.83 Topk: N/A ada_p: 0.1093
[INFO] 2021-10-20 03:33:09 > Step: 114100 Progress: 11.4% Elapsed: 1 day, 13:20:48 Gen_loss: 1.59 Dis_loss: 1.081 Cls_loss: 1.324 Topk: N/A ada_p: 0.11
[INFO] 2021-10-20 03:34:43 > Step: 114200 Progress: 11.4% Elapsed: 1 day, 13:22:22 Gen_loss: 2.492 Dis_loss: 0.9971 Cls_loss: 1.695 Topk: N/A ada_p: 0.1074
[INFO] 2021-10-20 03:36:29 > Step: 114300 Progress: 11.4% Elapsed: 1 day, 13:24:07 Gen_loss: 2.383 Dis_loss: 0.9219 Cls_loss: 1.505 Topk: N/A ada_p: 0.1119
[INFO] 2021-10-20 03:38:03 > Step: 114400 Progress: 11.4% Elapsed: 1 day, 13:25:42 Gen_loss: 2.462 Dis_loss: 0.6078 Cls_loss: 1.198 Topk: N/A ada_p: 0.1111
[INFO] 2021-10-20 03:39:38 > Step: 114500 Progress: 11.5% Elapsed: 1 day, 13:27:17 Gen_loss: 1.297 Dis_loss: 0.9236 Cls_loss: 1.779 Topk: N/A ada_p: 0.1112
[INFO] 2021-10-20 03:41:13 > Step: 114600 Progress: 11.5% Elapsed: 1 day, 13:28:52 Gen_loss: 1.733 Dis_loss: 0.8292 Cls_loss: 1.273 Topk: N/A ada_p: 0.1018
[INFO] 2021-10-20 03:42:59 > Step: 114700 Progress: 11.5% Elapsed: 1 day, 13:30:38 Gen_loss: 1.696 Dis_loss: 0.511 Cls_loss: 1.151 Topk: N/A ada_p: 0.1057
[INFO] 2021-10-20 03:44:34 > Step: 114800 Progress: 11.5% Elapsed: 1 day, 13:32:13 Gen_loss: 2.392 Dis_loss: 0.7594 Cls_loss: 1.438 Topk: N/A ada_p: 0.1088
[INFO] 2021-10-20 03:46:10 > Step: 114900 Progress: 11.5% Elapsed: 1 day, 13:33:48 Gen_loss: 2.404 Dis_loss: 0.9273 Cls_loss: 1.63 Topk: N/A ada_p: 0.1069
[INFO] 2021-10-20 03:47:44 > Step: 115000 Progress: 11.5% Elapsed: 1 day, 13:35:23 Gen_loss: 4.645 Dis_loss: 1.688 Cls_loss: 1.43 Topk: N/A ada_p: 0.1056
[INFO] 2021-10-20 03:49:29 > Step: 115100 Progress: 11.5% Elapsed: 1 day, 13:37:08 Gen_loss: 2.406 Dis_loss: 0.6363 Cls_loss: 1.667 Topk: N/A ada_p: 0.1109
[INFO] 2021-10-20 03:51:04 > Step: 115200 Progress: 11.5% Elapsed: 1 day, 13:38:43 Gen_loss: 2.143 Dis_loss: 1.065 Cls_loss: 1.705 Topk: N/A ada_p: 0.1152
[INFO] 2021-10-20 03:52:39 > Step: 115300 Progress: 11.5% Elapsed: 1 day, 13:40:17 Gen_loss: 3.918 Dis_loss: 0.5828 Cls_loss: 1.527 Topk: N/A ada_p: 0.1077
[INFO] 2021-10-20 03:54:13 > Step: 115400 Progress: 11.5% Elapsed: 1 day, 13:41:52 Gen_loss: 2.811 Dis_loss: 0.8276 Cls_loss: 1.497 Topk: N/A ada_p: 0.1048
[INFO] 2021-10-20 03:55:58 > Step: 115500 Progress: 11.6% Elapsed: 1 day, 13:43:37 Gen_loss: 3.581 Dis_loss: 1.149 Cls_loss: 1.53 Topk: N/A ada_p: 0.1132
[INFO] 2021-10-20 03:57:32 > Step: 115600 Progress: 11.6% Elapsed: 1 day, 13:45:11 Gen_loss: 1.35 Dis_loss: 0.8314 Cls_loss: 1.537 Topk: N/A ada_p: 0.1068
[INFO] 2021-10-20 03:59:08 > Step: 115700 Progress: 11.6% Elapsed: 1 day, 13:46:47 Gen_loss: 1.856 Dis_loss: 1.004 Cls_loss: 1.167 Topk: N/A ada_p: 0.1079
[INFO] 2021-10-20 04:00:42 > Step: 115800 Progress: 11.6% Elapsed: 1 day, 13:48:21 Gen_loss: 2.462 Dis_loss: 0.8289 Cls_loss: 1.418 Topk: N/A ada_p: 0.1107
[INFO] 2021-10-20 04:02:27 > Step: 115900 Progress: 11.6% Elapsed: 1 day, 13:50:06 Gen_loss: 3.333 Dis_loss: 0.8166 Cls_loss: 1.15 Topk: N/A ada_p: 0.1096
[INFO] 2021-10-20 04:04:02 > Step: 116000 Progress: 11.6% Elapsed: 1 day, 13:51:40 Gen_loss: 1.458 Dis_loss: 1.131 Cls_loss: 2.38 Topk: N/A ada_p: 0.1134
[INFO] 2021-10-20 04:05:37 > Step: 116100 Progress: 11.6% Elapsed: 1 day, 13:53:15 Gen_loss: 2.481 Dis_loss: 0.9239 Cls_loss: 1.644 Topk: N/A ada_p: 0.1141
[INFO] 2021-10-20 04:07:11 > Step: 116200 Progress: 11.6% Elapsed: 1 day, 13:54:50 Gen_loss: 3.219 Dis_loss: 1.418 Cls_loss: 1.497 Topk: N/A ada_p: 0.112
[INFO] 2021-10-20 04:08:56 > Step: 116300 Progress: 11.6% Elapsed: 1 day, 13:56:35 Gen_loss: 3.072 Dis_loss: 1.098 Cls_loss: 1.543 Topk: N/A ada_p: 0.1183
[INFO] 2021-10-20 04:10:31 > Step: 116400 Progress: 11.6% Elapsed: 1 day, 13:58:09 Gen_loss: 3.469 Dis_loss: 0.928 Cls_loss: 1.799 Topk: N/A ada_p: 0.1173
[INFO] 2021-10-20 04:12:06 > Step: 116500 Progress: 11.7% Elapsed: 1 day, 13:59:45 Gen_loss: 3.303 Dis_loss: 1.021 Cls_loss: 1.878 Topk: N/A ada_p: 0.1141
[INFO] 2021-10-20 04:13:40 > Step: 116600 Progress: 11.7% Elapsed: 1 day, 14:01:19 Gen_loss: 1.835 Dis_loss: 1.052 Cls_loss: 1.82 Topk: N/A ada_p: 0.1143
[INFO] 2021-10-20 04:15:25 > Step: 116700 Progress: 11.7% Elapsed: 1 day, 14:03:04 Gen_loss: 3.026 Dis_loss: 0.7961 Cls_loss: 1.493 Topk: N/A ada_p: 0.1155
[INFO] 2021-10-20 04:17:00 > Step: 116800 Progress: 11.7% Elapsed: 1 day, 14:04:39 Gen_loss: 3.574 Dis_loss: 1.014 Cls_loss: 1.537 Topk: N/A ada_p: 0.1139
[INFO] 2021-10-20 04:18:35 > Step: 116900 Progress: 11.7% Elapsed: 1 day, 14:06:13 Gen_loss: 2.0 Dis_loss: 1.255 Cls_loss: 1.653 Topk: N/A ada_p: 0.1105
[INFO] 2021-10-20 04:20:09 > Step: 117000 Progress: 11.7% Elapsed: 1 day, 14:07:48 Gen_loss: 4.058 Dis_loss: 0.792 Cls_loss: 1.343 Topk: N/A ada_p: 0.113
[INFO] 2021-10-20 04:21:54 > Step: 117100 Progress: 11.7% Elapsed: 1 day, 14:09:33 Gen_loss: 2.595 Dis_loss: 0.7662 Cls_loss: 1.32 Topk: N/A ada_p: 0.1129
[INFO] 2021-10-20 04:23:29 > Step: 117200 Progress: 11.7% Elapsed: 1 day, 14:11:07 Gen_loss: 2.271 Dis_loss: 0.9317 Cls_loss: 1.452 Topk: N/A ada_p: 0.119
[INFO] 2021-10-20 04:25:04 > Step: 117300 Progress: 11.7% Elapsed: 1 day, 14:12:42 Gen_loss: 2.32 Dis_loss: 0.8682 Cls_loss: 1.525 Topk: N/A ada_p: 0.1125
[INFO] 2021-10-20 04:26:48 > Step: 117400 Progress: 11.7% Elapsed: 1 day, 14:14:27 Gen_loss: 0.9106 Dis_loss: 1.583 Cls_loss: 1.681 Topk: N/A ada_p: 0.1084
[INFO] 2021-10-20 04:28:23 > Step: 117500 Progress: 11.8% Elapsed: 1 day, 14:16:02 Gen_loss: 2.638 Dis_loss: 1.137 Cls_loss: 1.832 Topk: N/A ada_p: 0.1091
[INFO] 2021-10-20 04:29:57 > Step: 117600 Progress: 11.8% Elapsed: 1 day, 14:17:36 Gen_loss: 2.193 Dis_loss: 0.9641 Cls_loss: 1.385 Topk: N/A ada_p: 0.1119
[INFO] 2021-10-20 04:31:32 > Step: 117700 Progress: 11.8% Elapsed: 1 day, 14:19:10 Gen_loss: 2.087 Dis_loss: 0.7937 Cls_loss: 1.175 Topk: N/A ada_p: 0.1117
[INFO] 2021-10-20 04:33:16 > Step: 117800 Progress: 11.8% Elapsed: 1 day, 14:20:55 Gen_loss: 2.483 Dis_loss: 0.9044 Cls_loss: 1.592 Topk: N/A ada_p: 0.1128
[INFO] 2021-10-20 04:34:50 > Step: 117900 Progress: 11.8% Elapsed: 1 day, 14:22:29 Gen_loss: 2.204 Dis_loss: 0.6906 Cls_loss: 1.245 Topk: N/A ada_p: 0.1114
[INFO] 2021-10-20 04:36:24 > Step: 118000 Progress: 11.8% Elapsed: 1 day, 14:24:03 Gen_loss: 1.753 Dis_loss: 0.965 Cls_loss: 1.768 Topk: N/A ada_p: 0.1096
[INFO] 2021-10-20 04:37:58 > Step: 118100 Progress: 11.8% Elapsed: 1 day, 14:25:37 Gen_loss: 2.0 Dis_loss: 0.8763 Cls_loss: 1.515 Topk: N/A ada_p: 0.1128
[INFO] 2021-10-20 04:39:42 > Step: 118200 Progress: 11.8% Elapsed: 1 day, 14:27:21 Gen_loss: 2.65 Dis_loss: 1.011 Cls_loss: 1.377 Topk: N/A ada_p: 0.11
[INFO] 2021-10-20 04:41:16 > Step: 118300 Progress: 11.8% Elapsed: 1 day, 14:28:55 Gen_loss: 3.111 Dis_loss: 0.7544 Cls_loss: 1.711 Topk: N/A ada_p: 0.1075
[INFO] 2021-10-20 04:42:50 > Step: 118400 Progress: 11.8% Elapsed: 1 day, 14:30:29 Gen_loss: 2.888 Dis_loss: 0.8064 Cls_loss: 1.671 Topk: N/A ada_p: 0.1144
[INFO] 2021-10-20 04:44:24 > Step: 118500 Progress: 11.8% Elapsed: 1 day, 14:32:03 Gen_loss: 2.92 Dis_loss: 1.06 Cls_loss: 1.384 Topk: N/A ada_p: 0.1105
[INFO] 2021-10-20 04:46:09 > Step: 118600 Progress: 11.9% Elapsed: 1 day, 14:33:47 Gen_loss: 1.727 Dis_loss: 1.356 Cls_loss: 1.628 Topk: N/A ada_p: 0.1112
[INFO] 2021-10-20 04:47:43 > Step: 118700 Progress: 11.9% Elapsed: 1 day, 14:35:21 Gen_loss: 2.716 Dis_loss: 0.7763 Cls_loss: 1.394 Topk: N/A ada_p: 0.1116
[INFO] 2021-10-20 04:49:16 > Step: 118800 Progress: 11.9% Elapsed: 1 day, 14:36:55 Gen_loss: 2.48 Dis_loss: 0.647 Cls_loss: 1.513 Topk: N/A ada_p: 0.1139
[INFO] 2021-10-20 04:50:50 > Step: 118900 Progress: 11.9% Elapsed: 1 day, 14:38:29 Gen_loss: 2.34 Dis_loss: 0.8997 Cls_loss: 1.473 Topk: N/A ada_p: 0.1107
[INFO] 2021-10-20 04:52:33 > Step: 119000 Progress: 11.9% Elapsed: 1 day, 14:40:12 Gen_loss: 2.721 Dis_loss: 1.076 Cls_loss: 1.56 Topk: N/A ada_p: 0.1097
[INFO] 2021-10-20 04:54:07 > Step: 119100 Progress: 11.9% Elapsed: 1 day, 14:41:46 Gen_loss: 2.375 Dis_loss: 0.9431 Cls_loss: 1.191 Topk: N/A ada_p: 0.1093
[INFO] 2021-10-20 04:55:40 > Step: 119200 Progress: 11.9% Elapsed: 1 day, 14:43:19 Gen_loss: 2.798 Dis_loss: 0.6996 Cls_loss: 1.259 Topk: N/A ada_p: 0.1093
[INFO] 2021-10-20 04:57:14 > Step: 119300 Progress: 11.9% Elapsed: 1 day, 14:44:53 Gen_loss: 2.442 Dis_loss: 0.7284 Cls_loss: 1.736 Topk: N/A ada_p: 0.1036
[INFO] 2021-10-20 04:58:58 > Step: 119400 Progress: 11.9% Elapsed: 1 day, 14:46:37 Gen_loss: 2.183 Dis_loss: 0.8771 Cls_loss: 1.509 Topk: N/A ada_p: 0.112
[INFO] 2021-10-20 05:00:32 > Step: 119500 Progress: 11.9% Elapsed: 1 day, 14:48:11 Gen_loss: 1.75 Dis_loss: 0.6123 Cls_loss: 1.319 Topk: N/A ada_p: 0.1129
[INFO] 2021-10-20 05:02:07 > Step: 119600 Progress: 12.0% Elapsed: 1 day, 14:49:45 Gen_loss: 3.394 Dis_loss: 0.7453 Cls_loss: 1.537 Topk: N/A ada_p: 0.1098
[INFO] 2021-10-20 05:03:41 > Step: 119700 Progress: 12.0% Elapsed: 1 day, 14:51:20 Gen_loss: 3.301 Dis_loss: 1.045 Cls_loss: 1.656 Topk: N/A ada_p: 0.1141
[INFO] 2021-10-20 05:05:25 > Step: 119800 Progress: 12.0% Elapsed: 1 day, 14:53:04 Gen_loss: 2.705 Dis_loss: 0.4389 Cls_loss: 1.316 Topk: N/A ada_p: 0.1079
[INFO] 2021-10-20 05:07:00 > Step: 119900 Progress: 12.0% Elapsed: 1 day, 14:54:39 Gen_loss: 2.692 Dis_loss: 0.8393 Cls_loss: 1.398 Topk: N/A ada_p: 0.1096
[INFO] 2021-10-20 05:08:35 > Step: 120000 Progress: 12.0% Elapsed: 1 day, 14:56:14 Gen_loss: 2.748 Dis_loss: 0.7752 Cls_loss: 1.486 Topk: N/A ada_p: 0.1147
[INFO] 2021-10-20 05:08:35 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-20 05:08:35 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_120000.png
[INFO] 2021-10-20 05:08:35 > Start Evaluation (120000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-20 05:08:35 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-20 05:14:08 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-20 05:19:47 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-20 05:40:39 > Inception score (Step: 120000, 50000 generated images): 10.289506912231445
[INFO] 2021-10-20 05:40:39 > FID score (Step: 120000, Using train moments): 3.634945940339378
[INFO] 2021-10-20 05:40:39 > Improved Precision (Step: 120000, Using train images): 0.75804
[INFO] 2021-10-20 05:40:39 > Improved Recall (Step: 120000, Using train images): 0.58462
[INFO] 2021-10-20 05:40:39 > Density (Step: 120000, Using train images): 1.098432
[INFO] 2021-10-20 05:40:39 > Coverage (Step: 120000, Using train images): 0.89332
[INFO] 2021-10-20 05:40:39 > Best FID score (Step: 120000, Using train moments): 3.634945940339378
[INFO] 2021-10-20 05:41:00 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-20 05:42:34 > Step: 120100 Progress: 12.0% Elapsed: 1 day, 15:30:12 Gen_loss: 3.563 Dis_loss: 0.9431 Cls_loss: 1.526 Topk: N/A ada_p: 0.1092
[INFO] 2021-10-20 05:44:25 > Step: 120200 Progress: 12.0% Elapsed: 1 day, 15:32:04 Gen_loss: 2.139 Dis_loss: 0.6505 Cls_loss: 1.018 Topk: N/A ada_p: 0.1071
[INFO] 2021-10-20 05:46:00 > Step: 120300 Progress: 12.0% Elapsed: 1 day, 15:33:38 Gen_loss: 3.769 Dis_loss: 1.387 Cls_loss: 1.44 Topk: N/A ada_p: 0.1114
[INFO] 2021-10-20 05:47:34 > Step: 120400 Progress: 12.0% Elapsed: 1 day, 15:35:13 Gen_loss: 2.703 Dis_loss: 0.5654 Cls_loss: 1.381 Topk: N/A ada_p: 0.1045
[INFO] 2021-10-20 05:49:08 > Step: 120500 Progress: 12.0% Elapsed: 1 day, 15:36:47 Gen_loss: 2.604 Dis_loss: 1.002 Cls_loss: 1.578 Topk: N/A ada_p: 0.1115
[INFO] 2021-10-20 05:50:53 > Step: 120600 Progress: 12.1% Elapsed: 1 day, 15:38:31 Gen_loss: 3.123 Dis_loss: 0.9171 Cls_loss: 1.523 Topk: N/A ada_p: 0.1143
[INFO] 2021-10-20 05:52:28 > Step: 120700 Progress: 12.1% Elapsed: 1 day, 15:40:07 Gen_loss: 1.988 Dis_loss: 1.256 Cls_loss: 1.735 Topk: N/A ada_p: 0.1114
[INFO] 2021-10-20 05:54:03 > Step: 120800 Progress: 12.1% Elapsed: 1 day, 15:41:42 Gen_loss: 2.596 Dis_loss: 0.988 Cls_loss: 1.704 Topk: N/A ada_p: 0.1075
[INFO] 2021-10-20 05:55:38 > Step: 120900 Progress: 12.1% Elapsed: 1 day, 15:43:16 Gen_loss: 1.127 Dis_loss: 0.8415 Cls_loss: 1.573 Topk: N/A ada_p: 0.1097
[INFO] 2021-10-20 05:57:22 > Step: 121000 Progress: 12.1% Elapsed: 1 day, 15:45:01 Gen_loss: 1.386 Dis_loss: 1.346 Cls_loss: 1.563 Topk: N/A ada_p: 0.1141
[INFO] 2021-10-20 05:58:57 > Step: 121100 Progress: 12.1% Elapsed: 1 day, 15:46:36 Gen_loss: 2.63 Dis_loss: 0.8586 Cls_loss: 1.608 Topk: N/A ada_p: 0.1101
[INFO] 2021-10-20 06:00:32 > Step: 121200 Progress: 12.1% Elapsed: 1 day, 15:48:11 Gen_loss: 1.933 Dis_loss: 0.7685 Cls_loss: 1.468 Topk: N/A ada_p: 0.1091
[INFO] 2021-10-20 06:02:17 > Step: 121300 Progress: 12.1% Elapsed: 1 day, 15:49:56 Gen_loss: 3.882 Dis_loss: 0.6814 Cls_loss: 1.897 Topk: N/A ada_p: 0.1117
[INFO] 2021-10-20 06:03:52 > Step: 121400 Progress: 12.1% Elapsed: 1 day, 15:51:31 Gen_loss: 3.357 Dis_loss: 0.7849 Cls_loss: 1.677 Topk: N/A ada_p: 0.1199
[INFO] 2021-10-20 06:05:27 > Step: 121500 Progress: 12.2% Elapsed: 1 day, 15:53:06 Gen_loss: 2.36 Dis_loss: 0.6342 Cls_loss: 1.717 Topk: N/A ada_p: 0.1242
[INFO] 2021-10-20 06:07:01 > Step: 121600 Progress: 12.2% Elapsed: 1 day, 15:54:40 Gen_loss: 1.494 Dis_loss: 0.8884 Cls_loss: 1.632 Topk: N/A ada_p: 0.1237
[INFO] 2021-10-20 06:08:46 > Step: 121700 Progress: 12.2% Elapsed: 1 day, 15:56:25 Gen_loss: 3.397 Dis_loss: 0.9237 Cls_loss: 1.595 Topk: N/A ada_p: 0.1243
[INFO] 2021-10-20 06:10:21 > Step: 121800 Progress: 12.2% Elapsed: 1 day, 15:57:59 Gen_loss: 2.282 Dis_loss: 0.6824 Cls_loss: 1.44 Topk: N/A ada_p: 0.1225
[INFO] 2021-10-20 06:11:56 > Step: 121900 Progress: 12.2% Elapsed: 1 day, 15:59:35 Gen_loss: 3.086 Dis_loss: 0.7406 Cls_loss: 1.44 Topk: N/A ada_p: 0.1203
[INFO] 2021-10-20 06:13:31 > Step: 122000 Progress: 12.2% Elapsed: 1 day, 16:01:10 Gen_loss: 2.171 Dis_loss: 1.133 Cls_loss: 1.789 Topk: N/A ada_p: 0.1219
[INFO] 2021-10-20 06:15:16 > Step: 122100 Progress: 12.2% Elapsed: 1 day, 16:02:54 Gen_loss: 2.67 Dis_loss: 0.9634 Cls_loss: 1.667 Topk: N/A ada_p: 0.1156
[INFO] 2021-10-20 06:16:50 > Step: 122200 Progress: 12.2% Elapsed: 1 day, 16:04:29 Gen_loss: 2.023 Dis_loss: 0.6036 Cls_loss: 1.628 Topk: N/A ada_p: 0.1174
[INFO] 2021-10-20 06:18:25 > Step: 122300 Progress: 12.2% Elapsed: 1 day, 16:06:04 Gen_loss: 3.376 Dis_loss: 1.274 Cls_loss: 1.476 Topk: N/A ada_p: 0.1229
[INFO] 2021-10-20 06:20:00 > Step: 122400 Progress: 12.2% Elapsed: 1 day, 16:07:39 Gen_loss: 1.801 Dis_loss: 1.011 Cls_loss: 1.403 Topk: N/A ada_p: 0.1249
[INFO] 2021-10-20 06:21:45 > Step: 122500 Progress: 12.2% Elapsed: 1 day, 16:09:24 Gen_loss: 2.606 Dis_loss: 1.354 Cls_loss: 1.995 Topk: N/A ada_p: 0.1266
[INFO] 2021-10-20 06:23:20 > Step: 122600 Progress: 12.3% Elapsed: 1 day, 16:10:59 Gen_loss: 2.853 Dis_loss: 1.105 Cls_loss: 1.942 Topk: N/A ada_p: 0.1276
[INFO] 2021-10-20 06:24:55 > Step: 122700 Progress: 12.3% Elapsed: 1 day, 16:12:34 Gen_loss: 2.055 Dis_loss: 1.061 Cls_loss: 1.717 Topk: N/A ada_p: 0.1244
[INFO] 2021-10-20 06:26:30 > Step: 122800 Progress: 12.3% Elapsed: 1 day, 16:14:08 Gen_loss: 2.534 Dis_loss: 0.9198 Cls_loss: 1.795 Topk: N/A ada_p: 0.126
[INFO] 2021-10-20 06:28:14 > Step: 122900 Progress: 12.3% Elapsed: 1 day, 16:15:53 Gen_loss: 1.503 Dis_loss: 1.066 Cls_loss: 1.828 Topk: N/A ada_p: 0.1269
[INFO] 2021-10-20 06:29:49 > Step: 123000 Progress: 12.3% Elapsed: 1 day, 16:17:28 Gen_loss: 3.408 Dis_loss: 0.9874 Cls_loss: 1.512 Topk: N/A ada_p: 0.1253
[INFO] 2021-10-20 06:31:24 > Step: 123100 Progress: 12.3% Elapsed: 1 day, 16:19:03 Gen_loss: 3.595 Dis_loss: 1.038 Cls_loss: 1.462 Topk: N/A ada_p: 0.1267
[INFO] 2021-10-20 06:32:59 > Step: 123200 Progress: 12.3% Elapsed: 1 day, 16:20:38 Gen_loss: 2.677 Dis_loss: 1.205 Cls_loss: 1.623 Topk: N/A ada_p: 0.1198
[INFO] 2021-10-20 06:34:44 > Step: 123300 Progress: 12.3% Elapsed: 1 day, 16:22:23 Gen_loss: 2.1 Dis_loss: 0.7901 Cls_loss: 1.441 Topk: N/A ada_p: 0.1199
[INFO] 2021-10-20 06:36:19 > Step: 123400 Progress: 12.3% Elapsed: 1 day, 16:23:58 Gen_loss: 4.332 Dis_loss: 0.6936 Cls_loss: 1.505 Topk: N/A ada_p: 0.1181
[INFO] 2021-10-20 06:37:54 > Step: 123500 Progress: 12.3% Elapsed: 1 day, 16:25:32 Gen_loss: 2.633 Dis_loss: 1.253 Cls_loss: 1.901 Topk: N/A ada_p: 0.1208
[INFO] 2021-10-20 06:39:29 > Step: 123600 Progress: 12.4% Elapsed: 1 day, 16:27:08 Gen_loss: 4.778 Dis_loss: 1.021 Cls_loss: 1.598 Topk: N/A ada_p: 0.1196
[INFO] 2021-10-20 06:41:14 > Step: 123700 Progress: 12.4% Elapsed: 1 day, 16:28:53 Gen_loss: 1.963 Dis_loss: 0.6389 Cls_loss: 1.319 Topk: N/A ada_p: 0.1153
[INFO] 2021-10-20 06:42:49 > Step: 123800 Progress: 12.4% Elapsed: 1 day, 16:30:27 Gen_loss: 2.69 Dis_loss: 1.196 Cls_loss: 2.0 Topk: N/A ada_p: 0.1143
[INFO] 2021-10-20 06:44:24 > Step: 123900 Progress: 12.4% Elapsed: 1 day, 16:32:03 Gen_loss: 2.145 Dis_loss: 1.104 Cls_loss: 1.883 Topk: N/A ada_p: 0.1093
[INFO] 2021-10-20 06:45:58 > Step: 124000 Progress: 12.4% Elapsed: 1 day, 16:33:37 Gen_loss: 1.811 Dis_loss: 1.44 Cls_loss: 1.75 Topk: N/A ada_p: 0.1111
[INFO] 2021-10-20 06:47:44 > Step: 124100 Progress: 12.4% Elapsed: 1 day, 16:35:23 Gen_loss: 2.865 Dis_loss: 0.5319 Cls_loss: 1.577 Topk: N/A ada_p: 0.1189
[INFO] 2021-10-20 06:49:19 > Step: 124200 Progress: 12.4% Elapsed: 1 day, 16:36:58 Gen_loss: 2.021 Dis_loss: 2.45 Cls_loss: 2.118 Topk: N/A ada_p: 0.1248
[INFO] 2021-10-20 06:50:54 > Step: 124300 Progress: 12.4% Elapsed: 1 day, 16:38:33 Gen_loss: 2.473 Dis_loss: 0.6834 Cls_loss: 1.475 Topk: N/A ada_p: 0.1175
[INFO] 2021-10-20 06:52:29 > Step: 124400 Progress: 12.4% Elapsed: 1 day, 16:40:08 Gen_loss: 1.53 Dis_loss: 1.027 Cls_loss: 1.4 Topk: N/A ada_p: 0.1206
[INFO] 2021-10-20 06:54:14 > Step: 124500 Progress: 12.4% Elapsed: 1 day, 16:41:53 Gen_loss: 1.78 Dis_loss: 0.9455 Cls_loss: 1.33 Topk: N/A ada_p: 0.1253
[INFO] 2021-10-20 06:55:49 > Step: 124600 Progress: 12.5% Elapsed: 1 day, 16:43:28 Gen_loss: 2.052 Dis_loss: 0.807 Cls_loss: 1.302 Topk: N/A ada_p: 0.1276
[INFO] 2021-10-20 06:57:24 > Step: 124700 Progress: 12.5% Elapsed: 1 day, 16:45:03 Gen_loss: 2.039 Dis_loss: 0.5814 Cls_loss: 1.527 Topk: N/A ada_p: 0.1206
[INFO] 2021-10-20 06:58:59 > Step: 124800 Progress: 12.5% Elapsed: 1 day, 16:46:38 Gen_loss: 2.627 Dis_loss: 0.7348 Cls_loss: 1.447 Topk: N/A ada_p: 0.1216
[INFO] 2021-10-20 07:00:43 > Step: 124900 Progress: 12.5% Elapsed: 1 day, 16:48:22 Gen_loss: 1.794 Dis_loss: 1.191 Cls_loss: 1.704 Topk: N/A ada_p: 0.1184
[INFO] 2021-10-20 07:02:18 > Step: 125000 Progress: 12.5% Elapsed: 1 day, 16:49:57 Gen_loss: 2.708 Dis_loss: 0.7766 Cls_loss: 1.298 Topk: N/A ada_p: 0.124
[INFO] 2021-10-20 07:03:53 > Step: 125100 Progress: 12.5% Elapsed: 1 day, 16:51:32 Gen_loss: 2.009 Dis_loss: 0.5675 Cls_loss: 1.356 Topk: N/A ada_p: 0.1283
[INFO] 2021-10-20 07:05:38 > Step: 125200 Progress: 12.5% Elapsed: 1 day, 16:53:16 Gen_loss: 1.087 Dis_loss: 0.8544 Cls_loss: 1.232 Topk: N/A ada_p: 0.1306
[INFO] 2021-10-20 07:07:13 > Step: 125300 Progress: 12.5% Elapsed: 1 day, 16:54:52 Gen_loss: 3.244 Dis_loss: 0.8708 Cls_loss: 1.498 Topk: N/A ada_p: 0.1269
[INFO] 2021-10-20 07:08:48 > Step: 125400 Progress: 12.5% Elapsed: 1 day, 16:56:27 Gen_loss: 2.461 Dis_loss: 0.7539 Cls_loss: 1.415 Topk: N/A ada_p: 0.1243
[INFO] 2021-10-20 07:10:24 > Step: 125500 Progress: 12.6% Elapsed: 1 day, 16:58:03 Gen_loss: 3.517 Dis_loss: 1.007 Cls_loss: 1.761 Topk: N/A ada_p: 0.126
[INFO] 2021-10-20 07:12:09 > Step: 125600 Progress: 12.6% Elapsed: 1 day, 16:59:48 Gen_loss: 1.498 Dis_loss: 1.786 Cls_loss: 1.328 Topk: N/A ada_p: 0.1224
[INFO] 2021-10-20 07:13:44 > Step: 125700 Progress: 12.6% Elapsed: 1 day, 17:01:23 Gen_loss: 2.278 Dis_loss: 0.7854 Cls_loss: 1.354 Topk: N/A ada_p: 0.1281
[INFO] 2021-10-20 07:15:19 > Step: 125800 Progress: 12.6% Elapsed: 1 day, 17:02:57 Gen_loss: 2.678 Dis_loss: 0.8917 Cls_loss: 1.515 Topk: N/A ada_p: 0.1207
[INFO] 2021-10-20 07:16:54 > Step: 125900 Progress: 12.6% Elapsed: 1 day, 17:04:33 Gen_loss: 3.255 Dis_loss: 0.9856 Cls_loss: 1.743 Topk: N/A ada_p: 0.1178
[INFO] 2021-10-20 07:18:39 > Step: 126000 Progress: 12.6% Elapsed: 1 day, 17:06:18 Gen_loss: 2.526 Dis_loss: 1.135 Cls_loss: 1.688 Topk: N/A ada_p: 0.1193
[INFO] 2021-10-20 07:20:14 > Step: 126100 Progress: 12.6% Elapsed: 1 day, 17:07:52 Gen_loss: 3.127 Dis_loss: 0.7162 Cls_loss: 1.733 Topk: N/A ada_p: 0.1153
[INFO] 2021-10-20 07:21:49 > Step: 126200 Progress: 12.6% Elapsed: 1 day, 17:09:27 Gen_loss: 2.397 Dis_loss: 0.7733 Cls_loss: 1.362 Topk: N/A ada_p: 0.1158
[INFO] 2021-10-20 07:23:24 > Step: 126300 Progress: 12.6% Elapsed: 1 day, 17:11:03 Gen_loss: 2.236 Dis_loss: 0.871 Cls_loss: 1.657 Topk: N/A ada_p: 0.1157
[INFO] 2021-10-20 07:25:09 > Step: 126400 Progress: 12.6% Elapsed: 1 day, 17:12:47 Gen_loss: 1.277 Dis_loss: 1.764 Cls_loss: 1.537 Topk: N/A ada_p: 0.1144
[INFO] 2021-10-20 07:26:43 > Step: 126500 Progress: 12.7% Elapsed: 1 day, 17:14:22 Gen_loss: 2.651 Dis_loss: 0.7144 Cls_loss: 1.246 Topk: N/A ada_p: 0.1158
[INFO] 2021-10-20 07:28:19 > Step: 126600 Progress: 12.7% Elapsed: 1 day, 17:15:57 Gen_loss: 3.343 Dis_loss: 1.064 Cls_loss: 1.428 Topk: N/A ada_p: 0.1141
[INFO] 2021-10-20 07:29:53 > Step: 126700 Progress: 12.7% Elapsed: 1 day, 17:17:32 Gen_loss: 3.37 Dis_loss: 1.344 Cls_loss: 1.911 Topk: N/A ada_p: 0.1167
[INFO] 2021-10-20 07:31:39 > Step: 126800 Progress: 12.7% Elapsed: 1 day, 17:19:17 Gen_loss: 2.353 Dis_loss: 0.92 Cls_loss: 1.565 Topk: N/A ada_p: 0.1188
[INFO] 2021-10-20 07:33:14 > Step: 126900 Progress: 12.7% Elapsed: 1 day, 17:20:52 Gen_loss: 3.609 Dis_loss: 0.6667 Cls_loss: 1.69 Topk: N/A ada_p: 0.1151
[INFO] 2021-10-20 07:34:48 > Step: 127000 Progress: 12.7% Elapsed: 1 day, 17:22:27 Gen_loss: 4.285 Dis_loss: 0.8738 Cls_loss: 1.364 Topk: N/A ada_p: 0.1192
[INFO] 2021-10-20 07:36:23 > Step: 127100 Progress: 12.7% Elapsed: 1 day, 17:24:02 Gen_loss: 3.021 Dis_loss: 0.8165 Cls_loss: 1.451 Topk: N/A ada_p: 0.1198
[INFO] 2021-10-20 07:38:08 > Step: 127200 Progress: 12.7% Elapsed: 1 day, 17:25:47 Gen_loss: 3.125 Dis_loss: 1.032 Cls_loss: 1.732 Topk: N/A ada_p: 0.1162
[INFO] 2021-10-20 07:39:43 > Step: 127300 Progress: 12.7% Elapsed: 1 day, 17:27:22 Gen_loss: 1.845 Dis_loss: 1.009 Cls_loss: 1.467 Topk: N/A ada_p: 0.1248
[INFO] 2021-10-20 07:41:18 > Step: 127400 Progress: 12.7% Elapsed: 1 day, 17:28:57 Gen_loss: 3.641 Dis_loss: 2.157 Cls_loss: 1.762 Topk: N/A ada_p: 0.1269
[INFO] 2021-10-20 07:42:52 > Step: 127500 Progress: 12.8% Elapsed: 1 day, 17:30:31 Gen_loss: 1.301 Dis_loss: 1.251 Cls_loss: 1.666 Topk: N/A ada_p: 0.1213
[INFO] 2021-10-20 07:44:37 > Step: 127600 Progress: 12.8% Elapsed: 1 day, 17:32:16 Gen_loss: 2.33 Dis_loss: 1.039 Cls_loss: 1.842 Topk: N/A ada_p: 0.1226
[INFO] 2021-10-20 07:46:12 > Step: 127700 Progress: 12.8% Elapsed: 1 day, 17:33:51 Gen_loss: 3.63 Dis_loss: 0.9513 Cls_loss: 1.714 Topk: N/A ada_p: 0.1205
[INFO] 2021-10-20 07:47:46 > Step: 127800 Progress: 12.8% Elapsed: 1 day, 17:35:25 Gen_loss: 2.793 Dis_loss: 0.8977 Cls_loss: 1.606 Topk: N/A ada_p: 0.1225
[INFO] 2021-10-20 07:49:21 > Step: 127900 Progress: 12.8% Elapsed: 1 day, 17:37:00 Gen_loss: 2.217 Dis_loss: 1.064 Cls_loss: 1.455 Topk: N/A ada_p: 0.1244
[INFO] 2021-10-20 07:51:05 > Step: 128000 Progress: 12.8% Elapsed: 1 day, 17:38:44 Gen_loss: 3.695 Dis_loss: 0.6082 Cls_loss: 1.263 Topk: N/A ada_p: 0.1254
[INFO] 2021-10-20 07:52:39 > Step: 128100 Progress: 12.8% Elapsed: 1 day, 17:40:18 Gen_loss: 3.118 Dis_loss: 0.7866 Cls_loss: 1.415 Topk: N/A ada_p: 0.1217
[INFO] 2021-10-20 07:54:14 > Step: 128200 Progress: 12.8% Elapsed: 1 day, 17:41:52 Gen_loss: 3.471 Dis_loss: 1.136 Cls_loss: 1.737 Topk: N/A ada_p: 0.1179
[INFO] 2021-10-20 07:55:48 > Step: 128300 Progress: 12.8% Elapsed: 1 day, 17:43:27 Gen_loss: 3.015 Dis_loss: 0.8551 Cls_loss: 1.497 Topk: N/A ada_p: 0.1203
[INFO] 2021-10-20 07:57:32 > Step: 128400 Progress: 12.8% Elapsed: 1 day, 17:45:11 Gen_loss: 3.141 Dis_loss: 0.84 Cls_loss: 1.695 Topk: N/A ada_p: 0.1203
[INFO] 2021-10-20 07:59:07 > Step: 128500 Progress: 12.8% Elapsed: 1 day, 17:46:45 Gen_loss: 2.597 Dis_loss: 0.9632 Cls_loss: 1.471 Topk: N/A ada_p: 0.1215
[INFO] 2021-10-20 08:00:40 > Step: 128600 Progress: 12.9% Elapsed: 1 day, 17:48:19 Gen_loss: 2.095 Dis_loss: 1.008 Cls_loss: 1.572 Topk: N/A ada_p: 0.1189
[INFO] 2021-10-20 08:02:15 > Step: 128700 Progress: 12.9% Elapsed: 1 day, 17:49:53 Gen_loss: 1.865 Dis_loss: 0.943 Cls_loss: 1.755 Topk: N/A ada_p: 0.1229
[INFO] 2021-10-20 08:03:58 > Step: 128800 Progress: 12.9% Elapsed: 1 day, 17:51:37 Gen_loss: 1.972 Dis_loss: 1.04 Cls_loss: 1.731 Topk: N/A ada_p: 0.1213
[INFO] 2021-10-20 08:05:33 > Step: 128900 Progress: 12.9% Elapsed: 1 day, 17:53:11 Gen_loss: 3.524 Dis_loss: 1.025 Cls_loss: 1.449 Topk: N/A ada_p: 0.1181
[INFO] 2021-10-20 08:07:06 > Step: 129000 Progress: 12.9% Elapsed: 1 day, 17:54:45 Gen_loss: 2.017 Dis_loss: 0.6337 Cls_loss: 1.298 Topk: N/A ada_p: 0.1169
[INFO] 2021-10-20 08:08:50 > Step: 129100 Progress: 12.9% Elapsed: 1 day, 17:56:29 Gen_loss: 2.494 Dis_loss: 0.9165 Cls_loss: 1.488 Topk: N/A ada_p: 0.1165
[INFO] 2021-10-20 08:10:23 > Step: 129200 Progress: 12.9% Elapsed: 1 day, 17:58:02 Gen_loss: 1.017 Dis_loss: 1.409 Cls_loss: 1.886 Topk: N/A ada_p: 0.1211
[INFO] 2021-10-20 08:11:57 > Step: 129300 Progress: 12.9% Elapsed: 1 day, 17:59:35 Gen_loss: 1.999 Dis_loss: 0.7207 Cls_loss: 1.581 Topk: N/A ada_p: 0.1161
[INFO] 2021-10-20 08:13:30 > Step: 129400 Progress: 12.9% Elapsed: 1 day, 18:01:09 Gen_loss: 1.926 Dis_loss: 1.46 Cls_loss: 1.519 Topk: N/A ada_p: 0.1184
[INFO] 2021-10-20 08:15:14 > Step: 129500 Progress: 13.0% Elapsed: 1 day, 18:02:53 Gen_loss: 2.215 Dis_loss: 0.9456 Cls_loss: 1.608 Topk: N/A ada_p: 0.1201
[INFO] 2021-10-20 08:16:47 > Step: 129600 Progress: 13.0% Elapsed: 1 day, 18:04:26 Gen_loss: 3.991 Dis_loss: 1.008 Cls_loss: 1.558 Topk: N/A ada_p: 0.118
[INFO] 2021-10-20 08:18:21 > Step: 129700 Progress: 13.0% Elapsed: 1 day, 18:05:59 Gen_loss: 2.623 Dis_loss: 0.9887 Cls_loss: 1.743 Topk: N/A ada_p: 0.1194
[INFO] 2021-10-20 08:19:55 > Step: 129800 Progress: 13.0% Elapsed: 1 day, 18:07:34 Gen_loss: 1.993 Dis_loss: 0.6409 Cls_loss: 1.743 Topk: N/A ada_p: 0.1146
[INFO] 2021-10-20 08:21:40 > Step: 129900 Progress: 13.0% Elapsed: 1 day, 18:09:18 Gen_loss: 2.364 Dis_loss: 1.029 Cls_loss: 1.247 Topk: N/A ada_p: 0.1132
[INFO] 2021-10-20 08:23:14 > Step: 130000 Progress: 13.0% Elapsed: 1 day, 18:10:53 Gen_loss: 3.08 Dis_loss: 1.008 Cls_loss: 1.333 Topk: N/A ada_p: 0.1147
[INFO] 2021-10-20 08:23:14 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-20 08:23:14 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_130000.png
[INFO] 2021-10-20 08:23:14 > Start Evaluation (130000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-20 08:23:14 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-20 08:28:48 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-20 08:34:27 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-20 08:54:03 > Inception score (Step: 130000, 50000 generated images): 10.313689231872559
[INFO] 2021-10-20 08:54:03 > FID score (Step: 130000, Using train moments): 3.5347737920491795
[INFO] 2021-10-20 08:54:03 > Improved Precision (Step: 130000, Using train images): 0.75654
[INFO] 2021-10-20 08:54:03 > Improved Recall (Step: 130000, Using train images): 0.58304
[INFO] 2021-10-20 08:54:03 > Density (Step: 130000, Using train images): 1.1009
[INFO] 2021-10-20 08:54:03 > Coverage (Step: 130000, Using train images): 0.89744
[INFO] 2021-10-20 08:54:03 > Best FID score (Step: 130000, Using train moments): 3.5347737920491795
[INFO] 2021-10-20 08:54:26 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-20 08:57:05 > Step: 130100 Progress: 13.0% Elapsed: 1 day, 18:44:44 Gen_loss: 2.538 Dis_loss: 0.9213 Cls_loss: 1.973 Topk: N/A ada_p: 0.113
[INFO] 2021-10-20 08:58:40 > Step: 130200 Progress: 13.0% Elapsed: 1 day, 18:46:19 Gen_loss: 2.209 Dis_loss: 0.5954 Cls_loss: 1.328 Topk: N/A ada_p: 0.1166
[INFO] 2021-10-20 09:00:32 > Step: 130300 Progress: 13.0% Elapsed: 1 day, 18:48:11 Gen_loss: 2.463 Dis_loss: 0.6443 Cls_loss: 1.689 Topk: N/A ada_p: 0.1203
[INFO] 2021-10-20 09:02:07 > Step: 130400 Progress: 13.0% Elapsed: 1 day, 18:49:46 Gen_loss: 1.597 Dis_loss: 1.29 Cls_loss: 1.408 Topk: N/A ada_p: 0.1219
[INFO] 2021-10-20 09:03:41 > Step: 130500 Progress: 13.1% Elapsed: 1 day, 18:51:20 Gen_loss: 3.202 Dis_loss: 1.056 Cls_loss: 1.345 Topk: N/A ada_p: 0.1253
[INFO] 2021-10-20 09:05:16 > Step: 130600 Progress: 13.1% Elapsed: 1 day, 18:52:54 Gen_loss: 1.861 Dis_loss: 0.8598 Cls_loss: 1.374 Topk: N/A ada_p: 0.1258
[INFO] 2021-10-20 09:07:01 > Step: 130700 Progress: 13.1% Elapsed: 1 day, 18:54:40 Gen_loss: 2.687 Dis_loss: 1.133 Cls_loss: 1.766 Topk: N/A ada_p: 0.1216
[INFO] 2021-10-20 09:08:36 > Step: 130800 Progress: 13.1% Elapsed: 1 day, 18:56:15 Gen_loss: 1.33 Dis_loss: 1.227 Cls_loss: 1.798 Topk: N/A ada_p: 0.1262
[INFO] 2021-10-20 09:10:11 > Step: 130900 Progress: 13.1% Elapsed: 1 day, 18:57:50 Gen_loss: 3.367 Dis_loss: 0.9025 Cls_loss: 1.771 Topk: N/A ada_p: 0.1215
[INFO] 2021-10-20 09:11:46 > Step: 131000 Progress: 13.1% Elapsed: 1 day, 18:59:24 Gen_loss: 1.497 Dis_loss: 0.6214 Cls_loss: 1.238 Topk: N/A ada_p: 0.1261
[INFO] 2021-10-20 09:13:31 > Step: 131100 Progress: 13.1% Elapsed: 1 day, 19:01:09 Gen_loss: 2.946 Dis_loss: 0.7682 Cls_loss: 1.55 Topk: N/A ada_p: 0.1265
[INFO] 2021-10-20 09:15:05 > Step: 131200 Progress: 13.1% Elapsed: 1 day, 19:02:44 Gen_loss: 3.249 Dis_loss: 0.9091 Cls_loss: 1.546 Topk: N/A ada_p: 0.1201
[INFO] 2021-10-20 09:16:40 > Step: 131300 Progress: 13.1% Elapsed: 1 day, 19:04:19 Gen_loss: 3.531 Dis_loss: 0.8128 Cls_loss: 1.509 Topk: N/A ada_p: 0.1271
[INFO] 2021-10-20 09:18:15 > Step: 131400 Progress: 13.1% Elapsed: 1 day, 19:05:54 Gen_loss: 2.929 Dis_loss: 0.9426 Cls_loss: 1.831 Topk: N/A ada_p: 0.1261
[INFO] 2021-10-20 09:20:00 > Step: 131500 Progress: 13.2% Elapsed: 1 day, 19:07:39 Gen_loss: 1.015 Dis_loss: 0.9094 Cls_loss: 1.547 Topk: N/A ada_p: 0.1211
[INFO] 2021-10-20 09:21:36 > Step: 131600 Progress: 13.2% Elapsed: 1 day, 19:09:14 Gen_loss: 2.437 Dis_loss: 1.008 Cls_loss: 1.876 Topk: N/A ada_p: 0.116
[INFO] 2021-10-20 09:23:11 > Step: 131700 Progress: 13.2% Elapsed: 1 day, 19:10:50 Gen_loss: 2.083 Dis_loss: 0.7836 Cls_loss: 1.385 Topk: N/A ada_p: 0.1161
[INFO] 2021-10-20 09:24:46 > Step: 131800 Progress: 13.2% Elapsed: 1 day, 19:12:25 Gen_loss: 2.125 Dis_loss: 0.7244 Cls_loss: 1.571 Topk: N/A ada_p: 0.1141
[INFO] 2021-10-20 09:26:31 > Step: 131900 Progress: 13.2% Elapsed: 1 day, 19:14:10 Gen_loss: 2.127 Dis_loss: 1.195 Cls_loss: 1.475 Topk: N/A ada_p: 0.1203
[INFO] 2021-10-20 09:28:06 > Step: 132000 Progress: 13.2% Elapsed: 1 day, 19:15:45 Gen_loss: 1.33 Dis_loss: 1.235 Cls_loss: 1.863 Topk: N/A ada_p: 0.1201
[INFO] 2021-10-20 09:29:41 > Step: 132100 Progress: 13.2% Elapsed: 1 day, 19:17:20 Gen_loss: 4.827 Dis_loss: 0.873 Cls_loss: 1.532 Topk: N/A ada_p: 0.1243
[INFO] 2021-10-20 09:31:16 > Step: 132200 Progress: 13.2% Elapsed: 1 day, 19:18:55 Gen_loss: 2.381 Dis_loss: 0.7676 Cls_loss: 1.431 Topk: N/A ada_p: 0.1245
[INFO] 2021-10-20 09:33:01 > Step: 132300 Progress: 13.2% Elapsed: 1 day, 19:20:40 Gen_loss: 2.68 Dis_loss: 1.184 Cls_loss: 1.559 Topk: N/A ada_p: 0.1237
[INFO] 2021-10-20 09:34:36 > Step: 132400 Progress: 13.2% Elapsed: 1 day, 19:22:15 Gen_loss: 1.604 Dis_loss: 0.8189 Cls_loss: 1.505 Topk: N/A ada_p: 0.1234
[INFO] 2021-10-20 09:36:12 > Step: 132500 Progress: 13.2% Elapsed: 1 day, 19:23:51 Gen_loss: 2.285 Dis_loss: 0.7405 Cls_loss: 1.528 Topk: N/A ada_p: 0.122
[INFO] 2021-10-20 09:37:47 > Step: 132600 Progress: 13.3% Elapsed: 1 day, 19:25:26 Gen_loss: 1.351 Dis_loss: 0.8341 Cls_loss: 1.513 Topk: N/A ada_p: 0.1189
[INFO] 2021-10-20 09:39:32 > Step: 132700 Progress: 13.3% Elapsed: 1 day, 19:27:11 Gen_loss: 1.213 Dis_loss: 1.121 Cls_loss: 1.398 Topk: N/A ada_p: 0.1257
[INFO] 2021-10-20 09:41:06 > Step: 132800 Progress: 13.3% Elapsed: 1 day, 19:28:45 Gen_loss: 1.702 Dis_loss: 1.613 Cls_loss: 1.421 Topk: N/A ada_p: 0.1239
[INFO] 2021-10-20 09:42:41 > Step: 132900 Progress: 13.3% Elapsed: 1 day, 19:30:20 Gen_loss: 4.438 Dis_loss: 1.069 Cls_loss: 1.983 Topk: N/A ada_p: 0.1225
[INFO] 2021-10-20 09:44:27 > Step: 133000 Progress: 13.3% Elapsed: 1 day, 19:32:06 Gen_loss: 3.112 Dis_loss: 1.149 Cls_loss: 1.658 Topk: N/A ada_p: 0.1202
[INFO] 2021-10-20 09:46:02 > Step: 133100 Progress: 13.3% Elapsed: 1 day, 19:33:41 Gen_loss: 1.395 Dis_loss: 1.112 Cls_loss: 1.868 Topk: N/A ada_p: 0.1237
[INFO] 2021-10-20 09:47:37 > Step: 133200 Progress: 13.3% Elapsed: 1 day, 19:35:16 Gen_loss: 2.024 Dis_loss: 0.8023 Cls_loss: 1.439 Topk: N/A ada_p: 0.1219
[INFO] 2021-10-20 09:49:13 > Step: 133300 Progress: 13.3% Elapsed: 1 day, 19:36:51 Gen_loss: 4.178 Dis_loss: 0.7827 Cls_loss: 1.78 Topk: N/A ada_p: 0.1212
[INFO] 2021-10-20 09:50:58 > Step: 133400 Progress: 13.3% Elapsed: 1 day, 19:38:37 Gen_loss: 4.485 Dis_loss: 0.73 Cls_loss: 1.316 Topk: N/A ada_p: 0.1238
[INFO] 2021-10-20 09:52:33 > Step: 133500 Progress: 13.4% Elapsed: 1 day, 19:40:12 Gen_loss: 2.493 Dis_loss: 0.5978 Cls_loss: 1.376 Topk: N/A ada_p: 0.1216
[INFO] 2021-10-20 09:54:10 > Step: 133600 Progress: 13.4% Elapsed: 1 day, 19:41:49 Gen_loss: 1.331 Dis_loss: 0.818 Cls_loss: 1.441 Topk: N/A ada_p: 0.1237
[INFO] 2021-10-20 09:55:45 > Step: 133700 Progress: 13.4% Elapsed: 1 day, 19:43:24 Gen_loss: 2.362 Dis_loss: 1.083 Cls_loss: 1.565 Topk: N/A ada_p: 0.1245
[INFO] 2021-10-20 09:57:30 > Step: 133800 Progress: 13.4% Elapsed: 1 day, 19:45:09 Gen_loss: 2.341 Dis_loss: 0.8144 Cls_loss: 1.357 Topk: N/A ada_p: 0.1212
[INFO] 2021-10-20 09:59:05 > Step: 133900 Progress: 13.4% Elapsed: 1 day, 19:46:44 Gen_loss: 2.387 Dis_loss: 0.8454 Cls_loss: 1.707 Topk: N/A ada_p: 0.1242
[INFO] 2021-10-20 10:00:40 > Step: 134000 Progress: 13.4% Elapsed: 1 day, 19:48:19 Gen_loss: 3.797 Dis_loss: 1.443 Cls_loss: 1.691 Topk: N/A ada_p: 0.126
[INFO] 2021-10-20 10:02:15 > Step: 134100 Progress: 13.4% Elapsed: 1 day, 19:49:54 Gen_loss: 2.69 Dis_loss: 0.6508 Cls_loss: 1.472 Topk: N/A ada_p: 0.1207
[INFO] 2021-10-20 10:04:01 > Step: 134200 Progress: 13.4% Elapsed: 1 day, 19:51:40 Gen_loss: 2.037 Dis_loss: 1.105 Cls_loss: 1.185 Topk: N/A ada_p: 0.1253
[INFO] 2021-10-20 10:05:36 > Step: 134300 Progress: 13.4% Elapsed: 1 day, 19:53:15 Gen_loss: 2.346 Dis_loss: 0.8509 Cls_loss: 1.646 Topk: N/A ada_p: 0.1285
[INFO] 2021-10-20 10:07:11 > Step: 134400 Progress: 13.4% Elapsed: 1 day, 19:54:50 Gen_loss: 4.768 Dis_loss: 1.62 Cls_loss: 1.724 Topk: N/A ada_p: 0.1295
[INFO] 2021-10-20 10:08:47 > Step: 134500 Progress: 13.5% Elapsed: 1 day, 19:56:25 Gen_loss: 5.194 Dis_loss: 1.225 Cls_loss: 2.07 Topk: N/A ada_p: 0.1292
[INFO] 2021-10-20 10:10:32 > Step: 134600 Progress: 13.5% Elapsed: 1 day, 19:58:11 Gen_loss: 2.765 Dis_loss: 0.812 Cls_loss: 1.392 Topk: N/A ada_p: 0.1315
[INFO] 2021-10-20 10:12:07 > Step: 134700 Progress: 13.5% Elapsed: 1 day, 19:59:46 Gen_loss: 1.935 Dis_loss: 0.8274 Cls_loss: 1.618 Topk: N/A ada_p: 0.1265
[INFO] 2021-10-20 10:13:42 > Step: 134800 Progress: 13.5% Elapsed: 1 day, 20:01:21 Gen_loss: 2.578 Dis_loss: 1.17 Cls_loss: 1.71 Topk: N/A ada_p: 0.1239
[INFO] 2021-10-20 10:15:18 > Step: 134900 Progress: 13.5% Elapsed: 1 day, 20:02:56 Gen_loss: 1.884 Dis_loss: 1.278 Cls_loss: 1.322 Topk: N/A ada_p: 0.1294
[INFO] 2021-10-20 10:17:03 > Step: 135000 Progress: 13.5% Elapsed: 1 day, 20:04:42 Gen_loss: 2.297 Dis_loss: 0.994 Cls_loss: 1.685 Topk: N/A ada_p: 0.1269
[INFO] 2021-10-20 10:18:38 > Step: 135100 Progress: 13.5% Elapsed: 1 day, 20:06:17 Gen_loss: 2.399 Dis_loss: 0.6687 Cls_loss: 1.817 Topk: N/A ada_p: 0.1277
[INFO] 2021-10-20 10:20:14 > Step: 135200 Progress: 13.5% Elapsed: 1 day, 20:07:53 Gen_loss: 3.196 Dis_loss: 0.6698 Cls_loss: 1.3 Topk: N/A ada_p: 0.126
[INFO] 2021-10-20 10:21:50 > Step: 135300 Progress: 13.5% Elapsed: 1 day, 20:09:29 Gen_loss: 1.6 Dis_loss: 1.066 Cls_loss: 1.867 Topk: N/A ada_p: 0.1243
[INFO] 2021-10-20 10:23:35 > Step: 135400 Progress: 13.5% Elapsed: 1 day, 20:11:13 Gen_loss: 3.14 Dis_loss: 0.741 Cls_loss: 1.614 Topk: N/A ada_p: 0.1179
[INFO] 2021-10-20 10:25:10 > Step: 135500 Progress: 13.6% Elapsed: 1 day, 20:12:49 Gen_loss: 3.052 Dis_loss: 1.204 Cls_loss: 1.834 Topk: N/A ada_p: 0.1239
[INFO] 2021-10-20 10:26:45 > Step: 135600 Progress: 13.6% Elapsed: 1 day, 20:14:24 Gen_loss: 3.187 Dis_loss: 0.9263 Cls_loss: 1.885 Topk: N/A ada_p: 0.126
[INFO] 2021-10-20 10:28:20 > Step: 135700 Progress: 13.6% Elapsed: 1 day, 20:15:59 Gen_loss: 3.647 Dis_loss: 1.27 Cls_loss: 1.656 Topk: N/A ada_p: 0.1194
[INFO] 2021-10-20 10:30:05 > Step: 135800 Progress: 13.6% Elapsed: 1 day, 20:17:44 Gen_loss: 1.58 Dis_loss: 1.215 Cls_loss: 1.679 Topk: N/A ada_p: 0.1146
[INFO] 2021-10-20 10:31:40 > Step: 135900 Progress: 13.6% Elapsed: 1 day, 20:19:19 Gen_loss: 2.338 Dis_loss: 0.8769 Cls_loss: 1.527 Topk: N/A ada_p: 0.1167
[INFO] 2021-10-20 10:33:14 > Step: 136000 Progress: 13.6% Elapsed: 1 day, 20:20:53 Gen_loss: 3.823 Dis_loss: 0.6913 Cls_loss: 1.744 Topk: N/A ada_p: 0.1152
[INFO] 2021-10-20 10:34:50 > Step: 136100 Progress: 13.6% Elapsed: 1 day, 20:22:29 Gen_loss: 2.383 Dis_loss: 0.6886 Cls_loss: 1.384 Topk: N/A ada_p: 0.1105
[INFO] 2021-10-20 10:36:35 > Step: 136200 Progress: 13.6% Elapsed: 1 day, 20:24:14 Gen_loss: 2.736 Dis_loss: 0.778 Cls_loss: 1.455 Topk: N/A ada_p: 0.113
[INFO] 2021-10-20 10:38:11 > Step: 136300 Progress: 13.6% Elapsed: 1 day, 20:25:50 Gen_loss: 2.601 Dis_loss: 1.093 Cls_loss: 1.849 Topk: N/A ada_p: 0.1198
[INFO] 2021-10-20 10:39:46 > Step: 136400 Progress: 13.6% Elapsed: 1 day, 20:27:25 Gen_loss: 3.248 Dis_loss: 0.9858 Cls_loss: 1.468 Topk: N/A ada_p: 0.1219
[INFO] 2021-10-20 10:41:21 > Step: 136500 Progress: 13.7% Elapsed: 1 day, 20:29:00 Gen_loss: 2.831 Dis_loss: 0.7869 Cls_loss: 1.547 Topk: N/A ada_p: 0.1151
[INFO] 2021-10-20 10:43:06 > Step: 136600 Progress: 13.7% Elapsed: 1 day, 20:30:45 Gen_loss: 3.65 Dis_loss: 0.937 Cls_loss: 1.561 Topk: N/A ada_p: 0.1207
[INFO] 2021-10-20 10:44:41 > Step: 136700 Progress: 13.7% Elapsed: 1 day, 20:32:20 Gen_loss: 2.693 Dis_loss: 0.605 Cls_loss: 1.361 Topk: N/A ada_p: 0.1196
[INFO] 2021-10-20 10:46:16 > Step: 136800 Progress: 13.7% Elapsed: 1 day, 20:33:54 Gen_loss: 3.805 Dis_loss: 1.252 Cls_loss: 1.621 Topk: N/A ada_p: 0.1229
[INFO] 2021-10-20 10:48:01 > Step: 136900 Progress: 13.7% Elapsed: 1 day, 20:35:40 Gen_loss: 3.157 Dis_loss: 0.7574 Cls_loss: 1.615 Topk: N/A ada_p: 0.1212
[INFO] 2021-10-20 10:49:35 > Step: 137000 Progress: 13.7% Elapsed: 1 day, 20:37:14 Gen_loss: 2.018 Dis_loss: 1.114 Cls_loss: 1.539 Topk: N/A ada_p: 0.1212
[INFO] 2021-10-20 10:51:10 > Step: 137100 Progress: 13.7% Elapsed: 1 day, 20:38:49 Gen_loss: 3.259 Dis_loss: 1.144 Cls_loss: 1.765 Topk: N/A ada_p: 0.1303
[INFO] 2021-10-20 10:52:45 > Step: 137200 Progress: 13.7% Elapsed: 1 day, 20:40:24 Gen_loss: 2.606 Dis_loss: 1.043 Cls_loss: 1.46 Topk: N/A ada_p: 0.1301
[INFO] 2021-10-20 10:54:30 > Step: 137300 Progress: 13.7% Elapsed: 1 day, 20:42:09 Gen_loss: 2.612 Dis_loss: 0.8652 Cls_loss: 1.896 Topk: N/A ada_p: 0.1261
[INFO] 2021-10-20 10:56:05 > Step: 137400 Progress: 13.7% Elapsed: 1 day, 20:43:43 Gen_loss: 2.108 Dis_loss: 0.7603 Cls_loss: 1.449 Topk: N/A ada_p: 0.1205
[INFO] 2021-10-20 10:57:40 > Step: 137500 Progress: 13.8% Elapsed: 1 day, 20:45:18 Gen_loss: 2.725 Dis_loss: 1.779 Cls_loss: 1.98 Topk: N/A ada_p: 0.1231
[INFO] 2021-10-20 10:59:14 > Step: 137600 Progress: 13.8% Elapsed: 1 day, 20:46:53 Gen_loss: 1.69 Dis_loss: 1.55 Cls_loss: 1.689 Topk: N/A ada_p: 0.1237
[INFO] 2021-10-20 11:01:00 > Step: 137700 Progress: 13.8% Elapsed: 1 day, 20:48:38 Gen_loss: 2.35 Dis_loss: 0.7556 Cls_loss: 1.432 Topk: N/A ada_p: 0.1281
[INFO] 2021-10-20 11:02:35 > Step: 137800 Progress: 13.8% Elapsed: 1 day, 20:50:14 Gen_loss: 2.418 Dis_loss: 0.6502 Cls_loss: 1.439 Topk: N/A ada_p: 0.1307
[INFO] 2021-10-20 11:04:10 > Step: 137900 Progress: 13.8% Elapsed: 1 day, 20:51:49 Gen_loss: 1.915 Dis_loss: 1.075 Cls_loss: 1.603 Topk: N/A ada_p: 0.1293
[INFO] 2021-10-20 11:05:45 > Step: 138000 Progress: 13.8% Elapsed: 1 day, 20:53:23 Gen_loss: 1.989 Dis_loss: 0.931 Cls_loss: 1.556 Topk: N/A ada_p: 0.1308
[INFO] 2021-10-20 11:07:29 > Step: 138100 Progress: 13.8% Elapsed: 1 day, 20:55:08 Gen_loss: 2.229 Dis_loss: 0.8423 Cls_loss: 1.975 Topk: N/A ada_p: 0.1212
[INFO] 2021-10-20 11:09:04 > Step: 138200 Progress: 13.8% Elapsed: 1 day, 20:56:43 Gen_loss: 1.018 Dis_loss: 1.069 Cls_loss: 1.419 Topk: N/A ada_p: 0.1286
[INFO] 2021-10-20 11:10:39 > Step: 138300 Progress: 13.8% Elapsed: 1 day, 20:58:18 Gen_loss: 1.444 Dis_loss: 0.8781 Cls_loss: 1.511 Topk: N/A ada_p: 0.1265
[INFO] 2021-10-20 11:12:14 > Step: 138400 Progress: 13.8% Elapsed: 1 day, 20:59:53 Gen_loss: 1.463 Dis_loss: 0.5827 Cls_loss: 1.609 Topk: N/A ada_p: 0.1247
[INFO] 2021-10-20 11:13:59 > Step: 138500 Progress: 13.9% Elapsed: 1 day, 21:01:38 Gen_loss: 2.778 Dis_loss: 1.158 Cls_loss: 1.536 Topk: N/A ada_p: 0.1256
[INFO] 2021-10-20 11:15:34 > Step: 138600 Progress: 13.9% Elapsed: 1 day, 21:03:12 Gen_loss: 3.7 Dis_loss: 0.9177 Cls_loss: 1.278 Topk: N/A ada_p: 0.1217
[INFO] 2021-10-20 11:17:09 > Step: 138700 Progress: 13.9% Elapsed: 1 day, 21:04:47 Gen_loss: 2.921 Dis_loss: 0.806 Cls_loss: 1.692 Topk: N/A ada_p: 0.1242
[INFO] 2021-10-20 11:18:43 > Step: 138800 Progress: 13.9% Elapsed: 1 day, 21:06:22 Gen_loss: 2.0 Dis_loss: 2.225 Cls_loss: 1.726 Topk: N/A ada_p: 0.127
[INFO] 2021-10-20 11:20:28 > Step: 138900 Progress: 13.9% Elapsed: 1 day, 21:08:07 Gen_loss: 2.366 Dis_loss: 0.9442 Cls_loss: 1.554 Topk: N/A ada_p: 0.1312
[INFO] 2021-10-20 11:22:03 > Step: 139000 Progress: 13.9% Elapsed: 1 day, 21:09:42 Gen_loss: 3.535 Dis_loss: 1.11 Cls_loss: 2.053 Topk: N/A ada_p: 0.1322
[INFO] 2021-10-20 11:23:37 > Step: 139100 Progress: 13.9% Elapsed: 1 day, 21:11:16 Gen_loss: 2.601 Dis_loss: 0.6091 Cls_loss: 1.555 Topk: N/A ada_p: 0.1311
[INFO] 2021-10-20 11:25:11 > Step: 139200 Progress: 13.9% Elapsed: 1 day, 21:12:49 Gen_loss: 1.916 Dis_loss: 1.489 Cls_loss: 1.595 Topk: N/A ada_p: 0.1344
[INFO] 2021-10-20 11:26:55 > Step: 139300 Progress: 13.9% Elapsed: 1 day, 21:14:33 Gen_loss: 2.74 Dis_loss: 0.8558 Cls_loss: 1.501 Topk: N/A ada_p: 0.1327
[INFO] 2021-10-20 11:28:29 > Step: 139400 Progress: 13.9% Elapsed: 1 day, 21:16:08 Gen_loss: 3.222 Dis_loss: 1.181 Cls_loss: 1.7 Topk: N/A ada_p: 0.1309
[INFO] 2021-10-20 11:30:03 > Step: 139500 Progress: 14.0% Elapsed: 1 day, 21:17:42 Gen_loss: 4.223 Dis_loss: 0.8686 Cls_loss: 1.761 Topk: N/A ada_p: 0.1208
[INFO] 2021-10-20 11:31:37 > Step: 139600 Progress: 14.0% Elapsed: 1 day, 21:19:16 Gen_loss: 1.863 Dis_loss: 1.179 Cls_loss: 1.993 Topk: N/A ada_p: 0.1226
[INFO] 2021-10-20 11:33:23 > Step: 139700 Progress: 14.0% Elapsed: 1 day, 21:21:02 Gen_loss: 3.653 Dis_loss: 0.7862 Cls_loss: 1.441 Topk: N/A ada_p: 0.1205
[INFO] 2021-10-20 11:34:58 > Step: 139800 Progress: 14.0% Elapsed: 1 day, 21:22:37 Gen_loss: 3.445 Dis_loss: 0.682 Cls_loss: 1.641 Topk: N/A ada_p: 0.1189
[INFO] 2021-10-20 11:36:33 > Step: 139900 Progress: 14.0% Elapsed: 1 day, 21:24:11 Gen_loss: 3.505 Dis_loss: 1.002 Cls_loss: 1.571 Topk: N/A ada_p: 0.1239
[INFO] 2021-10-20 11:38:07 > Step: 140000 Progress: 14.0% Elapsed: 1 day, 21:25:46 Gen_loss: 2.443 Dis_loss: 1.071 Cls_loss: 1.249 Topk: N/A ada_p: 0.1216
[INFO] 2021-10-20 11:38:07 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-20 11:38:08 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_140000.png
[INFO] 2021-10-20 11:38:08 > Start Evaluation (140000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-20 11:38:08 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-20 11:43:42 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-20 11:49:21 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-20 12:08:16 > Inception score (Step: 140000, 50000 generated images): 10.22696304321289
[INFO] 2021-10-20 12:08:16 > FID score (Step: 140000, Using train moments): 3.4664182744841696
[INFO] 2021-10-20 12:08:16 > Improved Precision (Step: 140000, Using train images): 0.7564
[INFO] 2021-10-20 12:08:16 > Improved Recall (Step: 140000, Using train images): 0.58796
[INFO] 2021-10-20 12:08:16 > Density (Step: 140000, Using train images): 1.098204
[INFO] 2021-10-20 12:08:16 > Coverage (Step: 140000, Using train images): 0.89732
[INFO] 2021-10-20 12:08:16 > Best FID score (Step: 140000, Using train moments): 3.4664182744841696
[INFO] 2021-10-20 12:08:37 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-20 12:11:49 > Step: 140100 Progress: 14.0% Elapsed: 1 day, 21:59:28 Gen_loss: 2.691 Dis_loss: 1.012 Cls_loss: 1.83 Topk: N/A ada_p: 0.1164
[INFO] 2021-10-20 12:13:24 > Step: 140200 Progress: 14.0% Elapsed: 1 day, 22:01:03 Gen_loss: 1.794 Dis_loss: 0.6865 Cls_loss: 1.428 Topk: N/A ada_p: 0.1146
[INFO] 2021-10-20 12:15:00 > Step: 140300 Progress: 14.0% Elapsed: 1 day, 22:02:39 Gen_loss: 4.379 Dis_loss: 0.9373 Cls_loss: 1.726 Topk: N/A ada_p: 0.1142
[INFO] 2021-10-20 12:16:35 > Step: 140400 Progress: 14.0% Elapsed: 1 day, 22:04:14 Gen_loss: 1.605 Dis_loss: 0.8764 Cls_loss: 1.198 Topk: N/A ada_p: 0.1162
[INFO] 2021-10-20 12:18:20 > Step: 140500 Progress: 14.1% Elapsed: 1 day, 22:05:59 Gen_loss: 3.359 Dis_loss: 0.9464 Cls_loss: 1.674 Topk: N/A ada_p: 0.1199
[INFO] 2021-10-20 12:19:55 > Step: 140600 Progress: 14.1% Elapsed: 1 day, 22:07:33 Gen_loss: 2.131 Dis_loss: 1.604 Cls_loss: 1.859 Topk: N/A ada_p: 0.1141
[INFO] 2021-10-20 12:21:30 > Step: 140700 Progress: 14.1% Elapsed: 1 day, 22:09:09 Gen_loss: 1.862 Dis_loss: 1.122 Cls_loss: 1.751 Topk: N/A ada_p: 0.1173
[INFO] 2021-10-20 12:23:15 > Step: 140800 Progress: 14.1% Elapsed: 1 day, 22:10:54 Gen_loss: 3.418 Dis_loss: 1.204 Cls_loss: 1.387 Topk: N/A ada_p: 0.1262
[INFO] 2021-10-20 12:24:50 > Step: 140900 Progress: 14.1% Elapsed: 1 day, 22:12:29 Gen_loss: 1.911 Dis_loss: 0.5116 Cls_loss: 1.164 Topk: N/A ada_p: 0.122
[INFO] 2021-10-20 12:26:24 > Step: 141000 Progress: 14.1% Elapsed: 1 day, 22:14:03 Gen_loss: 2.894 Dis_loss: 0.8583 Cls_loss: 1.7 Topk: N/A ada_p: 0.1256
[INFO] 2021-10-20 12:27:59 > Step: 141100 Progress: 14.1% Elapsed: 1 day, 22:15:38 Gen_loss: 2.202 Dis_loss: 0.9406 Cls_loss: 1.509 Topk: N/A ada_p: 0.1242
[INFO] 2021-10-20 12:29:45 > Step: 141200 Progress: 14.1% Elapsed: 1 day, 22:17:24 Gen_loss: 3.097 Dis_loss: 0.8596 Cls_loss: 1.513 Topk: N/A ada_p: 0.1247
[INFO] 2021-10-20 12:31:20 > Step: 141300 Progress: 14.1% Elapsed: 1 day, 22:18:58 Gen_loss: 2.423 Dis_loss: 1.065 Cls_loss: 1.427 Topk: N/A ada_p: 0.1233
[INFO] 2021-10-20 12:32:55 > Step: 141400 Progress: 14.1% Elapsed: 1 day, 22:20:34 Gen_loss: 1.205 Dis_loss: 1.09 Cls_loss: 1.651 Topk: N/A ada_p: 0.1199
[INFO] 2021-10-20 12:34:31 > Step: 141500 Progress: 14.1% Elapsed: 1 day, 22:22:10 Gen_loss: 2.979 Dis_loss: 1.013 Cls_loss: 1.404 Topk: N/A ada_p: 0.1185
[INFO] 2021-10-20 12:36:17 > Step: 141600 Progress: 14.2% Elapsed: 1 day, 22:23:56 Gen_loss: 2.807 Dis_loss: 2.322 Cls_loss: 1.455 Topk: N/A ada_p: 0.1203
[INFO] 2021-10-20 12:37:52 > Step: 141700 Progress: 14.2% Elapsed: 1 day, 22:25:30 Gen_loss: 2.71 Dis_loss: 0.7405 Cls_loss: 1.664 Topk: N/A ada_p: 0.1181
[INFO] 2021-10-20 12:39:26 > Step: 141800 Progress: 14.2% Elapsed: 1 day, 22:27:05 Gen_loss: 1.544 Dis_loss: 1.11 Cls_loss: 1.755 Topk: N/A ada_p: 0.122
[INFO] 2021-10-20 12:41:02 > Step: 141900 Progress: 14.2% Elapsed: 1 day, 22:28:41 Gen_loss: 2.9 Dis_loss: 0.8605 Cls_loss: 1.779 Topk: N/A ada_p: 0.119
[INFO] 2021-10-20 12:42:47 > Step: 142000 Progress: 14.2% Elapsed: 1 day, 22:30:26 Gen_loss: 1.419 Dis_loss: 0.8223 Cls_loss: 1.371 Topk: N/A ada_p: 0.1252
[INFO] 2021-10-20 12:44:23 > Step: 142100 Progress: 14.2% Elapsed: 1 day, 22:32:01 Gen_loss: 2.453 Dis_loss: 1.067 Cls_loss: 1.353 Topk: N/A ada_p: 0.1212
[INFO] 2021-10-20 12:45:57 > Step: 142200 Progress: 14.2% Elapsed: 1 day, 22:33:36 Gen_loss: 1.652 Dis_loss: 0.6903 Cls_loss: 1.58 Topk: N/A ada_p: 0.1215
[INFO] 2021-10-20 12:47:32 > Step: 142300 Progress: 14.2% Elapsed: 1 day, 22:35:11 Gen_loss: 2.128 Dis_loss: 0.8954 Cls_loss: 1.683 Topk: N/A ada_p: 0.1254
[INFO] 2021-10-20 12:49:17 > Step: 142400 Progress: 14.2% Elapsed: 1 day, 22:36:56 Gen_loss: 3.708 Dis_loss: 0.8934 Cls_loss: 1.705 Topk: N/A ada_p: 0.1262
[INFO] 2021-10-20 12:50:52 > Step: 142500 Progress: 14.2% Elapsed: 1 day, 22:38:31 Gen_loss: 2.563 Dis_loss: 0.81 Cls_loss: 1.498 Topk: N/A ada_p: 0.1286
[INFO] 2021-10-20 12:52:28 > Step: 142600 Progress: 14.3% Elapsed: 1 day, 22:40:07 Gen_loss: 2.204 Dis_loss: 0.5766 Cls_loss: 1.313 Topk: N/A ada_p: 0.1345
[INFO] 2021-10-20 12:54:03 > Step: 142700 Progress: 14.3% Elapsed: 1 day, 22:41:42 Gen_loss: 2.003 Dis_loss: 0.9505 Cls_loss: 2.062 Topk: N/A ada_p: 0.1277
[INFO] 2021-10-20 12:55:48 > Step: 142800 Progress: 14.3% Elapsed: 1 day, 22:43:27 Gen_loss: 2.343 Dis_loss: 0.9538 Cls_loss: 1.614 Topk: N/A ada_p: 0.1295
[INFO] 2021-10-20 12:57:23 > Step: 142900 Progress: 14.3% Elapsed: 1 day, 22:45:02 Gen_loss: 2.552 Dis_loss: 0.9708 Cls_loss: 1.801 Topk: N/A ada_p: 0.132
[INFO] 2021-10-20 12:58:58 > Step: 143000 Progress: 14.3% Elapsed: 1 day, 22:46:37 Gen_loss: 2.664 Dis_loss: 1.155 Cls_loss: 1.657 Topk: N/A ada_p: 0.1315
[INFO] 2021-10-20 13:00:33 > Step: 143100 Progress: 14.3% Elapsed: 1 day, 22:48:12 Gen_loss: 3.495 Dis_loss: 1.009 Cls_loss: 1.605 Topk: N/A ada_p: 0.1311
[INFO] 2021-10-20 13:02:18 > Step: 143200 Progress: 14.3% Elapsed: 1 day, 22:49:57 Gen_loss: 2.311 Dis_loss: 0.7554 Cls_loss: 1.522 Topk: N/A ada_p: 0.1283
[INFO] 2021-10-20 13:03:53 > Step: 143300 Progress: 14.3% Elapsed: 1 day, 22:51:32 Gen_loss: 2.823 Dis_loss: 0.6327 Cls_loss: 1.302 Topk: N/A ada_p: 0.1302
[INFO] 2021-10-20 13:05:28 > Step: 143400 Progress: 14.3% Elapsed: 1 day, 22:53:07 Gen_loss: 4.25 Dis_loss: 1.073 Cls_loss: 1.79 Topk: N/A ada_p: 0.1302
[INFO] 2021-10-20 13:07:03 > Step: 143500 Progress: 14.3% Elapsed: 1 day, 22:54:42 Gen_loss: 2.407 Dis_loss: 1.488 Cls_loss: 1.625 Topk: N/A ada_p: 0.1306
[INFO] 2021-10-20 13:08:47 > Step: 143600 Progress: 14.4% Elapsed: 1 day, 22:56:26 Gen_loss: 2.827 Dis_loss: 1.045 Cls_loss: 1.477 Topk: N/A ada_p: 0.1308
[INFO] 2021-10-20 13:10:23 > Step: 143700 Progress: 14.4% Elapsed: 1 day, 22:58:02 Gen_loss: 3.021 Dis_loss: 0.8949 Cls_loss: 1.713 Topk: N/A ada_p: 0.1251
[INFO] 2021-10-20 13:11:58 > Step: 143800 Progress: 14.4% Elapsed: 1 day, 22:59:37 Gen_loss: 1.785 Dis_loss: 1.927 Cls_loss: 1.452 Topk: N/A ada_p: 0.1294
[INFO] 2021-10-20 13:13:33 > Step: 143900 Progress: 14.4% Elapsed: 1 day, 23:01:12 Gen_loss: 1.272 Dis_loss: 1.707 Cls_loss: 2.058 Topk: N/A ada_p: 0.1313
[INFO] 2021-10-20 13:15:18 > Step: 144000 Progress: 14.4% Elapsed: 1 day, 23:02:57 Gen_loss: 3.873 Dis_loss: 0.9055 Cls_loss: 1.443 Topk: N/A ada_p: 0.1298
[INFO] 2021-10-20 13:16:53 > Step: 144100 Progress: 14.4% Elapsed: 1 day, 23:04:32 Gen_loss: 4.341 Dis_loss: 1.303 Cls_loss: 2.025 Topk: N/A ada_p: 0.1304
[INFO] 2021-10-20 13:18:27 > Step: 144200 Progress: 14.4% Elapsed: 1 day, 23:06:06 Gen_loss: 1.474 Dis_loss: 0.6704 Cls_loss: 1.392 Topk: N/A ada_p: 0.132
[INFO] 2021-10-20 13:20:02 > Step: 144300 Progress: 14.4% Elapsed: 1 day, 23:07:41 Gen_loss: 3.687 Dis_loss: 0.8641 Cls_loss: 1.636 Topk: N/A ada_p: 0.1265
[INFO] 2021-10-20 13:21:47 > Step: 144400 Progress: 14.4% Elapsed: 1 day, 23:09:26 Gen_loss: 2.975 Dis_loss: 1.181 Cls_loss: 2.059 Topk: N/A ada_p: 0.128
[INFO] 2021-10-20 13:23:22 > Step: 144500 Progress: 14.4% Elapsed: 1 day, 23:11:01 Gen_loss: 1.83 Dis_loss: 0.8508 Cls_loss: 1.729 Topk: N/A ada_p: 0.1284
[INFO] 2021-10-20 13:24:57 > Step: 144600 Progress: 14.5% Elapsed: 1 day, 23:12:36 Gen_loss: 2.421 Dis_loss: 1.254 Cls_loss: 1.518 Topk: N/A ada_p: 0.1276
[INFO] 2021-10-20 13:26:43 > Step: 144700 Progress: 14.5% Elapsed: 1 day, 23:14:21 Gen_loss: 3.664 Dis_loss: 1.017 Cls_loss: 1.584 Topk: N/A ada_p: 0.1265
[INFO] 2021-10-20 13:28:17 > Step: 144800 Progress: 14.5% Elapsed: 1 day, 23:15:56 Gen_loss: 2.834 Dis_loss: 0.6218 Cls_loss: 1.176 Topk: N/A ada_p: 0.1208
[INFO] 2021-10-20 13:29:52 > Step: 144900 Progress: 14.5% Elapsed: 1 day, 23:17:31 Gen_loss: 2.8 Dis_loss: 0.8544 Cls_loss: 1.621 Topk: N/A ada_p: 0.1228
[INFO] 2021-10-20 13:31:27 > Step: 145000 Progress: 14.5% Elapsed: 1 day, 23:19:06 Gen_loss: 1.817 Dis_loss: 0.8401 Cls_loss: 1.619 Topk: N/A ada_p: 0.1245
[INFO] 2021-10-20 13:33:12 > Step: 145100 Progress: 14.5% Elapsed: 1 day, 23:20:51 Gen_loss: 1.717 Dis_loss: 0.8175 Cls_loss: 1.604 Topk: N/A ada_p: 0.129
[INFO] 2021-10-20 13:34:47 > Step: 145200 Progress: 14.5% Elapsed: 1 day, 23:22:26 Gen_loss: 1.676 Dis_loss: 0.5898 Cls_loss: 1.596 Topk: N/A ada_p: 0.1336
[INFO] 2021-10-20 13:36:22 > Step: 145300 Progress: 14.5% Elapsed: 1 day, 23:24:01 Gen_loss: 3.433 Dis_loss: 1.208 Cls_loss: 1.585 Topk: N/A ada_p: 0.1281
[INFO] 2021-10-20 13:37:58 > Step: 145400 Progress: 14.5% Elapsed: 1 day, 23:25:37 Gen_loss: 3.988 Dis_loss: 0.6461 Cls_loss: 1.427 Topk: N/A ada_p: 0.1256
[INFO] 2021-10-20 13:39:44 > Step: 145500 Progress: 14.5% Elapsed: 1 day, 23:27:23 Gen_loss: 3.092 Dis_loss: 0.5369 Cls_loss: 1.501 Topk: N/A ada_p: 0.1262
[INFO] 2021-10-20 13:41:19 > Step: 145600 Progress: 14.6% Elapsed: 1 day, 23:28:58 Gen_loss: 1.842 Dis_loss: 1.11 Cls_loss: 1.887 Topk: N/A ada_p: 0.1339
[INFO] 2021-10-20 13:42:54 > Step: 145700 Progress: 14.6% Elapsed: 1 day, 23:30:33 Gen_loss: 1.335 Dis_loss: 1.255 Cls_loss: 1.493 Topk: N/A ada_p: 0.133
[INFO] 2021-10-20 13:44:29 > Step: 145800 Progress: 14.6% Elapsed: 1 day, 23:32:08 Gen_loss: 1.604 Dis_loss: 1.153 Cls_loss: 1.402 Topk: N/A ada_p: 0.1356
[INFO] 2021-10-20 13:46:15 > Step: 145900 Progress: 14.6% Elapsed: 1 day, 23:33:54 Gen_loss: 1.585 Dis_loss: 0.834 Cls_loss: 1.513 Topk: N/A ada_p: 0.1301
[INFO] 2021-10-20 13:47:51 > Step: 146000 Progress: 14.6% Elapsed: 1 day, 23:35:29 Gen_loss: 2.531 Dis_loss: 0.8915 Cls_loss: 1.565 Topk: N/A ada_p: 0.1372
[INFO] 2021-10-20 13:49:26 > Step: 146100 Progress: 14.6% Elapsed: 1 day, 23:37:05 Gen_loss: 2.71 Dis_loss: 0.9105 Cls_loss: 1.566 Topk: N/A ada_p: 0.1353
[INFO] 2021-10-20 13:51:01 > Step: 146200 Progress: 14.6% Elapsed: 1 day, 23:38:40 Gen_loss: 1.991 Dis_loss: 0.9018 Cls_loss: 1.534 Topk: N/A ada_p: 0.1361
[INFO] 2021-10-20 13:52:47 > Step: 146300 Progress: 14.6% Elapsed: 1 day, 23:40:25 Gen_loss: 3.322 Dis_loss: 1.257 Cls_loss: 1.481 Topk: N/A ada_p: 0.1339
[INFO] 2021-10-20 13:54:22 > Step: 146400 Progress: 14.6% Elapsed: 1 day, 23:42:01 Gen_loss: 1.638 Dis_loss: 1.001 Cls_loss: 1.696 Topk: N/A ada_p: 0.1388
[INFO] 2021-10-20 13:55:57 > Step: 146500 Progress: 14.6% Elapsed: 1 day, 23:43:36 Gen_loss: 1.836 Dis_loss: 2.045 Cls_loss: 1.649 Topk: N/A ada_p: 0.1386
[INFO] 2021-10-20 13:57:32 > Step: 146600 Progress: 14.7% Elapsed: 1 day, 23:45:11 Gen_loss: 3.498 Dis_loss: 0.5434 Cls_loss: 1.134 Topk: N/A ada_p: 0.135
[INFO] 2021-10-20 13:59:17 > Step: 146700 Progress: 14.7% Elapsed: 1 day, 23:46:56 Gen_loss: 2.04 Dis_loss: 0.7522 Cls_loss: 1.731 Topk: N/A ada_p: 0.1375
[INFO] 2021-10-20 14:00:52 > Step: 146800 Progress: 14.7% Elapsed: 1 day, 23:48:31 Gen_loss: 1.705 Dis_loss: 0.7454 Cls_loss: 1.412 Topk: N/A ada_p: 0.1324
[INFO] 2021-10-20 14:02:29 > Step: 146900 Progress: 14.7% Elapsed: 1 day, 23:50:08 Gen_loss: 1.918 Dis_loss: 0.8581 Cls_loss: 1.703 Topk: N/A ada_p: 0.1327
[INFO] 2021-10-20 14:04:05 > Step: 147000 Progress: 14.7% Elapsed: 1 day, 23:51:44 Gen_loss: 1.928 Dis_loss: 1.208 Cls_loss: 1.83 Topk: N/A ada_p: 0.1284
[INFO] 2021-10-20 14:05:50 > Step: 147100 Progress: 14.7% Elapsed: 1 day, 23:53:29 Gen_loss: 3.653 Dis_loss: 1.086 Cls_loss: 1.361 Topk: N/A ada_p: 0.1288
[INFO] 2021-10-20 14:07:25 > Step: 147200 Progress: 14.7% Elapsed: 1 day, 23:55:04 Gen_loss: 4.203 Dis_loss: 1.084 Cls_loss: 1.526 Topk: N/A ada_p: 0.1326
[INFO] 2021-10-20 14:09:00 > Step: 147300 Progress: 14.7% Elapsed: 1 day, 23:56:39 Gen_loss: 1.964 Dis_loss: 0.6913 Cls_loss: 1.608 Topk: N/A ada_p: 0.1299
[INFO] 2021-10-20 14:10:35 > Step: 147400 Progress: 14.7% Elapsed: 1 day, 23:58:14 Gen_loss: 2.343 Dis_loss: 0.8211 Cls_loss: 1.583 Topk: N/A ada_p: 0.1297
[INFO] 2021-10-20 14:12:20 > Step: 147500 Progress: 14.8% Elapsed: 1 day, 23:59:58 Gen_loss: 2.275 Dis_loss: 0.8486 Cls_loss: 1.669 Topk: N/A ada_p: 0.1349
[INFO] 2021-10-20 14:13:55 > Step: 147600 Progress: 14.8% Elapsed: 2 days, 0:01:34 Gen_loss: 2.871 Dis_loss: 1.167 Cls_loss: 1.999 Topk: N/A ada_p: 0.1459
[INFO] 2021-10-20 14:15:30 > Step: 147700 Progress: 14.8% Elapsed: 2 days, 0:03:09 Gen_loss: 3.826 Dis_loss: 1.044 Cls_loss: 1.664 Topk: N/A ada_p: 0.1455
[INFO] 2021-10-20 14:17:05 > Step: 147800 Progress: 14.8% Elapsed: 2 days, 0:04:44 Gen_loss: 1.032 Dis_loss: 1.154 Cls_loss: 1.385 Topk: N/A ada_p: 0.1473
[INFO] 2021-10-20 14:18:49 > Step: 147900 Progress: 14.8% Elapsed: 2 days, 0:06:28 Gen_loss: 2.681 Dis_loss: 0.9375 Cls_loss: 1.532 Topk: N/A ada_p: 0.1395
[INFO] 2021-10-20 14:20:24 > Step: 148000 Progress: 14.8% Elapsed: 2 days, 0:08:03 Gen_loss: 3.564 Dis_loss: 1.142 Cls_loss: 1.668 Topk: N/A ada_p: 0.1393
[INFO] 2021-10-20 14:22:00 > Step: 148100 Progress: 14.8% Elapsed: 2 days, 0:09:38 Gen_loss: 1.551 Dis_loss: 1.287 Cls_loss: 1.643 Topk: N/A ada_p: 0.1394
[INFO] 2021-10-20 14:23:34 > Step: 148200 Progress: 14.8% Elapsed: 2 days, 0:11:13 Gen_loss: 3.118 Dis_loss: 0.7991 Cls_loss: 1.436 Topk: N/A ada_p: 0.1343
[INFO] 2021-10-20 14:25:19 > Step: 148300 Progress: 14.8% Elapsed: 2 days, 0:12:57 Gen_loss: 2.008 Dis_loss: 0.6299 Cls_loss: 1.558 Topk: N/A ada_p: 0.1293
[INFO] 2021-10-20 14:26:54 > Step: 148400 Progress: 14.8% Elapsed: 2 days, 0:14:32 Gen_loss: 3.444 Dis_loss: 0.5597 Cls_loss: 1.104 Topk: N/A ada_p: 0.1298
[INFO] 2021-10-20 14:28:28 > Step: 148500 Progress: 14.8% Elapsed: 2 days, 0:16:07 Gen_loss: 2.566 Dis_loss: 1.214 Cls_loss: 1.736 Topk: N/A ada_p: 0.1294
[INFO] 2021-10-20 14:30:13 > Step: 148600 Progress: 14.9% Elapsed: 2 days, 0:17:52 Gen_loss: 3.942 Dis_loss: 0.7851 Cls_loss: 1.466 Topk: N/A ada_p: 0.1248
[INFO] 2021-10-20 14:31:47 > Step: 148700 Progress: 14.9% Elapsed: 2 days, 0:19:26 Gen_loss: 2.587 Dis_loss: 1.016 Cls_loss: 1.89 Topk: N/A ada_p: 0.1283
[INFO] 2021-10-20 14:33:21 > Step: 148800 Progress: 14.9% Elapsed: 2 days, 0:21:00 Gen_loss: 3.335 Dis_loss: 1.6 Cls_loss: 1.684 Topk: N/A ada_p: 0.1321
[INFO] 2021-10-20 14:34:55 > Step: 148900 Progress: 14.9% Elapsed: 2 days, 0:22:34 Gen_loss: 1.837 Dis_loss: 0.8815 Cls_loss: 1.554 Topk: N/A ada_p: 0.1299
[INFO] 2021-10-20 14:36:40 > Step: 149000 Progress: 14.9% Elapsed: 2 days, 0:24:18 Gen_loss: 2.36 Dis_loss: 0.4517 Cls_loss: 1.19 Topk: N/A ada_p: 0.1284
[INFO] 2021-10-20 14:38:14 > Step: 149100 Progress: 14.9% Elapsed: 2 days, 0:25:53 Gen_loss: 2.879 Dis_loss: 0.6035 Cls_loss: 1.575 Topk: N/A ada_p: 0.1262
[INFO] 2021-10-20 14:39:48 > Step: 149200 Progress: 14.9% Elapsed: 2 days, 0:27:27 Gen_loss: 2.125 Dis_loss: 0.6816 Cls_loss: 1.468 Topk: N/A ada_p: 0.1247
[INFO] 2021-10-20 14:41:22 > Step: 149300 Progress: 14.9% Elapsed: 2 days, 0:29:01 Gen_loss: 1.903 Dis_loss: 0.9827 Cls_loss: 1.373 Topk: N/A ada_p: 0.1235
[INFO] 2021-10-20 14:43:07 > Step: 149400 Progress: 14.9% Elapsed: 2 days, 0:30:46 Gen_loss: 4.761 Dis_loss: 0.7264 Cls_loss: 1.558 Topk: N/A ada_p: 0.1217
[INFO] 2021-10-20 14:44:41 > Step: 149500 Progress: 14.9% Elapsed: 2 days, 0:32:20 Gen_loss: 2.046 Dis_loss: 0.796 Cls_loss: 1.263 Topk: N/A ada_p: 0.1226
[INFO] 2021-10-20 14:46:15 > Step: 149600 Progress: 15.0% Elapsed: 2 days, 0:33:54 Gen_loss: 3.345 Dis_loss: 0.8907 Cls_loss: 1.691 Topk: N/A ada_p: 0.1224
[INFO] 2021-10-20 14:47:50 > Step: 149700 Progress: 15.0% Elapsed: 2 days, 0:35:28 Gen_loss: 2.467 Dis_loss: 1.002 Cls_loss: 1.687 Topk: N/A ada_p: 0.1248
[INFO] 2021-10-20 14:49:33 > Step: 149800 Progress: 15.0% Elapsed: 2 days, 0:37:12 Gen_loss: 2.29 Dis_loss: 0.7377 Cls_loss: 1.583 Topk: N/A ada_p: 0.1302
[INFO] 2021-10-20 14:51:07 > Step: 149900 Progress: 15.0% Elapsed: 2 days, 0:38:46 Gen_loss: 3.597 Dis_loss: 0.9994 Cls_loss: 1.478 Topk: N/A ada_p: 0.1311
[INFO] 2021-10-20 14:52:41 > Step: 150000 Progress: 15.0% Elapsed: 2 days, 0:40:20 Gen_loss: 3.363 Dis_loss: 0.7672 Cls_loss: 1.783 Topk: N/A ada_p: 0.1342
[INFO] 2021-10-20 14:52:41 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-20 14:52:41 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_150000.png
[INFO] 2021-10-20 14:52:41 > Start Evaluation (150000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-20 14:52:41 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-20 14:58:14 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-20 15:03:54 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-20 15:22:07 > Inception score (Step: 150000, 50000 generated images): 10.471359252929688
[INFO] 2021-10-20 15:22:07 > FID score (Step: 150000, Using train moments): 3.436394624092827
[INFO] 2021-10-20 15:22:07 > Improved Precision (Step: 150000, Using train images): 0.75698
[INFO] 2021-10-20 15:22:07 > Improved Recall (Step: 150000, Using train images): 0.59108
[INFO] 2021-10-20 15:22:07 > Density (Step: 150000, Using train images): 1.09572
[INFO] 2021-10-20 15:22:07 > Coverage (Step: 150000, Using train images): 0.90158
[INFO] 2021-10-20 15:22:07 > Best FID score (Step: 150000, Using train moments): 3.436394624092827
[INFO] 2021-10-20 15:22:30 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-20 15:26:39 > Step: 150100 Progress: 15.0% Elapsed: 2 days, 1:14:17 Gen_loss: 3.344 Dis_loss: 1.569 Cls_loss: 1.486 Topk: N/A ada_p: 0.132
[INFO] 2021-10-20 15:28:29 > Step: 150200 Progress: 15.0% Elapsed: 2 days, 1:16:08 Gen_loss: 2.835 Dis_loss: 0.9074 Cls_loss: 1.784 Topk: N/A ada_p: 0.1317
[INFO] 2021-10-20 15:30:04 > Step: 150300 Progress: 15.0% Elapsed: 2 days, 1:17:43 Gen_loss: 3.388 Dis_loss: 0.9184 Cls_loss: 1.462 Topk: N/A ada_p: 0.1318
[INFO] 2021-10-20 15:31:39 > Step: 150400 Progress: 15.0% Elapsed: 2 days, 1:19:18 Gen_loss: 2.25 Dis_loss: 1.04 Cls_loss: 1.568 Topk: N/A ada_p: 0.1293
[INFO] 2021-10-20 15:33:15 > Step: 150500 Progress: 15.0% Elapsed: 2 days, 1:20:53 Gen_loss: 1.825 Dis_loss: 1.158 Cls_loss: 1.738 Topk: N/A ada_p: 0.121
[INFO] 2021-10-20 15:35:00 > Step: 150600 Progress: 15.1% Elapsed: 2 days, 1:22:39 Gen_loss: 3.958 Dis_loss: 0.9579 Cls_loss: 1.776 Topk: N/A ada_p: 0.1184
[INFO] 2021-10-20 15:36:35 > Step: 150700 Progress: 15.1% Elapsed: 2 days, 1:24:14 Gen_loss: 3.903 Dis_loss: 0.9509 Cls_loss: 1.617 Topk: N/A ada_p: 0.1211
[INFO] 2021-10-20 15:38:09 > Step: 150800 Progress: 15.1% Elapsed: 2 days, 1:25:48 Gen_loss: 3.545 Dis_loss: 0.7427 Cls_loss: 1.5 Topk: N/A ada_p: 0.1206
[INFO] 2021-10-20 15:39:44 > Step: 150900 Progress: 15.1% Elapsed: 2 days, 1:27:23 Gen_loss: 2.984 Dis_loss: 1.156 Cls_loss: 1.387 Topk: N/A ada_p: 0.1212
[INFO] 2021-10-20 15:41:29 > Step: 151000 Progress: 15.1% Elapsed: 2 days, 1:29:08 Gen_loss: 2.454 Dis_loss: 0.7999 Cls_loss: 1.569 Topk: N/A ada_p: 0.1156
[INFO] 2021-10-20 15:43:04 > Step: 151100 Progress: 15.1% Elapsed: 2 days, 1:30:43 Gen_loss: 3.477 Dis_loss: 0.9023 Cls_loss: 1.462 Topk: N/A ada_p: 0.1216
[INFO] 2021-10-20 15:44:39 > Step: 151200 Progress: 15.1% Elapsed: 2 days, 1:32:18 Gen_loss: 1.654 Dis_loss: 1.148 Cls_loss: 1.691 Topk: N/A ada_p: 0.1224
[INFO] 2021-10-20 15:46:14 > Step: 151300 Progress: 15.1% Elapsed: 2 days, 1:33:52 Gen_loss: 3.053 Dis_loss: 0.7995 Cls_loss: 1.638 Topk: N/A ada_p: 0.1251
[INFO] 2021-10-20 15:47:58 > Step: 151400 Progress: 15.1% Elapsed: 2 days, 1:35:37 Gen_loss: 1.836 Dis_loss: 1.203 Cls_loss: 1.672 Topk: N/A ada_p: 0.1279
[INFO] 2021-10-20 15:49:33 > Step: 151500 Progress: 15.2% Elapsed: 2 days, 1:37:12 Gen_loss: 2.05 Dis_loss: 0.8669 Cls_loss: 1.746 Topk: N/A ada_p: 0.1239
[INFO] 2021-10-20 15:51:09 > Step: 151600 Progress: 15.2% Elapsed: 2 days, 1:38:48 Gen_loss: 4.11 Dis_loss: 0.9922 Cls_loss: 1.221 Topk: N/A ada_p: 0.1265
[INFO] 2021-10-20 15:52:44 > Step: 151700 Progress: 15.2% Elapsed: 2 days, 1:40:23 Gen_loss: 2.804 Dis_loss: 1.707 Cls_loss: 1.85 Topk: N/A ada_p: 0.1251
[INFO] 2021-10-20 15:54:28 > Step: 151800 Progress: 15.2% Elapsed: 2 days, 1:42:07 Gen_loss: 3.609 Dis_loss: 0.7461 Cls_loss: 1.481 Topk: N/A ada_p: 0.1199
[INFO] 2021-10-20 15:56:04 > Step: 151900 Progress: 15.2% Elapsed: 2 days, 1:43:43 Gen_loss: 2.386 Dis_loss: 0.8468 Cls_loss: 1.435 Topk: N/A ada_p: 0.1237
[INFO] 2021-10-20 15:57:38 > Step: 152000 Progress: 15.2% Elapsed: 2 days, 1:45:17 Gen_loss: 2.332 Dis_loss: 0.8316 Cls_loss: 1.631 Topk: N/A ada_p: 0.1193
[INFO] 2021-10-20 15:59:13 > Step: 152100 Progress: 15.2% Elapsed: 2 days, 1:46:52 Gen_loss: 2.91 Dis_loss: 1.188 Cls_loss: 2.063 Topk: N/A ada_p: 0.1207
[INFO] 2021-10-20 16:00:58 > Step: 152200 Progress: 15.2% Elapsed: 2 days, 1:48:37 Gen_loss: 3.196 Dis_loss: 1.19 Cls_loss: 1.72 Topk: N/A ada_p: 0.1238
[INFO] 2021-10-20 16:02:33 > Step: 152300 Progress: 15.2% Elapsed: 2 days, 1:50:11 Gen_loss: 3.045 Dis_loss: 0.9555 Cls_loss: 1.878 Topk: N/A ada_p: 0.1231
[INFO] 2021-10-20 16:04:08 > Step: 152400 Progress: 15.2% Elapsed: 2 days, 1:51:47 Gen_loss: 2.819 Dis_loss: 1.126 Cls_loss: 1.631 Topk: N/A ada_p: 0.1308
[INFO] 2021-10-20 16:05:53 > Step: 152500 Progress: 15.2% Elapsed: 2 days, 1:53:32 Gen_loss: 2.6 Dis_loss: 1.266 Cls_loss: 2.134 Topk: N/A ada_p: 0.1276
[INFO] 2021-10-20 16:07:28 > Step: 152600 Progress: 15.3% Elapsed: 2 days, 1:55:07 Gen_loss: 3.745 Dis_loss: 0.7796 Cls_loss: 1.322 Topk: N/A ada_p: 0.1243
[INFO] 2021-10-20 16:09:03 > Step: 152700 Progress: 15.3% Elapsed: 2 days, 1:56:41 Gen_loss: 2.883 Dis_loss: 0.6598 Cls_loss: 1.313 Topk: N/A ada_p: 0.1298
[INFO] 2021-10-20 16:10:37 > Step: 152800 Progress: 15.3% Elapsed: 2 days, 1:58:16 Gen_loss: 1.577 Dis_loss: 1.2 Cls_loss: 1.866 Topk: N/A ada_p: 0.1359
[INFO] 2021-10-20 16:12:23 > Step: 152900 Progress: 15.3% Elapsed: 2 days, 2:00:02 Gen_loss: 2.721 Dis_loss: 0.662 Cls_loss: 1.573 Topk: N/A ada_p: 0.1333
[INFO] 2021-10-20 16:13:58 > Step: 153000 Progress: 15.3% Elapsed: 2 days, 2:01:37 Gen_loss: 2.488 Dis_loss: 0.7914 Cls_loss: 1.737 Topk: N/A ada_p: 0.1315
[INFO] 2021-10-20 16:15:34 > Step: 153100 Progress: 15.3% Elapsed: 2 days, 2:03:12 Gen_loss: 2.289 Dis_loss: 0.8354 Cls_loss: 1.758 Topk: N/A ada_p: 0.1362
[INFO] 2021-10-20 16:17:08 > Step: 153200 Progress: 15.3% Elapsed: 2 days, 2:04:47 Gen_loss: 1.111 Dis_loss: 1.669 Cls_loss: 1.818 Topk: N/A ada_p: 0.1367
[INFO] 2021-10-20 16:18:53 > Step: 153300 Progress: 15.3% Elapsed: 2 days, 2:06:32 Gen_loss: 1.34 Dis_loss: 0.5183 Cls_loss: 1.306 Topk: N/A ada_p: 0.1299
[INFO] 2021-10-20 16:20:27 > Step: 153400 Progress: 15.3% Elapsed: 2 days, 2:08:06 Gen_loss: 1.836 Dis_loss: 1.197 Cls_loss: 1.885 Topk: N/A ada_p: 0.1284
[INFO] 2021-10-20 16:22:02 > Step: 153500 Progress: 15.3% Elapsed: 2 days, 2:09:41 Gen_loss: 2.489 Dis_loss: 0.9244 Cls_loss: 1.389 Topk: N/A ada_p: 0.1272
[INFO] 2021-10-20 16:23:37 > Step: 153600 Progress: 15.4% Elapsed: 2 days, 2:11:16 Gen_loss: 2.08 Dis_loss: 1.048 Cls_loss: 1.649 Topk: N/A ada_p: 0.1272
[INFO] 2021-10-20 16:25:22 > Step: 153700 Progress: 15.4% Elapsed: 2 days, 2:13:01 Gen_loss: 2.155 Dis_loss: 0.8073 Cls_loss: 1.442 Topk: N/A ada_p: 0.1228
[INFO] 2021-10-20 16:26:57 > Step: 153800 Progress: 15.4% Elapsed: 2 days, 2:14:36 Gen_loss: 3.027 Dis_loss: 0.6543 Cls_loss: 1.495 Topk: N/A ada_p: 0.1243
[INFO] 2021-10-20 16:28:32 > Step: 153900 Progress: 15.4% Elapsed: 2 days, 2:16:11 Gen_loss: 2.757 Dis_loss: 0.9805 Cls_loss: 1.668 Topk: N/A ada_p: 0.1283
[INFO] 2021-10-20 16:30:07 > Step: 154000 Progress: 15.4% Elapsed: 2 days, 2:17:46 Gen_loss: 1.319 Dis_loss: 1.095 Cls_loss: 1.665 Topk: N/A ada_p: 0.1331
[INFO] 2021-10-20 16:31:52 > Step: 154100 Progress: 15.4% Elapsed: 2 days, 2:19:30 Gen_loss: 2.632 Dis_loss: 0.9703 Cls_loss: 1.426 Topk: N/A ada_p: 0.1343
[INFO] 2021-10-20 16:33:26 > Step: 154200 Progress: 15.4% Elapsed: 2 days, 2:21:05 Gen_loss: 1.618 Dis_loss: 0.6974 Cls_loss: 1.409 Topk: N/A ada_p: 0.1343
[INFO] 2021-10-20 16:35:01 > Step: 154300 Progress: 15.4% Elapsed: 2 days, 2:22:40 Gen_loss: 2.331 Dis_loss: 0.9914 Cls_loss: 1.49 Topk: N/A ada_p: 0.1329
[INFO] 2021-10-20 16:36:36 > Step: 154400 Progress: 15.4% Elapsed: 2 days, 2:24:15 Gen_loss: 1.723 Dis_loss: 0.9593 Cls_loss: 1.727 Topk: N/A ada_p: 0.1301
[INFO] 2021-10-20 16:38:22 > Step: 154500 Progress: 15.4% Elapsed: 2 days, 2:26:00 Gen_loss: 1.287 Dis_loss: 0.5218 Cls_loss: 1.515 Topk: N/A ada_p: 0.1327
[INFO] 2021-10-20 16:39:56 > Step: 154600 Progress: 15.5% Elapsed: 2 days, 2:27:35 Gen_loss: 2.13 Dis_loss: 1.038 Cls_loss: 1.403 Topk: N/A ada_p: 0.1289
[INFO] 2021-10-20 16:41:31 > Step: 154700 Progress: 15.5% Elapsed: 2 days, 2:29:10 Gen_loss: 4.727 Dis_loss: 1.74 Cls_loss: 2.17 Topk: N/A ada_p: 0.1303
[INFO] 2021-10-20 16:43:08 > Step: 154800 Progress: 15.5% Elapsed: 2 days, 2:30:46 Gen_loss: 3.414 Dis_loss: 1.011 Cls_loss: 2.029 Topk: N/A ada_p: 0.1313
[INFO] 2021-10-20 16:44:53 > Step: 154900 Progress: 15.5% Elapsed: 2 days, 2:32:31 Gen_loss: 2.77 Dis_loss: 0.7636 Cls_loss: 1.519 Topk: N/A ada_p: 0.1409
[INFO] 2021-10-20 16:46:27 > Step: 155000 Progress: 15.5% Elapsed: 2 days, 2:34:06 Gen_loss: 1.949 Dis_loss: 1.259 Cls_loss: 1.713 Topk: N/A ada_p: 0.1417
[INFO] 2021-10-20 16:48:02 > Step: 155100 Progress: 15.5% Elapsed: 2 days, 2:35:41 Gen_loss: 3.921 Dis_loss: 0.8306 Cls_loss: 1.864 Topk: N/A ada_p: 0.1436
[INFO] 2021-10-20 16:49:37 > Step: 155200 Progress: 15.5% Elapsed: 2 days, 2:37:16 Gen_loss: 2.866 Dis_loss: 0.7179 Cls_loss: 1.365 Topk: N/A ada_p: 0.1429
[INFO] 2021-10-20 16:51:22 > Step: 155300 Progress: 15.5% Elapsed: 2 days, 2:39:01 Gen_loss: 2.104 Dis_loss: 0.7912 Cls_loss: 1.557 Topk: N/A ada_p: 0.1404
[INFO] 2021-10-20 16:52:57 > Step: 155400 Progress: 15.5% Elapsed: 2 days, 2:40:35 Gen_loss: 2.909 Dis_loss: 0.8977 Cls_loss: 2.153 Topk: N/A ada_p: 0.1432
[INFO] 2021-10-20 16:54:32 > Step: 155500 Progress: 15.6% Elapsed: 2 days, 2:42:11 Gen_loss: 2.608 Dis_loss: 1.124 Cls_loss: 1.887 Topk: N/A ada_p: 0.1421
[INFO] 2021-10-20 16:56:08 > Step: 155600 Progress: 15.6% Elapsed: 2 days, 2:43:46 Gen_loss: 2.927 Dis_loss: 0.8141 Cls_loss: 1.97 Topk: N/A ada_p: 0.1342
[INFO] 2021-10-20 16:57:53 > Step: 155700 Progress: 15.6% Elapsed: 2 days, 2:45:31 Gen_loss: 1.79 Dis_loss: 1.098 Cls_loss: 1.438 Topk: N/A ada_p: 0.1358
[INFO] 2021-10-20 16:59:28 > Step: 155800 Progress: 15.6% Elapsed: 2 days, 2:47:07 Gen_loss: 3.151 Dis_loss: 0.9451 Cls_loss: 1.45 Topk: N/A ada_p: 0.1381
[INFO] 2021-10-20 17:01:05 > Step: 155900 Progress: 15.6% Elapsed: 2 days, 2:48:43 Gen_loss: 3.535 Dis_loss: 1.676 Cls_loss: 1.613 Topk: N/A ada_p: 0.1357
[INFO] 2021-10-20 17:02:39 > Step: 156000 Progress: 15.6% Elapsed: 2 days, 2:50:18 Gen_loss: 3.755 Dis_loss: 0.8442 Cls_loss: 1.242 Topk: N/A ada_p: 0.1388
[INFO] 2021-10-20 17:04:24 > Step: 156100 Progress: 15.6% Elapsed: 2 days, 2:52:03 Gen_loss: 3.237 Dis_loss: 1.033 Cls_loss: 1.717 Topk: N/A ada_p: 0.134
[INFO] 2021-10-20 17:05:59 > Step: 156200 Progress: 15.6% Elapsed: 2 days, 2:53:37 Gen_loss: 2.406 Dis_loss: 0.7256 Cls_loss: 1.701 Topk: N/A ada_p: 0.1345
[INFO] 2021-10-20 17:07:34 > Step: 156300 Progress: 15.6% Elapsed: 2 days, 2:55:13 Gen_loss: 1.268 Dis_loss: 0.9424 Cls_loss: 1.674 Topk: N/A ada_p: 0.1377
[INFO] 2021-10-20 17:09:19 > Step: 156400 Progress: 15.6% Elapsed: 2 days, 2:56:58 Gen_loss: 1.512 Dis_loss: 0.7647 Cls_loss: 1.492 Topk: N/A ada_p: 0.1418
[INFO] 2021-10-20 17:10:53 > Step: 156500 Progress: 15.7% Elapsed: 2 days, 2:58:32 Gen_loss: 2.662 Dis_loss: 0.8152 Cls_loss: 1.982 Topk: N/A ada_p: 0.1435
[INFO] 2021-10-20 17:12:28 > Step: 156600 Progress: 15.7% Elapsed: 2 days, 3:00:07 Gen_loss: 2.272 Dis_loss: 0.9969 Cls_loss: 1.854 Topk: N/A ada_p: 0.1445
[INFO] 2021-10-20 17:14:04 > Step: 156700 Progress: 15.7% Elapsed: 2 days, 3:01:43 Gen_loss: 2.053 Dis_loss: 1.08 Cls_loss: 1.575 Topk: N/A ada_p: 0.1375
[INFO] 2021-10-20 17:15:49 > Step: 156800 Progress: 15.7% Elapsed: 2 days, 3:03:28 Gen_loss: 3.726 Dis_loss: 0.7922 Cls_loss: 1.369 Topk: N/A ada_p: 0.1311
[INFO] 2021-10-20 17:17:24 > Step: 156900 Progress: 15.7% Elapsed: 2 days, 3:05:03 Gen_loss: 3.507 Dis_loss: 1.485 Cls_loss: 1.931 Topk: N/A ada_p: 0.1409
[INFO] 2021-10-20 17:18:59 > Step: 157000 Progress: 15.7% Elapsed: 2 days, 3:06:37 Gen_loss: 3.427 Dis_loss: 0.8882 Cls_loss: 1.356 Topk: N/A ada_p: 0.1363
[INFO] 2021-10-20 17:20:34 > Step: 157100 Progress: 15.7% Elapsed: 2 days, 3:08:13 Gen_loss: 2.797 Dis_loss: 1.196 Cls_loss: 1.469 Topk: N/A ada_p: 0.1306
[INFO] 2021-10-20 17:22:19 > Step: 157200 Progress: 15.7% Elapsed: 2 days, 3:09:57 Gen_loss: 2.893 Dis_loss: 0.9833 Cls_loss: 1.747 Topk: N/A ada_p: 0.1285
[INFO] 2021-10-20 17:23:54 > Step: 157300 Progress: 15.7% Elapsed: 2 days, 3:11:33 Gen_loss: 3.101 Dis_loss: 0.7795 Cls_loss: 1.412 Topk: N/A ada_p: 0.1289
[INFO] 2021-10-20 17:25:29 > Step: 157400 Progress: 15.7% Elapsed: 2 days, 3:13:08 Gen_loss: 2.671 Dis_loss: 1.012 Cls_loss: 1.757 Topk: N/A ada_p: 0.1315
[INFO] 2021-10-20 17:27:05 > Step: 157500 Progress: 15.8% Elapsed: 2 days, 3:14:43 Gen_loss: 3.59 Dis_loss: 1.036 Cls_loss: 1.482 Topk: N/A ada_p: 0.1313
[INFO] 2021-10-20 17:28:49 > Step: 157600 Progress: 15.8% Elapsed: 2 days, 3:16:28 Gen_loss: 2.825 Dis_loss: 0.7247 Cls_loss: 1.589 Topk: N/A ada_p: 0.1352
[INFO] 2021-10-20 17:30:24 > Step: 157700 Progress: 15.8% Elapsed: 2 days, 3:18:03 Gen_loss: 0.9865 Dis_loss: 2.605 Cls_loss: 1.574 Topk: N/A ada_p: 0.1343
[INFO] 2021-10-20 17:31:59 > Step: 157800 Progress: 15.8% Elapsed: 2 days, 3:19:38 Gen_loss: 1.282 Dis_loss: 1.235 Cls_loss: 1.855 Topk: N/A ada_p: 0.1302
[INFO] 2021-10-20 17:33:34 > Step: 157900 Progress: 15.8% Elapsed: 2 days, 3:21:13 Gen_loss: 1.653 Dis_loss: 0.8162 Cls_loss: 1.425 Topk: N/A ada_p: 0.1226
[INFO] 2021-10-20 17:35:19 > Step: 158000 Progress: 15.8% Elapsed: 2 days, 3:22:57 Gen_loss: 2.127 Dis_loss: 1.16 Cls_loss: 1.682 Topk: N/A ada_p: 0.1303
[INFO] 2021-10-20 17:36:54 > Step: 158100 Progress: 15.8% Elapsed: 2 days, 3:24:33 Gen_loss: 2.51 Dis_loss: 0.7557 Cls_loss: 1.853 Topk: N/A ada_p: 0.1238
[INFO] 2021-10-20 17:38:28 > Step: 158200 Progress: 15.8% Elapsed: 2 days, 3:26:07 Gen_loss: 2.276 Dis_loss: 1.2 Cls_loss: 1.632 Topk: N/A ada_p: 0.1299
[INFO] 2021-10-20 17:40:03 > Step: 158300 Progress: 15.8% Elapsed: 2 days, 3:27:42 Gen_loss: 1.765 Dis_loss: 0.7139 Cls_loss: 1.489 Topk: N/A ada_p: 0.1285
[INFO] 2021-10-20 17:41:48 > Step: 158400 Progress: 15.8% Elapsed: 2 days, 3:29:27 Gen_loss: 1.523 Dis_loss: 1.0 Cls_loss: 1.535 Topk: N/A ada_p: 0.1275
[INFO] 2021-10-20 17:43:23 > Step: 158500 Progress: 15.8% Elapsed: 2 days, 3:31:01 Gen_loss: 1.951 Dis_loss: 1.013 Cls_loss: 1.851 Topk: N/A ada_p: 0.1276
[INFO] 2021-10-20 17:44:57 > Step: 158600 Progress: 15.9% Elapsed: 2 days, 3:32:35 Gen_loss: 2.581 Dis_loss: 1.086 Cls_loss: 1.558 Topk: N/A ada_p: 0.1243
[INFO] 2021-10-20 17:46:31 > Step: 158700 Progress: 15.9% Elapsed: 2 days, 3:34:10 Gen_loss: 2.29 Dis_loss: 1.027 Cls_loss: 1.533 Topk: N/A ada_p: 0.1293
[INFO] 2021-10-20 17:48:16 > Step: 158800 Progress: 15.9% Elapsed: 2 days, 3:35:55 Gen_loss: 3.227 Dis_loss: 1.092 Cls_loss: 1.335 Topk: N/A ada_p: 0.1313
[INFO] 2021-10-20 17:49:51 > Step: 158900 Progress: 15.9% Elapsed: 2 days, 3:37:29 Gen_loss: 2.029 Dis_loss: 0.9457 Cls_loss: 1.869 Topk: N/A ada_p: 0.1345
[INFO] 2021-10-20 17:51:25 > Step: 159000 Progress: 15.9% Elapsed: 2 days, 3:39:03 Gen_loss: 2.895 Dis_loss: 0.8855 Cls_loss: 1.449 Topk: N/A ada_p: 0.1371
[INFO] 2021-10-20 17:52:59 > Step: 159100 Progress: 15.9% Elapsed: 2 days, 3:40:38 Gen_loss: 2.536 Dis_loss: 1.037 Cls_loss: 1.608 Topk: N/A ada_p: 0.1301
[INFO] 2021-10-20 17:54:44 > Step: 159200 Progress: 15.9% Elapsed: 2 days, 3:42:23 Gen_loss: 2.196 Dis_loss: 0.8493 Cls_loss: 1.512 Topk: N/A ada_p: 0.1336
[INFO] 2021-10-20 17:56:19 > Step: 159300 Progress: 15.9% Elapsed: 2 days, 3:43:57 Gen_loss: 3.484 Dis_loss: 1.517 Cls_loss: 1.855 Topk: N/A ada_p: 0.1338
[INFO] 2021-10-20 17:57:53 > Step: 159400 Progress: 15.9% Elapsed: 2 days, 3:45:32 Gen_loss: 1.464 Dis_loss: 1.308 Cls_loss: 2.011 Topk: N/A ada_p: 0.1322
[INFO] 2021-10-20 17:59:27 > Step: 159500 Progress: 16.0% Elapsed: 2 days, 3:47:06 Gen_loss: 2.597 Dis_loss: 0.962 Cls_loss: 1.408 Topk: N/A ada_p: 0.1275
[INFO] 2021-10-20 18:01:12 > Step: 159600 Progress: 16.0% Elapsed: 2 days, 3:48:51 Gen_loss: 2.056 Dis_loss: 0.954 Cls_loss: 1.644 Topk: N/A ada_p: 0.1234
[INFO] 2021-10-20 18:02:46 > Step: 159700 Progress: 16.0% Elapsed: 2 days, 3:50:25 Gen_loss: 2.53 Dis_loss: 0.9498 Cls_loss: 2.062 Topk: N/A ada_p: 0.1248
[INFO] 2021-10-20 18:04:20 > Step: 159800 Progress: 16.0% Elapsed: 2 days, 3:51:59 Gen_loss: 3.862 Dis_loss: 1.218 Cls_loss: 1.489 Topk: N/A ada_p: 0.1276
[INFO] 2021-10-20 18:05:54 > Step: 159900 Progress: 16.0% Elapsed: 2 days, 3:53:33 Gen_loss: 12.91 Dis_loss: 1.046 Cls_loss: 1.797 Topk: N/A ada_p: 0.1193
[INFO] 2021-10-20 18:07:38 > Step: 160000 Progress: 16.0% Elapsed: 2 days, 3:55:17 Gen_loss: 1.44 Dis_loss: 1.205 Cls_loss: 1.81 Topk: N/A ada_p: 0.1183
[INFO] 2021-10-20 18:07:39 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-20 18:07:39 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_160000.png
[INFO] 2021-10-20 18:07:39 > Start Evaluation (160000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-20 18:07:39 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-20 18:13:10 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-20 18:18:49 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-20 18:38:46 > Inception score (Step: 160000, 50000 generated images): 10.546906471252441
[INFO] 2021-10-20 18:38:46 > FID score (Step: 160000, Using train moments): 3.3724362511974846
[INFO] 2021-10-20 18:38:46 > Improved Precision (Step: 160000, Using train images): 0.758
[INFO] 2021-10-20 18:38:46 > Improved Recall (Step: 160000, Using train images): 0.59132
[INFO] 2021-10-20 18:38:46 > Density (Step: 160000, Using train images): 1.117892
[INFO] 2021-10-20 18:38:46 > Coverage (Step: 160000, Using train images): 0.90784
[INFO] 2021-10-20 18:38:46 > Best FID score (Step: 160000, Using train moments): 3.3724362511974846
[INFO] 2021-10-20 18:39:09 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-20 18:43:32 > Step: 160100 Progress: 16.0% Elapsed: 2 days, 4:31:11 Gen_loss: 2.066 Dis_loss: 0.6823 Cls_loss: 1.857 Topk: N/A ada_p: 0.122
[INFO] 2021-10-20 18:45:06 > Step: 160200 Progress: 16.0% Elapsed: 2 days, 4:32:45 Gen_loss: 2.457 Dis_loss: 0.753 Cls_loss: 1.639 Topk: N/A ada_p: 0.1281
[INFO] 2021-10-20 18:46:58 > Step: 160300 Progress: 16.0% Elapsed: 2 days, 4:34:36 Gen_loss: 1.994 Dis_loss: 1.062 Cls_loss: 1.647 Topk: N/A ada_p: 0.1237
[INFO] 2021-10-20 18:48:32 > Step: 160400 Progress: 16.0% Elapsed: 2 days, 4:36:11 Gen_loss: 4.486 Dis_loss: 0.7279 Cls_loss: 1.199 Topk: N/A ada_p: 0.1272
[INFO] 2021-10-20 18:50:07 > Step: 160500 Progress: 16.1% Elapsed: 2 days, 4:37:46 Gen_loss: 1.755 Dis_loss: 1.18 Cls_loss: 1.595 Topk: N/A ada_p: 0.1335
[INFO] 2021-10-20 18:51:42 > Step: 160600 Progress: 16.1% Elapsed: 2 days, 4:39:21 Gen_loss: 2.701 Dis_loss: 1.065 Cls_loss: 1.255 Topk: N/A ada_p: 0.1366
[INFO] 2021-10-20 18:53:27 > Step: 160700 Progress: 16.1% Elapsed: 2 days, 4:41:06 Gen_loss: 3.412 Dis_loss: 0.976 Cls_loss: 1.422 Topk: N/A ada_p: 0.1339
[INFO] 2021-10-20 18:55:03 > Step: 160800 Progress: 16.1% Elapsed: 2 days, 4:42:42 Gen_loss: 4.237 Dis_loss: 0.8525 Cls_loss: 1.704 Topk: N/A ada_p: 0.1354
[INFO] 2021-10-20 18:56:38 > Step: 160900 Progress: 16.1% Elapsed: 2 days, 4:44:17 Gen_loss: 1.625 Dis_loss: 1.258 Cls_loss: 1.626 Topk: N/A ada_p: 0.1353
[INFO] 2021-10-20 18:58:12 > Step: 161000 Progress: 16.1% Elapsed: 2 days, 4:45:51 Gen_loss: 1.597 Dis_loss: 0.8772 Cls_loss: 1.477 Topk: N/A ada_p: 0.1361
[INFO] 2021-10-20 18:59:58 > Step: 161100 Progress: 16.1% Elapsed: 2 days, 4:47:36 Gen_loss: 2.408 Dis_loss: 0.8883 Cls_loss: 1.611 Topk: N/A ada_p: 0.1316
[INFO] 2021-10-20 19:01:32 > Step: 161200 Progress: 16.1% Elapsed: 2 days, 4:49:11 Gen_loss: 1.846 Dis_loss: 0.9061 Cls_loss: 1.319 Topk: N/A ada_p: 0.1303
[INFO] 2021-10-20 19:03:07 > Step: 161300 Progress: 16.1% Elapsed: 2 days, 4:50:46 Gen_loss: 1.89 Dis_loss: 0.8669 Cls_loss: 1.188 Topk: N/A ada_p: 0.1284
[INFO] 2021-10-20 19:04:42 > Step: 161400 Progress: 16.1% Elapsed: 2 days, 4:52:21 Gen_loss: 3.076 Dis_loss: 0.7248 Cls_loss: 1.504 Topk: N/A ada_p: 0.1294
[INFO] 2021-10-20 19:06:29 > Step: 161500 Progress: 16.2% Elapsed: 2 days, 4:54:07 Gen_loss: 2.271 Dis_loss: 0.9269 Cls_loss: 1.659 Topk: N/A ada_p: 0.1313
[INFO] 2021-10-20 19:08:03 > Step: 161600 Progress: 16.2% Elapsed: 2 days, 4:55:42 Gen_loss: 1.841 Dis_loss: 1.066 Cls_loss: 1.747 Topk: N/A ada_p: 0.1367
[INFO] 2021-10-20 19:09:38 > Step: 161700 Progress: 16.2% Elapsed: 2 days, 4:57:17 Gen_loss: 2.768 Dis_loss: 0.8587 Cls_loss: 1.491 Topk: N/A ada_p: 0.1304
[INFO] 2021-10-20 19:11:13 > Step: 161800 Progress: 16.2% Elapsed: 2 days, 4:58:52 Gen_loss: 2.616 Dis_loss: 1.01 Cls_loss: 1.969 Topk: N/A ada_p: 0.1348
[INFO] 2021-10-20 19:12:59 > Step: 161900 Progress: 16.2% Elapsed: 2 days, 5:00:38 Gen_loss: 1.754 Dis_loss: 1.521 Cls_loss: 1.508 Topk: N/A ada_p: 0.1295
[INFO] 2021-10-20 19:14:34 > Step: 162000 Progress: 16.2% Elapsed: 2 days, 5:02:13 Gen_loss: 4.027 Dis_loss: 0.9898 Cls_loss: 1.423 Topk: N/A ada_p: 0.1334
[INFO] 2021-10-20 19:16:09 > Step: 162100 Progress: 16.2% Elapsed: 2 days, 5:03:48 Gen_loss: 2.663 Dis_loss: 0.7283 Cls_loss: 1.518 Topk: N/A ada_p: 0.1256
[INFO] 2021-10-20 19:17:44 > Step: 162200 Progress: 16.2% Elapsed: 2 days, 5:05:23 Gen_loss: 2.733 Dis_loss: 1.216 Cls_loss: 1.697 Topk: N/A ada_p: 0.1294
[INFO] 2021-10-20 19:19:30 > Step: 162300 Progress: 16.2% Elapsed: 2 days, 5:07:09 Gen_loss: 2.565 Dis_loss: 0.7521 Cls_loss: 1.717 Topk: N/A ada_p: 0.1318
[INFO] 2021-10-20 19:21:04 > Step: 162400 Progress: 16.2% Elapsed: 2 days, 5:08:43 Gen_loss: 3.552 Dis_loss: 2.065 Cls_loss: 1.615 Topk: N/A ada_p: 0.1313
[INFO] 2021-10-20 19:22:40 > Step: 162500 Progress: 16.2% Elapsed: 2 days, 5:10:19 Gen_loss: 3.468 Dis_loss: 1.05 Cls_loss: 1.257 Topk: N/A ada_p: 0.1235
[INFO] 2021-10-20 19:24:16 > Step: 162600 Progress: 16.3% Elapsed: 2 days, 5:11:55 Gen_loss: 2.462 Dis_loss: 0.5952 Cls_loss: 1.295 Topk: N/A ada_p: 0.1286
[INFO] 2021-10-20 19:26:01 > Step: 162700 Progress: 16.3% Elapsed: 2 days, 5:13:40 Gen_loss: 1.317 Dis_loss: 0.9643 Cls_loss: 1.49 Topk: N/A ada_p: 0.127
[INFO] 2021-10-20 19:27:35 > Step: 162800 Progress: 16.3% Elapsed: 2 days, 5:15:14 Gen_loss: 3.128 Dis_loss: 1.022 Cls_loss: 1.432 Topk: N/A ada_p: 0.126
[INFO] 2021-10-20 19:29:10 > Step: 162900 Progress: 16.3% Elapsed: 2 days, 5:16:49 Gen_loss: 2.465 Dis_loss: 1.055 Cls_loss: 1.883 Topk: N/A ada_p: 0.1284
[INFO] 2021-10-20 19:30:46 > Step: 163000 Progress: 16.3% Elapsed: 2 days, 5:18:25 Gen_loss: 3.119 Dis_loss: 0.9739 Cls_loss: 1.585 Topk: N/A ada_p: 0.1304
[INFO] 2021-10-20 19:32:32 > Step: 163100 Progress: 16.3% Elapsed: 2 days, 5:20:10 Gen_loss: 1.92 Dis_loss: 1.028 Cls_loss: 1.602 Topk: N/A ada_p: 0.1326
[INFO] 2021-10-20 19:34:07 > Step: 163200 Progress: 16.3% Elapsed: 2 days, 5:21:46 Gen_loss: 1.868 Dis_loss: 0.7052 Cls_loss: 1.758 Topk: N/A ada_p: 0.1298
[INFO] 2021-10-20 19:35:42 > Step: 163300 Progress: 16.3% Elapsed: 2 days, 5:23:21 Gen_loss: 1.436 Dis_loss: 0.9157 Cls_loss: 1.628 Topk: N/A ada_p: 0.1281
[INFO] 2021-10-20 19:37:17 > Step: 163400 Progress: 16.3% Elapsed: 2 days, 5:24:56 Gen_loss: 2.231 Dis_loss: 1.221 Cls_loss: 1.65 Topk: N/A ada_p: 0.133
[INFO] 2021-10-20 19:39:02 > Step: 163500 Progress: 16.4% Elapsed: 2 days, 5:26:41 Gen_loss: 2.704 Dis_loss: 0.7489 Cls_loss: 1.498 Topk: N/A ada_p: 0.1395
[INFO] 2021-10-20 19:40:36 > Step: 163600 Progress: 16.4% Elapsed: 2 days, 5:28:15 Gen_loss: 2.193 Dis_loss: 1.109 Cls_loss: 1.814 Topk: N/A ada_p: 0.1334
[INFO] 2021-10-20 19:42:11 > Step: 163700 Progress: 16.4% Elapsed: 2 days, 5:29:49 Gen_loss: 2.872 Dis_loss: 0.8892 Cls_loss: 1.6 Topk: N/A ada_p: 0.1317
[INFO] 2021-10-20 19:43:45 > Step: 163800 Progress: 16.4% Elapsed: 2 days, 5:31:24 Gen_loss: 2.448 Dis_loss: 0.7674 Cls_loss: 1.564 Topk: N/A ada_p: 0.133
[INFO] 2021-10-20 19:45:30 > Step: 163900 Progress: 16.4% Elapsed: 2 days, 5:33:09 Gen_loss: 2.01 Dis_loss: 0.9753 Cls_loss: 1.439 Topk: N/A ada_p: 0.1367
[INFO] 2021-10-20 19:47:05 > Step: 164000 Progress: 16.4% Elapsed: 2 days, 5:34:44 Gen_loss: 4.223 Dis_loss: 1.055 Cls_loss: 1.685 Topk: N/A ada_p: 0.1385
[INFO] 2021-10-20 19:48:41 > Step: 164100 Progress: 16.4% Elapsed: 2 days, 5:36:20 Gen_loss: 2.406 Dis_loss: 1.168 Cls_loss: 1.667 Topk: N/A ada_p: 0.1435
[INFO] 2021-10-20 19:50:26 > Step: 164200 Progress: 16.4% Elapsed: 2 days, 5:38:05 Gen_loss: 2.108 Dis_loss: 0.7725 Cls_loss: 1.905 Topk: N/A ada_p: 0.1445
[INFO] 2021-10-20 19:52:01 > Step: 164300 Progress: 16.4% Elapsed: 2 days, 5:39:39 Gen_loss: 2.892 Dis_loss: 0.8762 Cls_loss: 1.372 Topk: N/A ada_p: 0.147
[INFO] 2021-10-20 19:53:35 > Step: 164400 Progress: 16.4% Elapsed: 2 days, 5:41:14 Gen_loss: 2.865 Dis_loss: 0.9443 Cls_loss: 1.624 Topk: N/A ada_p: 0.1454
[INFO] 2021-10-20 19:55:10 > Step: 164500 Progress: 16.4% Elapsed: 2 days, 5:42:49 Gen_loss: 1.304 Dis_loss: 1.105 Cls_loss: 1.546 Topk: N/A ada_p: 0.1443
[INFO] 2021-10-20 19:56:55 > Step: 164600 Progress: 16.5% Elapsed: 2 days, 5:44:34 Gen_loss: 3.553 Dis_loss: 0.9985 Cls_loss: 1.54 Topk: N/A ada_p: 0.1473
[INFO] 2021-10-20 19:58:31 > Step: 164700 Progress: 16.5% Elapsed: 2 days, 5:46:09 Gen_loss: 3.415 Dis_loss: 0.9358 Cls_loss: 1.74 Topk: N/A ada_p: 0.1505
[INFO] 2021-10-20 20:00:06 > Step: 164800 Progress: 16.5% Elapsed: 2 days, 5:47:44 Gen_loss: 2.312 Dis_loss: 0.8292 Cls_loss: 2.021 Topk: N/A ada_p: 0.1485
[INFO] 2021-10-20 20:01:41 > Step: 164900 Progress: 16.5% Elapsed: 2 days, 5:49:19 Gen_loss: 2.114 Dis_loss: 0.8892 Cls_loss: 1.821 Topk: N/A ada_p: 0.1478
[INFO] 2021-10-20 20:03:25 > Step: 165000 Progress: 16.5% Elapsed: 2 days, 5:51:04 Gen_loss: 1.84 Dis_loss: 0.9864 Cls_loss: 1.963 Topk: N/A ada_p: 0.1425
[INFO] 2021-10-20 20:05:00 > Step: 165100 Progress: 16.5% Elapsed: 2 days, 5:52:39 Gen_loss: 2.044 Dis_loss: 1.42 Cls_loss: 1.697 Topk: N/A ada_p: 0.1395
[INFO] 2021-10-20 20:06:35 > Step: 165200 Progress: 16.5% Elapsed: 2 days, 5:54:14 Gen_loss: 2.366 Dis_loss: 1.1 Cls_loss: 1.812 Topk: N/A ada_p: 0.1344
[INFO] 2021-10-20 20:08:10 > Step: 165300 Progress: 16.5% Elapsed: 2 days, 5:55:49 Gen_loss: 2.876 Dis_loss: 1.278 Cls_loss: 1.573 Topk: N/A ada_p: 0.134
[INFO] 2021-10-20 20:09:54 > Step: 165400 Progress: 16.5% Elapsed: 2 days, 5:57:33 Gen_loss: 2.769 Dis_loss: 1.143 Cls_loss: 2.044 Topk: N/A ada_p: 0.1391
[INFO] 2021-10-20 20:11:29 > Step: 165500 Progress: 16.6% Elapsed: 2 days, 5:59:08 Gen_loss: 2.0 Dis_loss: 0.9841 Cls_loss: 1.301 Topk: N/A ada_p: 0.1398
[INFO] 2021-10-20 20:13:04 > Step: 165600 Progress: 16.6% Elapsed: 2 days, 6:00:43 Gen_loss: 2.36 Dis_loss: 1.08 Cls_loss: 1.815 Topk: N/A ada_p: 0.1365
[INFO] 2021-10-20 20:14:39 > Step: 165700 Progress: 16.6% Elapsed: 2 days, 6:02:18 Gen_loss: 2.713 Dis_loss: 1.018 Cls_loss: 1.406 Topk: N/A ada_p: 0.1315
[INFO] 2021-10-20 20:16:24 > Step: 165800 Progress: 16.6% Elapsed: 2 days, 6:04:03 Gen_loss: 1.212 Dis_loss: 1.491 Cls_loss: 1.884 Topk: N/A ada_p: 0.132
[INFO] 2021-10-20 20:18:00 > Step: 165900 Progress: 16.6% Elapsed: 2 days, 6:05:38 Gen_loss: 2.805 Dis_loss: 1.053 Cls_loss: 1.551 Topk: N/A ada_p: 0.1336
[INFO] 2021-10-20 20:19:34 > Step: 166000 Progress: 16.6% Elapsed: 2 days, 6:07:13 Gen_loss: 2.622 Dis_loss: 0.9696 Cls_loss: 1.545 Topk: N/A ada_p: 0.1359
[INFO] 2021-10-20 20:21:09 > Step: 166100 Progress: 16.6% Elapsed: 2 days, 6:08:48 Gen_loss: 3.373 Dis_loss: 1.154 Cls_loss: 1.489 Topk: N/A ada_p: 0.1374
[INFO] 2021-10-20 20:22:53 > Step: 166200 Progress: 16.6% Elapsed: 2 days, 6:10:32 Gen_loss: 2.632 Dis_loss: 0.8646 Cls_loss: 1.33 Topk: N/A ada_p: 0.1356
[INFO] 2021-10-20 20:24:28 > Step: 166300 Progress: 16.6% Elapsed: 2 days, 6:12:07 Gen_loss: 2.272 Dis_loss: 0.9801 Cls_loss: 1.758 Topk: N/A ada_p: 0.1342
[INFO] 2021-10-20 20:26:03 > Step: 166400 Progress: 16.6% Elapsed: 2 days, 6:13:42 Gen_loss: 3.311 Dis_loss: 0.7785 Cls_loss: 1.537 Topk: N/A ada_p: 0.1339
[INFO] 2021-10-20 20:27:38 > Step: 166500 Progress: 16.7% Elapsed: 2 days, 6:15:17 Gen_loss: 1.778 Dis_loss: 0.828 Cls_loss: 1.569 Topk: N/A ada_p: 0.1399
[INFO] 2021-10-20 20:29:22 > Step: 166600 Progress: 16.7% Elapsed: 2 days, 6:17:01 Gen_loss: 2.447 Dis_loss: 1.334 Cls_loss: 1.709 Topk: N/A ada_p: 0.1412
[INFO] 2021-10-20 20:30:57 > Step: 166700 Progress: 16.7% Elapsed: 2 days, 6:18:36 Gen_loss: 2.018 Dis_loss: 0.8935 Cls_loss: 1.677 Topk: N/A ada_p: 0.1362
[INFO] 2021-10-20 20:32:32 > Step: 166800 Progress: 16.7% Elapsed: 2 days, 6:20:10 Gen_loss: 1.293 Dis_loss: 1.3 Cls_loss: 1.579 Topk: N/A ada_p: 0.1354
[INFO] 2021-10-20 20:34:06 > Step: 166900 Progress: 16.7% Elapsed: 2 days, 6:21:45 Gen_loss: 3.575 Dis_loss: 1.256 Cls_loss: 1.547 Topk: N/A ada_p: 0.133
[INFO] 2021-10-20 20:35:51 > Step: 167000 Progress: 16.7% Elapsed: 2 days, 6:23:29 Gen_loss: 3.066 Dis_loss: 0.6627 Cls_loss: 1.477 Topk: N/A ada_p: 0.1327
[INFO] 2021-10-20 20:37:26 > Step: 167100 Progress: 16.7% Elapsed: 2 days, 6:25:04 Gen_loss: 2.463 Dis_loss: 0.9468 Cls_loss: 1.596 Topk: N/A ada_p: 0.1321
[INFO] 2021-10-20 20:39:01 > Step: 167200 Progress: 16.7% Elapsed: 2 days, 6:26:39 Gen_loss: 3.022 Dis_loss: 1.141 Cls_loss: 1.826 Topk: N/A ada_p: 0.1344
[INFO] 2021-10-20 20:40:35 > Step: 167300 Progress: 16.7% Elapsed: 2 days, 6:28:14 Gen_loss: 1.07 Dis_loss: 1.082 Cls_loss: 1.517 Topk: N/A ada_p: 0.1356
[INFO] 2021-10-20 20:42:20 > Step: 167400 Progress: 16.7% Elapsed: 2 days, 6:29:59 Gen_loss: 1.855 Dis_loss: 1.13 Cls_loss: 1.149 Topk: N/A ada_p: 0.1402
[INFO] 2021-10-20 20:43:55 > Step: 167500 Progress: 16.8% Elapsed: 2 days, 6:31:34 Gen_loss: 2.338 Dis_loss: 1.167 Cls_loss: 1.807 Topk: N/A ada_p: 0.1411
[INFO] 2021-10-20 20:45:31 > Step: 167600 Progress: 16.8% Elapsed: 2 days, 6:33:09 Gen_loss: 2.759 Dis_loss: 0.7341 Cls_loss: 1.343 Topk: N/A ada_p: 0.1411
[INFO] 2021-10-20 20:47:05 > Step: 167700 Progress: 16.8% Elapsed: 2 days, 6:34:44 Gen_loss: 2.738 Dis_loss: 0.8252 Cls_loss: 1.702 Topk: N/A ada_p: 0.1417
[INFO] 2021-10-20 20:48:50 > Step: 167800 Progress: 16.8% Elapsed: 2 days, 6:36:29 Gen_loss: 2.649 Dis_loss: 0.9895 Cls_loss: 1.393 Topk: N/A ada_p: 0.1407
[INFO] 2021-10-20 20:50:25 > Step: 167900 Progress: 16.8% Elapsed: 2 days, 6:38:04 Gen_loss: 2.123 Dis_loss: 1.25 Cls_loss: 1.914 Topk: N/A ada_p: 0.1406
[INFO] 2021-10-20 20:52:01 > Step: 168000 Progress: 16.8% Elapsed: 2 days, 6:39:40 Gen_loss: 2.812 Dis_loss: 0.9401 Cls_loss: 1.842 Topk: N/A ada_p: 0.1395
[INFO] 2021-10-20 20:53:47 > Step: 168100 Progress: 16.8% Elapsed: 2 days, 6:41:26 Gen_loss: 3.579 Dis_loss: 1.122 Cls_loss: 1.609 Topk: N/A ada_p: 0.1414
[INFO] 2021-10-20 20:55:21 > Step: 168200 Progress: 16.8% Elapsed: 2 days, 6:43:00 Gen_loss: 1.616 Dis_loss: 0.9009 Cls_loss: 1.751 Topk: N/A ada_p: 0.1412
[INFO] 2021-10-20 20:56:56 > Step: 168300 Progress: 16.8% Elapsed: 2 days, 6:44:35 Gen_loss: 2.611 Dis_loss: 1.177 Cls_loss: 1.669 Topk: N/A ada_p: 0.1449
[INFO] 2021-10-20 20:58:31 > Step: 168400 Progress: 16.8% Elapsed: 2 days, 6:46:10 Gen_loss: 3.247 Dis_loss: 0.9134 Cls_loss: 1.896 Topk: N/A ada_p: 0.1457
[INFO] 2021-10-20 21:00:16 > Step: 168500 Progress: 16.9% Elapsed: 2 days, 6:47:55 Gen_loss: 1.939 Dis_loss: 0.7926 Cls_loss: 1.678 Topk: N/A ada_p: 0.1432
[INFO] 2021-10-20 21:01:50 > Step: 168600 Progress: 16.9% Elapsed: 2 days, 6:49:29 Gen_loss: 2.528 Dis_loss: 1.938 Cls_loss: 2.143 Topk: N/A ada_p: 0.1438
[INFO] 2021-10-20 21:03:26 > Step: 168700 Progress: 16.9% Elapsed: 2 days, 6:51:04 Gen_loss: 1.783 Dis_loss: 0.8827 Cls_loss: 1.695 Topk: N/A ada_p: 0.1439
[INFO] 2021-10-20 21:05:00 > Step: 168800 Progress: 16.9% Elapsed: 2 days, 6:52:39 Gen_loss: 2.695 Dis_loss: 1.143 Cls_loss: 1.69 Topk: N/A ada_p: 0.139
[INFO] 2021-10-20 21:06:45 > Step: 168900 Progress: 16.9% Elapsed: 2 days, 6:54:23 Gen_loss: 1.711 Dis_loss: 0.7296 Cls_loss: 1.587 Topk: N/A ada_p: 0.132
[INFO] 2021-10-20 21:08:19 > Step: 169000 Progress: 16.9% Elapsed: 2 days, 6:55:58 Gen_loss: 1.323 Dis_loss: 1.358 Cls_loss: 2.056 Topk: N/A ada_p: 0.1333
[INFO] 2021-10-20 21:09:54 > Step: 169100 Progress: 16.9% Elapsed: 2 days, 6:57:33 Gen_loss: 2.256 Dis_loss: 0.7777 Cls_loss: 1.45 Topk: N/A ada_p: 0.1336
[INFO] 2021-10-20 21:11:28 > Step: 169200 Progress: 16.9% Elapsed: 2 days, 6:59:07 Gen_loss: 2.898 Dis_loss: 0.7216 Cls_loss: 1.554 Topk: N/A ada_p: 0.1313
[INFO] 2021-10-20 21:13:12 > Step: 169300 Progress: 16.9% Elapsed: 2 days, 7:00:51 Gen_loss: 2.676 Dis_loss: 1.146 Cls_loss: 1.728 Topk: N/A ada_p: 0.1397
[INFO] 2021-10-20 21:14:47 > Step: 169400 Progress: 16.9% Elapsed: 2 days, 7:02:25 Gen_loss: 3.21 Dis_loss: 0.9023 Cls_loss: 1.857 Topk: N/A ada_p: 0.1412
[INFO] 2021-10-20 21:16:21 > Step: 169500 Progress: 17.0% Elapsed: 2 days, 7:04:00 Gen_loss: 2.867 Dis_loss: 0.8663 Cls_loss: 1.358 Topk: N/A ada_p: 0.1377
[INFO] 2021-10-20 21:17:55 > Step: 169600 Progress: 17.0% Elapsed: 2 days, 7:05:34 Gen_loss: 2.289 Dis_loss: 1.345 Cls_loss: 1.752 Topk: N/A ada_p: 0.1383
[INFO] 2021-10-20 21:19:39 > Step: 169700 Progress: 17.0% Elapsed: 2 days, 7:07:18 Gen_loss: 3.566 Dis_loss: 0.6902 Cls_loss: 1.812 Topk: N/A ada_p: 0.1315
[INFO] 2021-10-20 21:21:13 > Step: 169800 Progress: 17.0% Elapsed: 2 days, 7:08:52 Gen_loss: 1.642 Dis_loss: 1.011 Cls_loss: 1.732 Topk: N/A ada_p: 0.1348
[INFO] 2021-10-20 21:22:48 > Step: 169900 Progress: 17.0% Elapsed: 2 days, 7:10:26 Gen_loss: 2.503 Dis_loss: 0.9984 Cls_loss: 1.731 Topk: N/A ada_p: 0.1321
[INFO] 2021-10-20 21:24:22 > Step: 170000 Progress: 17.0% Elapsed: 2 days, 7:12:01 Gen_loss: 2.497 Dis_loss: 0.6285 Cls_loss: 1.508 Topk: N/A ada_p: 0.1352
[INFO] 2021-10-20 21:24:22 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-20 21:24:22 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_170000.png
[INFO] 2021-10-20 21:24:22 > Start Evaluation (170000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-20 21:24:22 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-20 21:29:55 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-20 21:35:33 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-20 21:57:04 > Inception score (Step: 170000, 50000 generated images): 10.480162620544434
[INFO] 2021-10-20 21:57:04 > FID score (Step: 170000, Using train moments): 3.3798145613100132
[INFO] 2021-10-20 21:57:04 > Improved Precision (Step: 170000, Using train images): 0.76236
[INFO] 2021-10-20 21:57:04 > Improved Recall (Step: 170000, Using train images): 0.59602
[INFO] 2021-10-20 21:57:04 > Density (Step: 170000, Using train images): 1.1107
[INFO] 2021-10-20 21:57:04 > Coverage (Step: 170000, Using train images): 0.9061
[INFO] 2021-10-20 21:57:04 > Best FID score (Step: 160000, Using train moments): 3.3724362511974846
[INFO] 2021-10-20 21:57:15 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-20 22:00:35 > Step: 170100 Progress: 17.0% Elapsed: 2 days, 7:48:13 Gen_loss: 2.424 Dis_loss: 0.6933 Cls_loss: 1.642 Topk: N/A ada_p: 0.1402
[INFO] 2021-10-20 22:02:09 > Step: 170200 Progress: 17.0% Elapsed: 2 days, 7:49:48 Gen_loss: 2.527 Dis_loss: 0.8541 Cls_loss: 1.575 Topk: N/A ada_p: 0.1389
[INFO] 2021-10-20 22:03:44 > Step: 170300 Progress: 17.0% Elapsed: 2 days, 7:51:23 Gen_loss: 2.459 Dis_loss: 0.8923 Cls_loss: 1.9 Topk: N/A ada_p: 0.1372
[INFO] 2021-10-20 22:05:18 > Step: 170400 Progress: 17.0% Elapsed: 2 days, 7:52:57 Gen_loss: 1.473 Dis_loss: 0.7575 Cls_loss: 1.87 Topk: N/A ada_p: 0.1447
[INFO] 2021-10-20 22:07:03 > Step: 170500 Progress: 17.1% Elapsed: 2 days, 7:54:42 Gen_loss: 2.055 Dis_loss: 0.9444 Cls_loss: 1.722 Topk: N/A ada_p: 0.144
[INFO] 2021-10-20 22:08:38 > Step: 170600 Progress: 17.1% Elapsed: 2 days, 7:56:17 Gen_loss: 2.828 Dis_loss: 0.665 Cls_loss: 1.525 Topk: N/A ada_p: 0.1476
[INFO] 2021-10-20 22:10:14 > Step: 170700 Progress: 17.1% Elapsed: 2 days, 7:57:53 Gen_loss: 3.085 Dis_loss: 1.118 Cls_loss: 1.682 Topk: N/A ada_p: 0.1439
[INFO] 2021-10-20 22:11:49 > Step: 170800 Progress: 17.1% Elapsed: 2 days, 7:59:28 Gen_loss: 1.584 Dis_loss: 1.221 Cls_loss: 1.896 Topk: N/A ada_p: 0.1408
[INFO] 2021-10-20 22:13:34 > Step: 170900 Progress: 17.1% Elapsed: 2 days, 8:01:13 Gen_loss: 2.605 Dis_loss: 0.9291 Cls_loss: 1.827 Topk: N/A ada_p: 0.1422
[INFO] 2021-10-20 22:15:09 > Step: 171000 Progress: 17.1% Elapsed: 2 days, 8:02:48 Gen_loss: 4.159 Dis_loss: 0.8668 Cls_loss: 1.428 Topk: N/A ada_p: 0.1412
[INFO] 2021-10-20 22:16:44 > Step: 171100 Progress: 17.1% Elapsed: 2 days, 8:04:22 Gen_loss: 1.472 Dis_loss: 1.088 Cls_loss: 1.577 Topk: N/A ada_p: 0.1365
[INFO] 2021-10-20 22:18:19 > Step: 171200 Progress: 17.1% Elapsed: 2 days, 8:05:57 Gen_loss: 2.396 Dis_loss: 0.8765 Cls_loss: 1.442 Topk: N/A ada_p: 0.1367
[INFO] 2021-10-20 22:20:03 > Step: 171300 Progress: 17.1% Elapsed: 2 days, 8:07:42 Gen_loss: 2.707 Dis_loss: 0.8544 Cls_loss: 1.431 Topk: N/A ada_p: 0.143
[INFO] 2021-10-20 22:21:38 > Step: 171400 Progress: 17.1% Elapsed: 2 days, 8:09:17 Gen_loss: 3.532 Dis_loss: 0.7514 Cls_loss: 1.655 Topk: N/A ada_p: 0.1394
[INFO] 2021-10-20 22:23:13 > Step: 171500 Progress: 17.2% Elapsed: 2 days, 8:10:52 Gen_loss: 2.62 Dis_loss: 1.012 Cls_loss: 1.636 Topk: N/A ada_p: 0.1354
[INFO] 2021-10-20 22:24:48 > Step: 171600 Progress: 17.2% Elapsed: 2 days, 8:12:27 Gen_loss: 3.965 Dis_loss: 1.492 Cls_loss: 1.668 Topk: N/A ada_p: 0.1377
[INFO] 2021-10-20 22:26:33 > Step: 171700 Progress: 17.2% Elapsed: 2 days, 8:14:12 Gen_loss: 2.202 Dis_loss: 0.7193 Cls_loss: 1.496 Topk: N/A ada_p: 0.143
[INFO] 2021-10-20 22:28:07 > Step: 171800 Progress: 17.2% Elapsed: 2 days, 8:15:46 Gen_loss: 1.396 Dis_loss: 1.046 Cls_loss: 1.71 Topk: N/A ada_p: 0.1468
[INFO] 2021-10-20 22:29:43 > Step: 171900 Progress: 17.2% Elapsed: 2 days, 8:17:21 Gen_loss: 2.371 Dis_loss: 0.7435 Cls_loss: 1.671 Topk: N/A ada_p: 0.1505
[INFO] 2021-10-20 22:31:27 > Step: 172000 Progress: 17.2% Elapsed: 2 days, 8:19:06 Gen_loss: 1.975 Dis_loss: 0.8821 Cls_loss: 1.587 Topk: N/A ada_p: 0.1554
[INFO] 2021-10-20 22:33:02 > Step: 172100 Progress: 17.2% Elapsed: 2 days, 8:20:41 Gen_loss: 2.675 Dis_loss: 1.063 Cls_loss: 1.947 Topk: N/A ada_p: 0.1504
[INFO] 2021-10-20 22:34:36 > Step: 172200 Progress: 17.2% Elapsed: 2 days, 8:22:15 Gen_loss: 3.623 Dis_loss: 0.7898 Cls_loss: 1.718 Topk: N/A ada_p: 0.1504
[INFO] 2021-10-20 22:36:12 > Step: 172300 Progress: 17.2% Elapsed: 2 days, 8:23:50 Gen_loss: 2.054 Dis_loss: 1.076 Cls_loss: 1.749 Topk: N/A ada_p: 0.1516
[INFO] 2021-10-20 22:37:57 > Step: 172400 Progress: 17.2% Elapsed: 2 days, 8:25:36 Gen_loss: 2.694 Dis_loss: 1.146 Cls_loss: 1.487 Topk: N/A ada_p: 0.1452
[INFO] 2021-10-20 22:39:32 > Step: 172500 Progress: 17.2% Elapsed: 2 days, 8:27:11 Gen_loss: 1.924 Dis_loss: 0.7254 Cls_loss: 1.649 Topk: N/A ada_p: 0.1427
[INFO] 2021-10-20 22:41:06 > Step: 172600 Progress: 17.3% Elapsed: 2 days, 8:28:45 Gen_loss: 2.653 Dis_loss: 0.805 Cls_loss: 1.523 Topk: N/A ada_p: 0.145
[INFO] 2021-10-20 22:42:41 > Step: 172700 Progress: 17.3% Elapsed: 2 days, 8:30:20 Gen_loss: 2.966 Dis_loss: 1.199 Cls_loss: 1.649 Topk: N/A ada_p: 0.1393
[INFO] 2021-10-20 22:44:27 > Step: 172800 Progress: 17.3% Elapsed: 2 days, 8:32:06 Gen_loss: 2.226 Dis_loss: 0.7692 Cls_loss: 1.781 Topk: N/A ada_p: 0.1411
[INFO] 2021-10-20 22:46:02 > Step: 172900 Progress: 17.3% Elapsed: 2 days, 8:33:41 Gen_loss: 2.951 Dis_loss: 0.8626 Cls_loss: 1.271 Topk: N/A ada_p: 0.1381
[INFO] 2021-10-20 22:47:37 > Step: 173000 Progress: 17.3% Elapsed: 2 days, 8:35:15 Gen_loss: 2.451 Dis_loss: 0.6734 Cls_loss: 1.383 Topk: N/A ada_p: 0.1363
[INFO] 2021-10-20 22:49:11 > Step: 173100 Progress: 17.3% Elapsed: 2 days, 8:36:50 Gen_loss: 1.62 Dis_loss: 0.9158 Cls_loss: 1.297 Topk: N/A ada_p: 0.1357
[INFO] 2021-10-20 22:50:56 > Step: 173200 Progress: 17.3% Elapsed: 2 days, 8:38:34 Gen_loss: 2.743 Dis_loss: 0.7078 Cls_loss: 1.387 Topk: N/A ada_p: 0.1359
[INFO] 2021-10-20 22:52:31 > Step: 173300 Progress: 17.3% Elapsed: 2 days, 8:40:09 Gen_loss: 2.589 Dis_loss: 1.079 Cls_loss: 1.593 Topk: N/A ada_p: 0.1358
[INFO] 2021-10-20 22:54:05 > Step: 173400 Progress: 17.3% Elapsed: 2 days, 8:41:44 Gen_loss: 4.312 Dis_loss: 0.7609 Cls_loss: 1.958 Topk: N/A ada_p: 0.1391
[INFO] 2021-10-20 22:55:41 > Step: 173500 Progress: 17.3% Elapsed: 2 days, 8:43:19 Gen_loss: 1.433 Dis_loss: 0.9386 Cls_loss: 1.648 Topk: N/A ada_p: 0.1454
[INFO] 2021-10-20 22:57:25 > Step: 173600 Progress: 17.4% Elapsed: 2 days, 8:45:04 Gen_loss: 1.147 Dis_loss: 1.082 Cls_loss: 1.995 Topk: N/A ada_p: 0.1411
[INFO] 2021-10-20 22:59:00 > Step: 173700 Progress: 17.4% Elapsed: 2 days, 8:46:39 Gen_loss: 1.044 Dis_loss: 1.317 Cls_loss: 1.668 Topk: N/A ada_p: 0.1343
[INFO] 2021-10-20 23:00:35 > Step: 173800 Progress: 17.4% Elapsed: 2 days, 8:48:14 Gen_loss: 3.026 Dis_loss: 0.802 Cls_loss: 1.404 Topk: N/A ada_p: 0.1404
[INFO] 2021-10-20 23:02:11 > Step: 173900 Progress: 17.4% Elapsed: 2 days, 8:49:50 Gen_loss: 2.541 Dis_loss: 1.505 Cls_loss: 1.67 Topk: N/A ada_p: 0.1372
[INFO] 2021-10-20 23:03:56 > Step: 174000 Progress: 17.4% Elapsed: 2 days, 8:51:35 Gen_loss: 2.072 Dis_loss: 1.396 Cls_loss: 1.456 Topk: N/A ada_p: 0.1342
[INFO] 2021-10-20 23:05:31 > Step: 174100 Progress: 17.4% Elapsed: 2 days, 8:53:10 Gen_loss: 1.742 Dis_loss: 0.8235 Cls_loss: 1.769 Topk: N/A ada_p: 0.1379
[INFO] 2021-10-20 23:07:07 > Step: 174200 Progress: 17.4% Elapsed: 2 days, 8:54:45 Gen_loss: 2.984 Dis_loss: 0.7985 Cls_loss: 1.596 Topk: N/A ada_p: 0.1348
[INFO] 2021-10-20 23:08:42 > Step: 174300 Progress: 17.4% Elapsed: 2 days, 8:56:21 Gen_loss: 2.441 Dis_loss: 1.092 Cls_loss: 1.355 Topk: N/A ada_p: 0.1334
[INFO] 2021-10-20 23:10:27 > Step: 174400 Progress: 17.4% Elapsed: 2 days, 8:58:05 Gen_loss: 2.237 Dis_loss: 1.131 Cls_loss: 1.819 Topk: N/A ada_p: 0.1362
[INFO] 2021-10-20 23:12:03 > Step: 174500 Progress: 17.4% Elapsed: 2 days, 8:59:42 Gen_loss: 2.244 Dis_loss: 1.252 Cls_loss: 1.705 Topk: N/A ada_p: 0.1358
[INFO] 2021-10-20 23:13:38 > Step: 174600 Progress: 17.5% Elapsed: 2 days, 9:01:16 Gen_loss: 1.685 Dis_loss: 0.8046 Cls_loss: 1.607 Topk: N/A ada_p: 0.1399
[INFO] 2021-10-20 23:15:12 > Step: 174700 Progress: 17.5% Elapsed: 2 days, 9:02:51 Gen_loss: 3.518 Dis_loss: 0.9447 Cls_loss: 1.379 Topk: N/A ada_p: 0.1426
[INFO] 2021-10-20 23:16:57 > Step: 174800 Progress: 17.5% Elapsed: 2 days, 9:04:36 Gen_loss: 1.311 Dis_loss: 0.8295 Cls_loss: 1.543 Topk: N/A ada_p: 0.1403
[INFO] 2021-10-20 23:18:32 > Step: 174900 Progress: 17.5% Elapsed: 2 days, 9:06:11 Gen_loss: 3.056 Dis_loss: 0.7958 Cls_loss: 1.39 Topk: N/A ada_p: 0.1333
[INFO] 2021-10-20 23:20:08 > Step: 175000 Progress: 17.5% Elapsed: 2 days, 9:07:47 Gen_loss: 1.647 Dis_loss: 0.8765 Cls_loss: 1.42 Topk: N/A ada_p: 0.133
[INFO] 2021-10-20 23:21:43 > Step: 175100 Progress: 17.5% Elapsed: 2 days, 9:09:22 Gen_loss: 1.566 Dis_loss: 0.7421 Cls_loss: 1.553 Topk: N/A ada_p: 0.1334
[INFO] 2021-10-20 23:23:29 > Step: 175200 Progress: 17.5% Elapsed: 2 days, 9:11:07 Gen_loss: 0.9014 Dis_loss: 2.012 Cls_loss: 1.39 Topk: N/A ada_p: 0.1285
[INFO] 2021-10-20 23:25:04 > Step: 175300 Progress: 17.5% Elapsed: 2 days, 9:12:42 Gen_loss: 1.503 Dis_loss: 1.154 Cls_loss: 1.773 Topk: N/A ada_p: 0.1361
[INFO] 2021-10-20 23:26:38 > Step: 175400 Progress: 17.5% Elapsed: 2 days, 9:14:17 Gen_loss: 3.342 Dis_loss: 0.9481 Cls_loss: 1.501 Topk: N/A ada_p: 0.134
[INFO] 2021-10-20 23:28:13 > Step: 175500 Progress: 17.5% Elapsed: 2 days, 9:15:52 Gen_loss: 1.411 Dis_loss: 0.8106 Cls_loss: 1.839 Topk: N/A ada_p: 0.1293
[INFO] 2021-10-20 23:29:58 > Step: 175600 Progress: 17.6% Elapsed: 2 days, 9:17:37 Gen_loss: 5.652 Dis_loss: 0.9519 Cls_loss: 1.734 Topk: N/A ada_p: 0.1375
[INFO] 2021-10-20 23:31:34 > Step: 175700 Progress: 17.6% Elapsed: 2 days, 9:19:13 Gen_loss: 1.761 Dis_loss: 1.021 Cls_loss: 1.285 Topk: N/A ada_p: 0.1402
[INFO] 2021-10-20 23:33:09 > Step: 175800 Progress: 17.6% Elapsed: 2 days, 9:20:48 Gen_loss: 1.767 Dis_loss: 0.8636 Cls_loss: 1.455 Topk: N/A ada_p: 0.1397
[INFO] 2021-10-20 23:34:54 > Step: 175900 Progress: 17.6% Elapsed: 2 days, 9:22:33 Gen_loss: 1.619 Dis_loss: 1.155 Cls_loss: 1.74 Topk: N/A ada_p: 0.1359
[INFO] 2021-10-20 23:36:29 > Step: 176000 Progress: 17.6% Elapsed: 2 days, 9:24:08 Gen_loss: 3.046 Dis_loss: 0.5844 Cls_loss: 1.425 Topk: N/A ada_p: 0.1354
[INFO] 2021-10-20 23:38:04 > Step: 176100 Progress: 17.6% Elapsed: 2 days, 9:25:43 Gen_loss: 2.325 Dis_loss: 0.8249 Cls_loss: 1.618 Topk: N/A ada_p: 0.1325
[INFO] 2021-10-20 23:39:39 > Step: 176200 Progress: 17.6% Elapsed: 2 days, 9:27:18 Gen_loss: 2.261 Dis_loss: 0.7688 Cls_loss: 1.859 Topk: N/A ada_p: 0.134
[INFO] 2021-10-20 23:41:25 > Step: 176300 Progress: 17.6% Elapsed: 2 days, 9:29:04 Gen_loss: 3.112 Dis_loss: 1.015 Cls_loss: 1.752 Topk: N/A ada_p: 0.1423
[INFO] 2021-10-20 23:42:59 > Step: 176400 Progress: 17.6% Elapsed: 2 days, 9:30:38 Gen_loss: 1.044 Dis_loss: 0.9566 Cls_loss: 1.933 Topk: N/A ada_p: 0.1487
[INFO] 2021-10-20 23:44:36 > Step: 176500 Progress: 17.6% Elapsed: 2 days, 9:32:15 Gen_loss: 2.651 Dis_loss: 0.8175 Cls_loss: 1.179 Topk: N/A ada_p: 0.1432
[INFO] 2021-10-20 23:46:10 > Step: 176600 Progress: 17.7% Elapsed: 2 days, 9:33:49 Gen_loss: 1.512 Dis_loss: 1.703 Cls_loss: 1.872 Topk: N/A ada_p: 0.1473
[INFO] 2021-10-20 23:47:55 > Step: 176700 Progress: 17.7% Elapsed: 2 days, 9:35:34 Gen_loss: 3.776 Dis_loss: 1.188 Cls_loss: 1.451 Topk: N/A ada_p: 0.1467
[INFO] 2021-10-20 23:49:30 > Step: 176800 Progress: 17.7% Elapsed: 2 days, 9:37:08 Gen_loss: 2.532 Dis_loss: 0.7663 Cls_loss: 1.499 Topk: N/A ada_p: 0.137
[INFO] 2021-10-20 23:51:05 > Step: 176900 Progress: 17.7% Elapsed: 2 days, 9:38:43 Gen_loss: 2.586 Dis_loss: 0.9264 Cls_loss: 1.321 Topk: N/A ada_p: 0.1415
[INFO] 2021-10-20 23:52:40 > Step: 177000 Progress: 17.7% Elapsed: 2 days, 9:40:18 Gen_loss: 2.823 Dis_loss: 0.8151 Cls_loss: 1.442 Topk: N/A ada_p: 0.1402
[INFO] 2021-10-20 23:54:24 > Step: 177100 Progress: 17.7% Elapsed: 2 days, 9:42:03 Gen_loss: 1.124 Dis_loss: 0.8414 Cls_loss: 1.321 Topk: N/A ada_p: 0.1342
[INFO] 2021-10-20 23:55:59 > Step: 177200 Progress: 17.7% Elapsed: 2 days, 9:43:38 Gen_loss: 3.091 Dis_loss: 1.302 Cls_loss: 1.577 Topk: N/A ada_p: 0.1311
[INFO] 2021-10-20 23:57:34 > Step: 177300 Progress: 17.7% Elapsed: 2 days, 9:45:13 Gen_loss: 3.454 Dis_loss: 0.8686 Cls_loss: 1.565 Topk: N/A ada_p: 0.1289
[INFO] 2021-10-20 23:59:10 > Step: 177400 Progress: 17.7% Elapsed: 2 days, 9:46:49 Gen_loss: 2.073 Dis_loss: 1.006 Cls_loss: 1.601 Topk: N/A ada_p: 0.1363
[INFO] 2021-10-21 00:00:55 > Step: 177500 Progress: 17.8% Elapsed: 2 days, 9:48:34 Gen_loss: 1.514 Dis_loss: 0.689 Cls_loss: 1.546 Topk: N/A ada_p: 0.1359
[INFO] 2021-10-21 00:02:30 > Step: 177600 Progress: 17.8% Elapsed: 2 days, 9:50:09 Gen_loss: 3.577 Dis_loss: 0.8157 Cls_loss: 1.42 Topk: N/A ada_p: 0.1339
[INFO] 2021-10-21 00:04:05 > Step: 177700 Progress: 17.8% Elapsed: 2 days, 9:51:44 Gen_loss: 2.048 Dis_loss: 0.668 Cls_loss: 1.307 Topk: N/A ada_p: 0.1348
[INFO] 2021-10-21 00:05:40 > Step: 177800 Progress: 17.8% Elapsed: 2 days, 9:53:19 Gen_loss: 2.692 Dis_loss: 0.83 Cls_loss: 1.902 Topk: N/A ada_p: 0.1481
[INFO] 2021-10-21 00:07:25 > Step: 177900 Progress: 17.8% Elapsed: 2 days, 9:55:04 Gen_loss: 2.822 Dis_loss: 0.7557 Cls_loss: 1.526 Topk: N/A ada_p: 0.1495
[INFO] 2021-10-21 00:09:00 > Step: 178000 Progress: 17.8% Elapsed: 2 days, 9:56:38 Gen_loss: 2.289 Dis_loss: 1.254 Cls_loss: 1.758 Topk: N/A ada_p: 0.1513
[INFO] 2021-10-21 00:10:35 > Step: 178100 Progress: 17.8% Elapsed: 2 days, 9:58:13 Gen_loss: 1.38 Dis_loss: 1.344 Cls_loss: 1.547 Topk: N/A ada_p: 0.1455
[INFO] 2021-10-21 00:12:10 > Step: 178200 Progress: 17.8% Elapsed: 2 days, 9:59:49 Gen_loss: 4.105 Dis_loss: 1.0 Cls_loss: 1.774 Topk: N/A ada_p: 0.1399
[INFO] 2021-10-21 00:13:54 > Step: 178300 Progress: 17.8% Elapsed: 2 days, 10:01:33 Gen_loss: 1.772 Dis_loss: 0.7011 Cls_loss: 1.478 Topk: N/A ada_p: 0.139
[INFO] 2021-10-21 00:15:30 > Step: 178400 Progress: 17.8% Elapsed: 2 days, 10:03:08 Gen_loss: 2.847 Dis_loss: 1.27 Cls_loss: 1.616 Topk: N/A ada_p: 0.147
[INFO] 2021-10-21 00:17:05 > Step: 178500 Progress: 17.8% Elapsed: 2 days, 10:04:43 Gen_loss: 1.79 Dis_loss: 0.8545 Cls_loss: 1.572 Topk: N/A ada_p: 0.1504
[INFO] 2021-10-21 00:18:39 > Step: 178600 Progress: 17.9% Elapsed: 2 days, 10:06:18 Gen_loss: 3.481 Dis_loss: 0.7425 Cls_loss: 1.546 Topk: N/A ada_p: 0.1494
[INFO] 2021-10-21 00:20:24 > Step: 178700 Progress: 17.9% Elapsed: 2 days, 10:08:03 Gen_loss: 2.032 Dis_loss: 1.141 Cls_loss: 1.804 Topk: N/A ada_p: 0.148
[INFO] 2021-10-21 00:21:59 > Step: 178800 Progress: 17.9% Elapsed: 2 days, 10:09:38 Gen_loss: 1.861 Dis_loss: 2.062 Cls_loss: 1.337 Topk: N/A ada_p: 0.1475
[INFO] 2021-10-21 00:23:34 > Step: 178900 Progress: 17.9% Elapsed: 2 days, 10:11:13 Gen_loss: 2.689 Dis_loss: 0.865 Cls_loss: 1.533 Topk: N/A ada_p: 0.1415
[INFO] 2021-10-21 00:25:08 > Step: 179000 Progress: 17.9% Elapsed: 2 days, 10:12:47 Gen_loss: 1.455 Dis_loss: 1.377 Cls_loss: 1.629 Topk: N/A ada_p: 0.1468
[INFO] 2021-10-21 00:26:53 > Step: 179100 Progress: 17.9% Elapsed: 2 days, 10:14:32 Gen_loss: 3.983 Dis_loss: 0.7408 Cls_loss: 1.568 Topk: N/A ada_p: 0.1498
[INFO] 2021-10-21 00:28:27 > Step: 179200 Progress: 17.9% Elapsed: 2 days, 10:16:06 Gen_loss: 1.955 Dis_loss: 0.7769 Cls_loss: 1.669 Topk: N/A ada_p: 0.1475
[INFO] 2021-10-21 00:30:02 > Step: 179300 Progress: 17.9% Elapsed: 2 days, 10:17:41 Gen_loss: 2.65 Dis_loss: 0.8427 Cls_loss: 1.666 Topk: N/A ada_p: 0.1499
[INFO] 2021-10-21 00:31:36 > Step: 179400 Progress: 17.9% Elapsed: 2 days, 10:19:15 Gen_loss: 1.095 Dis_loss: 1.358 Cls_loss: 1.628 Topk: N/A ada_p: 0.1471
[INFO] 2021-10-21 00:33:22 > Step: 179500 Progress: 17.9% Elapsed: 2 days, 10:21:01 Gen_loss: 2.276 Dis_loss: 0.9664 Cls_loss: 1.781 Topk: N/A ada_p: 0.1395
[INFO] 2021-10-21 00:34:56 > Step: 179600 Progress: 18.0% Elapsed: 2 days, 10:22:35 Gen_loss: 2.639 Dis_loss: 0.6686 Cls_loss: 1.591 Topk: N/A ada_p: 0.1441
[INFO] 2021-10-21 00:36:30 > Step: 179700 Progress: 18.0% Elapsed: 2 days, 10:24:09 Gen_loss: 3.669 Dis_loss: 1.282 Cls_loss: 1.584 Topk: N/A ada_p: 0.1404
[INFO] 2021-10-21 00:38:14 > Step: 179800 Progress: 18.0% Elapsed: 2 days, 10:25:53 Gen_loss: 2.543 Dis_loss: 0.879 Cls_loss: 1.481 Topk: N/A ada_p: 0.1368
[INFO] 2021-10-21 00:39:47 > Step: 179900 Progress: 18.0% Elapsed: 2 days, 10:27:26 Gen_loss: 1.158 Dis_loss: 1.23 Cls_loss: 1.932 Topk: N/A ada_p: 0.1413
[INFO] 2021-10-21 00:41:21 > Step: 180000 Progress: 18.0% Elapsed: 2 days, 10:28:59 Gen_loss: 2.998 Dis_loss: 0.7101 Cls_loss: 1.566 Topk: N/A ada_p: 0.1431
[INFO] 2021-10-21 00:41:21 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-21 00:41:21 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_180000.png
[INFO] 2021-10-21 00:41:21 > Start Evaluation (180000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-21 00:41:21 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-21 00:46:52 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-21 00:52:30 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-21 01:13:27 > Inception score (Step: 180000, 50000 generated images): 10.5271577835083
[INFO] 2021-10-21 01:13:27 > FID score (Step: 180000, Using train moments): 3.303593865175003
[INFO] 2021-10-21 01:13:27 > Improved Precision (Step: 180000, Using train images): 0.76058
[INFO] 2021-10-21 01:13:27 > Improved Recall (Step: 180000, Using train images): 0.60378
[INFO] 2021-10-21 01:13:27 > Density (Step: 180000, Using train images): 1.100708
[INFO] 2021-10-21 01:13:27 > Coverage (Step: 180000, Using train images): 0.9081
[INFO] 2021-10-21 01:13:27 > Best FID score (Step: 180000, Using train moments): 3.303593865175003
[INFO] 2021-10-21 01:13:47 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-21 01:16:50 > Step: 180100 Progress: 18.0% Elapsed: 2 days, 11:04:29 Gen_loss: 2.421 Dis_loss: 0.8722 Cls_loss: 1.662 Topk: N/A ada_p: 0.1432
[INFO] 2021-10-21 01:18:42 > Step: 180200 Progress: 18.0% Elapsed: 2 days, 11:06:21 Gen_loss: 2.29 Dis_loss: 0.6768 Cls_loss: 1.858 Topk: N/A ada_p: 0.1412
[INFO] 2021-10-21 01:20:18 > Step: 180300 Progress: 18.0% Elapsed: 2 days, 11:07:57 Gen_loss: 3.506 Dis_loss: 1.151 Cls_loss: 1.698 Topk: N/A ada_p: 0.1475
[INFO] 2021-10-21 01:21:55 > Step: 180400 Progress: 18.0% Elapsed: 2 days, 11:09:33 Gen_loss: 2.322 Dis_loss: 1.786 Cls_loss: 1.757 Topk: N/A ada_p: 0.15
[INFO] 2021-10-21 01:23:29 > Step: 180500 Progress: 18.1% Elapsed: 2 days, 11:11:08 Gen_loss: 3.748 Dis_loss: 0.9215 Cls_loss: 1.437 Topk: N/A ada_p: 0.145
[INFO] 2021-10-21 01:25:14 > Step: 180600 Progress: 18.1% Elapsed: 2 days, 11:12:52 Gen_loss: 3.777 Dis_loss: 0.9599 Cls_loss: 1.608 Topk: N/A ada_p: 0.1374
[INFO] 2021-10-21 01:26:48 > Step: 180700 Progress: 18.1% Elapsed: 2 days, 11:14:27 Gen_loss: 1.632 Dis_loss: 1.141 Cls_loss: 1.506 Topk: N/A ada_p: 0.1434
[INFO] 2021-10-21 01:28:23 > Step: 180800 Progress: 18.1% Elapsed: 2 days, 11:16:02 Gen_loss: 3.98 Dis_loss: 0.663 Cls_loss: 1.727 Topk: N/A ada_p: 0.1431
[INFO] 2021-10-21 01:29:59 > Step: 180900 Progress: 18.1% Elapsed: 2 days, 11:17:38 Gen_loss: 2.314 Dis_loss: 1.08 Cls_loss: 1.883 Topk: N/A ada_p: 0.1427
[INFO] 2021-10-21 01:31:44 > Step: 181000 Progress: 18.1% Elapsed: 2 days, 11:19:23 Gen_loss: 2.581 Dis_loss: 1.11 Cls_loss: 1.586 Topk: N/A ada_p: 0.1386
[INFO] 2021-10-21 01:33:18 > Step: 181100 Progress: 18.1% Elapsed: 2 days, 11:20:57 Gen_loss: 1.299 Dis_loss: 1.391 Cls_loss: 1.68 Topk: N/A ada_p: 0.1357
[INFO] 2021-10-21 01:34:53 > Step: 181200 Progress: 18.1% Elapsed: 2 days, 11:22:32 Gen_loss: 2.513 Dis_loss: 1.097 Cls_loss: 1.816 Topk: N/A ada_p: 0.1303
[INFO] 2021-10-21 01:36:28 > Step: 181300 Progress: 18.1% Elapsed: 2 days, 11:24:06 Gen_loss: 4.008 Dis_loss: 1.101 Cls_loss: 1.501 Topk: N/A ada_p: 0.1312
[INFO] 2021-10-21 01:38:12 > Step: 181400 Progress: 18.1% Elapsed: 2 days, 11:25:51 Gen_loss: 1.744 Dis_loss: 0.6789 Cls_loss: 1.445 Topk: N/A ada_p: 0.1358
[INFO] 2021-10-21 01:39:47 > Step: 181500 Progress: 18.1% Elapsed: 2 days, 11:27:26 Gen_loss: 2.769 Dis_loss: 0.9016 Cls_loss: 1.356 Topk: N/A ada_p: 0.1383
[INFO] 2021-10-21 01:41:22 > Step: 181600 Progress: 18.2% Elapsed: 2 days, 11:29:00 Gen_loss: 3.445 Dis_loss: 0.8846 Cls_loss: 1.697 Topk: N/A ada_p: 0.1388
[INFO] 2021-10-21 01:42:57 > Step: 181700 Progress: 18.2% Elapsed: 2 days, 11:30:35 Gen_loss: 2.394 Dis_loss: 0.6959 Cls_loss: 1.333 Topk: N/A ada_p: 0.1348
[INFO] 2021-10-21 01:44:41 > Step: 181800 Progress: 18.2% Elapsed: 2 days, 11:32:20 Gen_loss: 3.444 Dis_loss: 0.9026 Cls_loss: 1.915 Topk: N/A ada_p: 0.1325
[INFO] 2021-10-21 01:46:16 > Step: 181900 Progress: 18.2% Elapsed: 2 days, 11:33:54 Gen_loss: 2.455 Dis_loss: 0.8127 Cls_loss: 1.758 Topk: N/A ada_p: 0.1365
[INFO] 2021-10-21 01:47:51 > Step: 182000 Progress: 18.2% Elapsed: 2 days, 11:35:29 Gen_loss: 2.416 Dis_loss: 0.7547 Cls_loss: 1.368 Topk: N/A ada_p: 0.1365
[INFO] 2021-10-21 01:49:26 > Step: 182100 Progress: 18.2% Elapsed: 2 days, 11:37:05 Gen_loss: 2.633 Dis_loss: 1.136 Cls_loss: 2.021 Topk: N/A ada_p: 0.1425
[INFO] 2021-10-21 01:51:10 > Step: 182200 Progress: 18.2% Elapsed: 2 days, 11:38:49 Gen_loss: 4.078 Dis_loss: 2.06 Cls_loss: 1.394 Topk: N/A ada_p: 0.1366
[INFO] 2021-10-21 01:52:46 > Step: 182300 Progress: 18.2% Elapsed: 2 days, 11:40:25 Gen_loss: 1.326 Dis_loss: 1.412 Cls_loss: 1.876 Topk: N/A ada_p: 0.137
[INFO] 2021-10-21 01:54:21 > Step: 182400 Progress: 18.2% Elapsed: 2 days, 11:42:00 Gen_loss: 3.611 Dis_loss: 1.054 Cls_loss: 1.357 Topk: N/A ada_p: 0.1321
[INFO] 2021-10-21 01:55:56 > Step: 182500 Progress: 18.2% Elapsed: 2 days, 11:43:34 Gen_loss: 3.727 Dis_loss: 0.9281 Cls_loss: 1.824 Topk: N/A ada_p: 0.1368
[INFO] 2021-10-21 01:57:40 > Step: 182600 Progress: 18.3% Elapsed: 2 days, 11:45:19 Gen_loss: 2.593 Dis_loss: 0.6392 Cls_loss: 1.616 Topk: N/A ada_p: 0.1391
[INFO] 2021-10-21 01:59:15 > Step: 182700 Progress: 18.3% Elapsed: 2 days, 11:46:54 Gen_loss: 1.718 Dis_loss: 0.7405 Cls_loss: 1.361 Topk: N/A ada_p: 0.1383
[INFO] 2021-10-21 02:00:50 > Step: 182800 Progress: 18.3% Elapsed: 2 days, 11:48:29 Gen_loss: 2.017 Dis_loss: 0.8227 Cls_loss: 1.42 Topk: N/A ada_p: 0.1395
[INFO] 2021-10-21 02:02:25 > Step: 182900 Progress: 18.3% Elapsed: 2 days, 11:50:04 Gen_loss: 1.65 Dis_loss: 1.064 Cls_loss: 1.295 Topk: N/A ada_p: 0.1435
[INFO] 2021-10-21 02:04:10 > Step: 183000 Progress: 18.3% Elapsed: 2 days, 11:51:49 Gen_loss: 2.257 Dis_loss: 0.698 Cls_loss: 1.521 Topk: N/A ada_p: 0.145
[INFO] 2021-10-21 02:05:45 > Step: 183100 Progress: 18.3% Elapsed: 2 days, 11:53:24 Gen_loss: 1.824 Dis_loss: 1.158 Cls_loss: 1.693 Topk: N/A ada_p: 0.1441
[INFO] 2021-10-21 02:07:20 > Step: 183200 Progress: 18.3% Elapsed: 2 days, 11:54:58 Gen_loss: 4.771 Dis_loss: 1.799 Cls_loss: 1.751 Topk: N/A ada_p: 0.1431
[INFO] 2021-10-21 02:08:55 > Step: 183300 Progress: 18.3% Elapsed: 2 days, 11:56:34 Gen_loss: 2.47 Dis_loss: 0.6724 Cls_loss: 1.321 Topk: N/A ada_p: 0.1353
[INFO] 2021-10-21 02:10:40 > Step: 183400 Progress: 18.3% Elapsed: 2 days, 11:58:19 Gen_loss: 1.983 Dis_loss: 0.6696 Cls_loss: 1.521 Topk: N/A ada_p: 0.1351
[INFO] 2021-10-21 02:12:16 > Step: 183500 Progress: 18.4% Elapsed: 2 days, 11:59:55 Gen_loss: 2.877 Dis_loss: 0.8391 Cls_loss: 1.651 Topk: N/A ada_p: 0.1336
[INFO] 2021-10-21 02:13:52 > Step: 183600 Progress: 18.4% Elapsed: 2 days, 12:01:31 Gen_loss: 3.724 Dis_loss: 1.162 Cls_loss: 1.683 Topk: N/A ada_p: 0.1398
[INFO] 2021-10-21 02:15:37 > Step: 183700 Progress: 18.4% Elapsed: 2 days, 12:03:16 Gen_loss: 1.689 Dis_loss: 1.252 Cls_loss: 1.883 Topk: N/A ada_p: 0.1443
[INFO] 2021-10-21 02:17:13 > Step: 183800 Progress: 18.4% Elapsed: 2 days, 12:04:52 Gen_loss: 4.178 Dis_loss: 0.9122 Cls_loss: 1.669 Topk: N/A ada_p: 0.143
[INFO] 2021-10-21 02:18:49 > Step: 183900 Progress: 18.4% Elapsed: 2 days, 12:06:28 Gen_loss: 3.115 Dis_loss: 0.9465 Cls_loss: 1.689 Topk: N/A ada_p: 0.1431
[INFO] 2021-10-21 02:20:24 > Step: 184000 Progress: 18.4% Elapsed: 2 days, 12:08:03 Gen_loss: 4.617 Dis_loss: 1.295 Cls_loss: 1.74 Topk: N/A ada_p: 0.1447
[INFO] 2021-10-21 02:22:09 > Step: 184100 Progress: 18.4% Elapsed: 2 days, 12:09:48 Gen_loss: 2.539 Dis_loss: 0.8361 Cls_loss: 1.47 Topk: N/A ada_p: 0.1499
[INFO] 2021-10-21 02:23:44 > Step: 184200 Progress: 18.4% Elapsed: 2 days, 12:11:23 Gen_loss: 3.23 Dis_loss: 0.745 Cls_loss: 1.676 Topk: N/A ada_p: 0.1422
[INFO] 2021-10-21 02:25:19 > Step: 184300 Progress: 18.4% Elapsed: 2 days, 12:12:58 Gen_loss: 3.148 Dis_loss: 0.7662 Cls_loss: 1.754 Topk: N/A ada_p: 0.1434
[INFO] 2021-10-21 02:26:54 > Step: 184400 Progress: 18.4% Elapsed: 2 days, 12:14:33 Gen_loss: 3.67 Dis_loss: 2.179 Cls_loss: 1.433 Topk: N/A ada_p: 0.1423
[INFO] 2021-10-21 02:28:40 > Step: 184500 Progress: 18.4% Elapsed: 2 days, 12:16:19 Gen_loss: 1.961 Dis_loss: 1.158 Cls_loss: 1.719 Topk: N/A ada_p: 0.1427
[INFO] 2021-10-21 02:30:15 > Step: 184600 Progress: 18.5% Elapsed: 2 days, 12:17:54 Gen_loss: 4.492 Dis_loss: 1.682 Cls_loss: 1.798 Topk: N/A ada_p: 0.1435
[INFO] 2021-10-21 02:31:51 > Step: 184700 Progress: 18.5% Elapsed: 2 days, 12:19:30 Gen_loss: 2.776 Dis_loss: 0.79 Cls_loss: 1.572 Topk: N/A ada_p: 0.1357
[INFO] 2021-10-21 02:33:26 > Step: 184800 Progress: 18.5% Elapsed: 2 days, 12:21:05 Gen_loss: 1.115 Dis_loss: 0.715 Cls_loss: 1.529 Topk: N/A ada_p: 0.1416
[INFO] 2021-10-21 02:35:12 > Step: 184900 Progress: 18.5% Elapsed: 2 days, 12:22:50 Gen_loss: 2.243 Dis_loss: 0.9383 Cls_loss: 1.584 Topk: N/A ada_p: 0.1425
[INFO] 2021-10-21 02:36:47 > Step: 185000 Progress: 18.5% Elapsed: 2 days, 12:24:26 Gen_loss: 2.388 Dis_loss: 1.306 Cls_loss: 1.833 Topk: N/A ada_p: 0.1356
[INFO] 2021-10-21 02:38:23 > Step: 185100 Progress: 18.5% Elapsed: 2 days, 12:26:02 Gen_loss: 1.806 Dis_loss: 0.8826 Cls_loss: 1.364 Topk: N/A ada_p: 0.1365
[INFO] 2021-10-21 02:39:58 > Step: 185200 Progress: 18.5% Elapsed: 2 days, 12:27:37 Gen_loss: 1.863 Dis_loss: 1.489 Cls_loss: 1.832 Topk: N/A ada_p: 0.139
[INFO] 2021-10-21 02:41:43 > Step: 185300 Progress: 18.5% Elapsed: 2 days, 12:29:22 Gen_loss: 2.381 Dis_loss: 0.9246 Cls_loss: 1.455 Topk: N/A ada_p: 0.1435
[INFO] 2021-10-21 02:43:18 > Step: 185400 Progress: 18.5% Elapsed: 2 days, 12:30:56 Gen_loss: 3.499 Dis_loss: 0.8258 Cls_loss: 1.785 Topk: N/A ada_p: 0.1425
[INFO] 2021-10-21 02:44:53 > Step: 185500 Progress: 18.6% Elapsed: 2 days, 12:32:31 Gen_loss: 3.739 Dis_loss: 0.7558 Cls_loss: 1.471 Topk: N/A ada_p: 0.1383
[INFO] 2021-10-21 02:46:28 > Step: 185600 Progress: 18.6% Elapsed: 2 days, 12:34:07 Gen_loss: 4.27 Dis_loss: 1.118 Cls_loss: 1.77 Topk: N/A ada_p: 0.1429
[INFO] 2021-10-21 02:48:13 > Step: 185700 Progress: 18.6% Elapsed: 2 days, 12:35:52 Gen_loss: 1.299 Dis_loss: 1.48 Cls_loss: 2.008 Topk: N/A ada_p: 0.142
[INFO] 2021-10-21 02:49:48 > Step: 185800 Progress: 18.6% Elapsed: 2 days, 12:37:27 Gen_loss: 2.867 Dis_loss: 1.383 Cls_loss: 1.722 Topk: N/A ada_p: 0.1438
[INFO] 2021-10-21 02:51:23 > Step: 185900 Progress: 18.6% Elapsed: 2 days, 12:39:01 Gen_loss: 2.197 Dis_loss: 1.044 Cls_loss: 1.898 Topk: N/A ada_p: 0.1413
[INFO] 2021-10-21 02:52:58 > Step: 186000 Progress: 18.6% Elapsed: 2 days, 12:40:36 Gen_loss: 2.641 Dis_loss: 0.7499 Cls_loss: 1.754 Topk: N/A ada_p: 0.1331
[INFO] 2021-10-21 02:54:43 > Step: 186100 Progress: 18.6% Elapsed: 2 days, 12:42:21 Gen_loss: 3.335 Dis_loss: 0.7974 Cls_loss: 1.264 Topk: N/A ada_p: 0.1384
[INFO] 2021-10-21 02:56:17 > Step: 186200 Progress: 18.6% Elapsed: 2 days, 12:43:56 Gen_loss: 1.913 Dis_loss: 1.13 Cls_loss: 1.492 Topk: N/A ada_p: 0.1351
[INFO] 2021-10-21 02:57:53 > Step: 186300 Progress: 18.6% Elapsed: 2 days, 12:45:31 Gen_loss: 2.432 Dis_loss: 0.9823 Cls_loss: 1.701 Topk: N/A ada_p: 0.1377
[INFO] 2021-10-21 02:59:27 > Step: 186400 Progress: 18.6% Elapsed: 2 days, 12:47:06 Gen_loss: 2.318 Dis_loss: 0.6015 Cls_loss: 1.441 Topk: N/A ada_p: 0.139
[INFO] 2021-10-21 03:01:13 > Step: 186500 Progress: 18.6% Elapsed: 2 days, 12:48:52 Gen_loss: 3.687 Dis_loss: 0.8324 Cls_loss: 1.416 Topk: N/A ada_p: 0.1409
[INFO] 2021-10-21 03:02:48 > Step: 186600 Progress: 18.7% Elapsed: 2 days, 12:50:27 Gen_loss: 1.49 Dis_loss: 1.138 Cls_loss: 1.873 Topk: N/A ada_p: 0.1407
[INFO] 2021-10-21 03:04:23 > Step: 186700 Progress: 18.7% Elapsed: 2 days, 12:52:02 Gen_loss: 3.698 Dis_loss: 1.116 Cls_loss: 1.383 Topk: N/A ada_p: 0.1413
[INFO] 2021-10-21 03:05:58 > Step: 186800 Progress: 18.7% Elapsed: 2 days, 12:53:37 Gen_loss: 2.373 Dis_loss: 0.8255 Cls_loss: 1.656 Topk: N/A ada_p: 0.1416
[INFO] 2021-10-21 03:07:44 > Step: 186900 Progress: 18.7% Elapsed: 2 days, 12:55:22 Gen_loss: 3.014 Dis_loss: 0.7477 Cls_loss: 1.665 Topk: N/A ada_p: 0.144
[INFO] 2021-10-21 03:09:18 > Step: 187000 Progress: 18.7% Elapsed: 2 days, 12:56:57 Gen_loss: 2.249 Dis_loss: 0.7509 Cls_loss: 1.719 Topk: N/A ada_p: 0.1417
[INFO] 2021-10-21 03:10:54 > Step: 187100 Progress: 18.7% Elapsed: 2 days, 12:58:33 Gen_loss: 2.639 Dis_loss: 1.597 Cls_loss: 1.979 Topk: N/A ada_p: 0.1441
[INFO] 2021-10-21 03:12:29 > Step: 187200 Progress: 18.7% Elapsed: 2 days, 13:00:08 Gen_loss: 1.575 Dis_loss: 0.9508 Cls_loss: 1.522 Topk: N/A ada_p: 0.1485
[INFO] 2021-10-21 03:14:14 > Step: 187300 Progress: 18.7% Elapsed: 2 days, 13:01:53 Gen_loss: 2.278 Dis_loss: 0.7344 Cls_loss: 1.636 Topk: N/A ada_p: 0.142
[INFO] 2021-10-21 03:15:49 > Step: 187400 Progress: 18.7% Elapsed: 2 days, 13:03:28 Gen_loss: 3.334 Dis_loss: 0.7164 Cls_loss: 1.658 Topk: N/A ada_p: 0.1438
[INFO] 2021-10-21 03:17:24 > Step: 187500 Progress: 18.8% Elapsed: 2 days, 13:05:03 Gen_loss: 2.623 Dis_loss: 1.298 Cls_loss: 1.583 Topk: N/A ada_p: 0.1421
[INFO] 2021-10-21 03:19:09 > Step: 187600 Progress: 18.8% Elapsed: 2 days, 13:06:48 Gen_loss: 2.415 Dis_loss: 0.993 Cls_loss: 1.706 Topk: N/A ada_p: 0.1385
[INFO] 2021-10-21 03:20:44 > Step: 187700 Progress: 18.8% Elapsed: 2 days, 13:08:23 Gen_loss: 2.155 Dis_loss: 0.7332 Cls_loss: 1.655 Topk: N/A ada_p: 0.1358
[INFO] 2021-10-21 03:22:19 > Step: 187800 Progress: 18.8% Elapsed: 2 days, 13:09:58 Gen_loss: 2.045 Dis_loss: 0.8455 Cls_loss: 1.862 Topk: N/A ada_p: 0.1394
[INFO] 2021-10-21 03:23:54 > Step: 187900 Progress: 18.8% Elapsed: 2 days, 13:11:33 Gen_loss: 3.241 Dis_loss: 1.559 Cls_loss: 1.42 Topk: N/A ada_p: 0.1411
[INFO] 2021-10-21 03:25:39 > Step: 188000 Progress: 18.8% Elapsed: 2 days, 13:13:18 Gen_loss: 2.524 Dis_loss: 1.114 Cls_loss: 1.823 Topk: N/A ada_p: 0.1452
[INFO] 2021-10-21 03:27:14 > Step: 188100 Progress: 18.8% Elapsed: 2 days, 13:14:53 Gen_loss: 1.362 Dis_loss: 1.542 Cls_loss: 2.16 Topk: N/A ada_p: 0.1486
[INFO] 2021-10-21 03:28:49 > Step: 188200 Progress: 18.8% Elapsed: 2 days, 13:16:28 Gen_loss: 3.254 Dis_loss: 1.748 Cls_loss: 1.505 Topk: N/A ada_p: 0.144
[INFO] 2021-10-21 03:30:24 > Step: 188300 Progress: 18.8% Elapsed: 2 days, 13:18:03 Gen_loss: 2.797 Dis_loss: 1.121 Cls_loss: 2.04 Topk: N/A ada_p: 0.1447
[INFO] 2021-10-21 03:32:09 > Step: 188400 Progress: 18.8% Elapsed: 2 days, 13:19:48 Gen_loss: 2.889 Dis_loss: 0.8384 Cls_loss: 1.916 Topk: N/A ada_p: 0.1416
[INFO] 2021-10-21 03:33:44 > Step: 188500 Progress: 18.9% Elapsed: 2 days, 13:21:23 Gen_loss: 1.697 Dis_loss: 0.8667 Cls_loss: 1.439 Topk: N/A ada_p: 0.1371
[INFO] 2021-10-21 03:35:18 > Step: 188600 Progress: 18.9% Elapsed: 2 days, 13:22:57 Gen_loss: 1.92 Dis_loss: 0.7999 Cls_loss: 1.545 Topk: N/A ada_p: 0.1374
[INFO] 2021-10-21 03:36:54 > Step: 188700 Progress: 18.9% Elapsed: 2 days, 13:24:32 Gen_loss: 1.9 Dis_loss: 0.9592 Cls_loss: 1.765 Topk: N/A ada_p: 0.139
[INFO] 2021-10-21 03:38:39 > Step: 188800 Progress: 18.9% Elapsed: 2 days, 13:26:17 Gen_loss: 2.376 Dis_loss: 1.188 Cls_loss: 1.837 Topk: N/A ada_p: 0.139
[INFO] 2021-10-21 03:40:14 > Step: 188900 Progress: 18.9% Elapsed: 2 days, 13:27:52 Gen_loss: 3.334 Dis_loss: 0.6646 Cls_loss: 1.532 Topk: N/A ada_p: 0.1371
[INFO] 2021-10-21 03:41:49 > Step: 189000 Progress: 18.9% Elapsed: 2 days, 13:29:27 Gen_loss: 1.234 Dis_loss: 0.725 Cls_loss: 1.466 Topk: N/A ada_p: 0.1384
[INFO] 2021-10-21 03:43:23 > Step: 189100 Progress: 18.9% Elapsed: 2 days, 13:31:02 Gen_loss: 2.443 Dis_loss: 0.9411 Cls_loss: 1.378 Topk: N/A ada_p: 0.139
[INFO] 2021-10-21 03:45:08 > Step: 189200 Progress: 18.9% Elapsed: 2 days, 13:32:46 Gen_loss: 2.564 Dis_loss: 0.7442 Cls_loss: 1.584 Topk: N/A ada_p: 0.139
[INFO] 2021-10-21 03:46:42 > Step: 189300 Progress: 18.9% Elapsed: 2 days, 13:34:21 Gen_loss: 2.443 Dis_loss: 1.329 Cls_loss: 1.91 Topk: N/A ada_p: 0.1381
[INFO] 2021-10-21 03:48:17 > Step: 189400 Progress: 18.9% Elapsed: 2 days, 13:35:56 Gen_loss: 2.704 Dis_loss: 0.9867 Cls_loss: 1.76 Topk: N/A ada_p: 0.1376
[INFO] 2021-10-21 03:49:52 > Step: 189500 Progress: 18.9% Elapsed: 2 days, 13:37:30 Gen_loss: 1.962 Dis_loss: 1.008 Cls_loss: 1.215 Topk: N/A ada_p: 0.1349
[INFO] 2021-10-21 03:51:36 > Step: 189600 Progress: 19.0% Elapsed: 2 days, 13:39:15 Gen_loss: 1.892 Dis_loss: 0.757 Cls_loss: 1.773 Topk: N/A ada_p: 0.1403
[INFO] 2021-10-21 03:53:10 > Step: 189700 Progress: 19.0% Elapsed: 2 days, 13:40:49 Gen_loss: 1.99 Dis_loss: 1.223 Cls_loss: 1.716 Topk: N/A ada_p: 0.1353
[INFO] 2021-10-21 03:54:44 > Step: 189800 Progress: 19.0% Elapsed: 2 days, 13:42:23 Gen_loss: 2.214 Dis_loss: 1.188 Cls_loss: 1.542 Topk: N/A ada_p: 0.1389
[INFO] 2021-10-21 03:56:18 > Step: 189900 Progress: 19.0% Elapsed: 2 days, 13:43:57 Gen_loss: 2.208 Dis_loss: 2.238 Cls_loss: 1.979 Topk: N/A ada_p: 0.1421
[INFO] 2021-10-21 03:58:02 > Step: 190000 Progress: 19.0% Elapsed: 2 days, 13:45:41 Gen_loss: 2.439 Dis_loss: 0.5969 Cls_loss: 1.285 Topk: N/A ada_p: 0.1388
[INFO] 2021-10-21 03:58:02 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-21 03:58:02 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_190000.png
[INFO] 2021-10-21 03:58:02 > Start Evaluation (190000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-21 03:58:02 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-21 04:03:34 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-21 04:09:13 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-21 04:32:57 > Inception score (Step: 190000, 50000 generated images): 10.540328025817871
[INFO] 2021-10-21 04:32:57 > FID score (Step: 190000, Using train moments): 3.2675545832191233
[INFO] 2021-10-21 04:32:57 > Improved Precision (Step: 190000, Using train images): 0.76226
[INFO] 2021-10-21 04:32:57 > Improved Recall (Step: 190000, Using train images): 0.60222
[INFO] 2021-10-21 04:32:57 > Density (Step: 190000, Using train images): 1.11998
[INFO] 2021-10-21 04:32:57 > Coverage (Step: 190000, Using train images): 0.91146
[INFO] 2021-10-21 04:32:57 > Best FID score (Step: 190000, Using train moments): 3.2675545832191233
[INFO] 2021-10-21 04:33:24 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-21 04:37:48 > Step: 190100 Progress: 19.0% Elapsed: 2 days, 14:25:27 Gen_loss: 2.839 Dis_loss: 0.633 Cls_loss: 1.547 Topk: N/A ada_p: 0.1397
[INFO] 2021-10-21 04:39:23 > Step: 190200 Progress: 19.0% Elapsed: 2 days, 14:27:01 Gen_loss: 3.818 Dis_loss: 0.9558 Cls_loss: 1.764 Topk: N/A ada_p: 0.1384
[INFO] 2021-10-21 04:40:58 > Step: 190300 Progress: 19.0% Elapsed: 2 days, 14:28:37 Gen_loss: 2.814 Dis_loss: 0.6705 Cls_loss: 1.897 Topk: N/A ada_p: 0.1357
[INFO] 2021-10-21 04:42:50 > Step: 190400 Progress: 19.0% Elapsed: 2 days, 14:30:28 Gen_loss: 1.519 Dis_loss: 1.361 Cls_loss: 1.494 Topk: N/A ada_p: 0.1365
[INFO] 2021-10-21 04:44:25 > Step: 190500 Progress: 19.1% Elapsed: 2 days, 14:32:04 Gen_loss: 1.259 Dis_loss: 1.078 Cls_loss: 1.236 Topk: N/A ada_p: 0.1333
[INFO] 2021-10-21 04:46:00 > Step: 190600 Progress: 19.1% Elapsed: 2 days, 14:33:38 Gen_loss: 2.841 Dis_loss: 1.01 Cls_loss: 1.719 Topk: N/A ada_p: 0.1353
[INFO] 2021-10-21 04:47:35 > Step: 190700 Progress: 19.1% Elapsed: 2 days, 14:35:13 Gen_loss: 3.56 Dis_loss: 1.288 Cls_loss: 2.007 Topk: N/A ada_p: 0.1413
[INFO] 2021-10-21 04:49:20 > Step: 190800 Progress: 19.1% Elapsed: 2 days, 14:36:59 Gen_loss: 3.398 Dis_loss: 0.7499 Cls_loss: 1.682 Topk: N/A ada_p: 0.1426
[INFO] 2021-10-21 04:50:55 > Step: 190900 Progress: 19.1% Elapsed: 2 days, 14:38:33 Gen_loss: 2.637 Dis_loss: 0.8324 Cls_loss: 1.602 Topk: N/A ada_p: 0.1443
[INFO] 2021-10-21 04:52:30 > Step: 191000 Progress: 19.1% Elapsed: 2 days, 14:40:08 Gen_loss: 3.245 Dis_loss: 0.989 Cls_loss: 1.484 Topk: N/A ada_p: 0.1412
[INFO] 2021-10-21 04:54:04 > Step: 191100 Progress: 19.1% Elapsed: 2 days, 14:41:43 Gen_loss: 3.784 Dis_loss: 0.9065 Cls_loss: 1.365 Topk: N/A ada_p: 0.1403
[INFO] 2021-10-21 04:55:50 > Step: 191200 Progress: 19.1% Elapsed: 2 days, 14:43:29 Gen_loss: 3.885 Dis_loss: 0.5915 Cls_loss: 1.681 Topk: N/A ada_p: 0.1436
[INFO] 2021-10-21 04:57:25 > Step: 191300 Progress: 19.1% Elapsed: 2 days, 14:45:04 Gen_loss: 2.386 Dis_loss: 0.7366 Cls_loss: 1.494 Topk: N/A ada_p: 0.1438
[INFO] 2021-10-21 04:59:01 > Step: 191400 Progress: 19.1% Elapsed: 2 days, 14:46:40 Gen_loss: 1.936 Dis_loss: 0.8581 Cls_loss: 1.336 Topk: N/A ada_p: 0.1407
[INFO] 2021-10-21 05:00:47 > Step: 191500 Progress: 19.1% Elapsed: 2 days, 14:48:25 Gen_loss: 3.768 Dis_loss: 0.7082 Cls_loss: 1.493 Topk: N/A ada_p: 0.1429
[INFO] 2021-10-21 05:02:21 > Step: 191600 Progress: 19.2% Elapsed: 2 days, 14:49:59 Gen_loss: 2.662 Dis_loss: 0.8646 Cls_loss: 1.391 Topk: N/A ada_p: 0.1477
[INFO] 2021-10-21 05:03:55 > Step: 191700 Progress: 19.2% Elapsed: 2 days, 14:51:34 Gen_loss: 2.584 Dis_loss: 1.132 Cls_loss: 1.611 Topk: N/A ada_p: 0.1468
[INFO] 2021-10-21 05:05:30 > Step: 191800 Progress: 19.2% Elapsed: 2 days, 14:53:09 Gen_loss: 2.887 Dis_loss: 1.018 Cls_loss: 1.338 Topk: N/A ada_p: 0.153
[INFO] 2021-10-21 05:07:15 > Step: 191900 Progress: 19.2% Elapsed: 2 days, 14:54:54 Gen_loss: 3.05 Dis_loss: 0.7373 Cls_loss: 1.73 Topk: N/A ada_p: 0.1441
[INFO] 2021-10-21 05:08:50 > Step: 192000 Progress: 19.2% Elapsed: 2 days, 14:56:29 Gen_loss: 4.256 Dis_loss: 0.7839 Cls_loss: 1.463 Topk: N/A ada_p: 0.15
[INFO] 2021-10-21 05:10:25 > Step: 192100 Progress: 19.2% Elapsed: 2 days, 14:58:04 Gen_loss: 2.05 Dis_loss: 0.9968 Cls_loss: 1.81 Topk: N/A ada_p: 0.1432
[INFO] 2021-10-21 05:12:00 > Step: 192200 Progress: 19.2% Elapsed: 2 days, 14:59:38 Gen_loss: 3.289 Dis_loss: 0.9107 Cls_loss: 1.845 Topk: N/A ada_p: 0.1453
[INFO] 2021-10-21 05:13:44 > Step: 192300 Progress: 19.2% Elapsed: 2 days, 15:01:23 Gen_loss: 2.52 Dis_loss: 1.246 Cls_loss: 1.724 Topk: N/A ada_p: 0.1495
[INFO] 2021-10-21 05:15:19 > Step: 192400 Progress: 19.2% Elapsed: 2 days, 15:02:58 Gen_loss: 2.216 Dis_loss: 0.8112 Cls_loss: 1.64 Topk: N/A ada_p: 0.1426
[INFO] 2021-10-21 05:16:54 > Step: 192500 Progress: 19.2% Elapsed: 2 days, 15:04:33 Gen_loss: 2.068 Dis_loss: 0.8257 Cls_loss: 1.431 Topk: N/A ada_p: 0.1466
[INFO] 2021-10-21 05:18:29 > Step: 192600 Progress: 19.3% Elapsed: 2 days, 15:06:07 Gen_loss: 2.314 Dis_loss: 1.161 Cls_loss: 1.862 Topk: N/A ada_p: 0.1502
[INFO] 2021-10-21 05:20:14 > Step: 192700 Progress: 19.3% Elapsed: 2 days, 15:07:52 Gen_loss: 2.465 Dis_loss: 0.7415 Cls_loss: 1.663 Topk: N/A ada_p: 0.1485
[INFO] 2021-10-21 05:21:48 > Step: 192800 Progress: 19.3% Elapsed: 2 days, 15:09:27 Gen_loss: 5.201 Dis_loss: 1.541 Cls_loss: 2.329 Topk: N/A ada_p: 0.1464
[INFO] 2021-10-21 05:23:24 > Step: 192900 Progress: 19.3% Elapsed: 2 days, 15:11:03 Gen_loss: 1.448 Dis_loss: 0.687 Cls_loss: 1.24 Topk: N/A ada_p: 0.1466
[INFO] 2021-10-21 05:24:59 > Step: 193000 Progress: 19.3% Elapsed: 2 days, 15:12:37 Gen_loss: 2.398 Dis_loss: 1.237 Cls_loss: 1.495 Topk: N/A ada_p: 0.1476
[INFO] 2021-10-21 05:26:44 > Step: 193100 Progress: 19.3% Elapsed: 2 days, 15:14:22 Gen_loss: 1.742 Dis_loss: 0.7765 Cls_loss: 1.559 Topk: N/A ada_p: 0.1411
[INFO] 2021-10-21 05:28:19 > Step: 193200 Progress: 19.3% Elapsed: 2 days, 15:15:58 Gen_loss: 1.335 Dis_loss: 1.429 Cls_loss: 1.478 Topk: N/A ada_p: 0.1426
[INFO] 2021-10-21 05:29:54 > Step: 193300 Progress: 19.3% Elapsed: 2 days, 15:17:32 Gen_loss: 2.216 Dis_loss: 0.9083 Cls_loss: 1.541 Topk: N/A ada_p: 0.1489
[INFO] 2021-10-21 05:31:29 > Step: 193400 Progress: 19.3% Elapsed: 2 days, 15:19:08 Gen_loss: 3.281 Dis_loss: 0.8097 Cls_loss: 1.892 Topk: N/A ada_p: 0.1445
[INFO] 2021-10-21 05:33:14 > Step: 193500 Progress: 19.4% Elapsed: 2 days, 15:20:53 Gen_loss: 1.605 Dis_loss: 0.7378 Cls_loss: 1.359 Topk: N/A ada_p: 0.1511
[INFO] 2021-10-21 05:34:49 > Step: 193600 Progress: 19.4% Elapsed: 2 days, 15:22:28 Gen_loss: 2.742 Dis_loss: 0.8144 Cls_loss: 1.609 Topk: N/A ada_p: 0.15
[INFO] 2021-10-21 05:36:25 > Step: 193700 Progress: 19.4% Elapsed: 2 days, 15:24:03 Gen_loss: 2.913 Dis_loss: 1.817 Cls_loss: 1.876 Topk: N/A ada_p: 0.1427
[INFO] 2021-10-21 05:37:59 > Step: 193800 Progress: 19.4% Elapsed: 2 days, 15:25:38 Gen_loss: 2.774 Dis_loss: 0.6313 Cls_loss: 1.445 Topk: N/A ada_p: 0.1407
[INFO] 2021-10-21 05:39:44 > Step: 193900 Progress: 19.4% Elapsed: 2 days, 15:27:23 Gen_loss: 2.87 Dis_loss: 1.438 Cls_loss: 1.408 Topk: N/A ada_p: 0.1436
[INFO] 2021-10-21 05:41:18 > Step: 194000 Progress: 19.4% Elapsed: 2 days, 15:28:57 Gen_loss: 2.022 Dis_loss: 0.9673 Cls_loss: 1.479 Topk: N/A ada_p: 0.1462
[INFO] 2021-10-21 05:42:53 > Step: 194100 Progress: 19.4% Elapsed: 2 days, 15:30:32 Gen_loss: 3.251 Dis_loss: 1.111 Cls_loss: 1.835 Topk: N/A ada_p: 0.1486
[INFO] 2021-10-21 05:44:28 > Step: 194200 Progress: 19.4% Elapsed: 2 days, 15:32:07 Gen_loss: 3.74 Dis_loss: 0.6395 Cls_loss: 1.688 Topk: N/A ada_p: 0.144
[INFO] 2021-10-21 05:46:14 > Step: 194300 Progress: 19.4% Elapsed: 2 days, 15:33:53 Gen_loss: 1.452 Dis_loss: 0.9442 Cls_loss: 1.573 Topk: N/A ada_p: 0.1454
[INFO] 2021-10-21 05:47:49 > Step: 194400 Progress: 19.4% Elapsed: 2 days, 15:35:28 Gen_loss: 1.199 Dis_loss: 1.336 Cls_loss: 1.745 Topk: N/A ada_p: 0.1459
[INFO] 2021-10-21 05:49:24 > Step: 194500 Progress: 19.4% Elapsed: 2 days, 15:37:03 Gen_loss: 1.477 Dis_loss: 0.8717 Cls_loss: 1.345 Topk: N/A ada_p: 0.1443
[INFO] 2021-10-21 05:50:59 > Step: 194600 Progress: 19.5% Elapsed: 2 days, 15:38:37 Gen_loss: 2.746 Dis_loss: 1.398 Cls_loss: 1.504 Topk: N/A ada_p: 0.145
[INFO] 2021-10-21 05:52:43 > Step: 194700 Progress: 19.5% Elapsed: 2 days, 15:40:22 Gen_loss: 3.273 Dis_loss: 0.8001 Cls_loss: 1.686 Topk: N/A ada_p: 0.147
[INFO] 2021-10-21 05:54:18 > Step: 194800 Progress: 19.5% Elapsed: 2 days, 15:41:57 Gen_loss: 2.036 Dis_loss: 0.9735 Cls_loss: 1.681 Topk: N/A ada_p: 0.1475
[INFO] 2021-10-21 05:55:53 > Step: 194900 Progress: 19.5% Elapsed: 2 days, 15:43:32 Gen_loss: 2.935 Dis_loss: 1.135 Cls_loss: 2.035 Topk: N/A ada_p: 0.1402
[INFO] 2021-10-21 05:57:28 > Step: 195000 Progress: 19.5% Elapsed: 2 days, 15:45:07 Gen_loss: 1.662 Dis_loss: 0.9482 Cls_loss: 1.538 Topk: N/A ada_p: 0.1427
[INFO] 2021-10-21 05:59:13 > Step: 195100 Progress: 19.5% Elapsed: 2 days, 15:46:52 Gen_loss: 2.053 Dis_loss: 1.145 Cls_loss: 2.049 Topk: N/A ada_p: 0.1418
[INFO] 2021-10-21 06:00:48 > Step: 195200 Progress: 19.5% Elapsed: 2 days, 15:48:27 Gen_loss: 3.567 Dis_loss: 1.304 Cls_loss: 1.426 Topk: N/A ada_p: 0.1462
[INFO] 2021-10-21 06:02:24 > Step: 195300 Progress: 19.5% Elapsed: 2 days, 15:50:03 Gen_loss: 1.374 Dis_loss: 0.7695 Cls_loss: 1.731 Topk: N/A ada_p: 0.1486
[INFO] 2021-10-21 06:04:10 > Step: 195400 Progress: 19.5% Elapsed: 2 days, 15:51:49 Gen_loss: 3.16 Dis_loss: 0.721 Cls_loss: 1.307 Topk: N/A ada_p: 0.1517
[INFO] 2021-10-21 06:05:45 > Step: 195500 Progress: 19.6% Elapsed: 2 days, 15:53:24 Gen_loss: 2.998 Dis_loss: 1.112 Cls_loss: 1.564 Topk: N/A ada_p: 0.1516
[INFO] 2021-10-21 06:07:19 > Step: 195600 Progress: 19.6% Elapsed: 2 days, 15:54:58 Gen_loss: 2.354 Dis_loss: 0.5306 Cls_loss: 1.26 Topk: N/A ada_p: 0.1436
[INFO] 2021-10-21 06:08:56 > Step: 195700 Progress: 19.6% Elapsed: 2 days, 15:56:34 Gen_loss: 2.059 Dis_loss: 1.098 Cls_loss: 1.801 Topk: N/A ada_p: 0.1404
[INFO] 2021-10-21 06:10:40 > Step: 195800 Progress: 19.6% Elapsed: 2 days, 15:58:19 Gen_loss: 2.856 Dis_loss: 0.889 Cls_loss: 1.372 Topk: N/A ada_p: 0.1417
[INFO] 2021-10-21 06:12:15 > Step: 195900 Progress: 19.6% Elapsed: 2 days, 15:59:54 Gen_loss: 1.873 Dis_loss: 1.122 Cls_loss: 1.842 Topk: N/A ada_p: 0.1408
[INFO] 2021-10-21 06:13:50 > Step: 196000 Progress: 19.6% Elapsed: 2 days, 16:01:29 Gen_loss: 3.012 Dis_loss: 0.8053 Cls_loss: 1.252 Topk: N/A ada_p: 0.136
[INFO] 2021-10-21 06:15:25 > Step: 196100 Progress: 19.6% Elapsed: 2 days, 16:03:04 Gen_loss: 2.349 Dis_loss: 0.7076 Cls_loss: 1.766 Topk: N/A ada_p: 0.1351
[INFO] 2021-10-21 06:17:11 > Step: 196200 Progress: 19.6% Elapsed: 2 days, 16:04:50 Gen_loss: 1.759 Dis_loss: 0.8103 Cls_loss: 1.648 Topk: N/A ada_p: 0.1374
[INFO] 2021-10-21 06:18:45 > Step: 196300 Progress: 19.6% Elapsed: 2 days, 16:06:24 Gen_loss: 1.672 Dis_loss: 1.777 Cls_loss: 1.786 Topk: N/A ada_p: 0.1377
[INFO] 2021-10-21 06:20:20 > Step: 196400 Progress: 19.6% Elapsed: 2 days, 16:07:59 Gen_loss: 4.68 Dis_loss: 1.185 Cls_loss: 1.835 Topk: N/A ada_p: 0.1441
[INFO] 2021-10-21 06:21:55 > Step: 196500 Progress: 19.7% Elapsed: 2 days, 16:09:34 Gen_loss: 2.855 Dis_loss: 0.9703 Cls_loss: 1.463 Topk: N/A ada_p: 0.1479
[INFO] 2021-10-21 06:23:40 > Step: 196600 Progress: 19.7% Elapsed: 2 days, 16:11:19 Gen_loss: 1.442 Dis_loss: 0.6133 Cls_loss: 1.3 Topk: N/A ada_p: 0.1445
[INFO] 2021-10-21 06:25:16 > Step: 196700 Progress: 19.7% Elapsed: 2 days, 16:12:55 Gen_loss: 3.056 Dis_loss: 0.919 Cls_loss: 1.961 Topk: N/A ada_p: 0.1495
[INFO] 2021-10-21 06:26:51 > Step: 196800 Progress: 19.7% Elapsed: 2 days, 16:14:30 Gen_loss: 2.33 Dis_loss: 0.7729 Cls_loss: 1.604 Topk: N/A ada_p: 0.1447
[INFO] 2021-10-21 06:28:27 > Step: 196900 Progress: 19.7% Elapsed: 2 days, 16:16:06 Gen_loss: 2.386 Dis_loss: 0.9037 Cls_loss: 1.775 Topk: N/A ada_p: 0.1479
[INFO] 2021-10-21 06:30:12 > Step: 197000 Progress: 19.7% Elapsed: 2 days, 16:17:51 Gen_loss: 1.986 Dis_loss: 0.745 Cls_loss: 1.893 Topk: N/A ada_p: 0.1514
[INFO] 2021-10-21 06:31:48 > Step: 197100 Progress: 19.7% Elapsed: 2 days, 16:19:27 Gen_loss: 3.586 Dis_loss: 0.9227 Cls_loss: 1.426 Topk: N/A ada_p: 0.1575
[INFO] 2021-10-21 06:33:23 > Step: 197200 Progress: 19.7% Elapsed: 2 days, 16:21:01 Gen_loss: 3.717 Dis_loss: 0.9568 Cls_loss: 1.475 Topk: N/A ada_p: 0.1541
[INFO] 2021-10-21 06:34:58 > Step: 197300 Progress: 19.7% Elapsed: 2 days, 16:22:37 Gen_loss: 1.662 Dis_loss: 1.16 Cls_loss: 1.891 Topk: N/A ada_p: 0.1558
[INFO] 2021-10-21 06:36:44 > Step: 197400 Progress: 19.7% Elapsed: 2 days, 16:24:23 Gen_loss: 2.603 Dis_loss: 1.375 Cls_loss: 1.662 Topk: N/A ada_p: 0.1502
[INFO] 2021-10-21 06:38:19 > Step: 197500 Progress: 19.8% Elapsed: 2 days, 16:25:58 Gen_loss: 4.481 Dis_loss: 1.382 Cls_loss: 1.337 Topk: N/A ada_p: 0.1454
[INFO] 2021-10-21 06:39:55 > Step: 197600 Progress: 19.8% Elapsed: 2 days, 16:27:33 Gen_loss: 1.671 Dis_loss: 0.7692 Cls_loss: 1.841 Topk: N/A ada_p: 0.1482
[INFO] 2021-10-21 06:41:29 > Step: 197700 Progress: 19.8% Elapsed: 2 days, 16:29:08 Gen_loss: 1.602 Dis_loss: 1.015 Cls_loss: 1.583 Topk: N/A ada_p: 0.1471
[INFO] 2021-10-21 06:43:14 > Step: 197800 Progress: 19.8% Elapsed: 2 days, 16:30:53 Gen_loss: 2.721 Dis_loss: 0.9598 Cls_loss: 1.826 Topk: N/A ada_p: 0.1489
[INFO] 2021-10-21 06:44:49 > Step: 197900 Progress: 19.8% Elapsed: 2 days, 16:32:28 Gen_loss: 2.462 Dis_loss: 1.177 Cls_loss: 1.699 Topk: N/A ada_p: 0.1454
[INFO] 2021-10-21 06:46:24 > Step: 198000 Progress: 19.8% Elapsed: 2 days, 16:34:03 Gen_loss: 4.375 Dis_loss: 0.7375 Cls_loss: 1.598 Topk: N/A ada_p: 0.1413
[INFO] 2021-10-21 06:47:59 > Step: 198100 Progress: 19.8% Elapsed: 2 days, 16:35:38 Gen_loss: 2.893 Dis_loss: 1.026 Cls_loss: 1.342 Topk: N/A ada_p: 0.1438
[INFO] 2021-10-21 06:49:43 > Step: 198200 Progress: 19.8% Elapsed: 2 days, 16:37:22 Gen_loss: 1.978 Dis_loss: 1.262 Cls_loss: 1.456 Topk: N/A ada_p: 0.1458
[INFO] 2021-10-21 06:51:19 > Step: 198300 Progress: 19.8% Elapsed: 2 days, 16:38:58 Gen_loss: 2.27 Dis_loss: 0.959 Cls_loss: 1.612 Topk: N/A ada_p: 0.1406
[INFO] 2021-10-21 06:52:54 > Step: 198400 Progress: 19.8% Elapsed: 2 days, 16:40:33 Gen_loss: 0.8046 Dis_loss: 1.319 Cls_loss: 1.53 Topk: N/A ada_p: 0.1426
[INFO] 2021-10-21 06:54:29 > Step: 198500 Progress: 19.9% Elapsed: 2 days, 16:42:08 Gen_loss: 2.477 Dis_loss: 0.9212 Cls_loss: 1.403 Topk: N/A ada_p: 0.1358
[INFO] 2021-10-21 06:56:14 > Step: 198600 Progress: 19.9% Elapsed: 2 days, 16:43:52 Gen_loss: 3.015 Dis_loss: 0.7437 Cls_loss: 1.561 Topk: N/A ada_p: 0.1422
[INFO] 2021-10-21 06:57:48 > Step: 198700 Progress: 19.9% Elapsed: 2 days, 16:45:27 Gen_loss: 2.529 Dis_loss: 1.335 Cls_loss: 1.423 Topk: N/A ada_p: 0.1431
[INFO] 2021-10-21 06:59:22 > Step: 198800 Progress: 19.9% Elapsed: 2 days, 16:47:01 Gen_loss: 2.209 Dis_loss: 1.281 Cls_loss: 1.412 Topk: N/A ada_p: 0.1488
[INFO] 2021-10-21 07:00:57 > Step: 198900 Progress: 19.9% Elapsed: 2 days, 16:48:36 Gen_loss: 2.927 Dis_loss: 0.8481 Cls_loss: 1.783 Topk: N/A ada_p: 0.1489
[INFO] 2021-10-21 07:02:41 > Step: 199000 Progress: 19.9% Elapsed: 2 days, 16:50:20 Gen_loss: 4.222 Dis_loss: 1.068 Cls_loss: 1.506 Topk: N/A ada_p: 0.154
[INFO] 2021-10-21 07:04:16 > Step: 199100 Progress: 19.9% Elapsed: 2 days, 16:51:55 Gen_loss: 2.563 Dis_loss: 0.8883 Cls_loss: 1.725 Topk: N/A ada_p: 0.1513
[INFO] 2021-10-21 07:05:51 > Step: 199200 Progress: 19.9% Elapsed: 2 days, 16:53:29 Gen_loss: 3.883 Dis_loss: 1.488 Cls_loss: 1.879 Topk: N/A ada_p: 0.15
[INFO] 2021-10-21 07:07:35 > Step: 199300 Progress: 19.9% Elapsed: 2 days, 16:55:14 Gen_loss: 2.09 Dis_loss: 0.707 Cls_loss: 1.531 Topk: N/A ada_p: 0.1522
[INFO] 2021-10-21 07:09:09 > Step: 199400 Progress: 19.9% Elapsed: 2 days, 16:56:47 Gen_loss: 1.966 Dis_loss: 0.7276 Cls_loss: 1.378 Topk: N/A ada_p: 0.1545
[INFO] 2021-10-21 07:10:43 > Step: 199500 Progress: 20.0% Elapsed: 2 days, 16:58:22 Gen_loss: 2.274 Dis_loss: 0.9925 Cls_loss: 1.818 Topk: N/A ada_p: 0.1567
[INFO] 2021-10-21 07:12:18 > Step: 199600 Progress: 20.0% Elapsed: 2 days, 16:59:57 Gen_loss: 1.806 Dis_loss: 0.6856 Cls_loss: 1.583 Topk: N/A ada_p: 0.1521
[INFO] 2021-10-21 07:14:02 > Step: 199700 Progress: 20.0% Elapsed: 2 days, 17:01:41 Gen_loss: 3.284 Dis_loss: 1.499 Cls_loss: 1.471 Topk: N/A ada_p: 0.1525
[INFO] 2021-10-21 07:15:37 > Step: 199800 Progress: 20.0% Elapsed: 2 days, 17:03:15 Gen_loss: 2.127 Dis_loss: 0.9311 Cls_loss: 1.56 Topk: N/A ada_p: 0.154
[INFO] 2021-10-21 07:17:12 > Step: 199900 Progress: 20.0% Elapsed: 2 days, 17:04:50 Gen_loss: 1.96 Dis_loss: 1.802 Cls_loss: 1.496 Topk: N/A ada_p: 0.149
[INFO] 2021-10-21 07:18:46 > Step: 200000 Progress: 20.0% Elapsed: 2 days, 17:06:25 Gen_loss: 4.113 Dis_loss: 1.39 Cls_loss: 1.889 Topk: N/A ada_p: 0.1559
[INFO] 2021-10-21 07:18:46 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-21 07:18:46 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_200000.png
[INFO] 2021-10-21 07:18:46 > Start Evaluation (200000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-21 07:18:46 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-21 07:24:21 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-21 07:30:00 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-21 07:54:08 > Inception score (Step: 200000, 50000 generated images): 10.569324493408203
[INFO] 2021-10-21 07:54:08 > FID score (Step: 200000, Using train moments): 3.1684228167638935
[INFO] 2021-10-21 07:54:08 > Improved Precision (Step: 200000, Using train images): 0.76442
[INFO] 2021-10-21 07:54:08 > Improved Recall (Step: 200000, Using train images): 0.60238
[INFO] 2021-10-21 07:54:08 > Density (Step: 200000, Using train images): 1.1211360000000001
[INFO] 2021-10-21 07:54:08 > Coverage (Step: 200000, Using train images): 0.91252
[INFO] 2021-10-21 07:54:08 > Best FID score (Step: 200000, Using train moments): 3.1684228167638935
[INFO] 2021-10-21 07:54:31 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-21 07:59:04 > Step: 200100 Progress: 20.0% Elapsed: 2 days, 17:46:43 Gen_loss: 2.719 Dis_loss: 0.973 Cls_loss: 2.01 Topk: N/A ada_p: 0.1507
[INFO] 2021-10-21 08:00:38 > Step: 200200 Progress: 20.0% Elapsed: 2 days, 17:48:17 Gen_loss: 3.208 Dis_loss: 1.489 Cls_loss: 1.841 Topk: N/A ada_p: 0.1489
[INFO] 2021-10-21 08:02:13 > Step: 200300 Progress: 20.0% Elapsed: 2 days, 17:49:52 Gen_loss: 2.782 Dis_loss: 0.93 Cls_loss: 1.88 Topk: N/A ada_p: 0.149
[INFO] 2021-10-21 08:03:48 > Step: 200400 Progress: 20.0% Elapsed: 2 days, 17:51:26 Gen_loss: 2.651 Dis_loss: 0.7601 Cls_loss: 1.729 Topk: N/A ada_p: 0.1426
[INFO] 2021-10-21 08:05:33 > Step: 200500 Progress: 20.1% Elapsed: 2 days, 17:53:12 Gen_loss: 2.062 Dis_loss: 1.057 Cls_loss: 1.813 Topk: N/A ada_p: 0.1463
[INFO] 2021-10-21 08:07:08 > Step: 200600 Progress: 20.1% Elapsed: 2 days, 17:54:46 Gen_loss: 3.485 Dis_loss: 1.008 Cls_loss: 1.742 Topk: N/A ada_p: 0.1399
[INFO] 2021-10-21 08:08:43 > Step: 200700 Progress: 20.1% Elapsed: 2 days, 17:56:22 Gen_loss: 3.688 Dis_loss: 0.7987 Cls_loss: 1.59 Topk: N/A ada_p: 0.1388
[INFO] 2021-10-21 08:10:17 > Step: 200800 Progress: 20.1% Elapsed: 2 days, 17:57:56 Gen_loss: 1.185 Dis_loss: 1.321 Cls_loss: 1.852 Topk: N/A ada_p: 0.1408
[INFO] 2021-10-21 08:12:02 > Step: 200900 Progress: 20.1% Elapsed: 2 days, 17:59:41 Gen_loss: 2.091 Dis_loss: 0.9296 Cls_loss: 1.447 Topk: N/A ada_p: 0.1466
[INFO] 2021-10-21 08:13:37 > Step: 201000 Progress: 20.1% Elapsed: 2 days, 18:01:15 Gen_loss: 1.673 Dis_loss: 0.9341 Cls_loss: 1.501 Topk: N/A ada_p: 0.1502
[INFO] 2021-10-21 08:15:11 > Step: 201100 Progress: 20.1% Elapsed: 2 days, 18:02:50 Gen_loss: 2.152 Dis_loss: 1.136 Cls_loss: 1.771 Topk: N/A ada_p: 0.1541
[INFO] 2021-10-21 08:16:46 > Step: 201200 Progress: 20.1% Elapsed: 2 days, 18:04:25 Gen_loss: 1.211 Dis_loss: 2.057 Cls_loss: 1.519 Topk: N/A ada_p: 0.1485
[INFO] 2021-10-21 08:18:31 > Step: 201300 Progress: 20.1% Elapsed: 2 days, 18:06:10 Gen_loss: 3.539 Dis_loss: 1.299 Cls_loss: 1.715 Topk: N/A ada_p: 0.1445
[INFO] 2021-10-21 08:20:06 > Step: 201400 Progress: 20.1% Elapsed: 2 days, 18:07:45 Gen_loss: 3.439 Dis_loss: 1.032 Cls_loss: 1.57 Topk: N/A ada_p: 0.1491
[INFO] 2021-10-21 08:21:42 > Step: 201500 Progress: 20.2% Elapsed: 2 days, 18:09:21 Gen_loss: 2.743 Dis_loss: 0.8897 Cls_loss: 1.568 Topk: N/A ada_p: 0.149
[INFO] 2021-10-21 08:23:17 > Step: 201600 Progress: 20.2% Elapsed: 2 days, 18:10:56 Gen_loss: 1.517 Dis_loss: 0.7617 Cls_loss: 1.558 Topk: N/A ada_p: 0.1488
[INFO] 2021-10-21 08:25:02 > Step: 201700 Progress: 20.2% Elapsed: 2 days, 18:12:41 Gen_loss: 2.005 Dis_loss: 1.036 Cls_loss: 1.561 Topk: N/A ada_p: 0.1507
[INFO] 2021-10-21 08:26:37 > Step: 201800 Progress: 20.2% Elapsed: 2 days, 18:14:16 Gen_loss: 1.561 Dis_loss: 0.9448 Cls_loss: 1.772 Topk: N/A ada_p: 0.1453
[INFO] 2021-10-21 08:28:12 > Step: 201900 Progress: 20.2% Elapsed: 2 days, 18:15:51 Gen_loss: 2.421 Dis_loss: 0.7879 Cls_loss: 1.627 Topk: N/A ada_p: 0.149
[INFO] 2021-10-21 08:29:47 > Step: 202000 Progress: 20.2% Elapsed: 2 days, 18:17:26 Gen_loss: 3.273 Dis_loss: 0.8105 Cls_loss: 1.74 Topk: N/A ada_p: 0.1498
[INFO] 2021-10-21 08:31:33 > Step: 202100 Progress: 20.2% Elapsed: 2 days, 18:19:12 Gen_loss: 3.387 Dis_loss: 0.7461 Cls_loss: 1.36 Topk: N/A ada_p: 0.1456
[INFO] 2021-10-21 08:33:09 > Step: 202200 Progress: 20.2% Elapsed: 2 days, 18:20:48 Gen_loss: 3.242 Dis_loss: 0.6422 Cls_loss: 1.277 Topk: N/A ada_p: 0.1486
[INFO] 2021-10-21 08:34:44 > Step: 202300 Progress: 20.2% Elapsed: 2 days, 18:22:23 Gen_loss: 3.135 Dis_loss: 0.9272 Cls_loss: 1.429 Topk: N/A ada_p: 0.1482
[INFO] 2021-10-21 08:36:20 > Step: 202400 Progress: 20.2% Elapsed: 2 days, 18:23:59 Gen_loss: 2.394 Dis_loss: 1.321 Cls_loss: 1.536 Topk: N/A ada_p: 0.1447
[INFO] 2021-10-21 08:38:05 > Step: 202500 Progress: 20.2% Elapsed: 2 days, 18:25:44 Gen_loss: 3.056 Dis_loss: 0.936 Cls_loss: 1.676 Topk: N/A ada_p: 0.1496
[INFO] 2021-10-21 08:39:40 > Step: 202600 Progress: 20.3% Elapsed: 2 days, 18:27:19 Gen_loss: 3.128 Dis_loss: 0.6797 Cls_loss: 1.853 Topk: N/A ada_p: 0.1509
[INFO] 2021-10-21 08:41:15 > Step: 202700 Progress: 20.3% Elapsed: 2 days, 18:28:54 Gen_loss: 2.842 Dis_loss: 0.9924 Cls_loss: 1.694 Topk: N/A ada_p: 0.1472
[INFO] 2021-10-21 08:42:50 > Step: 202800 Progress: 20.3% Elapsed: 2 days, 18:30:28 Gen_loss: 2.111 Dis_loss: 1.728 Cls_loss: 1.432 Topk: N/A ada_p: 0.1464
[INFO] 2021-10-21 08:44:35 > Step: 202900 Progress: 20.3% Elapsed: 2 days, 18:32:13 Gen_loss: 2.14 Dis_loss: 0.9892 Cls_loss: 1.382 Topk: N/A ada_p: 0.1491
[INFO] 2021-10-21 08:46:10 > Step: 203000 Progress: 20.3% Elapsed: 2 days, 18:33:49 Gen_loss: 3.14 Dis_loss: 0.9927 Cls_loss: 1.536 Topk: N/A ada_p: 0.1484
[INFO] 2021-10-21 08:47:45 > Step: 203100 Progress: 20.3% Elapsed: 2 days, 18:35:24 Gen_loss: 4.222 Dis_loss: 1.71 Cls_loss: 1.595 Topk: N/A ada_p: 0.1508
[INFO] 2021-10-21 08:49:31 > Step: 203200 Progress: 20.3% Elapsed: 2 days, 18:37:10 Gen_loss: 2.633 Dis_loss: 0.88 Cls_loss: 1.806 Topk: N/A ada_p: 0.1536
[INFO] 2021-10-21 08:51:07 > Step: 203300 Progress: 20.3% Elapsed: 2 days, 18:38:46 Gen_loss: 3.911 Dis_loss: 1.32 Cls_loss: 1.724 Topk: N/A ada_p: 0.1607
[INFO] 2021-10-21 08:52:42 > Step: 203400 Progress: 20.3% Elapsed: 2 days, 18:40:21 Gen_loss: 1.825 Dis_loss: 1.13 Cls_loss: 1.575 Topk: N/A ada_p: 0.1589
[INFO] 2021-10-21 08:54:18 > Step: 203500 Progress: 20.3% Elapsed: 2 days, 18:41:57 Gen_loss: 3.596 Dis_loss: 0.9409 Cls_loss: 1.773 Topk: N/A ada_p: 0.1518
[INFO] 2021-10-21 08:56:03 > Step: 203600 Progress: 20.4% Elapsed: 2 days, 18:43:42 Gen_loss: 2.26 Dis_loss: 0.7231 Cls_loss: 1.264 Topk: N/A ada_p: 0.147
[INFO] 2021-10-21 08:57:38 > Step: 203700 Progress: 20.4% Elapsed: 2 days, 18:45:17 Gen_loss: 2.189 Dis_loss: 0.7971 Cls_loss: 1.517 Topk: N/A ada_p: 0.1512
[INFO] 2021-10-21 08:59:14 > Step: 203800 Progress: 20.4% Elapsed: 2 days, 18:46:52 Gen_loss: 3.127 Dis_loss: 0.7603 Cls_loss: 1.906 Topk: N/A ada_p: 0.1479
[INFO] 2021-10-21 09:00:49 > Step: 203900 Progress: 20.4% Elapsed: 2 days, 18:48:28 Gen_loss: 3.446 Dis_loss: 1.048 Cls_loss: 1.406 Topk: N/A ada_p: 0.1485
[INFO] 2021-10-21 09:02:34 > Step: 204000 Progress: 20.4% Elapsed: 2 days, 18:50:13 Gen_loss: 2.918 Dis_loss: 0.5693 Cls_loss: 1.634 Topk: N/A ada_p: 0.1528
[INFO] 2021-10-21 09:04:09 > Step: 204100 Progress: 20.4% Elapsed: 2 days, 18:51:48 Gen_loss: 2.956 Dis_loss: 0.8839 Cls_loss: 1.714 Topk: N/A ada_p: 0.1512
[INFO] 2021-10-21 09:05:44 > Step: 204200 Progress: 20.4% Elapsed: 2 days, 18:53:22 Gen_loss: 1.522 Dis_loss: 1.695 Cls_loss: 1.773 Topk: N/A ada_p: 0.155
[INFO] 2021-10-21 09:07:19 > Step: 204300 Progress: 20.4% Elapsed: 2 days, 18:54:58 Gen_loss: 2.129 Dis_loss: 1.105 Cls_loss: 1.388 Topk: N/A ada_p: 0.1541
[INFO] 2021-10-21 09:09:04 > Step: 204400 Progress: 20.4% Elapsed: 2 days, 18:56:43 Gen_loss: 2.377 Dis_loss: 0.9139 Cls_loss: 1.457 Topk: N/A ada_p: 0.148
[INFO] 2021-10-21 09:10:39 > Step: 204500 Progress: 20.4% Elapsed: 2 days, 18:58:18 Gen_loss: 3.905 Dis_loss: 1.047 Cls_loss: 1.568 Topk: N/A ada_p: 0.1509
[INFO] 2021-10-21 09:12:13 > Step: 204600 Progress: 20.5% Elapsed: 2 days, 18:59:52 Gen_loss: 2.578 Dis_loss: 0.9765 Cls_loss: 1.645 Topk: N/A ada_p: 0.1468
[INFO] 2021-10-21 09:13:49 > Step: 204700 Progress: 20.5% Elapsed: 2 days, 19:01:28 Gen_loss: 2.408 Dis_loss: 1.33 Cls_loss: 1.923 Topk: N/A ada_p: 0.1439
[INFO] 2021-10-21 09:15:34 > Step: 204800 Progress: 20.5% Elapsed: 2 days, 19:03:13 Gen_loss: 3.953 Dis_loss: 1.132 Cls_loss: 1.975 Topk: N/A ada_p: 0.1493
[INFO] 2021-10-21 09:17:09 > Step: 204900 Progress: 20.5% Elapsed: 2 days, 19:04:48 Gen_loss: 1.989 Dis_loss: 1.03 Cls_loss: 1.714 Topk: N/A ada_p: 0.1499
[INFO] 2021-10-21 09:18:44 > Step: 205000 Progress: 20.5% Elapsed: 2 days, 19:06:23 Gen_loss: 1.953 Dis_loss: 1.528 Cls_loss: 1.834 Topk: N/A ada_p: 0.1512
[INFO] 2021-10-21 09:20:20 > Step: 205100 Progress: 20.5% Elapsed: 2 days, 19:07:58 Gen_loss: 2.274 Dis_loss: 0.8373 Cls_loss: 1.554 Topk: N/A ada_p: 0.149
[INFO] 2021-10-21 09:22:04 > Step: 205200 Progress: 20.5% Elapsed: 2 days, 19:09:43 Gen_loss: 2.923 Dis_loss: 0.7956 Cls_loss: 1.845 Topk: N/A ada_p: 0.1488
[INFO] 2021-10-21 09:23:39 > Step: 205300 Progress: 20.5% Elapsed: 2 days, 19:11:18 Gen_loss: 1.874 Dis_loss: 0.7228 Cls_loss: 1.767 Topk: N/A ada_p: 0.1512
[INFO] 2021-10-21 09:25:14 > Step: 205400 Progress: 20.5% Elapsed: 2 days, 19:12:52 Gen_loss: 2.184 Dis_loss: 1.551 Cls_loss: 2.171 Topk: N/A ada_p: 0.1527
[INFO] 2021-10-21 09:26:49 > Step: 205500 Progress: 20.5% Elapsed: 2 days, 19:14:28 Gen_loss: 2.815 Dis_loss: 0.8817 Cls_loss: 1.807 Topk: N/A ada_p: 0.1539
[INFO] 2021-10-21 09:28:34 > Step: 205600 Progress: 20.6% Elapsed: 2 days, 19:16:13 Gen_loss: 2.605 Dis_loss: 0.9581 Cls_loss: 1.613 Topk: N/A ada_p: 0.1544
[INFO] 2021-10-21 09:30:09 > Step: 205700 Progress: 20.6% Elapsed: 2 days, 19:17:47 Gen_loss: 1.525 Dis_loss: 1.111 Cls_loss: 1.424 Topk: N/A ada_p: 0.1484
[INFO] 2021-10-21 09:31:44 > Step: 205800 Progress: 20.6% Elapsed: 2 days, 19:19:23 Gen_loss: 3.655 Dis_loss: 1.282 Cls_loss: 1.913 Topk: N/A ada_p: 0.1504
[INFO] 2021-10-21 09:33:19 > Step: 205900 Progress: 20.6% Elapsed: 2 days, 19:20:58 Gen_loss: 2.27 Dis_loss: 0.7913 Cls_loss: 1.326 Topk: N/A ada_p: 0.1518
[INFO] 2021-10-21 09:35:04 > Step: 206000 Progress: 20.6% Elapsed: 2 days, 19:22:43 Gen_loss: 3.201 Dis_loss: 0.8673 Cls_loss: 2.218 Topk: N/A ada_p: 0.1508
[INFO] 2021-10-21 09:36:39 > Step: 206100 Progress: 20.6% Elapsed: 2 days, 19:24:18 Gen_loss: 3.445 Dis_loss: 0.8048 Cls_loss: 1.509 Topk: N/A ada_p: 0.1532
[INFO] 2021-10-21 09:38:14 > Step: 206200 Progress: 20.6% Elapsed: 2 days, 19:25:53 Gen_loss: 2.97 Dis_loss: 1.324 Cls_loss: 1.821 Topk: N/A ada_p: 0.1568
[INFO] 2021-10-21 09:39:49 > Step: 206300 Progress: 20.6% Elapsed: 2 days, 19:27:28 Gen_loss: 2.973 Dis_loss: 0.8802 Cls_loss: 1.671 Topk: N/A ada_p: 0.1546
[INFO] 2021-10-21 09:41:34 > Step: 206400 Progress: 20.6% Elapsed: 2 days, 19:29:13 Gen_loss: 2.135 Dis_loss: 0.8593 Cls_loss: 1.812 Topk: N/A ada_p: 0.1521
[INFO] 2021-10-21 09:43:10 > Step: 206500 Progress: 20.6% Elapsed: 2 days, 19:30:48 Gen_loss: 2.788 Dis_loss: 0.913 Cls_loss: 1.498 Topk: N/A ada_p: 0.1512
[INFO] 2021-10-21 09:44:44 > Step: 206600 Progress: 20.7% Elapsed: 2 days, 19:32:23 Gen_loss: 1.88 Dis_loss: 1.346 Cls_loss: 1.658 Topk: N/A ada_p: 0.1532
[INFO] 2021-10-21 09:46:20 > Step: 206700 Progress: 20.7% Elapsed: 2 days, 19:33:58 Gen_loss: 2.377 Dis_loss: 0.8142 Cls_loss: 1.791 Topk: N/A ada_p: 0.1521
[INFO] 2021-10-21 09:48:04 > Step: 206800 Progress: 20.7% Elapsed: 2 days, 19:35:43 Gen_loss: 3.087 Dis_loss: 1.091 Cls_loss: 1.809 Topk: N/A ada_p: 0.149
[INFO] 2021-10-21 09:49:39 > Step: 206900 Progress: 20.7% Elapsed: 2 days, 19:37:18 Gen_loss: 4.828 Dis_loss: 1.6 Cls_loss: 1.593 Topk: N/A ada_p: 0.1494
[INFO] 2021-10-21 09:51:14 > Step: 207000 Progress: 20.7% Elapsed: 2 days, 19:38:53 Gen_loss: 2.241 Dis_loss: 1.381 Cls_loss: 1.827 Topk: N/A ada_p: 0.1476
[INFO] 2021-10-21 09:52:59 > Step: 207100 Progress: 20.7% Elapsed: 2 days, 19:40:38 Gen_loss: 2.274 Dis_loss: 0.6594 Cls_loss: 1.357 Topk: N/A ada_p: 0.1436
[INFO] 2021-10-21 09:54:33 > Step: 207200 Progress: 20.7% Elapsed: 2 days, 19:42:12 Gen_loss: 2.093 Dis_loss: 0.8502 Cls_loss: 1.591 Topk: N/A ada_p: 0.1408
[INFO] 2021-10-21 09:56:08 > Step: 207300 Progress: 20.7% Elapsed: 2 days, 19:43:47 Gen_loss: 3.016 Dis_loss: 1.113 Cls_loss: 2.146 Topk: N/A ada_p: 0.1435
[INFO] 2021-10-21 09:57:43 > Step: 207400 Progress: 20.7% Elapsed: 2 days, 19:45:22 Gen_loss: 2.499 Dis_loss: 0.7524 Cls_loss: 1.453 Topk: N/A ada_p: 0.143
[INFO] 2021-10-21 09:59:28 > Step: 207500 Progress: 20.8% Elapsed: 2 days, 19:47:07 Gen_loss: 2.82 Dis_loss: 0.8732 Cls_loss: 1.764 Topk: N/A ada_p: 0.1395
[INFO] 2021-10-21 10:01:02 > Step: 207600 Progress: 20.8% Elapsed: 2 days, 19:48:41 Gen_loss: 2.388 Dis_loss: 0.8222 Cls_loss: 1.611 Topk: N/A ada_p: 0.1452
[INFO] 2021-10-21 10:02:37 > Step: 207700 Progress: 20.8% Elapsed: 2 days, 19:50:16 Gen_loss: 1.633 Dis_loss: 1.075 Cls_loss: 1.574 Topk: N/A ada_p: 0.155
[INFO] 2021-10-21 10:04:12 > Step: 207800 Progress: 20.8% Elapsed: 2 days, 19:51:50 Gen_loss: 2.281 Dis_loss: 0.7746 Cls_loss: 1.224 Topk: N/A ada_p: 0.1566
[INFO] 2021-10-21 10:05:56 > Step: 207900 Progress: 20.8% Elapsed: 2 days, 19:53:35 Gen_loss: 2.649 Dis_loss: 1.249 Cls_loss: 1.598 Topk: N/A ada_p: 0.1564
[INFO] 2021-10-21 10:07:31 > Step: 208000 Progress: 20.8% Elapsed: 2 days, 19:55:10 Gen_loss: 2.414 Dis_loss: 2.373 Cls_loss: 1.645 Topk: N/A ada_p: 0.1503
[INFO] 2021-10-21 10:09:06 > Step: 208100 Progress: 20.8% Elapsed: 2 days, 19:56:44 Gen_loss: 1.921 Dis_loss: 0.7817 Cls_loss: 1.566 Topk: N/A ada_p: 0.1496
[INFO] 2021-10-21 10:10:40 > Step: 208200 Progress: 20.8% Elapsed: 2 days, 19:58:19 Gen_loss: 3.707 Dis_loss: 1.067 Cls_loss: 1.273 Topk: N/A ada_p: 0.1502
[INFO] 2021-10-21 10:12:24 > Step: 208300 Progress: 20.8% Elapsed: 2 days, 20:00:03 Gen_loss: 1.899 Dis_loss: 0.674 Cls_loss: 1.236 Topk: N/A ada_p: 0.1575
[INFO] 2021-10-21 10:13:59 > Step: 208400 Progress: 20.8% Elapsed: 2 days, 20:01:37 Gen_loss: 1.986 Dis_loss: 1.022 Cls_loss: 1.394 Topk: N/A ada_p: 0.1549
[INFO] 2021-10-21 10:15:33 > Step: 208500 Progress: 20.8% Elapsed: 2 days, 20:03:12 Gen_loss: 2.056 Dis_loss: 0.9902 Cls_loss: 2.0 Topk: N/A ada_p: 0.1545
[INFO] 2021-10-21 10:17:08 > Step: 208600 Progress: 20.9% Elapsed: 2 days, 20:04:46 Gen_loss: 2.564 Dis_loss: 0.9332 Cls_loss: 1.642 Topk: N/A ada_p: 0.1522
[INFO] 2021-10-21 10:18:52 > Step: 208700 Progress: 20.9% Elapsed: 2 days, 20:06:31 Gen_loss: 2.519 Dis_loss: 0.8081 Cls_loss: 1.548 Topk: N/A ada_p: 0.1582
[INFO] 2021-10-21 10:20:26 > Step: 208800 Progress: 20.9% Elapsed: 2 days, 20:08:05 Gen_loss: 1.241 Dis_loss: 1.052 Cls_loss: 1.828 Topk: N/A ada_p: 0.161
[INFO] 2021-10-21 10:22:00 > Step: 208900 Progress: 20.9% Elapsed: 2 days, 20:09:38 Gen_loss: 2.722 Dis_loss: 0.8 Cls_loss: 1.165 Topk: N/A ada_p: 0.1578
[INFO] 2021-10-21 10:23:34 > Step: 209000 Progress: 20.9% Elapsed: 2 days, 20:11:12 Gen_loss: 3.331 Dis_loss: 1.355 Cls_loss: 1.688 Topk: N/A ada_p: 0.1576
[INFO] 2021-10-21 10:25:17 > Step: 209100 Progress: 20.9% Elapsed: 2 days, 20:12:56 Gen_loss: 2.679 Dis_loss: 0.8228 Cls_loss: 1.717 Topk: N/A ada_p: 0.1575
[INFO] 2021-10-21 10:26:52 > Step: 209200 Progress: 20.9% Elapsed: 2 days, 20:14:31 Gen_loss: 2.591 Dis_loss: 0.7365 Cls_loss: 1.564 Topk: N/A ada_p: 0.1575
[INFO] 2021-10-21 10:28:27 > Step: 209300 Progress: 20.9% Elapsed: 2 days, 20:16:06 Gen_loss: 2.67 Dis_loss: 0.8611 Cls_loss: 1.622 Topk: N/A ada_p: 0.1594
[INFO] 2021-10-21 10:30:02 > Step: 209400 Progress: 20.9% Elapsed: 2 days, 20:17:40 Gen_loss: 2.324 Dis_loss: 1.025 Cls_loss: 1.756 Topk: N/A ada_p: 0.1619
[INFO] 2021-10-21 10:31:53 > Step: 209500 Progress: 20.9% Elapsed: 2 days, 20:19:32 Gen_loss: 4.119 Dis_loss: 1.276 Cls_loss: 1.505 Topk: N/A ada_p: 0.1595
[INFO] 2021-10-21 10:33:27 > Step: 209600 Progress: 21.0% Elapsed: 2 days, 20:21:06 Gen_loss: 1.459 Dis_loss: 1.11 Cls_loss: 2.011 Topk: N/A ada_p: 0.1644
[INFO] 2021-10-21 10:35:07 > Step: 209700 Progress: 21.0% Elapsed: 2 days, 20:22:45 Gen_loss: 3.173 Dis_loss: 0.8023 Cls_loss: 1.593 Topk: N/A ada_p: 0.1635
[INFO] 2021-10-21 10:36:41 > Step: 209800 Progress: 21.0% Elapsed: 2 days, 20:24:20 Gen_loss: 1.969 Dis_loss: 0.8164 Cls_loss: 1.762 Topk: N/A ada_p: 0.1668
[INFO] 2021-10-21 10:38:33 > Step: 209900 Progress: 21.0% Elapsed: 2 days, 20:26:12 Gen_loss: 1.557 Dis_loss: 0.9641 Cls_loss: 1.775 Topk: N/A ada_p: 0.1608
[INFO] 2021-10-21 10:40:09 > Step: 210000 Progress: 21.0% Elapsed: 2 days, 20:27:48 Gen_loss: 3.113 Dis_loss: 0.742 Cls_loss: 1.485 Topk: N/A ada_p: 0.1544
[INFO] 2021-10-21 10:40:09 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-21 10:40:09 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_210000.png
[INFO] 2021-10-21 10:40:09 > Start Evaluation (210000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-21 10:40:09 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-21 10:45:43 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-21 10:51:23 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-21 11:15:38 > Inception score (Step: 210000, 50000 generated images): 10.589461326599121
[INFO] 2021-10-21 11:15:38 > FID score (Step: 210000, Using train moments): 3.1883061130677106
[INFO] 2021-10-21 11:15:38 > Improved Precision (Step: 210000, Using train images): 0.76518
[INFO] 2021-10-21 11:15:38 > Improved Recall (Step: 210000, Using train images): 0.6027
[INFO] 2021-10-21 11:15:38 > Density (Step: 210000, Using train images): 1.144432
[INFO] 2021-10-21 11:15:38 > Coverage (Step: 210000, Using train images): 0.91594
[INFO] 2021-10-21 11:15:38 > Best FID score (Step: 200000, Using train moments): 3.1684228167638935
[INFO] 2021-10-21 11:15:51 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-21 11:20:23 > Step: 210100 Progress: 21.0% Elapsed: 2 days, 21:08:02 Gen_loss: 2.164 Dis_loss: 1.219 Cls_loss: 2.228 Topk: N/A ada_p: 0.1543
[INFO] 2021-10-21 11:21:58 > Step: 210200 Progress: 21.0% Elapsed: 2 days, 21:09:37 Gen_loss: 1.104 Dis_loss: 0.9639 Cls_loss: 1.783 Topk: N/A ada_p: 0.155
[INFO] 2021-10-21 11:23:49 > Step: 210300 Progress: 21.0% Elapsed: 2 days, 21:11:28 Gen_loss: 2.105 Dis_loss: 0.8751 Cls_loss: 1.694 Topk: N/A ada_p: 0.1541
[INFO] 2021-10-21 11:25:26 > Step: 210400 Progress: 21.0% Elapsed: 2 days, 21:13:04 Gen_loss: 2.308 Dis_loss: 0.7339 Cls_loss: 1.587 Topk: N/A ada_p: 0.1562
[INFO] 2021-10-21 11:27:02 > Step: 210500 Progress: 21.1% Elapsed: 2 days, 21:14:41 Gen_loss: 1.959 Dis_loss: 1.129 Cls_loss: 1.492 Topk: N/A ada_p: 0.155
[INFO] 2021-10-21 11:28:37 > Step: 210600 Progress: 21.1% Elapsed: 2 days, 21:16:16 Gen_loss: 1.507 Dis_loss: 2.002 Cls_loss: 1.902 Topk: N/A ada_p: 0.1563
[INFO] 2021-10-21 11:30:22 > Step: 210700 Progress: 21.1% Elapsed: 2 days, 21:18:01 Gen_loss: 2.785 Dis_loss: 0.9315 Cls_loss: 1.761 Topk: N/A ada_p: 0.1503
[INFO] 2021-10-21 11:31:57 > Step: 210800 Progress: 21.1% Elapsed: 2 days, 21:19:36 Gen_loss: 2.085 Dis_loss: 0.7042 Cls_loss: 1.568 Topk: N/A ada_p: 0.1462
[INFO] 2021-10-21 11:33:32 > Step: 210900 Progress: 21.1% Elapsed: 2 days, 21:21:10 Gen_loss: 2.31 Dis_loss: 1.103 Cls_loss: 1.858 Topk: N/A ada_p: 0.1499
[INFO] 2021-10-21 11:35:17 > Step: 211000 Progress: 21.1% Elapsed: 2 days, 21:22:55 Gen_loss: 3.129 Dis_loss: 1.035 Cls_loss: 1.658 Topk: N/A ada_p: 0.1543
[INFO] 2021-10-21 11:36:51 > Step: 211100 Progress: 21.1% Elapsed: 2 days, 21:24:30 Gen_loss: 2.14 Dis_loss: 1.279 Cls_loss: 1.769 Topk: N/A ada_p: 0.1503
[INFO] 2021-10-21 11:38:30 > Step: 211200 Progress: 21.1% Elapsed: 2 days, 21:26:09 Gen_loss: 3.654 Dis_loss: 1.174 Cls_loss: 2.103 Topk: N/A ada_p: 0.1449
[INFO] 2021-10-21 11:40:05 > Step: 211300 Progress: 21.1% Elapsed: 2 days, 21:27:44 Gen_loss: 2.015 Dis_loss: 0.6745 Cls_loss: 1.81 Topk: N/A ada_p: 0.1489
[INFO] 2021-10-21 11:41:51 > Step: 211400 Progress: 21.1% Elapsed: 2 days, 21:29:30 Gen_loss: 2.23 Dis_loss: 0.9067 Cls_loss: 1.576 Topk: N/A ada_p: 0.1456
[INFO] 2021-10-21 11:43:26 > Step: 211500 Progress: 21.1% Elapsed: 2 days, 21:31:04 Gen_loss: 3.103 Dis_loss: 0.9793 Cls_loss: 1.92 Topk: N/A ada_p: 0.148
[INFO] 2021-10-21 11:45:02 > Step: 211600 Progress: 21.2% Elapsed: 2 days, 21:32:41 Gen_loss: 3.48 Dis_loss: 0.7015 Cls_loss: 1.609 Topk: N/A ada_p: 0.149
[INFO] 2021-10-21 11:46:36 > Step: 211700 Progress: 21.2% Elapsed: 2 days, 21:34:15 Gen_loss: 1.805 Dis_loss: 0.8884 Cls_loss: 1.758 Topk: N/A ada_p: 0.1525
[INFO] 2021-10-21 11:48:24 > Step: 211800 Progress: 21.2% Elapsed: 2 days, 21:36:02 Gen_loss: 3.363 Dis_loss: 0.6048 Cls_loss: 1.337 Topk: N/A ada_p: 0.1512
[INFO] 2021-10-21 11:49:59 > Step: 211900 Progress: 21.2% Elapsed: 2 days, 21:37:37 Gen_loss: 1.753 Dis_loss: 1.287 Cls_loss: 1.606 Topk: N/A ada_p: 0.1482
[INFO] 2021-10-21 11:51:33 > Step: 212000 Progress: 21.2% Elapsed: 2 days, 21:39:12 Gen_loss: 3.165 Dis_loss: 1.06 Cls_loss: 1.793 Topk: N/A ada_p: 0.1536
[INFO] 2021-10-21 11:53:08 > Step: 212100 Progress: 21.2% Elapsed: 2 days, 21:40:47 Gen_loss: 3.483 Dis_loss: 0.737 Cls_loss: 1.451 Topk: N/A ada_p: 0.1537
[INFO] 2021-10-21 11:54:53 > Step: 212200 Progress: 21.2% Elapsed: 2 days, 21:42:32 Gen_loss: 2.176 Dis_loss: 0.8368 Cls_loss: 1.788 Topk: N/A ada_p: 0.154
[INFO] 2021-10-21 11:56:28 > Step: 212300 Progress: 21.2% Elapsed: 2 days, 21:44:07 Gen_loss: 3.393 Dis_loss: 1.562 Cls_loss: 1.656 Topk: N/A ada_p: 0.1528
[INFO] 2021-10-21 11:58:02 > Step: 212400 Progress: 21.2% Elapsed: 2 days, 21:45:41 Gen_loss: 3.713 Dis_loss: 1.003 Cls_loss: 1.637 Topk: N/A ada_p: 0.1513
[INFO] 2021-10-21 11:59:37 > Step: 212500 Progress: 21.2% Elapsed: 2 days, 21:47:16 Gen_loss: 3.67 Dis_loss: 0.8982 Cls_loss: 1.382 Topk: N/A ada_p: 0.154
[INFO] 2021-10-21 12:01:22 > Step: 212600 Progress: 21.3% Elapsed: 2 days, 21:49:01 Gen_loss: 1.947 Dis_loss: 1.095 Cls_loss: 1.718 Topk: N/A ada_p: 0.1601
[INFO] 2021-10-21 12:02:57 > Step: 212700 Progress: 21.3% Elapsed: 2 days, 21:50:36 Gen_loss: 1.707 Dis_loss: 1.213 Cls_loss: 1.65 Topk: N/A ada_p: 0.16
[INFO] 2021-10-21 12:04:32 > Step: 212800 Progress: 21.3% Elapsed: 2 days, 21:52:11 Gen_loss: 2.552 Dis_loss: 0.736 Cls_loss: 1.506 Topk: N/A ada_p: 0.1534
[INFO] 2021-10-21 12:06:07 > Step: 212900 Progress: 21.3% Elapsed: 2 days, 21:53:46 Gen_loss: 3.331 Dis_loss: 1.198 Cls_loss: 1.623 Topk: N/A ada_p: 0.1553
[INFO] 2021-10-21 12:07:51 > Step: 213000 Progress: 21.3% Elapsed: 2 days, 21:55:30 Gen_loss: 1.148 Dis_loss: 1.249 Cls_loss: 1.349 Topk: N/A ada_p: 0.1522
[INFO] 2021-10-21 12:09:26 > Step: 213100 Progress: 21.3% Elapsed: 2 days, 21:57:04 Gen_loss: 3.308 Dis_loss: 1.18 Cls_loss: 1.68 Topk: N/A ada_p: 0.1488
[INFO] 2021-10-21 12:11:01 > Step: 213200 Progress: 21.3% Elapsed: 2 days, 21:58:39 Gen_loss: 2.225 Dis_loss: 0.7244 Cls_loss: 1.512 Topk: N/A ada_p: 0.1505
[INFO] 2021-10-21 12:12:36 > Step: 213300 Progress: 21.3% Elapsed: 2 days, 22:00:15 Gen_loss: 1.633 Dis_loss: 1.047 Cls_loss: 1.519 Topk: N/A ada_p: 0.1489
[INFO] 2021-10-21 12:14:20 > Step: 213400 Progress: 21.3% Elapsed: 2 days, 22:01:59 Gen_loss: 1.632 Dis_loss: 1.173 Cls_loss: 1.749 Topk: N/A ada_p: 0.1491
[INFO] 2021-10-21 12:15:55 > Step: 213500 Progress: 21.3% Elapsed: 2 days, 22:03:34 Gen_loss: 2.649 Dis_loss: 0.9574 Cls_loss: 1.6 Topk: N/A ada_p: 0.1439
[INFO] 2021-10-21 12:17:30 > Step: 213600 Progress: 21.4% Elapsed: 2 days, 22:05:08 Gen_loss: 3.472 Dis_loss: 1.071 Cls_loss: 2.028 Topk: N/A ada_p: 0.1388
[INFO] 2021-10-21 12:19:05 > Step: 213700 Progress: 21.4% Elapsed: 2 days, 22:06:43 Gen_loss: 4.052 Dis_loss: 1.086 Cls_loss: 1.454 Topk: N/A ada_p: 0.1491
[INFO] 2021-10-21 12:20:49 > Step: 213800 Progress: 21.4% Elapsed: 2 days, 22:08:28 Gen_loss: 2.677 Dis_loss: 0.6179 Cls_loss: 1.595 Topk: N/A ada_p: 0.1438
[INFO] 2021-10-21 12:22:24 > Step: 213900 Progress: 21.4% Elapsed: 2 days, 22:10:03 Gen_loss: 2.901 Dis_loss: 1.26 Cls_loss: 2.182 Topk: N/A ada_p: 0.1495
[INFO] 2021-10-21 12:23:59 > Step: 214000 Progress: 21.4% Elapsed: 2 days, 22:11:38 Gen_loss: 5.05 Dis_loss: 0.729 Cls_loss: 1.747 Topk: N/A ada_p: 0.1488
[INFO] 2021-10-21 12:25:34 > Step: 214100 Progress: 21.4% Elapsed: 2 days, 22:13:13 Gen_loss: 2.939 Dis_loss: 0.7679 Cls_loss: 1.922 Topk: N/A ada_p: 0.1489
[INFO] 2021-10-21 12:27:18 > Step: 214200 Progress: 21.4% Elapsed: 2 days, 22:14:57 Gen_loss: 1.52 Dis_loss: 1.792 Cls_loss: 1.252 Topk: N/A ada_p: 0.1502
[INFO] 2021-10-21 12:28:53 > Step: 214300 Progress: 21.4% Elapsed: 2 days, 22:16:32 Gen_loss: 2.141 Dis_loss: 0.9452 Cls_loss: 1.722 Topk: N/A ada_p: 0.1508
[INFO] 2021-10-21 12:30:28 > Step: 214400 Progress: 21.4% Elapsed: 2 days, 22:18:07 Gen_loss: 2.637 Dis_loss: 0.6206 Cls_loss: 1.415 Topk: N/A ada_p: 0.1508
[INFO] 2021-10-21 12:32:04 > Step: 214500 Progress: 21.4% Elapsed: 2 days, 22:19:42 Gen_loss: 1.154 Dis_loss: 0.9431 Cls_loss: 1.439 Topk: N/A ada_p: 0.1479
[INFO] 2021-10-21 12:33:53 > Step: 214600 Progress: 21.5% Elapsed: 2 days, 22:21:32 Gen_loss: 2.15 Dis_loss: 1.062 Cls_loss: 1.774 Topk: N/A ada_p: 0.1476
[INFO] 2021-10-21 12:35:29 > Step: 214700 Progress: 21.5% Elapsed: 2 days, 22:23:07 Gen_loss: 3.058 Dis_loss: 0.9982 Cls_loss: 1.219 Topk: N/A ada_p: 0.1434
[INFO] 2021-10-21 12:37:04 > Step: 214800 Progress: 21.5% Elapsed: 2 days, 22:24:42 Gen_loss: 2.723 Dis_loss: 1.448 Cls_loss: 1.789 Topk: N/A ada_p: 0.1477
[INFO] 2021-10-21 12:38:48 > Step: 214900 Progress: 21.5% Elapsed: 2 days, 22:26:27 Gen_loss: 2.52 Dis_loss: 1.388 Cls_loss: 1.993 Topk: N/A ada_p: 0.1491
[INFO] 2021-10-21 12:40:23 > Step: 215000 Progress: 21.5% Elapsed: 2 days, 22:28:02 Gen_loss: 3.196 Dis_loss: 1.204 Cls_loss: 1.691 Topk: N/A ada_p: 0.1555
[INFO] 2021-10-21 12:41:59 > Step: 215100 Progress: 21.5% Elapsed: 2 days, 22:29:38 Gen_loss: 1.425 Dis_loss: 0.9134 Cls_loss: 1.601 Topk: N/A ada_p: 0.1508
[INFO] 2021-10-21 12:43:34 > Step: 215200 Progress: 21.5% Elapsed: 2 days, 22:31:13 Gen_loss: 3.991 Dis_loss: 0.847 Cls_loss: 1.312 Topk: N/A ada_p: 0.1539
[INFO] 2021-10-21 12:45:19 > Step: 215300 Progress: 21.5% Elapsed: 2 days, 22:32:58 Gen_loss: 3.423 Dis_loss: 0.7384 Cls_loss: 1.858 Topk: N/A ada_p: 0.1481
[INFO] 2021-10-21 12:46:54 > Step: 215400 Progress: 21.5% Elapsed: 2 days, 22:34:33 Gen_loss: 1.234 Dis_loss: 1.775 Cls_loss: 1.705 Topk: N/A ada_p: 0.1543
[INFO] 2021-10-21 12:48:29 > Step: 215500 Progress: 21.6% Elapsed: 2 days, 22:36:08 Gen_loss: 1.005 Dis_loss: 1.489 Cls_loss: 1.923 Topk: N/A ada_p: 0.1544
[INFO] 2021-10-21 12:50:04 > Step: 215600 Progress: 21.6% Elapsed: 2 days, 22:37:43 Gen_loss: 2.853 Dis_loss: 0.9081 Cls_loss: 1.815 Topk: N/A ada_p: 0.1511
[INFO] 2021-10-21 12:51:49 > Step: 215700 Progress: 21.6% Elapsed: 2 days, 22:39:28 Gen_loss: 1.467 Dis_loss: 0.6813 Cls_loss: 1.433 Topk: N/A ada_p: 0.1512
[INFO] 2021-10-21 12:53:23 > Step: 215800 Progress: 21.6% Elapsed: 2 days, 22:41:02 Gen_loss: 3.537 Dis_loss: 0.5682 Cls_loss: 1.143 Topk: N/A ada_p: 0.1525
[INFO] 2021-10-21 12:55:00 > Step: 215900 Progress: 21.6% Elapsed: 2 days, 22:42:38 Gen_loss: 1.954 Dis_loss: 0.813 Cls_loss: 1.659 Topk: N/A ada_p: 0.1534
[INFO] 2021-10-21 12:56:34 > Step: 216000 Progress: 21.6% Elapsed: 2 days, 22:44:13 Gen_loss: 2.724 Dis_loss: 0.7632 Cls_loss: 1.323 Topk: N/A ada_p: 0.1511
[INFO] 2021-10-21 12:58:20 > Step: 216100 Progress: 21.6% Elapsed: 2 days, 22:45:58 Gen_loss: 2.239 Dis_loss: 0.8069 Cls_loss: 1.512 Topk: N/A ada_p: 0.1596
[INFO] 2021-10-21 12:59:54 > Step: 216200 Progress: 21.6% Elapsed: 2 days, 22:47:33 Gen_loss: 2.519 Dis_loss: 1.016 Cls_loss: 1.81 Topk: N/A ada_p: 0.1612
[INFO] 2021-10-21 13:01:30 > Step: 216300 Progress: 21.6% Elapsed: 2 days, 22:49:08 Gen_loss: 2.07 Dis_loss: 1.192 Cls_loss: 1.69 Topk: N/A ada_p: 0.1539
[INFO] 2021-10-21 13:03:05 > Step: 216400 Progress: 21.6% Elapsed: 2 days, 22:50:44 Gen_loss: 5.297 Dis_loss: 1.821 Cls_loss: 1.982 Topk: N/A ada_p: 0.1554
[INFO] 2021-10-21 13:04:50 > Step: 216500 Progress: 21.6% Elapsed: 2 days, 22:52:29 Gen_loss: 2.609 Dis_loss: 1.081 Cls_loss: 1.549 Topk: N/A ada_p: 0.153
[INFO] 2021-10-21 13:06:25 > Step: 216600 Progress: 21.7% Elapsed: 2 days, 22:54:04 Gen_loss: 3.29 Dis_loss: 0.7138 Cls_loss: 1.554 Topk: N/A ada_p: 0.1573
[INFO] 2021-10-21 13:08:01 > Step: 216700 Progress: 21.7% Elapsed: 2 days, 22:55:40 Gen_loss: 2.704 Dis_loss: 0.8598 Cls_loss: 1.538 Topk: N/A ada_p: 0.158
[INFO] 2021-10-21 13:09:36 > Step: 216800 Progress: 21.7% Elapsed: 2 days, 22:57:15 Gen_loss: 2.79 Dis_loss: 0.9676 Cls_loss: 1.912 Topk: N/A ada_p: 0.1516
[INFO] 2021-10-21 13:11:20 > Step: 216900 Progress: 21.7% Elapsed: 2 days, 22:58:59 Gen_loss: 3.1 Dis_loss: 0.6566 Cls_loss: 1.668 Topk: N/A ada_p: 0.1486
[INFO] 2021-10-21 13:12:55 > Step: 217000 Progress: 21.7% Elapsed: 2 days, 23:00:33 Gen_loss: 2.718 Dis_loss: 0.6745 Cls_loss: 1.382 Topk: N/A ada_p: 0.1545
[INFO] 2021-10-21 13:14:30 > Step: 217100 Progress: 21.7% Elapsed: 2 days, 23:02:08 Gen_loss: 1.715 Dis_loss: 0.8282 Cls_loss: 1.635 Topk: N/A ada_p: 0.1554
[INFO] 2021-10-21 13:16:04 > Step: 217200 Progress: 21.7% Elapsed: 2 days, 23:03:43 Gen_loss: 1.331 Dis_loss: 1.991 Cls_loss: 1.572 Topk: N/A ada_p: 0.1577
[INFO] 2021-10-21 13:17:49 > Step: 217300 Progress: 21.7% Elapsed: 2 days, 23:05:28 Gen_loss: 2.432 Dis_loss: 0.9514 Cls_loss: 1.417 Topk: N/A ada_p: 0.1596
[INFO] 2021-10-21 13:19:23 > Step: 217400 Progress: 21.7% Elapsed: 2 days, 23:07:02 Gen_loss: 2.394 Dis_loss: 1.051 Cls_loss: 2.16 Topk: N/A ada_p: 0.1573
[INFO] 2021-10-21 13:21:00 > Step: 217500 Progress: 21.8% Elapsed: 2 days, 23:08:39 Gen_loss: 2.475 Dis_loss: 1.264 Cls_loss: 1.986 Topk: N/A ada_p: 0.158
[INFO] 2021-10-21 13:22:35 > Step: 217600 Progress: 21.8% Elapsed: 2 days, 23:10:13 Gen_loss: 1.667 Dis_loss: 1.716 Cls_loss: 1.802 Topk: N/A ada_p: 0.158
[INFO] 2021-10-21 13:24:19 > Step: 217700 Progress: 21.8% Elapsed: 2 days, 23:11:58 Gen_loss: 1.437 Dis_loss: 0.8014 Cls_loss: 1.566 Topk: N/A ada_p: 0.1612
[INFO] 2021-10-21 13:25:53 > Step: 217800 Progress: 21.8% Elapsed: 2 days, 23:13:32 Gen_loss: 2.725 Dis_loss: 0.9355 Cls_loss: 1.567 Topk: N/A ada_p: 0.1609
[INFO] 2021-10-21 13:27:28 > Step: 217900 Progress: 21.8% Elapsed: 2 days, 23:15:07 Gen_loss: 1.674 Dis_loss: 1.193 Cls_loss: 1.723 Topk: N/A ada_p: 0.159
[INFO] 2021-10-21 13:29:02 > Step: 218000 Progress: 21.8% Elapsed: 2 days, 23:16:41 Gen_loss: 0.9505 Dis_loss: 1.665 Cls_loss: 1.763 Topk: N/A ada_p: 0.1582
[INFO] 2021-10-21 13:30:48 > Step: 218100 Progress: 21.8% Elapsed: 2 days, 23:18:27 Gen_loss: 1.63 Dis_loss: 0.9809 Cls_loss: 2.102 Topk: N/A ada_p: 0.1617
[INFO] 2021-10-21 13:32:22 > Step: 218200 Progress: 21.8% Elapsed: 2 days, 23:20:01 Gen_loss: 2.269 Dis_loss: 1.271 Cls_loss: 1.633 Topk: N/A ada_p: 0.1553
[INFO] 2021-10-21 13:33:55 > Step: 218300 Progress: 21.8% Elapsed: 2 days, 23:21:34 Gen_loss: 2.342 Dis_loss: 1.118 Cls_loss: 1.41 Topk: N/A ada_p: 0.1564
[INFO] 2021-10-21 13:35:29 > Step: 218400 Progress: 21.8% Elapsed: 2 days, 23:23:08 Gen_loss: 1.777 Dis_loss: 0.5507 Cls_loss: 1.524 Topk: N/A ada_p: 0.1531
[INFO] 2021-10-21 13:37:14 > Step: 218500 Progress: 21.9% Elapsed: 2 days, 23:24:53 Gen_loss: 2.356 Dis_loss: 1.277 Cls_loss: 1.795 Topk: N/A ada_p: 0.1596
[INFO] 2021-10-21 13:38:49 > Step: 218600 Progress: 21.9% Elapsed: 2 days, 23:26:28 Gen_loss: 3.817 Dis_loss: 1.938 Cls_loss: 1.717 Topk: N/A ada_p: 0.1609
[INFO] 2021-10-21 13:40:23 > Step: 218700 Progress: 21.9% Elapsed: 2 days, 23:28:02 Gen_loss: 1.711 Dis_loss: 0.9464 Cls_loss: 1.676 Topk: N/A ada_p: 0.1511
[INFO] 2021-10-21 13:42:08 > Step: 218800 Progress: 21.9% Elapsed: 2 days, 23:29:47 Gen_loss: 4.334 Dis_loss: 1.927 Cls_loss: 1.757 Topk: N/A ada_p: 0.1569
[INFO] 2021-10-21 13:43:43 > Step: 218900 Progress: 21.9% Elapsed: 2 days, 23:31:21 Gen_loss: 2.662 Dis_loss: 1.104 Cls_loss: 1.568 Topk: N/A ada_p: 0.1573
[INFO] 2021-10-21 13:45:17 > Step: 219000 Progress: 21.9% Elapsed: 2 days, 23:32:56 Gen_loss: 4.178 Dis_loss: 0.9049 Cls_loss: 1.68 Topk: N/A ada_p: 0.1561
[INFO] 2021-10-21 13:46:52 > Step: 219100 Progress: 21.9% Elapsed: 2 days, 23:34:31 Gen_loss: 3.797 Dis_loss: 1.096 Cls_loss: 1.34 Topk: N/A ada_p: 0.1536
[INFO] 2021-10-21 13:48:37 > Step: 219200 Progress: 21.9% Elapsed: 2 days, 23:36:16 Gen_loss: 3.069 Dis_loss: 0.792 Cls_loss: 1.647 Topk: N/A ada_p: 0.1498
[INFO] 2021-10-21 13:50:11 > Step: 219300 Progress: 21.9% Elapsed: 2 days, 23:37:50 Gen_loss: 3.089 Dis_loss: 0.9599 Cls_loss: 1.657 Topk: N/A ada_p: 0.1527
[INFO] 2021-10-21 13:51:46 > Step: 219400 Progress: 21.9% Elapsed: 2 days, 23:39:25 Gen_loss: 2.502 Dis_loss: 0.6291 Cls_loss: 1.484 Topk: N/A ada_p: 0.1525
[INFO] 2021-10-21 13:53:21 > Step: 219500 Progress: 21.9% Elapsed: 2 days, 23:40:59 Gen_loss: 2.469 Dis_loss: 0.9664 Cls_loss: 1.626 Topk: N/A ada_p: 0.1495
[INFO] 2021-10-21 13:55:05 > Step: 219600 Progress: 22.0% Elapsed: 2 days, 23:42:44 Gen_loss: 1.729 Dis_loss: 0.7393 Cls_loss: 1.524 Topk: N/A ada_p: 0.1454
[INFO] 2021-10-21 13:56:40 > Step: 219700 Progress: 22.0% Elapsed: 2 days, 23:44:18 Gen_loss: 2.949 Dis_loss: 0.7352 Cls_loss: 1.307 Topk: N/A ada_p: 0.1473
[INFO] 2021-10-21 13:58:15 > Step: 219800 Progress: 22.0% Elapsed: 2 days, 23:45:54 Gen_loss: 1.498 Dis_loss: 0.7138 Cls_loss: 1.259 Topk: N/A ada_p: 0.1497
[INFO] 2021-10-21 13:59:50 > Step: 219900 Progress: 22.0% Elapsed: 2 days, 23:47:28 Gen_loss: 2.941 Dis_loss: 0.8254 Cls_loss: 1.405 Topk: N/A ada_p: 0.1531
[INFO] 2021-10-21 14:01:34 > Step: 220000 Progress: 22.0% Elapsed: 2 days, 23:49:13 Gen_loss: 1.024 Dis_loss: 0.985 Cls_loss: 1.495 Topk: N/A ada_p: 0.1505
[INFO] 2021-10-21 14:01:34 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-21 14:01:34 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_220000.png
[INFO] 2021-10-21 14:01:34 > Start Evaluation (220000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-21 14:01:34 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-21 14:07:08 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-21 14:12:48 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-21 14:34:21 > Inception score (Step: 220000, 50000 generated images): 10.500900268554688
[INFO] 2021-10-21 14:34:21 > FID score (Step: 220000, Using train moments): 3.1246642199365624
[INFO] 2021-10-21 14:34:21 > Improved Precision (Step: 220000, Using train images): 0.7641
[INFO] 2021-10-21 14:34:21 > Improved Recall (Step: 220000, Using train images): 0.61534
[INFO] 2021-10-21 14:34:21 > Density (Step: 220000, Using train images): 1.125472
[INFO] 2021-10-21 14:34:21 > Coverage (Step: 220000, Using train images): 0.91566
[INFO] 2021-10-21 14:34:21 > Best FID score (Step: 220000, Using train moments): 3.1246642199365624
[INFO] 2021-10-21 14:34:42 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-21 14:38:15 > Step: 220100 Progress: 22.0% Elapsed: 3 days, 0:25:54 Gen_loss: 2.729 Dis_loss: 1.049 Cls_loss: 1.912 Topk: N/A ada_p: 0.1525
[INFO] 2021-10-21 14:39:50 > Step: 220200 Progress: 22.0% Elapsed: 3 days, 0:27:29 Gen_loss: 3.252 Dis_loss: 0.6286 Cls_loss: 1.705 Topk: N/A ada_p: 0.1568
[INFO] 2021-10-21 14:41:24 > Step: 220300 Progress: 22.0% Elapsed: 3 days, 0:29:03 Gen_loss: 3.251 Dis_loss: 0.7323 Cls_loss: 1.586 Topk: N/A ada_p: 0.1518
[INFO] 2021-10-21 14:43:14 > Step: 220400 Progress: 22.0% Elapsed: 3 days, 0:30:53 Gen_loss: 2.772 Dis_loss: 0.5836 Cls_loss: 1.411 Topk: N/A ada_p: 0.1575
[INFO] 2021-10-21 14:44:49 > Step: 220500 Progress: 22.1% Elapsed: 3 days, 0:32:28 Gen_loss: 2.888 Dis_loss: 2.815 Cls_loss: 1.476 Topk: N/A ada_p: 0.1548
[INFO] 2021-10-21 14:46:24 > Step: 220600 Progress: 22.1% Elapsed: 3 days, 0:34:03 Gen_loss: 2.193 Dis_loss: 0.7489 Cls_loss: 1.951 Topk: N/A ada_p: 0.1517
[INFO] 2021-10-21 14:47:59 > Step: 220700 Progress: 22.1% Elapsed: 3 days, 0:35:38 Gen_loss: 2.929 Dis_loss: 0.7049 Cls_loss: 1.354 Topk: N/A ada_p: 0.1557
[INFO] 2021-10-21 14:49:44 > Step: 220800 Progress: 22.1% Elapsed: 3 days, 0:37:22 Gen_loss: 3.131 Dis_loss: 0.7481 Cls_loss: 1.58 Topk: N/A ada_p: 0.1554
[INFO] 2021-10-21 14:51:20 > Step: 220900 Progress: 22.1% Elapsed: 3 days, 0:38:59 Gen_loss: 2.117 Dis_loss: 0.9395 Cls_loss: 1.768 Topk: N/A ada_p: 0.1576
[INFO] 2021-10-21 14:52:55 > Step: 221000 Progress: 22.1% Elapsed: 3 days, 0:40:34 Gen_loss: 2.936 Dis_loss: 1.06 Cls_loss: 1.884 Topk: N/A ada_p: 0.1601
[INFO] 2021-10-21 14:54:31 > Step: 221100 Progress: 22.1% Elapsed: 3 days, 0:42:09 Gen_loss: 0.9354 Dis_loss: 1.44 Cls_loss: 1.31 Topk: N/A ada_p: 0.16
[INFO] 2021-10-21 14:56:15 > Step: 221200 Progress: 22.1% Elapsed: 3 days, 0:43:54 Gen_loss: 4.446 Dis_loss: 1.518 Cls_loss: 1.687 Topk: N/A ada_p: 0.1608
[INFO] 2021-10-21 14:57:50 > Step: 221300 Progress: 22.1% Elapsed: 3 days, 0:45:29 Gen_loss: 1.043 Dis_loss: 1.138 Cls_loss: 1.823 Topk: N/A ada_p: 0.1596
[INFO] 2021-10-21 14:59:25 > Step: 221400 Progress: 22.1% Elapsed: 3 days, 0:47:04 Gen_loss: 1.487 Dis_loss: 1.165 Cls_loss: 1.972 Topk: N/A ada_p: 0.1584
[INFO] 2021-10-21 15:01:01 > Step: 221500 Progress: 22.1% Elapsed: 3 days, 0:48:40 Gen_loss: 2.08 Dis_loss: 1.138 Cls_loss: 1.635 Topk: N/A ada_p: 0.1549
[INFO] 2021-10-21 15:02:45 > Step: 221600 Progress: 22.2% Elapsed: 3 days, 0:50:24 Gen_loss: 1.207 Dis_loss: 1.284 Cls_loss: 1.627 Topk: N/A ada_p: 0.1554
[INFO] 2021-10-21 15:04:21 > Step: 221700 Progress: 22.2% Elapsed: 3 days, 0:52:00 Gen_loss: 2.26 Dis_loss: 1.028 Cls_loss: 1.506 Topk: N/A ada_p: 0.1517
[INFO] 2021-10-21 15:05:56 > Step: 221800 Progress: 22.2% Elapsed: 3 days, 0:53:34 Gen_loss: 3.408 Dis_loss: 0.8226 Cls_loss: 1.455 Topk: N/A ada_p: 0.1512
[INFO] 2021-10-21 15:07:31 > Step: 221900 Progress: 22.2% Elapsed: 3 days, 0:55:10 Gen_loss: 3.328 Dis_loss: 1.062 Cls_loss: 1.837 Topk: N/A ada_p: 0.1575
[INFO] 2021-10-21 15:09:16 > Step: 222000 Progress: 22.2% Elapsed: 3 days, 0:56:54 Gen_loss: 1.909 Dis_loss: 0.6889 Cls_loss: 1.256 Topk: N/A ada_p: 0.1572
[INFO] 2021-10-21 15:10:51 > Step: 222100 Progress: 22.2% Elapsed: 3 days, 0:58:30 Gen_loss: 2.645 Dis_loss: 0.887 Cls_loss: 1.617 Topk: N/A ada_p: 0.1553
[INFO] 2021-10-21 15:12:25 > Step: 222200 Progress: 22.2% Elapsed: 3 days, 1:00:04 Gen_loss: 4.081 Dis_loss: 1.299 Cls_loss: 1.226 Topk: N/A ada_p: 0.1573
[INFO] 2021-10-21 15:14:00 > Step: 222300 Progress: 22.2% Elapsed: 3 days, 1:01:39 Gen_loss: 1.825 Dis_loss: 1.2 Cls_loss: 1.575 Topk: N/A ada_p: 0.158
[INFO] 2021-10-21 15:15:45 > Step: 222400 Progress: 22.2% Elapsed: 3 days, 1:03:24 Gen_loss: 1.736 Dis_loss: 1.016 Cls_loss: 1.813 Topk: N/A ada_p: 0.1582
[INFO] 2021-10-21 15:17:20 > Step: 222500 Progress: 22.2% Elapsed: 3 days, 1:04:59 Gen_loss: 2.263 Dis_loss: 1.212 Cls_loss: 1.587 Topk: N/A ada_p: 0.1571
[INFO] 2021-10-21 15:18:55 > Step: 222600 Progress: 22.3% Elapsed: 3 days, 1:06:33 Gen_loss: 2.896 Dis_loss: 1.159 Cls_loss: 1.674 Topk: N/A ada_p: 0.1665
[INFO] 2021-10-21 15:20:40 > Step: 222700 Progress: 22.3% Elapsed: 3 days, 1:08:19 Gen_loss: 2.812 Dis_loss: 0.951 Cls_loss: 1.795 Topk: N/A ada_p: 0.1687
[INFO] 2021-10-21 15:22:14 > Step: 222800 Progress: 22.3% Elapsed: 3 days, 1:09:53 Gen_loss: 3.813 Dis_loss: 1.21 Cls_loss: 1.538 Topk: N/A ada_p: 0.1649
[INFO] 2021-10-21 15:23:49 > Step: 222900 Progress: 22.3% Elapsed: 3 days, 1:11:28 Gen_loss: 1.439 Dis_loss: 1.024 Cls_loss: 1.72 Topk: N/A ada_p: 0.1517
[INFO] 2021-10-21 15:25:24 > Step: 223000 Progress: 22.3% Elapsed: 3 days, 1:13:03 Gen_loss: 2.334 Dis_loss: 0.7888 Cls_loss: 1.871 Topk: N/A ada_p: 0.153
[INFO] 2021-10-21 15:27:10 > Step: 223100 Progress: 22.3% Elapsed: 3 days, 1:14:48 Gen_loss: 2.883 Dis_loss: 0.8538 Cls_loss: 1.619 Topk: N/A ada_p: 0.1557
[INFO] 2021-10-21 15:28:45 > Step: 223200 Progress: 22.3% Elapsed: 3 days, 1:16:24 Gen_loss: 1.995 Dis_loss: 1.082 Cls_loss: 1.937 Topk: N/A ada_p: 0.1534
[INFO] 2021-10-21 15:30:20 > Step: 223300 Progress: 22.3% Elapsed: 3 days, 1:17:59 Gen_loss: 2.145 Dis_loss: 0.9706 Cls_loss: 1.536 Topk: N/A ada_p: 0.1573
[INFO] 2021-10-21 15:31:56 > Step: 223400 Progress: 22.3% Elapsed: 3 days, 1:19:35 Gen_loss: 2.631 Dis_loss: 0.7787 Cls_loss: 1.653 Topk: N/A ada_p: 0.1563
[INFO] 2021-10-21 15:33:42 > Step: 223500 Progress: 22.4% Elapsed: 3 days, 1:21:21 Gen_loss: 1.203 Dis_loss: 0.6472 Cls_loss: 1.893 Topk: N/A ada_p: 0.159
[INFO] 2021-10-21 15:35:17 > Step: 223600 Progress: 22.4% Elapsed: 3 days, 1:22:56 Gen_loss: 2.657 Dis_loss: 1.114 Cls_loss: 1.937 Topk: N/A ada_p: 0.1636
[INFO] 2021-10-21 15:36:52 > Step: 223700 Progress: 22.4% Elapsed: 3 days, 1:24:31 Gen_loss: 3.022 Dis_loss: 0.927 Cls_loss: 1.747 Topk: N/A ada_p: 0.1637
[INFO] 2021-10-21 15:38:27 > Step: 223800 Progress: 22.4% Elapsed: 3 days, 1:26:05 Gen_loss: 1.51 Dis_loss: 1.053 Cls_loss: 1.735 Topk: N/A ada_p: 0.1683
[INFO] 2021-10-21 15:40:12 > Step: 223900 Progress: 22.4% Elapsed: 3 days, 1:27:50 Gen_loss: 2.371 Dis_loss: 0.8388 Cls_loss: 1.572 Topk: N/A ada_p: 0.1616
[INFO] 2021-10-21 15:41:47 > Step: 224000 Progress: 22.4% Elapsed: 3 days, 1:29:25 Gen_loss: 3.074 Dis_loss: 1.158 Cls_loss: 1.763 Topk: N/A ada_p: 0.1626
[INFO] 2021-10-21 15:43:23 > Step: 224100 Progress: 22.4% Elapsed: 3 days, 1:31:02 Gen_loss: 3.58 Dis_loss: 0.9568 Cls_loss: 1.53 Topk: N/A ada_p: 0.1591
[INFO] 2021-10-21 15:44:58 > Step: 224200 Progress: 22.4% Elapsed: 3 days, 1:32:36 Gen_loss: 2.823 Dis_loss: 0.8243 Cls_loss: 1.217 Topk: N/A ada_p: 0.1614
[INFO] 2021-10-21 15:46:43 > Step: 224300 Progress: 22.4% Elapsed: 3 days, 1:34:21 Gen_loss: 3.108 Dis_loss: 1.397 Cls_loss: 1.923 Topk: N/A ada_p: 0.1636
[INFO] 2021-10-21 15:48:18 > Step: 224400 Progress: 22.4% Elapsed: 3 days, 1:35:56 Gen_loss: 1.884 Dis_loss: 0.6059 Cls_loss: 1.455 Topk: N/A ada_p: 0.1621
[INFO] 2021-10-21 15:49:53 > Step: 224500 Progress: 22.4% Elapsed: 3 days, 1:37:31 Gen_loss: 1.677 Dis_loss: 1.218 Cls_loss: 1.574 Topk: N/A ada_p: 0.1617
[INFO] 2021-10-21 15:51:28 > Step: 224600 Progress: 22.5% Elapsed: 3 days, 1:39:07 Gen_loss: 3.163 Dis_loss: 1.26 Cls_loss: 1.548 Topk: N/A ada_p: 0.1601
[INFO] 2021-10-21 15:53:14 > Step: 224700 Progress: 22.5% Elapsed: 3 days, 1:40:52 Gen_loss: 1.828 Dis_loss: 1.149 Cls_loss: 1.676 Topk: N/A ada_p: 0.1659
[INFO] 2021-10-21 15:54:48 > Step: 224800 Progress: 22.5% Elapsed: 3 days, 1:42:27 Gen_loss: 4.332 Dis_loss: 1.418 Cls_loss: 1.419 Topk: N/A ada_p: 0.1718
[INFO] 2021-10-21 15:56:24 > Step: 224900 Progress: 22.5% Elapsed: 3 days, 1:44:02 Gen_loss: 2.838 Dis_loss: 1.009 Cls_loss: 1.828 Topk: N/A ada_p: 0.1676
[INFO] 2021-10-21 15:57:58 > Step: 225000 Progress: 22.5% Elapsed: 3 days, 1:45:37 Gen_loss: 2.732 Dis_loss: 1.082 Cls_loss: 1.936 Topk: N/A ada_p: 0.1637
[INFO] 2021-10-21 15:59:43 > Step: 225100 Progress: 22.5% Elapsed: 3 days, 1:47:22 Gen_loss: 2.108 Dis_loss: 0.967 Cls_loss: 1.393 Topk: N/A ada_p: 0.1633
[INFO] 2021-10-21 16:01:18 > Step: 225200 Progress: 22.5% Elapsed: 3 days, 1:48:57 Gen_loss: 1.717 Dis_loss: 0.8296 Cls_loss: 1.8 Topk: N/A ada_p: 0.1621
[INFO] 2021-10-21 16:02:54 > Step: 225300 Progress: 22.5% Elapsed: 3 days, 1:50:32 Gen_loss: 2.16 Dis_loss: 0.9408 Cls_loss: 1.555 Topk: N/A ada_p: 0.1668
[INFO] 2021-10-21 16:04:29 > Step: 225400 Progress: 22.5% Elapsed: 3 days, 1:52:08 Gen_loss: 1.838 Dis_loss: 0.8016 Cls_loss: 1.491 Topk: N/A ada_p: 0.1584
[INFO] 2021-10-21 16:06:14 > Step: 225500 Progress: 22.6% Elapsed: 3 days, 1:53:53 Gen_loss: 3.873 Dis_loss: 1.253 Cls_loss: 1.656 Topk: N/A ada_p: 0.158
[INFO] 2021-10-21 16:07:50 > Step: 225600 Progress: 22.6% Elapsed: 3 days, 1:55:29 Gen_loss: 3.42 Dis_loss: 1.548 Cls_loss: 1.495 Topk: N/A ada_p: 0.1616
[INFO] 2021-10-21 16:09:25 > Step: 225700 Progress: 22.6% Elapsed: 3 days, 1:57:04 Gen_loss: 2.544 Dis_loss: 1.122 Cls_loss: 1.796 Topk: N/A ada_p: 0.1571
[INFO] 2021-10-21 16:11:00 > Step: 225800 Progress: 22.6% Elapsed: 3 days, 1:58:38 Gen_loss: 3.507 Dis_loss: 1.493 Cls_loss: 1.684 Topk: N/A ada_p: 0.1568
[INFO] 2021-10-21 16:12:45 > Step: 225900 Progress: 22.6% Elapsed: 3 days, 2:00:24 Gen_loss: 3.522 Dis_loss: 1.172 Cls_loss: 1.832 Topk: N/A ada_p: 0.1595
[INFO] 2021-10-21 16:14:20 > Step: 226000 Progress: 22.6% Elapsed: 3 days, 2:01:59 Gen_loss: 0.8774 Dis_loss: 0.9168 Cls_loss: 1.914 Topk: N/A ada_p: 0.1621
[INFO] 2021-10-21 16:15:56 > Step: 226100 Progress: 22.6% Elapsed: 3 days, 2:03:35 Gen_loss: 3.874 Dis_loss: 1.145 Cls_loss: 1.724 Topk: N/A ada_p: 0.1653
[INFO] 2021-10-21 16:17:31 > Step: 226200 Progress: 22.6% Elapsed: 3 days, 2:05:10 Gen_loss: 3.182 Dis_loss: 1.073 Cls_loss: 1.681 Topk: N/A ada_p: 0.1612
[INFO] 2021-10-21 16:19:16 > Step: 226300 Progress: 22.6% Elapsed: 3 days, 2:06:54 Gen_loss: 2.626 Dis_loss: 1.026 Cls_loss: 1.724 Topk: N/A ada_p: 0.1621
[INFO] 2021-10-21 16:20:50 > Step: 226400 Progress: 22.6% Elapsed: 3 days, 2:08:29 Gen_loss: 2.559 Dis_loss: 0.9485 Cls_loss: 1.629 Topk: N/A ada_p: 0.1646
[INFO] 2021-10-21 16:22:25 > Step: 226500 Progress: 22.7% Elapsed: 3 days, 2:10:03 Gen_loss: 2.876 Dis_loss: 1.077 Cls_loss: 1.45 Topk: N/A ada_p: 0.1683
[INFO] 2021-10-21 16:24:09 > Step: 226600 Progress: 22.7% Elapsed: 3 days, 2:11:48 Gen_loss: 1.699 Dis_loss: 0.8982 Cls_loss: 1.454 Topk: N/A ada_p: 0.1696
[INFO] 2021-10-21 16:25:44 > Step: 226700 Progress: 22.7% Elapsed: 3 days, 2:13:23 Gen_loss: 2.133 Dis_loss: 0.941 Cls_loss: 1.704 Topk: N/A ada_p: 0.1682
[INFO] 2021-10-21 16:27:19 > Step: 226800 Progress: 22.7% Elapsed: 3 days, 2:14:58 Gen_loss: 1.806 Dis_loss: 0.9868 Cls_loss: 1.946 Topk: N/A ada_p: 0.1654
[INFO] 2021-10-21 16:28:54 > Step: 226900 Progress: 22.7% Elapsed: 3 days, 2:16:33 Gen_loss: 2.677 Dis_loss: 0.8031 Cls_loss: 1.601 Topk: N/A ada_p: 0.1627
[INFO] 2021-10-21 16:30:39 > Step: 227000 Progress: 22.7% Elapsed: 3 days, 2:18:17 Gen_loss: 2.503 Dis_loss: 1.235 Cls_loss: 1.763 Topk: N/A ada_p: 0.1617
[INFO] 2021-10-21 16:32:13 > Step: 227100 Progress: 22.7% Elapsed: 3 days, 2:19:52 Gen_loss: 3.603 Dis_loss: 1.018 Cls_loss: 1.866 Topk: N/A ada_p: 0.1654
[INFO] 2021-10-21 16:33:47 > Step: 227200 Progress: 22.7% Elapsed: 3 days, 2:21:26 Gen_loss: 2.453 Dis_loss: 1.143 Cls_loss: 1.424 Topk: N/A ada_p: 0.1657
[INFO] 2021-10-21 16:35:22 > Step: 227300 Progress: 22.7% Elapsed: 3 days, 2:23:01 Gen_loss: 2.667 Dis_loss: 0.8217 Cls_loss: 1.728 Topk: N/A ada_p: 0.165
[INFO] 2021-10-21 16:37:06 > Step: 227400 Progress: 22.7% Elapsed: 3 days, 2:24:45 Gen_loss: 2.267 Dis_loss: 0.8209 Cls_loss: 1.69 Topk: N/A ada_p: 0.1642
[INFO] 2021-10-21 16:38:40 > Step: 227500 Progress: 22.8% Elapsed: 3 days, 2:26:19 Gen_loss: 2.567 Dis_loss: 1.267 Cls_loss: 1.809 Topk: N/A ada_p: 0.1585
[INFO] 2021-10-21 16:40:15 > Step: 227600 Progress: 22.8% Elapsed: 3 days, 2:27:53 Gen_loss: 2.025 Dis_loss: 1.43 Cls_loss: 1.765 Topk: N/A ada_p: 0.1572
[INFO] 2021-10-21 16:41:49 > Step: 227700 Progress: 22.8% Elapsed: 3 days, 2:29:28 Gen_loss: 2.004 Dis_loss: 1.117 Cls_loss: 1.64 Topk: N/A ada_p: 0.1614
[INFO] 2021-10-21 16:43:33 > Step: 227800 Progress: 22.8% Elapsed: 3 days, 2:31:11 Gen_loss: 2.34 Dis_loss: 0.7568 Cls_loss: 1.726 Topk: N/A ada_p: 0.1576
[INFO] 2021-10-21 16:45:07 > Step: 227900 Progress: 22.8% Elapsed: 3 days, 2:32:46 Gen_loss: 2.785 Dis_loss: 0.7646 Cls_loss: 1.642 Topk: N/A ada_p: 0.1585
[INFO] 2021-10-21 16:46:41 > Step: 228000 Progress: 22.8% Elapsed: 3 days, 2:34:20 Gen_loss: 1.274 Dis_loss: 0.9318 Cls_loss: 1.455 Topk: N/A ada_p: 0.1662
[INFO] 2021-10-21 16:48:15 > Step: 228100 Progress: 22.8% Elapsed: 3 days, 2:35:53 Gen_loss: 2.172 Dis_loss: 1.387 Cls_loss: 1.579 Topk: N/A ada_p: 0.166
[INFO] 2021-10-21 16:49:58 > Step: 228200 Progress: 22.8% Elapsed: 3 days, 2:37:37 Gen_loss: 3.574 Dis_loss: 1.063 Cls_loss: 1.521 Topk: N/A ada_p: 0.1566
[INFO] 2021-10-21 16:51:32 > Step: 228300 Progress: 22.8% Elapsed: 3 days, 2:39:11 Gen_loss: 2.053 Dis_loss: 1.17 Cls_loss: 1.78 Topk: N/A ada_p: 0.1644
[INFO] 2021-10-21 16:53:05 > Step: 228400 Progress: 22.8% Elapsed: 3 days, 2:40:44 Gen_loss: 2.337 Dis_loss: 1.086 Cls_loss: 1.714 Topk: N/A ada_p: 0.1669
[INFO] 2021-10-21 16:54:39 > Step: 228500 Progress: 22.9% Elapsed: 3 days, 2:42:18 Gen_loss: 1.769 Dis_loss: 0.8362 Cls_loss: 1.686 Topk: N/A ada_p: 0.163
[INFO] 2021-10-21 16:56:23 > Step: 228600 Progress: 22.9% Elapsed: 3 days, 2:44:02 Gen_loss: 3.376 Dis_loss: 1.064 Cls_loss: 1.843 Topk: N/A ada_p: 0.164
[INFO] 2021-10-21 16:57:57 > Step: 228700 Progress: 22.9% Elapsed: 3 days, 2:45:36 Gen_loss: 2.182 Dis_loss: 0.7011 Cls_loss: 1.565 Topk: N/A ada_p: 0.159
[INFO] 2021-10-21 16:59:32 > Step: 228800 Progress: 22.9% Elapsed: 3 days, 2:47:11 Gen_loss: 3.964 Dis_loss: 1.189 Cls_loss: 1.534 Topk: N/A ada_p: 0.1541
[INFO] 2021-10-21 17:01:07 > Step: 228900 Progress: 22.9% Elapsed: 3 days, 2:48:45 Gen_loss: 2.183 Dis_loss: 0.7329 Cls_loss: 1.439 Topk: N/A ada_p: 0.1491
[INFO] 2021-10-21 17:02:51 > Step: 229000 Progress: 22.9% Elapsed: 3 days, 2:50:30 Gen_loss: 2.98 Dis_loss: 0.9284 Cls_loss: 1.508 Topk: N/A ada_p: 0.1499
[INFO] 2021-10-21 17:04:26 > Step: 229100 Progress: 22.9% Elapsed: 3 days, 2:52:04 Gen_loss: 3.55 Dis_loss: 0.9222 Cls_loss: 1.523 Topk: N/A ada_p: 0.1523
[INFO] 2021-10-21 17:06:00 > Step: 229200 Progress: 22.9% Elapsed: 3 days, 2:53:39 Gen_loss: 3.134 Dis_loss: 0.9268 Cls_loss: 1.914 Topk: N/A ada_p: 0.149
[INFO] 2021-10-21 17:07:35 > Step: 229300 Progress: 22.9% Elapsed: 3 days, 2:55:14 Gen_loss: 1.483 Dis_loss: 1.215 Cls_loss: 1.633 Topk: N/A ada_p: 0.1537
[INFO] 2021-10-21 17:09:20 > Step: 229400 Progress: 22.9% Elapsed: 3 days, 2:56:58 Gen_loss: 3.582 Dis_loss: 1.083 Cls_loss: 2.008 Topk: N/A ada_p: 0.1591
[INFO] 2021-10-21 17:10:54 > Step: 229500 Progress: 22.9% Elapsed: 3 days, 2:58:33 Gen_loss: 3.765 Dis_loss: 0.9782 Cls_loss: 1.697 Topk: N/A ada_p: 0.1569
[INFO] 2021-10-21 17:12:29 > Step: 229600 Progress: 23.0% Elapsed: 3 days, 3:00:08 Gen_loss: 2.768 Dis_loss: 0.8536 Cls_loss: 1.128 Topk: N/A ada_p: 0.1534
[INFO] 2021-10-21 17:14:04 > Step: 229700 Progress: 23.0% Elapsed: 3 days, 3:01:43 Gen_loss: 1.518 Dis_loss: 1.457 Cls_loss: 1.869 Topk: N/A ada_p: 0.1504
[INFO] 2021-10-21 17:15:49 > Step: 229800 Progress: 23.0% Elapsed: 3 days, 3:03:28 Gen_loss: 3.032 Dis_loss: 1.152 Cls_loss: 1.632 Topk: N/A ada_p: 0.1463
[INFO] 2021-10-21 17:17:24 > Step: 229900 Progress: 23.0% Elapsed: 3 days, 3:05:03 Gen_loss: 2.706 Dis_loss: 0.9084 Cls_loss: 1.411 Topk: N/A ada_p: 0.1539
[INFO] 2021-10-21 17:19:00 > Step: 230000 Progress: 23.0% Elapsed: 3 days, 3:06:39 Gen_loss: 2.999 Dis_loss: 0.8209 Cls_loss: 1.372 Topk: N/A ada_p: 0.15
[INFO] 2021-10-21 17:19:02 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-21 17:19:02 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_230000.png
[INFO] 2021-10-21 17:19:02 > Start Evaluation (230000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-21 17:19:02 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-21 17:24:35 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-21 17:30:15 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-21 17:54:29 > Inception score (Step: 230000, 50000 generated images): 10.608979225158691
[INFO] 2021-10-21 17:54:29 > FID score (Step: 230000, Using train moments): 3.120753101532671
[INFO] 2021-10-21 17:54:29 > Improved Precision (Step: 230000, Using train images): 0.76332
[INFO] 2021-10-21 17:54:29 > Improved Recall (Step: 230000, Using train images): 0.61554
[INFO] 2021-10-21 17:54:29 > Density (Step: 230000, Using train images): 1.1173920000000002
[INFO] 2021-10-21 17:54:29 > Coverage (Step: 230000, Using train images): 0.91568
[INFO] 2021-10-21 17:54:29 > Best FID score (Step: 230000, Using train moments): 3.120753101532671
[INFO] 2021-10-21 17:54:51 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-21 17:58:40 > Step: 230100 Progress: 23.0% Elapsed: 3 days, 3:46:19 Gen_loss: 2.431 Dis_loss: 0.8802 Cls_loss: 1.489 Topk: N/A ada_p: 0.1484
[INFO] 2021-10-21 18:00:31 > Step: 230200 Progress: 23.0% Elapsed: 3 days, 3:48:09 Gen_loss: 2.206 Dis_loss: 0.8922 Cls_loss: 1.821 Topk: N/A ada_p: 0.1545
[INFO] 2021-10-21 18:02:06 > Step: 230300 Progress: 23.0% Elapsed: 3 days, 3:49:44 Gen_loss: 3.812 Dis_loss: 0.7166 Cls_loss: 1.893 Topk: N/A ada_p: 0.1569
[INFO] 2021-10-21 18:03:40 > Step: 230400 Progress: 23.0% Elapsed: 3 days, 3:51:19 Gen_loss: 1.831 Dis_loss: 0.571 Cls_loss: 1.386 Topk: N/A ada_p: 0.1593
[INFO] 2021-10-21 18:05:26 > Step: 230500 Progress: 23.1% Elapsed: 3 days, 3:53:04 Gen_loss: 2.222 Dis_loss: 0.8939 Cls_loss: 1.615 Topk: N/A ada_p: 0.1537
[INFO] 2021-10-21 18:07:00 > Step: 230600 Progress: 23.1% Elapsed: 3 days, 3:54:38 Gen_loss: 1.686 Dis_loss: 0.6713 Cls_loss: 1.43 Topk: N/A ada_p: 0.1568
[INFO] 2021-10-21 18:08:35 > Step: 230700 Progress: 23.1% Elapsed: 3 days, 3:56:14 Gen_loss: 3.885 Dis_loss: 1.049 Cls_loss: 1.806 Topk: N/A ada_p: 0.1552
[INFO] 2021-10-21 18:10:10 > Step: 230800 Progress: 23.1% Elapsed: 3 days, 3:57:49 Gen_loss: 1.587 Dis_loss: 0.6935 Cls_loss: 1.403 Topk: N/A ada_p: 0.1595
[INFO] 2021-10-21 18:11:55 > Step: 230900 Progress: 23.1% Elapsed: 3 days, 3:59:34 Gen_loss: 2.376 Dis_loss: 0.9078 Cls_loss: 1.646 Topk: N/A ada_p: 0.1614
[INFO] 2021-10-21 18:13:30 > Step: 231000 Progress: 23.1% Elapsed: 3 days, 4:01:08 Gen_loss: 3.951 Dis_loss: 1.659 Cls_loss: 1.919 Topk: N/A ada_p: 0.165
[INFO] 2021-10-21 18:15:05 > Step: 231100 Progress: 23.1% Elapsed: 3 days, 4:02:43 Gen_loss: 3.42 Dis_loss: 0.8026 Cls_loss: 1.592 Topk: N/A ada_p: 0.1559
[INFO] 2021-10-21 18:16:40 > Step: 231200 Progress: 23.1% Elapsed: 3 days, 4:04:18 Gen_loss: 1.629 Dis_loss: 1.292 Cls_loss: 1.603 Topk: N/A ada_p: 0.1575
[INFO] 2021-10-21 18:18:25 > Step: 231300 Progress: 23.1% Elapsed: 3 days, 4:06:03 Gen_loss: 1.96 Dis_loss: 0.5571 Cls_loss: 1.227 Topk: N/A ada_p: 0.1581
[INFO] 2021-10-21 18:19:59 > Step: 231400 Progress: 23.1% Elapsed: 3 days, 4:07:38 Gen_loss: 1.934 Dis_loss: 1.174 Cls_loss: 1.507 Topk: N/A ada_p: 0.1566
[INFO] 2021-10-21 18:21:34 > Step: 231500 Progress: 23.2% Elapsed: 3 days, 4:09:13 Gen_loss: 2.552 Dis_loss: 0.7475 Cls_loss: 1.408 Topk: N/A ada_p: 0.1552
[INFO] 2021-10-21 18:23:10 > Step: 231600 Progress: 23.2% Elapsed: 3 days, 4:10:48 Gen_loss: 1.821 Dis_loss: 1.051 Cls_loss: 2.035 Topk: N/A ada_p: 0.1572
[INFO] 2021-10-21 18:24:55 > Step: 231700 Progress: 23.2% Elapsed: 3 days, 4:12:34 Gen_loss: 2.098 Dis_loss: 0.7835 Cls_loss: 1.666 Topk: N/A ada_p: 0.1576
[INFO] 2021-10-21 18:26:30 > Step: 231800 Progress: 23.2% Elapsed: 3 days, 4:14:09 Gen_loss: 2.243 Dis_loss: 0.8755 Cls_loss: 1.538 Topk: N/A ada_p: 0.1527
[INFO] 2021-10-21 18:28:05 > Step: 231900 Progress: 23.2% Elapsed: 3 days, 4:15:44 Gen_loss: 1.103 Dis_loss: 1.531 Cls_loss: 1.723 Topk: N/A ada_p: 0.1554
[INFO] 2021-10-21 18:29:40 > Step: 232000 Progress: 23.2% Elapsed: 3 days, 4:17:18 Gen_loss: 2.511 Dis_loss: 0.8412 Cls_loss: 1.902 Topk: N/A ada_p: 0.1564
[INFO] 2021-10-21 18:31:25 > Step: 232100 Progress: 23.2% Elapsed: 3 days, 4:19:04 Gen_loss: 3.387 Dis_loss: 0.9983 Cls_loss: 1.608 Topk: N/A ada_p: 0.1584
[INFO] 2021-10-21 18:33:00 > Step: 232200 Progress: 23.2% Elapsed: 3 days, 4:20:39 Gen_loss: 1.015 Dis_loss: 1.012 Cls_loss: 1.801 Topk: N/A ada_p: 0.1601
[INFO] 2021-10-21 18:34:35 > Step: 232300 Progress: 23.2% Elapsed: 3 days, 4:22:14 Gen_loss: 1.913 Dis_loss: 1.36 Cls_loss: 2.053 Topk: N/A ada_p: 0.1631
[INFO] 2021-10-21 18:36:11 > Step: 232400 Progress: 23.2% Elapsed: 3 days, 4:23:50 Gen_loss: 2.37 Dis_loss: 0.7416 Cls_loss: 1.769 Topk: N/A ada_p: 0.1593
[INFO] 2021-10-21 18:37:56 > Step: 232500 Progress: 23.2% Elapsed: 3 days, 4:25:35 Gen_loss: 1.728 Dis_loss: 1.364 Cls_loss: 1.371 Topk: N/A ada_p: 0.1586
[INFO] 2021-10-21 18:39:31 > Step: 232600 Progress: 23.3% Elapsed: 3 days, 4:27:10 Gen_loss: 4.45 Dis_loss: 1.878 Cls_loss: 2.151 Topk: N/A ada_p: 0.1566
[INFO] 2021-10-21 18:41:07 > Step: 232700 Progress: 23.3% Elapsed: 3 days, 4:28:45 Gen_loss: 2.932 Dis_loss: 1.032 Cls_loss: 1.833 Topk: N/A ada_p: 0.1562
[INFO] 2021-10-21 18:42:42 > Step: 232800 Progress: 23.3% Elapsed: 3 days, 4:30:20 Gen_loss: 3.168 Dis_loss: 0.8307 Cls_loss: 1.249 Topk: N/A ada_p: 0.1618
[INFO] 2021-10-21 18:44:27 > Step: 232900 Progress: 23.3% Elapsed: 3 days, 4:32:05 Gen_loss: 2.062 Dis_loss: 0.7083 Cls_loss: 1.197 Topk: N/A ada_p: 0.163
[INFO] 2021-10-21 18:46:02 > Step: 233000 Progress: 23.3% Elapsed: 3 days, 4:33:40 Gen_loss: 1.443 Dis_loss: 0.6711 Cls_loss: 1.283 Topk: N/A ada_p: 0.1609
[INFO] 2021-10-21 18:47:37 > Step: 233100 Progress: 23.3% Elapsed: 3 days, 4:35:16 Gen_loss: 1.599 Dis_loss: 0.7824 Cls_loss: 1.655 Topk: N/A ada_p: 0.1657
[INFO] 2021-10-21 18:49:12 > Step: 233200 Progress: 23.3% Elapsed: 3 days, 4:36:50 Gen_loss: 2.839 Dis_loss: 0.8621 Cls_loss: 1.427 Topk: N/A ada_p: 0.1641
[INFO] 2021-10-21 18:50:57 > Step: 233300 Progress: 23.3% Elapsed: 3 days, 4:38:35 Gen_loss: 2.366 Dis_loss: 1.177 Cls_loss: 1.805 Topk: N/A ada_p: 0.1594
[INFO] 2021-10-21 18:52:32 > Step: 233400 Progress: 23.3% Elapsed: 3 days, 4:40:10 Gen_loss: 2.12 Dis_loss: 1.259 Cls_loss: 1.814 Topk: N/A ada_p: 0.1609
[INFO] 2021-10-21 18:54:07 > Step: 233500 Progress: 23.4% Elapsed: 3 days, 4:41:45 Gen_loss: 2.161 Dis_loss: 1.097 Cls_loss: 1.585 Topk: N/A ada_p: 0.161
[INFO] 2021-10-21 18:55:42 > Step: 233600 Progress: 23.4% Elapsed: 3 days, 4:43:20 Gen_loss: 1.737 Dis_loss: 2.203 Cls_loss: 1.815 Topk: N/A ada_p: 0.1662
[INFO] 2021-10-21 18:57:27 > Step: 233700 Progress: 23.4% Elapsed: 3 days, 4:45:06 Gen_loss: 1.976 Dis_loss: 1.212 Cls_loss: 1.929 Topk: N/A ada_p: 0.1609
[INFO] 2021-10-21 18:59:02 > Step: 233800 Progress: 23.4% Elapsed: 3 days, 4:46:41 Gen_loss: 1.113 Dis_loss: 1.461 Cls_loss: 1.699 Topk: N/A ada_p: 0.1555
[INFO] 2021-10-21 19:00:37 > Step: 233900 Progress: 23.4% Elapsed: 3 days, 4:48:16 Gen_loss: 0.982 Dis_loss: 1.015 Cls_loss: 1.578 Topk: N/A ada_p: 0.161
[INFO] 2021-10-21 19:02:12 > Step: 234000 Progress: 23.4% Elapsed: 3 days, 4:49:51 Gen_loss: 1.922 Dis_loss: 1.116 Cls_loss: 1.628 Topk: N/A ada_p: 0.1644
[INFO] 2021-10-21 19:03:58 > Step: 234100 Progress: 23.4% Elapsed: 3 days, 4:51:36 Gen_loss: 2.214 Dis_loss: 0.9272 Cls_loss: 1.531 Topk: N/A ada_p: 0.1609
[INFO] 2021-10-21 19:05:32 > Step: 234200 Progress: 23.4% Elapsed: 3 days, 4:53:11 Gen_loss: 4.131 Dis_loss: 0.9613 Cls_loss: 1.653 Topk: N/A ada_p: 0.1568
[INFO] 2021-10-21 19:07:07 > Step: 234300 Progress: 23.4% Elapsed: 3 days, 4:54:46 Gen_loss: 1.171 Dis_loss: 0.7071 Cls_loss: 1.773 Topk: N/A ada_p: 0.1613
[INFO] 2021-10-21 19:08:52 > Step: 234400 Progress: 23.4% Elapsed: 3 days, 4:56:31 Gen_loss: 1.445 Dis_loss: 1.356 Cls_loss: 1.962 Topk: N/A ada_p: 0.16
[INFO] 2021-10-21 19:10:27 > Step: 234500 Progress: 23.4% Elapsed: 3 days, 4:58:06 Gen_loss: 2.446 Dis_loss: 0.8445 Cls_loss: 1.781 Topk: N/A ada_p: 0.1591
[INFO] 2021-10-21 19:12:02 > Step: 234600 Progress: 23.5% Elapsed: 3 days, 4:59:40 Gen_loss: 1.807 Dis_loss: 1.342 Cls_loss: 1.793 Topk: N/A ada_p: 0.1619
[INFO] 2021-10-21 19:13:37 > Step: 234700 Progress: 23.5% Elapsed: 3 days, 5:01:16 Gen_loss: 2.584 Dis_loss: 0.978 Cls_loss: 1.612 Topk: N/A ada_p: 0.1628
[INFO] 2021-10-21 19:15:22 > Step: 234800 Progress: 23.5% Elapsed: 3 days, 5:03:01 Gen_loss: 2.233 Dis_loss: 2.563 Cls_loss: 1.551 Topk: N/A ada_p: 0.159
[INFO] 2021-10-21 19:16:57 > Step: 234900 Progress: 23.5% Elapsed: 3 days, 5:04:36 Gen_loss: 1.566 Dis_loss: 1.142 Cls_loss: 1.85 Topk: N/A ada_p: 0.1596
[INFO] 2021-10-21 19:18:32 > Step: 235000 Progress: 23.5% Elapsed: 3 days, 5:06:11 Gen_loss: 2.588 Dis_loss: 0.658 Cls_loss: 1.531 Topk: N/A ada_p: 0.1658
[INFO] 2021-10-21 19:20:07 > Step: 235100 Progress: 23.5% Elapsed: 3 days, 5:07:46 Gen_loss: 1.525 Dis_loss: 1.153 Cls_loss: 1.62 Topk: N/A ada_p: 0.1628
[INFO] 2021-10-21 19:21:52 > Step: 235200 Progress: 23.5% Elapsed: 3 days, 5:09:31 Gen_loss: 1.226 Dis_loss: 1.375 Cls_loss: 1.736 Topk: N/A ada_p: 0.1639
[INFO] 2021-10-21 19:23:26 > Step: 235300 Progress: 23.5% Elapsed: 3 days, 5:11:05 Gen_loss: 4.075 Dis_loss: 0.5696 Cls_loss: 1.283 Topk: N/A ada_p: 0.1584
[INFO] 2021-10-21 19:25:01 > Step: 235400 Progress: 23.5% Elapsed: 3 days, 5:12:40 Gen_loss: 4.151 Dis_loss: 1.989 Cls_loss: 1.907 Topk: N/A ada_p: 0.1668
[INFO] 2021-10-21 19:26:36 > Step: 235500 Progress: 23.5% Elapsed: 3 days, 5:14:15 Gen_loss: 2.502 Dis_loss: 0.9899 Cls_loss: 1.448 Topk: N/A ada_p: 0.1664
[INFO] 2021-10-21 19:28:21 > Step: 235600 Progress: 23.6% Elapsed: 3 days, 5:16:00 Gen_loss: 3.289 Dis_loss: 0.6315 Cls_loss: 1.208 Topk: N/A ada_p: 0.1603
[INFO] 2021-10-21 19:29:56 > Step: 235700 Progress: 23.6% Elapsed: 3 days, 5:17:35 Gen_loss: 1.932 Dis_loss: 0.8233 Cls_loss: 1.409 Topk: N/A ada_p: 0.1586
[INFO] 2021-10-21 19:31:31 > Step: 235800 Progress: 23.6% Elapsed: 3 days, 5:19:10 Gen_loss: 2.784 Dis_loss: 0.5773 Cls_loss: 1.83 Topk: N/A ada_p: 0.1563
[INFO] 2021-10-21 19:33:07 > Step: 235900 Progress: 23.6% Elapsed: 3 days, 5:20:46 Gen_loss: 7.104 Dis_loss: 0.7721 Cls_loss: 1.788 Topk: N/A ada_p: 0.1516
[INFO] 2021-10-21 19:34:52 > Step: 236000 Progress: 23.6% Elapsed: 3 days, 5:22:30 Gen_loss: 2.965 Dis_loss: 0.8929 Cls_loss: 1.446 Topk: N/A ada_p: 0.1562
[INFO] 2021-10-21 19:36:27 > Step: 236100 Progress: 23.6% Elapsed: 3 days, 5:24:05 Gen_loss: 2.321 Dis_loss: 1.189 Cls_loss: 1.962 Topk: N/A ada_p: 0.1561
[INFO] 2021-10-21 19:38:02 > Step: 236200 Progress: 23.6% Elapsed: 3 days, 5:25:41 Gen_loss: 4.143 Dis_loss: 0.7509 Cls_loss: 1.543 Topk: N/A ada_p: 0.1543
[INFO] 2021-10-21 19:39:37 > Step: 236300 Progress: 23.6% Elapsed: 3 days, 5:27:16 Gen_loss: 3.155 Dis_loss: 1.002 Cls_loss: 1.542 Topk: N/A ada_p: 0.1531
[INFO] 2021-10-21 19:41:22 > Step: 236400 Progress: 23.6% Elapsed: 3 days, 5:29:01 Gen_loss: 3.865 Dis_loss: 0.5952 Cls_loss: 1.557 Topk: N/A ada_p: 0.1608
[INFO] 2021-10-21 19:42:57 > Step: 236500 Progress: 23.6% Elapsed: 3 days, 5:30:36 Gen_loss: 3.044 Dis_loss: 0.9077 Cls_loss: 1.68 Topk: N/A ada_p: 0.1627
[INFO] 2021-10-21 19:44:32 > Step: 236600 Progress: 23.7% Elapsed: 3 days, 5:32:11 Gen_loss: 2.045 Dis_loss: 0.7705 Cls_loss: 1.62 Topk: N/A ada_p: 0.1607
[INFO] 2021-10-21 19:46:07 > Step: 236700 Progress: 23.7% Elapsed: 3 days, 5:33:46 Gen_loss: 2.401 Dis_loss: 0.7867 Cls_loss: 1.371 Topk: N/A ada_p: 0.1657
[INFO] 2021-10-21 19:47:51 > Step: 236800 Progress: 23.7% Elapsed: 3 days, 5:35:30 Gen_loss: 3.787 Dis_loss: 0.5932 Cls_loss: 1.398 Topk: N/A ada_p: 0.1628
[INFO] 2021-10-21 19:49:26 > Step: 236900 Progress: 23.7% Elapsed: 3 days, 5:37:05 Gen_loss: 3.494 Dis_loss: 1.235 Cls_loss: 1.956 Topk: N/A ada_p: 0.1617
[INFO] 2021-10-21 19:51:01 > Step: 237000 Progress: 23.7% Elapsed: 3 days, 5:38:40 Gen_loss: 2.226 Dis_loss: 1.216 Cls_loss: 1.59 Topk: N/A ada_p: 0.1601
[INFO] 2021-10-21 19:52:36 > Step: 237100 Progress: 23.7% Elapsed: 3 days, 5:40:15 Gen_loss: 3.291 Dis_loss: 0.7856 Cls_loss: 1.53 Topk: N/A ada_p: 0.1593
[INFO] 2021-10-21 19:54:20 > Step: 237200 Progress: 23.7% Elapsed: 3 days, 5:41:59 Gen_loss: 1.748 Dis_loss: 0.8412 Cls_loss: 1.56 Topk: N/A ada_p: 0.1605
[INFO] 2021-10-21 19:55:55 > Step: 237300 Progress: 23.7% Elapsed: 3 days, 5:43:34 Gen_loss: 2.317 Dis_loss: 0.717 Cls_loss: 1.644 Topk: N/A ada_p: 0.1596
[INFO] 2021-10-21 19:57:30 > Step: 237400 Progress: 23.7% Elapsed: 3 days, 5:45:08 Gen_loss: 1.438 Dis_loss: 0.9133 Cls_loss: 1.643 Topk: N/A ada_p: 0.1545
[INFO] 2021-10-21 19:59:04 > Step: 237500 Progress: 23.8% Elapsed: 3 days, 5:46:43 Gen_loss: 2.948 Dis_loss: 1.011 Cls_loss: 1.425 Topk: N/A ada_p: 0.1554
[INFO] 2021-10-21 20:00:49 > Step: 237600 Progress: 23.8% Elapsed: 3 days, 5:48:27 Gen_loss: 2.058 Dis_loss: 0.6206 Cls_loss: 1.553 Topk: N/A ada_p: 0.1534
[INFO] 2021-10-21 20:02:22 > Step: 237700 Progress: 23.8% Elapsed: 3 days, 5:50:01 Gen_loss: 1.436 Dis_loss: 0.9436 Cls_loss: 1.404 Topk: N/A ada_p: 0.1601
[INFO] 2021-10-21 20:03:56 > Step: 237800 Progress: 23.8% Elapsed: 3 days, 5:51:35 Gen_loss: 2.232 Dis_loss: 0.82 Cls_loss: 1.499 Topk: N/A ada_p: 0.1584
[INFO] 2021-10-21 20:05:29 > Step: 237900 Progress: 23.8% Elapsed: 3 days, 5:53:08 Gen_loss: 3.698 Dis_loss: 1.359 Cls_loss: 1.555 Topk: N/A ada_p: 0.1569
[INFO] 2021-10-21 20:07:13 > Step: 238000 Progress: 23.8% Elapsed: 3 days, 5:54:52 Gen_loss: 3.334 Dis_loss: 0.6758 Cls_loss: 1.343 Topk: N/A ada_p: 0.1569
[INFO] 2021-10-21 20:08:47 > Step: 238100 Progress: 23.8% Elapsed: 3 days, 5:56:26 Gen_loss: 1.578 Dis_loss: 0.8445 Cls_loss: 1.45 Topk: N/A ada_p: 0.1568
[INFO] 2021-10-21 20:10:20 > Step: 238200 Progress: 23.8% Elapsed: 3 days, 5:57:59 Gen_loss: 2.771 Dis_loss: 1.176 Cls_loss: 1.762 Topk: N/A ada_p: 0.1612
[INFO] 2021-10-21 20:12:04 > Step: 238300 Progress: 23.8% Elapsed: 3 days, 5:59:43 Gen_loss: 3.943 Dis_loss: 1.212 Cls_loss: 1.551 Topk: N/A ada_p: 0.1541
[INFO] 2021-10-21 20:13:39 > Step: 238400 Progress: 23.8% Elapsed: 3 days, 6:01:18 Gen_loss: 2.498 Dis_loss: 0.5932 Cls_loss: 1.935 Topk: N/A ada_p: 0.1541
[INFO] 2021-10-21 20:15:14 > Step: 238500 Progress: 23.8% Elapsed: 3 days, 6:02:53 Gen_loss: 2.771 Dis_loss: 1.137 Cls_loss: 1.789 Topk: N/A ada_p: 0.1589
[INFO] 2021-10-21 20:16:49 > Step: 238600 Progress: 23.9% Elapsed: 3 days, 6:04:28 Gen_loss: 2.243 Dis_loss: 0.9915 Cls_loss: 1.293 Topk: N/A ada_p: 0.1653
[INFO] 2021-10-21 20:18:35 > Step: 238700 Progress: 23.9% Elapsed: 3 days, 6:06:13 Gen_loss: 1.363 Dis_loss: 1.521 Cls_loss: 1.943 Topk: N/A ada_p: 0.1721
[INFO] 2021-10-21 20:20:12 > Step: 238800 Progress: 23.9% Elapsed: 3 days, 6:07:50 Gen_loss: 2.767 Dis_loss: 0.8611 Cls_loss: 1.637 Topk: N/A ada_p: 0.1628
[INFO] 2021-10-21 20:21:47 > Step: 238900 Progress: 23.9% Elapsed: 3 days, 6:09:26 Gen_loss: 2.836 Dis_loss: 0.9643 Cls_loss: 1.798 Topk: N/A ada_p: 0.1604
[INFO] 2021-10-21 20:23:22 > Step: 239000 Progress: 23.9% Elapsed: 3 days, 6:11:01 Gen_loss: 1.58 Dis_loss: 1.346 Cls_loss: 1.784 Topk: N/A ada_p: 0.1614
[INFO] 2021-10-21 20:25:07 > Step: 239100 Progress: 23.9% Elapsed: 3 days, 6:12:46 Gen_loss: 2.062 Dis_loss: 0.7397 Cls_loss: 1.404 Topk: N/A ada_p: 0.1585
[INFO] 2021-10-21 20:26:42 > Step: 239200 Progress: 23.9% Elapsed: 3 days, 6:14:20 Gen_loss: 2.548 Dis_loss: 0.8846 Cls_loss: 1.423 Topk: N/A ada_p: 0.1641
[INFO] 2021-10-21 20:28:17 > Step: 239300 Progress: 23.9% Elapsed: 3 days, 6:15:55 Gen_loss: 1.752 Dis_loss: 1.025 Cls_loss: 1.868 Topk: N/A ada_p: 0.164
[INFO] 2021-10-21 20:29:51 > Step: 239400 Progress: 23.9% Elapsed: 3 days, 6:17:30 Gen_loss: 1.695 Dis_loss: 1.65 Cls_loss: 1.583 Topk: N/A ada_p: 0.1622
[INFO] 2021-10-21 20:31:36 > Step: 239500 Progress: 23.9% Elapsed: 3 days, 6:19:15 Gen_loss: 3.145 Dis_loss: 0.8677 Cls_loss: 1.788 Topk: N/A ada_p: 0.1603
[INFO] 2021-10-21 20:33:10 > Step: 239600 Progress: 24.0% Elapsed: 3 days, 6:20:49 Gen_loss: 3.343 Dis_loss: 1.149 Cls_loss: 1.403 Topk: N/A ada_p: 0.1695
[INFO] 2021-10-21 20:34:46 > Step: 239700 Progress: 24.0% Elapsed: 3 days, 6:22:25 Gen_loss: 2.776 Dis_loss: 0.9155 Cls_loss: 1.519 Topk: N/A ada_p: 0.1648
[INFO] 2021-10-21 20:36:20 > Step: 239800 Progress: 24.0% Elapsed: 3 days, 6:23:59 Gen_loss: 3.37 Dis_loss: 1.111 Cls_loss: 1.649 Topk: N/A ada_p: 0.1671
[INFO] 2021-10-21 20:38:05 > Step: 239900 Progress: 24.0% Elapsed: 3 days, 6:25:44 Gen_loss: 4.039 Dis_loss: 0.9471 Cls_loss: 1.53 Topk: N/A ada_p: 0.1654
[INFO] 2021-10-21 20:39:40 > Step: 240000 Progress: 24.0% Elapsed: 3 days, 6:27:19 Gen_loss: 4.391 Dis_loss: 1.053 Cls_loss: 2.071 Topk: N/A ada_p: 0.1687
[INFO] 2021-10-21 20:39:40 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-21 20:39:40 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_240000.png
[INFO] 2021-10-21 20:39:40 > Start Evaluation (240000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-21 20:39:40 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-21 20:45:14 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-21 20:50:55 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-21 21:15:19 > Inception score (Step: 240000, 50000 generated images): 10.522625923156738
[INFO] 2021-10-21 21:15:19 > FID score (Step: 240000, Using train moments): 3.053033584941602
[INFO] 2021-10-21 21:15:19 > Improved Precision (Step: 240000, Using train images): 0.76688
[INFO] 2021-10-21 21:15:19 > Improved Recall (Step: 240000, Using train images): 0.61516
[INFO] 2021-10-21 21:15:19 > Density (Step: 240000, Using train images): 1.1107960000000001
[INFO] 2021-10-21 21:15:19 > Coverage (Step: 240000, Using train images): 0.91742
[INFO] 2021-10-21 21:15:19 > Best FID score (Step: 240000, Using train moments): 3.053033584941602
[INFO] 2021-10-21 21:15:43 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-21 21:20:07 > Step: 240100 Progress: 24.0% Elapsed: 3 days, 7:07:45 Gen_loss: 3.735 Dis_loss: 1.118 Cls_loss: 1.939 Topk: N/A ada_p: 0.1676
[INFO] 2021-10-21 21:21:41 > Step: 240200 Progress: 24.0% Elapsed: 3 days, 7:09:20 Gen_loss: 2.223 Dis_loss: 0.659 Cls_loss: 1.394 Topk: N/A ada_p: 0.1673
[INFO] 2021-10-21 21:23:32 > Step: 240300 Progress: 24.0% Elapsed: 3 days, 7:11:11 Gen_loss: 1.984 Dis_loss: 0.7774 Cls_loss: 1.531 Topk: N/A ada_p: 0.1744
[INFO] 2021-10-21 21:25:07 > Step: 240400 Progress: 24.0% Elapsed: 3 days, 7:12:45 Gen_loss: 1.63 Dis_loss: 1.043 Cls_loss: 1.755 Topk: N/A ada_p: 0.1708
[INFO] 2021-10-21 21:26:41 > Step: 240500 Progress: 24.1% Elapsed: 3 days, 7:14:20 Gen_loss: 2.773 Dis_loss: 1.024 Cls_loss: 1.434 Topk: N/A ada_p: 0.1701
[INFO] 2021-10-21 21:28:16 > Step: 240600 Progress: 24.1% Elapsed: 3 days, 7:15:55 Gen_loss: 2.795 Dis_loss: 1.229 Cls_loss: 1.985 Topk: N/A ada_p: 0.1694
[INFO] 2021-10-21 21:30:00 > Step: 240700 Progress: 24.1% Elapsed: 3 days, 7:17:39 Gen_loss: 2.001 Dis_loss: 1.209 Cls_loss: 1.668 Topk: N/A ada_p: 0.17
[INFO] 2021-10-21 21:31:35 > Step: 240800 Progress: 24.1% Elapsed: 3 days, 7:19:14 Gen_loss: 2.591 Dis_loss: 0.7213 Cls_loss: 1.635 Topk: N/A ada_p: 0.1664
[INFO] 2021-10-21 21:33:10 > Step: 240900 Progress: 24.1% Elapsed: 3 days, 7:20:49 Gen_loss: 2.704 Dis_loss: 0.9566 Cls_loss: 1.582 Topk: N/A ada_p: 0.1573
[INFO] 2021-10-21 21:34:45 > Step: 241000 Progress: 24.1% Elapsed: 3 days, 7:22:24 Gen_loss: 3.224 Dis_loss: 1.006 Cls_loss: 1.542 Topk: N/A ada_p: 0.1576
[INFO] 2021-10-21 21:36:30 > Step: 241100 Progress: 24.1% Elapsed: 3 days, 7:24:09 Gen_loss: 2.719 Dis_loss: 0.9978 Cls_loss: 1.76 Topk: N/A ada_p: 0.1613
[INFO] 2021-10-21 21:38:05 > Step: 241200 Progress: 24.1% Elapsed: 3 days, 7:25:44 Gen_loss: 2.013 Dis_loss: 0.6589 Cls_loss: 1.466 Topk: N/A ada_p: 0.1628
[INFO] 2021-10-21 21:39:40 > Step: 241300 Progress: 24.1% Elapsed: 3 days, 7:27:19 Gen_loss: 3.056 Dis_loss: 0.911 Cls_loss: 2.064 Topk: N/A ada_p: 0.1635
[INFO] 2021-10-21 21:41:15 > Step: 241400 Progress: 24.1% Elapsed: 3 days, 7:28:54 Gen_loss: 3.155 Dis_loss: 0.9366 Cls_loss: 1.333 Topk: N/A ada_p: 0.1619
[INFO] 2021-10-21 21:43:00 > Step: 241500 Progress: 24.1% Elapsed: 3 days, 7:30:39 Gen_loss: 1.178 Dis_loss: 1.207 Cls_loss: 1.772 Topk: N/A ada_p: 0.1618
[INFO] 2021-10-21 21:44:35 > Step: 241600 Progress: 24.2% Elapsed: 3 days, 7:32:14 Gen_loss: 1.964 Dis_loss: 0.8351 Cls_loss: 1.543 Topk: N/A ada_p: 0.1575
[INFO] 2021-10-21 21:46:10 > Step: 241700 Progress: 24.2% Elapsed: 3 days, 7:33:48 Gen_loss: 1.883 Dis_loss: 0.9074 Cls_loss: 1.542 Topk: N/A ada_p: 0.1599
[INFO] 2021-10-21 21:47:44 > Step: 241800 Progress: 24.2% Elapsed: 3 days, 7:35:23 Gen_loss: 4.221 Dis_loss: 1.961 Cls_loss: 1.667 Topk: N/A ada_p: 0.1607
[INFO] 2021-10-21 21:49:30 > Step: 241900 Progress: 24.2% Elapsed: 3 days, 7:37:09 Gen_loss: 1.874 Dis_loss: 1.146 Cls_loss: 2.089 Topk: N/A ada_p: 0.1669
[INFO] 2021-10-21 21:51:05 > Step: 242000 Progress: 24.2% Elapsed: 3 days, 7:38:43 Gen_loss: 1.993 Dis_loss: 1.393 Cls_loss: 1.854 Topk: N/A ada_p: 0.1613
[INFO] 2021-10-21 21:52:39 > Step: 242100 Progress: 24.2% Elapsed: 3 days, 7:40:18 Gen_loss: 2.904 Dis_loss: 0.9532 Cls_loss: 1.882 Topk: N/A ada_p: 0.1599
[INFO] 2021-10-21 21:54:25 > Step: 242200 Progress: 24.2% Elapsed: 3 days, 7:42:03 Gen_loss: 1.062 Dis_loss: 0.9911 Cls_loss: 1.87 Topk: N/A ada_p: 0.1663
[INFO] 2021-10-21 21:56:00 > Step: 242300 Progress: 24.2% Elapsed: 3 days, 7:43:39 Gen_loss: 2.727 Dis_loss: 0.5176 Cls_loss: 1.435 Topk: N/A ada_p: 0.1713
[INFO] 2021-10-21 21:57:36 > Step: 242400 Progress: 24.2% Elapsed: 3 days, 7:45:14 Gen_loss: 3.081 Dis_loss: 1.228 Cls_loss: 1.696 Topk: N/A ada_p: 0.1692
[INFO] 2021-10-21 21:59:11 > Step: 242500 Progress: 24.2% Elapsed: 3 days, 7:46:50 Gen_loss: 1.2 Dis_loss: 0.8035 Cls_loss: 1.708 Topk: N/A ada_p: 0.1689
[INFO] 2021-10-21 22:00:56 > Step: 242600 Progress: 24.3% Elapsed: 3 days, 7:48:35 Gen_loss: 3.628 Dis_loss: 1.063 Cls_loss: 1.401 Topk: N/A ada_p: 0.1663
[INFO] 2021-10-21 22:02:31 > Step: 242700 Progress: 24.3% Elapsed: 3 days, 7:50:10 Gen_loss: 1.279 Dis_loss: 1.282 Cls_loss: 1.623 Topk: N/A ada_p: 0.1672
[INFO] 2021-10-21 22:04:07 > Step: 242800 Progress: 24.3% Elapsed: 3 days, 7:51:45 Gen_loss: 1.794 Dis_loss: 1.74 Cls_loss: 1.773 Topk: N/A ada_p: 0.1687
[INFO] 2021-10-21 22:05:42 > Step: 242900 Progress: 24.3% Elapsed: 3 days, 7:53:21 Gen_loss: 2.813 Dis_loss: 0.8719 Cls_loss: 1.399 Topk: N/A ada_p: 0.1719
[INFO] 2021-10-21 22:07:27 > Step: 243000 Progress: 24.3% Elapsed: 3 days, 7:55:06 Gen_loss: 2.324 Dis_loss: 1.075 Cls_loss: 1.419 Topk: N/A ada_p: 0.175
[INFO] 2021-10-21 22:09:01 > Step: 243100 Progress: 24.3% Elapsed: 3 days, 7:56:40 Gen_loss: 3.457 Dis_loss: 1.071 Cls_loss: 1.448 Topk: N/A ada_p: 0.1657
[INFO] 2021-10-21 22:10:36 > Step: 243200 Progress: 24.3% Elapsed: 3 days, 7:58:15 Gen_loss: 3.896 Dis_loss: 0.7314 Cls_loss: 1.402 Topk: N/A ada_p: 0.171
[INFO] 2021-10-21 22:12:11 > Step: 243300 Progress: 24.3% Elapsed: 3 days, 7:59:50 Gen_loss: 2.703 Dis_loss: 0.7952 Cls_loss: 1.772 Topk: N/A ada_p: 0.1689
[INFO] 2021-10-21 22:13:56 > Step: 243400 Progress: 24.3% Elapsed: 3 days, 8:01:35 Gen_loss: 2.966 Dis_loss: 1.274 Cls_loss: 1.58 Topk: N/A ada_p: 0.1681
[INFO] 2021-10-21 22:15:31 > Step: 243500 Progress: 24.3% Elapsed: 3 days, 8:03:10 Gen_loss: 3.893 Dis_loss: 0.9269 Cls_loss: 1.748 Topk: N/A ada_p: 0.1703
[INFO] 2021-10-21 22:17:06 > Step: 243600 Progress: 24.4% Elapsed: 3 days, 8:04:45 Gen_loss: 2.746 Dis_loss: 0.7392 Cls_loss: 1.758 Topk: N/A ada_p: 0.1741
[INFO] 2021-10-21 22:18:41 > Step: 243700 Progress: 24.4% Elapsed: 3 days, 8:06:20 Gen_loss: 3.32 Dis_loss: 0.8415 Cls_loss: 1.617 Topk: N/A ada_p: 0.177
[INFO] 2021-10-21 22:20:26 > Step: 243800 Progress: 24.4% Elapsed: 3 days, 8:08:04 Gen_loss: 2.854 Dis_loss: 0.5534 Cls_loss: 1.397 Topk: N/A ada_p: 0.1719
[INFO] 2021-10-21 22:22:01 > Step: 243900 Progress: 24.4% Elapsed: 3 days, 8:09:40 Gen_loss: 3.144 Dis_loss: 0.7644 Cls_loss: 1.37 Topk: N/A ada_p: 0.1682
[INFO] 2021-10-21 22:23:35 > Step: 244000 Progress: 24.4% Elapsed: 3 days, 8:11:14 Gen_loss: 1.568 Dis_loss: 1.405 Cls_loss: 1.828 Topk: N/A ada_p: 0.1669
[INFO] 2021-10-21 22:25:11 > Step: 244100 Progress: 24.4% Elapsed: 3 days, 8:12:50 Gen_loss: 2.2 Dis_loss: 0.7314 Cls_loss: 1.754 Topk: N/A ada_p: 0.166
[INFO] 2021-10-21 22:26:56 > Step: 244200 Progress: 24.4% Elapsed: 3 days, 8:14:35 Gen_loss: 1.895 Dis_loss: 0.9361 Cls_loss: 1.367 Topk: N/A ada_p: 0.1645
[INFO] 2021-10-21 22:28:32 > Step: 244300 Progress: 24.4% Elapsed: 3 days, 8:16:10 Gen_loss: 2.793 Dis_loss: 0.9628 Cls_loss: 1.586 Topk: N/A ada_p: 0.1698
[INFO] 2021-10-21 22:30:06 > Step: 244400 Progress: 24.4% Elapsed: 3 days, 8:17:45 Gen_loss: 1.821 Dis_loss: 0.8995 Cls_loss: 1.499 Topk: N/A ada_p: 0.1674
[INFO] 2021-10-21 22:31:41 > Step: 244500 Progress: 24.4% Elapsed: 3 days, 8:19:20 Gen_loss: 2.431 Dis_loss: 1.103 Cls_loss: 1.616 Topk: N/A ada_p: 0.1673
[INFO] 2021-10-21 22:33:26 > Step: 244600 Progress: 24.5% Elapsed: 3 days, 8:21:05 Gen_loss: 4.217 Dis_loss: 0.8703 Cls_loss: 1.706 Topk: N/A ada_p: 0.1658
[INFO] 2021-10-21 22:35:02 > Step: 244700 Progress: 24.5% Elapsed: 3 days, 8:22:41 Gen_loss: 1.013 Dis_loss: 1.916 Cls_loss: 1.876 Topk: N/A ada_p: 0.1662
[INFO] 2021-10-21 22:36:37 > Step: 244800 Progress: 24.5% Elapsed: 3 days, 8:24:16 Gen_loss: 2.818 Dis_loss: 1.047 Cls_loss: 1.68 Topk: N/A ada_p: 0.1664
[INFO] 2021-10-21 22:38:12 > Step: 244900 Progress: 24.5% Elapsed: 3 days, 8:25:51 Gen_loss: 2.171 Dis_loss: 0.861 Cls_loss: 1.661 Topk: N/A ada_p: 0.1594
[INFO] 2021-10-21 22:39:58 > Step: 245000 Progress: 24.5% Elapsed: 3 days, 8:27:37 Gen_loss: 4.546 Dis_loss: 1.355 Cls_loss: 1.774 Topk: N/A ada_p: 0.1655
[INFO] 2021-10-21 22:41:35 > Step: 245100 Progress: 24.5% Elapsed: 3 days, 8:29:13 Gen_loss: 1.958 Dis_loss: 1.05 Cls_loss: 1.493 Topk: N/A ada_p: 0.1626
[INFO] 2021-10-21 22:43:09 > Step: 245200 Progress: 24.5% Elapsed: 3 days, 8:30:48 Gen_loss: 3.824 Dis_loss: 0.9859 Cls_loss: 1.554 Topk: N/A ada_p: 0.171
[INFO] 2021-10-21 22:44:45 > Step: 245300 Progress: 24.5% Elapsed: 3 days, 8:32:24 Gen_loss: 2.886 Dis_loss: 1.022 Cls_loss: 1.689 Topk: N/A ada_p: 0.1706
[INFO] 2021-10-21 22:46:30 > Step: 245400 Progress: 24.5% Elapsed: 3 days, 8:34:09 Gen_loss: 2.973 Dis_loss: 1.555 Cls_loss: 1.374 Topk: N/A ada_p: 0.1617
[INFO] 2021-10-21 22:48:06 > Step: 245500 Progress: 24.6% Elapsed: 3 days, 8:35:44 Gen_loss: 2.732 Dis_loss: 0.9062 Cls_loss: 1.748 Topk: N/A ada_p: 0.1587
[INFO] 2021-10-21 22:49:41 > Step: 245600 Progress: 24.6% Elapsed: 3 days, 8:37:19 Gen_loss: 1.994 Dis_loss: 1.311 Cls_loss: 1.894 Topk: N/A ada_p: 0.1613
[INFO] 2021-10-21 22:51:16 > Step: 245700 Progress: 24.6% Elapsed: 3 days, 8:38:55 Gen_loss: 3.582 Dis_loss: 0.946 Cls_loss: 1.49 Topk: N/A ada_p: 0.1627
[INFO] 2021-10-21 22:53:01 > Step: 245800 Progress: 24.6% Elapsed: 3 days, 8:40:40 Gen_loss: 3.942 Dis_loss: 0.9907 Cls_loss: 1.873 Topk: N/A ada_p: 0.1614
[INFO] 2021-10-21 22:54:35 > Step: 245900 Progress: 24.6% Elapsed: 3 days, 8:42:14 Gen_loss: 1.896 Dis_loss: 0.6679 Cls_loss: 1.602 Topk: N/A ada_p: 0.1621
[INFO] 2021-10-21 22:56:10 > Step: 246000 Progress: 24.6% Elapsed: 3 days, 8:43:49 Gen_loss: 2.078 Dis_loss: 0.6521 Cls_loss: 1.25 Topk: N/A ada_p: 0.1649
[INFO] 2021-10-21 22:57:56 > Step: 246100 Progress: 24.6% Elapsed: 3 days, 8:45:35 Gen_loss: 1.538 Dis_loss: 0.9823 Cls_loss: 1.853 Topk: N/A ada_p: 0.165
[INFO] 2021-10-21 22:59:30 > Step: 246200 Progress: 24.6% Elapsed: 3 days, 8:47:09 Gen_loss: 3.404 Dis_loss: 0.5455 Cls_loss: 1.311 Topk: N/A ada_p: 0.1683
[INFO] 2021-10-21 23:01:06 > Step: 246300 Progress: 24.6% Elapsed: 3 days, 8:48:45 Gen_loss: 2.179 Dis_loss: 1.217 Cls_loss: 1.604 Topk: N/A ada_p: 0.1705
[INFO] 2021-10-21 23:02:41 > Step: 246400 Progress: 24.6% Elapsed: 3 days, 8:50:19 Gen_loss: 1.787 Dis_loss: 0.8169 Cls_loss: 1.355 Topk: N/A ada_p: 0.1705
[INFO] 2021-10-21 23:04:26 > Step: 246500 Progress: 24.6% Elapsed: 3 days, 8:52:04 Gen_loss: 3.258 Dis_loss: 0.906 Cls_loss: 1.476 Topk: N/A ada_p: 0.1673
[INFO] 2021-10-21 23:06:00 > Step: 246600 Progress: 24.7% Elapsed: 3 days, 8:53:39 Gen_loss: 2.482 Dis_loss: 0.8695 Cls_loss: 1.356 Topk: N/A ada_p: 0.1689
[INFO] 2021-10-21 23:07:35 > Step: 246700 Progress: 24.7% Elapsed: 3 days, 8:55:14 Gen_loss: 1.376 Dis_loss: 1.113 Cls_loss: 1.42 Topk: N/A ada_p: 0.1641
[INFO] 2021-10-21 23:09:09 > Step: 246800 Progress: 24.7% Elapsed: 3 days, 8:56:48 Gen_loss: 2.656 Dis_loss: 0.5284 Cls_loss: 1.035 Topk: N/A ada_p: 0.1608
[INFO] 2021-10-21 23:10:54 > Step: 246900 Progress: 24.7% Elapsed: 3 days, 8:58:33 Gen_loss: 1.983 Dis_loss: 0.9009 Cls_loss: 1.578 Topk: N/A ada_p: 0.1637
[INFO] 2021-10-21 23:12:28 > Step: 247000 Progress: 24.7% Elapsed: 3 days, 9:00:07 Gen_loss: 2.8 Dis_loss: 0.9029 Cls_loss: 2.143 Topk: N/A ada_p: 0.1694
[INFO] 2021-10-21 23:14:03 > Step: 247100 Progress: 24.7% Elapsed: 3 days, 9:01:42 Gen_loss: 3.813 Dis_loss: 1.315 Cls_loss: 1.821 Topk: N/A ada_p: 0.1657
[INFO] 2021-10-21 23:15:37 > Step: 247200 Progress: 24.7% Elapsed: 3 days, 9:03:16 Gen_loss: 3.166 Dis_loss: 1.011 Cls_loss: 1.91 Topk: N/A ada_p: 0.1646
[INFO] 2021-10-21 23:17:21 > Step: 247300 Progress: 24.7% Elapsed: 3 days, 9:05:00 Gen_loss: 2.794 Dis_loss: 1.301 Cls_loss: 1.546 Topk: N/A ada_p: 0.1694
[INFO] 2021-10-21 23:18:55 > Step: 247400 Progress: 24.7% Elapsed: 3 days, 9:06:34 Gen_loss: 2.236 Dis_loss: 0.8304 Cls_loss: 2.278 Topk: N/A ada_p: 0.175
[INFO] 2021-10-21 23:20:29 > Step: 247500 Progress: 24.8% Elapsed: 3 days, 9:08:08 Gen_loss: 1.938 Dis_loss: 1.059 Cls_loss: 2.083 Topk: N/A ada_p: 0.171
[INFO] 2021-10-21 23:22:03 > Step: 247600 Progress: 24.8% Elapsed: 3 days, 9:09:42 Gen_loss: 2.463 Dis_loss: 0.8158 Cls_loss: 1.849 Topk: N/A ada_p: 0.1685
[INFO] 2021-10-21 23:23:47 > Step: 247700 Progress: 24.8% Elapsed: 3 days, 9:11:26 Gen_loss: 1.761 Dis_loss: 1.203 Cls_loss: 1.731 Topk: N/A ada_p: 0.1704
[INFO] 2021-10-21 23:25:21 > Step: 247800 Progress: 24.8% Elapsed: 3 days, 9:13:00 Gen_loss: 2.659 Dis_loss: 1.022 Cls_loss: 1.697 Topk: N/A ada_p: 0.1678
[INFO] 2021-10-21 23:26:56 > Step: 247900 Progress: 24.8% Elapsed: 3 days, 9:14:35 Gen_loss: 2.493 Dis_loss: 1.192 Cls_loss: 1.68 Topk: N/A ada_p: 0.1736
[INFO] 2021-10-21 23:28:32 > Step: 248000 Progress: 24.8% Elapsed: 3 days, 9:16:11 Gen_loss: 2.985 Dis_loss: 0.6972 Cls_loss: 1.764 Topk: N/A ada_p: 0.1715
[INFO] 2021-10-21 23:30:18 > Step: 248100 Progress: 24.8% Elapsed: 3 days, 9:17:57 Gen_loss: 1.268 Dis_loss: 1.221 Cls_loss: 1.977 Topk: N/A ada_p: 0.1737
[INFO] 2021-10-21 23:31:53 > Step: 248200 Progress: 24.8% Elapsed: 3 days, 9:19:32 Gen_loss: 3.569 Dis_loss: 1.145 Cls_loss: 1.807 Topk: N/A ada_p: 0.1706
[INFO] 2021-10-21 23:33:28 > Step: 248300 Progress: 24.8% Elapsed: 3 days, 9:21:07 Gen_loss: 2.327 Dis_loss: 1.535 Cls_loss: 1.544 Topk: N/A ada_p: 0.1677
[INFO] 2021-10-21 23:35:03 > Step: 248400 Progress: 24.8% Elapsed: 3 days, 9:22:42 Gen_loss: 3.659 Dis_loss: 0.9001 Cls_loss: 2.134 Topk: N/A ada_p: 0.1644
[INFO] 2021-10-21 23:36:48 > Step: 248500 Progress: 24.9% Elapsed: 3 days, 9:24:27 Gen_loss: 3.449 Dis_loss: 1.186 Cls_loss: 1.611 Topk: N/A ada_p: 0.1645
[INFO] 2021-10-21 23:38:23 > Step: 248600 Progress: 24.9% Elapsed: 3 days, 9:26:02 Gen_loss: 2.185 Dis_loss: 0.7188 Cls_loss: 1.607 Topk: N/A ada_p: 0.1663
[INFO] 2021-10-21 23:39:58 > Step: 248700 Progress: 24.9% Elapsed: 3 days, 9:27:37 Gen_loss: 3.761 Dis_loss: 1.065 Cls_loss: 1.537 Topk: N/A ada_p: 0.1715
[INFO] 2021-10-21 23:41:33 > Step: 248800 Progress: 24.9% Elapsed: 3 days, 9:29:12 Gen_loss: 1.847 Dis_loss: 0.9102 Cls_loss: 1.763 Topk: N/A ada_p: 0.1715
[INFO] 2021-10-21 23:43:18 > Step: 248900 Progress: 24.9% Elapsed: 3 days, 9:30:57 Gen_loss: 3.018 Dis_loss: 1.303 Cls_loss: 1.982 Topk: N/A ada_p: 0.1668
[INFO] 2021-10-21 23:44:53 > Step: 249000 Progress: 24.9% Elapsed: 3 days, 9:32:32 Gen_loss: 2.495 Dis_loss: 0.7432 Cls_loss: 1.506 Topk: N/A ada_p: 0.166
[INFO] 2021-10-21 23:46:28 > Step: 249100 Progress: 24.9% Elapsed: 3 days, 9:34:07 Gen_loss: 1.885 Dis_loss: 0.6461 Cls_loss: 1.376 Topk: N/A ada_p: 0.1657
[INFO] 2021-10-21 23:48:03 > Step: 249200 Progress: 24.9% Elapsed: 3 days, 9:35:42 Gen_loss: 3.089 Dis_loss: 1.086 Cls_loss: 1.592 Topk: N/A ada_p: 0.1657
[INFO] 2021-10-21 23:49:49 > Step: 249300 Progress: 24.9% Elapsed: 3 days, 9:37:27 Gen_loss: 3.158 Dis_loss: 1.219 Cls_loss: 1.291 Topk: N/A ada_p: 0.1627
[INFO] 2021-10-21 23:51:23 > Step: 249400 Progress: 24.9% Elapsed: 3 days, 9:39:02 Gen_loss: 1.776 Dis_loss: 1.185 Cls_loss: 1.505 Topk: N/A ada_p: 0.1591
[INFO] 2021-10-21 23:52:58 > Step: 249500 Progress: 24.9% Elapsed: 3 days, 9:40:37 Gen_loss: 1.92 Dis_loss: 1.434 Cls_loss: 1.76 Topk: N/A ada_p: 0.1613
[INFO] 2021-10-21 23:54:33 > Step: 249600 Progress: 25.0% Elapsed: 3 days, 9:42:12 Gen_loss: 2.642 Dis_loss: 1.203 Cls_loss: 1.762 Topk: N/A ada_p: 0.1657
[INFO] 2021-10-21 23:56:19 > Step: 249700 Progress: 25.0% Elapsed: 3 days, 9:43:57 Gen_loss: 2.719 Dis_loss: 1.17 Cls_loss: 1.675 Topk: N/A ada_p: 0.1694
[INFO] 2021-10-21 23:57:54 > Step: 249800 Progress: 25.0% Elapsed: 3 days, 9:45:32 Gen_loss: 2.982 Dis_loss: 1.545 Cls_loss: 1.89 Topk: N/A ada_p: 0.1717
[INFO] 2021-10-21 23:59:29 > Step: 249900 Progress: 25.0% Elapsed: 3 days, 9:47:07 Gen_loss: 4.008 Dis_loss: 1.575 Cls_loss: 1.74 Topk: N/A ada_p: 0.1708
[INFO] 2021-10-22 00:01:14 > Step: 250000 Progress: 25.0% Elapsed: 3 days, 9:48:53 Gen_loss: 3.142 Dis_loss: 1.159 Cls_loss: 2.079 Topk: N/A ada_p: 0.1728
[INFO] 2021-10-22 00:01:15 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-22 00:01:15 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_250000.png
[INFO] 2021-10-22 00:01:15 > Start Evaluation (250000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-22 00:01:15 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-22 00:06:49 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-22 00:12:29 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-22 00:36:37 > Inception score (Step: 250000, 50000 generated images): 10.611311912536621
[INFO] 2021-10-22 00:36:37 > FID score (Step: 250000, Using train moments): 3.0412521060443396
[INFO] 2021-10-22 00:36:37 > Improved Precision (Step: 250000, Using train images): 0.76276
[INFO] 2021-10-22 00:36:37 > Improved Recall (Step: 250000, Using train images): 0.61744
[INFO] 2021-10-22 00:36:37 > Density (Step: 250000, Using train images): 1.1117240000000002
[INFO] 2021-10-22 00:36:37 > Coverage (Step: 250000, Using train images): 0.9182
[INFO] 2021-10-22 00:36:37 > Best FID score (Step: 250000, Using train moments): 3.0412521060443396
[INFO] 2021-10-22 00:36:58 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-22 00:41:33 > Step: 250100 Progress: 25.0% Elapsed: 3 days, 10:29:12 Gen_loss: 1.178 Dis_loss: 1.054 Cls_loss: 1.689 Topk: N/A ada_p: 0.1673
[INFO] 2021-10-22 00:43:08 > Step: 250200 Progress: 25.0% Elapsed: 3 days, 10:30:47 Gen_loss: 3.213 Dis_loss: 1.083 Cls_loss: 1.9 Topk: N/A ada_p: 0.166
[INFO] 2021-10-22 00:44:42 > Step: 250300 Progress: 25.0% Elapsed: 3 days, 10:32:21 Gen_loss: 2.684 Dis_loss: 0.9504 Cls_loss: 1.948 Topk: N/A ada_p: 0.1692
[INFO] 2021-10-22 00:46:33 > Step: 250400 Progress: 25.0% Elapsed: 3 days, 10:34:12 Gen_loss: 2.507 Dis_loss: 0.6597 Cls_loss: 1.42 Topk: N/A ada_p: 0.1677
[INFO] 2021-10-22 00:48:08 > Step: 250500 Progress: 25.1% Elapsed: 3 days, 10:35:47 Gen_loss: 2.403 Dis_loss: 0.9184 Cls_loss: 1.512 Topk: N/A ada_p: 0.1589
[INFO] 2021-10-22 00:49:43 > Step: 250600 Progress: 25.1% Elapsed: 3 days, 10:37:21 Gen_loss: 1.477 Dis_loss: 1.604 Cls_loss: 1.738 Topk: N/A ada_p: 0.1609
[INFO] 2021-10-22 00:51:18 > Step: 250700 Progress: 25.1% Elapsed: 3 days, 10:38:56 Gen_loss: 4.101 Dis_loss: 1.068 Cls_loss: 1.724 Topk: N/A ada_p: 0.1664
[INFO] 2021-10-22 00:53:03 > Step: 250800 Progress: 25.1% Elapsed: 3 days, 10:40:41 Gen_loss: 3.725 Dis_loss: 0.8448 Cls_loss: 1.764 Topk: N/A ada_p: 0.1698
[INFO] 2021-10-22 00:54:38 > Step: 250900 Progress: 25.1% Elapsed: 3 days, 10:42:16 Gen_loss: 1.177 Dis_loss: 1.542 Cls_loss: 1.653 Topk: N/A ada_p: 0.1696
[INFO] 2021-10-22 00:56:12 > Step: 251000 Progress: 25.1% Elapsed: 3 days, 10:43:51 Gen_loss: 1.654 Dis_loss: 0.9101 Cls_loss: 1.399 Topk: N/A ada_p: 0.164
[INFO] 2021-10-22 00:57:48 > Step: 251100 Progress: 25.1% Elapsed: 3 days, 10:45:26 Gen_loss: 3.788 Dis_loss: 1.742 Cls_loss: 1.65 Topk: N/A ada_p: 0.1626
[INFO] 2021-10-22 00:59:32 > Step: 251200 Progress: 25.1% Elapsed: 3 days, 10:47:11 Gen_loss: 3.178 Dis_loss: 1.111 Cls_loss: 1.8 Topk: N/A ada_p: 0.1703
[INFO] 2021-10-22 01:01:09 > Step: 251300 Progress: 25.1% Elapsed: 3 days, 10:48:47 Gen_loss: 2.129 Dis_loss: 0.9855 Cls_loss: 1.867 Topk: N/A ada_p: 0.1686
[INFO] 2021-10-22 01:02:44 > Step: 251400 Progress: 25.1% Elapsed: 3 days, 10:50:23 Gen_loss: 1.971 Dis_loss: 0.8576 Cls_loss: 1.443 Topk: N/A ada_p: 0.1719
[INFO] 2021-10-22 01:04:19 > Step: 251500 Progress: 25.1% Elapsed: 3 days, 10:51:58 Gen_loss: 2.717 Dis_loss: 1.024 Cls_loss: 2.121 Topk: N/A ada_p: 0.1726
[INFO] 2021-10-22 01:06:04 > Step: 251600 Progress: 25.2% Elapsed: 3 days, 10:53:43 Gen_loss: 2.874 Dis_loss: 0.7902 Cls_loss: 1.576 Topk: N/A ada_p: 0.1657
[INFO] 2021-10-22 01:07:40 > Step: 251700 Progress: 25.2% Elapsed: 3 days, 10:55:19 Gen_loss: 1.58 Dis_loss: 0.8405 Cls_loss: 1.72 Topk: N/A ada_p: 0.1691
[INFO] 2021-10-22 01:09:17 > Step: 251800 Progress: 25.2% Elapsed: 3 days, 10:56:56 Gen_loss: 1.31 Dis_loss: 0.7182 Cls_loss: 1.644 Topk: N/A ada_p: 0.1668
[INFO] 2021-10-22 01:10:53 > Step: 251900 Progress: 25.2% Elapsed: 3 days, 10:58:32 Gen_loss: 1.899 Dis_loss: 0.8398 Cls_loss: 1.344 Topk: N/A ada_p: 0.168
[INFO] 2021-10-22 01:12:39 > Step: 252000 Progress: 25.2% Elapsed: 3 days, 11:00:18 Gen_loss: 3.392 Dis_loss: 0.7729 Cls_loss: 1.206 Topk: N/A ada_p: 0.1659
[INFO] 2021-10-22 01:14:14 > Step: 252100 Progress: 25.2% Elapsed: 3 days, 11:01:53 Gen_loss: 3.819 Dis_loss: 1.671 Cls_loss: 1.723 Topk: N/A ada_p: 0.1653
[INFO] 2021-10-22 01:15:50 > Step: 252200 Progress: 25.2% Elapsed: 3 days, 11:03:29 Gen_loss: 3.262 Dis_loss: 0.5667 Cls_loss: 1.27 Topk: N/A ada_p: 0.1612
[INFO] 2021-10-22 01:17:25 > Step: 252300 Progress: 25.2% Elapsed: 3 days, 11:05:04 Gen_loss: 2.495 Dis_loss: 0.8892 Cls_loss: 1.623 Topk: N/A ada_p: 0.161
[INFO] 2021-10-22 01:19:10 > Step: 252400 Progress: 25.2% Elapsed: 3 days, 11:06:49 Gen_loss: 2.578 Dis_loss: 0.8582 Cls_loss: 1.435 Topk: N/A ada_p: 0.1674
[INFO] 2021-10-22 01:20:45 > Step: 252500 Progress: 25.2% Elapsed: 3 days, 11:08:24 Gen_loss: 2.72 Dis_loss: 0.9638 Cls_loss: 1.703 Topk: N/A ada_p: 0.1742
[INFO] 2021-10-22 01:22:20 > Step: 252600 Progress: 25.3% Elapsed: 3 days, 11:09:58 Gen_loss: 2.274 Dis_loss: 0.9416 Cls_loss: 1.89 Topk: N/A ada_p: 0.1691
[INFO] 2021-10-22 01:23:55 > Step: 252700 Progress: 25.3% Elapsed: 3 days, 11:11:34 Gen_loss: 3.277 Dis_loss: 1.227 Cls_loss: 1.45 Topk: N/A ada_p: 0.1733
[INFO] 2021-10-22 01:25:39 > Step: 252800 Progress: 25.3% Elapsed: 3 days, 11:13:18 Gen_loss: 2.196 Dis_loss: 1.458 Cls_loss: 2.397 Topk: N/A ada_p: 0.1726
[INFO] 2021-10-22 01:27:15 > Step: 252900 Progress: 25.3% Elapsed: 3 days, 11:14:53 Gen_loss: 3.232 Dis_loss: 1.199 Cls_loss: 1.55 Topk: N/A ada_p: 0.1694
[INFO] 2021-10-22 01:28:50 > Step: 253000 Progress: 25.3% Elapsed: 3 days, 11:16:28 Gen_loss: 2.459 Dis_loss: 0.8692 Cls_loss: 1.77 Topk: N/A ada_p: 0.1712
[INFO] 2021-10-22 01:30:27 > Step: 253100 Progress: 25.3% Elapsed: 3 days, 11:18:05 Gen_loss: 2.233 Dis_loss: 0.8646 Cls_loss: 1.447 Topk: N/A ada_p: 0.171
[INFO] 2021-10-22 01:32:11 > Step: 253200 Progress: 25.3% Elapsed: 3 days, 11:19:50 Gen_loss: 3.649 Dis_loss: 1.348 Cls_loss: 1.488 Topk: N/A ada_p: 0.1698
[INFO] 2021-10-22 01:33:47 > Step: 253300 Progress: 25.3% Elapsed: 3 days, 11:21:26 Gen_loss: 3.137 Dis_loss: 0.9671 Cls_loss: 1.708 Topk: N/A ada_p: 0.1658
[INFO] 2021-10-22 01:35:22 > Step: 253400 Progress: 25.3% Elapsed: 3 days, 11:23:01 Gen_loss: 1.995 Dis_loss: 0.9364 Cls_loss: 1.787 Topk: N/A ada_p: 0.1724
[INFO] 2021-10-22 01:36:58 > Step: 253500 Progress: 25.4% Elapsed: 3 days, 11:24:37 Gen_loss: 2.504 Dis_loss: 1.244 Cls_loss: 1.884 Topk: N/A ada_p: 0.1759
[INFO] 2021-10-22 01:38:44 > Step: 253600 Progress: 25.4% Elapsed: 3 days, 11:26:23 Gen_loss: 2.146 Dis_loss: 0.7965 Cls_loss: 1.63 Topk: N/A ada_p: 0.1687
[INFO] 2021-10-22 01:40:19 > Step: 253700 Progress: 25.4% Elapsed: 3 days, 11:27:58 Gen_loss: 2.438 Dis_loss: 1.026 Cls_loss: 2.098 Topk: N/A ada_p: 0.1678
[INFO] 2021-10-22 01:41:55 > Step: 253800 Progress: 25.4% Elapsed: 3 days, 11:29:34 Gen_loss: 3.053 Dis_loss: 1.068 Cls_loss: 1.588 Topk: N/A ada_p: 0.1666
[INFO] 2021-10-22 01:43:41 > Step: 253900 Progress: 25.4% Elapsed: 3 days, 11:31:20 Gen_loss: 1.581 Dis_loss: 1.41 Cls_loss: 1.958 Topk: N/A ada_p: 0.169
[INFO] 2021-10-22 01:45:16 > Step: 254000 Progress: 25.4% Elapsed: 3 days, 11:32:54 Gen_loss: 1.594 Dis_loss: 0.6638 Cls_loss: 1.627 Topk: N/A ada_p: 0.1731
[INFO] 2021-10-22 01:46:51 > Step: 254100 Progress: 25.4% Elapsed: 3 days, 11:34:30 Gen_loss: 2.376 Dis_loss: 0.8656 Cls_loss: 1.569 Topk: N/A ada_p: 0.1737
[INFO] 2021-10-22 01:48:27 > Step: 254200 Progress: 25.4% Elapsed: 3 days, 11:36:06 Gen_loss: 2.658 Dis_loss: 0.7069 Cls_loss: 1.409 Topk: N/A ada_p: 0.1683
[INFO] 2021-10-22 01:50:13 > Step: 254300 Progress: 25.4% Elapsed: 3 days, 11:37:52 Gen_loss: 2.889 Dis_loss: 1.34 Cls_loss: 1.754 Topk: N/A ada_p: 0.1677
[INFO] 2021-10-22 01:51:48 > Step: 254400 Progress: 25.4% Elapsed: 3 days, 11:39:27 Gen_loss: 2.667 Dis_loss: 0.7978 Cls_loss: 1.547 Topk: N/A ada_p: 0.1651
[INFO] 2021-10-22 01:53:23 > Step: 254500 Progress: 25.4% Elapsed: 3 days, 11:41:02 Gen_loss: 2.347 Dis_loss: 0.9245 Cls_loss: 1.585 Topk: N/A ada_p: 0.1676
[INFO] 2021-10-22 01:54:58 > Step: 254600 Progress: 25.5% Elapsed: 3 days, 11:42:36 Gen_loss: 3.802 Dis_loss: 1.045 Cls_loss: 1.866 Topk: N/A ada_p: 0.1673
[INFO] 2021-10-22 01:56:43 > Step: 254700 Progress: 25.5% Elapsed: 3 days, 11:44:22 Gen_loss: 2.555 Dis_loss: 0.9272 Cls_loss: 1.795 Topk: N/A ada_p: 0.1695
[INFO] 2021-10-22 01:58:18 > Step: 254800 Progress: 25.5% Elapsed: 3 days, 11:45:56 Gen_loss: 3.339 Dis_loss: 1.054 Cls_loss: 2.165 Topk: N/A ada_p: 0.1774
[INFO] 2021-10-22 01:59:53 > Step: 254900 Progress: 25.5% Elapsed: 3 days, 11:47:32 Gen_loss: 3.29 Dis_loss: 0.8022 Cls_loss: 1.666 Topk: N/A ada_p: 0.1768
[INFO] 2021-10-22 02:01:28 > Step: 255000 Progress: 25.5% Elapsed: 3 days, 11:49:07 Gen_loss: 1.777 Dis_loss: 0.9151 Cls_loss: 1.457 Topk: N/A ada_p: 0.1765
[INFO] 2021-10-22 02:03:13 > Step: 255100 Progress: 25.5% Elapsed: 3 days, 11:50:52 Gen_loss: 2.139 Dis_loss: 0.7358 Cls_loss: 1.671 Topk: N/A ada_p: 0.1754
[INFO] 2021-10-22 02:04:48 > Step: 255200 Progress: 25.5% Elapsed: 3 days, 11:52:27 Gen_loss: 1.942 Dis_loss: 1.039 Cls_loss: 1.749 Topk: N/A ada_p: 0.1769
[INFO] 2021-10-22 02:06:23 > Step: 255300 Progress: 25.5% Elapsed: 3 days, 11:54:02 Gen_loss: 2.019 Dis_loss: 1.11 Cls_loss: 1.721 Topk: N/A ada_p: 0.1745
[INFO] 2021-10-22 02:07:58 > Step: 255400 Progress: 25.5% Elapsed: 3 days, 11:55:37 Gen_loss: 2.691 Dis_loss: 1.371 Cls_loss: 2.017 Topk: N/A ada_p: 0.1706
[INFO] 2021-10-22 02:09:43 > Step: 255500 Progress: 25.6% Elapsed: 3 days, 11:57:21 Gen_loss: 2.538 Dis_loss: 0.6065 Cls_loss: 1.294 Topk: N/A ada_p: 0.1738
[INFO] 2021-10-22 02:11:18 > Step: 255600 Progress: 25.6% Elapsed: 3 days, 11:58:56 Gen_loss: 2.179 Dis_loss: 0.7791 Cls_loss: 1.467 Topk: N/A ada_p: 0.1731
[INFO] 2021-10-22 02:12:53 > Step: 255700 Progress: 25.6% Elapsed: 3 days, 12:00:32 Gen_loss: 1.68 Dis_loss: 1.058 Cls_loss: 1.994 Topk: N/A ada_p: 0.1724
[INFO] 2021-10-22 02:14:28 > Step: 255800 Progress: 25.6% Elapsed: 3 days, 12:02:07 Gen_loss: 2.878 Dis_loss: 1.054 Cls_loss: 1.619 Topk: N/A ada_p: 0.1732
[INFO] 2021-10-22 02:16:13 > Step: 255900 Progress: 25.6% Elapsed: 3 days, 12:03:51 Gen_loss: 1.699 Dis_loss: 1.386 Cls_loss: 1.571 Topk: N/A ada_p: 0.1764
[INFO] 2021-10-22 02:17:48 > Step: 256000 Progress: 25.6% Elapsed: 3 days, 12:05:26 Gen_loss: 2.564 Dis_loss: 1.117 Cls_loss: 1.511 Topk: N/A ada_p: 0.1764
[INFO] 2021-10-22 02:19:23 > Step: 256100 Progress: 25.6% Elapsed: 3 days, 12:07:01 Gen_loss: 2.607 Dis_loss: 0.8298 Cls_loss: 1.348 Topk: N/A ada_p: 0.1755
[INFO] 2021-10-22 02:20:57 > Step: 256200 Progress: 25.6% Elapsed: 3 days, 12:08:36 Gen_loss: 2.808 Dis_loss: 0.7448 Cls_loss: 1.339 Topk: N/A ada_p: 0.1724
[INFO] 2021-10-22 02:22:41 > Step: 256300 Progress: 25.6% Elapsed: 3 days, 12:10:20 Gen_loss: 1.717 Dis_loss: 0.7459 Cls_loss: 1.715 Topk: N/A ada_p: 0.1708
[INFO] 2021-10-22 02:24:16 > Step: 256400 Progress: 25.6% Elapsed: 3 days, 12:11:55 Gen_loss: 1.269 Dis_loss: 1.323 Cls_loss: 1.697 Topk: N/A ada_p: 0.168
[INFO] 2021-10-22 02:25:51 > Step: 256500 Progress: 25.7% Elapsed: 3 days, 12:13:30 Gen_loss: 2.243 Dis_loss: 0.887 Cls_loss: 1.76 Topk: N/A ada_p: 0.1614
[INFO] 2021-10-22 02:27:25 > Step: 256600 Progress: 25.7% Elapsed: 3 days, 12:15:04 Gen_loss: 1.932 Dis_loss: 0.7065 Cls_loss: 1.519 Topk: N/A ada_p: 0.1578
[INFO] 2021-10-22 02:29:09 > Step: 256700 Progress: 25.7% Elapsed: 3 days, 12:16:48 Gen_loss: 1.583 Dis_loss: 0.6712 Cls_loss: 1.733 Topk: N/A ada_p: 0.1582
[INFO] 2021-10-22 02:30:43 > Step: 256800 Progress: 25.7% Elapsed: 3 days, 12:18:22 Gen_loss: 1.996 Dis_loss: 0.6421 Cls_loss: 1.635 Topk: N/A ada_p: 0.1628
[INFO] 2021-10-22 02:32:17 > Step: 256900 Progress: 25.7% Elapsed: 3 days, 12:19:56 Gen_loss: 2.359 Dis_loss: 1.049 Cls_loss: 2.083 Topk: N/A ada_p: 0.1653
[INFO] 2021-10-22 02:33:51 > Step: 257000 Progress: 25.7% Elapsed: 3 days, 12:21:30 Gen_loss: 3.029 Dis_loss: 0.7028 Cls_loss: 1.819 Topk: N/A ada_p: 0.1653
[INFO] 2021-10-22 02:35:36 > Step: 257100 Progress: 25.7% Elapsed: 3 days, 12:23:15 Gen_loss: 1.726 Dis_loss: 0.9998 Cls_loss: 2.379 Topk: N/A ada_p: 0.1677
[INFO] 2021-10-22 02:37:09 > Step: 257200 Progress: 25.7% Elapsed: 3 days, 12:24:48 Gen_loss: 1.436 Dis_loss: 1.911 Cls_loss: 2.077 Topk: N/A ada_p: 0.1664
[INFO] 2021-10-22 02:38:44 > Step: 257300 Progress: 25.7% Elapsed: 3 days, 12:26:23 Gen_loss: 2.385 Dis_loss: 1.34 Cls_loss: 1.749 Topk: N/A ada_p: 0.1732
[INFO] 2021-10-22 02:40:19 > Step: 257400 Progress: 25.7% Elapsed: 3 days, 12:27:58 Gen_loss: 1.623 Dis_loss: 1.129 Cls_loss: 1.871 Topk: N/A ada_p: 0.1691
[INFO] 2021-10-22 02:42:05 > Step: 257500 Progress: 25.8% Elapsed: 3 days, 12:29:44 Gen_loss: 2.279 Dis_loss: 0.8242 Cls_loss: 1.47 Topk: N/A ada_p: 0.1698
[INFO] 2021-10-22 02:43:40 > Step: 257600 Progress: 25.8% Elapsed: 3 days, 12:31:19 Gen_loss: 3.578 Dis_loss: 1.276 Cls_loss: 1.809 Topk: N/A ada_p: 0.1764
[INFO] 2021-10-22 02:45:15 > Step: 257700 Progress: 25.8% Elapsed: 3 days, 12:32:54 Gen_loss: 2.542 Dis_loss: 1.108 Cls_loss: 1.732 Topk: N/A ada_p: 0.1778
[INFO] 2021-10-22 02:47:00 > Step: 257800 Progress: 25.8% Elapsed: 3 days, 12:34:39 Gen_loss: 2.565 Dis_loss: 0.8608 Cls_loss: 1.375 Topk: N/A ada_p: 0.1735
[INFO] 2021-10-22 02:48:35 > Step: 257900 Progress: 25.8% Elapsed: 3 days, 12:36:14 Gen_loss: 1.334 Dis_loss: 1.052 Cls_loss: 1.519 Topk: N/A ada_p: 0.1698
[INFO] 2021-10-22 02:50:10 > Step: 258000 Progress: 25.8% Elapsed: 3 days, 12:37:49 Gen_loss: 1.527 Dis_loss: 1.024 Cls_loss: 1.901 Topk: N/A ada_p: 0.1723
[INFO] 2021-10-22 02:51:44 > Step: 258100 Progress: 25.8% Elapsed: 3 days, 12:39:23 Gen_loss: 2.313 Dis_loss: 1.66 Cls_loss: 1.61 Topk: N/A ada_p: 0.1747
[INFO] 2021-10-22 02:53:29 > Step: 258200 Progress: 25.8% Elapsed: 3 days, 12:41:08 Gen_loss: 3.015 Dis_loss: 0.9099 Cls_loss: 1.958 Topk: N/A ada_p: 0.1704
[INFO] 2021-10-22 02:55:05 > Step: 258300 Progress: 25.8% Elapsed: 3 days, 12:42:43 Gen_loss: 1.614 Dis_loss: 0.8864 Cls_loss: 1.649 Topk: N/A ada_p: 0.1695
[INFO] 2021-10-22 02:56:39 > Step: 258400 Progress: 25.8% Elapsed: 3 days, 12:44:18 Gen_loss: 3.531 Dis_loss: 1.059 Cls_loss: 1.308 Topk: N/A ada_p: 0.1651
[INFO] 2021-10-22 02:58:15 > Step: 258500 Progress: 25.9% Elapsed: 3 days, 12:45:53 Gen_loss: 1.295 Dis_loss: 0.956 Cls_loss: 1.78 Topk: N/A ada_p: 0.1699
[INFO] 2021-10-22 03:00:00 > Step: 258600 Progress: 25.9% Elapsed: 3 days, 12:47:38 Gen_loss: 2.411 Dis_loss: 0.7646 Cls_loss: 1.754 Topk: N/A ada_p: 0.1709
[INFO] 2021-10-22 03:01:34 > Step: 258700 Progress: 25.9% Elapsed: 3 days, 12:49:13 Gen_loss: 1.106 Dis_loss: 1.714 Cls_loss: 1.961 Topk: N/A ada_p: 0.1756
[INFO] 2021-10-22 03:03:10 > Step: 258800 Progress: 25.9% Elapsed: 3 days, 12:50:48 Gen_loss: 1.585 Dis_loss: 0.9505 Cls_loss: 1.654 Topk: N/A ada_p: 0.1759
[INFO] 2021-10-22 03:04:45 > Step: 258900 Progress: 25.9% Elapsed: 3 days, 12:52:23 Gen_loss: 1.25 Dis_loss: 1.008 Cls_loss: 1.709 Topk: N/A ada_p: 0.1719
[INFO] 2021-10-22 03:06:30 > Step: 259000 Progress: 25.9% Elapsed: 3 days, 12:54:09 Gen_loss: 1.643 Dis_loss: 1.053 Cls_loss: 1.799 Topk: N/A ada_p: 0.1732
[INFO] 2021-10-22 03:08:05 > Step: 259100 Progress: 25.9% Elapsed: 3 days, 12:55:44 Gen_loss: 3.041 Dis_loss: 0.865 Cls_loss: 1.389 Topk: N/A ada_p: 0.1669
[INFO] 2021-10-22 03:09:40 > Step: 259200 Progress: 25.9% Elapsed: 3 days, 12:57:19 Gen_loss: 3.623 Dis_loss: 1.015 Cls_loss: 1.665 Topk: N/A ada_p: 0.1657
[INFO] 2021-10-22 03:11:15 > Step: 259300 Progress: 25.9% Elapsed: 3 days, 12:58:54 Gen_loss: 1.33 Dis_loss: 0.8598 Cls_loss: 1.754 Topk: N/A ada_p: 0.1622
[INFO] 2021-10-22 03:13:00 > Step: 259400 Progress: 25.9% Elapsed: 3 days, 13:00:39 Gen_loss: 1.024 Dis_loss: 0.6874 Cls_loss: 1.593 Topk: N/A ada_p: 0.1625
[INFO] 2021-10-22 03:14:35 > Step: 259500 Progress: 25.9% Elapsed: 3 days, 13:02:14 Gen_loss: 1.088 Dis_loss: 0.6949 Cls_loss: 1.671 Topk: N/A ada_p: 0.1636
[INFO] 2021-10-22 03:16:10 > Step: 259600 Progress: 26.0% Elapsed: 3 days, 13:03:49 Gen_loss: 4.084 Dis_loss: 0.9429 Cls_loss: 2.114 Topk: N/A ada_p: 0.1669
[INFO] 2021-10-22 03:17:45 > Step: 259700 Progress: 26.0% Elapsed: 3 days, 13:05:24 Gen_loss: 1.849 Dis_loss: 0.7867 Cls_loss: 1.851 Topk: N/A ada_p: 0.1701
[INFO] 2021-10-22 03:19:30 > Step: 259800 Progress: 26.0% Elapsed: 3 days, 13:07:09 Gen_loss: 1.092 Dis_loss: 0.7098 Cls_loss: 1.531 Topk: N/A ada_p: 0.1742
[INFO] 2021-10-22 03:21:05 > Step: 259900 Progress: 26.0% Elapsed: 3 days, 13:08:44 Gen_loss: 2.455 Dis_loss: 0.9672 Cls_loss: 1.616 Topk: N/A ada_p: 0.1741
[INFO] 2021-10-22 03:22:40 > Step: 260000 Progress: 26.0% Elapsed: 3 days, 13:10:19 Gen_loss: 1.176 Dis_loss: 1.912 Cls_loss: 1.823 Topk: N/A ada_p: 0.1698
[INFO] 2021-10-22 03:22:40 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-22 03:22:40 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_260000.png
[INFO] 2021-10-22 03:22:40 > Start Evaluation (260000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-22 03:22:40 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-22 03:28:14 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-22 03:33:53 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-22 03:57:36 > Inception score (Step: 260000, 50000 generated images): 10.614775657653809
[INFO] 2021-10-22 03:57:36 > FID score (Step: 260000, Using train moments): 2.980854289714557
[INFO] 2021-10-22 03:57:36 > Improved Precision (Step: 260000, Using train images): 0.76538
[INFO] 2021-10-22 03:57:36 > Improved Recall (Step: 260000, Using train images): 0.61712
[INFO] 2021-10-22 03:57:36 > Density (Step: 260000, Using train images): 1.11098
[INFO] 2021-10-22 03:57:36 > Coverage (Step: 260000, Using train images): 0.9184
[INFO] 2021-10-22 03:57:36 > Best FID score (Step: 260000, Using train moments): 2.980854289714557
[INFO] 2021-10-22 03:57:58 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-22 04:03:03 > Step: 260100 Progress: 26.0% Elapsed: 3 days, 13:50:42 Gen_loss: 1.876 Dis_loss: 1.182 Cls_loss: 1.741 Topk: N/A ada_p: 0.1727
[INFO] 2021-10-22 04:04:54 > Step: 260200 Progress: 26.0% Elapsed: 3 days, 13:52:33 Gen_loss: 1.384 Dis_loss: 1.8 Cls_loss: 1.804 Topk: N/A ada_p: 0.1706
[INFO] 2021-10-22 04:06:30 > Step: 260300 Progress: 26.0% Elapsed: 3 days, 13:54:09 Gen_loss: 2.818 Dis_loss: 1.061 Cls_loss: 1.53 Topk: N/A ada_p: 0.1698
[INFO] 2021-10-22 04:08:05 > Step: 260400 Progress: 26.0% Elapsed: 3 days, 13:55:44 Gen_loss: 2.326 Dis_loss: 0.9588 Cls_loss: 1.632 Topk: N/A ada_p: 0.1759
[INFO] 2021-10-22 04:09:40 > Step: 260500 Progress: 26.1% Elapsed: 3 days, 13:57:19 Gen_loss: 1.351 Dis_loss: 0.9225 Cls_loss: 1.327 Topk: N/A ada_p: 0.1714
[INFO] 2021-10-22 04:11:25 > Step: 260600 Progress: 26.1% Elapsed: 3 days, 13:59:04 Gen_loss: 3.058 Dis_loss: 0.7839 Cls_loss: 1.471 Topk: N/A ada_p: 0.1627
[INFO] 2021-10-22 04:13:00 > Step: 260700 Progress: 26.1% Elapsed: 3 days, 14:00:39 Gen_loss: 1.685 Dis_loss: 0.7894 Cls_loss: 1.793 Topk: N/A ada_p: 0.1631
[INFO] 2021-10-22 04:14:35 > Step: 260800 Progress: 26.1% Elapsed: 3 days, 14:02:14 Gen_loss: 2.638 Dis_loss: 0.9138 Cls_loss: 1.581 Topk: N/A ada_p: 0.1654
[INFO] 2021-10-22 04:16:09 > Step: 260900 Progress: 26.1% Elapsed: 3 days, 14:03:48 Gen_loss: 1.176 Dis_loss: 0.8634 Cls_loss: 1.418 Topk: N/A ada_p: 0.1696
[INFO] 2021-10-22 04:17:55 > Step: 261000 Progress: 26.1% Elapsed: 3 days, 14:05:34 Gen_loss: 2.247 Dis_loss: 1.175 Cls_loss: 1.834 Topk: N/A ada_p: 0.1686
[INFO] 2021-10-22 04:19:30 > Step: 261100 Progress: 26.1% Elapsed: 3 days, 14:07:09 Gen_loss: 2.147 Dis_loss: 1.043 Cls_loss: 1.682 Topk: N/A ada_p: 0.1669
[INFO] 2021-10-22 04:21:05 > Step: 261200 Progress: 26.1% Elapsed: 3 days, 14:08:44 Gen_loss: 3.323 Dis_loss: 1.201 Cls_loss: 1.883 Topk: N/A ada_p: 0.1672
[INFO] 2021-10-22 04:22:40 > Step: 261300 Progress: 26.1% Elapsed: 3 days, 14:10:18 Gen_loss: 2.149 Dis_loss: 0.7939 Cls_loss: 1.9 Topk: N/A ada_p: 0.1706
[INFO] 2021-10-22 04:24:24 > Step: 261400 Progress: 26.1% Elapsed: 3 days, 14:12:03 Gen_loss: 3.179 Dis_loss: 0.7819 Cls_loss: 1.677 Topk: N/A ada_p: 0.1735
[INFO] 2021-10-22 04:26:00 > Step: 261500 Progress: 26.2% Elapsed: 3 days, 14:13:38 Gen_loss: 2.616 Dis_loss: 0.869 Cls_loss: 1.706 Topk: N/A ada_p: 0.171
[INFO] 2021-10-22 04:27:34 > Step: 261600 Progress: 26.2% Elapsed: 3 days, 14:15:13 Gen_loss: 2.127 Dis_loss: 0.7425 Cls_loss: 1.637 Topk: N/A ada_p: 0.1736
[INFO] 2021-10-22 04:29:20 > Step: 261700 Progress: 26.2% Elapsed: 3 days, 14:16:59 Gen_loss: 1.9 Dis_loss: 1.02 Cls_loss: 1.969 Topk: N/A ada_p: 0.1701
[INFO] 2021-10-22 04:30:54 > Step: 261800 Progress: 26.2% Elapsed: 3 days, 14:18:33 Gen_loss: 2.623 Dis_loss: 0.9352 Cls_loss: 2.0 Topk: N/A ada_p: 0.1753
[INFO] 2021-10-22 04:32:30 > Step: 261900 Progress: 26.2% Elapsed: 3 days, 14:20:09 Gen_loss: 2.946 Dis_loss: 0.9115 Cls_loss: 1.651 Topk: N/A ada_p: 0.1744
[INFO] 2021-10-22 04:34:06 > Step: 262000 Progress: 26.2% Elapsed: 3 days, 14:21:44 Gen_loss: 3.27 Dis_loss: 0.9984 Cls_loss: 1.558 Topk: N/A ada_p: 0.1736
[INFO] 2021-10-22 04:35:52 > Step: 262100 Progress: 26.2% Elapsed: 3 days, 14:23:31 Gen_loss: 2.161 Dis_loss: 0.932 Cls_loss: 1.326 Topk: N/A ada_p: 0.1768
[INFO] 2021-10-22 04:37:27 > Step: 262200 Progress: 26.2% Elapsed: 3 days, 14:25:06 Gen_loss: 2.735 Dis_loss: 1.091 Cls_loss: 1.745 Topk: N/A ada_p: 0.1699
[INFO] 2021-10-22 04:39:02 > Step: 262300 Progress: 26.2% Elapsed: 3 days, 14:26:41 Gen_loss: 2.469 Dis_loss: 0.8112 Cls_loss: 1.488 Topk: N/A ada_p: 0.1674
[INFO] 2021-10-22 04:40:37 > Step: 262400 Progress: 26.2% Elapsed: 3 days, 14:28:16 Gen_loss: 2.438 Dis_loss: 1.004 Cls_loss: 1.744 Topk: N/A ada_p: 0.17
[INFO] 2021-10-22 04:42:23 > Step: 262500 Progress: 26.2% Elapsed: 3 days, 14:30:01 Gen_loss: 3.697 Dis_loss: 0.8538 Cls_loss: 1.569 Topk: N/A ada_p: 0.1706
[INFO] 2021-10-22 04:43:57 > Step: 262600 Progress: 26.3% Elapsed: 3 days, 14:31:36 Gen_loss: 3.947 Dis_loss: 1.703 Cls_loss: 1.919 Topk: N/A ada_p: 0.163
[INFO] 2021-10-22 04:45:32 > Step: 262700 Progress: 26.3% Elapsed: 3 days, 14:33:11 Gen_loss: 2.027 Dis_loss: 0.7545 Cls_loss: 1.737 Topk: N/A ada_p: 0.1611
[INFO] 2021-10-22 04:47:07 > Step: 262800 Progress: 26.3% Elapsed: 3 days, 14:34:46 Gen_loss: 3.475 Dis_loss: 1.155 Cls_loss: 2.22 Topk: N/A ada_p: 0.1613
[INFO] 2021-10-22 04:48:52 > Step: 262900 Progress: 26.3% Elapsed: 3 days, 14:36:31 Gen_loss: 2.895 Dis_loss: 1.157 Cls_loss: 1.789 Topk: N/A ada_p: 0.1671
[INFO] 2021-10-22 04:50:27 > Step: 263000 Progress: 26.3% Elapsed: 3 days, 14:38:06 Gen_loss: 2.809 Dis_loss: 0.6781 Cls_loss: 1.503 Topk: N/A ada_p: 0.1696
[INFO] 2021-10-22 04:52:02 > Step: 263100 Progress: 26.3% Elapsed: 3 days, 14:39:41 Gen_loss: 3.051 Dis_loss: 0.933 Cls_loss: 1.906 Topk: N/A ada_p: 0.1779
[INFO] 2021-10-22 04:53:37 > Step: 263200 Progress: 26.3% Elapsed: 3 days, 14:41:16 Gen_loss: 1.777 Dis_loss: 1.018 Cls_loss: 1.605 Topk: N/A ada_p: 0.1777
[INFO] 2021-10-22 04:55:23 > Step: 263300 Progress: 26.3% Elapsed: 3 days, 14:43:02 Gen_loss: 1.898 Dis_loss: 1.077 Cls_loss: 1.955 Topk: N/A ada_p: 0.1712
[INFO] 2021-10-22 04:56:58 > Step: 263400 Progress: 26.3% Elapsed: 3 days, 14:44:37 Gen_loss: 3.967 Dis_loss: 0.902 Cls_loss: 1.584 Topk: N/A ada_p: 0.1714
[INFO] 2021-10-22 04:58:33 > Step: 263500 Progress: 26.4% Elapsed: 3 days, 14:46:12 Gen_loss: 2.46 Dis_loss: 0.8358 Cls_loss: 1.442 Topk: N/A ada_p: 0.1721
[INFO] 2021-10-22 05:00:08 > Step: 263600 Progress: 26.4% Elapsed: 3 days, 14:47:47 Gen_loss: 2.295 Dis_loss: 1.025 Cls_loss: 1.334 Topk: N/A ada_p: 0.1667
[INFO] 2021-10-22 05:01:54 > Step: 263700 Progress: 26.4% Elapsed: 3 days, 14:49:33 Gen_loss: 1.594 Dis_loss: 0.9054 Cls_loss: 1.793 Topk: N/A ada_p: 0.1689
[INFO] 2021-10-22 05:03:29 > Step: 263800 Progress: 26.4% Elapsed: 3 days, 14:51:08 Gen_loss: 1.903 Dis_loss: 1.026 Cls_loss: 1.754 Topk: N/A ada_p: 0.1648
[INFO] 2021-10-22 05:05:04 > Step: 263900 Progress: 26.4% Elapsed: 3 days, 14:52:43 Gen_loss: 2.603 Dis_loss: 1.043 Cls_loss: 1.343 Topk: N/A ada_p: 0.1646
[INFO] 2021-10-22 05:06:39 > Step: 264000 Progress: 26.4% Elapsed: 3 days, 14:54:18 Gen_loss: 2.026 Dis_loss: 0.9269 Cls_loss: 1.73 Topk: N/A ada_p: 0.1621
[INFO] 2021-10-22 05:08:25 > Step: 264100 Progress: 26.4% Elapsed: 3 days, 14:56:04 Gen_loss: 2.564 Dis_loss: 1.157 Cls_loss: 1.701 Topk: N/A ada_p: 0.1668
[INFO] 2021-10-22 05:09:59 > Step: 264200 Progress: 26.4% Elapsed: 3 days, 14:57:38 Gen_loss: 3.044 Dis_loss: 0.5948 Cls_loss: 1.688 Topk: N/A ada_p: 0.1694
[INFO] 2021-10-22 05:11:34 > Step: 264300 Progress: 26.4% Elapsed: 3 days, 14:59:13 Gen_loss: 3.103 Dis_loss: 0.5559 Cls_loss: 1.543 Topk: N/A ada_p: 0.1692
[INFO] 2021-10-22 05:13:09 > Step: 264400 Progress: 26.4% Elapsed: 3 days, 15:00:48 Gen_loss: 3.375 Dis_loss: 1.414 Cls_loss: 1.856 Topk: N/A ada_p: 0.1703
[INFO] 2021-10-22 05:14:55 > Step: 264500 Progress: 26.5% Elapsed: 3 days, 15:02:34 Gen_loss: 2.064 Dis_loss: 1.308 Cls_loss: 1.601 Topk: N/A ada_p: 0.173
[INFO] 2021-10-22 05:16:31 > Step: 264600 Progress: 26.5% Elapsed: 3 days, 15:04:09 Gen_loss: 2.627 Dis_loss: 0.7281 Cls_loss: 1.396 Topk: N/A ada_p: 0.1763
[INFO] 2021-10-22 05:18:06 > Step: 264700 Progress: 26.5% Elapsed: 3 days, 15:05:44 Gen_loss: 4.061 Dis_loss: 0.9056 Cls_loss: 1.675 Topk: N/A ada_p: 0.1744
[INFO] 2021-10-22 05:19:40 > Step: 264800 Progress: 26.5% Elapsed: 3 days, 15:07:19 Gen_loss: 1.973 Dis_loss: 0.9584 Cls_loss: 1.897 Topk: N/A ada_p: 0.1779
[INFO] 2021-10-22 05:21:25 > Step: 264900 Progress: 26.5% Elapsed: 3 days, 15:09:04 Gen_loss: 3.895 Dis_loss: 1.013 Cls_loss: 1.935 Topk: N/A ada_p: 0.1753
[INFO] 2021-10-22 05:23:01 > Step: 265000 Progress: 26.5% Elapsed: 3 days, 15:10:39 Gen_loss: 1.728 Dis_loss: 0.8536 Cls_loss: 1.611 Topk: N/A ada_p: 0.1755
[INFO] 2021-10-22 05:24:36 > Step: 265100 Progress: 26.5% Elapsed: 3 days, 15:12:15 Gen_loss: 1.962 Dis_loss: 0.9121 Cls_loss: 1.598 Topk: N/A ada_p: 0.1741
[INFO] 2021-10-22 05:26:10 > Step: 265200 Progress: 26.5% Elapsed: 3 days, 15:13:49 Gen_loss: 2.506 Dis_loss: 0.738 Cls_loss: 1.532 Topk: N/A ada_p: 0.1713
[INFO] 2021-10-22 05:27:56 > Step: 265300 Progress: 26.5% Elapsed: 3 days, 15:15:35 Gen_loss: 1.65 Dis_loss: 0.7198 Cls_loss: 1.285 Topk: N/A ada_p: 0.1683
[INFO] 2021-10-22 05:29:31 > Step: 265400 Progress: 26.5% Elapsed: 3 days, 15:17:09 Gen_loss: 3.422 Dis_loss: 0.8966 Cls_loss: 1.304 Topk: N/A ada_p: 0.1709
[INFO] 2021-10-22 05:31:06 > Step: 265500 Progress: 26.6% Elapsed: 3 days, 15:18:45 Gen_loss: 2.509 Dis_loss: 1.609 Cls_loss: 1.455 Topk: N/A ada_p: 0.1703
[INFO] 2021-10-22 05:32:51 > Step: 265600 Progress: 26.6% Elapsed: 3 days, 15:20:30 Gen_loss: 1.761 Dis_loss: 1.266 Cls_loss: 1.777 Topk: N/A ada_p: 0.169
[INFO] 2021-10-22 05:34:25 > Step: 265700 Progress: 26.6% Elapsed: 3 days, 15:22:04 Gen_loss: 2.86 Dis_loss: 1.111 Cls_loss: 1.931 Topk: N/A ada_p: 0.1714
[INFO] 2021-10-22 05:36:00 > Step: 265800 Progress: 26.6% Elapsed: 3 days, 15:23:39 Gen_loss: 1.309 Dis_loss: 0.9335 Cls_loss: 2.16 Topk: N/A ada_p: 0.1683
[INFO] 2021-10-22 05:37:35 > Step: 265900 Progress: 26.6% Elapsed: 3 days, 15:25:14 Gen_loss: 1.23 Dis_loss: 1.251 Cls_loss: 2.13 Topk: N/A ada_p: 0.169
[INFO] 2021-10-22 05:39:20 > Step: 266000 Progress: 26.6% Elapsed: 3 days, 15:26:58 Gen_loss: 3.186 Dis_loss: 1.6 Cls_loss: 1.673 Topk: N/A ada_p: 0.17
[INFO] 2021-10-22 05:40:54 > Step: 266100 Progress: 26.6% Elapsed: 3 days, 15:28:33 Gen_loss: 1.989 Dis_loss: 1.222 Cls_loss: 1.799 Topk: N/A ada_p: 0.1663
[INFO] 2021-10-22 05:42:27 > Step: 266200 Progress: 26.6% Elapsed: 3 days, 15:30:06 Gen_loss: 3.607 Dis_loss: 0.8522 Cls_loss: 1.539 Topk: N/A ada_p: 0.1699
[INFO] 2021-10-22 05:44:01 > Step: 266300 Progress: 26.6% Elapsed: 3 days, 15:31:40 Gen_loss: 1.805 Dis_loss: 0.9777 Cls_loss: 1.975 Topk: N/A ada_p: 0.1657
[INFO] 2021-10-22 05:45:45 > Step: 266400 Progress: 26.6% Elapsed: 3 days, 15:33:24 Gen_loss: 2.144 Dis_loss: 0.7121 Cls_loss: 1.612 Topk: N/A ada_p: 0.1654
[INFO] 2021-10-22 05:47:19 > Step: 266500 Progress: 26.7% Elapsed: 3 days, 15:34:58 Gen_loss: 2.511 Dis_loss: 1.122 Cls_loss: 1.896 Topk: N/A ada_p: 0.1678
[INFO] 2021-10-22 05:48:53 > Step: 266600 Progress: 26.7% Elapsed: 3 days, 15:36:31 Gen_loss: 1.575 Dis_loss: 1.188 Cls_loss: 1.739 Topk: N/A ada_p: 0.1648
[INFO] 2021-10-22 05:50:26 > Step: 266700 Progress: 26.7% Elapsed: 3 days, 15:38:05 Gen_loss: 2.771 Dis_loss: 0.8493 Cls_loss: 1.7 Topk: N/A ada_p: 0.1662
[INFO] 2021-10-22 05:52:11 > Step: 266800 Progress: 26.7% Elapsed: 3 days, 15:39:50 Gen_loss: 2.143 Dis_loss: 1.273 Cls_loss: 1.618 Topk: N/A ada_p: 0.1739
[INFO] 2021-10-22 05:53:47 > Step: 266900 Progress: 26.7% Elapsed: 3 days, 15:41:26 Gen_loss: 2.177 Dis_loss: 1.108 Cls_loss: 1.376 Topk: N/A ada_p: 0.1737
[INFO] 2021-10-22 05:55:22 > Step: 267000 Progress: 26.7% Elapsed: 3 days, 15:43:01 Gen_loss: 2.032 Dis_loss: 1.064 Cls_loss: 1.627 Topk: N/A ada_p: 0.174
[INFO] 2021-10-22 05:56:58 > Step: 267100 Progress: 26.7% Elapsed: 3 days, 15:44:36 Gen_loss: 1.961 Dis_loss: 1.118 Cls_loss: 1.486 Topk: N/A ada_p: 0.1739
[INFO] 2021-10-22 05:58:43 > Step: 267200 Progress: 26.7% Elapsed: 3 days, 15:46:22 Gen_loss: 4.889 Dis_loss: 1.2 Cls_loss: 1.599 Topk: N/A ada_p: 0.1631
[INFO] 2021-10-22 06:00:18 > Step: 267300 Progress: 26.7% Elapsed: 3 days, 15:47:57 Gen_loss: 2.405 Dis_loss: 0.9735 Cls_loss: 1.642 Topk: N/A ada_p: 0.164
[INFO] 2021-10-22 06:01:53 > Step: 267400 Progress: 26.7% Elapsed: 3 days, 15:49:32 Gen_loss: 2.791 Dis_loss: 0.7429 Cls_loss: 1.493 Topk: N/A ada_p: 0.1648
[INFO] 2021-10-22 06:03:28 > Step: 267500 Progress: 26.8% Elapsed: 3 days, 15:51:07 Gen_loss: 1.971 Dis_loss: 0.7136 Cls_loss: 1.552 Topk: N/A ada_p: 0.1662
[INFO] 2021-10-22 06:05:13 > Step: 267600 Progress: 26.8% Elapsed: 3 days, 15:52:52 Gen_loss: 4.1 Dis_loss: 1.063 Cls_loss: 1.448 Topk: N/A ada_p: 0.1631
[INFO] 2021-10-22 06:06:48 > Step: 267700 Progress: 26.8% Elapsed: 3 days, 15:54:27 Gen_loss: 1.287 Dis_loss: 0.9101 Cls_loss: 1.948 Topk: N/A ada_p: 0.1673
[INFO] 2021-10-22 06:08:23 > Step: 267800 Progress: 26.8% Elapsed: 3 days, 15:56:01 Gen_loss: 3.42 Dis_loss: 0.9978 Cls_loss: 1.842 Topk: N/A ada_p: 0.1701
[INFO] 2021-10-22 06:09:57 > Step: 267900 Progress: 26.8% Elapsed: 3 days, 15:57:36 Gen_loss: 1.916 Dis_loss: 0.9783 Cls_loss: 1.524 Topk: N/A ada_p: 0.1703
[INFO] 2021-10-22 06:11:42 > Step: 268000 Progress: 26.8% Elapsed: 3 days, 15:59:21 Gen_loss: 2.295 Dis_loss: 1.328 Cls_loss: 1.772 Topk: N/A ada_p: 0.1736
[INFO] 2021-10-22 06:13:17 > Step: 268100 Progress: 26.8% Elapsed: 3 days, 16:00:56 Gen_loss: 2.267 Dis_loss: 0.8659 Cls_loss: 1.793 Topk: N/A ada_p: 0.1765
[INFO] 2021-10-22 06:14:52 > Step: 268200 Progress: 26.8% Elapsed: 3 days, 16:02:31 Gen_loss: 2.595 Dis_loss: 1.02 Cls_loss: 1.282 Topk: N/A ada_p: 0.1722
[INFO] 2021-10-22 06:16:27 > Step: 268300 Progress: 26.8% Elapsed: 3 days, 16:04:05 Gen_loss: 2.054 Dis_loss: 0.8579 Cls_loss: 1.655 Topk: N/A ada_p: 0.1733
[INFO] 2021-10-22 06:18:12 > Step: 268400 Progress: 26.8% Elapsed: 3 days, 16:05:50 Gen_loss: 1.137 Dis_loss: 1.127 Cls_loss: 1.572 Topk: N/A ada_p: 0.1754
[INFO] 2021-10-22 06:19:46 > Step: 268500 Progress: 26.9% Elapsed: 3 days, 16:07:25 Gen_loss: 2.584 Dis_loss: 0.9665 Cls_loss: 1.892 Topk: N/A ada_p: 0.1788
[INFO] 2021-10-22 06:21:21 > Step: 268600 Progress: 26.9% Elapsed: 3 days, 16:09:00 Gen_loss: 2.716 Dis_loss: 0.6541 Cls_loss: 1.582 Topk: N/A ada_p: 0.1722
[INFO] 2021-10-22 06:22:57 > Step: 268700 Progress: 26.9% Elapsed: 3 days, 16:10:35 Gen_loss: 2.795 Dis_loss: 0.8859 Cls_loss: 1.864 Topk: N/A ada_p: 0.1675
[INFO] 2021-10-22 06:24:42 > Step: 268800 Progress: 26.9% Elapsed: 3 days, 16:12:21 Gen_loss: 2.533 Dis_loss: 0.9767 Cls_loss: 1.692 Topk: N/A ada_p: 0.1703
[INFO] 2021-10-22 06:26:17 > Step: 268900 Progress: 26.9% Elapsed: 3 days, 16:13:56 Gen_loss: 2.927 Dis_loss: 0.803 Cls_loss: 1.51 Topk: N/A ada_p: 0.176
[INFO] 2021-10-22 06:27:52 > Step: 269000 Progress: 26.9% Elapsed: 3 days, 16:15:31 Gen_loss: 2.532 Dis_loss: 0.693 Cls_loss: 1.59 Topk: N/A ada_p: 0.1696
[INFO] 2021-10-22 06:29:26 > Step: 269100 Progress: 26.9% Elapsed: 3 days, 16:17:05 Gen_loss: 2.623 Dis_loss: 1.238 Cls_loss: 2.109 Topk: N/A ada_p: 0.17
[INFO] 2021-10-22 06:31:11 > Step: 269200 Progress: 26.9% Elapsed: 3 days, 16:18:50 Gen_loss: 1.935 Dis_loss: 1.017 Cls_loss: 1.656 Topk: N/A ada_p: 0.1777
[INFO] 2021-10-22 06:32:47 > Step: 269300 Progress: 26.9% Elapsed: 3 days, 16:20:25 Gen_loss: 2.717 Dis_loss: 0.8581 Cls_loss: 1.846 Topk: N/A ada_p: 0.1699
[INFO] 2021-10-22 06:34:21 > Step: 269400 Progress: 26.9% Elapsed: 3 days, 16:22:00 Gen_loss: 2.012 Dis_loss: 0.7043 Cls_loss: 1.566 Topk: N/A ada_p: 0.1771
[INFO] 2021-10-22 06:36:07 > Step: 269500 Progress: 27.0% Elapsed: 3 days, 16:23:46 Gen_loss: 2.189 Dis_loss: 0.9959 Cls_loss: 1.84 Topk: N/A ada_p: 0.179
[INFO] 2021-10-22 06:37:41 > Step: 269600 Progress: 27.0% Elapsed: 3 days, 16:25:20 Gen_loss: 2.011 Dis_loss: 0.933 Cls_loss: 1.491 Topk: N/A ada_p: 0.1749
[INFO] 2021-10-22 06:39:17 > Step: 269700 Progress: 27.0% Elapsed: 3 days, 16:26:56 Gen_loss: 2.24 Dis_loss: 0.8982 Cls_loss: 1.946 Topk: N/A ada_p: 0.1755
[INFO] 2021-10-22 06:40:52 > Step: 269800 Progress: 27.0% Elapsed: 3 days, 16:28:31 Gen_loss: 3.259 Dis_loss: 0.7665 Cls_loss: 1.564 Topk: N/A ada_p: 0.1794
[INFO] 2021-10-22 06:42:37 > Step: 269900 Progress: 27.0% Elapsed: 3 days, 16:30:16 Gen_loss: 3.977 Dis_loss: 0.7077 Cls_loss: 1.55 Topk: N/A ada_p: 0.1739
[INFO] 2021-10-22 06:44:12 > Step: 270000 Progress: 27.0% Elapsed: 3 days, 16:31:50 Gen_loss: 1.609 Dis_loss: 1.316 Cls_loss: 1.857 Topk: N/A ada_p: 0.18
[INFO] 2021-10-22 06:44:12 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-22 06:44:12 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_270000.png
[INFO] 2021-10-22 06:44:12 > Start Evaluation (270000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-22 06:44:12 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-22 06:49:46 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-22 06:55:26 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-22 07:20:00 > Inception score (Step: 270000, 50000 generated images): 10.470952033996582
[INFO] 2021-10-22 07:20:00 > FID score (Step: 270000, Using train moments): 2.979613261180134
[INFO] 2021-10-22 07:20:00 > Improved Precision (Step: 270000, Using train images): 0.76144
[INFO] 2021-10-22 07:20:00 > Improved Recall (Step: 270000, Using train images): 0.6197
[INFO] 2021-10-22 07:20:00 > Density (Step: 270000, Using train images): 1.105424
[INFO] 2021-10-22 07:20:00 > Coverage (Step: 270000, Using train images): 0.92026
[INFO] 2021-10-22 07:20:00 > Best FID score (Step: 270000, Using train moments): 2.979613261180134
[INFO] 2021-10-22 07:20:26 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-22 07:24:51 > Step: 270100 Progress: 27.0% Elapsed: 3 days, 17:12:29 Gen_loss: 2.251 Dis_loss: 1.113 Cls_loss: 1.727 Topk: N/A ada_p: 0.1724
[INFO] 2021-10-22 07:26:25 > Step: 270200 Progress: 27.0% Elapsed: 3 days, 17:14:04 Gen_loss: 1.916 Dis_loss: 1.017 Cls_loss: 1.839 Topk: N/A ada_p: 0.1717
[INFO] 2021-10-22 07:28:17 > Step: 270300 Progress: 27.0% Elapsed: 3 days, 17:15:55 Gen_loss: 2.408 Dis_loss: 0.8008 Cls_loss: 1.643 Topk: N/A ada_p: 0.1715
[INFO] 2021-10-22 07:29:51 > Step: 270400 Progress: 27.0% Elapsed: 3 days, 17:17:30 Gen_loss: 2.195 Dis_loss: 0.7866 Cls_loss: 1.662 Topk: N/A ada_p: 0.1687
[INFO] 2021-10-22 07:31:26 > Step: 270500 Progress: 27.1% Elapsed: 3 days, 17:19:05 Gen_loss: 2.057 Dis_loss: 0.5661 Cls_loss: 1.3 Topk: N/A ada_p: 0.1673
[INFO] 2021-10-22 07:33:02 > Step: 270600 Progress: 27.1% Elapsed: 3 days, 17:20:40 Gen_loss: 1.261 Dis_loss: 0.6884 Cls_loss: 1.565 Topk: N/A ada_p: 0.1653
[INFO] 2021-10-22 07:34:47 > Step: 270700 Progress: 27.1% Elapsed: 3 days, 17:22:26 Gen_loss: 2.964 Dis_loss: 0.867 Cls_loss: 1.709 Topk: N/A ada_p: 0.1626
[INFO] 2021-10-22 07:36:23 > Step: 270800 Progress: 27.1% Elapsed: 3 days, 17:24:01 Gen_loss: 2.433 Dis_loss: 1.134 Cls_loss: 1.716 Topk: N/A ada_p: 0.1641
[INFO] 2021-10-22 07:38:00 > Step: 270900 Progress: 27.1% Elapsed: 3 days, 17:25:39 Gen_loss: 2.943 Dis_loss: 0.7245 Cls_loss: 1.205 Topk: N/A ada_p: 0.1701
[INFO] 2021-10-22 07:39:35 > Step: 271000 Progress: 27.1% Elapsed: 3 days, 17:27:14 Gen_loss: 1.807 Dis_loss: 0.8764 Cls_loss: 1.937 Topk: N/A ada_p: 0.1648
[INFO] 2021-10-22 07:41:22 > Step: 271100 Progress: 27.1% Elapsed: 3 days, 17:29:01 Gen_loss: 1.205 Dis_loss: 0.9861 Cls_loss: 1.443 Topk: N/A ada_p: 0.1718
[INFO] 2021-10-22 07:42:57 > Step: 271200 Progress: 27.1% Elapsed: 3 days, 17:30:36 Gen_loss: 2.027 Dis_loss: 1.231 Cls_loss: 1.799 Topk: N/A ada_p: 0.1739
[INFO] 2021-10-22 07:44:32 > Step: 271300 Progress: 27.1% Elapsed: 3 days, 17:32:11 Gen_loss: 3.017 Dis_loss: 1.121 Cls_loss: 1.26 Topk: N/A ada_p: 0.1709
[INFO] 2021-10-22 07:46:07 > Step: 271400 Progress: 27.1% Elapsed: 3 days, 17:33:46 Gen_loss: 1.823 Dis_loss: 1.328 Cls_loss: 1.626 Topk: N/A ada_p: 0.1673
[INFO] 2021-10-22 07:47:53 > Step: 271500 Progress: 27.2% Elapsed: 3 days, 17:35:31 Gen_loss: 2.173 Dis_loss: 0.787 Cls_loss: 1.466 Topk: N/A ada_p: 0.1662
[INFO] 2021-10-22 07:49:27 > Step: 271600 Progress: 27.2% Elapsed: 3 days, 17:37:06 Gen_loss: 3.344 Dis_loss: 0.9255 Cls_loss: 1.725 Topk: N/A ada_p: 0.1634
[INFO] 2021-10-22 07:51:02 > Step: 271700 Progress: 27.2% Elapsed: 3 days, 17:38:41 Gen_loss: 2.005 Dis_loss: 1.128 Cls_loss: 1.643 Topk: N/A ada_p: 0.1589
[INFO] 2021-10-22 07:52:37 > Step: 271800 Progress: 27.2% Elapsed: 3 days, 17:40:16 Gen_loss: 1.342 Dis_loss: 0.7381 Cls_loss: 1.736 Topk: N/A ada_p: 0.1609
[INFO] 2021-10-22 07:54:22 > Step: 271900 Progress: 27.2% Elapsed: 3 days, 17:42:01 Gen_loss: 2.139 Dis_loss: 0.8741 Cls_loss: 1.496 Topk: N/A ada_p: 0.1677
[INFO] 2021-10-22 07:55:57 > Step: 272000 Progress: 27.2% Elapsed: 3 days, 17:43:35 Gen_loss: 1.52 Dis_loss: 1.509 Cls_loss: 1.744 Topk: N/A ada_p: 0.1649
[INFO] 2021-10-22 07:57:31 > Step: 272100 Progress: 27.2% Elapsed: 3 days, 17:45:10 Gen_loss: 2.122 Dis_loss: 0.7263 Cls_loss: 1.409 Topk: N/A ada_p: 0.1671
[INFO] 2021-10-22 07:59:06 > Step: 272200 Progress: 27.2% Elapsed: 3 days, 17:46:45 Gen_loss: 2.604 Dis_loss: 0.6926 Cls_loss: 1.299 Topk: N/A ada_p: 0.174
[INFO] 2021-10-22 08:00:51 > Step: 272300 Progress: 27.2% Elapsed: 3 days, 17:48:30 Gen_loss: 2.006 Dis_loss: 0.863 Cls_loss: 1.505 Topk: N/A ada_p: 0.1718
[INFO] 2021-10-22 08:02:26 > Step: 272400 Progress: 27.2% Elapsed: 3 days, 17:50:04 Gen_loss: 1.514 Dis_loss: 0.8644 Cls_loss: 1.47 Topk: N/A ada_p: 0.1715
[INFO] 2021-10-22 08:04:00 > Step: 272500 Progress: 27.3% Elapsed: 3 days, 17:51:39 Gen_loss: 2.113 Dis_loss: 0.7119 Cls_loss: 1.746 Topk: N/A ada_p: 0.1699
[INFO] 2021-10-22 08:05:35 > Step: 272600 Progress: 27.3% Elapsed: 3 days, 17:53:14 Gen_loss: 2.452 Dis_loss: 1.136 Cls_loss: 1.667 Topk: N/A ada_p: 0.1678
[INFO] 2021-10-22 08:07:20 > Step: 272700 Progress: 27.3% Elapsed: 3 days, 17:54:59 Gen_loss: 2.064 Dis_loss: 1.104 Cls_loss: 1.302 Topk: N/A ada_p: 0.1698
[INFO] 2021-10-22 08:08:55 > Step: 272800 Progress: 27.3% Elapsed: 3 days, 17:56:34 Gen_loss: 2.349 Dis_loss: 0.8554 Cls_loss: 1.635 Topk: N/A ada_p: 0.1667
[INFO] 2021-10-22 08:10:30 > Step: 272900 Progress: 27.3% Elapsed: 3 days, 17:58:09 Gen_loss: 3.331 Dis_loss: 0.7008 Cls_loss: 1.702 Topk: N/A ada_p: 0.1719
[INFO] 2021-10-22 08:12:05 > Step: 273000 Progress: 27.3% Elapsed: 3 days, 17:59:43 Gen_loss: 2.516 Dis_loss: 1.126 Cls_loss: 1.691 Topk: N/A ada_p: 0.1773
[INFO] 2021-10-22 08:13:50 > Step: 273100 Progress: 27.3% Elapsed: 3 days, 18:01:29 Gen_loss: 2.538 Dis_loss: 1.414 Cls_loss: 1.709 Topk: N/A ada_p: 0.1708
[INFO] 2021-10-22 08:15:24 > Step: 273200 Progress: 27.3% Elapsed: 3 days, 18:03:03 Gen_loss: 2.801 Dis_loss: 0.7849 Cls_loss: 1.544 Topk: N/A ada_p: 0.1764
[INFO] 2021-10-22 08:17:00 > Step: 273300 Progress: 27.3% Elapsed: 3 days, 18:04:39 Gen_loss: 1.827 Dis_loss: 0.7378 Cls_loss: 1.235 Topk: N/A ada_p: 0.1768
[INFO] 2021-10-22 08:18:45 > Step: 273400 Progress: 27.3% Elapsed: 3 days, 18:06:24 Gen_loss: 1.665 Dis_loss: 0.7841 Cls_loss: 1.707 Topk: N/A ada_p: 0.1763
[INFO] 2021-10-22 08:20:20 > Step: 273500 Progress: 27.4% Elapsed: 3 days, 18:07:59 Gen_loss: 1.999 Dis_loss: 1.033 Cls_loss: 2.167 Topk: N/A ada_p: 0.1723
[INFO] 2021-10-22 08:21:56 > Step: 273600 Progress: 27.4% Elapsed: 3 days, 18:09:35 Gen_loss: 0.9024 Dis_loss: 1.308 Cls_loss: 1.635 Topk: N/A ada_p: 0.1677
[INFO] 2021-10-22 08:23:32 > Step: 273700 Progress: 27.4% Elapsed: 3 days, 18:11:10 Gen_loss: 1.384 Dis_loss: 1.037 Cls_loss: 1.971 Topk: N/A ada_p: 0.1681
[INFO] 2021-10-22 08:25:16 > Step: 273800 Progress: 27.4% Elapsed: 3 days, 18:12:55 Gen_loss: 2.22 Dis_loss: 0.7315 Cls_loss: 1.337 Topk: N/A ada_p: 0.1683
[INFO] 2021-10-22 08:26:51 > Step: 273900 Progress: 27.4% Elapsed: 3 days, 18:14:30 Gen_loss: 1.92 Dis_loss: 1.086 Cls_loss: 1.593 Topk: N/A ada_p: 0.1746
[INFO] 2021-10-22 08:28:26 > Step: 274000 Progress: 27.4% Elapsed: 3 days, 18:16:04 Gen_loss: 1.368 Dis_loss: 1.046 Cls_loss: 1.864 Topk: N/A ada_p: 0.1762
[INFO] 2021-10-22 08:30:01 > Step: 274100 Progress: 27.4% Elapsed: 3 days, 18:17:40 Gen_loss: 2.507 Dis_loss: 0.7829 Cls_loss: 1.438 Topk: N/A ada_p: 0.1742
[INFO] 2021-10-22 08:31:46 > Step: 274200 Progress: 27.4% Elapsed: 3 days, 18:19:25 Gen_loss: 2.466 Dis_loss: 0.7539 Cls_loss: 1.431 Topk: N/A ada_p: 0.175
[INFO] 2021-10-22 08:33:21 > Step: 274300 Progress: 27.4% Elapsed: 3 days, 18:21:00 Gen_loss: 1.989 Dis_loss: 0.8631 Cls_loss: 1.697 Topk: N/A ada_p: 0.1759
[INFO] 2021-10-22 08:34:56 > Step: 274400 Progress: 27.4% Elapsed: 3 days, 18:22:34 Gen_loss: 1.728 Dis_loss: 0.8035 Cls_loss: 1.302 Topk: N/A ada_p: 0.1772
[INFO] 2021-10-22 08:36:31 > Step: 274500 Progress: 27.5% Elapsed: 3 days, 18:24:09 Gen_loss: 3.062 Dis_loss: 0.8941 Cls_loss: 1.253 Topk: N/A ada_p: 0.1837
[INFO] 2021-10-22 08:38:15 > Step: 274600 Progress: 27.5% Elapsed: 3 days, 18:25:54 Gen_loss: 4.002 Dis_loss: 0.8693 Cls_loss: 1.583 Topk: N/A ada_p: 0.1806
[INFO] 2021-10-22 08:39:50 > Step: 274700 Progress: 27.5% Elapsed: 3 days, 18:27:29 Gen_loss: 1.834 Dis_loss: 0.9683 Cls_loss: 1.37 Topk: N/A ada_p: 0.179
[INFO] 2021-10-22 08:41:25 > Step: 274800 Progress: 27.5% Elapsed: 3 days, 18:29:04 Gen_loss: 1.7 Dis_loss: 1.252 Cls_loss: 1.448 Topk: N/A ada_p: 0.1795
[INFO] 2021-10-22 08:43:00 > Step: 274900 Progress: 27.5% Elapsed: 3 days, 18:30:38 Gen_loss: 3.02 Dis_loss: 0.7606 Cls_loss: 1.477 Topk: N/A ada_p: 0.1701
[INFO] 2021-10-22 08:44:44 > Step: 275000 Progress: 27.5% Elapsed: 3 days, 18:32:23 Gen_loss: 3.606 Dis_loss: 0.9889 Cls_loss: 2.06 Topk: N/A ada_p: 0.1683
[INFO] 2021-10-22 08:46:19 > Step: 275100 Progress: 27.5% Elapsed: 3 days, 18:33:57 Gen_loss: 2.978 Dis_loss: 0.6894 Cls_loss: 1.364 Topk: N/A ada_p: 0.1669
[INFO] 2021-10-22 08:47:53 > Step: 275200 Progress: 27.5% Elapsed: 3 days, 18:35:32 Gen_loss: 1.21 Dis_loss: 0.7732 Cls_loss: 1.563 Topk: N/A ada_p: 0.1659
[INFO] 2021-10-22 08:49:27 > Step: 275300 Progress: 27.5% Elapsed: 3 days, 18:37:05 Gen_loss: 1.34 Dis_loss: 1.144 Cls_loss: 1.727 Topk: N/A ada_p: 0.1707
[INFO] 2021-10-22 08:51:11 > Step: 275400 Progress: 27.5% Elapsed: 3 days, 18:38:50 Gen_loss: 3.01 Dis_loss: 0.6578 Cls_loss: 1.65 Topk: N/A ada_p: 0.1707
[INFO] 2021-10-22 08:52:47 > Step: 275500 Progress: 27.6% Elapsed: 3 days, 18:40:26 Gen_loss: 2.328 Dis_loss: 0.8255 Cls_loss: 1.619 Topk: N/A ada_p: 0.1746
[INFO] 2021-10-22 08:54:22 > Step: 275600 Progress: 27.6% Elapsed: 3 days, 18:42:00 Gen_loss: 2.124 Dis_loss: 1.353 Cls_loss: 1.94 Topk: N/A ada_p: 0.1731
[INFO] 2021-10-22 08:55:55 > Step: 275700 Progress: 27.6% Elapsed: 3 days, 18:43:34 Gen_loss: 0.7724 Dis_loss: 1.664 Cls_loss: 1.872 Topk: N/A ada_p: 0.1747
[INFO] 2021-10-22 08:57:39 > Step: 275800 Progress: 27.6% Elapsed: 3 days, 18:45:18 Gen_loss: 2.874 Dis_loss: 0.9612 Cls_loss: 1.454 Topk: N/A ada_p: 0.1758
[INFO] 2021-10-22 08:59:13 > Step: 275900 Progress: 27.6% Elapsed: 3 days, 18:46:52 Gen_loss: 1.746 Dis_loss: 1.594 Cls_loss: 1.564 Topk: N/A ada_p: 0.1744
[INFO] 2021-10-22 09:00:47 > Step: 276000 Progress: 27.6% Elapsed: 3 days, 18:48:25 Gen_loss: 2.631 Dis_loss: 1.009 Cls_loss: 1.17 Topk: N/A ada_p: 0.1756
[INFO] 2021-10-22 09:02:20 > Step: 276100 Progress: 27.6% Elapsed: 3 days, 18:49:59 Gen_loss: 1.337 Dis_loss: 0.8693 Cls_loss: 1.631 Topk: N/A ada_p: 0.1722
[INFO] 2021-10-22 09:04:04 > Step: 276200 Progress: 27.6% Elapsed: 3 days, 18:51:43 Gen_loss: 2.035 Dis_loss: 0.7647 Cls_loss: 1.543 Topk: N/A ada_p: 0.1617
[INFO] 2021-10-22 09:05:39 > Step: 276300 Progress: 27.6% Elapsed: 3 days, 18:53:18 Gen_loss: 1.039 Dis_loss: 0.9122 Cls_loss: 1.332 Topk: N/A ada_p: 0.1705
[INFO] 2021-10-22 09:07:14 > Step: 276400 Progress: 27.6% Elapsed: 3 days, 18:54:53 Gen_loss: 2.921 Dis_loss: 0.8287 Cls_loss: 1.683 Topk: N/A ada_p: 0.1695
[INFO] 2021-10-22 09:08:49 > Step: 276500 Progress: 27.7% Elapsed: 3 days, 18:56:28 Gen_loss: 1.831 Dis_loss: 0.9263 Cls_loss: 1.673 Topk: N/A ada_p: 0.1704
[INFO] 2021-10-22 09:10:34 > Step: 276600 Progress: 27.7% Elapsed: 3 days, 18:58:12 Gen_loss: 3.914 Dis_loss: 1.158 Cls_loss: 1.893 Topk: N/A ada_p: 0.1753
[INFO] 2021-10-22 09:12:10 > Step: 276700 Progress: 27.7% Elapsed: 3 days, 18:59:49 Gen_loss: 2.072 Dis_loss: 0.8273 Cls_loss: 1.558 Topk: N/A ada_p: 0.1718
[INFO] 2021-10-22 09:13:45 > Step: 276800 Progress: 27.7% Elapsed: 3 days, 19:01:24 Gen_loss: 2.421 Dis_loss: 1.113 Cls_loss: 1.807 Topk: N/A ada_p: 0.1741
[INFO] 2021-10-22 09:15:21 > Step: 276900 Progress: 27.7% Elapsed: 3 days, 19:03:00 Gen_loss: 2.243 Dis_loss: 1.36 Cls_loss: 1.603 Topk: N/A ada_p: 0.1673
[INFO] 2021-10-22 09:17:07 > Step: 277000 Progress: 27.7% Elapsed: 3 days, 19:04:45 Gen_loss: 2.73 Dis_loss: 0.8246 Cls_loss: 1.752 Topk: N/A ada_p: 0.1653
[INFO] 2021-10-22 09:18:42 > Step: 277100 Progress: 27.7% Elapsed: 3 days, 19:06:21 Gen_loss: 3.195 Dis_loss: 1.092 Cls_loss: 1.896 Topk: N/A ada_p: 0.1646
[INFO] 2021-10-22 09:20:17 > Step: 277200 Progress: 27.7% Elapsed: 3 days, 19:07:56 Gen_loss: 2.093 Dis_loss: 0.8719 Cls_loss: 1.925 Topk: N/A ada_p: 0.1651
[INFO] 2021-10-22 09:22:02 > Step: 277300 Progress: 27.7% Elapsed: 3 days, 19:09:41 Gen_loss: 1.723 Dis_loss: 0.9968 Cls_loss: 1.76 Topk: N/A ada_p: 0.1694
[INFO] 2021-10-22 09:23:37 > Step: 277400 Progress: 27.7% Elapsed: 3 days, 19:11:16 Gen_loss: 1.388 Dis_loss: 1.294 Cls_loss: 1.406 Topk: N/A ada_p: 0.1707
[INFO] 2021-10-22 09:25:12 > Step: 277500 Progress: 27.8% Elapsed: 3 days, 19:12:51 Gen_loss: 2.634 Dis_loss: 0.6647 Cls_loss: 1.59 Topk: N/A ada_p: 0.1718
[INFO] 2021-10-22 09:26:47 > Step: 277600 Progress: 27.8% Elapsed: 3 days, 19:14:25 Gen_loss: 1.254 Dis_loss: 0.6175 Cls_loss: 1.478 Topk: N/A ada_p: 0.1692
[INFO] 2021-10-22 09:28:32 > Step: 277700 Progress: 27.8% Elapsed: 3 days, 19:16:10 Gen_loss: 1.786 Dis_loss: 0.9569 Cls_loss: 1.375 Topk: N/A ada_p: 0.1637
[INFO] 2021-10-22 09:30:06 > Step: 277800 Progress: 27.8% Elapsed: 3 days, 19:17:45 Gen_loss: 0.897 Dis_loss: 1.19 Cls_loss: 1.563 Topk: N/A ada_p: 0.1607
[INFO] 2021-10-22 09:31:41 > Step: 277900 Progress: 27.8% Elapsed: 3 days, 19:19:20 Gen_loss: 3.375 Dis_loss: 1.207 Cls_loss: 1.531 Topk: N/A ada_p: 0.1667
[INFO] 2021-10-22 09:33:16 > Step: 278000 Progress: 27.8% Elapsed: 3 days, 19:20:55 Gen_loss: 3.74 Dis_loss: 0.6462 Cls_loss: 1.459 Topk: N/A ada_p: 0.1687
[INFO] 2021-10-22 09:35:01 > Step: 278100 Progress: 27.8% Elapsed: 3 days, 19:22:39 Gen_loss: 2.372 Dis_loss: 0.9915 Cls_loss: 1.794 Topk: N/A ada_p: 0.1709
[INFO] 2021-10-22 09:36:35 > Step: 278200 Progress: 27.8% Elapsed: 3 days, 19:24:14 Gen_loss: 2.971 Dis_loss: 1.199 Cls_loss: 1.739 Topk: N/A ada_p: 0.1714
[INFO] 2021-10-22 09:38:10 > Step: 278300 Progress: 27.8% Elapsed: 3 days, 19:25:49 Gen_loss: 1.614 Dis_loss: 1.65 Cls_loss: 1.438 Topk: N/A ada_p: 0.1705
[INFO] 2021-10-22 09:39:45 > Step: 278400 Progress: 27.8% Elapsed: 3 days, 19:27:24 Gen_loss: 2.781 Dis_loss: 0.5426 Cls_loss: 1.586 Topk: N/A ada_p: 0.1713
[INFO] 2021-10-22 09:41:30 > Step: 278500 Progress: 27.9% Elapsed: 3 days, 19:29:09 Gen_loss: 2.215 Dis_loss: 1.266 Cls_loss: 1.867 Topk: N/A ada_p: 0.174
[INFO] 2021-10-22 09:43:05 > Step: 278600 Progress: 27.9% Elapsed: 3 days, 19:30:44 Gen_loss: 3.224 Dis_loss: 0.8079 Cls_loss: 1.728 Topk: N/A ada_p: 0.1804
[INFO] 2021-10-22 09:44:40 > Step: 278700 Progress: 27.9% Elapsed: 3 days, 19:32:19 Gen_loss: 2.195 Dis_loss: 1.368 Cls_loss: 1.855 Topk: N/A ada_p: 0.1785
[INFO] 2021-10-22 09:46:14 > Step: 278800 Progress: 27.9% Elapsed: 3 days, 19:33:53 Gen_loss: 2.619 Dis_loss: 0.7827 Cls_loss: 1.701 Topk: N/A ada_p: 0.1787
[INFO] 2021-10-22 09:48:00 > Step: 278900 Progress: 27.9% Elapsed: 3 days, 19:35:39 Gen_loss: 1.316 Dis_loss: 0.8434 Cls_loss: 1.697 Topk: N/A ada_p: 0.1771
[INFO] 2021-10-22 09:49:35 > Step: 279000 Progress: 27.9% Elapsed: 3 days, 19:37:14 Gen_loss: 4.686 Dis_loss: 0.8456 Cls_loss: 1.415 Topk: N/A ada_p: 0.1689
[INFO] 2021-10-22 09:51:11 > Step: 279100 Progress: 27.9% Elapsed: 3 days, 19:38:49 Gen_loss: 4.232 Dis_loss: 0.8518 Cls_loss: 1.673 Topk: N/A ada_p: 0.1675
[INFO] 2021-10-22 09:52:46 > Step: 279200 Progress: 27.9% Elapsed: 3 days, 19:40:24 Gen_loss: 3.745 Dis_loss: 0.8886 Cls_loss: 1.834 Topk: N/A ada_p: 0.1692
[INFO] 2021-10-22 09:54:32 > Step: 279300 Progress: 27.9% Elapsed: 3 days, 19:42:11 Gen_loss: 1.994 Dis_loss: 0.9209 Cls_loss: 1.818 Topk: N/A ada_p: 0.1732
[INFO] 2021-10-22 09:56:07 > Step: 279400 Progress: 27.9% Elapsed: 3 days, 19:43:46 Gen_loss: 2.684 Dis_loss: 1.131 Cls_loss: 2.017 Topk: N/A ada_p: 0.1724
[INFO] 2021-10-22 09:57:43 > Step: 279500 Progress: 28.0% Elapsed: 3 days, 19:45:21 Gen_loss: 2.987 Dis_loss: 0.9578 Cls_loss: 1.697 Topk: N/A ada_p: 0.1705
[INFO] 2021-10-22 09:59:18 > Step: 279600 Progress: 28.0% Elapsed: 3 days, 19:46:57 Gen_loss: 1.977 Dis_loss: 1.154 Cls_loss: 1.176 Topk: N/A ada_p: 0.1708
[INFO] 2021-10-22 10:01:03 > Step: 279700 Progress: 28.0% Elapsed: 3 days, 19:48:42 Gen_loss: 2.458 Dis_loss: 1.222 Cls_loss: 1.713 Topk: N/A ada_p: 0.173
[INFO] 2021-10-22 10:02:38 > Step: 279800 Progress: 28.0% Elapsed: 3 days, 19:50:17 Gen_loss: 1.218 Dis_loss: 0.7375 Cls_loss: 1.379 Topk: N/A ada_p: 0.1691
[INFO] 2021-10-22 10:04:13 > Step: 279900 Progress: 28.0% Elapsed: 3 days, 19:51:52 Gen_loss: 2.43 Dis_loss: 1.033 Cls_loss: 1.821 Topk: N/A ada_p: 0.1692
[INFO] 2021-10-22 10:05:48 > Step: 280000 Progress: 28.0% Elapsed: 3 days, 19:53:27 Gen_loss: 2.599 Dis_loss: 0.6198 Cls_loss: 1.512 Topk: N/A ada_p: 0.1644
[INFO] 2021-10-22 10:05:48 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-22 10:05:49 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_280000.png
[INFO] 2021-10-22 10:05:49 > Start Evaluation (280000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-22 10:05:49 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-22 10:11:23 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-22 10:17:03 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-22 10:39:34 > Inception score (Step: 280000, 50000 generated images): 10.573927879333496
[INFO] 2021-10-22 10:39:34 > FID score (Step: 280000, Using train moments): 3.0049606748061137
[INFO] 2021-10-22 10:39:34 > Improved Precision (Step: 280000, Using train images): 0.76402
[INFO] 2021-10-22 10:39:34 > Improved Recall (Step: 280000, Using train images): 0.6168
[INFO] 2021-10-22 10:39:34 > Density (Step: 280000, Using train images): 1.123812
[INFO] 2021-10-22 10:39:34 > Coverage (Step: 280000, Using train images): 0.9212
[INFO] 2021-10-22 10:39:34 > Best FID score (Step: 270000, Using train moments): 2.979613261180134
[INFO] 2021-10-22 10:39:46 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-22 10:43:09 > Step: 280100 Progress: 28.0% Elapsed: 3 days, 20:30:47 Gen_loss: 3.083 Dis_loss: 0.9293 Cls_loss: 1.672 Topk: N/A ada_p: 0.1686
[INFO] 2021-10-22 10:44:43 > Step: 280200 Progress: 28.0% Elapsed: 3 days, 20:32:22 Gen_loss: 2.332 Dis_loss: 0.6207 Cls_loss: 1.364 Topk: N/A ada_p: 0.1699
[INFO] 2021-10-22 10:46:18 > Step: 280300 Progress: 28.0% Elapsed: 3 days, 20:33:57 Gen_loss: 2.31 Dis_loss: 0.9691 Cls_loss: 1.818 Topk: N/A ada_p: 0.1672
[INFO] 2021-10-22 10:47:54 > Step: 280400 Progress: 28.0% Elapsed: 3 days, 20:35:32 Gen_loss: 1.708 Dis_loss: 0.741 Cls_loss: 1.773 Topk: N/A ada_p: 0.1646
[INFO] 2021-10-22 10:49:39 > Step: 280500 Progress: 28.1% Elapsed: 3 days, 20:37:17 Gen_loss: 3.099 Dis_loss: 0.8166 Cls_loss: 1.829 Topk: N/A ada_p: 0.1663
[INFO] 2021-10-22 10:51:14 > Step: 280600 Progress: 28.1% Elapsed: 3 days, 20:38:52 Gen_loss: 2.892 Dis_loss: 0.7113 Cls_loss: 1.28 Topk: N/A ada_p: 0.1707
[INFO] 2021-10-22 10:52:48 > Step: 280700 Progress: 28.1% Elapsed: 3 days, 20:40:27 Gen_loss: 1.525 Dis_loss: 1.164 Cls_loss: 1.937 Topk: N/A ada_p: 0.1726
[INFO] 2021-10-22 10:54:26 > Step: 280800 Progress: 28.1% Elapsed: 3 days, 20:42:05 Gen_loss: 2.2 Dis_loss: 1.057 Cls_loss: 1.668 Topk: N/A ada_p: 0.1746
[INFO] 2021-10-22 10:56:17 > Step: 280900 Progress: 28.1% Elapsed: 3 days, 20:43:56 Gen_loss: 1.946 Dis_loss: 0.5746 Cls_loss: 1.464 Topk: N/A ada_p: 0.1771
[INFO] 2021-10-22 10:57:56 > Step: 281000 Progress: 28.1% Elapsed: 3 days, 20:45:35 Gen_loss: 2.582 Dis_loss: 0.8306 Cls_loss: 1.642 Topk: N/A ada_p: 0.1753
[INFO] 2021-10-22 10:59:35 > Step: 281100 Progress: 28.1% Elapsed: 3 days, 20:47:14 Gen_loss: 3.004 Dis_loss: 0.9264 Cls_loss: 1.241 Topk: N/A ada_p: 0.18
[INFO] 2021-10-22 11:01:24 > Step: 281200 Progress: 28.1% Elapsed: 3 days, 20:49:03 Gen_loss: 1.68 Dis_loss: 0.6502 Cls_loss: 1.426 Topk: N/A ada_p: 0.1754
[INFO] 2021-10-22 11:03:04 > Step: 281300 Progress: 28.1% Elapsed: 3 days, 20:50:42 Gen_loss: 4.096 Dis_loss: 1.473 Cls_loss: 1.638 Topk: N/A ada_p: 0.1794
[INFO] 2021-10-22 11:04:44 > Step: 281400 Progress: 28.1% Elapsed: 3 days, 20:52:23 Gen_loss: 1.458 Dis_loss: 1.261 Cls_loss: 1.719 Topk: N/A ada_p: 0.1786
[INFO] 2021-10-22 11:06:24 > Step: 281500 Progress: 28.1% Elapsed: 3 days, 20:54:02 Gen_loss: 1.707 Dis_loss: 1.0 Cls_loss: 1.563 Topk: N/A ada_p: 0.1787
[INFO] 2021-10-22 11:08:09 > Step: 281600 Progress: 28.2% Elapsed: 3 days, 20:55:48 Gen_loss: 1.938 Dis_loss: 1.322 Cls_loss: 2.071 Topk: N/A ada_p: 0.1746
[INFO] 2021-10-22 11:09:44 > Step: 281700 Progress: 28.2% Elapsed: 3 days, 20:57:22 Gen_loss: 2.951 Dis_loss: 0.9018 Cls_loss: 1.848 Topk: N/A ada_p: 0.1722
[INFO] 2021-10-22 11:11:25 > Step: 281800 Progress: 28.2% Elapsed: 3 days, 20:59:04 Gen_loss: 1.699 Dis_loss: 1.048 Cls_loss: 2.12 Topk: N/A ada_p: 0.1773
[INFO] 2021-10-22 11:13:06 > Step: 281900 Progress: 28.2% Elapsed: 3 days, 21:00:45 Gen_loss: 2.864 Dis_loss: 0.8229 Cls_loss: 1.276 Topk: N/A ada_p: 0.1813
[INFO] 2021-10-22 11:14:53 > Step: 282000 Progress: 28.2% Elapsed: 3 days, 21:02:32 Gen_loss: 2.487 Dis_loss: 0.7733 Cls_loss: 1.423 Topk: N/A ada_p: 0.1833
[INFO] 2021-10-22 11:16:28 > Step: 282100 Progress: 28.2% Elapsed: 3 days, 21:04:07 Gen_loss: 1.713 Dis_loss: 1.019 Cls_loss: 1.815 Topk: N/A ada_p: 0.1847
[INFO] 2021-10-22 11:18:08 > Step: 282200 Progress: 28.2% Elapsed: 3 days, 21:05:47 Gen_loss: 1.213 Dis_loss: 1.456 Cls_loss: 1.645 Topk: N/A ada_p: 0.1799
[INFO] 2021-10-22 11:19:48 > Step: 282300 Progress: 28.2% Elapsed: 3 days, 21:07:27 Gen_loss: 2.713 Dis_loss: 1.048 Cls_loss: 1.423 Topk: N/A ada_p: 0.1767
[INFO] 2021-10-22 11:21:39 > Step: 282400 Progress: 28.2% Elapsed: 3 days, 21:09:18 Gen_loss: 3.547 Dis_loss: 1.066 Cls_loss: 1.754 Topk: N/A ada_p: 0.1805
[INFO] 2021-10-22 11:23:19 > Step: 282500 Progress: 28.2% Elapsed: 3 days, 21:10:58 Gen_loss: 2.991 Dis_loss: 1.221 Cls_loss: 1.734 Topk: N/A ada_p: 0.1829
[INFO] 2021-10-22 11:24:55 > Step: 282600 Progress: 28.3% Elapsed: 3 days, 21:12:34 Gen_loss: 2.644 Dis_loss: 0.7816 Cls_loss: 1.68 Topk: N/A ada_p: 0.1811
[INFO] 2021-10-22 11:26:36 > Step: 282700 Progress: 28.3% Elapsed: 3 days, 21:14:14 Gen_loss: 1.851 Dis_loss: 0.7139 Cls_loss: 1.701 Topk: N/A ada_p: 0.1756
[INFO] 2021-10-22 11:28:26 > Step: 282800 Progress: 28.3% Elapsed: 3 days, 21:16:05 Gen_loss: 2.74 Dis_loss: 0.9773 Cls_loss: 1.98 Topk: N/A ada_p: 0.1751
[INFO] 2021-10-22 11:30:06 > Step: 282900 Progress: 28.3% Elapsed: 3 days, 21:17:44 Gen_loss: 2.467 Dis_loss: 1.031 Cls_loss: 1.345 Topk: N/A ada_p: 0.1801
[INFO] 2021-10-22 11:31:45 > Step: 283000 Progress: 28.3% Elapsed: 3 days, 21:19:23 Gen_loss: 2.518 Dis_loss: 0.9576 Cls_loss: 1.908 Topk: N/A ada_p: 0.176
[INFO] 2021-10-22 11:33:25 > Step: 283100 Progress: 28.3% Elapsed: 3 days, 21:21:04 Gen_loss: 3.613 Dis_loss: 0.7848 Cls_loss: 1.815 Topk: N/A ada_p: 0.1726
[INFO] 2021-10-22 11:35:14 > Step: 283200 Progress: 28.3% Elapsed: 3 days, 21:22:53 Gen_loss: 2.226 Dis_loss: 0.7057 Cls_loss: 1.469 Topk: N/A ada_p: 0.1708
[INFO] 2021-10-22 11:36:51 > Step: 283300 Progress: 28.3% Elapsed: 3 days, 21:24:30 Gen_loss: 1.584 Dis_loss: 0.9017 Cls_loss: 1.619 Topk: N/A ada_p: 0.1699
[INFO] 2021-10-22 11:38:26 > Step: 283400 Progress: 28.3% Elapsed: 3 days, 21:26:05 Gen_loss: 2.191 Dis_loss: 0.6153 Cls_loss: 1.352 Topk: N/A ada_p: 0.1658
[INFO] 2021-10-22 11:40:07 > Step: 283500 Progress: 28.3% Elapsed: 3 days, 21:27:46 Gen_loss: 3.368 Dis_loss: 1.008 Cls_loss: 1.485 Topk: N/A ada_p: 0.1669
[INFO] 2021-10-22 11:41:55 > Step: 283600 Progress: 28.4% Elapsed: 3 days, 21:29:34 Gen_loss: 2.91 Dis_loss: 0.9076 Cls_loss: 1.157 Topk: N/A ada_p: 0.1667
[INFO] 2021-10-22 11:43:31 > Step: 283700 Progress: 28.4% Elapsed: 3 days, 21:31:10 Gen_loss: 0.8235 Dis_loss: 1.672 Cls_loss: 1.565 Topk: N/A ada_p: 0.1724
[INFO] 2021-10-22 11:45:05 > Step: 283800 Progress: 28.4% Elapsed: 3 days, 21:32:44 Gen_loss: 2.331 Dis_loss: 0.8219 Cls_loss: 1.486 Topk: N/A ada_p: 0.1747
[INFO] 2021-10-22 11:46:40 > Step: 283900 Progress: 28.4% Elapsed: 3 days, 21:34:19 Gen_loss: 2.368 Dis_loss: 0.9309 Cls_loss: 2.001 Topk: N/A ada_p: 0.1705
[INFO] 2021-10-22 11:48:26 > Step: 284000 Progress: 28.4% Elapsed: 3 days, 21:36:04 Gen_loss: 2.126 Dis_loss: 0.9455 Cls_loss: 1.613 Topk: N/A ada_p: 0.1713
[INFO] 2021-10-22 11:50:01 > Step: 284100 Progress: 28.4% Elapsed: 3 days, 21:37:40 Gen_loss: 1.374 Dis_loss: 0.6932 Cls_loss: 1.404 Topk: N/A ada_p: 0.1671
[INFO] 2021-10-22 11:51:36 > Step: 284200 Progress: 28.4% Elapsed: 3 days, 21:39:15 Gen_loss: 3.748 Dis_loss: 0.5514 Cls_loss: 1.396 Topk: N/A ada_p: 0.1671
[INFO] 2021-10-22 11:53:12 > Step: 284300 Progress: 28.4% Elapsed: 3 days, 21:40:51 Gen_loss: 1.811 Dis_loss: 0.7092 Cls_loss: 1.478 Topk: N/A ada_p: 0.1713
[INFO] 2021-10-22 11:54:57 > Step: 284400 Progress: 28.4% Elapsed: 3 days, 21:42:36 Gen_loss: 1.341 Dis_loss: 0.7825 Cls_loss: 1.679 Topk: N/A ada_p: 0.1703
[INFO] 2021-10-22 11:56:32 > Step: 284500 Progress: 28.4% Elapsed: 3 days, 21:44:11 Gen_loss: 2.484 Dis_loss: 0.7908 Cls_loss: 1.469 Topk: N/A ada_p: 0.1709
[INFO] 2021-10-22 11:58:06 > Step: 284600 Progress: 28.5% Elapsed: 3 days, 21:45:45 Gen_loss: 5.015 Dis_loss: 2.345 Cls_loss: 2.123 Topk: N/A ada_p: 0.1696
[INFO] 2021-10-22 11:59:41 > Step: 284700 Progress: 28.5% Elapsed: 3 days, 21:47:20 Gen_loss: 3.038 Dis_loss: 0.7789 Cls_loss: 1.586 Topk: N/A ada_p: 0.169
[INFO] 2021-10-22 12:01:25 > Step: 284800 Progress: 28.5% Elapsed: 3 days, 21:49:04 Gen_loss: 3.763 Dis_loss: 0.6856 Cls_loss: 1.532 Topk: N/A ada_p: 0.1749
[INFO] 2021-10-22 12:02:59 > Step: 284900 Progress: 28.5% Elapsed: 3 days, 21:50:38 Gen_loss: 3.823 Dis_loss: 0.9003 Cls_loss: 1.924 Topk: N/A ada_p: 0.1742
[INFO] 2021-10-22 12:04:35 > Step: 285000 Progress: 28.5% Elapsed: 3 days, 21:52:13 Gen_loss: 2.719 Dis_loss: 1.014 Cls_loss: 2.183 Topk: N/A ada_p: 0.1732
[INFO] 2021-10-22 12:06:20 > Step: 285100 Progress: 28.5% Elapsed: 3 days, 21:53:58 Gen_loss: 2.95 Dis_loss: 0.8026 Cls_loss: 1.635 Topk: N/A ada_p: 0.1785
[INFO] 2021-10-22 12:07:54 > Step: 285200 Progress: 28.5% Elapsed: 3 days, 21:55:33 Gen_loss: 2.227 Dis_loss: 0.9497 Cls_loss: 1.253 Topk: N/A ada_p: 0.1785
[INFO] 2021-10-22 12:09:28 > Step: 285300 Progress: 28.5% Elapsed: 3 days, 21:57:07 Gen_loss: 3.178 Dis_loss: 0.9333 Cls_loss: 1.228 Topk: N/A ada_p: 0.184
[INFO] 2021-10-22 12:11:02 > Step: 285400 Progress: 28.5% Elapsed: 3 days, 21:58:41 Gen_loss: 3.521 Dis_loss: 0.7722 Cls_loss: 1.924 Topk: N/A ada_p: 0.1847
[INFO] 2021-10-22 12:12:47 > Step: 285500 Progress: 28.5% Elapsed: 3 days, 22:00:26 Gen_loss: 2.703 Dis_loss: 0.9544 Cls_loss: 1.814 Topk: N/A ada_p: 0.18
[INFO] 2021-10-22 12:14:20 > Step: 285600 Progress: 28.6% Elapsed: 3 days, 22:01:59 Gen_loss: 1.301 Dis_loss: 0.8842 Cls_loss: 1.635 Topk: N/A ada_p: 0.179
[INFO] 2021-10-22 12:15:55 > Step: 285700 Progress: 28.6% Elapsed: 3 days, 22:03:33 Gen_loss: 4.535 Dis_loss: 1.28 Cls_loss: 1.686 Topk: N/A ada_p: 0.1806
[INFO] 2021-10-22 12:17:28 > Step: 285800 Progress: 28.6% Elapsed: 3 days, 22:05:07 Gen_loss: 2.917 Dis_loss: 0.9538 Cls_loss: 1.675 Topk: N/A ada_p: 0.1796
[INFO] 2021-10-22 12:19:12 > Step: 285900 Progress: 28.6% Elapsed: 3 days, 22:06:51 Gen_loss: 2.916 Dis_loss: 0.7119 Cls_loss: 1.706 Topk: N/A ada_p: 0.1764
[INFO] 2021-10-22 12:20:46 > Step: 286000 Progress: 28.6% Elapsed: 3 days, 22:08:25 Gen_loss: 2.651 Dis_loss: 1.212 Cls_loss: 2.011 Topk: N/A ada_p: 0.1782
[INFO] 2021-10-22 12:22:21 > Step: 286100 Progress: 28.6% Elapsed: 3 days, 22:09:59 Gen_loss: 1.761 Dis_loss: 0.8992 Cls_loss: 1.841 Topk: N/A ada_p: 0.174
[INFO] 2021-10-22 12:23:55 > Step: 286200 Progress: 28.6% Elapsed: 3 days, 22:11:34 Gen_loss: 3.795 Dis_loss: 1.064 Cls_loss: 1.408 Topk: N/A ada_p: 0.1768
[INFO] 2021-10-22 12:25:40 > Step: 286300 Progress: 28.6% Elapsed: 3 days, 22:13:19 Gen_loss: 2.506 Dis_loss: 0.9457 Cls_loss: 1.599 Topk: N/A ada_p: 0.1823
[INFO] 2021-10-22 12:27:15 > Step: 286400 Progress: 28.6% Elapsed: 3 days, 22:14:54 Gen_loss: 4.425 Dis_loss: 1.028 Cls_loss: 1.622 Topk: N/A ada_p: 0.1787
[INFO] 2021-10-22 12:28:49 > Step: 286500 Progress: 28.6% Elapsed: 3 days, 22:16:28 Gen_loss: 3.608 Dis_loss: 0.813 Cls_loss: 1.677 Topk: N/A ada_p: 0.175
[INFO] 2021-10-22 12:30:26 > Step: 286600 Progress: 28.7% Elapsed: 3 days, 22:18:04 Gen_loss: 1.984 Dis_loss: 0.9239 Cls_loss: 1.97 Topk: N/A ada_p: 0.174
[INFO] 2021-10-22 12:32:11 > Step: 286700 Progress: 28.7% Elapsed: 3 days, 22:19:50 Gen_loss: 1.56 Dis_loss: 2.853 Cls_loss: 1.551 Topk: N/A ada_p: 0.171
[INFO] 2021-10-22 12:33:46 > Step: 286800 Progress: 28.7% Elapsed: 3 days, 22:21:25 Gen_loss: 2.128 Dis_loss: 1.208 Cls_loss: 2.002 Topk: N/A ada_p: 0.1723
[INFO] 2021-10-22 12:35:21 > Step: 286900 Progress: 28.7% Elapsed: 3 days, 22:22:59 Gen_loss: 2.674 Dis_loss: 1.069 Cls_loss: 1.377 Topk: N/A ada_p: 0.1719
[INFO] 2021-10-22 12:36:55 > Step: 287000 Progress: 28.7% Elapsed: 3 days, 22:24:34 Gen_loss: 4.045 Dis_loss: 2.139 Cls_loss: 1.727 Topk: N/A ada_p: 0.1724
[INFO] 2021-10-22 12:38:40 > Step: 287100 Progress: 28.7% Elapsed: 3 days, 22:26:19 Gen_loss: 1.898 Dis_loss: 1.373 Cls_loss: 1.276 Topk: N/A ada_p: 0.1687
[INFO] 2021-10-22 12:40:15 > Step: 287200 Progress: 28.7% Elapsed: 3 days, 22:27:54 Gen_loss: 2.509 Dis_loss: 0.7087 Cls_loss: 1.588 Topk: N/A ada_p: 0.1728
[INFO] 2021-10-22 12:41:50 > Step: 287300 Progress: 28.7% Elapsed: 3 days, 22:29:29 Gen_loss: 3.31 Dis_loss: 0.8644 Cls_loss: 1.569 Topk: N/A ada_p: 0.1814
[INFO] 2021-10-22 12:43:25 > Step: 287400 Progress: 28.7% Elapsed: 3 days, 22:31:04 Gen_loss: 1.704 Dis_loss: 1.805 Cls_loss: 1.705 Topk: N/A ada_p: 0.1827
[INFO] 2021-10-22 12:45:10 > Step: 287500 Progress: 28.7% Elapsed: 3 days, 22:32:49 Gen_loss: 1.796 Dis_loss: 0.8046 Cls_loss: 2.085 Topk: N/A ada_p: 0.1851
[INFO] 2021-10-22 12:46:45 > Step: 287600 Progress: 28.8% Elapsed: 3 days, 22:34:24 Gen_loss: 2.391 Dis_loss: 0.8767 Cls_loss: 1.922 Topk: N/A ada_p: 0.1777
[INFO] 2021-10-22 12:48:20 > Step: 287700 Progress: 28.8% Elapsed: 3 days, 22:35:59 Gen_loss: 1.583 Dis_loss: 1.684 Cls_loss: 1.898 Topk: N/A ada_p: 0.1804
[INFO] 2021-10-22 12:49:55 > Step: 287800 Progress: 28.8% Elapsed: 3 days, 22:37:34 Gen_loss: 2.022 Dis_loss: 0.9397 Cls_loss: 1.897 Topk: N/A ada_p: 0.1873
[INFO] 2021-10-22 12:51:40 > Step: 287900 Progress: 28.8% Elapsed: 3 days, 22:39:19 Gen_loss: 0.6726 Dis_loss: 0.9945 Cls_loss: 1.509 Topk: N/A ada_p: 0.1874
[INFO] 2021-10-22 12:53:14 > Step: 288000 Progress: 28.8% Elapsed: 3 days, 22:40:53 Gen_loss: 2.707 Dis_loss: 0.95 Cls_loss: 2.184 Topk: N/A ada_p: 0.1831
[INFO] 2021-10-22 12:54:49 > Step: 288100 Progress: 28.8% Elapsed: 3 days, 22:42:28 Gen_loss: 2.866 Dis_loss: 0.8664 Cls_loss: 1.928 Topk: N/A ada_p: 0.1791
[INFO] 2021-10-22 12:56:24 > Step: 288200 Progress: 28.8% Elapsed: 3 days, 22:44:03 Gen_loss: 3.703 Dis_loss: 1.192 Cls_loss: 1.947 Topk: N/A ada_p: 0.1835
[INFO] 2021-10-22 12:58:09 > Step: 288300 Progress: 28.8% Elapsed: 3 days, 22:45:47 Gen_loss: 3.813 Dis_loss: 1.342 Cls_loss: 1.676 Topk: N/A ada_p: 0.1882
[INFO] 2021-10-22 12:59:43 > Step: 288400 Progress: 28.8% Elapsed: 3 days, 22:47:22 Gen_loss: 2.034 Dis_loss: 0.9232 Cls_loss: 1.669 Topk: N/A ada_p: 0.1913
[INFO] 2021-10-22 13:01:18 > Step: 288500 Progress: 28.8% Elapsed: 3 days, 22:48:57 Gen_loss: 3.314 Dis_loss: 1.177 Cls_loss: 1.528 Topk: N/A ada_p: 0.1852
[INFO] 2021-10-22 13:02:52 > Step: 288600 Progress: 28.9% Elapsed: 3 days, 22:50:31 Gen_loss: 2.557 Dis_loss: 0.7854 Cls_loss: 1.24 Topk: N/A ada_p: 0.1786
[INFO] 2021-10-22 13:04:38 > Step: 288700 Progress: 28.9% Elapsed: 3 days, 22:52:16 Gen_loss: 2.504 Dis_loss: 0.8762 Cls_loss: 1.807 Topk: N/A ada_p: 0.1772
[INFO] 2021-10-22 13:06:12 > Step: 288800 Progress: 28.9% Elapsed: 3 days, 22:53:51 Gen_loss: 1.127 Dis_loss: 0.5908 Cls_loss: 1.736 Topk: N/A ada_p: 0.1751
[INFO] 2021-10-22 13:07:47 > Step: 288900 Progress: 28.9% Elapsed: 3 days, 22:55:26 Gen_loss: 2.687 Dis_loss: 1.3 Cls_loss: 1.732 Topk: N/A ada_p: 0.1791
[INFO] 2021-10-22 13:09:33 > Step: 289000 Progress: 28.9% Elapsed: 3 days, 22:57:12 Gen_loss: 1.186 Dis_loss: 0.8828 Cls_loss: 1.571 Topk: N/A ada_p: 0.1809
[INFO] 2021-10-22 13:11:07 > Step: 289100 Progress: 28.9% Elapsed: 3 days, 22:58:46 Gen_loss: 1.643 Dis_loss: 0.9813 Cls_loss: 1.441 Topk: N/A ada_p: 0.1823
[INFO] 2021-10-22 13:12:42 > Step: 289200 Progress: 28.9% Elapsed: 3 days, 23:00:21 Gen_loss: 0.9814 Dis_loss: 1.245 Cls_loss: 1.666 Topk: N/A ada_p: 0.1872
[INFO] 2021-10-22 13:14:17 > Step: 289300 Progress: 28.9% Elapsed: 3 days, 23:01:56 Gen_loss: 1.243 Dis_loss: 0.7898 Cls_loss: 1.746 Topk: N/A ada_p: 0.187
[INFO] 2021-10-22 13:16:03 > Step: 289400 Progress: 28.9% Elapsed: 3 days, 23:03:42 Gen_loss: 2.145 Dis_loss: 0.878 Cls_loss: 1.492 Topk: N/A ada_p: 0.1855
[INFO] 2021-10-22 13:17:39 > Step: 289500 Progress: 28.9% Elapsed: 3 days, 23:05:17 Gen_loss: 1.962 Dis_loss: 0.985 Cls_loss: 2.077 Topk: N/A ada_p: 0.1861
[INFO] 2021-10-22 13:19:14 > Step: 289600 Progress: 29.0% Elapsed: 3 days, 23:06:53 Gen_loss: 2.127 Dis_loss: 1.075 Cls_loss: 2.143 Topk: N/A ada_p: 0.1872
[INFO] 2021-10-22 13:20:49 > Step: 289700 Progress: 29.0% Elapsed: 3 days, 23:08:27 Gen_loss: 2.004 Dis_loss: 1.005 Cls_loss: 1.873 Topk: N/A ada_p: 0.1799
[INFO] 2021-10-22 13:22:34 > Step: 289800 Progress: 29.0% Elapsed: 3 days, 23:10:12 Gen_loss: 3.658 Dis_loss: 0.5915 Cls_loss: 1.479 Topk: N/A ada_p: 0.1812
[INFO] 2021-10-22 13:24:08 > Step: 289900 Progress: 29.0% Elapsed: 3 days, 23:11:47 Gen_loss: 2.333 Dis_loss: 0.9894 Cls_loss: 1.44 Topk: N/A ada_p: 0.1797
[INFO] 2021-10-22 13:25:43 > Step: 290000 Progress: 29.0% Elapsed: 3 days, 23:13:22 Gen_loss: 2.122 Dis_loss: 1.076 Cls_loss: 1.638 Topk: N/A ada_p: 0.1813
[INFO] 2021-10-22 13:25:43 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-22 13:25:43 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_290000.png
[INFO] 2021-10-22 13:25:43 > Start Evaluation (290000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-22 13:25:43 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-22 13:31:17 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-22 13:36:56 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-22 14:00:20 > Inception score (Step: 290000, 50000 generated images): 10.62941837310791
[INFO] 2021-10-22 14:00:20 > FID score (Step: 290000, Using train moments): 2.936145614616862
[INFO] 2021-10-22 14:00:20 > Improved Precision (Step: 290000, Using train images): 0.76566
[INFO] 2021-10-22 14:00:20 > Improved Recall (Step: 290000, Using train images): 0.61814
[INFO] 2021-10-22 14:00:20 > Density (Step: 290000, Using train images): 1.127672
[INFO] 2021-10-22 14:00:20 > Coverage (Step: 290000, Using train images): 0.92124
[INFO] 2021-10-22 14:00:20 > Best FID score (Step: 290000, Using train moments): 2.936145614616862
[INFO] 2021-10-22 14:00:40 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-22 14:05:16 > Step: 290100 Progress: 29.0% Elapsed: 3 days, 23:52:55 Gen_loss: 3.798 Dis_loss: 1.668 Cls_loss: 1.528 Topk: N/A ada_p: 0.1814
[INFO] 2021-10-22 14:07:07 > Step: 290200 Progress: 29.0% Elapsed: 3 days, 23:54:46 Gen_loss: 3.356 Dis_loss: 0.8959 Cls_loss: 1.523 Topk: N/A ada_p: 0.1819
[INFO] 2021-10-22 14:08:42 > Step: 290300 Progress: 29.0% Elapsed: 3 days, 23:56:21 Gen_loss: 2.25 Dis_loss: 1.132 Cls_loss: 1.703 Topk: N/A ada_p: 0.1795
[INFO] 2021-10-22 14:10:16 > Step: 290400 Progress: 29.0% Elapsed: 3 days, 23:57:55 Gen_loss: 2.043 Dis_loss: 0.9167 Cls_loss: 1.869 Topk: N/A ada_p: 0.178
[INFO] 2021-10-22 14:11:51 > Step: 290500 Progress: 29.0% Elapsed: 3 days, 23:59:30 Gen_loss: 1.632 Dis_loss: 0.7747 Cls_loss: 2.093 Topk: N/A ada_p: 0.1781
[INFO] 2021-10-22 14:13:36 > Step: 290600 Progress: 29.1% Elapsed: 4 days, 0:01:15 Gen_loss: 1.883 Dis_loss: 1.699 Cls_loss: 1.534 Topk: N/A ada_p: 0.1788
[INFO] 2021-10-22 14:15:11 > Step: 290700 Progress: 29.1% Elapsed: 4 days, 0:02:50 Gen_loss: 2.252 Dis_loss: 1.113 Cls_loss: 1.667 Topk: N/A ada_p: 0.1826
[INFO] 2021-10-22 14:16:46 > Step: 290800 Progress: 29.1% Elapsed: 4 days, 0:04:25 Gen_loss: 2.598 Dis_loss: 0.7681 Cls_loss: 1.918 Topk: N/A ada_p: 0.18
[INFO] 2021-10-22 14:18:21 > Step: 290900 Progress: 29.1% Elapsed: 4 days, 0:06:00 Gen_loss: 2.631 Dis_loss: 0.9257 Cls_loss: 1.832 Topk: N/A ada_p: 0.1788
[INFO] 2021-10-22 14:20:06 > Step: 291000 Progress: 29.1% Elapsed: 4 days, 0:07:44 Gen_loss: 2.779 Dis_loss: 0.914 Cls_loss: 1.596 Topk: N/A ada_p: 0.1794
[INFO] 2021-10-22 14:21:41 > Step: 291100 Progress: 29.1% Elapsed: 4 days, 0:09:20 Gen_loss: 2.634 Dis_loss: 0.954 Cls_loss: 1.9 Topk: N/A ada_p: 0.1774
[INFO] 2021-10-22 14:23:15 > Step: 291200 Progress: 29.1% Elapsed: 4 days, 0:10:54 Gen_loss: 3.019 Dis_loss: 1.233 Cls_loss: 1.535 Topk: N/A ada_p: 0.1733
[INFO] 2021-10-22 14:24:50 > Step: 291300 Progress: 29.1% Elapsed: 4 days, 0:12:29 Gen_loss: 1.544 Dis_loss: 0.9022 Cls_loss: 1.626 Topk: N/A ada_p: 0.1771
[INFO] 2021-10-22 14:26:35 > Step: 291400 Progress: 29.1% Elapsed: 4 days, 0:14:14 Gen_loss: 1.797 Dis_loss: 0.8339 Cls_loss: 1.942 Topk: N/A ada_p: 0.1796
[INFO] 2021-10-22 14:28:10 > Step: 291500 Progress: 29.1% Elapsed: 4 days, 0:15:49 Gen_loss: 3.061 Dis_loss: 1.133 Cls_loss: 1.676 Topk: N/A ada_p: 0.1849
[INFO] 2021-10-22 14:29:45 > Step: 291600 Progress: 29.2% Elapsed: 4 days, 0:17:23 Gen_loss: 4.61 Dis_loss: 0.7955 Cls_loss: 1.654 Topk: N/A ada_p: 0.1836
[INFO] 2021-10-22 14:31:19 > Step: 291700 Progress: 29.2% Elapsed: 4 days, 0:18:58 Gen_loss: 1.975 Dis_loss: 0.6303 Cls_loss: 1.537 Topk: N/A ada_p: 0.1788
[INFO] 2021-10-22 14:33:04 > Step: 291800 Progress: 29.2% Elapsed: 4 days, 0:20:43 Gen_loss: 2.526 Dis_loss: 0.8414 Cls_loss: 1.471 Topk: N/A ada_p: 0.1773
[INFO] 2021-10-22 14:34:41 > Step: 291900 Progress: 29.2% Elapsed: 4 days, 0:22:20 Gen_loss: 3.053 Dis_loss: 1.344 Cls_loss: 1.54 Topk: N/A ada_p: 0.1721
[INFO] 2021-10-22 14:36:15 > Step: 292000 Progress: 29.2% Elapsed: 4 days, 0:23:54 Gen_loss: 1.712 Dis_loss: 0.7026 Cls_loss: 1.686 Topk: N/A ada_p: 0.1764
[INFO] 2021-10-22 14:37:50 > Step: 292100 Progress: 29.2% Elapsed: 4 days, 0:25:29 Gen_loss: 1.574 Dis_loss: 1.233 Cls_loss: 1.663 Topk: N/A ada_p: 0.1768
[INFO] 2021-10-22 14:39:36 > Step: 292200 Progress: 29.2% Elapsed: 4 days, 0:27:15 Gen_loss: 2.299 Dis_loss: 0.6638 Cls_loss: 1.628 Topk: N/A ada_p: 0.1809
[INFO] 2021-10-22 14:41:12 > Step: 292300 Progress: 29.2% Elapsed: 4 days, 0:28:50 Gen_loss: 1.983 Dis_loss: 1.18 Cls_loss: 2.023 Topk: N/A ada_p: 0.1808
[INFO] 2021-10-22 14:42:48 > Step: 292400 Progress: 29.2% Elapsed: 4 days, 0:30:27 Gen_loss: 1.36 Dis_loss: 0.9764 Cls_loss: 1.649 Topk: N/A ada_p: 0.1756
[INFO] 2021-10-22 14:44:23 > Step: 292500 Progress: 29.2% Elapsed: 4 days, 0:32:01 Gen_loss: 2.972 Dis_loss: 1.029 Cls_loss: 1.625 Topk: N/A ada_p: 0.1786
[INFO] 2021-10-22 14:46:07 > Step: 292600 Progress: 29.3% Elapsed: 4 days, 0:33:46 Gen_loss: 2.823 Dis_loss: 0.9826 Cls_loss: 1.938 Topk: N/A ada_p: 0.1745
[INFO] 2021-10-22 14:47:42 > Step: 292700 Progress: 29.3% Elapsed: 4 days, 0:35:20 Gen_loss: 2.072 Dis_loss: 0.9747 Cls_loss: 1.835 Topk: N/A ada_p: 0.178
[INFO] 2021-10-22 14:49:17 > Step: 292800 Progress: 29.3% Elapsed: 4 days, 0:36:56 Gen_loss: 3.849 Dis_loss: 1.082 Cls_loss: 1.894 Topk: N/A ada_p: 0.1797
[INFO] 2021-10-22 14:51:02 > Step: 292900 Progress: 29.3% Elapsed: 4 days, 0:38:41 Gen_loss: 1.852 Dis_loss: 0.9743 Cls_loss: 1.911 Topk: N/A ada_p: 0.186
[INFO] 2021-10-22 14:52:36 > Step: 293000 Progress: 29.3% Elapsed: 4 days, 0:40:15 Gen_loss: 1.62 Dis_loss: 0.9136 Cls_loss: 2.125 Topk: N/A ada_p: 0.1876
[INFO] 2021-10-22 14:54:11 > Step: 293100 Progress: 29.3% Elapsed: 4 days, 0:41:50 Gen_loss: 2.437 Dis_loss: 1.106 Cls_loss: 1.648 Topk: N/A ada_p: 0.1805
[INFO] 2021-10-22 14:55:46 > Step: 293200 Progress: 29.3% Elapsed: 4 days, 0:43:24 Gen_loss: 3.782 Dis_loss: 0.7369 Cls_loss: 1.597 Topk: N/A ada_p: 0.1851
[INFO] 2021-10-22 14:57:31 > Step: 293300 Progress: 29.3% Elapsed: 4 days, 0:45:09 Gen_loss: 2.469 Dis_loss: 0.7762 Cls_loss: 1.48 Topk: N/A ada_p: 0.1824
[INFO] 2021-10-22 14:59:06 > Step: 293400 Progress: 29.3% Elapsed: 4 days, 0:46:44 Gen_loss: 2.047 Dis_loss: 0.9984 Cls_loss: 1.871 Topk: N/A ada_p: 0.1832
[INFO] 2021-10-22 15:00:41 > Step: 293500 Progress: 29.3% Elapsed: 4 days, 0:48:20 Gen_loss: 2.325 Dis_loss: 0.8084 Cls_loss: 1.489 Topk: N/A ada_p: 0.1805
[INFO] 2021-10-22 15:02:16 > Step: 293600 Progress: 29.4% Elapsed: 4 days, 0:49:55 Gen_loss: 2.371 Dis_loss: 0.7666 Cls_loss: 1.75 Topk: N/A ada_p: 0.1792
[INFO] 2021-10-22 15:04:02 > Step: 293700 Progress: 29.4% Elapsed: 4 days, 0:51:40 Gen_loss: 3.458 Dis_loss: 0.6161 Cls_loss: 1.55 Topk: N/A ada_p: 0.1796
[INFO] 2021-10-22 15:05:36 > Step: 293800 Progress: 29.4% Elapsed: 4 days, 0:53:15 Gen_loss: 0.8607 Dis_loss: 1.204 Cls_loss: 2.163 Topk: N/A ada_p: 0.1786
[INFO] 2021-10-22 15:07:11 > Step: 293900 Progress: 29.4% Elapsed: 4 days, 0:54:50 Gen_loss: 1.894 Dis_loss: 0.7711 Cls_loss: 1.718 Topk: N/A ada_p: 0.1772
[INFO] 2021-10-22 15:08:46 > Step: 294000 Progress: 29.4% Elapsed: 4 days, 0:56:25 Gen_loss: 1.35 Dis_loss: 0.6475 Cls_loss: 1.15 Topk: N/A ada_p: 0.1739
[INFO] 2021-10-22 15:10:30 > Step: 294100 Progress: 29.4% Elapsed: 4 days, 0:58:09 Gen_loss: 1.496 Dis_loss: 1.024 Cls_loss: 1.478 Topk: N/A ada_p: 0.1791
[INFO] 2021-10-22 15:12:05 > Step: 294200 Progress: 29.4% Elapsed: 4 days, 0:59:44 Gen_loss: 3.04 Dis_loss: 1.271 Cls_loss: 1.921 Topk: N/A ada_p: 0.1776
[INFO] 2021-10-22 15:13:39 > Step: 294300 Progress: 29.4% Elapsed: 4 days, 1:01:18 Gen_loss: 2.731 Dis_loss: 0.8542 Cls_loss: 1.719 Topk: N/A ada_p: 0.1713
[INFO] 2021-10-22 15:15:14 > Step: 294400 Progress: 29.4% Elapsed: 4 days, 1:02:52 Gen_loss: 2.536 Dis_loss: 0.7937 Cls_loss: 1.647 Topk: N/A ada_p: 0.1808
[INFO] 2021-10-22 15:16:58 > Step: 294500 Progress: 29.4% Elapsed: 4 days, 1:04:37 Gen_loss: 4.463 Dis_loss: 1.201 Cls_loss: 1.635 Topk: N/A ada_p: 0.1829
[INFO] 2021-10-22 15:18:32 > Step: 294600 Progress: 29.5% Elapsed: 4 days, 1:06:11 Gen_loss: 2.944 Dis_loss: 0.904 Cls_loss: 1.69 Topk: N/A ada_p: 0.1801
[INFO] 2021-10-22 15:20:07 > Step: 294700 Progress: 29.5% Elapsed: 4 days, 1:07:45 Gen_loss: 1.675 Dis_loss: 0.89 Cls_loss: 1.902 Topk: N/A ada_p: 0.1828
[INFO] 2021-10-22 15:21:41 > Step: 294800 Progress: 29.5% Elapsed: 4 days, 1:09:20 Gen_loss: 2.93 Dis_loss: 0.9029 Cls_loss: 1.572 Topk: N/A ada_p: 0.1815
[INFO] 2021-10-22 15:23:25 > Step: 294900 Progress: 29.5% Elapsed: 4 days, 1:11:04 Gen_loss: 1.317 Dis_loss: 0.9991 Cls_loss: 1.584 Topk: N/A ada_p: 0.1852
[INFO] 2021-10-22 15:24:59 > Step: 295000 Progress: 29.5% Elapsed: 4 days, 1:12:38 Gen_loss: 2.286 Dis_loss: 0.8645 Cls_loss: 1.904 Topk: N/A ada_p: 0.1845
[INFO] 2021-10-22 15:26:34 > Step: 295100 Progress: 29.5% Elapsed: 4 days, 1:14:13 Gen_loss: 1.875 Dis_loss: 1.301 Cls_loss: 1.615 Topk: N/A ada_p: 0.1831
[INFO] 2021-10-22 15:28:08 > Step: 295200 Progress: 29.5% Elapsed: 4 days, 1:15:47 Gen_loss: 4.684 Dis_loss: 0.9435 Cls_loss: 1.762 Topk: N/A ada_p: 0.1856
[INFO] 2021-10-22 15:29:52 > Step: 295300 Progress: 29.5% Elapsed: 4 days, 1:17:31 Gen_loss: 3.567 Dis_loss: 1.191 Cls_loss: 1.78 Topk: N/A ada_p: 0.1847
[INFO] 2021-10-22 15:31:26 > Step: 295400 Progress: 29.5% Elapsed: 4 days, 1:19:04 Gen_loss: 2.684 Dis_loss: 0.6723 Cls_loss: 1.53 Topk: N/A ada_p: 0.1765
[INFO] 2021-10-22 15:33:00 > Step: 295500 Progress: 29.5% Elapsed: 4 days, 1:20:39 Gen_loss: 2.504 Dis_loss: 1.038 Cls_loss: 1.453 Topk: N/A ada_p: 0.1772
[INFO] 2021-10-22 15:34:34 > Step: 295600 Progress: 29.6% Elapsed: 4 days, 1:22:12 Gen_loss: 1.571 Dis_loss: 1.135 Cls_loss: 1.577 Topk: N/A ada_p: 0.1754
[INFO] 2021-10-22 15:36:17 > Step: 295700 Progress: 29.6% Elapsed: 4 days, 1:23:56 Gen_loss: 2.496 Dis_loss: 0.5983 Cls_loss: 1.574 Topk: N/A ada_p: 0.1763
[INFO] 2021-10-22 15:37:51 > Step: 295800 Progress: 29.6% Elapsed: 4 days, 1:25:30 Gen_loss: 2.836 Dis_loss: 1.197 Cls_loss: 2.081 Topk: N/A ada_p: 0.1763
[INFO] 2021-10-22 15:39:25 > Step: 295900 Progress: 29.6% Elapsed: 4 days, 1:27:03 Gen_loss: 3.145 Dis_loss: 0.928 Cls_loss: 1.394 Topk: N/A ada_p: 0.1772
[INFO] 2021-10-22 15:40:58 > Step: 296000 Progress: 29.6% Elapsed: 4 days, 1:28:37 Gen_loss: 2.585 Dis_loss: 1.294 Cls_loss: 1.54 Topk: N/A ada_p: 0.1818
[INFO] 2021-10-22 15:42:42 > Step: 296100 Progress: 29.6% Elapsed: 4 days, 1:30:21 Gen_loss: 2.38 Dis_loss: 0.8159 Cls_loss: 1.621 Topk: N/A ada_p: 0.175
[INFO] 2021-10-22 15:44:16 > Step: 296200 Progress: 29.6% Elapsed: 4 days, 1:31:55 Gen_loss: 1.871 Dis_loss: 0.9556 Cls_loss: 1.416 Topk: N/A ada_p: 0.173
[INFO] 2021-10-22 15:45:51 > Step: 296300 Progress: 29.6% Elapsed: 4 days, 1:33:30 Gen_loss: 4.363 Dis_loss: 0.7155 Cls_loss: 1.418 Topk: N/A ada_p: 0.1669
[INFO] 2021-10-22 15:47:25 > Step: 296400 Progress: 29.6% Elapsed: 4 days, 1:35:04 Gen_loss: 3.04 Dis_loss: 0.8973 Cls_loss: 1.537 Topk: N/A ada_p: 0.1675
[INFO] 2021-10-22 15:49:10 > Step: 296500 Progress: 29.6% Elapsed: 4 days, 1:36:49 Gen_loss: 3.004 Dis_loss: 0.8585 Cls_loss: 1.678 Topk: N/A ada_p: 0.1689
[INFO] 2021-10-22 15:50:44 > Step: 296600 Progress: 29.7% Elapsed: 4 days, 1:38:23 Gen_loss: 3.948 Dis_loss: 0.8265 Cls_loss: 1.626 Topk: N/A ada_p: 0.174
[INFO] 2021-10-22 15:52:19 > Step: 296700 Progress: 29.7% Elapsed: 4 days, 1:39:58 Gen_loss: 2.771 Dis_loss: 0.8905 Cls_loss: 1.584 Topk: N/A ada_p: 0.1787
[INFO] 2021-10-22 15:54:03 > Step: 296800 Progress: 29.7% Elapsed: 4 days, 1:41:42 Gen_loss: 3.035 Dis_loss: 0.8878 Cls_loss: 1.679 Topk: N/A ada_p: 0.1744
[INFO] 2021-10-22 15:55:37 > Step: 296900 Progress: 29.7% Elapsed: 4 days, 1:43:16 Gen_loss: 2.9 Dis_loss: 1.047 Cls_loss: 1.783 Topk: N/A ada_p: 0.173
[INFO] 2021-10-22 15:57:12 > Step: 297000 Progress: 29.7% Elapsed: 4 days, 1:44:51 Gen_loss: 1.884 Dis_loss: 1.062 Cls_loss: 1.596 Topk: N/A ada_p: 0.1773
[INFO] 2021-10-22 15:58:47 > Step: 297100 Progress: 29.7% Elapsed: 4 days, 1:46:26 Gen_loss: 2.721 Dis_loss: 1.042 Cls_loss: 1.649 Topk: N/A ada_p: 0.1756
[INFO] 2021-10-22 16:00:32 > Step: 297200 Progress: 29.7% Elapsed: 4 days, 1:48:10 Gen_loss: 2.687 Dis_loss: 0.8746 Cls_loss: 1.607 Topk: N/A ada_p: 0.1759
[INFO] 2021-10-22 16:02:06 > Step: 297300 Progress: 29.7% Elapsed: 4 days, 1:49:45 Gen_loss: 1.792 Dis_loss: 0.8889 Cls_loss: 1.444 Topk: N/A ada_p: 0.1814
[INFO] 2021-10-22 16:03:41 > Step: 297400 Progress: 29.7% Elapsed: 4 days, 1:51:20 Gen_loss: 1.857 Dis_loss: 0.8394 Cls_loss: 1.811 Topk: N/A ada_p: 0.1791
[INFO] 2021-10-22 16:05:16 > Step: 297500 Progress: 29.8% Elapsed: 4 days, 1:52:55 Gen_loss: 2.698 Dis_loss: 1.171 Cls_loss: 1.853 Topk: N/A ada_p: 0.1859
[INFO] 2021-10-22 16:07:00 > Step: 297600 Progress: 29.8% Elapsed: 4 days, 1:54:39 Gen_loss: 1.002 Dis_loss: 1.507 Cls_loss: 1.923 Topk: N/A ada_p: 0.1867
[INFO] 2021-10-22 16:08:35 > Step: 297700 Progress: 29.8% Elapsed: 4 days, 1:56:14 Gen_loss: 1.928 Dis_loss: 0.7072 Cls_loss: 1.825 Topk: N/A ada_p: 0.1832
[INFO] 2021-10-22 16:10:10 > Step: 297800 Progress: 29.8% Elapsed: 4 days, 1:57:48 Gen_loss: 2.402 Dis_loss: 1.106 Cls_loss: 2.151 Topk: N/A ada_p: 0.1794
[INFO] 2021-10-22 16:11:45 > Step: 297900 Progress: 29.8% Elapsed: 4 days, 1:59:24 Gen_loss: 3.655 Dis_loss: 0.9844 Cls_loss: 1.637 Topk: N/A ada_p: 0.1805
[INFO] 2021-10-22 16:13:30 > Step: 298000 Progress: 29.8% Elapsed: 4 days, 2:01:09 Gen_loss: 3.03 Dis_loss: 1.069 Cls_loss: 2.087 Topk: N/A ada_p: 0.1826
[INFO] 2021-10-22 16:15:05 > Step: 298100 Progress: 29.8% Elapsed: 4 days, 2:02:44 Gen_loss: 2.128 Dis_loss: 0.9758 Cls_loss: 1.577 Topk: N/A ada_p: 0.184
[INFO] 2021-10-22 16:16:41 > Step: 298200 Progress: 29.8% Elapsed: 4 days, 2:04:20 Gen_loss: 0.9128 Dis_loss: 0.7271 Cls_loss: 1.758 Topk: N/A ada_p: 0.1911
[INFO] 2021-10-22 16:18:16 > Step: 298300 Progress: 29.8% Elapsed: 4 days, 2:05:55 Gen_loss: 1.867 Dis_loss: 0.9806 Cls_loss: 1.414 Topk: N/A ada_p: 0.189
[INFO] 2021-10-22 16:20:01 > Step: 298400 Progress: 29.8% Elapsed: 4 days, 2:07:40 Gen_loss: 1.54 Dis_loss: 1.694 Cls_loss: 1.429 Topk: N/A ada_p: 0.1782
[INFO] 2021-10-22 16:21:36 > Step: 298500 Progress: 29.8% Elapsed: 4 days, 2:09:15 Gen_loss: 1.686 Dis_loss: 0.9881 Cls_loss: 2.005 Topk: N/A ada_p: 0.1801
[INFO] 2021-10-22 16:23:10 > Step: 298600 Progress: 29.9% Elapsed: 4 days, 2:10:49 Gen_loss: 1.77 Dis_loss: 0.6761 Cls_loss: 1.614 Topk: N/A ada_p: 0.1748
[INFO] 2021-10-22 16:24:45 > Step: 298700 Progress: 29.9% Elapsed: 4 days, 2:12:24 Gen_loss: 2.621 Dis_loss: 0.8509 Cls_loss: 1.739 Topk: N/A ada_p: 0.1774
[INFO] 2021-10-22 16:26:29 > Step: 298800 Progress: 29.9% Elapsed: 4 days, 2:14:08 Gen_loss: 1.713 Dis_loss: 0.8037 Cls_loss: 1.505 Topk: N/A ada_p: 0.1797
[INFO] 2021-10-22 16:28:04 > Step: 298900 Progress: 29.9% Elapsed: 4 days, 2:15:43 Gen_loss: 2.955 Dis_loss: 0.8642 Cls_loss: 1.451 Topk: N/A ada_p: 0.1791
[INFO] 2021-10-22 16:29:39 > Step: 299000 Progress: 29.9% Elapsed: 4 days, 2:17:18 Gen_loss: 3.447 Dis_loss: 1.077 Cls_loss: 1.372 Topk: N/A ada_p: 0.1783
[INFO] 2021-10-22 16:31:14 > Step: 299100 Progress: 29.9% Elapsed: 4 days, 2:18:53 Gen_loss: 2.657 Dis_loss: 1.032 Cls_loss: 2.071 Topk: N/A ada_p: 0.1777
[INFO] 2021-10-22 16:32:59 > Step: 299200 Progress: 29.9% Elapsed: 4 days, 2:20:38 Gen_loss: 2.834 Dis_loss: 0.8485 Cls_loss: 1.49 Topk: N/A ada_p: 0.1785
[INFO] 2021-10-22 16:34:34 > Step: 299300 Progress: 29.9% Elapsed: 4 days, 2:22:13 Gen_loss: 3.148 Dis_loss: 0.9912 Cls_loss: 1.952 Topk: N/A ada_p: 0.1822
[INFO] 2021-10-22 16:36:09 > Step: 299400 Progress: 29.9% Elapsed: 4 days, 2:23:47 Gen_loss: 1.421 Dis_loss: 0.9645 Cls_loss: 1.465 Topk: N/A ada_p: 0.1868
[INFO] 2021-10-22 16:37:44 > Step: 299500 Progress: 29.9% Elapsed: 4 days, 2:25:23 Gen_loss: 1.028 Dis_loss: 1.268 Cls_loss: 1.933 Topk: N/A ada_p: 0.1833
[INFO] 2021-10-22 16:39:29 > Step: 299600 Progress: 30.0% Elapsed: 4 days, 2:27:08 Gen_loss: 3.836 Dis_loss: 0.6917 Cls_loss: 1.465 Topk: N/A ada_p: 0.1785
[INFO] 2021-10-22 16:41:04 > Step: 299700 Progress: 30.0% Elapsed: 4 days, 2:28:43 Gen_loss: 2.871 Dis_loss: 1.09 Cls_loss: 1.744 Topk: N/A ada_p: 0.1812
[INFO] 2021-10-22 16:42:39 > Step: 299800 Progress: 30.0% Elapsed: 4 days, 2:30:17 Gen_loss: 1.738 Dis_loss: 1.329 Cls_loss: 1.911 Topk: N/A ada_p: 0.1794
[INFO] 2021-10-22 16:44:14 > Step: 299900 Progress: 30.0% Elapsed: 4 days, 2:31:53 Gen_loss: 3.773 Dis_loss: 1.257 Cls_loss: 1.8 Topk: N/A ada_p: 0.1828
[INFO] 2021-10-22 16:45:59 > Step: 300000 Progress: 30.0% Elapsed: 4 days, 2:33:38 Gen_loss: 2.569 Dis_loss: 0.8402 Cls_loss: 1.569 Topk: N/A ada_p: 0.1849
[INFO] 2021-10-22 16:45:59 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-22 16:45:59 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_300000.png
[INFO] 2021-10-22 16:45:59 > Start Evaluation (300000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-22 16:45:59 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-22 16:51:33 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-22 16:57:12 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-22 17:20:50 > Inception score (Step: 300000, 50000 generated images): 10.562231063842773
[INFO] 2021-10-22 17:20:50 > FID score (Step: 300000, Using train moments): 2.8841622218249086
[INFO] 2021-10-22 17:20:50 > Improved Precision (Step: 300000, Using train images): 0.76254
[INFO] 2021-10-22 17:20:50 > Improved Recall (Step: 300000, Using train images): 0.6229
[INFO] 2021-10-22 17:20:50 > Density (Step: 300000, Using train images): 1.133056
[INFO] 2021-10-22 17:20:50 > Coverage (Step: 300000, Using train images): 0.92286
[INFO] 2021-10-22 17:20:50 > Best FID score (Step: 300000, Using train moments): 2.8841622218249086
[INFO] 2021-10-22 17:21:12 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-22 17:25:43 > Step: 300100 Progress: 30.0% Elapsed: 4 days, 3:13:22 Gen_loss: 2.442 Dis_loss: 1.046 Cls_loss: 1.869 Topk: N/A ada_p: 0.186
[INFO] 2021-10-22 17:27:17 > Step: 300200 Progress: 30.0% Elapsed: 4 days, 3:14:56 Gen_loss: 1.106 Dis_loss: 1.453 Cls_loss: 2.052 Topk: N/A ada_p: 0.184
[INFO] 2021-10-22 17:28:52 > Step: 300300 Progress: 30.0% Elapsed: 4 days, 3:16:31 Gen_loss: 1.497 Dis_loss: 0.8816 Cls_loss: 1.654 Topk: N/A ada_p: 0.1859
[INFO] 2021-10-22 17:30:43 > Step: 300400 Progress: 30.0% Elapsed: 4 days, 3:18:21 Gen_loss: 2.007 Dis_loss: 1.099 Cls_loss: 1.894 Topk: N/A ada_p: 0.1882
[INFO] 2021-10-22 17:32:17 > Step: 300500 Progress: 30.0% Elapsed: 4 days, 3:19:56 Gen_loss: 2.376 Dis_loss: 1.088 Cls_loss: 2.065 Topk: N/A ada_p: 0.1863
[INFO] 2021-10-22 17:33:52 > Step: 300600 Progress: 30.1% Elapsed: 4 days, 3:21:31 Gen_loss: 4.152 Dis_loss: 2.608 Cls_loss: 1.658 Topk: N/A ada_p: 0.1842
[INFO] 2021-10-22 17:35:37 > Step: 300700 Progress: 30.1% Elapsed: 4 days, 3:23:16 Gen_loss: 2.53 Dis_loss: 0.6853 Cls_loss: 1.676 Topk: N/A ada_p: 0.1846
[INFO] 2021-10-22 17:37:12 > Step: 300800 Progress: 30.1% Elapsed: 4 days, 3:24:51 Gen_loss: 0.6364 Dis_loss: 1.257 Cls_loss: 1.889 Topk: N/A ada_p: 0.1915
[INFO] 2021-10-22 17:38:47 > Step: 300900 Progress: 30.1% Elapsed: 4 days, 3:26:25 Gen_loss: 3.283 Dis_loss: 0.8228 Cls_loss: 1.649 Topk: N/A ada_p: 0.1883
[INFO] 2021-10-22 17:40:21 > Step: 301000 Progress: 30.1% Elapsed: 4 days, 3:28:00 Gen_loss: 1.756 Dis_loss: 1.264 Cls_loss: 2.394 Topk: N/A ada_p: 0.1952
[INFO] 2021-10-22 17:42:06 > Step: 301100 Progress: 30.1% Elapsed: 4 days, 3:29:45 Gen_loss: 2.61 Dis_loss: 1.06 Cls_loss: 1.833 Topk: N/A ada_p: 0.1895
[INFO] 2021-10-22 17:43:40 > Step: 301200 Progress: 30.1% Elapsed: 4 days, 3:31:19 Gen_loss: 2.472 Dis_loss: 0.9511 Cls_loss: 1.638 Topk: N/A ada_p: 0.1915
[INFO] 2021-10-22 17:45:15 > Step: 301300 Progress: 30.1% Elapsed: 4 days, 3:32:53 Gen_loss: 3.669 Dis_loss: 0.9501 Cls_loss: 1.493 Topk: N/A ada_p: 0.1919
[INFO] 2021-10-22 17:46:49 > Step: 301400 Progress: 30.1% Elapsed: 4 days, 3:34:28 Gen_loss: 2.144 Dis_loss: 1.183 Cls_loss: 2.127 Topk: N/A ada_p: 0.1937
[INFO] 2021-10-22 17:48:34 > Step: 301500 Progress: 30.1% Elapsed: 4 days, 3:36:13 Gen_loss: 4.484 Dis_loss: 1.369 Cls_loss: 1.603 Topk: N/A ada_p: 0.1918
[INFO] 2021-10-22 17:50:09 > Step: 301600 Progress: 30.2% Elapsed: 4 days, 3:37:48 Gen_loss: 2.964 Dis_loss: 1.558 Cls_loss: 1.451 Topk: N/A ada_p: 0.1905
[INFO] 2021-10-22 17:51:44 > Step: 301700 Progress: 30.2% Elapsed: 4 days, 3:39:23 Gen_loss: 1.922 Dis_loss: 0.8691 Cls_loss: 1.775 Topk: N/A ada_p: 0.1888
[INFO] 2021-10-22 17:53:18 > Step: 301800 Progress: 30.2% Elapsed: 4 days, 3:40:57 Gen_loss: 3.023 Dis_loss: 0.7966 Cls_loss: 1.474 Topk: N/A ada_p: 0.1883
[INFO] 2021-10-22 17:55:03 > Step: 301900 Progress: 30.2% Elapsed: 4 days, 3:42:42 Gen_loss: 1.486 Dis_loss: 0.9599 Cls_loss: 1.111 Topk: N/A ada_p: 0.1895
[INFO] 2021-10-22 17:56:37 > Step: 302000 Progress: 30.2% Elapsed: 4 days, 3:44:16 Gen_loss: 3.802 Dis_loss: 1.228 Cls_loss: 1.611 Topk: N/A ada_p: 0.1877
[INFO] 2021-10-22 17:58:12 > Step: 302100 Progress: 30.2% Elapsed: 4 days, 3:45:51 Gen_loss: 1.951 Dis_loss: 0.9293 Cls_loss: 1.479 Topk: N/A ada_p: 0.1909
[INFO] 2021-10-22 17:59:47 > Step: 302200 Progress: 30.2% Elapsed: 4 days, 3:47:25 Gen_loss: 1.748 Dis_loss: 0.6596 Cls_loss: 1.572 Topk: N/A ada_p: 0.1832
[INFO] 2021-10-22 18:01:31 > Step: 302300 Progress: 30.2% Elapsed: 4 days, 3:49:10 Gen_loss: 1.93 Dis_loss: 0.8433 Cls_loss: 1.528 Topk: N/A ada_p: 0.1864
[INFO] 2021-10-22 18:03:06 > Step: 302400 Progress: 30.2% Elapsed: 4 days, 3:50:45 Gen_loss: 2.072 Dis_loss: 0.7472 Cls_loss: 1.53 Topk: N/A ada_p: 0.1879
[INFO] 2021-10-22 18:04:41 > Step: 302500 Progress: 30.2% Elapsed: 4 days, 3:52:19 Gen_loss: 3.573 Dis_loss: 0.7325 Cls_loss: 1.343 Topk: N/A ada_p: 0.1876
[INFO] 2021-10-22 18:06:15 > Step: 302600 Progress: 30.3% Elapsed: 4 days, 3:53:54 Gen_loss: 1.076 Dis_loss: 1.658 Cls_loss: 1.794 Topk: N/A ada_p: 0.1832
[INFO] 2021-10-22 18:08:00 > Step: 302700 Progress: 30.3% Elapsed: 4 days, 3:55:39 Gen_loss: 2.483 Dis_loss: 1.204 Cls_loss: 1.804 Topk: N/A ada_p: 0.1785
[INFO] 2021-10-22 18:09:34 > Step: 302800 Progress: 30.3% Elapsed: 4 days, 3:57:13 Gen_loss: 1.509 Dis_loss: 1.585 Cls_loss: 1.957 Topk: N/A ada_p: 0.1777
[INFO] 2021-10-22 18:11:09 > Step: 302900 Progress: 30.3% Elapsed: 4 days, 3:58:48 Gen_loss: 2.543 Dis_loss: 1.342 Cls_loss: 1.844 Topk: N/A ada_p: 0.1794
[INFO] 2021-10-22 18:12:44 > Step: 303000 Progress: 30.3% Elapsed: 4 days, 4:00:22 Gen_loss: 2.963 Dis_loss: 0.9455 Cls_loss: 1.705 Topk: N/A ada_p: 0.1835
[INFO] 2021-10-22 18:14:28 > Step: 303100 Progress: 30.3% Elapsed: 4 days, 4:02:07 Gen_loss: 1.303 Dis_loss: 0.8947 Cls_loss: 1.523 Topk: N/A ada_p: 0.1854
[INFO] 2021-10-22 18:16:03 > Step: 303200 Progress: 30.3% Elapsed: 4 days, 4:03:41 Gen_loss: 2.427 Dis_loss: 0.6701 Cls_loss: 1.676 Topk: N/A ada_p: 0.1856
[INFO] 2021-10-22 18:17:37 > Step: 303300 Progress: 30.3% Elapsed: 4 days, 4:05:16 Gen_loss: 3.367 Dis_loss: 0.7602 Cls_loss: 1.539 Topk: N/A ada_p: 0.1847
[INFO] 2021-10-22 18:19:12 > Step: 303400 Progress: 30.3% Elapsed: 4 days, 4:06:51 Gen_loss: 2.643 Dis_loss: 0.9505 Cls_loss: 1.585 Topk: N/A ada_p: 0.1837
[INFO] 2021-10-22 18:20:57 > Step: 303500 Progress: 30.3% Elapsed: 4 days, 4:08:36 Gen_loss: 2.403 Dis_loss: 1.262 Cls_loss: 1.817 Topk: N/A ada_p: 0.1895
[INFO] 2021-10-22 18:22:32 > Step: 303600 Progress: 30.4% Elapsed: 4 days, 4:10:10 Gen_loss: 2.702 Dis_loss: 0.8437 Cls_loss: 1.757 Topk: N/A ada_p: 0.1851
[INFO] 2021-10-22 18:24:06 > Step: 303700 Progress: 30.4% Elapsed: 4 days, 4:11:45 Gen_loss: 1.254 Dis_loss: 1.067 Cls_loss: 1.886 Topk: N/A ada_p: 0.1837
[INFO] 2021-10-22 18:25:41 > Step: 303800 Progress: 30.4% Elapsed: 4 days, 4:13:20 Gen_loss: 1.991 Dis_loss: 1.005 Cls_loss: 1.831 Topk: N/A ada_p: 0.1835
[INFO] 2021-10-22 18:27:26 > Step: 303900 Progress: 30.4% Elapsed: 4 days, 4:15:05 Gen_loss: 3.004 Dis_loss: 1.109 Cls_loss: 2.035 Topk: N/A ada_p: 0.1813
[INFO] 2021-10-22 18:29:01 > Step: 304000 Progress: 30.4% Elapsed: 4 days, 4:16:39 Gen_loss: 3.493 Dis_loss: 0.8653 Cls_loss: 1.831 Topk: N/A ada_p: 0.1864
[INFO] 2021-10-22 18:30:35 > Step: 304100 Progress: 30.4% Elapsed: 4 days, 4:18:14 Gen_loss: 3.728 Dis_loss: 0.9488 Cls_loss: 1.536 Topk: N/A ada_p: 0.1794
[INFO] 2021-10-22 18:32:10 > Step: 304200 Progress: 30.4% Elapsed: 4 days, 4:19:48 Gen_loss: 1.295 Dis_loss: 1.074 Cls_loss: 1.856 Topk: N/A ada_p: 0.1753
[INFO] 2021-10-22 18:33:54 > Step: 304300 Progress: 30.4% Elapsed: 4 days, 4:21:33 Gen_loss: 2.343 Dis_loss: 0.8912 Cls_loss: 1.791 Topk: N/A ada_p: 0.1718
[INFO] 2021-10-22 18:35:28 > Step: 304400 Progress: 30.4% Elapsed: 4 days, 4:23:07 Gen_loss: 2.622 Dis_loss: 0.6531 Cls_loss: 1.614 Topk: N/A ada_p: 0.1777
[INFO] 2021-10-22 18:37:02 > Step: 304500 Progress: 30.4% Elapsed: 4 days, 4:24:41 Gen_loss: 2.666 Dis_loss: 0.8489 Cls_loss: 1.363 Topk: N/A ada_p: 0.1809
[INFO] 2021-10-22 18:38:46 > Step: 304600 Progress: 30.5% Elapsed: 4 days, 4:26:25 Gen_loss: 1.99 Dis_loss: 1.068 Cls_loss: 1.751 Topk: N/A ada_p: 0.1763
[INFO] 2021-10-22 18:40:20 > Step: 304700 Progress: 30.5% Elapsed: 4 days, 4:27:59 Gen_loss: 1.279 Dis_loss: 1.054 Cls_loss: 1.863 Topk: N/A ada_p: 0.1792
[INFO] 2021-10-22 18:41:54 > Step: 304800 Progress: 30.5% Elapsed: 4 days, 4:29:33 Gen_loss: 2.902 Dis_loss: 0.842 Cls_loss: 1.451 Topk: N/A ada_p: 0.1818
[INFO] 2021-10-22 18:43:29 > Step: 304900 Progress: 30.5% Elapsed: 4 days, 4:31:08 Gen_loss: 1.935 Dis_loss: 1.013 Cls_loss: 1.605 Topk: N/A ada_p: 0.1852
[INFO] 2021-10-22 18:45:13 > Step: 305000 Progress: 30.5% Elapsed: 4 days, 4:32:52 Gen_loss: 2.093 Dis_loss: 0.749 Cls_loss: 1.742 Topk: N/A ada_p: 0.1858
[INFO] 2021-10-22 18:46:47 > Step: 305100 Progress: 30.5% Elapsed: 4 days, 4:34:26 Gen_loss: 2.396 Dis_loss: 1.881 Cls_loss: 1.968 Topk: N/A ada_p: 0.1833
[INFO] 2021-10-22 18:48:20 > Step: 305200 Progress: 30.5% Elapsed: 4 days, 4:35:59 Gen_loss: 1.81 Dis_loss: 1.557 Cls_loss: 1.459 Topk: N/A ada_p: 0.1777
[INFO] 2021-10-22 18:49:54 > Step: 305300 Progress: 30.5% Elapsed: 4 days, 4:37:33 Gen_loss: 2.6 Dis_loss: 1.232 Cls_loss: 1.543 Topk: N/A ada_p: 0.1788
[INFO] 2021-10-22 18:51:38 > Step: 305400 Progress: 30.5% Elapsed: 4 days, 4:39:17 Gen_loss: 1.718 Dis_loss: 0.774 Cls_loss: 1.53 Topk: N/A ada_p: 0.1852
[INFO] 2021-10-22 18:53:12 > Step: 305500 Progress: 30.6% Elapsed: 4 days, 4:40:51 Gen_loss: 2.157 Dis_loss: 1.373 Cls_loss: 1.716 Topk: N/A ada_p: 0.1787
[INFO] 2021-10-22 18:54:46 > Step: 305600 Progress: 30.6% Elapsed: 4 days, 4:42:25 Gen_loss: 1.663 Dis_loss: 0.8733 Cls_loss: 1.754 Topk: N/A ada_p: 0.1828
[INFO] 2021-10-22 18:56:19 > Step: 305700 Progress: 30.6% Elapsed: 4 days, 4:43:58 Gen_loss: 1.714 Dis_loss: 0.8745 Cls_loss: 1.913 Topk: N/A ada_p: 0.1835
[INFO] 2021-10-22 18:58:03 > Step: 305800 Progress: 30.6% Elapsed: 4 days, 4:45:42 Gen_loss: 3.305 Dis_loss: 1.049 Cls_loss: 2.274 Topk: N/A ada_p: 0.1827
[INFO] 2021-10-22 18:59:37 > Step: 305900 Progress: 30.6% Elapsed: 4 days, 4:47:16 Gen_loss: 2.329 Dis_loss: 0.8269 Cls_loss: 1.666 Topk: N/A ada_p: 0.1828
[INFO] 2021-10-22 19:01:12 > Step: 306000 Progress: 30.6% Elapsed: 4 days, 4:48:50 Gen_loss: 1.906 Dis_loss: 1.008 Cls_loss: 1.643 Topk: N/A ada_p: 0.1846
[INFO] 2021-10-22 19:02:46 > Step: 306100 Progress: 30.6% Elapsed: 4 days, 4:50:25 Gen_loss: 2.593 Dis_loss: 0.847 Cls_loss: 1.894 Topk: N/A ada_p: 0.1855
[INFO] 2021-10-22 19:04:31 > Step: 306200 Progress: 30.6% Elapsed: 4 days, 4:52:10 Gen_loss: 1.956 Dis_loss: 0.5875 Cls_loss: 1.393 Topk: N/A ada_p: 0.1814
[INFO] 2021-10-22 19:06:06 > Step: 306300 Progress: 30.6% Elapsed: 4 days, 4:53:45 Gen_loss: 1.995 Dis_loss: 1.022 Cls_loss: 1.765 Topk: N/A ada_p: 0.179
[INFO] 2021-10-22 19:07:41 > Step: 306400 Progress: 30.6% Elapsed: 4 days, 4:55:20 Gen_loss: 3.163 Dis_loss: 0.6701 Cls_loss: 1.433 Topk: N/A ada_p: 0.1831
[INFO] 2021-10-22 19:09:15 > Step: 306500 Progress: 30.6% Elapsed: 4 days, 4:56:54 Gen_loss: 2.048 Dis_loss: 0.884 Cls_loss: 1.687 Topk: N/A ada_p: 0.1832
[INFO] 2021-10-22 19:11:00 > Step: 306600 Progress: 30.7% Elapsed: 4 days, 4:58:39 Gen_loss: 2.364 Dis_loss: 0.7485 Cls_loss: 1.594 Topk: N/A ada_p: 0.186
[INFO] 2021-10-22 19:12:35 > Step: 306700 Progress: 30.7% Elapsed: 4 days, 5:00:14 Gen_loss: 1.013 Dis_loss: 1.755 Cls_loss: 1.787 Topk: N/A ada_p: 0.1882
[INFO] 2021-10-22 19:14:10 > Step: 306800 Progress: 30.7% Elapsed: 4 days, 5:01:49 Gen_loss: 3.62 Dis_loss: 1.203 Cls_loss: 1.522 Topk: N/A ada_p: 0.1864
[INFO] 2021-10-22 19:15:44 > Step: 306900 Progress: 30.7% Elapsed: 4 days, 5:03:23 Gen_loss: 2.486 Dis_loss: 1.26 Cls_loss: 2.103 Topk: N/A ada_p: 0.1773
[INFO] 2021-10-22 19:17:29 > Step: 307000 Progress: 30.7% Elapsed: 4 days, 5:05:08 Gen_loss: 2.007 Dis_loss: 1.317 Cls_loss: 1.905 Topk: N/A ada_p: 0.1745
[INFO] 2021-10-22 19:19:04 > Step: 307100 Progress: 30.7% Elapsed: 4 days, 5:06:43 Gen_loss: 2.071 Dis_loss: 0.638 Cls_loss: 1.133 Topk: N/A ada_p: 0.1718
[INFO] 2021-10-22 19:20:38 > Step: 307200 Progress: 30.7% Elapsed: 4 days, 5:08:17 Gen_loss: 1.341 Dis_loss: 1.08 Cls_loss: 1.572 Topk: N/A ada_p: 0.1739
[INFO] 2021-10-22 19:22:13 > Step: 307300 Progress: 30.7% Elapsed: 4 days, 5:09:52 Gen_loss: 1.592 Dis_loss: 1.052 Cls_loss: 1.494 Topk: N/A ada_p: 0.1735
[INFO] 2021-10-22 19:23:58 > Step: 307400 Progress: 30.7% Elapsed: 4 days, 5:11:36 Gen_loss: 1.785 Dis_loss: 2.044 Cls_loss: 1.997 Topk: N/A ada_p: 0.1773
[INFO] 2021-10-22 19:25:32 > Step: 307500 Progress: 30.8% Elapsed: 4 days, 5:13:11 Gen_loss: 1.755 Dis_loss: 0.6707 Cls_loss: 1.194 Topk: N/A ada_p: 0.1772
[INFO] 2021-10-22 19:27:07 > Step: 307600 Progress: 30.8% Elapsed: 4 days, 5:14:46 Gen_loss: 2.299 Dis_loss: 1.03 Cls_loss: 1.423 Topk: N/A ada_p: 0.1754
[INFO] 2021-10-22 19:28:42 > Step: 307700 Progress: 30.8% Elapsed: 4 days, 5:16:21 Gen_loss: 1.907 Dis_loss: 1.642 Cls_loss: 1.669 Topk: N/A ada_p: 0.1724
[INFO] 2021-10-22 19:30:26 > Step: 307800 Progress: 30.8% Elapsed: 4 days, 5:18:05 Gen_loss: 2.881 Dis_loss: 0.9809 Cls_loss: 1.45 Topk: N/A ada_p: 0.1737
[INFO] 2021-10-22 19:32:01 > Step: 307900 Progress: 30.8% Elapsed: 4 days, 5:19:40 Gen_loss: 3.442 Dis_loss: 0.6118 Cls_loss: 1.605 Topk: N/A ada_p: 0.1756
[INFO] 2021-10-22 19:33:37 > Step: 308000 Progress: 30.8% Elapsed: 4 days, 5:21:16 Gen_loss: 1.583 Dis_loss: 1.576 Cls_loss: 1.474 Topk: N/A ada_p: 0.1769
[INFO] 2021-10-22 19:35:12 > Step: 308100 Progress: 30.8% Elapsed: 4 days, 5:22:50 Gen_loss: 1.528 Dis_loss: 0.9003 Cls_loss: 1.493 Topk: N/A ada_p: 0.1804
[INFO] 2021-10-22 19:36:56 > Step: 308200 Progress: 30.8% Elapsed: 4 days, 5:24:35 Gen_loss: 2.715 Dis_loss: 0.9578 Cls_loss: 1.892 Topk: N/A ada_p: 0.1822
[INFO] 2021-10-22 19:38:32 > Step: 308300 Progress: 30.8% Elapsed: 4 days, 5:26:10 Gen_loss: 2.235 Dis_loss: 1.22 Cls_loss: 1.838 Topk: N/A ada_p: 0.1836
[INFO] 2021-10-22 19:40:06 > Step: 308400 Progress: 30.8% Elapsed: 4 days, 5:27:45 Gen_loss: 3.068 Dis_loss: 0.9108 Cls_loss: 1.892 Topk: N/A ada_p: 0.1841
[INFO] 2021-10-22 19:41:52 > Step: 308500 Progress: 30.9% Elapsed: 4 days, 5:29:30 Gen_loss: 1.64 Dis_loss: 0.9526 Cls_loss: 1.935 Topk: N/A ada_p: 0.1858
[INFO] 2021-10-22 19:43:26 > Step: 308600 Progress: 30.9% Elapsed: 4 days, 5:31:05 Gen_loss: 3.009 Dis_loss: 1.187 Cls_loss: 1.562 Topk: N/A ada_p: 0.1845
[INFO] 2021-10-22 19:45:01 > Step: 308700 Progress: 30.9% Elapsed: 4 days, 5:32:39 Gen_loss: 2.505 Dis_loss: 0.8626 Cls_loss: 1.908 Topk: N/A ada_p: 0.1874
[INFO] 2021-10-22 19:46:36 > Step: 308800 Progress: 30.9% Elapsed: 4 days, 5:34:14 Gen_loss: 3.111 Dis_loss: 0.947 Cls_loss: 1.719 Topk: N/A ada_p: 0.1897
[INFO] 2021-10-22 19:48:21 > Step: 308900 Progress: 30.9% Elapsed: 4 days, 5:36:00 Gen_loss: 3.153 Dis_loss: 0.9263 Cls_loss: 2.082 Topk: N/A ada_p: 0.1952
[INFO] 2021-10-22 19:49:56 > Step: 309000 Progress: 30.9% Elapsed: 4 days, 5:37:34 Gen_loss: 3.59 Dis_loss: 1.714 Cls_loss: 1.688 Topk: N/A ada_p: 0.1983
[INFO] 2021-10-22 19:51:30 > Step: 309100 Progress: 30.9% Elapsed: 4 days, 5:39:09 Gen_loss: 1.913 Dis_loss: 0.6294 Cls_loss: 1.467 Topk: N/A ada_p: 0.1918
[INFO] 2021-10-22 19:53:05 > Step: 309200 Progress: 30.9% Elapsed: 4 days, 5:40:43 Gen_loss: 3.642 Dis_loss: 1.274 Cls_loss: 2.066 Topk: N/A ada_p: 0.1895
[INFO] 2021-10-22 19:54:49 > Step: 309300 Progress: 30.9% Elapsed: 4 days, 5:42:28 Gen_loss: 2.398 Dis_loss: 1.237 Cls_loss: 1.725 Topk: N/A ada_p: 0.1881
[INFO] 2021-10-22 19:56:24 > Step: 309400 Progress: 30.9% Elapsed: 4 days, 5:44:03 Gen_loss: 1.047 Dis_loss: 1.922 Cls_loss: 1.59 Topk: N/A ada_p: 0.1891
[INFO] 2021-10-22 19:57:59 > Step: 309500 Progress: 30.9% Elapsed: 4 days, 5:45:38 Gen_loss: 2.991 Dis_loss: 0.8887 Cls_loss: 1.751 Topk: N/A ada_p: 0.1892
[INFO] 2021-10-22 19:59:34 > Step: 309600 Progress: 31.0% Elapsed: 4 days, 5:47:13 Gen_loss: 2.467 Dis_loss: 1.094 Cls_loss: 1.654 Topk: N/A ada_p: 0.1823
[INFO] 2021-10-22 20:01:20 > Step: 309700 Progress: 31.0% Elapsed: 4 days, 5:48:58 Gen_loss: 3.137 Dis_loss: 1.078 Cls_loss: 2.278 Topk: N/A ada_p: 0.1794
[INFO] 2021-10-22 20:02:54 > Step: 309800 Progress: 31.0% Elapsed: 4 days, 5:50:33 Gen_loss: 1.045 Dis_loss: 1.24 Cls_loss: 1.507 Topk: N/A ada_p: 0.1819
[INFO] 2021-10-22 20:04:29 > Step: 309900 Progress: 31.0% Elapsed: 4 days, 5:52:08 Gen_loss: 2.398 Dis_loss: 0.6551 Cls_loss: 1.812 Topk: N/A ada_p: 0.1854
[INFO] 2021-10-22 20:06:04 > Step: 310000 Progress: 31.0% Elapsed: 4 days, 5:53:43 Gen_loss: 1.963 Dis_loss: 0.7092 Cls_loss: 1.769 Topk: N/A ada_p: 0.1864
[INFO] 2021-10-22 20:06:04 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-22 20:06:04 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_310000.png
[INFO] 2021-10-22 20:06:04 > Start Evaluation (310000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-22 20:06:04 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-22 20:11:39 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-22 20:17:19 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-22 20:41:21 > Inception score (Step: 310000, 50000 generated images): 10.569231986999512
[INFO] 2021-10-22 20:41:21 > FID score (Step: 310000, Using train moments): 2.9153585287077703
[INFO] 2021-10-22 20:41:21 > Improved Precision (Step: 310000, Using train images): 0.7639
[INFO] 2021-10-22 20:41:21 > Improved Recall (Step: 310000, Using train images): 0.61896
[INFO] 2021-10-22 20:41:21 > Density (Step: 310000, Using train images): 1.112572
[INFO] 2021-10-22 20:41:21 > Coverage (Step: 310000, Using train images): 0.92182
[INFO] 2021-10-22 20:41:21 > Best FID score (Step: 300000, Using train moments): 2.8841622218249086
[INFO] 2021-10-22 20:41:35 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-22 20:46:28 > Step: 310100 Progress: 31.0% Elapsed: 4 days, 6:34:07 Gen_loss: 2.779 Dis_loss: 0.6857 Cls_loss: 1.512 Topk: N/A ada_p: 0.1804
[INFO] 2021-10-22 20:48:02 > Step: 310200 Progress: 31.0% Elapsed: 4 days, 6:35:41 Gen_loss: 3.336 Dis_loss: 1.383 Cls_loss: 2.12 Topk: N/A ada_p: 0.1837
[INFO] 2021-10-22 20:49:38 > Step: 310300 Progress: 31.0% Elapsed: 4 days, 6:37:17 Gen_loss: 1.225 Dis_loss: 1.582 Cls_loss: 1.985 Topk: N/A ada_p: 0.1828
[INFO] 2021-10-22 20:51:13 > Step: 310400 Progress: 31.0% Elapsed: 4 days, 6:38:52 Gen_loss: 3.363 Dis_loss: 0.802 Cls_loss: 1.778 Topk: N/A ada_p: 0.1805
[INFO] 2021-10-22 20:52:58 > Step: 310500 Progress: 31.1% Elapsed: 4 days, 6:40:37 Gen_loss: 2.593 Dis_loss: 1.013 Cls_loss: 1.793 Topk: N/A ada_p: 0.1852
[INFO] 2021-10-22 20:54:33 > Step: 310600 Progress: 31.1% Elapsed: 4 days, 6:42:12 Gen_loss: 2.413 Dis_loss: 1.103 Cls_loss: 1.828 Topk: N/A ada_p: 0.1832
[INFO] 2021-10-22 20:56:07 > Step: 310700 Progress: 31.1% Elapsed: 4 days, 6:43:46 Gen_loss: 1.876 Dis_loss: 1.064 Cls_loss: 1.604 Topk: N/A ada_p: 0.1823
[INFO] 2021-10-22 20:57:42 > Step: 310800 Progress: 31.1% Elapsed: 4 days, 6:45:21 Gen_loss: 3.809 Dis_loss: 1.437 Cls_loss: 1.548 Topk: N/A ada_p: 0.1769
[INFO] 2021-10-22 20:59:27 > Step: 310900 Progress: 31.1% Elapsed: 4 days, 6:47:06 Gen_loss: 2.648 Dis_loss: 0.9932 Cls_loss: 1.744 Topk: N/A ada_p: 0.1812
[INFO] 2021-10-22 21:01:03 > Step: 311000 Progress: 31.1% Elapsed: 4 days, 6:48:41 Gen_loss: 1.978 Dis_loss: 0.8177 Cls_loss: 1.986 Topk: N/A ada_p: 0.1824
[INFO] 2021-10-22 21:02:38 > Step: 311100 Progress: 31.1% Elapsed: 4 days, 6:50:16 Gen_loss: 2.331 Dis_loss: 0.7442 Cls_loss: 1.792 Topk: N/A ada_p: 0.179
[INFO] 2021-10-22 21:04:13 > Step: 311200 Progress: 31.1% Elapsed: 4 days, 6:51:52 Gen_loss: 4.155 Dis_loss: 1.668 Cls_loss: 1.877 Topk: N/A ada_p: 0.181
[INFO] 2021-10-22 21:05:58 > Step: 311300 Progress: 31.1% Elapsed: 4 days, 6:53:37 Gen_loss: 1.595 Dis_loss: 0.9701 Cls_loss: 1.759 Topk: N/A ada_p: 0.1776
[INFO] 2021-10-22 21:07:33 > Step: 311400 Progress: 31.1% Elapsed: 4 days, 6:55:11 Gen_loss: 1.164 Dis_loss: 1.044 Cls_loss: 1.647 Topk: N/A ada_p: 0.1758
[INFO] 2021-10-22 21:09:08 > Step: 311500 Progress: 31.1% Elapsed: 4 days, 6:56:47 Gen_loss: 3.665 Dis_loss: 0.8714 Cls_loss: 1.517 Topk: N/A ada_p: 0.178
[INFO] 2021-10-22 21:10:43 > Step: 311600 Progress: 31.2% Elapsed: 4 days, 6:58:22 Gen_loss: 2.658 Dis_loss: 0.5924 Cls_loss: 1.694 Topk: N/A ada_p: 0.1797
[INFO] 2021-10-22 21:12:29 > Step: 311700 Progress: 31.2% Elapsed: 4 days, 7:00:08 Gen_loss: 2.199 Dis_loss: 1.017 Cls_loss: 1.512 Topk: N/A ada_p: 0.1794
[INFO] 2021-10-22 21:14:04 > Step: 311800 Progress: 31.2% Elapsed: 4 days, 7:01:43 Gen_loss: 2.628 Dis_loss: 1.766 Cls_loss: 1.956 Topk: N/A ada_p: 0.1763
[INFO] 2021-10-22 21:15:39 > Step: 311900 Progress: 31.2% Elapsed: 4 days, 7:03:18 Gen_loss: 3.513 Dis_loss: 1.001 Cls_loss: 1.928 Topk: N/A ada_p: 0.1774
[INFO] 2021-10-22 21:17:15 > Step: 312000 Progress: 31.2% Elapsed: 4 days, 7:04:53 Gen_loss: 2.692 Dis_loss: 0.9376 Cls_loss: 1.359 Topk: N/A ada_p: 0.1769
[INFO] 2021-10-22 21:19:00 > Step: 312100 Progress: 31.2% Elapsed: 4 days, 7:06:39 Gen_loss: 3.725 Dis_loss: 1.114 Cls_loss: 1.86 Topk: N/A ada_p: 0.184
[INFO] 2021-10-22 21:20:35 > Step: 312200 Progress: 31.2% Elapsed: 4 days, 7:08:14 Gen_loss: 1.489 Dis_loss: 0.9856 Cls_loss: 1.8 Topk: N/A ada_p: 0.1837
[INFO] 2021-10-22 21:22:10 > Step: 312300 Progress: 31.2% Elapsed: 4 days, 7:09:49 Gen_loss: 1.732 Dis_loss: 0.751 Cls_loss: 1.523 Topk: N/A ada_p: 0.1774
[INFO] 2021-10-22 21:23:55 > Step: 312400 Progress: 31.2% Elapsed: 4 days, 7:11:33 Gen_loss: 4.235 Dis_loss: 1.302 Cls_loss: 1.638 Topk: N/A ada_p: 0.1746
[INFO] 2021-10-22 21:25:29 > Step: 312500 Progress: 31.2% Elapsed: 4 days, 7:13:08 Gen_loss: 2.416 Dis_loss: 1.035 Cls_loss: 1.779 Topk: N/A ada_p: 0.1758
[INFO] 2021-10-22 21:27:04 > Step: 312600 Progress: 31.3% Elapsed: 4 days, 7:14:43 Gen_loss: 2.965 Dis_loss: 0.6621 Cls_loss: 1.215 Topk: N/A ada_p: 0.1748
[INFO] 2021-10-22 21:28:39 > Step: 312700 Progress: 31.3% Elapsed: 4 days, 7:16:18 Gen_loss: 2.433 Dis_loss: 0.8757 Cls_loss: 1.558 Topk: N/A ada_p: 0.1749
[INFO] 2021-10-22 21:30:24 > Step: 312800 Progress: 31.3% Elapsed: 4 days, 7:18:03 Gen_loss: 0.9039 Dis_loss: 1.032 Cls_loss: 1.514 Topk: N/A ada_p: 0.1698
[INFO] 2021-10-22 21:31:59 > Step: 312900 Progress: 31.3% Elapsed: 4 days, 7:19:38 Gen_loss: 2.145 Dis_loss: 1.337 Cls_loss: 1.735 Topk: N/A ada_p: 0.1668
[INFO] 2021-10-22 21:33:35 > Step: 313000 Progress: 31.3% Elapsed: 4 days, 7:21:14 Gen_loss: 2.139 Dis_loss: 0.9683 Cls_loss: 1.489 Topk: N/A ada_p: 0.1661
[INFO] 2021-10-22 21:35:10 > Step: 313100 Progress: 31.3% Elapsed: 4 days, 7:22:49 Gen_loss: 3.329 Dis_loss: 1.922 Cls_loss: 1.621 Topk: N/A ada_p: 0.171
[INFO] 2021-10-22 21:36:55 > Step: 313200 Progress: 31.3% Elapsed: 4 days, 7:24:34 Gen_loss: 1.79 Dis_loss: 1.834 Cls_loss: 1.691 Topk: N/A ada_p: 0.1795
[INFO] 2021-10-22 21:38:30 > Step: 313300 Progress: 31.3% Elapsed: 4 days, 7:26:09 Gen_loss: 3.592 Dis_loss: 1.332 Cls_loss: 1.822 Topk: N/A ada_p: 0.1765
[INFO] 2021-10-22 21:40:05 > Step: 313400 Progress: 31.3% Elapsed: 4 days, 7:27:44 Gen_loss: 1.205 Dis_loss: 0.7274 Cls_loss: 1.473 Topk: N/A ada_p: 0.1837
[INFO] 2021-10-22 21:41:40 > Step: 313500 Progress: 31.4% Elapsed: 4 days, 7:29:19 Gen_loss: 2.701 Dis_loss: 0.9948 Cls_loss: 1.543 Topk: N/A ada_p: 0.1828
[INFO] 2021-10-22 21:43:24 > Step: 313600 Progress: 31.4% Elapsed: 4 days, 7:31:03 Gen_loss: 2.766 Dis_loss: 1.379 Cls_loss: 1.745 Topk: N/A ada_p: 0.1856
[INFO] 2021-10-22 21:44:59 > Step: 313700 Progress: 31.4% Elapsed: 4 days, 7:32:38 Gen_loss: 2.209 Dis_loss: 0.7483 Cls_loss: 1.422 Topk: N/A ada_p: 0.1853
[INFO] 2021-10-22 21:46:34 > Step: 313800 Progress: 31.4% Elapsed: 4 days, 7:34:13 Gen_loss: 1.487 Dis_loss: 0.9025 Cls_loss: 1.424 Topk: N/A ada_p: 0.1924
[INFO] 2021-10-22 21:48:09 > Step: 313900 Progress: 31.4% Elapsed: 4 days, 7:35:48 Gen_loss: 1.969 Dis_loss: 1.116 Cls_loss: 1.874 Topk: N/A ada_p: 0.1849
[INFO] 2021-10-22 21:49:53 > Step: 314000 Progress: 31.4% Elapsed: 4 days, 7:37:32 Gen_loss: 1.845 Dis_loss: 0.9597 Cls_loss: 1.67 Topk: N/A ada_p: 0.1844
[INFO] 2021-10-22 21:51:28 > Step: 314100 Progress: 31.4% Elapsed: 4 days, 7:39:06 Gen_loss: 2.995 Dis_loss: 0.6866 Cls_loss: 1.9 Topk: N/A ada_p: 0.1786
[INFO] 2021-10-22 21:53:02 > Step: 314200 Progress: 31.4% Elapsed: 4 days, 7:40:41 Gen_loss: 1.78 Dis_loss: 0.7065 Cls_loss: 1.46 Topk: N/A ada_p: 0.1789
[INFO] 2021-10-22 21:54:36 > Step: 314300 Progress: 31.4% Elapsed: 4 days, 7:42:15 Gen_loss: 2.251 Dis_loss: 0.8409 Cls_loss: 1.804 Topk: N/A ada_p: 0.1826
[INFO] 2021-10-22 21:56:20 > Step: 314400 Progress: 31.4% Elapsed: 4 days, 7:43:59 Gen_loss: 1.57 Dis_loss: 1.062 Cls_loss: 1.543 Topk: N/A ada_p: 0.1851
[INFO] 2021-10-22 21:57:54 > Step: 314500 Progress: 31.4% Elapsed: 4 days, 7:45:33 Gen_loss: 2.242 Dis_loss: 0.8544 Cls_loss: 1.913 Topk: N/A ada_p: 0.1883
[INFO] 2021-10-22 21:59:28 > Step: 314600 Progress: 31.5% Elapsed: 4 days, 7:47:07 Gen_loss: 2.726 Dis_loss: 1.265 Cls_loss: 1.584 Topk: N/A ada_p: 0.1883
[INFO] 2021-10-22 22:01:03 > Step: 314700 Progress: 31.5% Elapsed: 4 days, 7:48:41 Gen_loss: 2.861 Dis_loss: 0.9689 Cls_loss: 1.692 Topk: N/A ada_p: 0.1854
[INFO] 2021-10-22 22:02:47 > Step: 314800 Progress: 31.5% Elapsed: 4 days, 7:50:25 Gen_loss: 2.76 Dis_loss: 0.7832 Cls_loss: 2.082 Topk: N/A ada_p: 0.1803
[INFO] 2021-10-22 22:04:21 > Step: 314900 Progress: 31.5% Elapsed: 4 days, 7:51:59 Gen_loss: 1.613 Dis_loss: 0.834 Cls_loss: 1.81 Topk: N/A ada_p: 0.1809
[INFO] 2021-10-22 22:05:54 > Step: 315000 Progress: 31.5% Elapsed: 4 days, 7:53:33 Gen_loss: 1.272 Dis_loss: 1.302 Cls_loss: 1.916 Topk: N/A ada_p: 0.1745
[INFO] 2021-10-22 22:07:28 > Step: 315100 Progress: 31.5% Elapsed: 4 days, 7:55:07 Gen_loss: 2.679 Dis_loss: 1.276 Cls_loss: 1.818 Topk: N/A ada_p: 0.181
[INFO] 2021-10-22 22:09:13 > Step: 315200 Progress: 31.5% Elapsed: 4 days, 7:56:52 Gen_loss: 2.39 Dis_loss: 0.8598 Cls_loss: 1.26 Topk: N/A ada_p: 0.1818
[INFO] 2021-10-22 22:10:47 > Step: 315300 Progress: 31.5% Elapsed: 4 days, 7:58:26 Gen_loss: 2.2 Dis_loss: 1.056 Cls_loss: 1.699 Topk: N/A ada_p: 0.1799
[INFO] 2021-10-22 22:12:20 > Step: 315400 Progress: 31.5% Elapsed: 4 days, 7:59:59 Gen_loss: 2.913 Dis_loss: 0.6486 Cls_loss: 1.355 Topk: N/A ada_p: 0.1858
[INFO] 2021-10-22 22:13:54 > Step: 315500 Progress: 31.6% Elapsed: 4 days, 8:01:33 Gen_loss: 3.982 Dis_loss: 2.448 Cls_loss: 1.483 Topk: N/A ada_p: 0.1841
[INFO] 2021-10-22 22:15:39 > Step: 315600 Progress: 31.6% Elapsed: 4 days, 8:03:17 Gen_loss: 1.97 Dis_loss: 0.7608 Cls_loss: 1.465 Topk: N/A ada_p: 0.1741
[INFO] 2021-10-22 22:17:13 > Step: 315700 Progress: 31.6% Elapsed: 4 days, 8:04:51 Gen_loss: 3.857 Dis_loss: 1.194 Cls_loss: 1.784 Topk: N/A ada_p: 0.1763
[INFO] 2021-10-22 22:18:48 > Step: 315800 Progress: 31.6% Elapsed: 4 days, 8:06:27 Gen_loss: 2.593 Dis_loss: 1.222 Cls_loss: 2.099 Topk: N/A ada_p: 0.1714
[INFO] 2021-10-22 22:20:23 > Step: 315900 Progress: 31.6% Elapsed: 4 days, 8:08:01 Gen_loss: 2.111 Dis_loss: 0.9917 Cls_loss: 1.91 Topk: N/A ada_p: 0.1726
[INFO] 2021-10-22 22:22:07 > Step: 316000 Progress: 31.6% Elapsed: 4 days, 8:09:46 Gen_loss: 2.452 Dis_loss: 1.009 Cls_loss: 1.814 Topk: N/A ada_p: 0.1805
[INFO] 2021-10-22 22:23:41 > Step: 316100 Progress: 31.6% Elapsed: 4 days, 8:11:20 Gen_loss: 2.622 Dis_loss: 0.6806 Cls_loss: 1.434 Topk: N/A ada_p: 0.173
[INFO] 2021-10-22 22:25:16 > Step: 316200 Progress: 31.6% Elapsed: 4 days, 8:12:54 Gen_loss: 2.538 Dis_loss: 1.144 Cls_loss: 2.122 Topk: N/A ada_p: 0.1763
[INFO] 2021-10-22 22:27:01 > Step: 316300 Progress: 31.6% Elapsed: 4 days, 8:14:40 Gen_loss: 1.472 Dis_loss: 1.229 Cls_loss: 1.821 Topk: N/A ada_p: 0.1795
[INFO] 2021-10-22 22:28:35 > Step: 316400 Progress: 31.6% Elapsed: 4 days, 8:16:14 Gen_loss: 2.681 Dis_loss: 0.8235 Cls_loss: 2.005 Topk: N/A ada_p: 0.1769
[INFO] 2021-10-22 22:30:11 > Step: 316500 Progress: 31.6% Elapsed: 4 days, 8:17:49 Gen_loss: 3.377 Dis_loss: 0.8283 Cls_loss: 1.401 Topk: N/A ada_p: 0.175
[INFO] 2021-10-22 22:31:45 > Step: 316600 Progress: 31.7% Elapsed: 4 days, 8:19:24 Gen_loss: 2.339 Dis_loss: 0.9604 Cls_loss: 1.628 Topk: N/A ada_p: 0.1791
[INFO] 2021-10-22 22:33:31 > Step: 316700 Progress: 31.7% Elapsed: 4 days, 8:21:09 Gen_loss: 2.728 Dis_loss: 0.7456 Cls_loss: 1.452 Topk: N/A ada_p: 0.1869
[INFO] 2021-10-22 22:35:05 > Step: 316800 Progress: 31.7% Elapsed: 4 days, 8:22:44 Gen_loss: 4.551 Dis_loss: 1.373 Cls_loss: 1.531 Topk: N/A ada_p: 0.1854
[INFO] 2021-10-22 22:36:40 > Step: 316900 Progress: 31.7% Elapsed: 4 days, 8:24:18 Gen_loss: 2.681 Dis_loss: 0.8854 Cls_loss: 1.98 Topk: N/A ada_p: 0.1901
[INFO] 2021-10-22 22:38:15 > Step: 317000 Progress: 31.7% Elapsed: 4 days, 8:25:53 Gen_loss: 3.696 Dis_loss: 1.33 Cls_loss: 2.135 Topk: N/A ada_p: 0.1893
[INFO] 2021-10-22 22:40:00 > Step: 317100 Progress: 31.7% Elapsed: 4 days, 8:27:38 Gen_loss: 2.734 Dis_loss: 0.6781 Cls_loss: 1.641 Topk: N/A ada_p: 0.1836
[INFO] 2021-10-22 22:41:34 > Step: 317200 Progress: 31.7% Elapsed: 4 days, 8:29:13 Gen_loss: 1.894 Dis_loss: 0.5974 Cls_loss: 1.461 Topk: N/A ada_p: 0.1821
[INFO] 2021-10-22 22:43:09 > Step: 317300 Progress: 31.7% Elapsed: 4 days, 8:30:48 Gen_loss: 1.432 Dis_loss: 1.154 Cls_loss: 1.737 Topk: N/A ada_p: 0.1819
[INFO] 2021-10-22 22:44:44 > Step: 317400 Progress: 31.7% Elapsed: 4 days, 8:32:23 Gen_loss: 2.016 Dis_loss: 0.8935 Cls_loss: 1.646 Topk: N/A ada_p: 0.1753
[INFO] 2021-10-22 22:46:29 > Step: 317500 Progress: 31.8% Elapsed: 4 days, 8:34:08 Gen_loss: 1.929 Dis_loss: 0.8348 Cls_loss: 1.405 Topk: N/A ada_p: 0.1718
[INFO] 2021-10-22 22:48:04 > Step: 317600 Progress: 31.8% Elapsed: 4 days, 8:35:42 Gen_loss: 3.051 Dis_loss: 0.9002 Cls_loss: 1.605 Topk: N/A ada_p: 0.1705
[INFO] 2021-10-22 22:49:38 > Step: 317700 Progress: 31.8% Elapsed: 4 days, 8:37:17 Gen_loss: 3.234 Dis_loss: 0.983 Cls_loss: 1.739 Topk: N/A ada_p: 0.173
[INFO] 2021-10-22 22:51:13 > Step: 317800 Progress: 31.8% Elapsed: 4 days, 8:38:52 Gen_loss: 3.135 Dis_loss: 2.09 Cls_loss: 1.625 Topk: N/A ada_p: 0.1732
[INFO] 2021-10-22 22:52:59 > Step: 317900 Progress: 31.8% Elapsed: 4 days, 8:40:38 Gen_loss: 2.653 Dis_loss: 0.963 Cls_loss: 1.307 Topk: N/A ada_p: 0.1716
[INFO] 2021-10-22 22:54:34 > Step: 318000 Progress: 31.8% Elapsed: 4 days, 8:42:13 Gen_loss: 3.413 Dis_loss: 0.9909 Cls_loss: 1.982 Topk: N/A ada_p: 0.1733
[INFO] 2021-10-22 22:56:09 > Step: 318100 Progress: 31.8% Elapsed: 4 days, 8:43:48 Gen_loss: 2.234 Dis_loss: 0.6226 Cls_loss: 1.614 Topk: N/A ada_p: 0.1742
[INFO] 2021-10-22 22:57:44 > Step: 318200 Progress: 31.8% Elapsed: 4 days, 8:45:22 Gen_loss: 3.64 Dis_loss: 0.8578 Cls_loss: 1.559 Topk: N/A ada_p: 0.184
[INFO] 2021-10-22 22:59:29 > Step: 318300 Progress: 31.8% Elapsed: 4 days, 8:47:08 Gen_loss: 1.812 Dis_loss: 1.35 Cls_loss: 2.278 Topk: N/A ada_p: 0.1869
[INFO] 2021-10-22 23:01:04 > Step: 318400 Progress: 31.8% Elapsed: 4 days, 8:48:43 Gen_loss: 3.389 Dis_loss: 1.665 Cls_loss: 2.027 Topk: N/A ada_p: 0.1813
[INFO] 2021-10-22 23:02:39 > Step: 318500 Progress: 31.9% Elapsed: 4 days, 8:50:18 Gen_loss: 2.796 Dis_loss: 1.662 Cls_loss: 1.809 Topk: N/A ada_p: 0.184
[INFO] 2021-10-22 23:04:13 > Step: 318600 Progress: 31.9% Elapsed: 4 days, 8:51:52 Gen_loss: 2.389 Dis_loss: 0.9205 Cls_loss: 1.69 Topk: N/A ada_p: 0.1827
[INFO] 2021-10-22 23:05:58 > Step: 318700 Progress: 31.9% Elapsed: 4 days, 8:53:37 Gen_loss: 2.659 Dis_loss: 1.446 Cls_loss: 1.608 Topk: N/A ada_p: 0.1813
[INFO] 2021-10-22 23:07:33 > Step: 318800 Progress: 31.9% Elapsed: 4 days, 8:55:12 Gen_loss: 3.383 Dis_loss: 0.7444 Cls_loss: 1.537 Topk: N/A ada_p: 0.1846
[INFO] 2021-10-22 23:09:08 > Step: 318900 Progress: 31.9% Elapsed: 4 days, 8:56:47 Gen_loss: 1.99 Dis_loss: 1.525 Cls_loss: 1.805 Topk: N/A ada_p: 0.1809
[INFO] 2021-10-22 23:10:44 > Step: 319000 Progress: 31.9% Elapsed: 4 days, 8:58:22 Gen_loss: 2.63 Dis_loss: 1.221 Cls_loss: 1.867 Topk: N/A ada_p: 0.1789
[INFO] 2021-10-22 23:12:28 > Step: 319100 Progress: 31.9% Elapsed: 4 days, 9:00:07 Gen_loss: 4.455 Dis_loss: 1.26 Cls_loss: 1.922 Topk: N/A ada_p: 0.1777
[INFO] 2021-10-22 23:14:03 > Step: 319200 Progress: 31.9% Elapsed: 4 days, 9:01:42 Gen_loss: 2.486 Dis_loss: 0.5578 Cls_loss: 1.718 Topk: N/A ada_p: 0.1769
[INFO] 2021-10-22 23:15:38 > Step: 319300 Progress: 31.9% Elapsed: 4 days, 9:03:17 Gen_loss: 2.458 Dis_loss: 1.055 Cls_loss: 2.247 Topk: N/A ada_p: 0.176
[INFO] 2021-10-22 23:17:13 > Step: 319400 Progress: 31.9% Elapsed: 4 days, 9:04:52 Gen_loss: 2.819 Dis_loss: 1.329 Cls_loss: 1.537 Topk: N/A ada_p: 0.1727
[INFO] 2021-10-22 23:18:58 > Step: 319500 Progress: 31.9% Elapsed: 4 days, 9:06:37 Gen_loss: 2.597 Dis_loss: 0.9493 Cls_loss: 1.523 Topk: N/A ada_p: 0.1767
[INFO] 2021-10-22 23:20:33 > Step: 319600 Progress: 32.0% Elapsed: 4 days, 9:08:12 Gen_loss: 1.803 Dis_loss: 0.784 Cls_loss: 1.403 Topk: N/A ada_p: 0.1787
[INFO] 2021-10-22 23:22:08 > Step: 319700 Progress: 32.0% Elapsed: 4 days, 9:09:47 Gen_loss: 1.953 Dis_loss: 0.8206 Cls_loss: 1.462 Topk: N/A ada_p: 0.184
[INFO] 2021-10-22 23:23:43 > Step: 319800 Progress: 32.0% Elapsed: 4 days, 9:11:21 Gen_loss: 1.538 Dis_loss: 0.7411 Cls_loss: 1.825 Topk: N/A ada_p: 0.1901
[INFO] 2021-10-22 23:25:27 > Step: 319900 Progress: 32.0% Elapsed: 4 days, 9:13:06 Gen_loss: 3.121 Dis_loss: 0.8675 Cls_loss: 1.676 Topk: N/A ada_p: 0.1861
[INFO] 2021-10-22 23:27:03 > Step: 320000 Progress: 32.0% Elapsed: 4 days, 9:14:42 Gen_loss: 2.859 Dis_loss: 1.369 Cls_loss: 1.842 Topk: N/A ada_p: 0.1769
[INFO] 2021-10-22 23:27:03 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-22 23:27:03 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_320000.png
[INFO] 2021-10-22 23:27:03 > Start Evaluation (320000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-22 23:27:03 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-22 23:32:36 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-22 23:38:15 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-23 00:01:58 > Inception score (Step: 320000, 50000 generated images): 10.566230773925781
[INFO] 2021-10-23 00:01:58 > FID score (Step: 320000, Using train moments): 2.87048906093969
[INFO] 2021-10-23 00:01:58 > Improved Precision (Step: 320000, Using train images): 0.7641
[INFO] 2021-10-23 00:01:58 > Improved Recall (Step: 320000, Using train images): 0.62206
[INFO] 2021-10-23 00:01:58 > Density (Step: 320000, Using train images): 1.118308
[INFO] 2021-10-23 00:01:58 > Coverage (Step: 320000, Using train images): 0.922
[INFO] 2021-10-23 00:01:58 > Best FID score (Step: 320000, Using train moments): 2.87048906093969
[INFO] 2021-10-23 00:02:20 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-23 00:06:35 > Step: 320100 Progress: 32.0% Elapsed: 4 days, 9:54:14 Gen_loss: 2.459 Dis_loss: 1.008 Cls_loss: 1.652 Topk: N/A ada_p: 0.1791
[INFO] 2021-10-23 00:08:27 > Step: 320200 Progress: 32.0% Elapsed: 4 days, 9:56:05 Gen_loss: 4.288 Dis_loss: 1.157 Cls_loss: 1.661 Topk: N/A ada_p: 0.1883
[INFO] 2021-10-23 00:10:01 > Step: 320300 Progress: 32.0% Elapsed: 4 days, 9:57:40 Gen_loss: 1.827 Dis_loss: 0.8319 Cls_loss: 1.596 Topk: N/A ada_p: 0.1841
[INFO] 2021-10-23 00:11:36 > Step: 320400 Progress: 32.0% Elapsed: 4 days, 9:59:14 Gen_loss: 2.249 Dis_loss: 0.8491 Cls_loss: 1.737 Topk: N/A ada_p: 0.1859
[INFO] 2021-10-23 00:13:11 > Step: 320500 Progress: 32.0% Elapsed: 4 days, 10:00:50 Gen_loss: 1.716 Dis_loss: 1.12 Cls_loss: 2.019 Topk: N/A ada_p: 0.1814
[INFO] 2021-10-23 00:14:57 > Step: 320600 Progress: 32.1% Elapsed: 4 days, 10:02:36 Gen_loss: 1.978 Dis_loss: 0.96 Cls_loss: 1.592 Topk: N/A ada_p: 0.1873
[INFO] 2021-10-23 00:16:31 > Step: 320700 Progress: 32.1% Elapsed: 4 days, 10:04:10 Gen_loss: 2.59 Dis_loss: 1.322 Cls_loss: 1.732 Topk: N/A ada_p: 0.1879
[INFO] 2021-10-23 00:18:07 > Step: 320800 Progress: 32.1% Elapsed: 4 days, 10:05:45 Gen_loss: 2.054 Dis_loss: 0.8304 Cls_loss: 1.825 Topk: N/A ada_p: 0.1856
[INFO] 2021-10-23 00:19:42 > Step: 320900 Progress: 32.1% Elapsed: 4 days, 10:07:20 Gen_loss: 2.192 Dis_loss: 0.7271 Cls_loss: 1.463 Topk: N/A ada_p: 0.1781
[INFO] 2021-10-23 00:21:26 > Step: 321000 Progress: 32.1% Elapsed: 4 days, 10:09:05 Gen_loss: 1.891 Dis_loss: 1.093 Cls_loss: 1.659 Topk: N/A ada_p: 0.1832
[INFO] 2021-10-23 00:23:01 > Step: 321100 Progress: 32.1% Elapsed: 4 days, 10:10:40 Gen_loss: 2.16 Dis_loss: 0.8696 Cls_loss: 1.723 Topk: N/A ada_p: 0.1828
[INFO] 2021-10-23 00:24:36 > Step: 321200 Progress: 32.1% Elapsed: 4 days, 10:12:15 Gen_loss: 3.362 Dis_loss: 0.9674 Cls_loss: 1.489 Topk: N/A ada_p: 0.1849
[INFO] 2021-10-23 00:26:11 > Step: 321300 Progress: 32.1% Elapsed: 4 days, 10:13:49 Gen_loss: 2.659 Dis_loss: 1.203 Cls_loss: 1.448 Topk: N/A ada_p: 0.1888
[INFO] 2021-10-23 00:27:56 > Step: 321400 Progress: 32.1% Elapsed: 4 days, 10:15:34 Gen_loss: 1.862 Dis_loss: 1.508 Cls_loss: 1.782 Topk: N/A ada_p: 0.194
[INFO] 2021-10-23 00:29:30 > Step: 321500 Progress: 32.1% Elapsed: 4 days, 10:17:09 Gen_loss: 3.212 Dis_loss: 0.8853 Cls_loss: 1.688 Topk: N/A ada_p: 0.1895
[INFO] 2021-10-23 00:31:05 > Step: 321600 Progress: 32.2% Elapsed: 4 days, 10:18:44 Gen_loss: 2.89 Dis_loss: 0.9112 Cls_loss: 1.523 Topk: N/A ada_p: 0.1879
[INFO] 2021-10-23 00:32:41 > Step: 321700 Progress: 32.2% Elapsed: 4 days, 10:20:19 Gen_loss: 3.202 Dis_loss: 0.9444 Cls_loss: 1.697 Topk: N/A ada_p: 0.1904
[INFO] 2021-10-23 00:34:26 > Step: 321800 Progress: 32.2% Elapsed: 4 days, 10:22:05 Gen_loss: 3.311 Dis_loss: 0.7313 Cls_loss: 1.219 Topk: N/A ada_p: 0.1873
[INFO] 2021-10-23 00:36:01 > Step: 321900 Progress: 32.2% Elapsed: 4 days, 10:23:39 Gen_loss: 1.968 Dis_loss: 1.332 Cls_loss: 2.339 Topk: N/A ada_p: 0.189
[INFO] 2021-10-23 00:37:35 > Step: 322000 Progress: 32.2% Elapsed: 4 days, 10:25:14 Gen_loss: 2.095 Dis_loss: 0.8452 Cls_loss: 1.725 Topk: N/A ada_p: 0.1792
[INFO] 2021-10-23 00:39:10 > Step: 322100 Progress: 32.2% Elapsed: 4 days, 10:26:49 Gen_loss: 2.466 Dis_loss: 0.7794 Cls_loss: 1.71 Topk: N/A ada_p: 0.1914
[INFO] 2021-10-23 00:40:56 > Step: 322200 Progress: 32.2% Elapsed: 4 days, 10:28:35 Gen_loss: 1.221 Dis_loss: 1.213 Cls_loss: 1.682 Topk: N/A ada_p: 0.1896
[INFO] 2021-10-23 00:42:32 > Step: 322300 Progress: 32.2% Elapsed: 4 days, 10:30:10 Gen_loss: 1.611 Dis_loss: 0.6183 Cls_loss: 1.614 Topk: N/A ada_p: 0.1897
[INFO] 2021-10-23 00:44:06 > Step: 322400 Progress: 32.2% Elapsed: 4 days, 10:31:45 Gen_loss: 2.306 Dis_loss: 0.8855 Cls_loss: 1.568 Topk: N/A ada_p: 0.1915
[INFO] 2021-10-23 00:45:42 > Step: 322500 Progress: 32.2% Elapsed: 4 days, 10:33:21 Gen_loss: 2.461 Dis_loss: 0.7854 Cls_loss: 1.884 Topk: N/A ada_p: 0.1899
[INFO] 2021-10-23 00:47:27 > Step: 322600 Progress: 32.3% Elapsed: 4 days, 10:35:06 Gen_loss: 2.368 Dis_loss: 1.154 Cls_loss: 1.919 Topk: N/A ada_p: 0.1891
[INFO] 2021-10-23 00:49:02 > Step: 322700 Progress: 32.3% Elapsed: 4 days, 10:36:41 Gen_loss: 3.087 Dis_loss: 1.161 Cls_loss: 2.002 Topk: N/A ada_p: 0.192
[INFO] 2021-10-23 00:50:36 > Step: 322800 Progress: 32.3% Elapsed: 4 days, 10:38:15 Gen_loss: 1.933 Dis_loss: 0.7577 Cls_loss: 1.498 Topk: N/A ada_p: 0.1905
[INFO] 2021-10-23 00:52:11 > Step: 322900 Progress: 32.3% Elapsed: 4 days, 10:39:49 Gen_loss: 2.039 Dis_loss: 0.9999 Cls_loss: 1.854 Topk: N/A ada_p: 0.1873
[INFO] 2021-10-23 00:53:56 > Step: 323000 Progress: 32.3% Elapsed: 4 days, 10:41:34 Gen_loss: 2.141 Dis_loss: 1.212 Cls_loss: 1.493 Topk: N/A ada_p: 0.187
[INFO] 2021-10-23 00:55:30 > Step: 323100 Progress: 32.3% Elapsed: 4 days, 10:43:09 Gen_loss: 2.199 Dis_loss: 0.6692 Cls_loss: 1.739 Topk: N/A ada_p: 0.189
[INFO] 2021-10-23 00:57:05 > Step: 323200 Progress: 32.3% Elapsed: 4 days, 10:44:44 Gen_loss: 2.786 Dis_loss: 0.9471 Cls_loss: 1.302 Topk: N/A ada_p: 0.1869
[INFO] 2021-10-23 00:58:40 > Step: 323300 Progress: 32.3% Elapsed: 4 days, 10:46:18 Gen_loss: 3.154 Dis_loss: 1.107 Cls_loss: 1.4 Topk: N/A ada_p: 0.1853
[INFO] 2021-10-23 01:00:24 > Step: 323400 Progress: 32.3% Elapsed: 4 days, 10:48:03 Gen_loss: 3.101 Dis_loss: 1.226 Cls_loss: 1.956 Topk: N/A ada_p: 0.184
[INFO] 2021-10-23 01:01:58 > Step: 323500 Progress: 32.4% Elapsed: 4 days, 10:49:37 Gen_loss: 2.405 Dis_loss: 1.003 Cls_loss: 1.428 Topk: N/A ada_p: 0.18
[INFO] 2021-10-23 01:03:33 > Step: 323600 Progress: 32.4% Elapsed: 4 days, 10:51:12 Gen_loss: 3.12 Dis_loss: 1.658 Cls_loss: 1.86 Topk: N/A ada_p: 0.1767
[INFO] 2021-10-23 01:05:08 > Step: 323700 Progress: 32.4% Elapsed: 4 days, 10:52:47 Gen_loss: 3.506 Dis_loss: 0.8649 Cls_loss: 1.772 Topk: N/A ada_p: 0.174
[INFO] 2021-10-23 01:06:53 > Step: 323800 Progress: 32.4% Elapsed: 4 days, 10:54:31 Gen_loss: 3.171 Dis_loss: 0.6183 Cls_loss: 1.254 Topk: N/A ada_p: 0.1725
[INFO] 2021-10-23 01:08:27 > Step: 323900 Progress: 32.4% Elapsed: 4 days, 10:56:06 Gen_loss: 3.944 Dis_loss: 1.846 Cls_loss: 1.989 Topk: N/A ada_p: 0.1785
[INFO] 2021-10-23 01:10:02 > Step: 324000 Progress: 32.4% Elapsed: 4 days, 10:57:41 Gen_loss: 2.691 Dis_loss: 0.8238 Cls_loss: 1.615 Topk: N/A ada_p: 0.1769
[INFO] 2021-10-23 01:11:46 > Step: 324100 Progress: 32.4% Elapsed: 4 days, 10:59:25 Gen_loss: 3.313 Dis_loss: 1.06 Cls_loss: 1.68 Topk: N/A ada_p: 0.1812
[INFO] 2021-10-23 01:13:20 > Step: 324200 Progress: 32.4% Elapsed: 4 days, 11:00:59 Gen_loss: 1.668 Dis_loss: 0.8409 Cls_loss: 1.978 Topk: N/A ada_p: 0.1873
[INFO] 2021-10-23 01:14:55 > Step: 324300 Progress: 32.4% Elapsed: 4 days, 11:02:34 Gen_loss: 2.19 Dis_loss: 1.002 Cls_loss: 1.506 Topk: N/A ada_p: 0.1867
[INFO] 2021-10-23 01:16:29 > Step: 324400 Progress: 32.4% Elapsed: 4 days, 11:04:08 Gen_loss: 3.076 Dis_loss: 0.8488 Cls_loss: 1.554 Topk: N/A ada_p: 0.1887
[INFO] 2021-10-23 01:18:14 > Step: 324500 Progress: 32.5% Elapsed: 4 days, 11:05:53 Gen_loss: 2.982 Dis_loss: 1.109 Cls_loss: 2.238 Topk: N/A ada_p: 0.196
[INFO] 2021-10-23 01:19:48 > Step: 324600 Progress: 32.5% Elapsed: 4 days, 11:07:27 Gen_loss: 3.321 Dis_loss: 1.477 Cls_loss: 1.805 Topk: N/A ada_p: 0.1927
[INFO] 2021-10-23 01:21:23 > Step: 324700 Progress: 32.5% Elapsed: 4 days, 11:09:01 Gen_loss: 3.031 Dis_loss: 0.7874 Cls_loss: 1.525 Topk: N/A ada_p: 0.189
[INFO] 2021-10-23 01:22:56 > Step: 324800 Progress: 32.5% Elapsed: 4 days, 11:10:35 Gen_loss: 1.586 Dis_loss: 0.9061 Cls_loss: 2.022 Topk: N/A ada_p: 0.1949
[INFO] 2021-10-23 01:24:40 > Step: 324900 Progress: 32.5% Elapsed: 4 days, 11:12:19 Gen_loss: 2.741 Dis_loss: 1.153 Cls_loss: 1.716 Topk: N/A ada_p: 0.1937
[INFO] 2021-10-23 01:26:15 > Step: 325000 Progress: 32.5% Elapsed: 4 days, 11:13:54 Gen_loss: 2.55 Dis_loss: 0.922 Cls_loss: 1.774 Topk: N/A ada_p: 0.1929
[INFO] 2021-10-23 01:27:49 > Step: 325100 Progress: 32.5% Elapsed: 4 days, 11:15:28 Gen_loss: 1.189 Dis_loss: 1.235 Cls_loss: 1.567 Topk: N/A ada_p: 0.1867
[INFO] 2021-10-23 01:29:23 > Step: 325200 Progress: 32.5% Elapsed: 4 days, 11:17:01 Gen_loss: 2.343 Dis_loss: 0.8338 Cls_loss: 1.519 Topk: N/A ada_p: 0.1908
[INFO] 2021-10-23 01:31:09 > Step: 325300 Progress: 32.5% Elapsed: 4 days, 11:18:48 Gen_loss: 2.839 Dis_loss: 1.071 Cls_loss: 2.244 Topk: N/A ada_p: 0.1988
[INFO] 2021-10-23 01:32:43 > Step: 325400 Progress: 32.5% Elapsed: 4 days, 11:20:21 Gen_loss: 2.444 Dis_loss: 0.7565 Cls_loss: 1.575 Topk: N/A ada_p: 0.1965
[INFO] 2021-10-23 01:34:16 > Step: 325500 Progress: 32.6% Elapsed: 4 days, 11:21:55 Gen_loss: 1.913 Dis_loss: 1.166 Cls_loss: 1.438 Topk: N/A ada_p: 0.191
[INFO] 2021-10-23 01:35:52 > Step: 325600 Progress: 32.6% Elapsed: 4 days, 11:23:31 Gen_loss: 4.067 Dis_loss: 0.9462 Cls_loss: 1.726 Topk: N/A ada_p: 0.1864
[INFO] 2021-10-23 01:37:37 > Step: 325700 Progress: 32.6% Elapsed: 4 days, 11:25:16 Gen_loss: 2.825 Dis_loss: 1.382 Cls_loss: 1.697 Topk: N/A ada_p: 0.1829
[INFO] 2021-10-23 01:39:13 > Step: 325800 Progress: 32.6% Elapsed: 4 days, 11:26:52 Gen_loss: 3.014 Dis_loss: 1.319 Cls_loss: 2.22 Topk: N/A ada_p: 0.186
[INFO] 2021-10-23 01:40:48 > Step: 325900 Progress: 32.6% Elapsed: 4 days, 11:28:27 Gen_loss: 2.099 Dis_loss: 0.7488 Cls_loss: 1.742 Topk: N/A ada_p: 0.1823
[INFO] 2021-10-23 01:42:22 > Step: 326000 Progress: 32.6% Elapsed: 4 days, 11:30:01 Gen_loss: 1.201 Dis_loss: 0.8783 Cls_loss: 2.156 Topk: N/A ada_p: 0.1772
[INFO] 2021-10-23 01:44:06 > Step: 326100 Progress: 32.6% Elapsed: 4 days, 11:31:45 Gen_loss: 2.795 Dis_loss: 1.287 Cls_loss: 1.81 Topk: N/A ada_p: 0.1781
[INFO] 2021-10-23 01:45:41 > Step: 326200 Progress: 32.6% Elapsed: 4 days, 11:33:20 Gen_loss: 3.472 Dis_loss: 0.8925 Cls_loss: 1.758 Topk: N/A ada_p: 0.1806
[INFO] 2021-10-23 01:47:16 > Step: 326300 Progress: 32.6% Elapsed: 4 days, 11:34:55 Gen_loss: 2.288 Dis_loss: 1.029 Cls_loss: 1.539 Topk: N/A ada_p: 0.1833
[INFO] 2021-10-23 01:48:50 > Step: 326400 Progress: 32.6% Elapsed: 4 days, 11:36:29 Gen_loss: 1.392 Dis_loss: 1.044 Cls_loss: 1.754 Topk: N/A ada_p: 0.1867
[INFO] 2021-10-23 01:50:35 > Step: 326500 Progress: 32.6% Elapsed: 4 days, 11:38:14 Gen_loss: 2.242 Dis_loss: 0.6991 Cls_loss: 1.445 Topk: N/A ada_p: 0.1842
[INFO] 2021-10-23 01:52:10 > Step: 326600 Progress: 32.7% Elapsed: 4 days, 11:39:48 Gen_loss: 1.772 Dis_loss: 1.16 Cls_loss: 1.803 Topk: N/A ada_p: 0.1878
[INFO] 2021-10-23 01:53:44 > Step: 326700 Progress: 32.7% Elapsed: 4 days, 11:41:23 Gen_loss: 3.325 Dis_loss: 0.8472 Cls_loss: 1.564 Topk: N/A ada_p: 0.1838
[INFO] 2021-10-23 01:55:18 > Step: 326800 Progress: 32.7% Elapsed: 4 days, 11:42:57 Gen_loss: 3.511 Dis_loss: 0.6211 Cls_loss: 1.454 Topk: N/A ada_p: 0.1764
[INFO] 2021-10-23 01:57:03 > Step: 326900 Progress: 32.7% Elapsed: 4 days, 11:44:42 Gen_loss: 1.981 Dis_loss: 0.7531 Cls_loss: 1.468 Topk: N/A ada_p: 0.1809
[INFO] 2021-10-23 01:58:38 > Step: 327000 Progress: 32.7% Elapsed: 4 days, 11:46:17 Gen_loss: 2.378 Dis_loss: 0.586 Cls_loss: 1.616 Topk: N/A ada_p: 0.1789
[INFO] 2021-10-23 02:00:13 > Step: 327100 Progress: 32.7% Elapsed: 4 days, 11:47:52 Gen_loss: 1.669 Dis_loss: 0.825 Cls_loss: 1.876 Topk: N/A ada_p: 0.1869
[INFO] 2021-10-23 02:01:48 > Step: 327200 Progress: 32.7% Elapsed: 4 days, 11:49:26 Gen_loss: 2.968 Dis_loss: 1.541 Cls_loss: 1.765 Topk: N/A ada_p: 0.1885
[INFO] 2021-10-23 02:03:32 > Step: 327300 Progress: 32.7% Elapsed: 4 days, 11:51:11 Gen_loss: 2.662 Dis_loss: 1.121 Cls_loss: 1.668 Topk: N/A ada_p: 0.1881
[INFO] 2021-10-23 02:05:07 > Step: 327400 Progress: 32.7% Elapsed: 4 days, 11:52:46 Gen_loss: 2.658 Dis_loss: 0.9666 Cls_loss: 1.789 Topk: N/A ada_p: 0.187
[INFO] 2021-10-23 02:06:43 > Step: 327500 Progress: 32.8% Elapsed: 4 days, 11:54:21 Gen_loss: 2.897 Dis_loss: 0.9733 Cls_loss: 1.978 Topk: N/A ada_p: 0.1938
[INFO] 2021-10-23 02:08:17 > Step: 327600 Progress: 32.8% Elapsed: 4 days, 11:55:56 Gen_loss: 3.567 Dis_loss: 0.8369 Cls_loss: 1.592 Topk: N/A ada_p: 0.1974
[INFO] 2021-10-23 02:10:01 > Step: 327700 Progress: 32.8% Elapsed: 4 days, 11:57:40 Gen_loss: 2.385 Dis_loss: 1.267 Cls_loss: 1.682 Topk: N/A ada_p: 0.1914
[INFO] 2021-10-23 02:11:37 > Step: 327800 Progress: 32.8% Elapsed: 4 days, 11:59:15 Gen_loss: 2.844 Dis_loss: 0.8492 Cls_loss: 1.55 Topk: N/A ada_p: 0.1904
[INFO] 2021-10-23 02:13:12 > Step: 327900 Progress: 32.8% Elapsed: 4 days, 12:00:51 Gen_loss: 3.307 Dis_loss: 0.5169 Cls_loss: 1.472 Topk: N/A ada_p: 0.1892
[INFO] 2021-10-23 02:14:58 > Step: 328000 Progress: 32.8% Elapsed: 4 days, 12:02:36 Gen_loss: 3.399 Dis_loss: 0.9112 Cls_loss: 1.384 Topk: N/A ada_p: 0.1902
[INFO] 2021-10-23 02:16:32 > Step: 328100 Progress: 32.8% Elapsed: 4 days, 12:04:11 Gen_loss: 2.269 Dis_loss: 0.9555 Cls_loss: 1.683 Topk: N/A ada_p: 0.194
[INFO] 2021-10-23 02:18:07 > Step: 328200 Progress: 32.8% Elapsed: 4 days, 12:05:46 Gen_loss: 3.236 Dis_loss: 0.9815 Cls_loss: 2.261 Topk: N/A ada_p: 0.1868
[INFO] 2021-10-23 02:19:42 > Step: 328300 Progress: 32.8% Elapsed: 4 days, 12:07:21 Gen_loss: 1.925 Dis_loss: 1.377 Cls_loss: 1.954 Topk: N/A ada_p: 0.1861
[INFO] 2021-10-23 02:21:27 > Step: 328400 Progress: 32.8% Elapsed: 4 days, 12:09:06 Gen_loss: 2.685 Dis_loss: 0.7944 Cls_loss: 1.514 Topk: N/A ada_p: 0.1879
[INFO] 2021-10-23 02:23:02 > Step: 328500 Progress: 32.9% Elapsed: 4 days, 12:10:41 Gen_loss: 2.803 Dis_loss: 0.8307 Cls_loss: 1.345 Topk: N/A ada_p: 0.1899
[INFO] 2021-10-23 02:24:37 > Step: 328600 Progress: 32.9% Elapsed: 4 days, 12:12:15 Gen_loss: 1.564 Dis_loss: 1.396 Cls_loss: 1.753 Topk: N/A ada_p: 0.1904
[INFO] 2021-10-23 02:26:11 > Step: 328700 Progress: 32.9% Elapsed: 4 days, 12:13:50 Gen_loss: 2.086 Dis_loss: 0.953 Cls_loss: 1.705 Topk: N/A ada_p: 0.1959
[INFO] 2021-10-23 02:27:55 > Step: 328800 Progress: 32.9% Elapsed: 4 days, 12:15:34 Gen_loss: 3.14 Dis_loss: 0.7876 Cls_loss: 1.678 Topk: N/A ada_p: 0.189
[INFO] 2021-10-23 02:29:30 > Step: 328900 Progress: 32.9% Elapsed: 4 days, 12:17:09 Gen_loss: 2.896 Dis_loss: 1.009 Cls_loss: 1.39 Topk: N/A ada_p: 0.1896
[INFO] 2021-10-23 02:31:05 > Step: 329000 Progress: 32.9% Elapsed: 4 days, 12:18:43 Gen_loss: 1.767 Dis_loss: 1.416 Cls_loss: 1.639 Topk: N/A ada_p: 0.1906
[INFO] 2021-10-23 02:32:40 > Step: 329100 Progress: 32.9% Elapsed: 4 days, 12:20:18 Gen_loss: 1.2 Dis_loss: 0.8706 Cls_loss: 1.703 Topk: N/A ada_p: 0.1897
[INFO] 2021-10-23 02:34:25 > Step: 329200 Progress: 32.9% Elapsed: 4 days, 12:22:04 Gen_loss: 1.268 Dis_loss: 0.9952 Cls_loss: 1.614 Topk: N/A ada_p: 0.1949
[INFO] 2021-10-23 02:36:00 > Step: 329300 Progress: 32.9% Elapsed: 4 days, 12:23:39 Gen_loss: 3.066 Dis_loss: 0.8107 Cls_loss: 1.678 Topk: N/A ada_p: 0.194
[INFO] 2021-10-23 02:37:36 > Step: 329400 Progress: 32.9% Elapsed: 4 days, 12:25:15 Gen_loss: 1.443 Dis_loss: 0.8355 Cls_loss: 1.501 Topk: N/A ada_p: 0.196
[INFO] 2021-10-23 02:39:11 > Step: 329500 Progress: 33.0% Elapsed: 4 days, 12:26:50 Gen_loss: 3.032 Dis_loss: 1.265 Cls_loss: 1.933 Topk: N/A ada_p: 0.192
[INFO] 2021-10-23 02:40:55 > Step: 329600 Progress: 33.0% Elapsed: 4 days, 12:28:34 Gen_loss: 1.482 Dis_loss: 0.9916 Cls_loss: 1.552 Topk: N/A ada_p: 0.1879
[INFO] 2021-10-23 02:42:32 > Step: 329700 Progress: 33.0% Elapsed: 4 days, 12:30:10 Gen_loss: 2.222 Dis_loss: 2.255 Cls_loss: 2.021 Topk: N/A ada_p: 0.1893
[INFO] 2021-10-23 02:44:07 > Step: 329800 Progress: 33.0% Elapsed: 4 days, 12:31:46 Gen_loss: 4.301 Dis_loss: 1.403 Cls_loss: 1.692 Topk: N/A ada_p: 0.1832
[INFO] 2021-10-23 02:45:41 > Step: 329900 Progress: 33.0% Elapsed: 4 days, 12:33:20 Gen_loss: 2.209 Dis_loss: 0.9766 Cls_loss: 1.671 Topk: N/A ada_p: 0.1833
[INFO] 2021-10-23 02:47:26 > Step: 330000 Progress: 33.0% Elapsed: 4 days, 12:35:05 Gen_loss: 2.75 Dis_loss: 1.03 Cls_loss: 1.35 Topk: N/A ada_p: 0.1923
[INFO] 2021-10-23 02:47:27 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-23 02:47:27 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_330000.png
[INFO] 2021-10-23 02:47:27 > Start Evaluation (330000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-23 02:47:27 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-23 02:53:00 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-23 02:58:40 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-23 03:22:51 > Inception score (Step: 330000, 50000 generated images): 10.562034606933594
[INFO] 2021-10-23 03:22:51 > FID score (Step: 330000, Using train moments): 2.857425263258449
[INFO] 2021-10-23 03:22:51 > Improved Precision (Step: 330000, Using train images): 0.7645
[INFO] 2021-10-23 03:22:51 > Improved Recall (Step: 330000, Using train images): 0.61896
[INFO] 2021-10-23 03:22:51 > Density (Step: 330000, Using train images): 1.126432
[INFO] 2021-10-23 03:22:51 > Coverage (Step: 330000, Using train images): 0.92572
[INFO] 2021-10-23 03:22:51 > Best FID score (Step: 330000, Using train moments): 2.857425263258449
[INFO] 2021-10-23 03:23:14 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-23 03:27:40 > Step: 330100 Progress: 33.0% Elapsed: 4 days, 13:15:19 Gen_loss: 1.358 Dis_loss: 0.9148 Cls_loss: 1.542 Topk: N/A ada_p: 0.1893
[INFO] 2021-10-23 03:29:15 > Step: 330200 Progress: 33.0% Elapsed: 4 days, 13:16:53 Gen_loss: 4.524 Dis_loss: 1.139 Cls_loss: 1.554 Topk: N/A ada_p: 0.1876
[INFO] 2021-10-23 03:30:49 > Step: 330300 Progress: 33.0% Elapsed: 4 days, 13:18:28 Gen_loss: 2.854 Dis_loss: 0.9859 Cls_loss: 1.723 Topk: N/A ada_p: 0.1861
[INFO] 2021-10-23 03:32:40 > Step: 330400 Progress: 33.0% Elapsed: 4 days, 13:20:19 Gen_loss: 2.521 Dis_loss: 1.008 Cls_loss: 1.894 Topk: N/A ada_p: 0.1846
[INFO] 2021-10-23 03:34:15 > Step: 330500 Progress: 33.1% Elapsed: 4 days, 13:21:54 Gen_loss: 3.884 Dis_loss: 1.096 Cls_loss: 1.499 Topk: N/A ada_p: 0.1891
[INFO] 2021-10-23 03:35:50 > Step: 330600 Progress: 33.1% Elapsed: 4 days, 13:23:29 Gen_loss: 1.055 Dis_loss: 1.715 Cls_loss: 2.017 Topk: N/A ada_p: 0.1881
[INFO] 2021-10-23 03:37:25 > Step: 330700 Progress: 33.1% Elapsed: 4 days, 13:25:04 Gen_loss: 2.306 Dis_loss: 1.225 Cls_loss: 1.789 Topk: N/A ada_p: 0.1892
[INFO] 2021-10-23 03:39:09 > Step: 330800 Progress: 33.1% Elapsed: 4 days, 13:26:48 Gen_loss: 1.075 Dis_loss: 0.8272 Cls_loss: 1.465 Topk: N/A ada_p: 0.1856
[INFO] 2021-10-23 03:40:45 > Step: 330900 Progress: 33.1% Elapsed: 4 days, 13:28:23 Gen_loss: 2.62 Dis_loss: 0.9056 Cls_loss: 1.641 Topk: N/A ada_p: 0.1906
[INFO] 2021-10-23 03:42:19 > Step: 331000 Progress: 33.1% Elapsed: 4 days, 13:29:58 Gen_loss: 1.515 Dis_loss: 0.843 Cls_loss: 1.436 Topk: N/A ada_p: 0.1906
[INFO] 2021-10-23 03:43:54 > Step: 331100 Progress: 33.1% Elapsed: 4 days, 13:31:33 Gen_loss: 2.758 Dis_loss: 0.9065 Cls_loss: 1.473 Topk: N/A ada_p: 0.19
[INFO] 2021-10-23 03:45:40 > Step: 331200 Progress: 33.1% Elapsed: 4 days, 13:33:19 Gen_loss: 2.187 Dis_loss: 2.584 Cls_loss: 1.85 Topk: N/A ada_p: 0.191
[INFO] 2021-10-23 03:47:15 > Step: 331300 Progress: 33.1% Elapsed: 4 days, 13:34:54 Gen_loss: 2.743 Dis_loss: 0.8064 Cls_loss: 1.9 Topk: N/A ada_p: 0.1873
[INFO] 2021-10-23 03:48:49 > Step: 331400 Progress: 33.1% Elapsed: 4 days, 13:36:28 Gen_loss: 1.575 Dis_loss: 2.088 Cls_loss: 1.98 Topk: N/A ada_p: 0.186
[INFO] 2021-10-23 03:50:24 > Step: 331500 Progress: 33.1% Elapsed: 4 days, 13:38:03 Gen_loss: 1.837 Dis_loss: 0.9071 Cls_loss: 1.831 Topk: N/A ada_p: 0.1823
[INFO] 2021-10-23 03:52:10 > Step: 331600 Progress: 33.2% Elapsed: 4 days, 13:39:49 Gen_loss: 2.232 Dis_loss: 0.7358 Cls_loss: 1.581 Topk: N/A ada_p: 0.1826
[INFO] 2021-10-23 03:53:47 > Step: 331700 Progress: 33.2% Elapsed: 4 days, 13:41:26 Gen_loss: 3.208 Dis_loss: 1.05 Cls_loss: 1.678 Topk: N/A ada_p: 0.1845
[INFO] 2021-10-23 03:55:22 > Step: 331800 Progress: 33.2% Elapsed: 4 days, 13:43:00 Gen_loss: 1.523 Dis_loss: 0.719 Cls_loss: 1.61 Topk: N/A ada_p: 0.1919
[INFO] 2021-10-23 03:57:07 > Step: 331900 Progress: 33.2% Elapsed: 4 days, 13:44:45 Gen_loss: 3.057 Dis_loss: 0.8987 Cls_loss: 1.531 Topk: N/A ada_p: 0.1902
[INFO] 2021-10-23 03:58:41 > Step: 332000 Progress: 33.2% Elapsed: 4 days, 13:46:20 Gen_loss: 3.623 Dis_loss: 1.075 Cls_loss: 1.806 Topk: N/A ada_p: 0.19
[INFO] 2021-10-23 04:00:16 > Step: 332100 Progress: 33.2% Elapsed: 4 days, 13:47:55 Gen_loss: 3.187 Dis_loss: 0.9013 Cls_loss: 1.531 Topk: N/A ada_p: 0.1929
[INFO] 2021-10-23 04:01:51 > Step: 332200 Progress: 33.2% Elapsed: 4 days, 13:49:30 Gen_loss: 2.551 Dis_loss: 1.317 Cls_loss: 1.93 Topk: N/A ada_p: 0.1899
[INFO] 2021-10-23 04:03:37 > Step: 332300 Progress: 33.2% Elapsed: 4 days, 13:51:16 Gen_loss: 3.653 Dis_loss: 1.19 Cls_loss: 1.911 Topk: N/A ada_p: 0.1859
[INFO] 2021-10-23 04:05:12 > Step: 332400 Progress: 33.2% Elapsed: 4 days, 13:52:51 Gen_loss: 2.28 Dis_loss: 1.003 Cls_loss: 1.903 Topk: N/A ada_p: 0.1859
[INFO] 2021-10-23 04:06:47 > Step: 332500 Progress: 33.2% Elapsed: 4 days, 13:54:26 Gen_loss: 2.341 Dis_loss: 1.052 Cls_loss: 1.656 Topk: N/A ada_p: 0.1909
[INFO] 2021-10-23 04:08:22 > Step: 332600 Progress: 33.3% Elapsed: 4 days, 13:56:00 Gen_loss: 4.386 Dis_loss: 1.21 Cls_loss: 1.47 Topk: N/A ada_p: 0.1894
[INFO] 2021-10-23 04:10:08 > Step: 332700 Progress: 33.3% Elapsed: 4 days, 13:57:46 Gen_loss: 2.267 Dis_loss: 0.9974 Cls_loss: 1.44 Topk: N/A ada_p: 0.1918
[INFO] 2021-10-23 04:11:42 > Step: 332800 Progress: 33.3% Elapsed: 4 days, 13:59:21 Gen_loss: 1.753 Dis_loss: 1.035 Cls_loss: 1.931 Topk: N/A ada_p: 0.1941
[INFO] 2021-10-23 04:13:17 > Step: 332900 Progress: 33.3% Elapsed: 4 days, 14:00:56 Gen_loss: 2.92 Dis_loss: 1.179 Cls_loss: 1.833 Topk: N/A ada_p: 0.1917
[INFO] 2021-10-23 04:14:53 > Step: 333000 Progress: 33.3% Elapsed: 4 days, 14:02:32 Gen_loss: 2.657 Dis_loss: 0.8318 Cls_loss: 1.728 Topk: N/A ada_p: 0.1894
[INFO] 2021-10-23 04:16:37 > Step: 333100 Progress: 33.3% Elapsed: 4 days, 14:04:16 Gen_loss: 1.495 Dis_loss: 0.9395 Cls_loss: 1.479 Topk: N/A ada_p: 0.1836
[INFO] 2021-10-23 04:18:12 > Step: 333200 Progress: 33.3% Elapsed: 4 days, 14:05:51 Gen_loss: 2.612 Dis_loss: 0.5815 Cls_loss: 1.498 Topk: N/A ada_p: 0.1836
[INFO] 2021-10-23 04:19:47 > Step: 333300 Progress: 33.3% Elapsed: 4 days, 14:07:26 Gen_loss: 3.27 Dis_loss: 0.9858 Cls_loss: 1.594 Topk: N/A ada_p: 0.1863
[INFO] 2021-10-23 04:21:21 > Step: 333400 Progress: 33.3% Elapsed: 4 days, 14:09:00 Gen_loss: 1.297 Dis_loss: 1.231 Cls_loss: 1.963 Topk: N/A ada_p: 0.1888
[INFO] 2021-10-23 04:23:06 > Step: 333500 Progress: 33.4% Elapsed: 4 days, 14:10:45 Gen_loss: 2.632 Dis_loss: 0.9869 Cls_loss: 1.704 Topk: N/A ada_p: 0.1897
[INFO] 2021-10-23 04:24:40 > Step: 333600 Progress: 33.4% Elapsed: 4 days, 14:12:19 Gen_loss: 2.273 Dis_loss: 0.7897 Cls_loss: 1.727 Topk: N/A ada_p: 0.1885
[INFO] 2021-10-23 04:26:15 > Step: 333700 Progress: 33.4% Elapsed: 4 days, 14:13:53 Gen_loss: 3.931 Dis_loss: 1.071 Cls_loss: 1.661 Topk: N/A ada_p: 0.1863
[INFO] 2021-10-23 04:27:49 > Step: 333800 Progress: 33.4% Elapsed: 4 days, 14:15:27 Gen_loss: 2.345 Dis_loss: 1.471 Cls_loss: 1.9 Topk: N/A ada_p: 0.1827
[INFO] 2021-10-23 04:29:33 > Step: 333900 Progress: 33.4% Elapsed: 4 days, 14:17:11 Gen_loss: 3.516 Dis_loss: 1.108 Cls_loss: 1.9 Topk: N/A ada_p: 0.1798
[INFO] 2021-10-23 04:31:07 > Step: 334000 Progress: 33.4% Elapsed: 4 days, 14:18:46 Gen_loss: 2.274 Dis_loss: 1.086 Cls_loss: 1.843 Topk: N/A ada_p: 0.1833
[INFO] 2021-10-23 04:32:41 > Step: 334100 Progress: 33.4% Elapsed: 4 days, 14:20:20 Gen_loss: 3.828 Dis_loss: 2.275 Cls_loss: 1.784 Topk: N/A ada_p: 0.1824
[INFO] 2021-10-23 04:34:14 > Step: 334200 Progress: 33.4% Elapsed: 4 days, 14:21:53 Gen_loss: 1.562 Dis_loss: 1.012 Cls_loss: 1.938 Topk: N/A ada_p: 0.1842
[INFO] 2021-10-23 04:35:58 > Step: 334300 Progress: 33.4% Elapsed: 4 days, 14:23:37 Gen_loss: 3.372 Dis_loss: 0.9772 Cls_loss: 1.394 Topk: N/A ada_p: 0.1874
[INFO] 2021-10-23 04:37:32 > Step: 334400 Progress: 33.4% Elapsed: 4 days, 14:25:11 Gen_loss: 1.857 Dis_loss: 1.058 Cls_loss: 1.417 Topk: N/A ada_p: 0.19
[INFO] 2021-10-23 04:39:06 > Step: 334500 Progress: 33.5% Elapsed: 4 days, 14:26:45 Gen_loss: 2.526 Dis_loss: 0.7098 Cls_loss: 1.395 Topk: N/A ada_p: 0.1932
[INFO] 2021-10-23 04:40:39 > Step: 334600 Progress: 33.5% Elapsed: 4 days, 14:28:18 Gen_loss: 1.533 Dis_loss: 1.047 Cls_loss: 2.247 Topk: N/A ada_p: 0.1863
[INFO] 2021-10-23 04:42:23 > Step: 334700 Progress: 33.5% Elapsed: 4 days, 14:30:02 Gen_loss: 2.309 Dis_loss: 1.485 Cls_loss: 1.936 Topk: N/A ada_p: 0.1864
[INFO] 2021-10-23 04:43:57 > Step: 334800 Progress: 33.5% Elapsed: 4 days, 14:31:36 Gen_loss: 1.82 Dis_loss: 1.004 Cls_loss: 1.984 Topk: N/A ada_p: 0.1874
[INFO] 2021-10-23 04:45:31 > Step: 334900 Progress: 33.5% Elapsed: 4 days, 14:33:09 Gen_loss: 2.242 Dis_loss: 0.8564 Cls_loss: 1.595 Topk: N/A ada_p: 0.184
[INFO] 2021-10-23 04:47:05 > Step: 335000 Progress: 33.5% Elapsed: 4 days, 14:34:44 Gen_loss: 2.692 Dis_loss: 1.06 Cls_loss: 1.704 Topk: N/A ada_p: 0.1804
[INFO] 2021-10-23 04:48:49 > Step: 335100 Progress: 33.5% Elapsed: 4 days, 14:36:28 Gen_loss: 1.517 Dis_loss: 0.9481 Cls_loss: 1.843 Topk: N/A ada_p: 0.1828
[INFO] 2021-10-23 04:50:23 > Step: 335200 Progress: 33.5% Elapsed: 4 days, 14:38:01 Gen_loss: 3.995 Dis_loss: 1.343 Cls_loss: 1.813 Topk: N/A ada_p: 0.1805
[INFO] 2021-10-23 04:51:57 > Step: 335300 Progress: 33.5% Elapsed: 4 days, 14:39:35 Gen_loss: 2.175 Dis_loss: 0.8716 Cls_loss: 1.658 Topk: N/A ada_p: 0.1796
[INFO] 2021-10-23 04:53:30 > Step: 335400 Progress: 33.5% Elapsed: 4 days, 14:41:08 Gen_loss: 3.7 Dis_loss: 0.9851 Cls_loss: 2.06 Topk: N/A ada_p: 0.1845
[INFO] 2021-10-23 04:55:14 > Step: 335500 Progress: 33.6% Elapsed: 4 days, 14:42:53 Gen_loss: 1.205 Dis_loss: 0.8539 Cls_loss: 1.407 Topk: N/A ada_p: 0.1826
[INFO] 2021-10-23 04:56:48 > Step: 335600 Progress: 33.6% Elapsed: 4 days, 14:44:27 Gen_loss: 2.768 Dis_loss: 0.6912 Cls_loss: 1.519 Topk: N/A ada_p: 0.1838
[INFO] 2021-10-23 04:58:22 > Step: 335700 Progress: 33.6% Elapsed: 4 days, 14:46:01 Gen_loss: 2.867 Dis_loss: 0.7318 Cls_loss: 1.508 Topk: N/A ada_p: 0.1873
[INFO] 2021-10-23 05:00:07 > Step: 335800 Progress: 33.6% Elapsed: 4 days, 14:47:46 Gen_loss: 3.52 Dis_loss: 0.6933 Cls_loss: 1.335 Topk: N/A ada_p: 0.1853
[INFO] 2021-10-23 05:01:41 > Step: 335900 Progress: 33.6% Elapsed: 4 days, 14:49:20 Gen_loss: 2.14 Dis_loss: 1.15 Cls_loss: 1.514 Topk: N/A ada_p: 0.1851
[INFO] 2021-10-23 05:03:16 > Step: 336000 Progress: 33.6% Elapsed: 4 days, 14:50:55 Gen_loss: 4.382 Dis_loss: 1.093 Cls_loss: 2.028 Topk: N/A ada_p: 0.1885
[INFO] 2021-10-23 05:04:50 > Step: 336100 Progress: 33.6% Elapsed: 4 days, 14:52:29 Gen_loss: 2.059 Dis_loss: 1.112 Cls_loss: 1.739 Topk: N/A ada_p: 0.1876
[INFO] 2021-10-23 05:06:34 > Step: 336200 Progress: 33.6% Elapsed: 4 days, 14:54:13 Gen_loss: 1.947 Dis_loss: 0.9475 Cls_loss: 2.035 Topk: N/A ada_p: 0.194
[INFO] 2021-10-23 05:08:09 > Step: 336300 Progress: 33.6% Elapsed: 4 days, 14:55:48 Gen_loss: 2.301 Dis_loss: 0.713 Cls_loss: 1.711 Topk: N/A ada_p: 0.1961
[INFO] 2021-10-23 05:09:43 > Step: 336400 Progress: 33.6% Elapsed: 4 days, 14:57:22 Gen_loss: 2.61 Dis_loss: 1.093 Cls_loss: 2.139 Topk: N/A ada_p: 0.1992
[INFO] 2021-10-23 05:11:18 > Step: 336500 Progress: 33.7% Elapsed: 4 days, 14:58:57 Gen_loss: 1.941 Dis_loss: 0.9206 Cls_loss: 1.868 Topk: N/A ada_p: 0.2027
[INFO] 2021-10-23 05:13:02 > Step: 336600 Progress: 33.7% Elapsed: 4 days, 15:00:41 Gen_loss: 3.652 Dis_loss: 1.269 Cls_loss: 1.629 Topk: N/A ada_p: 0.1924
[INFO] 2021-10-23 05:14:37 > Step: 336700 Progress: 33.7% Elapsed: 4 days, 15:02:15 Gen_loss: 2.119 Dis_loss: 0.9861 Cls_loss: 1.723 Topk: N/A ada_p: 0.1949
[INFO] 2021-10-23 05:16:11 > Step: 336800 Progress: 33.7% Elapsed: 4 days, 15:03:50 Gen_loss: 2.766 Dis_loss: 0.7564 Cls_loss: 1.599 Topk: N/A ada_p: 0.1905
[INFO] 2021-10-23 05:17:46 > Step: 336900 Progress: 33.7% Elapsed: 4 days, 15:05:25 Gen_loss: 4.515 Dis_loss: 1.58 Cls_loss: 1.722 Topk: N/A ada_p: 0.1911
[INFO] 2021-10-23 05:19:31 > Step: 337000 Progress: 33.7% Elapsed: 4 days, 15:07:10 Gen_loss: 2.402 Dis_loss: 1.125 Cls_loss: 1.507 Topk: N/A ada_p: 0.1904
[INFO] 2021-10-23 05:21:06 > Step: 337100 Progress: 33.7% Elapsed: 4 days, 15:08:45 Gen_loss: 2.561 Dis_loss: 0.899 Cls_loss: 1.816 Topk: N/A ada_p: 0.1869
[INFO] 2021-10-23 05:22:41 > Step: 337200 Progress: 33.7% Elapsed: 4 days, 15:10:19 Gen_loss: 0.8779 Dis_loss: 0.8386 Cls_loss: 1.475 Topk: N/A ada_p: 0.1838
[INFO] 2021-10-23 05:24:15 > Step: 337300 Progress: 33.7% Elapsed: 4 days, 15:11:54 Gen_loss: 2.392 Dis_loss: 0.6304 Cls_loss: 1.93 Topk: N/A ada_p: 0.1806
[INFO] 2021-10-23 05:25:59 > Step: 337400 Progress: 33.7% Elapsed: 4 days, 15:13:38 Gen_loss: 3.212 Dis_loss: 1.002 Cls_loss: 1.819 Topk: N/A ada_p: 0.1835
[INFO] 2021-10-23 05:27:34 > Step: 337500 Progress: 33.8% Elapsed: 4 days, 15:15:13 Gen_loss: 1.495 Dis_loss: 0.8413 Cls_loss: 1.706 Topk: N/A ada_p: 0.1877
[INFO] 2021-10-23 05:29:08 > Step: 337600 Progress: 33.8% Elapsed: 4 days, 15:16:47 Gen_loss: 0.9668 Dis_loss: 1.385 Cls_loss: 2.016 Topk: N/A ada_p: 0.1841
[INFO] 2021-10-23 05:30:43 > Step: 337700 Progress: 33.8% Elapsed: 4 days, 15:18:22 Gen_loss: 1.47 Dis_loss: 1.194 Cls_loss: 1.791 Topk: N/A ada_p: 0.1878
[INFO] 2021-10-23 05:32:27 > Step: 337800 Progress: 33.8% Elapsed: 4 days, 15:20:06 Gen_loss: 1.474 Dis_loss: 1.161 Cls_loss: 1.961 Topk: N/A ada_p: 0.1858
[INFO] 2021-10-23 05:34:02 > Step: 337900 Progress: 33.8% Elapsed: 4 days, 15:21:41 Gen_loss: 1.45 Dis_loss: 0.7505 Cls_loss: 1.412 Topk: N/A ada_p: 0.1877
[INFO] 2021-10-23 05:35:37 > Step: 338000 Progress: 33.8% Elapsed: 4 days, 15:23:16 Gen_loss: 1.888 Dis_loss: 0.718 Cls_loss: 1.724 Topk: N/A ada_p: 0.189
[INFO] 2021-10-23 05:37:12 > Step: 338100 Progress: 33.8% Elapsed: 4 days, 15:24:51 Gen_loss: 1.707 Dis_loss: 1.073 Cls_loss: 1.447 Topk: N/A ada_p: 0.1914
[INFO] 2021-10-23 05:38:57 > Step: 338200 Progress: 33.8% Elapsed: 4 days, 15:26:35 Gen_loss: 3.474 Dis_loss: 1.537 Cls_loss: 1.839 Topk: N/A ada_p: 0.195
[INFO] 2021-10-23 05:40:32 > Step: 338300 Progress: 33.8% Elapsed: 4 days, 15:28:10 Gen_loss: 1.669 Dis_loss: 0.8465 Cls_loss: 1.63 Topk: N/A ada_p: 0.1956
[INFO] 2021-10-23 05:42:06 > Step: 338400 Progress: 33.8% Elapsed: 4 days, 15:29:45 Gen_loss: 2.774 Dis_loss: 1.288 Cls_loss: 2.214 Topk: N/A ada_p: 0.1936
[INFO] 2021-10-23 05:43:40 > Step: 338500 Progress: 33.9% Elapsed: 4 days, 15:31:19 Gen_loss: 1.877 Dis_loss: 0.7864 Cls_loss: 1.85 Topk: N/A ada_p: 0.197
[INFO] 2021-10-23 05:45:25 > Step: 338600 Progress: 33.9% Elapsed: 4 days, 15:33:04 Gen_loss: 2.652 Dis_loss: 0.9459 Cls_loss: 1.718 Topk: N/A ada_p: 0.1932
[INFO] 2021-10-23 05:47:00 > Step: 338700 Progress: 33.9% Elapsed: 4 days, 15:34:38 Gen_loss: 2.159 Dis_loss: 0.7417 Cls_loss: 1.719 Topk: N/A ada_p: 0.1895
[INFO] 2021-10-23 05:48:34 > Step: 338800 Progress: 33.9% Elapsed: 4 days, 15:36:13 Gen_loss: 3.702 Dis_loss: 1.714 Cls_loss: 1.918 Topk: N/A ada_p: 0.1838
[INFO] 2021-10-23 05:50:09 > Step: 338900 Progress: 33.9% Elapsed: 4 days, 15:37:48 Gen_loss: 2.225 Dis_loss: 0.6567 Cls_loss: 1.224 Topk: N/A ada_p: 0.1835
[INFO] 2021-10-23 05:51:54 > Step: 339000 Progress: 33.9% Elapsed: 4 days, 15:39:33 Gen_loss: 2.624 Dis_loss: 0.6603 Cls_loss: 1.516 Topk: N/A ada_p: 0.1837
[INFO] 2021-10-23 05:53:29 > Step: 339100 Progress: 33.9% Elapsed: 4 days, 15:41:08 Gen_loss: 1.47 Dis_loss: 1.045 Cls_loss: 1.667 Topk: N/A ada_p: 0.1923
[INFO] 2021-10-23 05:55:04 > Step: 339200 Progress: 33.9% Elapsed: 4 days, 15:42:43 Gen_loss: 1.847 Dis_loss: 1.208 Cls_loss: 1.738 Topk: N/A ada_p: 0.189
[INFO] 2021-10-23 05:56:38 > Step: 339300 Progress: 33.9% Elapsed: 4 days, 15:44:17 Gen_loss: 3.03 Dis_loss: 1.1 Cls_loss: 1.743 Topk: N/A ada_p: 0.1896
[INFO] 2021-10-23 05:58:23 > Step: 339400 Progress: 33.9% Elapsed: 4 days, 15:46:01 Gen_loss: 1.721 Dis_loss: 0.7005 Cls_loss: 1.651 Topk: N/A ada_p: 0.1835
[INFO] 2021-10-23 05:59:57 > Step: 339500 Progress: 34.0% Elapsed: 4 days, 15:47:36 Gen_loss: 2.368 Dis_loss: 0.6504 Cls_loss: 1.412 Topk: N/A ada_p: 0.1849
[INFO] 2021-10-23 06:01:33 > Step: 339600 Progress: 34.0% Elapsed: 4 days, 15:49:11 Gen_loss: 3.803 Dis_loss: 1.03 Cls_loss: 1.776 Topk: N/A ada_p: 0.1833
[INFO] 2021-10-23 06:03:17 > Step: 339700 Progress: 34.0% Elapsed: 4 days, 15:50:56 Gen_loss: 2.614 Dis_loss: 0.9383 Cls_loss: 1.889 Topk: N/A ada_p: 0.1904
[INFO] 2021-10-23 06:04:52 > Step: 339800 Progress: 34.0% Elapsed: 4 days, 15:52:31 Gen_loss: 2.55 Dis_loss: 1.026 Cls_loss: 1.553 Topk: N/A ada_p: 0.194
[INFO] 2021-10-23 06:06:27 > Step: 339900 Progress: 34.0% Elapsed: 4 days, 15:54:06 Gen_loss: 2.558 Dis_loss: 1.072 Cls_loss: 1.796 Topk: N/A ada_p: 0.1892
[INFO] 2021-10-23 06:08:02 > Step: 340000 Progress: 34.0% Elapsed: 4 days, 15:55:40 Gen_loss: 3.144 Dis_loss: 0.6553 Cls_loss: 1.221 Topk: N/A ada_p: 0.1902
[INFO] 2021-10-23 06:08:02 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-23 06:08:02 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_340000.png
[INFO] 2021-10-23 06:08:02 > Start Evaluation (340000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-23 06:08:02 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-23 06:13:35 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-23 06:19:14 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-23 06:42:56 > Inception score (Step: 340000, 50000 generated images): 10.683757781982422
[INFO] 2021-10-23 06:42:56 > FID score (Step: 340000, Using train moments): 2.8467958958855206
[INFO] 2021-10-23 06:42:56 > Improved Precision (Step: 340000, Using train images): 0.76928
[INFO] 2021-10-23 06:42:56 > Improved Recall (Step: 340000, Using train images): 0.61878
[INFO] 2021-10-23 06:42:56 > Density (Step: 340000, Using train images): 1.13006
[INFO] 2021-10-23 06:42:56 > Coverage (Step: 340000, Using train images): 0.92392
[INFO] 2021-10-23 06:42:56 > Best FID score (Step: 340000, Using train moments): 2.8467958958855206
[INFO] 2021-10-23 06:43:18 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-23 06:48:24 > Step: 340100 Progress: 34.0% Elapsed: 4 days, 16:36:03 Gen_loss: 2.698 Dis_loss: 0.8366 Cls_loss: 1.635 Topk: N/A ada_p: 0.1896
[INFO] 2021-10-23 06:49:58 > Step: 340200 Progress: 34.0% Elapsed: 4 days, 16:37:37 Gen_loss: 2.912 Dis_loss: 1.006 Cls_loss: 1.633 Topk: N/A ada_p: 0.1942
[INFO] 2021-10-23 06:51:33 > Step: 340300 Progress: 34.0% Elapsed: 4 days, 16:39:11 Gen_loss: 1.744 Dis_loss: 0.6971 Cls_loss: 1.77 Topk: N/A ada_p: 0.191
[INFO] 2021-10-23 06:53:07 > Step: 340400 Progress: 34.0% Elapsed: 4 days, 16:40:46 Gen_loss: 4.065 Dis_loss: 1.193 Cls_loss: 1.598 Topk: N/A ada_p: 0.1897
[INFO] 2021-10-23 06:54:52 > Step: 340500 Progress: 34.1% Elapsed: 4 days, 16:42:31 Gen_loss: 1.991 Dis_loss: 0.7966 Cls_loss: 1.565 Topk: N/A ada_p: 0.1883
[INFO] 2021-10-23 06:56:28 > Step: 340600 Progress: 34.1% Elapsed: 4 days, 16:44:07 Gen_loss: 2.626 Dis_loss: 1.187 Cls_loss: 1.931 Topk: N/A ada_p: 0.1835
[INFO] 2021-10-23 06:58:04 > Step: 340700 Progress: 34.1% Elapsed: 4 days, 16:45:42 Gen_loss: 2.087 Dis_loss: 1.02 Cls_loss: 1.862 Topk: N/A ada_p: 0.1882
[INFO] 2021-10-23 06:59:38 > Step: 340800 Progress: 34.1% Elapsed: 4 days, 16:47:17 Gen_loss: 2.162 Dis_loss: 0.7154 Cls_loss: 1.849 Topk: N/A ada_p: 0.1882
[INFO] 2021-10-23 07:01:23 > Step: 340900 Progress: 34.1% Elapsed: 4 days, 16:49:02 Gen_loss: 2.787 Dis_loss: 0.9349 Cls_loss: 1.77 Topk: N/A ada_p: 0.1883
[INFO] 2021-10-23 07:02:58 > Step: 341000 Progress: 34.1% Elapsed: 4 days, 16:50:37 Gen_loss: 2.428 Dis_loss: 0.9925 Cls_loss: 1.608 Topk: N/A ada_p: 0.186
[INFO] 2021-10-23 07:04:33 > Step: 341100 Progress: 34.1% Elapsed: 4 days, 16:52:11 Gen_loss: 2.184 Dis_loss: 0.8656 Cls_loss: 1.646 Topk: N/A ada_p: 0.1821
[INFO] 2021-10-23 07:06:08 > Step: 341200 Progress: 34.1% Elapsed: 4 days, 16:53:46 Gen_loss: 2.703 Dis_loss: 1.332 Cls_loss: 1.428 Topk: N/A ada_p: 0.1841
[INFO] 2021-10-23 07:07:53 > Step: 341300 Progress: 34.1% Elapsed: 4 days, 16:55:31 Gen_loss: 2.19 Dis_loss: 0.5502 Cls_loss: 1.542 Topk: N/A ada_p: 0.183
[INFO] 2021-10-23 07:09:28 > Step: 341400 Progress: 34.1% Elapsed: 4 days, 16:57:06 Gen_loss: 4.323 Dis_loss: 1.08 Cls_loss: 1.479 Topk: N/A ada_p: 0.1868
[INFO] 2021-10-23 07:11:03 > Step: 341500 Progress: 34.2% Elapsed: 4 days, 16:58:42 Gen_loss: 1.897 Dis_loss: 0.8664 Cls_loss: 1.566 Topk: N/A ada_p: 0.1823
[INFO] 2021-10-23 07:12:38 > Step: 341600 Progress: 34.2% Elapsed: 4 days, 17:00:17 Gen_loss: 1.051 Dis_loss: 2.03 Cls_loss: 2.075 Topk: N/A ada_p: 0.1772
[INFO] 2021-10-23 07:14:23 > Step: 341700 Progress: 34.2% Elapsed: 4 days, 17:02:02 Gen_loss: 2.531 Dis_loss: 0.6527 Cls_loss: 1.413 Topk: N/A ada_p: 0.1796
[INFO] 2021-10-23 07:15:58 > Step: 341800 Progress: 34.2% Elapsed: 4 days, 17:03:36 Gen_loss: 1.397 Dis_loss: 0.9423 Cls_loss: 1.571 Topk: N/A ada_p: 0.1827
[INFO] 2021-10-23 07:17:33 > Step: 341900 Progress: 34.2% Elapsed: 4 days, 17:05:12 Gen_loss: 3.249 Dis_loss: 0.8713 Cls_loss: 1.648 Topk: N/A ada_p: 0.1818
[INFO] 2021-10-23 07:19:08 > Step: 342000 Progress: 34.2% Elapsed: 4 days, 17:06:47 Gen_loss: 1.514 Dis_loss: 1.272 Cls_loss: 1.625 Topk: N/A ada_p: 0.1826
[INFO] 2021-10-23 07:20:53 > Step: 342100 Progress: 34.2% Elapsed: 4 days, 17:08:32 Gen_loss: 2.73 Dis_loss: 0.6869 Cls_loss: 1.496 Topk: N/A ada_p: 0.185
[INFO] 2021-10-23 07:22:28 > Step: 342200 Progress: 34.2% Elapsed: 4 days, 17:10:07 Gen_loss: 3.65 Dis_loss: 1.149 Cls_loss: 1.873 Topk: N/A ada_p: 0.1868
[INFO] 2021-10-23 07:24:02 > Step: 342300 Progress: 34.2% Elapsed: 4 days, 17:11:41 Gen_loss: 2.245 Dis_loss: 0.7374 Cls_loss: 1.622 Topk: N/A ada_p: 0.1844
[INFO] 2021-10-23 07:25:37 > Step: 342400 Progress: 34.2% Elapsed: 4 days, 17:13:16 Gen_loss: 2.631 Dis_loss: 0.9582 Cls_loss: 1.83 Topk: N/A ada_p: 0.1872
[INFO] 2021-10-23 07:27:23 > Step: 342500 Progress: 34.2% Elapsed: 4 days, 17:15:01 Gen_loss: 1.927 Dis_loss: 0.7321 Cls_loss: 1.899 Topk: N/A ada_p: 0.1865
[INFO] 2021-10-23 07:28:57 > Step: 342600 Progress: 34.3% Elapsed: 4 days, 17:16:36 Gen_loss: 2.131 Dis_loss: 1.148 Cls_loss: 1.744 Topk: N/A ada_p: 0.1914
[INFO] 2021-10-23 07:30:32 > Step: 342700 Progress: 34.3% Elapsed: 4 days, 17:18:11 Gen_loss: 1.911 Dis_loss: 0.9504 Cls_loss: 1.646 Topk: N/A ada_p: 0.1949
[INFO] 2021-10-23 07:32:07 > Step: 342800 Progress: 34.3% Elapsed: 4 days, 17:19:45 Gen_loss: 2.141 Dis_loss: 1.109 Cls_loss: 1.91 Topk: N/A ada_p: 0.1964
[INFO] 2021-10-23 07:33:52 > Step: 342900 Progress: 34.3% Elapsed: 4 days, 17:21:30 Gen_loss: 1.942 Dis_loss: 0.9278 Cls_loss: 1.34 Topk: N/A ada_p: 0.1924
[INFO] 2021-10-23 07:35:26 > Step: 343000 Progress: 34.3% Elapsed: 4 days, 17:23:05 Gen_loss: 1.273 Dis_loss: 1.09 Cls_loss: 1.312 Topk: N/A ada_p: 0.1934
[INFO] 2021-10-23 07:37:01 > Step: 343100 Progress: 34.3% Elapsed: 4 days, 17:24:40 Gen_loss: 2.067 Dis_loss: 1.14 Cls_loss: 1.592 Topk: N/A ada_p: 0.1938
[INFO] 2021-10-23 07:38:35 > Step: 343200 Progress: 34.3% Elapsed: 4 days, 17:26:14 Gen_loss: 1.616 Dis_loss: 0.7752 Cls_loss: 1.879 Topk: N/A ada_p: 0.1897
[INFO] 2021-10-23 07:40:20 > Step: 343300 Progress: 34.3% Elapsed: 4 days, 17:27:59 Gen_loss: 2.081 Dis_loss: 0.9852 Cls_loss: 1.679 Topk: N/A ada_p: 0.1973
[INFO] 2021-10-23 07:41:55 > Step: 343400 Progress: 34.3% Elapsed: 4 days, 17:29:34 Gen_loss: 2.276 Dis_loss: 1.09 Cls_loss: 1.854 Topk: N/A ada_p: 0.1934
[INFO] 2021-10-23 07:43:29 > Step: 343500 Progress: 34.4% Elapsed: 4 days, 17:31:08 Gen_loss: 1.883 Dis_loss: 0.6617 Cls_loss: 1.33 Topk: N/A ada_p: 0.1979
[INFO] 2021-10-23 07:45:15 > Step: 343600 Progress: 34.4% Elapsed: 4 days, 17:32:53 Gen_loss: 4.084 Dis_loss: 0.9224 Cls_loss: 1.72 Topk: N/A ada_p: 0.1954
[INFO] 2021-10-23 07:46:48 > Step: 343700 Progress: 34.4% Elapsed: 4 days, 17:34:27 Gen_loss: 2.301 Dis_loss: 0.9607 Cls_loss: 1.573 Topk: N/A ada_p: 0.184
[INFO] 2021-10-23 07:48:23 > Step: 343800 Progress: 34.4% Elapsed: 4 days, 17:36:02 Gen_loss: 1.694 Dis_loss: 0.6009 Cls_loss: 1.436 Topk: N/A ada_p: 0.1919
[INFO] 2021-10-23 07:49:57 > Step: 343900 Progress: 34.4% Elapsed: 4 days, 17:37:36 Gen_loss: 1.815 Dis_loss: 0.9602 Cls_loss: 2.042 Topk: N/A ada_p: 0.1936
[INFO] 2021-10-23 07:51:41 > Step: 344000 Progress: 34.4% Elapsed: 4 days, 17:39:20 Gen_loss: 2.146 Dis_loss: 0.9901 Cls_loss: 1.602 Topk: N/A ada_p: 0.1908
[INFO] 2021-10-23 07:53:15 > Step: 344100 Progress: 34.4% Elapsed: 4 days, 17:40:54 Gen_loss: 2.956 Dis_loss: 0.8068 Cls_loss: 1.734 Topk: N/A ada_p: 0.1909
[INFO] 2021-10-23 07:54:49 > Step: 344200 Progress: 34.4% Elapsed: 4 days, 17:42:28 Gen_loss: 2.719 Dis_loss: 1.128 Cls_loss: 1.785 Topk: N/A ada_p: 0.1888
[INFO] 2021-10-23 07:56:24 > Step: 344300 Progress: 34.4% Elapsed: 4 days, 17:44:02 Gen_loss: 2.689 Dis_loss: 1.076 Cls_loss: 1.807 Topk: N/A ada_p: 0.1908
[INFO] 2021-10-23 07:58:08 > Step: 344400 Progress: 34.4% Elapsed: 4 days, 17:45:46 Gen_loss: 1.795 Dis_loss: 1.036 Cls_loss: 1.638 Topk: N/A ada_p: 0.1867
[INFO] 2021-10-23 07:59:42 > Step: 344500 Progress: 34.4% Elapsed: 4 days, 17:47:20 Gen_loss: 3.744 Dis_loss: 0.8938 Cls_loss: 1.886 Topk: N/A ada_p: 0.1883
[INFO] 2021-10-23 08:01:15 > Step: 344600 Progress: 34.5% Elapsed: 4 days, 17:48:54 Gen_loss: 3.941 Dis_loss: 1.197 Cls_loss: 1.706 Topk: N/A ada_p: 0.1894
[INFO] 2021-10-23 08:02:49 > Step: 344700 Progress: 34.5% Elapsed: 4 days, 17:50:28 Gen_loss: 1.915 Dis_loss: 0.9954 Cls_loss: 2.031 Topk: N/A ada_p: 0.1879
[INFO] 2021-10-23 08:04:33 > Step: 344800 Progress: 34.5% Elapsed: 4 days, 17:52:11 Gen_loss: 1.782 Dis_loss: 0.7945 Cls_loss: 1.471 Topk: N/A ada_p: 0.1908
[INFO] 2021-10-23 08:06:06 > Step: 344900 Progress: 34.5% Elapsed: 4 days, 17:53:45 Gen_loss: 2.579 Dis_loss: 0.8401 Cls_loss: 1.374 Topk: N/A ada_p: 0.1932
[INFO] 2021-10-23 08:07:39 > Step: 345000 Progress: 34.5% Elapsed: 4 days, 17:55:18 Gen_loss: 1.851 Dis_loss: 0.9035 Cls_loss: 1.935 Topk: N/A ada_p: 0.1911
[INFO] 2021-10-23 08:09:13 > Step: 345100 Progress: 34.5% Elapsed: 4 days, 17:56:51 Gen_loss: 2.718 Dis_loss: 1.168 Cls_loss: 2.055 Topk: N/A ada_p: 0.1887
[INFO] 2021-10-23 08:10:56 > Step: 345200 Progress: 34.5% Elapsed: 4 days, 17:58:35 Gen_loss: 2.954 Dis_loss: 1.021 Cls_loss: 1.664 Topk: N/A ada_p: 0.1869
[INFO] 2021-10-23 08:12:30 > Step: 345300 Progress: 34.5% Elapsed: 4 days, 18:00:08 Gen_loss: 1.937 Dis_loss: 0.9506 Cls_loss: 1.462 Topk: N/A ada_p: 0.1878
[INFO] 2021-10-23 08:14:03 > Step: 345400 Progress: 34.5% Elapsed: 4 days, 18:01:42 Gen_loss: 3.669 Dis_loss: 0.8188 Cls_loss: 1.527 Topk: N/A ada_p: 0.1927
[INFO] 2021-10-23 08:15:38 > Step: 345500 Progress: 34.5% Elapsed: 4 days, 18:03:16 Gen_loss: 1.682 Dis_loss: 0.7847 Cls_loss: 1.848 Topk: N/A ada_p: 0.1949
[INFO] 2021-10-23 08:17:23 > Step: 345600 Progress: 34.6% Elapsed: 4 days, 18:05:02 Gen_loss: 1.749 Dis_loss: 0.7937 Cls_loss: 1.947 Topk: N/A ada_p: 0.1933
[INFO] 2021-10-23 08:18:57 > Step: 345700 Progress: 34.6% Elapsed: 4 days, 18:06:36 Gen_loss: 1.771 Dis_loss: 1.257 Cls_loss: 1.778 Topk: N/A ada_p: 0.1909
[INFO] 2021-10-23 08:20:32 > Step: 345800 Progress: 34.6% Elapsed: 4 days, 18:08:10 Gen_loss: 2.593 Dis_loss: 0.8581 Cls_loss: 1.793 Topk: N/A ada_p: 0.1886
[INFO] 2021-10-23 08:22:06 > Step: 345900 Progress: 34.6% Elapsed: 4 days, 18:09:45 Gen_loss: 1.963 Dis_loss: 1.02 Cls_loss: 2.005 Topk: N/A ada_p: 0.1869
[INFO] 2021-10-23 08:23:51 > Step: 346000 Progress: 34.6% Elapsed: 4 days, 18:11:30 Gen_loss: 2.417 Dis_loss: 0.7099 Cls_loss: 1.71 Topk: N/A ada_p: 0.189
[INFO] 2021-10-23 08:25:26 > Step: 346100 Progress: 34.6% Elapsed: 4 days, 18:13:05 Gen_loss: 2.396 Dis_loss: 1.002 Cls_loss: 1.654 Topk: N/A ada_p: 0.1868
[INFO] 2021-10-23 08:27:00 > Step: 346200 Progress: 34.6% Elapsed: 4 days, 18:14:39 Gen_loss: 2.77 Dis_loss: 1.205 Cls_loss: 1.41 Topk: N/A ada_p: 0.1888
[INFO] 2021-10-23 08:28:35 > Step: 346300 Progress: 34.6% Elapsed: 4 days, 18:16:14 Gen_loss: 2.753 Dis_loss: 0.7806 Cls_loss: 1.679 Topk: N/A ada_p: 0.1908
[INFO] 2021-10-23 08:30:20 > Step: 346400 Progress: 34.6% Elapsed: 4 days, 18:17:59 Gen_loss: 4.323 Dis_loss: 1.315 Cls_loss: 2.237 Topk: N/A ada_p: 0.1885
[INFO] 2021-10-23 08:31:55 > Step: 346500 Progress: 34.6% Elapsed: 4 days, 18:19:34 Gen_loss: 2.321 Dis_loss: 1.265 Cls_loss: 1.533 Topk: N/A ada_p: 0.1909
[INFO] 2021-10-23 08:33:30 > Step: 346600 Progress: 34.7% Elapsed: 4 days, 18:21:08 Gen_loss: 3.742 Dis_loss: 0.8194 Cls_loss: 1.772 Topk: N/A ada_p: 0.1904
[INFO] 2021-10-23 08:35:04 > Step: 346700 Progress: 34.7% Elapsed: 4 days, 18:22:43 Gen_loss: 1.857 Dis_loss: 0.7871 Cls_loss: 1.47 Topk: N/A ada_p: 0.1872
[INFO] 2021-10-23 08:36:49 > Step: 346800 Progress: 34.7% Elapsed: 4 days, 18:24:28 Gen_loss: 1.755 Dis_loss: 1.373 Cls_loss: 1.642 Topk: N/A ada_p: 0.1882
[INFO] 2021-10-23 08:38:24 > Step: 346900 Progress: 34.7% Elapsed: 4 days, 18:26:03 Gen_loss: 3.366 Dis_loss: 0.7553 Cls_loss: 1.661 Topk: N/A ada_p: 0.1904
[INFO] 2021-10-23 08:39:59 > Step: 347000 Progress: 34.7% Elapsed: 4 days, 18:27:37 Gen_loss: 2.74 Dis_loss: 1.435 Cls_loss: 2.1 Topk: N/A ada_p: 0.1906
[INFO] 2021-10-23 08:41:36 > Step: 347100 Progress: 34.7% Elapsed: 4 days, 18:29:15 Gen_loss: 4.238 Dis_loss: 1.154 Cls_loss: 1.906 Topk: N/A ada_p: 0.1933
[INFO] 2021-10-23 08:43:21 > Step: 347200 Progress: 34.7% Elapsed: 4 days, 18:31:00 Gen_loss: 6.107 Dis_loss: 1.332 Cls_loss: 2.007 Topk: N/A ada_p: 0.1923
[INFO] 2021-10-23 08:44:56 > Step: 347300 Progress: 34.7% Elapsed: 4 days, 18:32:35 Gen_loss: 3.593 Dis_loss: 1.174 Cls_loss: 1.622 Topk: N/A ada_p: 0.1932
[INFO] 2021-10-23 08:46:31 > Step: 347400 Progress: 34.7% Elapsed: 4 days, 18:34:10 Gen_loss: 2.955 Dis_loss: 0.7355 Cls_loss: 1.716 Topk: N/A ada_p: 0.1968
[INFO] 2021-10-23 08:48:17 > Step: 347500 Progress: 34.8% Elapsed: 4 days, 18:35:56 Gen_loss: 2.798 Dis_loss: 0.9681 Cls_loss: 1.99 Topk: N/A ada_p: 0.1956
[INFO] 2021-10-23 08:49:52 > Step: 347600 Progress: 34.8% Elapsed: 4 days, 18:37:31 Gen_loss: 2.26 Dis_loss: 0.8512 Cls_loss: 1.602 Topk: N/A ada_p: 0.2025
[INFO] 2021-10-23 08:51:28 > Step: 347700 Progress: 34.8% Elapsed: 4 days, 18:39:06 Gen_loss: 2.578 Dis_loss: 1.102 Cls_loss: 1.992 Topk: N/A ada_p: 0.1963
[INFO] 2021-10-23 08:53:03 > Step: 347800 Progress: 34.8% Elapsed: 4 days, 18:40:42 Gen_loss: 1.338 Dis_loss: 1.036 Cls_loss: 1.631 Topk: N/A ada_p: 0.1973
[INFO] 2021-10-23 08:54:48 > Step: 347900 Progress: 34.8% Elapsed: 4 days, 18:42:26 Gen_loss: 3.027 Dis_loss: 0.8275 Cls_loss: 2.005 Topk: N/A ada_p: 0.1897
[INFO] 2021-10-23 08:56:22 > Step: 348000 Progress: 34.8% Elapsed: 4 days, 18:44:01 Gen_loss: 2.7 Dis_loss: 0.9965 Cls_loss: 1.567 Topk: N/A ada_p: 0.1961
[INFO] 2021-10-23 08:57:57 > Step: 348100 Progress: 34.8% Elapsed: 4 days, 18:45:36 Gen_loss: 2.229 Dis_loss: 0.8936 Cls_loss: 1.995 Topk: N/A ada_p: 0.1927
[INFO] 2021-10-23 08:59:32 > Step: 348200 Progress: 34.8% Elapsed: 4 days, 18:47:11 Gen_loss: 2.529 Dis_loss: 1.063 Cls_loss: 1.817 Topk: N/A ada_p: 0.1937
[INFO] 2021-10-23 09:01:18 > Step: 348300 Progress: 34.8% Elapsed: 4 days, 18:48:56 Gen_loss: 2.322 Dis_loss: 0.7068 Cls_loss: 1.637 Topk: N/A ada_p: 0.1908
[INFO] 2021-10-23 09:02:52 > Step: 348400 Progress: 34.8% Elapsed: 4 days, 18:50:31 Gen_loss: 2.205 Dis_loss: 0.6398 Cls_loss: 1.509 Topk: N/A ada_p: 0.1836
[INFO] 2021-10-23 09:04:27 > Step: 348500 Progress: 34.8% Elapsed: 4 days, 18:52:06 Gen_loss: 3.241 Dis_loss: 0.9168 Cls_loss: 1.633 Topk: N/A ada_p: 0.1873
[INFO] 2021-10-23 09:06:03 > Step: 348600 Progress: 34.9% Elapsed: 4 days, 18:53:42 Gen_loss: 2.129 Dis_loss: 0.8003 Cls_loss: 1.577 Topk: N/A ada_p: 0.1888
[INFO] 2021-10-23 09:07:48 > Step: 348700 Progress: 34.9% Elapsed: 4 days, 18:55:27 Gen_loss: 2.204 Dis_loss: 0.8545 Cls_loss: 1.693 Topk: N/A ada_p: 0.1933
[INFO] 2021-10-23 09:09:23 > Step: 348800 Progress: 34.9% Elapsed: 4 days, 18:57:02 Gen_loss: 2.644 Dis_loss: 0.9078 Cls_loss: 1.775 Topk: N/A ada_p: 0.1997
[INFO] 2021-10-23 09:10:58 > Step: 348900 Progress: 34.9% Elapsed: 4 days, 18:58:36 Gen_loss: 2.899 Dis_loss: 3.07 Cls_loss: 2.148 Topk: N/A ada_p: 0.1998
[INFO] 2021-10-23 09:12:32 > Step: 349000 Progress: 34.9% Elapsed: 4 days, 19:00:11 Gen_loss: 2.755 Dis_loss: 0.7851 Cls_loss: 1.815 Topk: N/A ada_p: 0.1988
[INFO] 2021-10-23 09:14:18 > Step: 349100 Progress: 34.9% Elapsed: 4 days, 19:01:56 Gen_loss: 2.083 Dis_loss: 1.362 Cls_loss: 1.842 Topk: N/A ada_p: 0.1987
[INFO] 2021-10-23 09:15:52 > Step: 349200 Progress: 34.9% Elapsed: 4 days, 19:03:31 Gen_loss: 2.512 Dis_loss: 0.8006 Cls_loss: 1.53 Topk: N/A ada_p: 0.1964
[INFO] 2021-10-23 09:17:28 > Step: 349300 Progress: 34.9% Elapsed: 4 days, 19:05:06 Gen_loss: 3.88 Dis_loss: 0.9673 Cls_loss: 1.808 Topk: N/A ada_p: 0.1914
[INFO] 2021-10-23 09:19:03 > Step: 349400 Progress: 34.9% Elapsed: 4 days, 19:06:42 Gen_loss: 1.237 Dis_loss: 1.29 Cls_loss: 2.019 Topk: N/A ada_p: 0.1873
[INFO] 2021-10-23 09:20:48 > Step: 349500 Progress: 34.9% Elapsed: 4 days, 19:08:27 Gen_loss: 2.077 Dis_loss: 0.6667 Cls_loss: 1.397 Topk: N/A ada_p: 0.1869
[INFO] 2021-10-23 09:22:24 > Step: 349600 Progress: 35.0% Elapsed: 4 days, 19:10:03 Gen_loss: 1.723 Dis_loss: 0.9122 Cls_loss: 2.077 Topk: N/A ada_p: 0.1833
[INFO] 2021-10-23 09:23:59 > Step: 349700 Progress: 35.0% Elapsed: 4 days, 19:11:38 Gen_loss: 1.865 Dis_loss: 1.069 Cls_loss: 1.671 Topk: N/A ada_p: 0.1878
[INFO] 2021-10-23 09:25:34 > Step: 349800 Progress: 35.0% Elapsed: 4 days, 19:13:12 Gen_loss: 3.396 Dis_loss: 1.069 Cls_loss: 1.717 Topk: N/A ada_p: 0.1886
[INFO] 2021-10-23 09:27:19 > Step: 349900 Progress: 35.0% Elapsed: 4 days, 19:14:58 Gen_loss: 2.472 Dis_loss: 0.9034 Cls_loss: 2.039 Topk: N/A ada_p: 0.1872
[INFO] 2021-10-23 09:28:55 > Step: 350000 Progress: 35.0% Elapsed: 4 days, 19:16:33 Gen_loss: 2.286 Dis_loss: 1.012 Cls_loss: 1.515 Topk: N/A ada_p: 0.1864
[INFO] 2021-10-23 09:28:55 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-23 09:28:55 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_350000.png
[INFO] 2021-10-23 09:28:55 > Start Evaluation (350000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-23 09:28:55 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-23 09:34:29 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-23 09:40:08 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-23 10:04:32 > Inception score (Step: 350000, 50000 generated images): 10.63967227935791
[INFO] 2021-10-23 10:04:32 > FID score (Step: 350000, Using train moments): 2.848583038070501
[INFO] 2021-10-23 10:04:32 > Improved Precision (Step: 350000, Using train images): 0.77068
[INFO] 2021-10-23 10:04:32 > Improved Recall (Step: 350000, Using train images): 0.61708
[INFO] 2021-10-23 10:04:32 > Density (Step: 350000, Using train images): 1.137576
[INFO] 2021-10-23 10:04:32 > Coverage (Step: 350000, Using train images): 0.92772
[INFO] 2021-10-23 10:04:32 > Best FID score (Step: 340000, Using train moments): 2.8467958958855206
[INFO] 2021-10-23 10:04:42 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-23 10:09:05 > Step: 350100 Progress: 35.0% Elapsed: 4 days, 19:56:44 Gen_loss: 1.358 Dis_loss: 1.003 Cls_loss: 1.775 Topk: N/A ada_p: 0.1924
[INFO] 2021-10-23 10:10:39 > Step: 350200 Progress: 35.0% Elapsed: 4 days, 19:58:18 Gen_loss: 2.492 Dis_loss: 0.8887 Cls_loss: 1.498 Topk: N/A ada_p: 0.1904
[INFO] 2021-10-23 10:12:30 > Step: 350300 Progress: 35.0% Elapsed: 4 days, 20:00:09 Gen_loss: 2.319 Dis_loss: 1.059 Cls_loss: 2.052 Topk: N/A ada_p: 0.1859
[INFO] 2021-10-23 10:14:04 > Step: 350400 Progress: 35.0% Elapsed: 4 days, 20:01:43 Gen_loss: 1.645 Dis_loss: 1.542 Cls_loss: 2.005 Topk: N/A ada_p: 0.1902
[INFO] 2021-10-23 10:15:39 > Step: 350500 Progress: 35.0% Elapsed: 4 days, 20:03:18 Gen_loss: 1.519 Dis_loss: 0.8189 Cls_loss: 1.483 Topk: N/A ada_p: 0.1858
[INFO] 2021-10-23 10:17:14 > Step: 350600 Progress: 35.1% Elapsed: 4 days, 20:04:52 Gen_loss: 2.866 Dis_loss: 1.004 Cls_loss: 1.528 Topk: N/A ada_p: 0.1901
[INFO] 2021-10-23 10:18:58 > Step: 350700 Progress: 35.1% Elapsed: 4 days, 20:06:37 Gen_loss: 2.671 Dis_loss: 0.6458 Cls_loss: 1.318 Topk: N/A ada_p: 0.1946
[INFO] 2021-10-23 10:20:33 > Step: 350800 Progress: 35.1% Elapsed: 4 days, 20:08:12 Gen_loss: 1.294 Dis_loss: 1.65 Cls_loss: 1.922 Topk: N/A ada_p: 0.1979
[INFO] 2021-10-23 10:22:09 > Step: 350900 Progress: 35.1% Elapsed: 4 days, 20:09:48 Gen_loss: 1.661 Dis_loss: 0.7455 Cls_loss: 1.817 Topk: N/A ada_p: 0.1927
[INFO] 2021-10-23 10:23:44 > Step: 351000 Progress: 35.1% Elapsed: 4 days, 20:11:22 Gen_loss: 2.0 Dis_loss: 0.7181 Cls_loss: 1.502 Topk: N/A ada_p: 0.1932
[INFO] 2021-10-23 10:25:28 > Step: 351100 Progress: 35.1% Elapsed: 4 days, 20:13:07 Gen_loss: 3.272 Dis_loss: 1.33 Cls_loss: 1.959 Topk: N/A ada_p: 0.1959
[INFO] 2021-10-23 10:27:03 > Step: 351200 Progress: 35.1% Elapsed: 4 days, 20:14:41 Gen_loss: 1.258 Dis_loss: 0.9178 Cls_loss: 1.58 Topk: N/A ada_p: 0.2007
[INFO] 2021-10-23 10:28:38 > Step: 351300 Progress: 35.1% Elapsed: 4 days, 20:16:17 Gen_loss: 2.193 Dis_loss: 0.9217 Cls_loss: 1.826 Topk: N/A ada_p: 0.2029
[INFO] 2021-10-23 10:30:22 > Step: 351400 Progress: 35.1% Elapsed: 4 days, 20:18:01 Gen_loss: 1.499 Dis_loss: 1.65 Cls_loss: 1.748 Topk: N/A ada_p: 0.1947
[INFO] 2021-10-23 10:31:57 > Step: 351500 Progress: 35.1% Elapsed: 4 days, 20:19:35 Gen_loss: 2.674 Dis_loss: 1.17 Cls_loss: 1.378 Topk: N/A ada_p: 0.1949
[INFO] 2021-10-23 10:33:32 > Step: 351600 Progress: 35.2% Elapsed: 4 days, 20:21:11 Gen_loss: 2.692 Dis_loss: 0.8913 Cls_loss: 1.771 Topk: N/A ada_p: 0.1951
[INFO] 2021-10-23 10:35:07 > Step: 351700 Progress: 35.2% Elapsed: 4 days, 20:22:46 Gen_loss: 3.532 Dis_loss: 1.015 Cls_loss: 1.803 Topk: N/A ada_p: 0.1922
[INFO] 2021-10-23 10:36:52 > Step: 351800 Progress: 35.2% Elapsed: 4 days, 20:24:31 Gen_loss: 3.275 Dis_loss: 0.909 Cls_loss: 1.637 Topk: N/A ada_p: 0.1894
[INFO] 2021-10-23 10:38:27 > Step: 351900 Progress: 35.2% Elapsed: 4 days, 20:26:05 Gen_loss: 1.555 Dis_loss: 1.115 Cls_loss: 1.724 Topk: N/A ada_p: 0.1872
[INFO] 2021-10-23 10:40:01 > Step: 352000 Progress: 35.2% Elapsed: 4 days, 20:27:40 Gen_loss: 3.048 Dis_loss: 1.115 Cls_loss: 1.506 Topk: N/A ada_p: 0.1887
[INFO] 2021-10-23 10:41:36 > Step: 352100 Progress: 35.2% Elapsed: 4 days, 20:29:15 Gen_loss: 2.842 Dis_loss: 1.401 Cls_loss: 1.69 Topk: N/A ada_p: 0.1901
[INFO] 2021-10-23 10:43:21 > Step: 352200 Progress: 35.2% Elapsed: 4 days, 20:31:00 Gen_loss: 2.878 Dis_loss: 0.806 Cls_loss: 1.6 Topk: N/A ada_p: 0.186
[INFO] 2021-10-23 10:44:56 > Step: 352300 Progress: 35.2% Elapsed: 4 days, 20:32:34 Gen_loss: 2.408 Dis_loss: 0.7385 Cls_loss: 1.588 Topk: N/A ada_p: 0.1905
[INFO] 2021-10-23 10:46:30 > Step: 352400 Progress: 35.2% Elapsed: 4 days, 20:34:09 Gen_loss: 2.605 Dis_loss: 0.827 Cls_loss: 1.868 Topk: N/A ada_p: 0.1841
[INFO] 2021-10-23 10:48:05 > Step: 352500 Progress: 35.2% Elapsed: 4 days, 20:35:43 Gen_loss: 2.884 Dis_loss: 0.9964 Cls_loss: 1.431 Topk: N/A ada_p: 0.1835
[INFO] 2021-10-23 10:49:49 > Step: 352600 Progress: 35.3% Elapsed: 4 days, 20:37:28 Gen_loss: 2.38 Dis_loss: 1.147 Cls_loss: 1.649 Topk: N/A ada_p: 0.183
[INFO] 2021-10-23 10:51:24 > Step: 352700 Progress: 35.3% Elapsed: 4 days, 20:39:03 Gen_loss: 2.291 Dis_loss: 0.5554 Cls_loss: 1.541 Topk: N/A ada_p: 0.1859
[INFO] 2021-10-23 10:52:59 > Step: 352800 Progress: 35.3% Elapsed: 4 days, 20:40:37 Gen_loss: 1.603 Dis_loss: 0.6353 Cls_loss: 1.397 Topk: N/A ada_p: 0.1931
[INFO] 2021-10-23 10:54:33 > Step: 352900 Progress: 35.3% Elapsed: 4 days, 20:42:12 Gen_loss: 2.086 Dis_loss: 0.9707 Cls_loss: 1.908 Topk: N/A ada_p: 0.1914
[INFO] 2021-10-23 10:56:18 > Step: 353000 Progress: 35.3% Elapsed: 4 days, 20:43:56 Gen_loss: 1.56 Dis_loss: 0.8729 Cls_loss: 1.554 Topk: N/A ada_p: 0.1911
[INFO] 2021-10-23 10:57:53 > Step: 353100 Progress: 35.3% Elapsed: 4 days, 20:45:31 Gen_loss: 0.7404 Dis_loss: 0.8236 Cls_loss: 1.903 Topk: N/A ada_p: 0.1951
[INFO] 2021-10-23 10:59:27 > Step: 353200 Progress: 35.3% Elapsed: 4 days, 20:47:06 Gen_loss: 2.816 Dis_loss: 0.9769 Cls_loss: 2.015 Topk: N/A ada_p: 0.1969
[INFO] 2021-10-23 11:01:02 > Step: 353300 Progress: 35.3% Elapsed: 4 days, 20:48:41 Gen_loss: 2.557 Dis_loss: 1.278 Cls_loss: 1.781 Topk: N/A ada_p: 0.1996
[INFO] 2021-10-23 11:02:46 > Step: 353400 Progress: 35.3% Elapsed: 4 days, 20:50:25 Gen_loss: 2.789 Dis_loss: 0.9906 Cls_loss: 1.894 Topk: N/A ada_p: 0.2047
[INFO] 2021-10-23 11:04:22 > Step: 353500 Progress: 35.4% Elapsed: 4 days, 20:52:00 Gen_loss: 2.072 Dis_loss: 0.6876 Cls_loss: 1.461 Topk: N/A ada_p: 0.1997
[INFO] 2021-10-23 11:05:56 > Step: 353600 Progress: 35.4% Elapsed: 4 days, 20:53:35 Gen_loss: 1.372 Dis_loss: 1.834 Cls_loss: 1.497 Topk: N/A ada_p: 0.1979
[INFO] 2021-10-23 11:07:31 > Step: 353700 Progress: 35.4% Elapsed: 4 days, 20:55:09 Gen_loss: 3.022 Dis_loss: 1.064 Cls_loss: 1.74 Topk: N/A ada_p: 0.1917
[INFO] 2021-10-23 11:09:15 > Step: 353800 Progress: 35.4% Elapsed: 4 days, 20:56:54 Gen_loss: 2.592 Dis_loss: 0.9368 Cls_loss: 1.893 Topk: N/A ada_p: 0.1968
[INFO] 2021-10-23 11:10:50 > Step: 353900 Progress: 35.4% Elapsed: 4 days, 20:58:29 Gen_loss: 3.094 Dis_loss: 0.7136 Cls_loss: 1.765 Topk: N/A ada_p: 0.1936
[INFO] 2021-10-23 11:12:24 > Step: 354000 Progress: 35.4% Elapsed: 4 days, 21:00:03 Gen_loss: 3.149 Dis_loss: 0.5969 Cls_loss: 1.276 Topk: N/A ada_p: 0.1908
[INFO] 2021-10-23 11:13:58 > Step: 354100 Progress: 35.4% Elapsed: 4 days, 21:01:37 Gen_loss: 1.973 Dis_loss: 0.8423 Cls_loss: 1.821 Topk: N/A ada_p: 0.1911
[INFO] 2021-10-23 11:15:42 > Step: 354200 Progress: 35.4% Elapsed: 4 days, 21:03:21 Gen_loss: 3.07 Dis_loss: 1.055 Cls_loss: 1.731 Topk: N/A ada_p: 0.1968
[INFO] 2021-10-23 11:17:17 > Step: 354300 Progress: 35.4% Elapsed: 4 days, 21:04:56 Gen_loss: 2.217 Dis_loss: 1.126 Cls_loss: 1.498 Topk: N/A ada_p: 0.1972
[INFO] 2021-10-23 11:18:51 > Step: 354400 Progress: 35.4% Elapsed: 4 days, 21:06:30 Gen_loss: 1.022 Dis_loss: 1.075 Cls_loss: 1.626 Topk: N/A ada_p: 0.1895
[INFO] 2021-10-23 11:20:24 > Step: 354500 Progress: 35.4% Elapsed: 4 days, 21:08:03 Gen_loss: 2.23 Dis_loss: 0.9633 Cls_loss: 1.833 Topk: N/A ada_p: 0.1927
[INFO] 2021-10-23 11:22:08 > Step: 354600 Progress: 35.5% Elapsed: 4 days, 21:09:47 Gen_loss: 2.193 Dis_loss: 1.124 Cls_loss: 1.964 Topk: N/A ada_p: 0.1927
[INFO] 2021-10-23 11:23:42 > Step: 354700 Progress: 35.5% Elapsed: 4 days, 21:11:21 Gen_loss: 2.496 Dis_loss: 1.035 Cls_loss: 1.49 Topk: N/A ada_p: 0.1895
[INFO] 2021-10-23 11:25:16 > Step: 354800 Progress: 35.5% Elapsed: 4 days, 21:12:54 Gen_loss: 3.863 Dis_loss: 1.538 Cls_loss: 1.367 Topk: N/A ada_p: 0.19
[INFO] 2021-10-23 11:26:49 > Step: 354900 Progress: 35.5% Elapsed: 4 days, 21:14:28 Gen_loss: 1.51 Dis_loss: 1.151 Cls_loss: 1.642 Topk: N/A ada_p: 0.1945
[INFO] 2021-10-23 11:28:33 > Step: 355000 Progress: 35.5% Elapsed: 4 days, 21:16:11 Gen_loss: 4.459 Dis_loss: 1.214 Cls_loss: 1.896 Topk: N/A ada_p: 0.1978
[INFO] 2021-10-23 11:30:07 > Step: 355100 Progress: 35.5% Elapsed: 4 days, 21:17:46 Gen_loss: 3.205 Dis_loss: 1.258 Cls_loss: 1.676 Topk: N/A ada_p: 0.1961
[INFO] 2021-10-23 11:31:42 > Step: 355200 Progress: 35.5% Elapsed: 4 days, 21:19:20 Gen_loss: 3.326 Dis_loss: 0.9555 Cls_loss: 1.867 Topk: N/A ada_p: 0.1943
[INFO] 2021-10-23 11:33:26 > Step: 355300 Progress: 35.5% Elapsed: 4 days, 21:21:05 Gen_loss: 2.51 Dis_loss: 1.276 Cls_loss: 1.521 Topk: N/A ada_p: 0.1937
[INFO] 2021-10-23 11:35:01 > Step: 355400 Progress: 35.5% Elapsed: 4 days, 21:22:39 Gen_loss: 3.209 Dis_loss: 1.398 Cls_loss: 2.094 Topk: N/A ada_p: 0.1932
[INFO] 2021-10-23 11:36:35 > Step: 355500 Progress: 35.5% Elapsed: 4 days, 21:24:14 Gen_loss: 3.294 Dis_loss: 1.151 Cls_loss: 1.788 Topk: N/A ada_p: 0.1926
[INFO] 2021-10-23 11:38:10 > Step: 355600 Progress: 35.6% Elapsed: 4 days, 21:25:49 Gen_loss: 1.825 Dis_loss: 1.875 Cls_loss: 1.81 Topk: N/A ada_p: 0.1982
[INFO] 2021-10-23 11:39:55 > Step: 355700 Progress: 35.6% Elapsed: 4 days, 21:27:34 Gen_loss: 3.93 Dis_loss: 1.791 Cls_loss: 2.113 Topk: N/A ada_p: 0.2001
[INFO] 2021-10-23 11:41:29 > Step: 355800 Progress: 35.6% Elapsed: 4 days, 21:29:08 Gen_loss: 2.581 Dis_loss: 1.003 Cls_loss: 1.881 Topk: N/A ada_p: 0.1965
[INFO] 2021-10-23 11:43:04 > Step: 355900 Progress: 35.6% Elapsed: 4 days, 21:30:42 Gen_loss: 3.119 Dis_loss: 0.769 Cls_loss: 1.646 Topk: N/A ada_p: 0.1987
[INFO] 2021-10-23 11:44:38 > Step: 356000 Progress: 35.6% Elapsed: 4 days, 21:32:17 Gen_loss: 3.223 Dis_loss: 0.8175 Cls_loss: 1.668 Topk: N/A ada_p: 0.2002
[INFO] 2021-10-23 11:46:23 > Step: 356100 Progress: 35.6% Elapsed: 4 days, 21:34:02 Gen_loss: 2.829 Dis_loss: 0.9593 Cls_loss: 1.501 Topk: N/A ada_p: 0.1978
[INFO] 2021-10-23 11:47:57 > Step: 356200 Progress: 35.6% Elapsed: 4 days, 21:35:36 Gen_loss: 3.679 Dis_loss: 1.114 Cls_loss: 1.635 Topk: N/A ada_p: 0.1981
[INFO] 2021-10-23 11:49:32 > Step: 356300 Progress: 35.6% Elapsed: 4 days, 21:37:11 Gen_loss: 2.265 Dis_loss: 1.451 Cls_loss: 2.137 Topk: N/A ada_p: 0.199
[INFO] 2021-10-23 11:51:07 > Step: 356400 Progress: 35.6% Elapsed: 4 days, 21:38:45 Gen_loss: 1.913 Dis_loss: 0.6764 Cls_loss: 1.346 Topk: N/A ada_p: 0.1951
[INFO] 2021-10-23 11:52:52 > Step: 356500 Progress: 35.6% Elapsed: 4 days, 21:40:30 Gen_loss: 2.607 Dis_loss: 0.8179 Cls_loss: 1.64 Topk: N/A ada_p: 0.197
[INFO] 2021-10-23 11:54:27 > Step: 356600 Progress: 35.7% Elapsed: 4 days, 21:42:05 Gen_loss: 1.499 Dis_loss: 0.8622 Cls_loss: 1.408 Topk: N/A ada_p: 0.1914
[INFO] 2021-10-23 11:56:01 > Step: 356700 Progress: 35.7% Elapsed: 4 days, 21:43:40 Gen_loss: 1.484 Dis_loss: 1.216 Cls_loss: 2.194 Topk: N/A ada_p: 0.1941
[INFO] 2021-10-23 11:57:36 > Step: 356800 Progress: 35.7% Elapsed: 4 days, 21:45:15 Gen_loss: 1.777 Dis_loss: 0.8418 Cls_loss: 1.497 Topk: N/A ada_p: 0.1972
[INFO] 2021-10-23 11:59:21 > Step: 356900 Progress: 35.7% Elapsed: 4 days, 21:47:00 Gen_loss: 2.752 Dis_loss: 0.999 Cls_loss: 1.928 Topk: N/A ada_p: 0.195
[INFO] 2021-10-23 12:00:55 > Step: 357000 Progress: 35.7% Elapsed: 4 days, 21:48:34 Gen_loss: 1.016 Dis_loss: 0.9326 Cls_loss: 1.675 Topk: N/A ada_p: 0.1975
[INFO] 2021-10-23 12:02:31 > Step: 357100 Progress: 35.7% Elapsed: 4 days, 21:50:10 Gen_loss: 1.571 Dis_loss: 1.373 Cls_loss: 1.841 Topk: N/A ada_p: 0.1943
[INFO] 2021-10-23 12:04:06 > Step: 357200 Progress: 35.7% Elapsed: 4 days, 21:51:44 Gen_loss: 1.981 Dis_loss: 0.9547 Cls_loss: 1.683 Topk: N/A ada_p: 0.1887
[INFO] 2021-10-23 12:05:51 > Step: 357300 Progress: 35.7% Elapsed: 4 days, 21:53:29 Gen_loss: 1.657 Dis_loss: 0.9142 Cls_loss: 1.596 Topk: N/A ada_p: 0.1894
[INFO] 2021-10-23 12:07:25 > Step: 357400 Progress: 35.7% Elapsed: 4 days, 21:55:04 Gen_loss: 4.757 Dis_loss: 1.309 Cls_loss: 1.777 Topk: N/A ada_p: 0.194
[INFO] 2021-10-23 12:09:01 > Step: 357500 Progress: 35.8% Elapsed: 4 days, 21:56:40 Gen_loss: 3.0 Dis_loss: 0.7293 Cls_loss: 1.588 Topk: N/A ada_p: 0.1938
[INFO] 2021-10-23 12:10:35 > Step: 357600 Progress: 35.8% Elapsed: 4 days, 21:58:14 Gen_loss: 1.581 Dis_loss: 0.9229 Cls_loss: 1.84 Topk: N/A ada_p: 0.1936
[INFO] 2021-10-23 12:12:20 > Step: 357700 Progress: 35.8% Elapsed: 4 days, 21:59:59 Gen_loss: 2.29 Dis_loss: 1.019 Cls_loss: 1.474 Topk: N/A ada_p: 0.1922
[INFO] 2021-10-23 12:13:56 > Step: 357800 Progress: 35.8% Elapsed: 4 days, 22:01:35 Gen_loss: 3.44 Dis_loss: 1.408 Cls_loss: 2.427 Topk: N/A ada_p: 0.1899
[INFO] 2021-10-23 12:15:31 > Step: 357900 Progress: 35.8% Elapsed: 4 days, 22:03:10 Gen_loss: 1.693 Dis_loss: 1.077 Cls_loss: 1.833 Topk: N/A ada_p: 0.192
[INFO] 2021-10-23 12:17:06 > Step: 358000 Progress: 35.8% Elapsed: 4 days, 22:04:45 Gen_loss: 2.483 Dis_loss: 1.162 Cls_loss: 2.117 Topk: N/A ada_p: 0.189
[INFO] 2021-10-23 12:18:51 > Step: 358100 Progress: 35.8% Elapsed: 4 days, 22:06:29 Gen_loss: 2.77 Dis_loss: 1.453 Cls_loss: 1.714 Topk: N/A ada_p: 0.1909
[INFO] 2021-10-23 12:20:25 > Step: 358200 Progress: 35.8% Elapsed: 4 days, 22:08:04 Gen_loss: 2.927 Dis_loss: 1.164 Cls_loss: 2.13 Topk: N/A ada_p: 0.2029
[INFO] 2021-10-23 12:21:59 > Step: 358300 Progress: 35.8% Elapsed: 4 days, 22:09:38 Gen_loss: 2.933 Dis_loss: 0.7795 Cls_loss: 1.332 Topk: N/A ada_p: 0.1961
[INFO] 2021-10-23 12:23:34 > Step: 358400 Progress: 35.8% Elapsed: 4 days, 22:11:12 Gen_loss: 2.746 Dis_loss: 0.9315 Cls_loss: 1.525 Topk: N/A ada_p: 0.1933
[INFO] 2021-10-23 12:25:18 > Step: 358500 Progress: 35.9% Elapsed: 4 days, 22:12:57 Gen_loss: 3.57 Dis_loss: 1.698 Cls_loss: 1.518 Topk: N/A ada_p: 0.2039
[INFO] 2021-10-23 12:26:52 > Step: 358600 Progress: 35.9% Elapsed: 4 days, 22:14:31 Gen_loss: 1.808 Dis_loss: 1.067 Cls_loss: 1.571 Topk: N/A ada_p: 0.2055
[INFO] 2021-10-23 12:28:27 > Step: 358700 Progress: 35.9% Elapsed: 4 days, 22:16:06 Gen_loss: 2.635 Dis_loss: 1.116 Cls_loss: 2.048 Topk: N/A ada_p: 0.2089
[INFO] 2021-10-23 12:30:01 > Step: 358800 Progress: 35.9% Elapsed: 4 days, 22:17:40 Gen_loss: 3.293 Dis_loss: 0.8186 Cls_loss: 1.817 Topk: N/A ada_p: 0.2041
[INFO] 2021-10-23 12:31:46 > Step: 358900 Progress: 35.9% Elapsed: 4 days, 22:19:25 Gen_loss: 2.292 Dis_loss: 0.6922 Cls_loss: 1.636 Topk: N/A ada_p: 0.1981
[INFO] 2021-10-23 12:33:20 > Step: 359000 Progress: 35.9% Elapsed: 4 days, 22:20:59 Gen_loss: 2.209 Dis_loss: 0.9479 Cls_loss: 1.794 Topk: N/A ada_p: 0.1927
[INFO] 2021-10-23 12:34:55 > Step: 359100 Progress: 35.9% Elapsed: 4 days, 22:22:34 Gen_loss: 3.825 Dis_loss: 1.423 Cls_loss: 2.229 Topk: N/A ada_p: 0.1915
[INFO] 2021-10-23 12:36:40 > Step: 359200 Progress: 35.9% Elapsed: 4 days, 22:24:19 Gen_loss: 1.483 Dis_loss: 1.266 Cls_loss: 2.012 Topk: N/A ada_p: 0.1903
[INFO] 2021-10-23 12:38:15 > Step: 359300 Progress: 35.9% Elapsed: 4 days, 22:25:54 Gen_loss: 3.277 Dis_loss: 1.353 Cls_loss: 1.911 Topk: N/A ada_p: 0.1924
[INFO] 2021-10-23 12:39:51 > Step: 359400 Progress: 35.9% Elapsed: 4 days, 22:27:30 Gen_loss: 2.927 Dis_loss: 0.8475 Cls_loss: 1.838 Topk: N/A ada_p: 0.1958
[INFO] 2021-10-23 12:41:26 > Step: 359500 Progress: 35.9% Elapsed: 4 days, 22:29:05 Gen_loss: 3.362 Dis_loss: 1.281 Cls_loss: 1.755 Topk: N/A ada_p: 0.2013
[INFO] 2021-10-23 12:43:12 > Step: 359600 Progress: 36.0% Elapsed: 4 days, 22:30:51 Gen_loss: 2.67 Dis_loss: 0.8727 Cls_loss: 1.979 Topk: N/A ada_p: 0.2028
[INFO] 2021-10-23 12:44:47 > Step: 359700 Progress: 36.0% Elapsed: 4 days, 22:32:26 Gen_loss: 2.853 Dis_loss: 1.068 Cls_loss: 1.955 Topk: N/A ada_p: 0.2088
[INFO] 2021-10-23 12:46:22 > Step: 359800 Progress: 36.0% Elapsed: 4 days, 22:34:01 Gen_loss: 1.688 Dis_loss: 1.398 Cls_loss: 1.897 Topk: N/A ada_p: 0.2034
[INFO] 2021-10-23 12:47:58 > Step: 359900 Progress: 36.0% Elapsed: 4 days, 22:35:36 Gen_loss: 1.077 Dis_loss: 0.9297 Cls_loss: 1.618 Topk: N/A ada_p: 0.1941
[INFO] 2021-10-23 12:49:42 > Step: 360000 Progress: 36.0% Elapsed: 4 days, 22:37:21 Gen_loss: 2.412 Dis_loss: 1.008 Cls_loss: 1.792 Topk: N/A ada_p: 0.1951
[INFO] 2021-10-23 12:49:42 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-23 12:49:43 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_360000.png
[INFO] 2021-10-23 12:49:43 > Start Evaluation (360000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-23 12:49:43 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-23 12:55:16 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-23 13:00:55 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-23 13:22:06 > Inception score (Step: 360000, 50000 generated images): 10.638761520385742
[INFO] 2021-10-23 13:22:06 > FID score (Step: 360000, Using train moments): 2.819918510060461
[INFO] 2021-10-23 13:22:06 > Improved Precision (Step: 360000, Using train images): 0.76684
[INFO] 2021-10-23 13:22:06 > Improved Recall (Step: 360000, Using train images): 0.62024
[INFO] 2021-10-23 13:22:06 > Density (Step: 360000, Using train images): 1.126244
[INFO] 2021-10-23 13:22:06 > Coverage (Step: 360000, Using train images): 0.9257
[INFO] 2021-10-23 13:22:06 > Best FID score (Step: 360000, Using train moments): 2.819918510060461
[INFO] 2021-10-23 13:22:26 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-23 13:23:59 > Step: 360100 Progress: 36.0% Elapsed: 4 days, 23:11:38 Gen_loss: 3.246 Dis_loss: 1.228 Cls_loss: 1.907 Topk: N/A ada_p: 0.2011
[INFO] 2021-10-23 13:25:34 > Step: 360200 Progress: 36.0% Elapsed: 4 days, 23:13:13 Gen_loss: 3.364 Dis_loss: 0.8558 Cls_loss: 1.946 Topk: N/A ada_p: 0.2011
[INFO] 2021-10-23 13:27:08 > Step: 360300 Progress: 36.0% Elapsed: 4 days, 23:14:47 Gen_loss: 2.34 Dis_loss: 1.101 Cls_loss: 2.042 Topk: N/A ada_p: 0.1997
[INFO] 2021-10-23 13:28:59 > Step: 360400 Progress: 36.0% Elapsed: 4 days, 23:16:38 Gen_loss: 1.29 Dis_loss: 0.7725 Cls_loss: 1.544 Topk: N/A ada_p: 0.2036
[INFO] 2021-10-23 13:30:34 > Step: 360500 Progress: 36.0% Elapsed: 4 days, 23:18:13 Gen_loss: 1.395 Dis_loss: 0.9776 Cls_loss: 2.016 Topk: N/A ada_p: 0.1986
[INFO] 2021-10-23 13:32:09 > Step: 360600 Progress: 36.1% Elapsed: 4 days, 23:19:48 Gen_loss: 4.438 Dis_loss: 0.8564 Cls_loss: 1.623 Topk: N/A ada_p: 0.1929
[INFO] 2021-10-23 13:33:45 > Step: 360700 Progress: 36.1% Elapsed: 4 days, 23:21:24 Gen_loss: 2.998 Dis_loss: 0.944 Cls_loss: 1.829 Topk: N/A ada_p: 0.1913
[INFO] 2021-10-23 13:35:30 > Step: 360800 Progress: 36.1% Elapsed: 4 days, 23:23:09 Gen_loss: 1.124 Dis_loss: 1.321 Cls_loss: 2.004 Topk: N/A ada_p: 0.1949
[INFO] 2021-10-23 13:37:05 > Step: 360900 Progress: 36.1% Elapsed: 4 days, 23:24:44 Gen_loss: 2.696 Dis_loss: 0.9751 Cls_loss: 1.48 Topk: N/A ada_p: 0.1973
[INFO] 2021-10-23 13:38:40 > Step: 361000 Progress: 36.1% Elapsed: 4 days, 23:26:19 Gen_loss: 2.661 Dis_loss: 0.7359 Cls_loss: 1.425 Topk: N/A ada_p: 0.196
[INFO] 2021-10-23 13:40:15 > Step: 361100 Progress: 36.1% Elapsed: 4 days, 23:27:54 Gen_loss: 3.19 Dis_loss: 1.137 Cls_loss: 1.803 Topk: N/A ada_p: 0.1923
[INFO] 2021-10-23 13:42:00 > Step: 361200 Progress: 36.1% Elapsed: 4 days, 23:29:39 Gen_loss: 2.909 Dis_loss: 0.7038 Cls_loss: 1.643 Topk: N/A ada_p: 0.1864
[INFO] 2021-10-23 13:43:36 > Step: 361300 Progress: 36.1% Elapsed: 4 days, 23:31:14 Gen_loss: 2.743 Dis_loss: 0.788 Cls_loss: 1.535 Topk: N/A ada_p: 0.1922
[INFO] 2021-10-23 13:45:11 > Step: 361400 Progress: 36.1% Elapsed: 4 days, 23:32:50 Gen_loss: 3.855 Dis_loss: 0.7704 Cls_loss: 1.778 Topk: N/A ada_p: 0.194
[INFO] 2021-10-23 13:46:47 > Step: 361500 Progress: 36.1% Elapsed: 4 days, 23:34:25 Gen_loss: 2.742 Dis_loss: 0.8923 Cls_loss: 1.575 Topk: N/A ada_p: 0.1918
[INFO] 2021-10-23 13:48:31 > Step: 361600 Progress: 36.2% Elapsed: 4 days, 23:36:10 Gen_loss: 3.312 Dis_loss: 1.133 Cls_loss: 1.987 Topk: N/A ada_p: 0.1967
[INFO] 2021-10-23 13:50:07 > Step: 361700 Progress: 36.2% Elapsed: 4 days, 23:37:46 Gen_loss: 1.009 Dis_loss: 1.629 Cls_loss: 1.639 Topk: N/A ada_p: 0.1963
[INFO] 2021-10-23 13:51:44 > Step: 361800 Progress: 36.2% Elapsed: 4 days, 23:39:23 Gen_loss: 1.617 Dis_loss: 0.6992 Cls_loss: 1.767 Topk: N/A ada_p: 0.1871
[INFO] 2021-10-23 13:53:19 > Step: 361900 Progress: 36.2% Elapsed: 4 days, 23:40:57 Gen_loss: 1.966 Dis_loss: 1.002 Cls_loss: 1.591 Topk: N/A ada_p: 0.1885
[INFO] 2021-10-23 13:55:04 > Step: 362000 Progress: 36.2% Elapsed: 4 days, 23:42:43 Gen_loss: 2.289 Dis_loss: 0.8722 Cls_loss: 1.896 Topk: N/A ada_p: 0.1892
[INFO] 2021-10-23 13:56:39 > Step: 362100 Progress: 36.2% Elapsed: 4 days, 23:44:18 Gen_loss: 1.725 Dis_loss: 1.004 Cls_loss: 1.522 Topk: N/A ada_p: 0.197
[INFO] 2021-10-23 13:58:14 > Step: 362200 Progress: 36.2% Elapsed: 4 days, 23:45:53 Gen_loss: 1.139 Dis_loss: 1.202 Cls_loss: 1.596 Topk: N/A ada_p: 0.197
[INFO] 2021-10-23 13:59:49 > Step: 362300 Progress: 36.2% Elapsed: 4 days, 23:47:28 Gen_loss: 3.169 Dis_loss: 1.197 Cls_loss: 1.835 Topk: N/A ada_p: 0.2007
[INFO] 2021-10-23 14:01:34 > Step: 362400 Progress: 36.2% Elapsed: 4 days, 23:49:13 Gen_loss: 3.25 Dis_loss: 0.7816 Cls_loss: 1.896 Topk: N/A ada_p: 0.199
[INFO] 2021-10-23 14:03:09 > Step: 362500 Progress: 36.2% Elapsed: 4 days, 23:50:48 Gen_loss: 3.321 Dis_loss: 0.9791 Cls_loss: 1.466 Topk: N/A ada_p: 0.1999
[INFO] 2021-10-23 14:04:44 > Step: 362600 Progress: 36.3% Elapsed: 4 days, 23:52:23 Gen_loss: 2.061 Dis_loss: 0.984 Cls_loss: 1.823 Topk: N/A ada_p: 0.2001
[INFO] 2021-10-23 14:06:19 > Step: 362700 Progress: 36.3% Elapsed: 4 days, 23:53:58 Gen_loss: 3.256 Dis_loss: 1.162 Cls_loss: 2.16 Topk: N/A ada_p: 0.1982
[INFO] 2021-10-23 14:08:03 > Step: 362800 Progress: 36.3% Elapsed: 4 days, 23:55:42 Gen_loss: 3.123 Dis_loss: 0.9701 Cls_loss: 1.927 Topk: N/A ada_p: 0.1979
[INFO] 2021-10-23 14:09:37 > Step: 362900 Progress: 36.3% Elapsed: 4 days, 23:57:16 Gen_loss: 2.295 Dis_loss: 0.8272 Cls_loss: 1.581 Topk: N/A ada_p: 0.1968
[INFO] 2021-10-23 14:11:12 > Step: 363000 Progress: 36.3% Elapsed: 4 days, 23:58:51 Gen_loss: 2.963 Dis_loss: 1.066 Cls_loss: 1.781 Topk: N/A ada_p: 0.2004
[INFO] 2021-10-23 14:12:57 > Step: 363100 Progress: 36.3% Elapsed: 5 days, 0:00:36 Gen_loss: 1.887 Dis_loss: 0.8854 Cls_loss: 1.578 Topk: N/A ada_p: 0.1995
[INFO] 2021-10-23 14:14:32 > Step: 363200 Progress: 36.3% Elapsed: 5 days, 0:02:11 Gen_loss: 1.486 Dis_loss: 0.938 Cls_loss: 1.783 Topk: N/A ada_p: 0.1954
[INFO] 2021-10-23 14:16:07 > Step: 363300 Progress: 36.3% Elapsed: 5 days, 0:03:46 Gen_loss: 3.18 Dis_loss: 0.975 Cls_loss: 1.392 Topk: N/A ada_p: 0.1932
[INFO] 2021-10-23 14:17:42 > Step: 363400 Progress: 36.3% Elapsed: 5 days, 0:05:20 Gen_loss: 1.172 Dis_loss: 1.408 Cls_loss: 1.753 Topk: N/A ada_p: 0.1927
[INFO] 2021-10-23 14:19:26 > Step: 363500 Progress: 36.4% Elapsed: 5 days, 0:07:05 Gen_loss: 2.98 Dis_loss: 1.255 Cls_loss: 1.579 Topk: N/A ada_p: 0.1949
[INFO] 2021-10-23 14:21:00 > Step: 363600 Progress: 36.4% Elapsed: 5 days, 0:08:39 Gen_loss: 1.843 Dis_loss: 0.9656 Cls_loss: 1.872 Topk: N/A ada_p: 0.1977
[INFO] 2021-10-23 14:22:36 > Step: 363700 Progress: 36.4% Elapsed: 5 days, 0:10:14 Gen_loss: 1.46 Dis_loss: 1.469 Cls_loss: 1.972 Topk: N/A ada_p: 0.1991
[INFO] 2021-10-23 14:24:10 > Step: 363800 Progress: 36.4% Elapsed: 5 days, 0:11:49 Gen_loss: 1.42 Dis_loss: 0.9125 Cls_loss: 1.311 Topk: N/A ada_p: 0.1999
[INFO] 2021-10-23 14:25:55 > Step: 363900 Progress: 36.4% Elapsed: 5 days, 0:13:33 Gen_loss: 3.06 Dis_loss: 0.818 Cls_loss: 1.454 Topk: N/A ada_p: 0.1984
[INFO] 2021-10-23 14:27:29 > Step: 364000 Progress: 36.4% Elapsed: 5 days, 0:15:07 Gen_loss: 0.8196 Dis_loss: 1.486 Cls_loss: 1.64 Topk: N/A ada_p: 0.199
[INFO] 2021-10-23 14:29:03 > Step: 364100 Progress: 36.4% Elapsed: 5 days, 0:16:42 Gen_loss: 2.259 Dis_loss: 1.471 Cls_loss: 2.102 Topk: N/A ada_p: 0.1978
[INFO] 2021-10-23 14:30:37 > Step: 364200 Progress: 36.4% Elapsed: 5 days, 0:18:16 Gen_loss: 1.346 Dis_loss: 0.6641 Cls_loss: 1.596 Topk: N/A ada_p: 0.1978
[INFO] 2021-10-23 14:32:21 > Step: 364300 Progress: 36.4% Elapsed: 5 days, 0:20:00 Gen_loss: 1.676 Dis_loss: 0.9122 Cls_loss: 1.717 Topk: N/A ada_p: 0.1972
[INFO] 2021-10-23 14:33:55 > Step: 364400 Progress: 36.4% Elapsed: 5 days, 0:21:34 Gen_loss: 2.984 Dis_loss: 0.728 Cls_loss: 1.542 Topk: N/A ada_p: 0.1949
[INFO] 2021-10-23 14:35:28 > Step: 364500 Progress: 36.4% Elapsed: 5 days, 0:23:07 Gen_loss: 2.39 Dis_loss: 0.852 Cls_loss: 1.49 Topk: N/A ada_p: 0.1942
[INFO] 2021-10-23 14:37:03 > Step: 364600 Progress: 36.5% Elapsed: 5 days, 0:24:42 Gen_loss: 2.804 Dis_loss: 0.5761 Cls_loss: 1.469 Topk: N/A ada_p: 0.1952
[INFO] 2021-10-23 14:38:47 > Step: 364700 Progress: 36.5% Elapsed: 5 days, 0:26:26 Gen_loss: 2.507 Dis_loss: 1.18 Cls_loss: 1.579 Topk: N/A ada_p: 0.2018
[INFO] 2021-10-23 14:40:21 > Step: 364800 Progress: 36.5% Elapsed: 5 days, 0:28:00 Gen_loss: 2.519 Dis_loss: 0.8013 Cls_loss: 1.814 Topk: N/A ada_p: 0.1979
[INFO] 2021-10-23 14:41:55 > Step: 364900 Progress: 36.5% Elapsed: 5 days, 0:29:34 Gen_loss: 1.576 Dis_loss: 0.9803 Cls_loss: 1.69 Topk: N/A ada_p: 0.196
[INFO] 2021-10-23 14:43:30 > Step: 365000 Progress: 36.5% Elapsed: 5 days, 0:31:09 Gen_loss: 2.775 Dis_loss: 1.268 Cls_loss: 1.955 Topk: N/A ada_p: 0.1978
[INFO] 2021-10-23 14:45:15 > Step: 365100 Progress: 36.5% Elapsed: 5 days, 0:32:54 Gen_loss: 1.868 Dis_loss: 1.094 Cls_loss: 1.978 Topk: N/A ada_p: 0.2
[INFO] 2021-10-23 14:46:49 > Step: 365200 Progress: 36.5% Elapsed: 5 days, 0:34:28 Gen_loss: 2.895 Dis_loss: 1.162 Cls_loss: 1.604 Topk: N/A ada_p: 0.1979
[INFO] 2021-10-23 14:48:24 > Step: 365300 Progress: 36.5% Elapsed: 5 days, 0:36:03 Gen_loss: 2.944 Dis_loss: 1.211 Cls_loss: 2.185 Topk: N/A ada_p: 0.1955
[INFO] 2021-10-23 14:49:58 > Step: 365400 Progress: 36.5% Elapsed: 5 days, 0:37:37 Gen_loss: 2.646 Dis_loss: 1.083 Cls_loss: 1.513 Topk: N/A ada_p: 0.1922
[INFO] 2021-10-23 14:51:43 > Step: 365500 Progress: 36.5% Elapsed: 5 days, 0:39:22 Gen_loss: 2.245 Dis_loss: 1.066 Cls_loss: 1.656 Topk: N/A ada_p: 0.19
[INFO] 2021-10-23 14:53:18 > Step: 365600 Progress: 36.6% Elapsed: 5 days, 0:40:56 Gen_loss: 3.297 Dis_loss: 0.5455 Cls_loss: 1.644 Topk: N/A ada_p: 0.1882
[INFO] 2021-10-23 14:54:53 > Step: 365700 Progress: 36.6% Elapsed: 5 days, 0:42:32 Gen_loss: 2.871 Dis_loss: 1.029 Cls_loss: 1.586 Topk: N/A ada_p: 0.1891
[INFO] 2021-10-23 14:56:27 > Step: 365800 Progress: 36.6% Elapsed: 5 days, 0:44:06 Gen_loss: 1.524 Dis_loss: 1.509 Cls_loss: 1.388 Topk: N/A ada_p: 0.1937
[INFO] 2021-10-23 14:58:13 > Step: 365900 Progress: 36.6% Elapsed: 5 days, 0:45:51 Gen_loss: 3.352 Dis_loss: 0.9955 Cls_loss: 1.989 Topk: N/A ada_p: 0.1938
[INFO] 2021-10-23 14:59:47 > Step: 366000 Progress: 36.6% Elapsed: 5 days, 0:47:26 Gen_loss: 2.655 Dis_loss: 0.8651 Cls_loss: 1.989 Topk: N/A ada_p: 0.1987
[INFO] 2021-10-23 15:01:22 > Step: 366100 Progress: 36.6% Elapsed: 5 days, 0:49:01 Gen_loss: 4.085 Dis_loss: 1.319 Cls_loss: 1.899 Topk: N/A ada_p: 0.1986
[INFO] 2021-10-23 15:02:57 > Step: 366200 Progress: 36.6% Elapsed: 5 days, 0:50:35 Gen_loss: 2.747 Dis_loss: 0.5859 Cls_loss: 1.329 Topk: N/A ada_p: 0.197
[INFO] 2021-10-23 15:04:41 > Step: 366300 Progress: 36.6% Elapsed: 5 days, 0:52:20 Gen_loss: 2.091 Dis_loss: 0.7346 Cls_loss: 1.766 Topk: N/A ada_p: 0.2013
[INFO] 2021-10-23 15:06:16 > Step: 366400 Progress: 36.6% Elapsed: 5 days, 0:53:55 Gen_loss: 4.74 Dis_loss: 1.306 Cls_loss: 1.789 Topk: N/A ada_p: 0.1987
[INFO] 2021-10-23 15:07:51 > Step: 366500 Progress: 36.6% Elapsed: 5 days, 0:55:30 Gen_loss: 3.207 Dis_loss: 0.6973 Cls_loss: 1.656 Topk: N/A ada_p: 0.1904
[INFO] 2021-10-23 15:09:26 > Step: 366600 Progress: 36.7% Elapsed: 5 days, 0:57:05 Gen_loss: 1.421 Dis_loss: 0.8325 Cls_loss: 1.919 Topk: N/A ada_p: 0.1958
[INFO] 2021-10-23 15:11:11 > Step: 366700 Progress: 36.7% Elapsed: 5 days, 0:58:50 Gen_loss: 1.704 Dis_loss: 0.9938 Cls_loss: 1.302 Topk: N/A ada_p: 0.1887
[INFO] 2021-10-23 15:12:46 > Step: 366800 Progress: 36.7% Elapsed: 5 days, 1:00:25 Gen_loss: 2.267 Dis_loss: 1.135 Cls_loss: 2.142 Topk: N/A ada_p: 0.192
[INFO] 2021-10-23 15:14:23 > Step: 366900 Progress: 36.7% Elapsed: 5 days, 1:02:02 Gen_loss: 2.129 Dis_loss: 0.9291 Cls_loss: 1.757 Topk: N/A ada_p: 0.1888
[INFO] 2021-10-23 15:16:08 > Step: 367000 Progress: 36.7% Elapsed: 5 days, 1:03:47 Gen_loss: 2.185 Dis_loss: 1.112 Cls_loss: 1.584 Topk: N/A ada_p: 0.1896
[INFO] 2021-10-23 15:17:43 > Step: 367100 Progress: 36.7% Elapsed: 5 days, 1:05:22 Gen_loss: 4.155 Dis_loss: 0.7774 Cls_loss: 1.849 Topk: N/A ada_p: 0.1877
[INFO] 2021-10-23 15:19:18 > Step: 367200 Progress: 36.7% Elapsed: 5 days, 1:06:57 Gen_loss: 2.056 Dis_loss: 1.147 Cls_loss: 1.935 Topk: N/A ada_p: 0.1877
[INFO] 2021-10-23 15:20:53 > Step: 367300 Progress: 36.7% Elapsed: 5 days, 1:08:32 Gen_loss: 1.775 Dis_loss: 0.7802 Cls_loss: 1.621 Topk: N/A ada_p: 0.1945
[INFO] 2021-10-23 15:22:38 > Step: 367400 Progress: 36.7% Elapsed: 5 days, 1:10:17 Gen_loss: 1.497 Dis_loss: 1.129 Cls_loss: 1.502 Topk: N/A ada_p: 0.1947
[INFO] 2021-10-23 15:24:12 > Step: 367500 Progress: 36.8% Elapsed: 5 days, 1:11:51 Gen_loss: 3.203 Dis_loss: 1.072 Cls_loss: 1.86 Topk: N/A ada_p: 0.1995
[INFO] 2021-10-23 15:25:47 > Step: 367600 Progress: 36.8% Elapsed: 5 days, 1:13:26 Gen_loss: 2.772 Dis_loss: 1.289 Cls_loss: 2.083 Topk: N/A ada_p: 0.2018
[INFO] 2021-10-23 15:27:22 > Step: 367700 Progress: 36.8% Elapsed: 5 days, 1:15:01 Gen_loss: 3.093 Dis_loss: 0.9747 Cls_loss: 1.814 Topk: N/A ada_p: 0.1993
[INFO] 2021-10-23 15:29:07 > Step: 367800 Progress: 36.8% Elapsed: 5 days, 1:16:46 Gen_loss: 2.869 Dis_loss: 0.8684 Cls_loss: 1.952 Topk: N/A ada_p: 0.1876
[INFO] 2021-10-23 15:30:42 > Step: 367900 Progress: 36.8% Elapsed: 5 days, 1:18:20 Gen_loss: 2.581 Dis_loss: 0.8996 Cls_loss: 1.739 Topk: N/A ada_p: 0.192
[INFO] 2021-10-23 15:32:16 > Step: 368000 Progress: 36.8% Elapsed: 5 days, 1:19:55 Gen_loss: 3.229 Dis_loss: 0.9376 Cls_loss: 1.581 Topk: N/A ada_p: 0.1979
[INFO] 2021-10-23 15:33:51 > Step: 368100 Progress: 36.8% Elapsed: 5 days, 1:21:30 Gen_loss: 1.919 Dis_loss: 0.7312 Cls_loss: 1.725 Topk: N/A ada_p: 0.1965
[INFO] 2021-10-23 15:35:35 > Step: 368200 Progress: 36.8% Elapsed: 5 days, 1:23:14 Gen_loss: 1.648 Dis_loss: 0.8237 Cls_loss: 1.597 Topk: N/A ada_p: 0.2011
[INFO] 2021-10-23 15:37:10 > Step: 368300 Progress: 36.8% Elapsed: 5 days, 1:24:49 Gen_loss: 2.498 Dis_loss: 0.916 Cls_loss: 1.685 Topk: N/A ada_p: 0.1941
[INFO] 2021-10-23 15:38:45 > Step: 368400 Progress: 36.8% Elapsed: 5 days, 1:26:24 Gen_loss: 1.743 Dis_loss: 0.7145 Cls_loss: 1.697 Topk: N/A ada_p: 0.1864
[INFO] 2021-10-23 15:40:20 > Step: 368500 Progress: 36.9% Elapsed: 5 days, 1:27:59 Gen_loss: 2.068 Dis_loss: 1.067 Cls_loss: 1.811 Topk: N/A ada_p: 0.1924
[INFO] 2021-10-23 15:42:05 > Step: 368600 Progress: 36.9% Elapsed: 5 days, 1:29:44 Gen_loss: 2.68 Dis_loss: 1.178 Cls_loss: 2.051 Topk: N/A ada_p: 0.1919
[INFO] 2021-10-23 15:43:40 > Step: 368700 Progress: 36.9% Elapsed: 5 days, 1:31:19 Gen_loss: 2.68 Dis_loss: 1.45 Cls_loss: 1.93 Topk: N/A ada_p: 0.1913
[INFO] 2021-10-23 15:45:14 > Step: 368800 Progress: 36.9% Elapsed: 5 days, 1:32:53 Gen_loss: 1.879 Dis_loss: 0.6759 Cls_loss: 1.63 Topk: N/A ada_p: 0.1928
[INFO] 2021-10-23 15:46:50 > Step: 368900 Progress: 36.9% Elapsed: 5 days, 1:34:29 Gen_loss: 3.08 Dis_loss: 0.9593 Cls_loss: 1.94 Topk: N/A ada_p: 0.196
[INFO] 2021-10-23 15:48:34 > Step: 369000 Progress: 36.9% Elapsed: 5 days, 1:36:13 Gen_loss: 0.6667 Dis_loss: 0.9318 Cls_loss: 1.499 Topk: N/A ada_p: 0.2052
[INFO] 2021-10-23 15:50:09 > Step: 369100 Progress: 36.9% Elapsed: 5 days, 1:37:48 Gen_loss: 3.02 Dis_loss: 1.298 Cls_loss: 1.584 Topk: N/A ada_p: 0.202
[INFO] 2021-10-23 15:51:44 > Step: 369200 Progress: 36.9% Elapsed: 5 days, 1:39:23 Gen_loss: 2.442 Dis_loss: 0.6349 Cls_loss: 1.479 Topk: N/A ada_p: 0.1974
[INFO] 2021-10-23 15:53:20 > Step: 369300 Progress: 36.9% Elapsed: 5 days, 1:40:59 Gen_loss: 2.307 Dis_loss: 0.852 Cls_loss: 1.694 Topk: N/A ada_p: 0.1947
[INFO] 2021-10-23 15:55:04 > Step: 369400 Progress: 36.9% Elapsed: 5 days, 1:42:43 Gen_loss: 2.092 Dis_loss: 1.594 Cls_loss: 1.51 Topk: N/A ada_p: 0.195
[INFO] 2021-10-23 15:56:40 > Step: 369500 Progress: 37.0% Elapsed: 5 days, 1:44:19 Gen_loss: 2.772 Dis_loss: 0.8965 Cls_loss: 1.373 Topk: N/A ada_p: 0.1892
[INFO] 2021-10-23 15:58:15 > Step: 369600 Progress: 37.0% Elapsed: 5 days, 1:45:54 Gen_loss: 1.653 Dis_loss: 1.121 Cls_loss: 1.923 Topk: N/A ada_p: 0.1946
[INFO] 2021-10-23 15:59:50 > Step: 369700 Progress: 37.0% Elapsed: 5 days, 1:47:29 Gen_loss: 3.589 Dis_loss: 1.02 Cls_loss: 2.002 Topk: N/A ada_p: 0.1896
[INFO] 2021-10-23 16:01:35 > Step: 369800 Progress: 37.0% Elapsed: 5 days, 1:49:14 Gen_loss: 1.699 Dis_loss: 0.8099 Cls_loss: 2.395 Topk: N/A ada_p: 0.1883
[INFO] 2021-10-23 16:03:10 > Step: 369900 Progress: 37.0% Elapsed: 5 days, 1:50:49 Gen_loss: 2.547 Dis_loss: 0.776 Cls_loss: 1.804 Topk: N/A ada_p: 0.1964
[INFO] 2021-10-23 16:04:45 > Step: 370000 Progress: 37.0% Elapsed: 5 days, 1:52:24 Gen_loss: 2.186 Dis_loss: 0.743 Cls_loss: 1.601 Topk: N/A ada_p: 0.1974
[INFO] 2021-10-23 16:04:45 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-23 16:04:45 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_370000.png
[INFO] 2021-10-23 16:04:45 > Start Evaluation (370000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-23 16:04:45 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-23 16:10:18 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-23 16:15:57 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-23 16:37:28 > Inception score (Step: 370000, 50000 generated images): 10.529823303222656
[INFO] 2021-10-23 16:37:28 > FID score (Step: 370000, Using train moments): 2.8189892693117145
[INFO] 2021-10-23 16:37:28 > Improved Precision (Step: 370000, Using train images): 0.76756
[INFO] 2021-10-23 16:37:28 > Improved Recall (Step: 370000, Using train images): 0.62662
[INFO] 2021-10-23 16:37:28 > Density (Step: 370000, Using train images): 1.1205
[INFO] 2021-10-23 16:37:28 > Coverage (Step: 370000, Using train images): 0.9244
[INFO] 2021-10-23 16:37:28 > Best FID score (Step: 370000, Using train moments): 2.8189892693117145
[INFO] 2021-10-23 16:37:51 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-23 16:39:24 > Step: 370100 Progress: 37.0% Elapsed: 5 days, 2:27:03 Gen_loss: 1.731 Dis_loss: 1.06 Cls_loss: 1.731 Topk: N/A ada_p: 0.1922
[INFO] 2021-10-23 16:41:16 > Step: 370200 Progress: 37.0% Elapsed: 5 days, 2:28:55 Gen_loss: 2.113 Dis_loss: 0.8948 Cls_loss: 1.824 Topk: N/A ada_p: 0.1886
[INFO] 2021-10-23 16:42:51 > Step: 370300 Progress: 37.0% Elapsed: 5 days, 2:30:30 Gen_loss: 1.381 Dis_loss: 1.548 Cls_loss: 2.045 Topk: N/A ada_p: 0.1928
[INFO] 2021-10-23 16:44:25 > Step: 370400 Progress: 37.0% Elapsed: 5 days, 2:32:04 Gen_loss: 4.588 Dis_loss: 1.819 Cls_loss: 1.982 Topk: N/A ada_p: 0.1931
[INFO] 2021-10-23 16:46:00 > Step: 370500 Progress: 37.0% Elapsed: 5 days, 2:33:39 Gen_loss: 4.236 Dis_loss: 1.363 Cls_loss: 1.613 Topk: N/A ada_p: 0.1904
[INFO] 2021-10-23 16:47:44 > Step: 370600 Progress: 37.1% Elapsed: 5 days, 2:35:23 Gen_loss: 2.713 Dis_loss: 0.8708 Cls_loss: 1.609 Topk: N/A ada_p: 0.1904
[INFO] 2021-10-23 16:49:19 > Step: 370700 Progress: 37.1% Elapsed: 5 days, 2:36:58 Gen_loss: 1.605 Dis_loss: 1.083 Cls_loss: 1.786 Topk: N/A ada_p: 0.1908
[INFO] 2021-10-23 16:50:54 > Step: 370800 Progress: 37.1% Elapsed: 5 days, 2:38:33 Gen_loss: 3.174 Dis_loss: 0.9136 Cls_loss: 1.763 Topk: N/A ada_p: 0.1892
[INFO] 2021-10-23 16:52:39 > Step: 370900 Progress: 37.1% Elapsed: 5 days, 2:40:18 Gen_loss: 2.286 Dis_loss: 1.174 Cls_loss: 2.138 Topk: N/A ada_p: 0.1904
[INFO] 2021-10-23 16:54:14 > Step: 371000 Progress: 37.1% Elapsed: 5 days, 2:41:52 Gen_loss: 2.06 Dis_loss: 0.8496 Cls_loss: 1.716 Topk: N/A ada_p: 0.1863
[INFO] 2021-10-23 16:55:48 > Step: 371100 Progress: 37.1% Elapsed: 5 days, 2:43:27 Gen_loss: 3.331 Dis_loss: 1.103 Cls_loss: 1.673 Topk: N/A ada_p: 0.1864
[INFO] 2021-10-23 16:57:23 > Step: 371200 Progress: 37.1% Elapsed: 5 days, 2:45:02 Gen_loss: 1.753 Dis_loss: 0.8818 Cls_loss: 1.614 Topk: N/A ada_p: 0.1869
[INFO] 2021-10-23 16:59:08 > Step: 371300 Progress: 37.1% Elapsed: 5 days, 2:46:47 Gen_loss: 4.004 Dis_loss: 0.8895 Cls_loss: 1.575 Topk: N/A ada_p: 0.195
[INFO] 2021-10-23 17:00:42 > Step: 371400 Progress: 37.1% Elapsed: 5 days, 2:48:21 Gen_loss: 2.941 Dis_loss: 0.9935 Cls_loss: 1.754 Topk: N/A ada_p: 0.1883
[INFO] 2021-10-23 17:02:17 > Step: 371500 Progress: 37.1% Elapsed: 5 days, 2:49:56 Gen_loss: 2.416 Dis_loss: 1.071 Cls_loss: 2.033 Topk: N/A ada_p: 0.1869
[INFO] 2021-10-23 17:03:52 > Step: 371600 Progress: 37.2% Elapsed: 5 days, 2:51:31 Gen_loss: 3.709 Dis_loss: 1.166 Cls_loss: 1.824 Topk: N/A ada_p: 0.1964
[INFO] 2021-10-23 17:05:38 > Step: 371700 Progress: 37.2% Elapsed: 5 days, 2:53:17 Gen_loss: 1.469 Dis_loss: 0.8751 Cls_loss: 2.012 Topk: N/A ada_p: 0.1958
[INFO] 2021-10-23 17:07:13 > Step: 371800 Progress: 37.2% Elapsed: 5 days, 2:54:52 Gen_loss: 3.44 Dis_loss: 0.9353 Cls_loss: 1.614 Topk: N/A ada_p: 0.197
[INFO] 2021-10-23 17:08:48 > Step: 371900 Progress: 37.2% Elapsed: 5 days, 2:56:27 Gen_loss: 2.944 Dis_loss: 0.7206 Cls_loss: 1.388 Topk: N/A ada_p: 0.1961
[INFO] 2021-10-23 17:10:23 > Step: 372000 Progress: 37.2% Elapsed: 5 days, 2:58:02 Gen_loss: 2.154 Dis_loss: 0.8848 Cls_loss: 1.736 Topk: N/A ada_p: 0.1933
[INFO] 2021-10-23 17:12:08 > Step: 372100 Progress: 37.2% Elapsed: 5 days, 2:59:47 Gen_loss: 1.977 Dis_loss: 0.9318 Cls_loss: 2.084 Topk: N/A ada_p: 0.2009
[INFO] 2021-10-23 17:13:44 > Step: 372200 Progress: 37.2% Elapsed: 5 days, 3:01:23 Gen_loss: 2.385 Dis_loss: 0.6726 Cls_loss: 1.618 Topk: N/A ada_p: 0.2029
[INFO] 2021-10-23 17:15:19 > Step: 372300 Progress: 37.2% Elapsed: 5 days, 3:02:58 Gen_loss: 1.93 Dis_loss: 0.9167 Cls_loss: 2.001 Topk: N/A ada_p: 0.2036
[INFO] 2021-10-23 17:16:54 > Step: 372400 Progress: 37.2% Elapsed: 5 days, 3:04:33 Gen_loss: 1.8 Dis_loss: 1.11 Cls_loss: 1.292 Topk: N/A ada_p: 0.1961
[INFO] 2021-10-23 17:18:39 > Step: 372500 Progress: 37.2% Elapsed: 5 days, 3:06:18 Gen_loss: 3.157 Dis_loss: 0.7484 Cls_loss: 1.628 Topk: N/A ada_p: 0.2006
[INFO] 2021-10-23 17:20:14 > Step: 372600 Progress: 37.3% Elapsed: 5 days, 3:07:53 Gen_loss: 2.659 Dis_loss: 0.9917 Cls_loss: 1.636 Topk: N/A ada_p: 0.1968
[INFO] 2021-10-23 17:21:49 > Step: 372700 Progress: 37.3% Elapsed: 5 days, 3:09:28 Gen_loss: 1.988 Dis_loss: 0.8829 Cls_loss: 1.941 Topk: N/A ada_p: 0.1954
[INFO] 2021-10-23 17:23:24 > Step: 372800 Progress: 37.3% Elapsed: 5 days, 3:11:02 Gen_loss: 2.212 Dis_loss: 0.8283 Cls_loss: 1.562 Topk: N/A ada_p: 0.1982
[INFO] 2021-10-23 17:25:08 > Step: 372900 Progress: 37.3% Elapsed: 5 days, 3:12:47 Gen_loss: 2.021 Dis_loss: 1.122 Cls_loss: 1.952 Topk: N/A ada_p: 0.1999
[INFO] 2021-10-23 17:26:43 > Step: 373000 Progress: 37.3% Elapsed: 5 days, 3:14:22 Gen_loss: 1.5 Dis_loss: 1.575 Cls_loss: 2.085 Topk: N/A ada_p: 0.2055
[INFO] 2021-10-23 17:28:18 > Step: 373100 Progress: 37.3% Elapsed: 5 days, 3:15:57 Gen_loss: 1.937 Dis_loss: 0.8751 Cls_loss: 1.724 Topk: N/A ada_p: 0.2069
[INFO] 2021-10-23 17:29:53 > Step: 373200 Progress: 37.3% Elapsed: 5 days, 3:17:32 Gen_loss: 2.109 Dis_loss: 0.9225 Cls_loss: 1.803 Topk: N/A ada_p: 0.2071
[INFO] 2021-10-23 17:31:38 > Step: 373300 Progress: 37.3% Elapsed: 5 days, 3:19:16 Gen_loss: 2.197 Dis_loss: 1.097 Cls_loss: 1.98 Topk: N/A ada_p: 0.1996
[INFO] 2021-10-23 17:33:12 > Step: 373400 Progress: 37.3% Elapsed: 5 days, 3:20:51 Gen_loss: 2.291 Dis_loss: 1.214 Cls_loss: 1.78 Topk: N/A ada_p: 0.1975
[INFO] 2021-10-23 17:34:47 > Step: 373500 Progress: 37.4% Elapsed: 5 days, 3:22:26 Gen_loss: 2.534 Dis_loss: 0.8312 Cls_loss: 1.559 Topk: N/A ada_p: 0.1956
[INFO] 2021-10-23 17:36:21 > Step: 373600 Progress: 37.4% Elapsed: 5 days, 3:24:00 Gen_loss: 2.806 Dis_loss: 1.041 Cls_loss: 1.975 Topk: N/A ada_p: 0.1961
[INFO] 2021-10-23 17:38:05 > Step: 373700 Progress: 37.4% Elapsed: 5 days, 3:25:44 Gen_loss: 1.691 Dis_loss: 0.9842 Cls_loss: 1.845 Topk: N/A ada_p: 0.1945
[INFO] 2021-10-23 17:39:40 > Step: 373800 Progress: 37.4% Elapsed: 5 days, 3:27:18 Gen_loss: 2.401 Dis_loss: 1.071 Cls_loss: 1.525 Topk: N/A ada_p: 0.1935
[INFO] 2021-10-23 17:41:14 > Step: 373900 Progress: 37.4% Elapsed: 5 days, 3:28:53 Gen_loss: 1.495 Dis_loss: 0.8403 Cls_loss: 1.664 Topk: N/A ada_p: 0.1951
[INFO] 2021-10-23 17:42:48 > Step: 374000 Progress: 37.4% Elapsed: 5 days, 3:30:27 Gen_loss: 1.069 Dis_loss: 1.014 Cls_loss: 1.803 Topk: N/A ada_p: 0.1933
[INFO] 2021-10-23 17:44:32 > Step: 374100 Progress: 37.4% Elapsed: 5 days, 3:32:11 Gen_loss: 2.069 Dis_loss: 0.8439 Cls_loss: 1.934 Topk: N/A ada_p: 0.1963
[INFO] 2021-10-23 17:46:06 > Step: 374200 Progress: 37.4% Elapsed: 5 days, 3:33:44 Gen_loss: 2.167 Dis_loss: 1.169 Cls_loss: 1.56 Topk: N/A ada_p: 0.1965
[INFO] 2021-10-23 17:47:39 > Step: 374300 Progress: 37.4% Elapsed: 5 days, 3:35:18 Gen_loss: 1.724 Dis_loss: 0.8914 Cls_loss: 1.767 Topk: N/A ada_p: 0.1905
[INFO] 2021-10-23 17:49:13 > Step: 374400 Progress: 37.4% Elapsed: 5 days, 3:36:52 Gen_loss: 1.555 Dis_loss: 1.386 Cls_loss: 1.685 Topk: N/A ada_p: 0.1862
[INFO] 2021-10-23 17:50:56 > Step: 374500 Progress: 37.5% Elapsed: 5 days, 3:38:35 Gen_loss: 0.8456 Dis_loss: 1.284 Cls_loss: 1.742 Topk: N/A ada_p: 0.1924
[INFO] 2021-10-23 17:52:30 > Step: 374600 Progress: 37.5% Elapsed: 5 days, 3:40:09 Gen_loss: 2.01 Dis_loss: 0.7145 Cls_loss: 1.586 Topk: N/A ada_p: 0.1935
[INFO] 2021-10-23 17:54:04 > Step: 374700 Progress: 37.5% Elapsed: 5 days, 3:41:42 Gen_loss: 1.691 Dis_loss: 1.3 Cls_loss: 1.872 Topk: N/A ada_p: 0.1923
[INFO] 2021-10-23 17:55:47 > Step: 374800 Progress: 37.5% Elapsed: 5 days, 3:43:26 Gen_loss: 3.288 Dis_loss: 0.8587 Cls_loss: 1.627 Topk: N/A ada_p: 0.1936
[INFO] 2021-10-23 17:57:22 > Step: 374900 Progress: 37.5% Elapsed: 5 days, 3:45:01 Gen_loss: 1.985 Dis_loss: 0.7306 Cls_loss: 1.608 Topk: N/A ada_p: 0.1937
[INFO] 2021-10-23 17:58:57 > Step: 375000 Progress: 37.5% Elapsed: 5 days, 3:46:36 Gen_loss: 3.034 Dis_loss: 0.6862 Cls_loss: 1.538 Topk: N/A ada_p: 0.1952
[INFO] 2021-10-23 18:00:32 > Step: 375100 Progress: 37.5% Elapsed: 5 days, 3:48:11 Gen_loss: 3.093 Dis_loss: 1.277 Cls_loss: 1.652 Topk: N/A ada_p: 0.1995
[INFO] 2021-10-23 18:02:16 > Step: 375200 Progress: 37.5% Elapsed: 5 days, 3:49:55 Gen_loss: 2.736 Dis_loss: 0.6767 Cls_loss: 1.705 Topk: N/A ada_p: 0.1969
[INFO] 2021-10-23 18:03:51 > Step: 375300 Progress: 37.5% Elapsed: 5 days, 3:51:30 Gen_loss: 1.496 Dis_loss: 0.9026 Cls_loss: 1.779 Topk: N/A ada_p: 0.1991
[INFO] 2021-10-23 18:05:26 > Step: 375400 Progress: 37.5% Elapsed: 5 days, 3:53:05 Gen_loss: 2.208 Dis_loss: 0.9008 Cls_loss: 1.707 Topk: N/A ada_p: 0.1991
[INFO] 2021-10-23 18:07:01 > Step: 375500 Progress: 37.5% Elapsed: 5 days, 3:54:39 Gen_loss: 2.179 Dis_loss: 1.12 Cls_loss: 1.873 Topk: N/A ada_p: 0.1997
[INFO] 2021-10-23 18:08:45 > Step: 375600 Progress: 37.6% Elapsed: 5 days, 3:56:24 Gen_loss: 2.018 Dis_loss: 1.12 Cls_loss: 1.581 Topk: N/A ada_p: 0.1995
[INFO] 2021-10-23 18:10:20 > Step: 375700 Progress: 37.6% Elapsed: 5 days, 3:57:59 Gen_loss: 1.338 Dis_loss: 0.9005 Cls_loss: 1.793 Topk: N/A ada_p: 0.2009
[INFO] 2021-10-23 18:11:54 > Step: 375800 Progress: 37.6% Elapsed: 5 days, 3:59:33 Gen_loss: 2.837 Dis_loss: 1.235 Cls_loss: 1.874 Topk: N/A ada_p: 0.1993
[INFO] 2021-10-23 18:13:30 > Step: 375900 Progress: 37.6% Elapsed: 5 days, 4:01:08 Gen_loss: 1.496 Dis_loss: 1.27 Cls_loss: 1.66 Topk: N/A ada_p: 0.2005
[INFO] 2021-10-23 18:15:15 > Step: 376000 Progress: 37.6% Elapsed: 5 days, 4:02:54 Gen_loss: 3.331 Dis_loss: 1.038 Cls_loss: 1.927 Topk: N/A ada_p: 0.1951
[INFO] 2021-10-23 18:16:50 > Step: 376100 Progress: 37.6% Elapsed: 5 days, 4:04:29 Gen_loss: 2.726 Dis_loss: 1.116 Cls_loss: 1.915 Topk: N/A ada_p: 0.1963
[INFO] 2021-10-23 18:18:25 > Step: 376200 Progress: 37.6% Elapsed: 5 days, 4:06:04 Gen_loss: 3.979 Dis_loss: 0.9985 Cls_loss: 1.541 Topk: N/A ada_p: 0.1932
[INFO] 2021-10-23 18:20:00 > Step: 376300 Progress: 37.6% Elapsed: 5 days, 4:07:39 Gen_loss: 1.419 Dis_loss: 0.8313 Cls_loss: 1.628 Topk: N/A ada_p: 0.1964
[INFO] 2021-10-23 18:21:45 > Step: 376400 Progress: 37.6% Elapsed: 5 days, 4:09:23 Gen_loss: 1.459 Dis_loss: 0.6626 Cls_loss: 1.567 Topk: N/A ada_p: 0.1941
[INFO] 2021-10-23 18:23:21 > Step: 376500 Progress: 37.6% Elapsed: 5 days, 4:10:59 Gen_loss: 4.005 Dis_loss: 1.379 Cls_loss: 1.952 Topk: N/A ada_p: 0.1996
[INFO] 2021-10-23 18:24:56 > Step: 376600 Progress: 37.7% Elapsed: 5 days, 4:12:35 Gen_loss: 1.192 Dis_loss: 1.917 Cls_loss: 1.767 Topk: N/A ada_p: 0.1988
[INFO] 2021-10-23 18:26:31 > Step: 376700 Progress: 37.7% Elapsed: 5 days, 4:14:10 Gen_loss: 1.502 Dis_loss: 0.9404 Cls_loss: 1.49 Topk: N/A ada_p: 0.1967
[INFO] 2021-10-23 18:28:17 > Step: 376800 Progress: 37.7% Elapsed: 5 days, 4:15:55 Gen_loss: 1.309 Dis_loss: 0.8756 Cls_loss: 2.062 Topk: N/A ada_p: 0.1979
[INFO] 2021-10-23 18:29:52 > Step: 376900 Progress: 37.7% Elapsed: 5 days, 4:17:31 Gen_loss: 1.975 Dis_loss: 1.153 Cls_loss: 1.708 Topk: N/A ada_p: 0.2004
[INFO] 2021-10-23 18:31:26 > Step: 377000 Progress: 37.7% Elapsed: 5 days, 4:19:05 Gen_loss: 1.331 Dis_loss: 1.348 Cls_loss: 2.04 Topk: N/A ada_p: 0.2034
[INFO] 2021-10-23 18:33:02 > Step: 377100 Progress: 37.7% Elapsed: 5 days, 4:20:40 Gen_loss: 2.892 Dis_loss: 0.8962 Cls_loss: 1.657 Topk: N/A ada_p: 0.2018
[INFO] 2021-10-23 18:34:46 > Step: 377200 Progress: 37.7% Elapsed: 5 days, 4:22:25 Gen_loss: 3.719 Dis_loss: 0.8909 Cls_loss: 1.714 Topk: N/A ada_p: 0.2056
[INFO] 2021-10-23 18:36:21 > Step: 377300 Progress: 37.7% Elapsed: 5 days, 4:24:00 Gen_loss: 1.57 Dis_loss: 1.734 Cls_loss: 1.712 Topk: N/A ada_p: 0.206
[INFO] 2021-10-23 18:37:57 > Step: 377400 Progress: 37.7% Elapsed: 5 days, 4:25:36 Gen_loss: 2.804 Dis_loss: 1.135 Cls_loss: 1.529 Topk: N/A ada_p: 0.2022
[INFO] 2021-10-23 18:39:32 > Step: 377500 Progress: 37.8% Elapsed: 5 days, 4:27:11 Gen_loss: 2.078 Dis_loss: 1.135 Cls_loss: 1.647 Topk: N/A ada_p: 0.1987
[INFO] 2021-10-23 18:41:17 > Step: 377600 Progress: 37.8% Elapsed: 5 days, 4:28:56 Gen_loss: 3.486 Dis_loss: 1.555 Cls_loss: 2.097 Topk: N/A ada_p: 0.1961
[INFO] 2021-10-23 18:42:52 > Step: 377700 Progress: 37.8% Elapsed: 5 days, 4:30:31 Gen_loss: 1.817 Dis_loss: 1.378 Cls_loss: 1.989 Topk: N/A ada_p: 0.2009
[INFO] 2021-10-23 18:44:27 > Step: 377800 Progress: 37.8% Elapsed: 5 days, 4:32:06 Gen_loss: 2.625 Dis_loss: 0.9936 Cls_loss: 1.65 Topk: N/A ada_p: 0.196
[INFO] 2021-10-23 18:46:02 > Step: 377900 Progress: 37.8% Elapsed: 5 days, 4:33:41 Gen_loss: 1.732 Dis_loss: 0.8953 Cls_loss: 1.663 Topk: N/A ada_p: 0.1987
[INFO] 2021-10-23 18:47:47 > Step: 378000 Progress: 37.8% Elapsed: 5 days, 4:35:26 Gen_loss: 1.232 Dis_loss: 1.938 Cls_loss: 1.733 Topk: N/A ada_p: 0.1938
[INFO] 2021-10-23 18:49:23 > Step: 378100 Progress: 37.8% Elapsed: 5 days, 4:37:02 Gen_loss: 3.807 Dis_loss: 1.279 Cls_loss: 1.761 Topk: N/A ada_p: 0.1929
[INFO] 2021-10-23 18:50:58 > Step: 378200 Progress: 37.8% Elapsed: 5 days, 4:38:37 Gen_loss: 2.148 Dis_loss: 1.091 Cls_loss: 1.749 Topk: N/A ada_p: 0.1901
[INFO] 2021-10-23 18:52:32 > Step: 378300 Progress: 37.8% Elapsed: 5 days, 4:40:11 Gen_loss: 2.406 Dis_loss: 0.927 Cls_loss: 1.671 Topk: N/A ada_p: 0.1915
[INFO] 2021-10-23 18:54:17 > Step: 378400 Progress: 37.8% Elapsed: 5 days, 4:41:56 Gen_loss: 3.529 Dis_loss: 0.7864 Cls_loss: 1.723 Topk: N/A ada_p: 0.1951
[INFO] 2021-10-23 18:55:52 > Step: 378500 Progress: 37.9% Elapsed: 5 days, 4:43:31 Gen_loss: 2.804 Dis_loss: 1.127 Cls_loss: 1.701 Topk: N/A ada_p: 0.1973
[INFO] 2021-10-23 18:57:27 > Step: 378600 Progress: 37.9% Elapsed: 5 days, 4:45:06 Gen_loss: 1.684 Dis_loss: 0.9896 Cls_loss: 1.507 Topk: N/A ada_p: 0.1955
[INFO] 2021-10-23 18:59:13 > Step: 378700 Progress: 37.9% Elapsed: 5 days, 4:46:52 Gen_loss: 2.209 Dis_loss: 0.5184 Cls_loss: 1.505 Topk: N/A ada_p: 0.1928
[INFO] 2021-10-23 19:00:47 > Step: 378800 Progress: 37.9% Elapsed: 5 days, 4:48:26 Gen_loss: 3.063 Dis_loss: 0.8092 Cls_loss: 2.006 Topk: N/A ada_p: 0.1908
[INFO] 2021-10-23 19:02:22 > Step: 378900 Progress: 37.9% Elapsed: 5 days, 4:50:01 Gen_loss: 1.535 Dis_loss: 0.8715 Cls_loss: 1.774 Topk: N/A ada_p: 0.1914
[INFO] 2021-10-23 19:03:57 > Step: 379000 Progress: 37.9% Elapsed: 5 days, 4:51:36 Gen_loss: 2.296 Dis_loss: 0.8239 Cls_loss: 1.844 Topk: N/A ada_p: 0.1876
[INFO] 2021-10-23 19:05:42 > Step: 379100 Progress: 37.9% Elapsed: 5 days, 4:53:21 Gen_loss: 2.458 Dis_loss: 0.7974 Cls_loss: 1.335 Topk: N/A ada_p: 0.1913
[INFO] 2021-10-23 19:07:17 > Step: 379200 Progress: 37.9% Elapsed: 5 days, 4:54:55 Gen_loss: 3.959 Dis_loss: 1.363 Cls_loss: 2.038 Topk: N/A ada_p: 0.1982
[INFO] 2021-10-23 19:08:51 > Step: 379300 Progress: 37.9% Elapsed: 5 days, 4:56:30 Gen_loss: 2.621 Dis_loss: 0.9103 Cls_loss: 1.829 Topk: N/A ada_p: 0.2022
[INFO] 2021-10-23 19:10:26 > Step: 379400 Progress: 37.9% Elapsed: 5 days, 4:58:05 Gen_loss: 2.095 Dis_loss: 0.9617 Cls_loss: 1.704 Topk: N/A ada_p: 0.1947
[INFO] 2021-10-23 19:12:10 > Step: 379500 Progress: 38.0% Elapsed: 5 days, 4:59:49 Gen_loss: 1.801 Dis_loss: 1.161 Cls_loss: 1.955 Topk: N/A ada_p: 0.1982
[INFO] 2021-10-23 19:13:45 > Step: 379600 Progress: 38.0% Elapsed: 5 days, 5:01:24 Gen_loss: 2.276 Dis_loss: 0.9249 Cls_loss: 1.802 Topk: N/A ada_p: 0.1984
[INFO] 2021-10-23 19:15:19 > Step: 379700 Progress: 38.0% Elapsed: 5 days, 5:02:58 Gen_loss: 1.611 Dis_loss: 0.9855 Cls_loss: 1.865 Topk: N/A ada_p: 0.1973
[INFO] 2021-10-23 19:16:54 > Step: 379800 Progress: 38.0% Elapsed: 5 days, 5:04:32 Gen_loss: 2.286 Dis_loss: 0.905 Cls_loss: 1.503 Topk: N/A ada_p: 0.197
[INFO] 2021-10-23 19:18:39 > Step: 379900 Progress: 38.0% Elapsed: 5 days, 5:06:18 Gen_loss: 3.776 Dis_loss: 1.418 Cls_loss: 1.657 Topk: N/A ada_p: 0.1977
[INFO] 2021-10-23 19:20:14 > Step: 380000 Progress: 38.0% Elapsed: 5 days, 5:07:52 Gen_loss: 2.457 Dis_loss: 0.8157 Cls_loss: 1.549 Topk: N/A ada_p: 0.1931
[INFO] 2021-10-23 19:20:14 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-23 19:20:14 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_380000.png
[INFO] 2021-10-23 19:20:14 > Start Evaluation (380000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-23 19:20:14 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-23 19:25:47 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-23 19:31:26 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-23 19:52:33 > Inception score (Step: 380000, 50000 generated images): 10.560935020446777
[INFO] 2021-10-23 19:52:33 > FID score (Step: 380000, Using train moments): 2.7582697544010557
[INFO] 2021-10-23 19:52:33 > Improved Precision (Step: 380000, Using train images): 0.76438
[INFO] 2021-10-23 19:52:33 > Improved Recall (Step: 380000, Using train images): 0.62368
[INFO] 2021-10-23 19:52:33 > Density (Step: 380000, Using train images): 1.1266800000000001
[INFO] 2021-10-23 19:52:33 > Coverage (Step: 380000, Using train images): 0.9276
[INFO] 2021-10-23 19:52:33 > Best FID score (Step: 380000, Using train moments): 2.7582697544010557
[INFO] 2021-10-23 19:52:55 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-23 19:54:28 > Step: 380100 Progress: 38.0% Elapsed: 5 days, 5:42:07 Gen_loss: 1.633 Dis_loss: 0.9521 Cls_loss: 1.724 Topk: N/A ada_p: 0.1911
[INFO] 2021-10-23 19:56:03 > Step: 380200 Progress: 38.0% Elapsed: 5 days, 5:43:42 Gen_loss: 3.334 Dis_loss: 0.58 Cls_loss: 1.408 Topk: N/A ada_p: 0.1919
[INFO] 2021-10-23 19:57:54 > Step: 380300 Progress: 38.0% Elapsed: 5 days, 5:45:33 Gen_loss: 3.17 Dis_loss: 1.326 Cls_loss: 1.442 Topk: N/A ada_p: 0.1903
[INFO] 2021-10-23 19:59:29 > Step: 380400 Progress: 38.0% Elapsed: 5 days, 5:47:07 Gen_loss: 1.759 Dis_loss: 1.52 Cls_loss: 2.418 Topk: N/A ada_p: 0.1913
[INFO] 2021-10-23 20:01:04 > Step: 380500 Progress: 38.0% Elapsed: 5 days, 5:48:42 Gen_loss: 1.329 Dis_loss: 0.8968 Cls_loss: 1.757 Topk: N/A ada_p: 0.1955
[INFO] 2021-10-23 20:02:39 > Step: 380600 Progress: 38.1% Elapsed: 5 days, 5:50:18 Gen_loss: 2.955 Dis_loss: 0.7031 Cls_loss: 1.621 Topk: N/A ada_p: 0.1924
[INFO] 2021-10-23 20:04:23 > Step: 380700 Progress: 38.1% Elapsed: 5 days, 5:52:02 Gen_loss: 1.446 Dis_loss: 0.8502 Cls_loss: 1.663 Topk: N/A ada_p: 0.1961
[INFO] 2021-10-23 20:05:59 > Step: 380800 Progress: 38.1% Elapsed: 5 days, 5:53:38 Gen_loss: 3.073 Dis_loss: 0.8522 Cls_loss: 1.691 Topk: N/A ada_p: 0.1946
[INFO] 2021-10-23 20:07:34 > Step: 380900 Progress: 38.1% Elapsed: 5 days, 5:55:12 Gen_loss: 3.711 Dis_loss: 0.6613 Cls_loss: 1.381 Topk: N/A ada_p: 0.1996
[INFO] 2021-10-23 20:09:08 > Step: 381000 Progress: 38.1% Elapsed: 5 days, 5:56:47 Gen_loss: 2.368 Dis_loss: 1.197 Cls_loss: 1.792 Topk: N/A ada_p: 0.2019
[INFO] 2021-10-23 20:10:53 > Step: 381100 Progress: 38.1% Elapsed: 5 days, 5:58:32 Gen_loss: 2.439 Dis_loss: 1.332 Cls_loss: 1.625 Topk: N/A ada_p: 0.2071
[INFO] 2021-10-23 20:12:28 > Step: 381200 Progress: 38.1% Elapsed: 5 days, 6:00:07 Gen_loss: 1.763 Dis_loss: 1.097 Cls_loss: 1.426 Topk: N/A ada_p: 0.2071
[INFO] 2021-10-23 20:14:02 > Step: 381300 Progress: 38.1% Elapsed: 5 days, 6:01:41 Gen_loss: 2.482 Dis_loss: 0.9045 Cls_loss: 1.638 Topk: N/A ada_p: 0.2011
[INFO] 2021-10-23 20:15:37 > Step: 381400 Progress: 38.1% Elapsed: 5 days, 6:03:16 Gen_loss: 2.791 Dis_loss: 0.8024 Cls_loss: 1.707 Topk: N/A ada_p: 0.2073
[INFO] 2021-10-23 20:17:22 > Step: 381500 Progress: 38.1% Elapsed: 5 days, 6:05:01 Gen_loss: 1.497 Dis_loss: 1.026 Cls_loss: 1.645 Topk: N/A ada_p: 0.2066
[INFO] 2021-10-23 20:18:57 > Step: 381600 Progress: 38.2% Elapsed: 5 days, 6:06:35 Gen_loss: 2.947 Dis_loss: 0.9993 Cls_loss: 1.83 Topk: N/A ada_p: 0.2023
[INFO] 2021-10-23 20:20:32 > Step: 381700 Progress: 38.2% Elapsed: 5 days, 6:08:10 Gen_loss: 3.913 Dis_loss: 1.219 Cls_loss: 1.439 Topk: N/A ada_p: 0.2024
[INFO] 2021-10-23 20:22:07 > Step: 381800 Progress: 38.2% Elapsed: 5 days, 6:09:46 Gen_loss: 2.562 Dis_loss: 0.8647 Cls_loss: 1.757 Topk: N/A ada_p: 0.2009
[INFO] 2021-10-23 20:23:51 > Step: 381900 Progress: 38.2% Elapsed: 5 days, 6:11:30 Gen_loss: 3.202 Dis_loss: 0.9006 Cls_loss: 1.72 Topk: N/A ada_p: 0.2
[INFO] 2021-10-23 20:25:27 > Step: 382000 Progress: 38.2% Elapsed: 5 days, 6:13:05 Gen_loss: 2.501 Dis_loss: 1.297 Cls_loss: 2.394 Topk: N/A ada_p: 0.2033
[INFO] 2021-10-23 20:27:01 > Step: 382100 Progress: 38.2% Elapsed: 5 days, 6:14:40 Gen_loss: 1.554 Dis_loss: 0.9988 Cls_loss: 1.764 Topk: N/A ada_p: 0.1955
[INFO] 2021-10-23 20:28:36 > Step: 382200 Progress: 38.2% Elapsed: 5 days, 6:16:15 Gen_loss: 3.713 Dis_loss: 1.388 Cls_loss: 1.945 Topk: N/A ada_p: 0.1988
[INFO] 2021-10-23 20:30:21 > Step: 382300 Progress: 38.2% Elapsed: 5 days, 6:18:00 Gen_loss: 2.57 Dis_loss: 0.8841 Cls_loss: 1.549 Topk: N/A ada_p: 0.1984
[INFO] 2021-10-23 20:31:56 > Step: 382400 Progress: 38.2% Elapsed: 5 days, 6:19:35 Gen_loss: 2.695 Dis_loss: 0.8935 Cls_loss: 1.479 Topk: N/A ada_p: 0.1987
[INFO] 2021-10-23 20:33:31 > Step: 382500 Progress: 38.2% Elapsed: 5 days, 6:21:10 Gen_loss: 3.115 Dis_loss: 0.8162 Cls_loss: 1.452 Topk: N/A ada_p: 0.1965
[INFO] 2021-10-23 20:35:16 > Step: 382600 Progress: 38.3% Elapsed: 5 days, 6:22:55 Gen_loss: 1.929 Dis_loss: 1.24 Cls_loss: 1.678 Topk: N/A ada_p: 0.1996
[INFO] 2021-10-23 20:36:50 > Step: 382700 Progress: 38.3% Elapsed: 5 days, 6:24:29 Gen_loss: 2.977 Dis_loss: 1.045 Cls_loss: 1.448 Topk: N/A ada_p: 0.1982
[INFO] 2021-10-23 20:38:25 > Step: 382800 Progress: 38.3% Elapsed: 5 days, 6:26:04 Gen_loss: 1.759 Dis_loss: 0.6803 Cls_loss: 1.583 Topk: N/A ada_p: 0.1979
[INFO] 2021-10-23 20:40:00 > Step: 382900 Progress: 38.3% Elapsed: 5 days, 6:27:39 Gen_loss: 1.913 Dis_loss: 0.8322 Cls_loss: 1.907 Topk: N/A ada_p: 0.2006
[INFO] 2021-10-23 20:41:45 > Step: 383000 Progress: 38.3% Elapsed: 5 days, 6:29:23 Gen_loss: 3.749 Dis_loss: 0.6369 Cls_loss: 1.647 Topk: N/A ada_p: 0.2032
[INFO] 2021-10-23 20:43:19 > Step: 383100 Progress: 38.3% Elapsed: 5 days, 6:30:58 Gen_loss: 1.434 Dis_loss: 1.163 Cls_loss: 1.624 Topk: N/A ada_p: 0.2025
[INFO] 2021-10-23 20:44:54 > Step: 383200 Progress: 38.3% Elapsed: 5 days, 6:32:33 Gen_loss: 1.533 Dis_loss: 1.76 Cls_loss: 1.861 Topk: N/A ada_p: 0.2008
[INFO] 2021-10-23 20:46:28 > Step: 383300 Progress: 38.3% Elapsed: 5 days, 6:34:07 Gen_loss: 1.937 Dis_loss: 1.399 Cls_loss: 1.848 Topk: N/A ada_p: 0.2024
[INFO] 2021-10-23 20:48:12 > Step: 383400 Progress: 38.3% Elapsed: 5 days, 6:35:51 Gen_loss: 2.423 Dis_loss: 1.438 Cls_loss: 1.938 Topk: N/A ada_p: 0.1991
[INFO] 2021-10-23 20:49:46 > Step: 383500 Progress: 38.4% Elapsed: 5 days, 6:37:25 Gen_loss: 3.036 Dis_loss: 0.8911 Cls_loss: 1.861 Topk: N/A ada_p: 0.2038
[INFO] 2021-10-23 20:51:21 > Step: 383600 Progress: 38.4% Elapsed: 5 days, 6:38:59 Gen_loss: 2.231 Dis_loss: 1.737 Cls_loss: 1.528 Topk: N/A ada_p: 0.2082
[INFO] 2021-10-23 20:52:54 > Step: 383700 Progress: 38.4% Elapsed: 5 days, 6:40:33 Gen_loss: 1.409 Dis_loss: 0.8362 Cls_loss: 1.483 Topk: N/A ada_p: 0.2001
[INFO] 2021-10-23 20:54:38 > Step: 383800 Progress: 38.4% Elapsed: 5 days, 6:42:17 Gen_loss: 3.09 Dis_loss: 0.9327 Cls_loss: 1.729 Topk: N/A ada_p: 0.2001
[INFO] 2021-10-23 20:56:13 > Step: 383900 Progress: 38.4% Elapsed: 5 days, 6:43:51 Gen_loss: 2.1 Dis_loss: 1.239 Cls_loss: 1.769 Topk: N/A ada_p: 0.2002
[INFO] 2021-10-23 20:57:47 > Step: 384000 Progress: 38.4% Elapsed: 5 days, 6:45:26 Gen_loss: 1.642 Dis_loss: 1.242 Cls_loss: 2.021 Topk: N/A ada_p: 0.1961
[INFO] 2021-10-23 20:59:20 > Step: 384100 Progress: 38.4% Elapsed: 5 days, 6:46:59 Gen_loss: 3.49 Dis_loss: 0.6586 Cls_loss: 1.702 Topk: N/A ada_p: 0.2006
[INFO] 2021-10-23 21:01:04 > Step: 384200 Progress: 38.4% Elapsed: 5 days, 6:48:43 Gen_loss: 1.398 Dis_loss: 1.53 Cls_loss: 2.079 Topk: N/A ada_p: 0.1978
[INFO] 2021-10-23 21:02:38 > Step: 384300 Progress: 38.4% Elapsed: 5 days, 6:50:17 Gen_loss: 2.114 Dis_loss: 1.18 Cls_loss: 1.857 Topk: N/A ada_p: 0.1977
[INFO] 2021-10-23 21:04:11 > Step: 384400 Progress: 38.4% Elapsed: 5 days, 6:51:50 Gen_loss: 1.485 Dis_loss: 1.175 Cls_loss: 1.609 Topk: N/A ada_p: 0.1954
[INFO] 2021-10-23 21:05:45 > Step: 384500 Progress: 38.5% Elapsed: 5 days, 6:53:24 Gen_loss: 2.248 Dis_loss: 0.576 Cls_loss: 1.4 Topk: N/A ada_p: 0.1955
[INFO] 2021-10-23 21:07:29 > Step: 384600 Progress: 38.5% Elapsed: 5 days, 6:55:08 Gen_loss: 2.329 Dis_loss: 0.8761 Cls_loss: 1.423 Topk: N/A ada_p: 0.1932
[INFO] 2021-10-23 21:09:04 > Step: 384700 Progress: 38.5% Elapsed: 5 days, 6:56:43 Gen_loss: 3.325 Dis_loss: 1.027 Cls_loss: 1.706 Topk: N/A ada_p: 0.1877
[INFO] 2021-10-23 21:10:38 > Step: 384800 Progress: 38.5% Elapsed: 5 days, 6:58:17 Gen_loss: 3.072 Dis_loss: 0.8658 Cls_loss: 2.203 Topk: N/A ada_p: 0.1885
[INFO] 2021-10-23 21:12:14 > Step: 384900 Progress: 38.5% Elapsed: 5 days, 6:59:53 Gen_loss: 2.671 Dis_loss: 1.614 Cls_loss: 1.875 Topk: N/A ada_p: 0.1947
[INFO] 2021-10-23 21:13:58 > Step: 385000 Progress: 38.5% Elapsed: 5 days, 7:01:37 Gen_loss: 3.043 Dis_loss: 1.219 Cls_loss: 1.95 Topk: N/A ada_p: 0.1912
[INFO] 2021-10-23 21:15:33 > Step: 385100 Progress: 38.5% Elapsed: 5 days, 7:03:12 Gen_loss: 2.794 Dis_loss: 0.9331 Cls_loss: 1.628 Topk: N/A ada_p: 0.1933
[INFO] 2021-10-23 21:17:07 > Step: 385200 Progress: 38.5% Elapsed: 5 days, 7:04:46 Gen_loss: 3.378 Dis_loss: 0.8739 Cls_loss: 2.033 Topk: N/A ada_p: 0.1969
[INFO] 2021-10-23 21:18:42 > Step: 385300 Progress: 38.5% Elapsed: 5 days, 7:06:21 Gen_loss: 2.304 Dis_loss: 1.366 Cls_loss: 1.539 Topk: N/A ada_p: 0.1988
[INFO] 2021-10-23 21:20:26 > Step: 385400 Progress: 38.5% Elapsed: 5 days, 7:08:05 Gen_loss: 3.055 Dis_loss: 1.006 Cls_loss: 1.83 Topk: N/A ada_p: 0.1963
[INFO] 2021-10-23 21:22:01 > Step: 385500 Progress: 38.6% Elapsed: 5 days, 7:09:40 Gen_loss: 3.188 Dis_loss: 1.719 Cls_loss: 1.972 Topk: N/A ada_p: 0.1967
[INFO] 2021-10-23 21:23:35 > Step: 385600 Progress: 38.6% Elapsed: 5 days, 7:11:14 Gen_loss: 3.267 Dis_loss: 0.8331 Cls_loss: 1.746 Topk: N/A ada_p: 0.1905
[INFO] 2021-10-23 21:25:10 > Step: 385700 Progress: 38.6% Elapsed: 5 days, 7:12:49 Gen_loss: 1.757 Dis_loss: 0.8227 Cls_loss: 1.426 Topk: N/A ada_p: 0.1924
[INFO] 2021-10-23 21:26:54 > Step: 385800 Progress: 38.6% Elapsed: 5 days, 7:14:33 Gen_loss: 2.858 Dis_loss: 0.7553 Cls_loss: 1.63 Topk: N/A ada_p: 0.1876
[INFO] 2021-10-23 21:28:29 > Step: 385900 Progress: 38.6% Elapsed: 5 days, 7:16:08 Gen_loss: 2.659 Dis_loss: 1.246 Cls_loss: 1.588 Topk: N/A ada_p: 0.1895
[INFO] 2021-10-23 21:30:04 > Step: 386000 Progress: 38.6% Elapsed: 5 days, 7:17:42 Gen_loss: 3.184 Dis_loss: 0.8591 Cls_loss: 1.999 Topk: N/A ada_p: 0.1926
[INFO] 2021-10-23 21:31:38 > Step: 386100 Progress: 38.6% Elapsed: 5 days, 7:19:17 Gen_loss: 1.989 Dis_loss: 0.8548 Cls_loss: 2.007 Topk: N/A ada_p: 0.1912
[INFO] 2021-10-23 21:33:23 > Step: 386200 Progress: 38.6% Elapsed: 5 days, 7:21:02 Gen_loss: 3.47 Dis_loss: 1.226 Cls_loss: 1.682 Topk: N/A ada_p: 0.197
[INFO] 2021-10-23 21:34:58 > Step: 386300 Progress: 38.6% Elapsed: 5 days, 7:22:37 Gen_loss: 1.76 Dis_loss: 0.8058 Cls_loss: 2.051 Topk: N/A ada_p: 0.1949
[INFO] 2021-10-23 21:36:32 > Step: 386400 Progress: 38.6% Elapsed: 5 days, 7:24:11 Gen_loss: 2.103 Dis_loss: 0.7515 Cls_loss: 1.522 Topk: N/A ada_p: 0.1954
[INFO] 2021-10-23 21:38:17 > Step: 386500 Progress: 38.6% Elapsed: 5 days, 7:25:56 Gen_loss: 2.736 Dis_loss: 0.9877 Cls_loss: 2.043 Topk: N/A ada_p: 0.1996
[INFO] 2021-10-23 21:39:52 > Step: 386600 Progress: 38.7% Elapsed: 5 days, 7:27:30 Gen_loss: 3.724 Dis_loss: 1.135 Cls_loss: 2.11 Topk: N/A ada_p: 0.2019
[INFO] 2021-10-23 21:41:26 > Step: 386700 Progress: 38.7% Elapsed: 5 days, 7:29:05 Gen_loss: 1.129 Dis_loss: 1.288 Cls_loss: 2.014 Topk: N/A ada_p: 0.199
[INFO] 2021-10-23 21:43:01 > Step: 386800 Progress: 38.7% Elapsed: 5 days, 7:30:40 Gen_loss: 1.355 Dis_loss: 0.9791 Cls_loss: 1.922 Topk: N/A ada_p: 0.1936
[INFO] 2021-10-23 21:44:46 > Step: 386900 Progress: 38.7% Elapsed: 5 days, 7:32:25 Gen_loss: 2.141 Dis_loss: 1.209 Cls_loss: 2.051 Topk: N/A ada_p: 0.1958
[INFO] 2021-10-23 21:46:21 > Step: 387000 Progress: 38.7% Elapsed: 5 days, 7:34:00 Gen_loss: 2.997 Dis_loss: 1.528 Cls_loss: 1.53 Topk: N/A ada_p: 0.1968
[INFO] 2021-10-23 21:47:56 > Step: 387100 Progress: 38.7% Elapsed: 5 days, 7:35:35 Gen_loss: 3.243 Dis_loss: 1.267 Cls_loss: 2.019 Topk: N/A ada_p: 0.1938
[INFO] 2021-10-23 21:49:31 > Step: 387200 Progress: 38.7% Elapsed: 5 days, 7:37:10 Gen_loss: 2.05 Dis_loss: 0.8059 Cls_loss: 1.55 Topk: N/A ada_p: 0.1946
[INFO] 2021-10-23 21:51:16 > Step: 387300 Progress: 38.7% Elapsed: 5 days, 7:38:55 Gen_loss: 2.93 Dis_loss: 0.9285 Cls_loss: 1.858 Topk: N/A ada_p: 0.1983
[INFO] 2021-10-23 21:52:50 > Step: 387400 Progress: 38.7% Elapsed: 5 days, 7:40:29 Gen_loss: 2.048 Dis_loss: 0.822 Cls_loss: 1.593 Topk: N/A ada_p: 0.1935
[INFO] 2021-10-23 21:54:26 > Step: 387500 Progress: 38.8% Elapsed: 5 days, 7:42:05 Gen_loss: 3.688 Dis_loss: 0.7611 Cls_loss: 1.305 Topk: N/A ada_p: 0.1946
[INFO] 2021-10-23 21:56:01 > Step: 387600 Progress: 38.8% Elapsed: 5 days, 7:43:40 Gen_loss: 2.61 Dis_loss: 1.279 Cls_loss: 1.946 Topk: N/A ada_p: 0.1964
[INFO] 2021-10-23 21:57:47 > Step: 387700 Progress: 38.8% Elapsed: 5 days, 7:45:25 Gen_loss: 3.27 Dis_loss: 0.9383 Cls_loss: 1.933 Topk: N/A ada_p: 0.196
[INFO] 2021-10-23 21:59:21 > Step: 387800 Progress: 38.8% Elapsed: 5 days, 7:47:00 Gen_loss: 2.327 Dis_loss: 1.095 Cls_loss: 2.15 Topk: N/A ada_p: 0.1999
[INFO] 2021-10-23 22:00:56 > Step: 387900 Progress: 38.8% Elapsed: 5 days, 7:48:35 Gen_loss: 3.371 Dis_loss: 0.9169 Cls_loss: 1.821 Topk: N/A ada_p: 0.1949
[INFO] 2021-10-23 22:02:31 > Step: 388000 Progress: 38.8% Elapsed: 5 days, 7:50:10 Gen_loss: 0.8954 Dis_loss: 1.171 Cls_loss: 1.885 Topk: N/A ada_p: 0.2
[INFO] 2021-10-23 22:04:16 > Step: 388100 Progress: 38.8% Elapsed: 5 days, 7:51:55 Gen_loss: 3.089 Dis_loss: 0.9665 Cls_loss: 1.927 Topk: N/A ada_p: 0.1968
[INFO] 2021-10-23 22:05:51 > Step: 388200 Progress: 38.8% Elapsed: 5 days, 7:53:30 Gen_loss: 1.911 Dis_loss: 1.617 Cls_loss: 1.663 Topk: N/A ada_p: 0.1958
[INFO] 2021-10-23 22:07:26 > Step: 388300 Progress: 38.8% Elapsed: 5 days, 7:55:05 Gen_loss: 1.652 Dis_loss: 1.079 Cls_loss: 2.259 Topk: N/A ada_p: 0.1997
[INFO] 2021-10-23 22:09:00 > Step: 388400 Progress: 38.8% Elapsed: 5 days, 7:56:39 Gen_loss: 2.732 Dis_loss: 0.8417 Cls_loss: 1.651 Topk: N/A ada_p: 0.1992
[INFO] 2021-10-23 22:10:45 > Step: 388500 Progress: 38.9% Elapsed: 5 days, 7:58:24 Gen_loss: 3.161 Dis_loss: 0.9483 Cls_loss: 1.817 Topk: N/A ada_p: 0.1955
[INFO] 2021-10-23 22:12:20 > Step: 388600 Progress: 38.9% Elapsed: 5 days, 7:59:59 Gen_loss: 1.77 Dis_loss: 0.9664 Cls_loss: 1.777 Topk: N/A ada_p: 0.1899
[INFO] 2021-10-23 22:13:55 > Step: 388700 Progress: 38.9% Elapsed: 5 days, 8:01:34 Gen_loss: 3.273 Dis_loss: 1.129 Cls_loss: 1.542 Topk: N/A ada_p: 0.191
[INFO] 2021-10-23 22:15:30 > Step: 388800 Progress: 38.9% Elapsed: 5 days, 8:03:09 Gen_loss: 2.167 Dis_loss: 0.6084 Cls_loss: 1.678 Topk: N/A ada_p: 0.1936
[INFO] 2021-10-23 22:17:16 > Step: 388900 Progress: 38.9% Elapsed: 5 days, 8:04:55 Gen_loss: 2.197 Dis_loss: 1.105 Cls_loss: 1.78 Topk: N/A ada_p: 0.196
[INFO] 2021-10-23 22:18:52 > Step: 389000 Progress: 38.9% Elapsed: 5 days, 8:06:30 Gen_loss: 3.106 Dis_loss: 1.092 Cls_loss: 1.858 Topk: N/A ada_p: 0.1963
[INFO] 2021-10-23 22:20:27 > Step: 389100 Progress: 38.9% Elapsed: 5 days, 8:08:06 Gen_loss: 1.897 Dis_loss: 1.23 Cls_loss: 1.452 Topk: N/A ada_p: 0.1946
[INFO] 2021-10-23 22:22:02 > Step: 389200 Progress: 38.9% Elapsed: 5 days, 8:09:41 Gen_loss: 3.255 Dis_loss: 0.8068 Cls_loss: 1.476 Topk: N/A ada_p: 0.1913
[INFO] 2021-10-23 22:23:48 > Step: 389300 Progress: 38.9% Elapsed: 5 days, 8:11:26 Gen_loss: 1.654 Dis_loss: 0.7386 Cls_loss: 1.651 Topk: N/A ada_p: 0.1906
[INFO] 2021-10-23 22:25:23 > Step: 389400 Progress: 38.9% Elapsed: 5 days, 8:13:01 Gen_loss: 2.198 Dis_loss: 0.934 Cls_loss: 1.717 Topk: N/A ada_p: 0.1976
[INFO] 2021-10-23 22:26:58 > Step: 389500 Progress: 39.0% Elapsed: 5 days, 8:14:37 Gen_loss: 1.606 Dis_loss: 0.8167 Cls_loss: 1.846 Topk: N/A ada_p: 0.202
[INFO] 2021-10-23 22:28:32 > Step: 389600 Progress: 39.0% Elapsed: 5 days, 8:16:11 Gen_loss: 3.044 Dis_loss: 1.056 Cls_loss: 1.895 Topk: N/A ada_p: 0.2018
[INFO] 2021-10-23 22:30:17 > Step: 389700 Progress: 39.0% Elapsed: 5 days, 8:17:56 Gen_loss: 1.563 Dis_loss: 1.589 Cls_loss: 1.831 Topk: N/A ada_p: 0.2034
[INFO] 2021-10-23 22:31:52 > Step: 389800 Progress: 39.0% Elapsed: 5 days, 8:19:31 Gen_loss: 2.869 Dis_loss: 1.461 Cls_loss: 1.536 Topk: N/A ada_p: 0.2047
[INFO] 2021-10-23 22:33:27 > Step: 389900 Progress: 39.0% Elapsed: 5 days, 8:21:06 Gen_loss: 1.891 Dis_loss: 0.8388 Cls_loss: 1.752 Topk: N/A ada_p: 0.2064
[INFO] 2021-10-23 22:35:02 > Step: 390000 Progress: 39.0% Elapsed: 5 days, 8:22:40 Gen_loss: 1.249 Dis_loss: 1.05 Cls_loss: 2.064 Topk: N/A ada_p: 0.2025
[INFO] 2021-10-23 22:35:02 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-23 22:35:02 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_390000.png
[INFO] 2021-10-23 22:35:02 > Start Evaluation (390000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-23 22:35:02 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-23 22:40:36 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-23 22:46:15 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-23 23:07:15 > Inception score (Step: 390000, 50000 generated images): 10.548388481140137
[INFO] 2021-10-23 23:07:15 > FID score (Step: 390000, Using train moments): 2.7965666972992267
[INFO] 2021-10-23 23:07:15 > Improved Precision (Step: 390000, Using train images): 0.76708
[INFO] 2021-10-23 23:07:15 > Improved Recall (Step: 390000, Using train images): 0.62238
[INFO] 2021-10-23 23:07:15 > Density (Step: 390000, Using train images): 1.134176
[INFO] 2021-10-23 23:07:15 > Coverage (Step: 390000, Using train images): 0.92496
[INFO] 2021-10-23 23:07:15 > Best FID score (Step: 380000, Using train moments): 2.7582697544010557
[INFO] 2021-10-23 23:07:25 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-23 23:09:16 > Step: 390100 Progress: 39.0% Elapsed: 5 days, 8:56:55 Gen_loss: 2.519 Dis_loss: 1.024 Cls_loss: 1.75 Topk: N/A ada_p: 0.2047
[INFO] 2021-10-23 23:10:51 > Step: 390200 Progress: 39.0% Elapsed: 5 days, 8:58:30 Gen_loss: 2.025 Dis_loss: 1.002 Cls_loss: 1.901 Topk: N/A ada_p: 0.2052
[INFO] 2021-10-23 23:12:26 > Step: 390300 Progress: 39.0% Elapsed: 5 days, 9:00:05 Gen_loss: 3.493 Dis_loss: 0.7857 Cls_loss: 1.649 Topk: N/A ada_p: 0.1995
[INFO] 2021-10-23 23:14:11 > Step: 390400 Progress: 39.0% Elapsed: 5 days, 9:01:50 Gen_loss: 2.243 Dis_loss: 0.9318 Cls_loss: 1.909 Topk: N/A ada_p: 0.2008
[INFO] 2021-10-23 23:15:45 > Step: 390500 Progress: 39.1% Elapsed: 5 days, 9:03:24 Gen_loss: 1.048 Dis_loss: 1.164 Cls_loss: 2.001 Topk: N/A ada_p: 0.2011
[INFO] 2021-10-23 23:17:21 > Step: 390600 Progress: 39.1% Elapsed: 5 days, 9:04:59 Gen_loss: 1.554 Dis_loss: 2.231 Cls_loss: 2.164 Topk: N/A ada_p: 0.2016
[INFO] 2021-10-23 23:18:56 > Step: 390700 Progress: 39.1% Elapsed: 5 days, 9:06:34 Gen_loss: 2.725 Dis_loss: 0.7263 Cls_loss: 1.721 Topk: N/A ada_p: 0.1979
[INFO] 2021-10-23 23:20:40 > Step: 390800 Progress: 39.1% Elapsed: 5 days, 9:08:19 Gen_loss: 2.068 Dis_loss: 1.106 Cls_loss: 1.793 Topk: N/A ada_p: 0.2025
[INFO] 2021-10-23 23:22:15 > Step: 390900 Progress: 39.1% Elapsed: 5 days, 9:09:54 Gen_loss: 1.699 Dis_loss: 1.303 Cls_loss: 1.838 Topk: N/A ada_p: 0.2047
[INFO] 2021-10-23 23:23:50 > Step: 391000 Progress: 39.1% Elapsed: 5 days, 9:11:29 Gen_loss: 3.951 Dis_loss: 1.271 Cls_loss: 1.921 Topk: N/A ada_p: 0.2063
[INFO] 2021-10-23 23:25:25 > Step: 391100 Progress: 39.1% Elapsed: 5 days, 9:13:04 Gen_loss: 2.52 Dis_loss: 0.6435 Cls_loss: 1.767 Topk: N/A ada_p: 0.2084
[INFO] 2021-10-23 23:27:10 > Step: 391200 Progress: 39.1% Elapsed: 5 days, 9:14:49 Gen_loss: 2.239 Dis_loss: 0.9008 Cls_loss: 1.645 Topk: N/A ada_p: 0.2074
[INFO] 2021-10-23 23:28:45 > Step: 391300 Progress: 39.1% Elapsed: 5 days, 9:16:24 Gen_loss: 2.291 Dis_loss: 0.9098 Cls_loss: 1.791 Topk: N/A ada_p: 0.2073
[INFO] 2021-10-23 23:30:19 > Step: 391400 Progress: 39.1% Elapsed: 5 days, 9:17:58 Gen_loss: 2.415 Dis_loss: 0.8694 Cls_loss: 1.59 Topk: N/A ada_p: 0.1968
[INFO] 2021-10-23 23:31:54 > Step: 391500 Progress: 39.1% Elapsed: 5 days, 9:19:33 Gen_loss: 2.919 Dis_loss: 1.134 Cls_loss: 1.667 Topk: N/A ada_p: 0.1931
[INFO] 2021-10-23 23:33:39 > Step: 391600 Progress: 39.2% Elapsed: 5 days, 9:21:18 Gen_loss: 2.494 Dis_loss: 0.6791 Cls_loss: 1.559 Topk: N/A ada_p: 0.2025
[INFO] 2021-10-23 23:35:14 > Step: 391700 Progress: 39.2% Elapsed: 5 days, 9:22:52 Gen_loss: 3.215 Dis_loss: 0.7737 Cls_loss: 1.759 Topk: N/A ada_p: 0.2068
[INFO] 2021-10-23 23:36:48 > Step: 391800 Progress: 39.2% Elapsed: 5 days, 9:24:27 Gen_loss: 3.505 Dis_loss: 1.555 Cls_loss: 1.793 Topk: N/A ada_p: 0.206
[INFO] 2021-10-23 23:38:23 > Step: 391900 Progress: 39.2% Elapsed: 5 days, 9:26:02 Gen_loss: 1.781 Dis_loss: 1.247 Cls_loss: 1.431 Topk: N/A ada_p: 0.1967
[INFO] 2021-10-23 23:40:08 > Step: 392000 Progress: 39.2% Elapsed: 5 days, 9:27:46 Gen_loss: 2.071 Dis_loss: 0.8869 Cls_loss: 1.743 Topk: N/A ada_p: 0.1977
[INFO] 2021-10-23 23:41:42 > Step: 392100 Progress: 39.2% Elapsed: 5 days, 9:29:21 Gen_loss: 2.606 Dis_loss: 1.09 Cls_loss: 1.471 Topk: N/A ada_p: 0.1988
[INFO] 2021-10-23 23:43:18 > Step: 392200 Progress: 39.2% Elapsed: 5 days, 9:30:56 Gen_loss: 1.373 Dis_loss: 0.8794 Cls_loss: 1.998 Topk: N/A ada_p: 0.1952
[INFO] 2021-10-23 23:44:53 > Step: 392300 Progress: 39.2% Elapsed: 5 days, 9:32:32 Gen_loss: 1.552 Dis_loss: 1.049 Cls_loss: 1.72 Topk: N/A ada_p: 0.1959
[INFO] 2021-10-23 23:46:37 > Step: 392400 Progress: 39.2% Elapsed: 5 days, 9:34:16 Gen_loss: 3.591 Dis_loss: 0.8218 Cls_loss: 1.842 Topk: N/A ada_p: 0.1969
[INFO] 2021-10-23 23:48:12 > Step: 392500 Progress: 39.2% Elapsed: 5 days, 9:35:51 Gen_loss: 2.641 Dis_loss: 0.6241 Cls_loss: 1.742 Topk: N/A ada_p: 0.194
[INFO] 2021-10-23 23:49:47 > Step: 392600 Progress: 39.3% Elapsed: 5 days, 9:37:26 Gen_loss: 2.117 Dis_loss: 0.8432 Cls_loss: 1.579 Topk: N/A ada_p: 0.1935
[INFO] 2021-10-23 23:51:22 > Step: 392700 Progress: 39.3% Elapsed: 5 days, 9:39:01 Gen_loss: 1.961 Dis_loss: 0.8192 Cls_loss: 1.522 Topk: N/A ada_p: 0.1946
[INFO] 2021-10-23 23:53:07 > Step: 392800 Progress: 39.3% Elapsed: 5 days, 9:40:45 Gen_loss: 2.907 Dis_loss: 0.8035 Cls_loss: 1.49 Topk: N/A ada_p: 0.1936
[INFO] 2021-10-23 23:54:42 > Step: 392900 Progress: 39.3% Elapsed: 5 days, 9:42:21 Gen_loss: 3.075 Dis_loss: 1.091 Cls_loss: 1.709 Topk: N/A ada_p: 0.1924
[INFO] 2021-10-23 23:56:16 > Step: 393000 Progress: 39.3% Elapsed: 5 days, 9:43:55 Gen_loss: 2.499 Dis_loss: 1.079 Cls_loss: 1.715 Topk: N/A ada_p: 0.194
[INFO] 2021-10-23 23:57:51 > Step: 393100 Progress: 39.3% Elapsed: 5 days, 9:45:30 Gen_loss: 1.764 Dis_loss: 1.017 Cls_loss: 1.68 Topk: N/A ada_p: 0.1951
[INFO] 2021-10-23 23:59:36 > Step: 393200 Progress: 39.3% Elapsed: 5 days, 9:47:15 Gen_loss: 2.184 Dis_loss: 0.9061 Cls_loss: 1.858 Topk: N/A ada_p: 0.1982
[INFO] 2021-10-24 00:01:11 > Step: 393300 Progress: 39.3% Elapsed: 5 days, 9:48:50 Gen_loss: 1.831 Dis_loss: 1.414 Cls_loss: 2.054 Topk: N/A ada_p: 0.1942
[INFO] 2021-10-24 00:02:45 > Step: 393400 Progress: 39.3% Elapsed: 5 days, 9:50:24 Gen_loss: 1.941 Dis_loss: 0.7413 Cls_loss: 1.884 Topk: N/A ada_p: 0.1891
[INFO] 2021-10-24 00:04:20 > Step: 393500 Progress: 39.4% Elapsed: 5 days, 9:51:58 Gen_loss: 2.09 Dis_loss: 0.9048 Cls_loss: 1.792 Topk: N/A ada_p: 0.1874
[INFO] 2021-10-24 00:06:04 > Step: 393600 Progress: 39.4% Elapsed: 5 days, 9:53:43 Gen_loss: 2.428 Dis_loss: 0.7295 Cls_loss: 1.447 Topk: N/A ada_p: 0.1882
[INFO] 2021-10-24 00:07:38 > Step: 393700 Progress: 39.4% Elapsed: 5 days, 9:55:17 Gen_loss: 3.485 Dis_loss: 0.8676 Cls_loss: 1.475 Topk: N/A ada_p: 0.1888
[INFO] 2021-10-24 00:09:12 > Step: 393800 Progress: 39.4% Elapsed: 5 days, 9:56:51 Gen_loss: 2.754 Dis_loss: 1.141 Cls_loss: 1.423 Topk: N/A ada_p: 0.1912
[INFO] 2021-10-24 00:10:46 > Step: 393900 Progress: 39.4% Elapsed: 5 days, 9:58:25 Gen_loss: 1.094 Dis_loss: 0.9539 Cls_loss: 1.534 Topk: N/A ada_p: 0.1874
[INFO] 2021-10-24 00:12:30 > Step: 394000 Progress: 39.4% Elapsed: 5 days, 10:00:09 Gen_loss: 3.798 Dis_loss: 0.8955 Cls_loss: 1.256 Topk: N/A ada_p: 0.1931
[INFO] 2021-10-24 00:14:04 > Step: 394100 Progress: 39.4% Elapsed: 5 days, 10:01:43 Gen_loss: 3.075 Dis_loss: 0.9412 Cls_loss: 1.863 Topk: N/A ada_p: 0.1937
[INFO] 2021-10-24 00:15:38 > Step: 394200 Progress: 39.4% Elapsed: 5 days, 10:03:17 Gen_loss: 1.569 Dis_loss: 1.858 Cls_loss: 1.725 Topk: N/A ada_p: 0.1906
[INFO] 2021-10-24 00:17:22 > Step: 394300 Progress: 39.4% Elapsed: 5 days, 10:05:01 Gen_loss: 3.932 Dis_loss: 0.7499 Cls_loss: 1.547 Topk: N/A ada_p: 0.1864
[INFO] 2021-10-24 00:18:55 > Step: 394400 Progress: 39.4% Elapsed: 5 days, 10:06:34 Gen_loss: 3.343 Dis_loss: 1.102 Cls_loss: 1.524 Topk: N/A ada_p: 0.19
[INFO] 2021-10-24 00:20:29 > Step: 394500 Progress: 39.5% Elapsed: 5 days, 10:08:08 Gen_loss: 3.632 Dis_loss: 1.007 Cls_loss: 1.645 Topk: N/A ada_p: 0.1917
[INFO] 2021-10-24 00:22:03 > Step: 394600 Progress: 39.5% Elapsed: 5 days, 10:09:42 Gen_loss: 3.917 Dis_loss: 1.02 Cls_loss: 1.568 Topk: N/A ada_p: 0.1922
[INFO] 2021-10-24 00:23:48 > Step: 394700 Progress: 39.5% Elapsed: 5 days, 10:11:27 Gen_loss: 2.696 Dis_loss: 0.9032 Cls_loss: 1.861 Topk: N/A ada_p: 0.1987
[INFO] 2021-10-24 00:25:24 > Step: 394800 Progress: 39.5% Elapsed: 5 days, 10:13:02 Gen_loss: 1.541 Dis_loss: 0.7144 Cls_loss: 1.882 Topk: N/A ada_p: 0.1984
[INFO] 2021-10-24 00:26:59 > Step: 394900 Progress: 39.5% Elapsed: 5 days, 10:14:38 Gen_loss: 2.122 Dis_loss: 0.9262 Cls_loss: 1.75 Topk: N/A ada_p: 0.2014
[INFO] 2021-10-24 00:28:34 > Step: 395000 Progress: 39.5% Elapsed: 5 days, 10:16:13 Gen_loss: 1.497 Dis_loss: 2.166 Cls_loss: 1.898 Topk: N/A ada_p: 0.195
[INFO] 2021-10-24 00:30:19 > Step: 395100 Progress: 39.5% Elapsed: 5 days, 10:17:58 Gen_loss: 1.519 Dis_loss: 1.945 Cls_loss: 1.812 Topk: N/A ada_p: 0.1931
[INFO] 2021-10-24 00:31:54 > Step: 395200 Progress: 39.5% Elapsed: 5 days, 10:19:33 Gen_loss: 3.167 Dis_loss: 1.06 Cls_loss: 1.727 Topk: N/A ada_p: 0.1931
[INFO] 2021-10-24 00:33:28 > Step: 395300 Progress: 39.5% Elapsed: 5 days, 10:21:07 Gen_loss: 2.322 Dis_loss: 1.155 Cls_loss: 2.059 Topk: N/A ada_p: 0.1937
[INFO] 2021-10-24 00:35:03 > Step: 395400 Progress: 39.5% Elapsed: 5 days, 10:22:42 Gen_loss: 3.038 Dis_loss: 0.6108 Cls_loss: 1.726 Topk: N/A ada_p: 0.1963
[INFO] 2021-10-24 00:36:48 > Step: 395500 Progress: 39.6% Elapsed: 5 days, 10:24:27 Gen_loss: 2.75 Dis_loss: 0.6507 Cls_loss: 1.422 Topk: N/A ada_p: 0.2005
[INFO] 2021-10-24 00:38:23 > Step: 395600 Progress: 39.6% Elapsed: 5 days, 10:26:01 Gen_loss: 1.963 Dis_loss: 0.6542 Cls_loss: 1.454 Topk: N/A ada_p: 0.2038
[INFO] 2021-10-24 00:39:57 > Step: 395700 Progress: 39.6% Elapsed: 5 days, 10:27:36 Gen_loss: 2.729 Dis_loss: 1.006 Cls_loss: 1.714 Topk: N/A ada_p: 0.2001
[INFO] 2021-10-24 00:41:32 > Step: 395800 Progress: 39.6% Elapsed: 5 days, 10:29:11 Gen_loss: 3.274 Dis_loss: 1.123 Cls_loss: 1.731 Topk: N/A ada_p: 0.2068
[INFO] 2021-10-24 00:43:17 > Step: 395900 Progress: 39.6% Elapsed: 5 days, 10:30:55 Gen_loss: 2.8 Dis_loss: 1.249 Cls_loss: 1.527 Topk: N/A ada_p: 0.2059
[INFO] 2021-10-24 00:44:52 > Step: 396000 Progress: 39.6% Elapsed: 5 days, 10:32:30 Gen_loss: 3.148 Dis_loss: 0.9267 Cls_loss: 1.51 Topk: N/A ada_p: 0.2025
[INFO] 2021-10-24 00:46:27 > Step: 396100 Progress: 39.6% Elapsed: 5 days, 10:34:05 Gen_loss: 3.581 Dis_loss: 1.121 Cls_loss: 1.831 Topk: N/A ada_p: 0.2083
[INFO] 2021-10-24 00:48:01 > Step: 396200 Progress: 39.6% Elapsed: 5 days, 10:35:40 Gen_loss: 2.801 Dis_loss: 0.8358 Cls_loss: 1.735 Topk: N/A ada_p: 0.205
[INFO] 2021-10-24 00:49:46 > Step: 396300 Progress: 39.6% Elapsed: 5 days, 10:37:25 Gen_loss: 2.849 Dis_loss: 1.034 Cls_loss: 1.557 Topk: N/A ada_p: 0.2028
[INFO] 2021-10-24 00:51:20 > Step: 396400 Progress: 39.6% Elapsed: 5 days, 10:38:59 Gen_loss: 3.103 Dis_loss: 0.9638 Cls_loss: 1.7 Topk: N/A ada_p: 0.2046
[INFO] 2021-10-24 00:52:55 > Step: 396500 Progress: 39.6% Elapsed: 5 days, 10:40:34 Gen_loss: 2.955 Dis_loss: 0.6877 Cls_loss: 1.426 Topk: N/A ada_p: 0.2024
[INFO] 2021-10-24 00:54:30 > Step: 396600 Progress: 39.7% Elapsed: 5 days, 10:42:08 Gen_loss: 3.644 Dis_loss: 0.9906 Cls_loss: 2.042 Topk: N/A ada_p: 0.2027
[INFO] 2021-10-24 00:56:14 > Step: 396700 Progress: 39.7% Elapsed: 5 days, 10:43:53 Gen_loss: 2.041 Dis_loss: 0.6119 Cls_loss: 1.308 Topk: N/A ada_p: 0.201
[INFO] 2021-10-24 00:57:49 > Step: 396800 Progress: 39.7% Elapsed: 5 days, 10:45:28 Gen_loss: 3.22 Dis_loss: 0.8847 Cls_loss: 1.577 Topk: N/A ada_p: 0.2018
[INFO] 2021-10-24 00:59:24 > Step: 396900 Progress: 39.7% Elapsed: 5 days, 10:47:03 Gen_loss: 2.31 Dis_loss: 1.134 Cls_loss: 1.845 Topk: N/A ada_p: 0.1981
[INFO] 2021-10-24 01:00:58 > Step: 397000 Progress: 39.7% Elapsed: 5 days, 10:48:37 Gen_loss: 3.095 Dis_loss: 0.7173 Cls_loss: 1.397 Topk: N/A ada_p: 0.1981
[INFO] 2021-10-24 01:02:43 > Step: 397100 Progress: 39.7% Elapsed: 5 days, 10:50:22 Gen_loss: 4.192 Dis_loss: 1.308 Cls_loss: 1.729 Topk: N/A ada_p: 0.1987
[INFO] 2021-10-24 01:04:17 > Step: 397200 Progress: 39.7% Elapsed: 5 days, 10:51:56 Gen_loss: 3.604 Dis_loss: 1.736 Cls_loss: 1.784 Topk: N/A ada_p: 0.2046
[INFO] 2021-10-24 01:05:52 > Step: 397300 Progress: 39.7% Elapsed: 5 days, 10:53:31 Gen_loss: 2.191 Dis_loss: 0.6677 Cls_loss: 1.47 Topk: N/A ada_p: 0.2016
[INFO] 2021-10-24 01:07:27 > Step: 397400 Progress: 39.7% Elapsed: 5 days, 10:55:06 Gen_loss: 1.937 Dis_loss: 2.091 Cls_loss: 1.686 Topk: N/A ada_p: 0.2006
[INFO] 2021-10-24 01:09:12 > Step: 397500 Progress: 39.8% Elapsed: 5 days, 10:56:50 Gen_loss: 2.654 Dis_loss: 0.8175 Cls_loss: 1.921 Topk: N/A ada_p: 0.202
[INFO] 2021-10-24 01:10:46 > Step: 397600 Progress: 39.8% Elapsed: 5 days, 10:58:25 Gen_loss: 42.17 Dis_loss: 1.093 Cls_loss: 1.902 Topk: N/A ada_p: 0.2028
[INFO] 2021-10-24 01:12:22 > Step: 397700 Progress: 39.8% Elapsed: 5 days, 11:00:01 Gen_loss: 3.105 Dis_loss: 1.279 Cls_loss: 1.963 Topk: N/A ada_p: 0.2045
[INFO] 2021-10-24 01:13:57 > Step: 397800 Progress: 39.8% Elapsed: 5 days, 11:01:35 Gen_loss: 4.403 Dis_loss: 1.266 Cls_loss: 1.874 Topk: N/A ada_p: 0.2019
[INFO] 2021-10-24 01:15:42 > Step: 397900 Progress: 39.8% Elapsed: 5 days, 11:03:21 Gen_loss: 2.212 Dis_loss: 0.8693 Cls_loss: 1.645 Topk: N/A ada_p: 0.2048
[INFO] 2021-10-24 01:17:17 > Step: 398000 Progress: 39.8% Elapsed: 5 days, 11:04:56 Gen_loss: 2.083 Dis_loss: 1.0 Cls_loss: 1.82 Topk: N/A ada_p: 0.2043
[INFO] 2021-10-24 01:18:53 > Step: 398100 Progress: 39.8% Elapsed: 5 days, 11:06:32 Gen_loss: 3.155 Dis_loss: 1.17 Cls_loss: 2.102 Topk: N/A ada_p: 0.2037
[INFO] 2021-10-24 01:20:39 > Step: 398200 Progress: 39.8% Elapsed: 5 days, 11:08:17 Gen_loss: 3.008 Dis_loss: 1.343 Cls_loss: 1.404 Topk: N/A ada_p: 0.2016
[INFO] 2021-10-24 01:22:13 > Step: 398300 Progress: 39.8% Elapsed: 5 days, 11:09:52 Gen_loss: 2.15 Dis_loss: 0.9903 Cls_loss: 1.688 Topk: N/A ada_p: 0.1987
[INFO] 2021-10-24 01:23:50 > Step: 398400 Progress: 39.8% Elapsed: 5 days, 11:11:29 Gen_loss: 1.93 Dis_loss: 1.113 Cls_loss: 1.816 Topk: N/A ada_p: 0.2043
[INFO] 2021-10-24 01:25:25 > Step: 398500 Progress: 39.9% Elapsed: 5 days, 11:13:04 Gen_loss: 2.108 Dis_loss: 1.481 Cls_loss: 1.921 Topk: N/A ada_p: 0.2014
[INFO] 2021-10-24 01:27:10 > Step: 398600 Progress: 39.9% Elapsed: 5 days, 11:14:49 Gen_loss: 1.861 Dis_loss: 1.144 Cls_loss: 1.876 Topk: N/A ada_p: 0.204
[INFO] 2021-10-24 01:28:46 > Step: 398700 Progress: 39.9% Elapsed: 5 days, 11:16:24 Gen_loss: 1.971 Dis_loss: 0.9713 Cls_loss: 1.619 Topk: N/A ada_p: 0.2061
[INFO] 2021-10-24 01:30:21 > Step: 398800 Progress: 39.9% Elapsed: 5 days, 11:17:59 Gen_loss: 1.903 Dis_loss: 0.9973 Cls_loss: 1.416 Topk: N/A ada_p: 0.2031
[INFO] 2021-10-24 01:31:55 > Step: 398900 Progress: 39.9% Elapsed: 5 days, 11:19:34 Gen_loss: 1.87 Dis_loss: 0.9264 Cls_loss: 2.084 Topk: N/A ada_p: 0.1955
[INFO] 2021-10-24 01:33:41 > Step: 399000 Progress: 39.9% Elapsed: 5 days, 11:21:20 Gen_loss: 3.632 Dis_loss: 0.9022 Cls_loss: 2.043 Topk: N/A ada_p: 0.2006
[INFO] 2021-10-24 01:35:16 > Step: 399100 Progress: 39.9% Elapsed: 5 days, 11:22:54 Gen_loss: 1.301 Dis_loss: 0.7842 Cls_loss: 1.56 Topk: N/A ada_p: 0.1997
[INFO] 2021-10-24 01:36:51 > Step: 399200 Progress: 39.9% Elapsed: 5 days, 11:24:30 Gen_loss: 3.016 Dis_loss: 0.722 Cls_loss: 1.669 Topk: N/A ada_p: 0.2005
[INFO] 2021-10-24 01:38:26 > Step: 399300 Progress: 39.9% Elapsed: 5 days, 11:26:05 Gen_loss: 1.88 Dis_loss: 0.8687 Cls_loss: 1.765 Topk: N/A ada_p: 0.2016
[INFO] 2021-10-24 01:40:10 > Step: 399400 Progress: 39.9% Elapsed: 5 days, 11:27:49 Gen_loss: 1.895 Dis_loss: 2.24 Cls_loss: 1.962 Topk: N/A ada_p: 0.2009
[INFO] 2021-10-24 01:41:46 > Step: 399500 Progress: 40.0% Elapsed: 5 days, 11:29:25 Gen_loss: 2.358 Dis_loss: 1.32 Cls_loss: 1.845 Topk: N/A ada_p: 0.1961
[INFO] 2021-10-24 01:43:21 > Step: 399600 Progress: 40.0% Elapsed: 5 days, 11:31:00 Gen_loss: 3.591 Dis_loss: 0.9737 Cls_loss: 2.025 Topk: N/A ada_p: 0.192
[INFO] 2021-10-24 01:44:56 > Step: 399700 Progress: 40.0% Elapsed: 5 days, 11:32:35 Gen_loss: 2.089 Dis_loss: 0.8663 Cls_loss: 1.346 Topk: N/A ada_p: 0.1935
[INFO] 2021-10-24 01:46:41 > Step: 399800 Progress: 40.0% Elapsed: 5 days, 11:34:20 Gen_loss: 1.537 Dis_loss: 1.346 Cls_loss: 1.715 Topk: N/A ada_p: 0.1952
[INFO] 2021-10-24 01:48:16 > Step: 399900 Progress: 40.0% Elapsed: 5 days, 11:35:55 Gen_loss: 2.852 Dis_loss: 1.017 Cls_loss: 1.534 Topk: N/A ada_p: 0.1984
[INFO] 2021-10-24 01:49:51 > Step: 400000 Progress: 40.0% Elapsed: 5 days, 11:37:30 Gen_loss: 1.874 Dis_loss: 2.308 Cls_loss: 1.684 Topk: N/A ada_p: 0.199
[INFO] 2021-10-24 01:49:52 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 01:49:52 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_400000.png
[INFO] 2021-10-24 01:49:52 > Start Evaluation (400000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-24 01:49:52 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-24 01:55:25 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-24 02:01:04 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-24 02:21:31 > Inception score (Step: 400000, 50000 generated images): 10.547429084777832
[INFO] 2021-10-24 02:21:31 > FID score (Step: 400000, Using train moments): 2.787645986816244
[INFO] 2021-10-24 02:21:31 > Improved Precision (Step: 400000, Using train images): 0.76806
[INFO] 2021-10-24 02:21:31 > Improved Recall (Step: 400000, Using train images): 0.62108
[INFO] 2021-10-24 02:21:31 > Density (Step: 400000, Using train images): 1.1162400000000001
[INFO] 2021-10-24 02:21:31 > Coverage (Step: 400000, Using train images): 0.9271
[INFO] 2021-10-24 02:21:31 > Best FID score (Step: 380000, Using train moments): 2.7582697544010557
[INFO] 2021-10-24 02:21:43 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-24 02:24:11 > Step: 400100 Progress: 40.0% Elapsed: 5 days, 12:11:50 Gen_loss: 2.6 Dis_loss: 1.098 Cls_loss: 1.613 Topk: N/A ada_p: 0.2009
[INFO] 2021-10-24 02:26:02 > Step: 400200 Progress: 40.0% Elapsed: 5 days, 12:13:41 Gen_loss: 3.501 Dis_loss: 1.915 Cls_loss: 1.401 Topk: N/A ada_p: 0.206
[INFO] 2021-10-24 02:27:37 > Step: 400300 Progress: 40.0% Elapsed: 5 days, 12:15:15 Gen_loss: 2.696 Dis_loss: 0.766 Cls_loss: 1.755 Topk: N/A ada_p: 0.2054
[INFO] 2021-10-24 02:29:12 > Step: 400400 Progress: 40.0% Elapsed: 5 days, 12:16:50 Gen_loss: 1.474 Dis_loss: 0.9001 Cls_loss: 1.907 Topk: N/A ada_p: 0.2118
[INFO] 2021-10-24 02:30:47 > Step: 400500 Progress: 40.1% Elapsed: 5 days, 12:18:26 Gen_loss: 1.791 Dis_loss: 0.832 Cls_loss: 1.897 Topk: N/A ada_p: 0.208
[INFO] 2021-10-24 02:32:31 > Step: 400600 Progress: 40.1% Elapsed: 5 days, 12:20:10 Gen_loss: 2.022 Dis_loss: 0.9101 Cls_loss: 1.721 Topk: N/A ada_p: 0.2086
[INFO] 2021-10-24 02:34:06 > Step: 400700 Progress: 40.1% Elapsed: 5 days, 12:21:44 Gen_loss: 2.346 Dis_loss: 0.8426 Cls_loss: 1.293 Topk: N/A ada_p: 0.2048
[INFO] 2021-10-24 02:35:41 > Step: 400800 Progress: 40.1% Elapsed: 5 days, 12:23:19 Gen_loss: 1.956 Dis_loss: 1.074 Cls_loss: 1.512 Topk: N/A ada_p: 0.1992
[INFO] 2021-10-24 02:37:15 > Step: 400900 Progress: 40.1% Elapsed: 5 days, 12:24:54 Gen_loss: 2.096 Dis_loss: 0.9423 Cls_loss: 1.426 Topk: N/A ada_p: 0.196
[INFO] 2021-10-24 02:39:00 > Step: 401000 Progress: 40.1% Elapsed: 5 days, 12:26:39 Gen_loss: 4.027 Dis_loss: 1.896 Cls_loss: 2.067 Topk: N/A ada_p: 0.2004
[INFO] 2021-10-24 02:40:35 > Step: 401100 Progress: 40.1% Elapsed: 5 days, 12:28:14 Gen_loss: 3.982 Dis_loss: 1.506 Cls_loss: 1.957 Topk: N/A ada_p: 0.1982
[INFO] 2021-10-24 02:42:09 > Step: 401200 Progress: 40.1% Elapsed: 5 days, 12:29:48 Gen_loss: 2.619 Dis_loss: 0.6929 Cls_loss: 1.633 Topk: N/A ada_p: 0.1964
[INFO] 2021-10-24 02:43:44 > Step: 401300 Progress: 40.1% Elapsed: 5 days, 12:31:23 Gen_loss: 3.126 Dis_loss: 0.9278 Cls_loss: 1.667 Topk: N/A ada_p: 0.1976
[INFO] 2021-10-24 02:45:28 > Step: 401400 Progress: 40.1% Elapsed: 5 days, 12:33:07 Gen_loss: 3.142 Dis_loss: 0.8567 Cls_loss: 1.868 Topk: N/A ada_p: 0.1973
[INFO] 2021-10-24 02:47:04 > Step: 401500 Progress: 40.2% Elapsed: 5 days, 12:34:42 Gen_loss: 2.245 Dis_loss: 1.283 Cls_loss: 1.739 Topk: N/A ada_p: 0.1977
[INFO] 2021-10-24 02:48:39 > Step: 401600 Progress: 40.2% Elapsed: 5 days, 12:36:18 Gen_loss: 3.455 Dis_loss: 0.994 Cls_loss: 1.683 Topk: N/A ada_p: 0.1946
[INFO] 2021-10-24 02:50:14 > Step: 401700 Progress: 40.2% Elapsed: 5 days, 12:37:53 Gen_loss: 2.826 Dis_loss: 1.054 Cls_loss: 1.553 Topk: N/A ada_p: 0.1983
[INFO] 2021-10-24 02:51:59 > Step: 401800 Progress: 40.2% Elapsed: 5 days, 12:39:38 Gen_loss: 1.156 Dis_loss: 1.037 Cls_loss: 1.675 Topk: N/A ada_p: 0.2024
[INFO] 2021-10-24 02:53:34 > Step: 401900 Progress: 40.2% Elapsed: 5 days, 12:41:12 Gen_loss: 2.171 Dis_loss: 1.151 Cls_loss: 2.012 Topk: N/A ada_p: 0.2051
[INFO] 2021-10-24 02:55:08 > Step: 402000 Progress: 40.2% Elapsed: 5 days, 12:42:47 Gen_loss: 1.203 Dis_loss: 1.631 Cls_loss: 2.126 Topk: N/A ada_p: 0.2038
[INFO] 2021-10-24 02:56:54 > Step: 402100 Progress: 40.2% Elapsed: 5 days, 12:44:33 Gen_loss: 2.601 Dis_loss: 1.297 Cls_loss: 1.769 Topk: N/A ada_p: 0.2057
[INFO] 2021-10-24 02:58:28 > Step: 402200 Progress: 40.2% Elapsed: 5 days, 12:46:07 Gen_loss: 2.534 Dis_loss: 0.8986 Cls_loss: 1.966 Topk: N/A ada_p: 0.2011
[INFO] 2021-10-24 03:00:04 > Step: 402300 Progress: 40.2% Elapsed: 5 days, 12:47:43 Gen_loss: 1.463 Dis_loss: 1.118 Cls_loss: 2.025 Topk: N/A ada_p: 0.2018
[INFO] 2021-10-24 03:01:39 > Step: 402400 Progress: 40.2% Elapsed: 5 days, 12:49:17 Gen_loss: 1.947 Dis_loss: 1.161 Cls_loss: 1.843 Topk: N/A ada_p: 0.1969
[INFO] 2021-10-24 03:03:24 > Step: 402500 Progress: 40.2% Elapsed: 5 days, 12:51:02 Gen_loss: 2.714 Dis_loss: 1.957 Cls_loss: 1.885 Topk: N/A ada_p: 0.1965
[INFO] 2021-10-24 03:04:58 > Step: 402600 Progress: 40.3% Elapsed: 5 days, 12:52:37 Gen_loss: 1.747 Dis_loss: 0.8659 Cls_loss: 2.056 Topk: N/A ada_p: 0.1935
[INFO] 2021-10-24 03:06:33 > Step: 402700 Progress: 40.3% Elapsed: 5 days, 12:54:11 Gen_loss: 2.514 Dis_loss: 0.9321 Cls_loss: 1.593 Topk: N/A ada_p: 0.1936
[INFO] 2021-10-24 03:08:07 > Step: 402800 Progress: 40.3% Elapsed: 5 days, 12:55:46 Gen_loss: 3.582 Dis_loss: 0.7494 Cls_loss: 1.783 Topk: N/A ada_p: 0.1946
[INFO] 2021-10-24 03:09:52 > Step: 402900 Progress: 40.3% Elapsed: 5 days, 12:57:31 Gen_loss: 1.674 Dis_loss: 0.6788 Cls_loss: 1.663 Topk: N/A ada_p: 0.1988
[INFO] 2021-10-24 03:11:27 > Step: 403000 Progress: 40.3% Elapsed: 5 days, 12:59:06 Gen_loss: 1.43 Dis_loss: 0.9439 Cls_loss: 2.034 Topk: N/A ada_p: 0.1927
[INFO] 2021-10-24 03:13:02 > Step: 403100 Progress: 40.3% Elapsed: 5 days, 13:00:40 Gen_loss: 1.775 Dis_loss: 0.9299 Cls_loss: 1.648 Topk: N/A ada_p: 0.199
[INFO] 2021-10-24 03:14:36 > Step: 403200 Progress: 40.3% Elapsed: 5 days, 13:02:15 Gen_loss: 3.037 Dis_loss: 0.8882 Cls_loss: 1.727 Topk: N/A ada_p: 0.1992
[INFO] 2021-10-24 03:16:20 > Step: 403300 Progress: 40.3% Elapsed: 5 days, 13:03:59 Gen_loss: 1.731 Dis_loss: 0.8217 Cls_loss: 1.721 Topk: N/A ada_p: 0.2016
[INFO] 2021-10-24 03:17:54 > Step: 403400 Progress: 40.3% Elapsed: 5 days, 13:05:33 Gen_loss: 2.416 Dis_loss: 0.9339 Cls_loss: 1.645 Topk: N/A ada_p: 0.2019
[INFO] 2021-10-24 03:19:29 > Step: 403500 Progress: 40.4% Elapsed: 5 days, 13:07:08 Gen_loss: 2.495 Dis_loss: 1.199 Cls_loss: 2.414 Topk: N/A ada_p: 0.2048
[INFO] 2021-10-24 03:21:03 > Step: 403600 Progress: 40.4% Elapsed: 5 days, 13:08:42 Gen_loss: 3.538 Dis_loss: 0.8517 Cls_loss: 1.965 Topk: N/A ada_p: 0.1974
[INFO] 2021-10-24 03:22:48 > Step: 403700 Progress: 40.4% Elapsed: 5 days, 13:10:27 Gen_loss: 3.531 Dis_loss: 1.132 Cls_loss: 1.698 Topk: N/A ada_p: 0.1963
[INFO] 2021-10-24 03:24:22 > Step: 403800 Progress: 40.4% Elapsed: 5 days, 13:12:00 Gen_loss: 3.72 Dis_loss: 1.036 Cls_loss: 1.308 Topk: N/A ada_p: 0.1991
[INFO] 2021-10-24 03:25:55 > Step: 403900 Progress: 40.4% Elapsed: 5 days, 13:13:34 Gen_loss: 2.439 Dis_loss: 0.6986 Cls_loss: 1.586 Topk: N/A ada_p: 0.1974
[INFO] 2021-10-24 03:27:29 > Step: 404000 Progress: 40.4% Elapsed: 5 days, 13:15:08 Gen_loss: 2.394 Dis_loss: 0.5711 Cls_loss: 1.854 Topk: N/A ada_p: 0.2008
[INFO] 2021-10-24 03:29:13 > Step: 404100 Progress: 40.4% Elapsed: 5 days, 13:16:51 Gen_loss: 3.558 Dis_loss: 0.9437 Cls_loss: 1.447 Topk: N/A ada_p: 0.1988
[INFO] 2021-10-24 03:30:46 > Step: 404200 Progress: 40.4% Elapsed: 5 days, 13:18:25 Gen_loss: 1.472 Dis_loss: 0.8341 Cls_loss: 1.688 Topk: N/A ada_p: 0.2032
[INFO] 2021-10-24 03:32:20 > Step: 404300 Progress: 40.4% Elapsed: 5 days, 13:19:59 Gen_loss: 2.483 Dis_loss: 1.066 Cls_loss: 1.78 Topk: N/A ada_p: 0.2031
[INFO] 2021-10-24 03:33:54 > Step: 404400 Progress: 40.4% Elapsed: 5 days, 13:21:33 Gen_loss: 1.736 Dis_loss: 1.195 Cls_loss: 1.963 Topk: N/A ada_p: 0.2008
[INFO] 2021-10-24 03:35:39 > Step: 404500 Progress: 40.5% Elapsed: 5 days, 13:23:18 Gen_loss: 2.3 Dis_loss: 1.179 Cls_loss: 1.517 Topk: N/A ada_p: 0.1996
[INFO] 2021-10-24 03:37:14 > Step: 404600 Progress: 40.5% Elapsed: 5 days, 13:24:53 Gen_loss: 2.708 Dis_loss: 0.9202 Cls_loss: 1.8 Topk: N/A ada_p: 0.1935
[INFO] 2021-10-24 03:38:49 > Step: 404700 Progress: 40.5% Elapsed: 5 days, 13:26:28 Gen_loss: 2.444 Dis_loss: 0.7792 Cls_loss: 1.778 Topk: N/A ada_p: 0.1992
[INFO] 2021-10-24 03:40:24 > Step: 404800 Progress: 40.5% Elapsed: 5 days, 13:28:02 Gen_loss: 3.998 Dis_loss: 0.9588 Cls_loss: 1.899 Topk: N/A ada_p: 0.2
[INFO] 2021-10-24 03:42:09 > Step: 404900 Progress: 40.5% Elapsed: 5 days, 13:29:47 Gen_loss: 2.619 Dis_loss: 0.9886 Cls_loss: 1.811 Topk: N/A ada_p: 0.2032
[INFO] 2021-10-24 03:43:43 > Step: 405000 Progress: 40.5% Elapsed: 5 days, 13:31:22 Gen_loss: 3.641 Dis_loss: 1.053 Cls_loss: 1.572 Topk: N/A ada_p: 0.2068
[INFO] 2021-10-24 03:45:18 > Step: 405100 Progress: 40.5% Elapsed: 5 days, 13:32:57 Gen_loss: 3.471 Dis_loss: 1.049 Cls_loss: 1.703 Topk: N/A ada_p: 0.2046
[INFO] 2021-10-24 03:46:53 > Step: 405200 Progress: 40.5% Elapsed: 5 days, 13:34:31 Gen_loss: 2.218 Dis_loss: 1.449 Cls_loss: 1.744 Topk: N/A ada_p: 0.2046
[INFO] 2021-10-24 03:48:38 > Step: 405300 Progress: 40.5% Elapsed: 5 days, 13:36:16 Gen_loss: 1.738 Dis_loss: 1.094 Cls_loss: 1.905 Topk: N/A ada_p: 0.2009
[INFO] 2021-10-24 03:50:12 > Step: 405400 Progress: 40.5% Elapsed: 5 days, 13:37:51 Gen_loss: 2.52 Dis_loss: 0.871 Cls_loss: 1.997 Topk: N/A ada_p: 0.1996
[INFO] 2021-10-24 03:51:47 > Step: 405500 Progress: 40.6% Elapsed: 5 days, 13:39:26 Gen_loss: 2.878 Dis_loss: 1.241 Cls_loss: 1.721 Topk: N/A ada_p: 0.1987
[INFO] 2021-10-24 03:53:22 > Step: 405600 Progress: 40.6% Elapsed: 5 days, 13:41:01 Gen_loss: 2.689 Dis_loss: 1.356 Cls_loss: 1.926 Topk: N/A ada_p: 0.1974
[INFO] 2021-10-24 03:55:07 > Step: 405700 Progress: 40.6% Elapsed: 5 days, 13:42:45 Gen_loss: 2.821 Dis_loss: 0.8912 Cls_loss: 1.81 Topk: N/A ada_p: 0.2029
[INFO] 2021-10-24 03:56:42 > Step: 405800 Progress: 40.6% Elapsed: 5 days, 13:44:21 Gen_loss: 2.718 Dis_loss: 1.174 Cls_loss: 1.932 Topk: N/A ada_p: 0.2045
[INFO] 2021-10-24 03:58:17 > Step: 405900 Progress: 40.6% Elapsed: 5 days, 13:45:56 Gen_loss: 0.8364 Dis_loss: 0.8557 Cls_loss: 1.932 Topk: N/A ada_p: 0.2079
[INFO] 2021-10-24 04:00:02 > Step: 406000 Progress: 40.6% Elapsed: 5 days, 13:47:40 Gen_loss: 2.78 Dis_loss: 0.7386 Cls_loss: 1.593 Topk: N/A ada_p: 0.2084
[INFO] 2021-10-24 04:01:36 > Step: 406100 Progress: 40.6% Elapsed: 5 days, 13:49:15 Gen_loss: 2.73 Dis_loss: 1.323 Cls_loss: 1.675 Topk: N/A ada_p: 0.2029
[INFO] 2021-10-24 04:03:10 > Step: 406200 Progress: 40.6% Elapsed: 5 days, 13:50:49 Gen_loss: 1.734 Dis_loss: 0.8948 Cls_loss: 1.851 Topk: N/A ada_p: 0.2016
[INFO] 2021-10-24 04:04:46 > Step: 406300 Progress: 40.6% Elapsed: 5 days, 13:52:24 Gen_loss: 1.608 Dis_loss: 0.7527 Cls_loss: 1.5 Topk: N/A ada_p: 0.2018
[INFO] 2021-10-24 04:06:30 > Step: 406400 Progress: 40.6% Elapsed: 5 days, 13:54:09 Gen_loss: 1.758 Dis_loss: 0.9794 Cls_loss: 1.357 Topk: N/A ada_p: 0.2056
[INFO] 2021-10-24 04:08:05 > Step: 406500 Progress: 40.6% Elapsed: 5 days, 13:55:44 Gen_loss: 1.881 Dis_loss: 1.068 Cls_loss: 1.551 Topk: N/A ada_p: 0.2032
[INFO] 2021-10-24 04:09:40 > Step: 406600 Progress: 40.7% Elapsed: 5 days, 13:57:19 Gen_loss: 2.469 Dis_loss: 0.7523 Cls_loss: 1.227 Topk: N/A ada_p: 0.2052
[INFO] 2021-10-24 04:11:15 > Step: 406700 Progress: 40.7% Elapsed: 5 days, 13:58:54 Gen_loss: 2.6 Dis_loss: 1.154 Cls_loss: 1.837 Topk: N/A ada_p: 0.2074
[INFO] 2021-10-24 04:12:59 > Step: 406800 Progress: 40.7% Elapsed: 5 days, 14:00:38 Gen_loss: 2.345 Dis_loss: 0.8518 Cls_loss: 1.618 Topk: N/A ada_p: 0.1961
[INFO] 2021-10-24 04:14:34 > Step: 406900 Progress: 40.7% Elapsed: 5 days, 14:02:13 Gen_loss: 3.235 Dis_loss: 1.106 Cls_loss: 1.66 Topk: N/A ada_p: 0.1978
[INFO] 2021-10-24 04:16:09 > Step: 407000 Progress: 40.7% Elapsed: 5 days, 14:03:48 Gen_loss: 3.112 Dis_loss: 1.046 Cls_loss: 1.901 Topk: N/A ada_p: 0.195
[INFO] 2021-10-24 04:17:44 > Step: 407100 Progress: 40.7% Elapsed: 5 days, 14:05:23 Gen_loss: 1.072 Dis_loss: 0.9591 Cls_loss: 1.855 Topk: N/A ada_p: 0.1959
[INFO] 2021-10-24 04:19:29 > Step: 407200 Progress: 40.7% Elapsed: 5 days, 14:07:08 Gen_loss: 2.836 Dis_loss: 0.8585 Cls_loss: 1.69 Topk: N/A ada_p: 0.2015
[INFO] 2021-10-24 04:21:04 > Step: 407300 Progress: 40.7% Elapsed: 5 days, 14:08:43 Gen_loss: 2.214 Dis_loss: 1.246 Cls_loss: 2.041 Topk: N/A ada_p: 0.2057
[INFO] 2021-10-24 04:22:39 > Step: 407400 Progress: 40.7% Elapsed: 5 days, 14:10:17 Gen_loss: 3.29 Dis_loss: 0.9171 Cls_loss: 1.522 Topk: N/A ada_p: 0.2029
[INFO] 2021-10-24 04:24:14 > Step: 407500 Progress: 40.8% Elapsed: 5 days, 14:11:52 Gen_loss: 2.694 Dis_loss: 0.5906 Cls_loss: 1.401 Topk: N/A ada_p: 0.2046
[INFO] 2021-10-24 04:25:58 > Step: 407600 Progress: 40.8% Elapsed: 5 days, 14:13:37 Gen_loss: 1.808 Dis_loss: 0.9874 Cls_loss: 1.801 Topk: N/A ada_p: 0.2043
[INFO] 2021-10-24 04:27:33 > Step: 407700 Progress: 40.8% Elapsed: 5 days, 14:15:12 Gen_loss: 2.644 Dis_loss: 0.7797 Cls_loss: 2.047 Topk: N/A ada_p: 0.208
[INFO] 2021-10-24 04:29:08 > Step: 407800 Progress: 40.8% Elapsed: 5 days, 14:16:47 Gen_loss: 2.941 Dis_loss: 0.7566 Cls_loss: 1.383 Topk: N/A ada_p: 0.2132
[INFO] 2021-10-24 04:30:43 > Step: 407900 Progress: 40.8% Elapsed: 5 days, 14:18:22 Gen_loss: 2.181 Dis_loss: 0.8154 Cls_loss: 1.72 Topk: N/A ada_p: 0.2115
[INFO] 2021-10-24 04:32:27 > Step: 408000 Progress: 40.8% Elapsed: 5 days, 14:20:06 Gen_loss: 4.005 Dis_loss: 0.8481 Cls_loss: 1.563 Topk: N/A ada_p: 0.2084
[INFO] 2021-10-24 04:34:03 > Step: 408100 Progress: 40.8% Elapsed: 5 days, 14:21:41 Gen_loss: 2.1 Dis_loss: 1.114 Cls_loss: 1.711 Topk: N/A ada_p: 0.1993
[INFO] 2021-10-24 04:35:37 > Step: 408200 Progress: 40.8% Elapsed: 5 days, 14:23:16 Gen_loss: 2.465 Dis_loss: 1.085 Cls_loss: 2.025 Topk: N/A ada_p: 0.1976
[INFO] 2021-10-24 04:37:13 > Step: 408300 Progress: 40.8% Elapsed: 5 days, 14:24:52 Gen_loss: 1.937 Dis_loss: 0.776 Cls_loss: 1.88 Topk: N/A ada_p: 0.2033
[INFO] 2021-10-24 04:38:58 > Step: 408400 Progress: 40.8% Elapsed: 5 days, 14:26:37 Gen_loss: 2.589 Dis_loss: 1.037 Cls_loss: 1.807 Topk: N/A ada_p: 0.2038
[INFO] 2021-10-24 04:40:33 > Step: 408500 Progress: 40.8% Elapsed: 5 days, 14:28:12 Gen_loss: 2.67 Dis_loss: 1.332 Cls_loss: 1.861 Topk: N/A ada_p: 0.1991
[INFO] 2021-10-24 04:42:09 > Step: 408600 Progress: 40.9% Elapsed: 5 days, 14:29:47 Gen_loss: 2.137 Dis_loss: 1.078 Cls_loss: 1.937 Topk: N/A ada_p: 0.1958
[INFO] 2021-10-24 04:43:44 > Step: 408700 Progress: 40.9% Elapsed: 5 days, 14:31:22 Gen_loss: 3.075 Dis_loss: 1.161 Cls_loss: 1.747 Topk: N/A ada_p: 0.1959
[INFO] 2021-10-24 04:45:29 > Step: 408800 Progress: 40.9% Elapsed: 5 days, 14:33:08 Gen_loss: 3.33 Dis_loss: 0.9792 Cls_loss: 1.868 Topk: N/A ada_p: 0.2002
[INFO] 2021-10-24 04:47:05 > Step: 408900 Progress: 40.9% Elapsed: 5 days, 14:34:44 Gen_loss: 1.799 Dis_loss: 0.7901 Cls_loss: 2.016 Topk: N/A ada_p: 0.206
[INFO] 2021-10-24 04:48:40 > Step: 409000 Progress: 40.9% Elapsed: 5 days, 14:36:18 Gen_loss: 2.146 Dis_loss: 0.946 Cls_loss: 1.366 Topk: N/A ada_p: 0.207
[INFO] 2021-10-24 04:50:14 > Step: 409100 Progress: 40.9% Elapsed: 5 days, 14:37:53 Gen_loss: 2.359 Dis_loss: 1.359 Cls_loss: 1.748 Topk: N/A ada_p: 0.2115
[INFO] 2021-10-24 04:51:59 > Step: 409200 Progress: 40.9% Elapsed: 5 days, 14:39:37 Gen_loss: 1.423 Dis_loss: 1.4 Cls_loss: 1.418 Topk: N/A ada_p: 0.2079
[INFO] 2021-10-24 04:53:34 > Step: 409300 Progress: 40.9% Elapsed: 5 days, 14:41:13 Gen_loss: 2.173 Dis_loss: 0.7077 Cls_loss: 1.757 Topk: N/A ada_p: 0.204
[INFO] 2021-10-24 04:55:08 > Step: 409400 Progress: 40.9% Elapsed: 5 days, 14:42:47 Gen_loss: 2.014 Dis_loss: 0.8622 Cls_loss: 1.738 Topk: N/A ada_p: 0.2047
[INFO] 2021-10-24 04:56:44 > Step: 409500 Progress: 40.9% Elapsed: 5 days, 14:44:22 Gen_loss: 1.048 Dis_loss: 1.959 Cls_loss: 2.123 Topk: N/A ada_p: 0.2089
[INFO] 2021-10-24 04:58:28 > Step: 409600 Progress: 41.0% Elapsed: 5 days, 14:46:07 Gen_loss: 2.82 Dis_loss: 0.8429 Cls_loss: 1.584 Topk: N/A ada_p: 0.2061
[INFO] 2021-10-24 05:00:03 > Step: 409700 Progress: 41.0% Elapsed: 5 days, 14:47:42 Gen_loss: 2.169 Dis_loss: 0.9864 Cls_loss: 2.176 Topk: N/A ada_p: 0.2098
[INFO] 2021-10-24 05:01:38 > Step: 409800 Progress: 41.0% Elapsed: 5 days, 14:49:17 Gen_loss: 1.879 Dis_loss: 0.8218 Cls_loss: 1.733 Topk: N/A ada_p: 0.2006
[INFO] 2021-10-24 05:03:23 > Step: 409900 Progress: 41.0% Elapsed: 5 days, 14:51:02 Gen_loss: 2.903 Dis_loss: 1.044 Cls_loss: 1.675 Topk: N/A ada_p: 0.2033
[INFO] 2021-10-24 05:04:58 > Step: 410000 Progress: 41.0% Elapsed: 5 days, 14:52:36 Gen_loss: 3.544 Dis_loss: 0.7907 Cls_loss: 1.938 Topk: N/A ada_p: 0.2084
[INFO] 2021-10-24 05:04:58 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 05:04:58 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_410000.png
[INFO] 2021-10-24 05:04:58 > Start Evaluation (410000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-24 05:04:58 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-24 05:10:32 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-24 05:16:11 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-24 05:37:02 > Inception score (Step: 410000, 50000 generated images): 10.57168960571289
[INFO] 2021-10-24 05:37:02 > FID score (Step: 410000, Using train moments): 2.7434094126048763
[INFO] 2021-10-24 05:37:02 > Improved Precision (Step: 410000, Using train images): 0.76654
[INFO] 2021-10-24 05:37:02 > Improved Recall (Step: 410000, Using train images): 0.62496
[INFO] 2021-10-24 05:37:02 > Density (Step: 410000, Using train images): 1.114552
[INFO] 2021-10-24 05:37:02 > Coverage (Step: 410000, Using train images): 0.92798
[INFO] 2021-10-24 05:37:02 > Best FID score (Step: 410000, Using train moments): 2.7434094126048763
[INFO] 2021-10-24 05:37:22 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-24 05:38:56 > Step: 410100 Progress: 41.0% Elapsed: 5 days, 15:26:35 Gen_loss: 3.447 Dis_loss: 1.198 Cls_loss: 1.913 Topk: N/A ada_p: 0.2032
[INFO] 2021-10-24 05:40:30 > Step: 410200 Progress: 41.0% Elapsed: 5 days, 15:28:09 Gen_loss: 2.496 Dis_loss: 0.7483 Cls_loss: 1.505 Topk: N/A ada_p: 0.207
[INFO] 2021-10-24 05:42:22 > Step: 410300 Progress: 41.0% Elapsed: 5 days, 15:30:00 Gen_loss: 2.036 Dis_loss: 0.9849 Cls_loss: 1.696 Topk: N/A ada_p: 0.2031
[INFO] 2021-10-24 05:43:56 > Step: 410400 Progress: 41.0% Elapsed: 5 days, 15:31:35 Gen_loss: 3.528 Dis_loss: 1.122 Cls_loss: 2.098 Topk: N/A ada_p: 0.2018
[INFO] 2021-10-24 05:45:31 > Step: 410500 Progress: 41.0% Elapsed: 5 days, 15:33:10 Gen_loss: 1.769 Dis_loss: 0.7936 Cls_loss: 1.828 Topk: N/A ada_p: 0.205
[INFO] 2021-10-24 05:47:06 > Step: 410600 Progress: 41.1% Elapsed: 5 days, 15:34:44 Gen_loss: 2.214 Dis_loss: 0.905 Cls_loss: 1.845 Topk: N/A ada_p: 0.2037
[INFO] 2021-10-24 05:48:50 > Step: 410700 Progress: 41.1% Elapsed: 5 days, 15:36:29 Gen_loss: 1.572 Dis_loss: 1.1 Cls_loss: 1.662 Topk: N/A ada_p: 0.2072
[INFO] 2021-10-24 05:50:26 > Step: 410800 Progress: 41.1% Elapsed: 5 days, 15:38:04 Gen_loss: 2.259 Dis_loss: 0.8977 Cls_loss: 1.546 Topk: N/A ada_p: 0.2082
[INFO] 2021-10-24 05:52:00 > Step: 410900 Progress: 41.1% Elapsed: 5 days, 15:39:39 Gen_loss: 2.513 Dis_loss: 0.7206 Cls_loss: 1.336 Topk: N/A ada_p: 0.2111
[INFO] 2021-10-24 05:53:35 > Step: 411000 Progress: 41.1% Elapsed: 5 days, 15:41:14 Gen_loss: 2.823 Dis_loss: 0.8384 Cls_loss: 1.783 Topk: N/A ada_p: 0.2137
[INFO] 2021-10-24 05:55:20 > Step: 411100 Progress: 41.1% Elapsed: 5 days, 15:42:59 Gen_loss: 2.351 Dis_loss: 0.9533 Cls_loss: 1.984 Topk: N/A ada_p: 0.2161
[INFO] 2021-10-24 05:56:55 > Step: 411200 Progress: 41.1% Elapsed: 5 days, 15:44:34 Gen_loss: 1.942 Dis_loss: 1.25 Cls_loss: 1.72 Topk: N/A ada_p: 0.2097
[INFO] 2021-10-24 05:58:30 > Step: 411300 Progress: 41.1% Elapsed: 5 days, 15:46:09 Gen_loss: 1.588 Dis_loss: 1.093 Cls_loss: 1.695 Topk: N/A ada_p: 0.207
[INFO] 2021-10-24 06:00:05 > Step: 411400 Progress: 41.1% Elapsed: 5 days, 15:47:44 Gen_loss: 1.974 Dis_loss: 0.9184 Cls_loss: 1.907 Topk: N/A ada_p: 0.2098
[INFO] 2021-10-24 06:01:50 > Step: 411500 Progress: 41.1% Elapsed: 5 days, 15:49:29 Gen_loss: 1.154 Dis_loss: 0.7697 Cls_loss: 1.405 Topk: N/A ada_p: 0.2087
[INFO] 2021-10-24 06:03:25 > Step: 411600 Progress: 41.2% Elapsed: 5 days, 15:51:04 Gen_loss: 2.882 Dis_loss: 0.7213 Cls_loss: 1.482 Topk: N/A ada_p: 0.2074
[INFO] 2021-10-24 06:05:01 > Step: 411700 Progress: 41.2% Elapsed: 5 days, 15:52:40 Gen_loss: 2.674 Dis_loss: 0.8912 Cls_loss: 1.398 Topk: N/A ada_p: 0.2119
[INFO] 2021-10-24 06:06:36 > Step: 411800 Progress: 41.2% Elapsed: 5 days, 15:54:15 Gen_loss: 2.607 Dis_loss: 0.8386 Cls_loss: 2.094 Topk: N/A ada_p: 0.2045
[INFO] 2021-10-24 06:08:21 > Step: 411900 Progress: 41.2% Elapsed: 5 days, 15:56:00 Gen_loss: 2.007 Dis_loss: 1.177 Cls_loss: 1.788 Topk: N/A ada_p: 0.2036
[INFO] 2021-10-24 06:09:56 > Step: 412000 Progress: 41.2% Elapsed: 5 days, 15:57:35 Gen_loss: 4.448 Dis_loss: 1.593 Cls_loss: 1.616 Topk: N/A ada_p: 0.2051
[INFO] 2021-10-24 06:11:31 > Step: 412100 Progress: 41.2% Elapsed: 5 days, 15:59:10 Gen_loss: 2.327 Dis_loss: 1.033 Cls_loss: 1.816 Topk: N/A ada_p: 0.2029
[INFO] 2021-10-24 06:13:07 > Step: 412200 Progress: 41.2% Elapsed: 5 days, 16:00:46 Gen_loss: 1.318 Dis_loss: 1.396 Cls_loss: 1.796 Topk: N/A ada_p: 0.2032
[INFO] 2021-10-24 06:14:52 > Step: 412300 Progress: 41.2% Elapsed: 5 days, 16:02:30 Gen_loss: 1.069 Dis_loss: 1.066 Cls_loss: 1.775 Topk: N/A ada_p: 0.2089
[INFO] 2021-10-24 06:16:26 > Step: 412400 Progress: 41.2% Elapsed: 5 days, 16:04:05 Gen_loss: 2.785 Dis_loss: 1.087 Cls_loss: 2.052 Topk: N/A ada_p: 0.2023
[INFO] 2021-10-24 06:18:01 > Step: 412500 Progress: 41.2% Elapsed: 5 days, 16:05:40 Gen_loss: 2.16 Dis_loss: 0.8522 Cls_loss: 1.963 Topk: N/A ada_p: 0.2027
[INFO] 2021-10-24 06:19:35 > Step: 412600 Progress: 41.3% Elapsed: 5 days, 16:07:14 Gen_loss: 1.599 Dis_loss: 0.7596 Cls_loss: 1.694 Topk: N/A ada_p: 0.2057
[INFO] 2021-10-24 06:21:20 > Step: 412700 Progress: 41.3% Elapsed: 5 days, 16:08:59 Gen_loss: 3.006 Dis_loss: 0.9985 Cls_loss: 1.333 Topk: N/A ada_p: 0.2082
[INFO] 2021-10-24 06:22:55 > Step: 412800 Progress: 41.3% Elapsed: 5 days, 16:10:34 Gen_loss: 1.894 Dis_loss: 0.6851 Cls_loss: 1.773 Topk: N/A ada_p: 0.2077
[INFO] 2021-10-24 06:24:30 > Step: 412900 Progress: 41.3% Elapsed: 5 days, 16:12:08 Gen_loss: 2.046 Dis_loss: 0.9963 Cls_loss: 1.668 Topk: N/A ada_p: 0.2045
[INFO] 2021-10-24 06:26:04 > Step: 413000 Progress: 41.3% Elapsed: 5 days, 16:13:43 Gen_loss: 2.18 Dis_loss: 0.9095 Cls_loss: 1.796 Topk: N/A ada_p: 0.2011
[INFO] 2021-10-24 06:27:48 > Step: 413100 Progress: 41.3% Elapsed: 5 days, 16:15:27 Gen_loss: 2.046 Dis_loss: 0.762 Cls_loss: 1.784 Topk: N/A ada_p: 0.2018
[INFO] 2021-10-24 06:29:22 > Step: 413200 Progress: 41.3% Elapsed: 5 days, 16:17:01 Gen_loss: 2.995 Dis_loss: 1.516 Cls_loss: 2.208 Topk: N/A ada_p: 0.2018
[INFO] 2021-10-24 06:30:56 > Step: 413300 Progress: 41.3% Elapsed: 5 days, 16:18:35 Gen_loss: 2.217 Dis_loss: 0.5543 Cls_loss: 1.277 Topk: N/A ada_p: 0.2014
[INFO] 2021-10-24 06:32:31 > Step: 413400 Progress: 41.3% Elapsed: 5 days, 16:20:09 Gen_loss: 2.398 Dis_loss: 0.9073 Cls_loss: 1.96 Topk: N/A ada_p: 0.2011
[INFO] 2021-10-24 06:34:15 > Step: 413500 Progress: 41.3% Elapsed: 5 days, 16:21:54 Gen_loss: 2.051 Dis_loss: 0.8783 Cls_loss: 1.659 Topk: N/A ada_p: 0.2015
[INFO] 2021-10-24 06:35:49 > Step: 413600 Progress: 41.4% Elapsed: 5 days, 16:23:28 Gen_loss: 1.871 Dis_loss: 0.9892 Cls_loss: 1.931 Topk: N/A ada_p: 0.1967
[INFO] 2021-10-24 06:37:23 > Step: 413700 Progress: 41.4% Elapsed: 5 days, 16:25:01 Gen_loss: 1.776 Dis_loss: 1.431 Cls_loss: 1.863 Topk: N/A ada_p: 0.1947
[INFO] 2021-10-24 06:39:06 > Step: 413800 Progress: 41.4% Elapsed: 5 days, 16:26:45 Gen_loss: 2.981 Dis_loss: 0.9206 Cls_loss: 1.579 Topk: N/A ada_p: 0.1932
[INFO] 2021-10-24 06:40:40 > Step: 413900 Progress: 41.4% Elapsed: 5 days, 16:28:19 Gen_loss: 2.518 Dis_loss: 0.6667 Cls_loss: 1.528 Topk: N/A ada_p: 0.1964
[INFO] 2021-10-24 06:42:14 > Step: 414000 Progress: 41.4% Elapsed: 5 days, 16:29:53 Gen_loss: 3.308 Dis_loss: 0.8181 Cls_loss: 1.48 Topk: N/A ada_p: 0.2005
[INFO] 2021-10-24 06:43:47 > Step: 414100 Progress: 41.4% Elapsed: 5 days, 16:31:26 Gen_loss: 2.96 Dis_loss: 0.7008 Cls_loss: 1.624 Topk: N/A ada_p: 0.197
[INFO] 2021-10-24 06:45:31 > Step: 414200 Progress: 41.4% Elapsed: 5 days, 16:33:09 Gen_loss: 2.12 Dis_loss: 0.8028 Cls_loss: 1.216 Topk: N/A ada_p: 0.2032
[INFO] 2021-10-24 06:47:04 > Step: 414300 Progress: 41.4% Elapsed: 5 days, 16:34:43 Gen_loss: 1.37 Dis_loss: 1.112 Cls_loss: 1.56 Topk: N/A ada_p: 0.2018
[INFO] 2021-10-24 06:48:40 > Step: 414400 Progress: 41.4% Elapsed: 5 days, 16:36:18 Gen_loss: 2.64 Dis_loss: 0.682 Cls_loss: 1.532 Topk: N/A ada_p: 0.2008
[INFO] 2021-10-24 06:50:15 > Step: 414500 Progress: 41.4% Elapsed: 5 days, 16:37:54 Gen_loss: 2.636 Dis_loss: 1.019 Cls_loss: 1.767 Topk: N/A ada_p: 0.204
[INFO] 2021-10-24 06:52:00 > Step: 414600 Progress: 41.5% Elapsed: 5 days, 16:39:38 Gen_loss: 1.212 Dis_loss: 0.8998 Cls_loss: 1.872 Topk: N/A ada_p: 0.2052
[INFO] 2021-10-24 06:53:35 > Step: 414700 Progress: 41.5% Elapsed: 5 days, 16:41:14 Gen_loss: 2.959 Dis_loss: 1.027 Cls_loss: 1.852 Topk: N/A ada_p: 0.2064
[INFO] 2021-10-24 06:55:10 > Step: 414800 Progress: 41.5% Elapsed: 5 days, 16:42:49 Gen_loss: 2.539 Dis_loss: 1.279 Cls_loss: 1.758 Topk: N/A ada_p: 0.2033
[INFO] 2021-10-24 06:56:45 > Step: 414900 Progress: 41.5% Elapsed: 5 days, 16:44:23 Gen_loss: 2.111 Dis_loss: 1.066 Cls_loss: 2.046 Topk: N/A ada_p: 0.2042
[INFO] 2021-10-24 06:58:30 > Step: 415000 Progress: 41.5% Elapsed: 5 days, 16:46:09 Gen_loss: 3.565 Dis_loss: 1.065 Cls_loss: 1.679 Topk: N/A ada_p: 0.2052
[INFO] 2021-10-24 07:00:05 > Step: 415100 Progress: 41.5% Elapsed: 5 days, 16:47:43 Gen_loss: 2.351 Dis_loss: 1.129 Cls_loss: 1.565 Topk: N/A ada_p: 0.2028
[INFO] 2021-10-24 07:01:40 > Step: 415200 Progress: 41.5% Elapsed: 5 days, 16:49:19 Gen_loss: 2.149 Dis_loss: 0.8558 Cls_loss: 1.439 Topk: N/A ada_p: 0.1997
[INFO] 2021-10-24 07:03:15 > Step: 415300 Progress: 41.5% Elapsed: 5 days, 16:50:53 Gen_loss: 1.57 Dis_loss: 0.8457 Cls_loss: 1.694 Topk: N/A ada_p: 0.1932
[INFO] 2021-10-24 07:04:59 > Step: 415400 Progress: 41.5% Elapsed: 5 days, 16:52:38 Gen_loss: 2.393 Dis_loss: 0.8495 Cls_loss: 1.543 Topk: N/A ada_p: 0.1963
[INFO] 2021-10-24 07:06:34 > Step: 415500 Progress: 41.5% Elapsed: 5 days, 16:54:12 Gen_loss: 1.449 Dis_loss: 1.327 Cls_loss: 1.458 Topk: N/A ada_p: 0.2028
[INFO] 2021-10-24 07:08:09 > Step: 415600 Progress: 41.6% Elapsed: 5 days, 16:55:47 Gen_loss: 1.981 Dis_loss: 0.7993 Cls_loss: 1.776 Topk: N/A ada_p: 0.2056
[INFO] 2021-10-24 07:09:43 > Step: 415700 Progress: 41.6% Elapsed: 5 days, 16:57:22 Gen_loss: 2.617 Dis_loss: 0.8514 Cls_loss: 1.727 Topk: N/A ada_p: 0.194
[INFO] 2021-10-24 07:11:28 > Step: 415800 Progress: 41.6% Elapsed: 5 days, 16:59:06 Gen_loss: 4.789 Dis_loss: 1.252 Cls_loss: 2.135 Topk: N/A ada_p: 0.2006
[INFO] 2021-10-24 07:13:03 > Step: 415900 Progress: 41.6% Elapsed: 5 days, 17:00:41 Gen_loss: 2.312 Dis_loss: 0.8087 Cls_loss: 1.75 Topk: N/A ada_p: 0.1933
[INFO] 2021-10-24 07:14:37 > Step: 416000 Progress: 41.6% Elapsed: 5 days, 17:02:16 Gen_loss: 2.714 Dis_loss: 1.026 Cls_loss: 1.795 Topk: N/A ada_p: 0.1951
[INFO] 2021-10-24 07:16:12 > Step: 416100 Progress: 41.6% Elapsed: 5 days, 17:03:50 Gen_loss: 4.216 Dis_loss: 1.696 Cls_loss: 1.641 Topk: N/A ada_p: 0.2019
[INFO] 2021-10-24 07:17:56 > Step: 416200 Progress: 41.6% Elapsed: 5 days, 17:05:35 Gen_loss: 2.699 Dis_loss: 0.767 Cls_loss: 1.744 Topk: N/A ada_p: 0.2001
[INFO] 2021-10-24 07:19:31 > Step: 416300 Progress: 41.6% Elapsed: 5 days, 17:07:10 Gen_loss: 2.027 Dis_loss: 1.003 Cls_loss: 2.052 Topk: N/A ada_p: 0.2046
[INFO] 2021-10-24 07:21:06 > Step: 416400 Progress: 41.6% Elapsed: 5 days, 17:08:44 Gen_loss: 1.455 Dis_loss: 1.202 Cls_loss: 1.821 Topk: N/A ada_p: 0.2033
[INFO] 2021-10-24 07:22:41 > Step: 416500 Progress: 41.6% Elapsed: 5 days, 17:10:19 Gen_loss: 1.9 Dis_loss: 0.9956 Cls_loss: 1.86 Topk: N/A ada_p: 0.2022
[INFO] 2021-10-24 07:24:25 > Step: 416600 Progress: 41.7% Elapsed: 5 days, 17:12:04 Gen_loss: 2.076 Dis_loss: 0.7637 Cls_loss: 1.71 Topk: N/A ada_p: 0.206
[INFO] 2021-10-24 07:26:00 > Step: 416700 Progress: 41.7% Elapsed: 5 days, 17:13:39 Gen_loss: 2.296 Dis_loss: 0.934 Cls_loss: 1.659 Topk: N/A ada_p: 0.2079
[INFO] 2021-10-24 07:27:34 > Step: 416800 Progress: 41.7% Elapsed: 5 days, 17:15:13 Gen_loss: 1.267 Dis_loss: 1.413 Cls_loss: 2.317 Topk: N/A ada_p: 0.2087
[INFO] 2021-10-24 07:29:09 > Step: 416900 Progress: 41.7% Elapsed: 5 days, 17:16:48 Gen_loss: 2.792 Dis_loss: 0.6252 Cls_loss: 1.513 Topk: N/A ada_p: 0.2014
[INFO] 2021-10-24 07:30:54 > Step: 417000 Progress: 41.7% Elapsed: 5 days, 17:18:33 Gen_loss: 2.273 Dis_loss: 0.6156 Cls_loss: 1.413 Topk: N/A ada_p: 0.2093
[INFO] 2021-10-24 07:32:28 > Step: 417100 Progress: 41.7% Elapsed: 5 days, 17:20:07 Gen_loss: 2.571 Dis_loss: 1.41 Cls_loss: 1.8 Topk: N/A ada_p: 0.211
[INFO] 2021-10-24 07:34:03 > Step: 417200 Progress: 41.7% Elapsed: 5 days, 17:21:42 Gen_loss: 3.532 Dis_loss: 1.993 Cls_loss: 1.475 Topk: N/A ada_p: 0.21
[INFO] 2021-10-24 07:35:38 > Step: 417300 Progress: 41.7% Elapsed: 5 days, 17:23:17 Gen_loss: 2.683 Dis_loss: 1.218 Cls_loss: 1.816 Topk: N/A ada_p: 0.2052
[INFO] 2021-10-24 07:37:22 > Step: 417400 Progress: 41.7% Elapsed: 5 days, 17:25:01 Gen_loss: 3.658 Dis_loss: 1.791 Cls_loss: 1.765 Topk: N/A ada_p: 0.2073
[INFO] 2021-10-24 07:38:58 > Step: 417500 Progress: 41.8% Elapsed: 5 days, 17:26:36 Gen_loss: 2.085 Dis_loss: 0.8036 Cls_loss: 1.653 Topk: N/A ada_p: 0.2072
[INFO] 2021-10-24 07:40:32 > Step: 417600 Progress: 41.8% Elapsed: 5 days, 17:28:11 Gen_loss: 2.342 Dis_loss: 1.108 Cls_loss: 2.011 Topk: N/A ada_p: 0.2043
[INFO] 2021-10-24 07:42:17 > Step: 417700 Progress: 41.8% Elapsed: 5 days, 17:29:56 Gen_loss: 2.582 Dis_loss: 0.796 Cls_loss: 1.562 Topk: N/A ada_p: 0.2091
[INFO] 2021-10-24 07:43:51 > Step: 417800 Progress: 41.8% Elapsed: 5 days, 17:31:30 Gen_loss: 1.724 Dis_loss: 1.17 Cls_loss: 2.051 Topk: N/A ada_p: 0.2127
[INFO] 2021-10-24 07:45:26 > Step: 417900 Progress: 41.8% Elapsed: 5 days, 17:33:05 Gen_loss: 2.099 Dis_loss: 1.046 Cls_loss: 1.81 Topk: N/A ada_p: 0.2113
[INFO] 2021-10-24 07:47:01 > Step: 418000 Progress: 41.8% Elapsed: 5 days, 17:34:39 Gen_loss: 3.893 Dis_loss: 0.931 Cls_loss: 1.789 Topk: N/A ada_p: 0.2059
[INFO] 2021-10-24 07:48:45 > Step: 418100 Progress: 41.8% Elapsed: 5 days, 17:36:24 Gen_loss: 2.656 Dis_loss: 0.8072 Cls_loss: 1.701 Topk: N/A ada_p: 0.2137
[INFO] 2021-10-24 07:50:20 > Step: 418200 Progress: 41.8% Elapsed: 5 days, 17:37:58 Gen_loss: 2.699 Dis_loss: 0.7656 Cls_loss: 1.709 Topk: N/A ada_p: 0.2196
[INFO] 2021-10-24 07:51:54 > Step: 418300 Progress: 41.8% Elapsed: 5 days, 17:39:33 Gen_loss: 2.5 Dis_loss: 0.922 Cls_loss: 2.397 Topk: N/A ada_p: 0.2166
[INFO] 2021-10-24 07:53:28 > Step: 418400 Progress: 41.8% Elapsed: 5 days, 17:41:07 Gen_loss: 3.444 Dis_loss: 1.64 Cls_loss: 2.35 Topk: N/A ada_p: 0.2138
[INFO] 2021-10-24 07:55:13 > Step: 418500 Progress: 41.9% Elapsed: 5 days, 17:42:52 Gen_loss: 2.727 Dis_loss: 0.7468 Cls_loss: 1.577 Topk: N/A ada_p: 0.2165
[INFO] 2021-10-24 07:56:47 > Step: 418600 Progress: 41.9% Elapsed: 5 days, 17:44:26 Gen_loss: 2.625 Dis_loss: 1.002 Cls_loss: 1.723 Topk: N/A ada_p: 0.2129
[INFO] 2021-10-24 07:58:22 > Step: 418700 Progress: 41.9% Elapsed: 5 days, 17:46:01 Gen_loss: 3.021 Dis_loss: 0.8941 Cls_loss: 1.577 Topk: N/A ada_p: 0.2125
[INFO] 2021-10-24 07:59:57 > Step: 418800 Progress: 41.9% Elapsed: 5 days, 17:47:36 Gen_loss: 3.331 Dis_loss: 0.934 Cls_loss: 1.951 Topk: N/A ada_p: 0.2187
[INFO] 2021-10-24 08:01:42 > Step: 418900 Progress: 41.9% Elapsed: 5 days, 17:49:20 Gen_loss: 4.288 Dis_loss: 1.542 Cls_loss: 1.941 Topk: N/A ada_p: 0.2114
[INFO] 2021-10-24 08:03:16 > Step: 419000 Progress: 41.9% Elapsed: 5 days, 17:50:55 Gen_loss: 3.622 Dis_loss: 0.836 Cls_loss: 1.839 Topk: N/A ada_p: 0.2109
[INFO] 2021-10-24 08:04:52 > Step: 419100 Progress: 41.9% Elapsed: 5 days, 17:52:30 Gen_loss: 2.767 Dis_loss: 0.9916 Cls_loss: 1.831 Topk: N/A ada_p: 0.2187
[INFO] 2021-10-24 08:06:26 > Step: 419200 Progress: 41.9% Elapsed: 5 days, 17:54:05 Gen_loss: 1.393 Dis_loss: 1.08 Cls_loss: 1.631 Topk: N/A ada_p: 0.2171
[INFO] 2021-10-24 08:08:11 > Step: 419300 Progress: 41.9% Elapsed: 5 days, 17:55:50 Gen_loss: 2.997 Dis_loss: 0.9169 Cls_loss: 1.885 Topk: N/A ada_p: 0.215
[INFO] 2021-10-24 08:09:46 > Step: 419400 Progress: 41.9% Elapsed: 5 days, 17:57:25 Gen_loss: 1.98 Dis_loss: 1.453 Cls_loss: 1.765 Topk: N/A ada_p: 0.2132
[INFO] 2021-10-24 08:11:21 > Step: 419500 Progress: 41.9% Elapsed: 5 days, 17:59:00 Gen_loss: 3.51 Dis_loss: 1.072 Cls_loss: 1.869 Topk: N/A ada_p: 0.2128
[INFO] 2021-10-24 08:12:56 > Step: 419600 Progress: 42.0% Elapsed: 5 days, 18:00:35 Gen_loss: 1.618 Dis_loss: 1.112 Cls_loss: 1.645 Topk: N/A ada_p: 0.2171
[INFO] 2021-10-24 08:14:41 > Step: 419700 Progress: 42.0% Elapsed: 5 days, 18:02:20 Gen_loss: 5.1 Dis_loss: 0.8432 Cls_loss: 1.678 Topk: N/A ada_p: 0.215
[INFO] 2021-10-24 08:16:17 > Step: 419800 Progress: 42.0% Elapsed: 5 days, 18:03:55 Gen_loss: 1.715 Dis_loss: 0.5776 Cls_loss: 1.299 Topk: N/A ada_p: 0.2173
[INFO] 2021-10-24 08:17:52 > Step: 419900 Progress: 42.0% Elapsed: 5 days, 18:05:31 Gen_loss: 3.251 Dis_loss: 0.9112 Cls_loss: 1.859 Topk: N/A ada_p: 0.2123
[INFO] 2021-10-24 08:19:26 > Step: 420000 Progress: 42.0% Elapsed: 5 days, 18:07:05 Gen_loss: 2.199 Dis_loss: 0.9766 Cls_loss: 1.436 Topk: N/A ada_p: 0.2123
[INFO] 2021-10-24 08:19:26 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 08:19:27 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_420000.png
[INFO] 2021-10-24 08:19:27 > Start Evaluation (420000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-24 08:19:27 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-24 08:25:00 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-24 08:30:39 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-24 08:49:08 > Inception score (Step: 420000, 50000 generated images): 10.579061508178711
[INFO] 2021-10-24 08:49:08 > FID score (Step: 420000, Using train moments): 2.746127856509304
[INFO] 2021-10-24 08:49:08 > Improved Precision (Step: 420000, Using train images): 0.76694
[INFO] 2021-10-24 08:49:08 > Improved Recall (Step: 420000, Using train images): 0.6255
[INFO] 2021-10-24 08:49:08 > Density (Step: 420000, Using train images): 1.113572
[INFO] 2021-10-24 08:49:08 > Coverage (Step: 420000, Using train images): 0.92876
[INFO] 2021-10-24 08:49:08 > Best FID score (Step: 410000, Using train moments): 2.7434094126048763
[INFO] 2021-10-24 08:49:18 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-24 08:52:59 > Step: 420100 Progress: 42.0% Elapsed: 5 days, 18:40:38 Gen_loss: 3.022 Dis_loss: 1.023 Cls_loss: 1.83 Topk: N/A ada_p: 0.2109
[INFO] 2021-10-24 08:54:33 > Step: 420200 Progress: 42.0% Elapsed: 5 days, 18:42:12 Gen_loss: 2.614 Dis_loss: 0.9549 Cls_loss: 1.604 Topk: N/A ada_p: 0.2096
[INFO] 2021-10-24 08:56:08 > Step: 420300 Progress: 42.0% Elapsed: 5 days, 18:43:46 Gen_loss: 1.915 Dis_loss: 1.364 Cls_loss: 1.669 Topk: N/A ada_p: 0.2072
[INFO] 2021-10-24 08:57:42 > Step: 420400 Progress: 42.0% Elapsed: 5 days, 18:45:21 Gen_loss: 3.823 Dis_loss: 1.139 Cls_loss: 1.702 Topk: N/A ada_p: 0.2061
[INFO] 2021-10-24 08:59:28 > Step: 420500 Progress: 42.0% Elapsed: 5 days, 18:47:06 Gen_loss: 2.822 Dis_loss: 0.9608 Cls_loss: 1.766 Topk: N/A ada_p: 0.2081
[INFO] 2021-10-24 09:01:03 > Step: 420600 Progress: 42.1% Elapsed: 5 days, 18:48:41 Gen_loss: 3.063 Dis_loss: 1.089 Cls_loss: 1.702 Topk: N/A ada_p: 0.2073
[INFO] 2021-10-24 09:02:38 > Step: 420700 Progress: 42.1% Elapsed: 5 days, 18:50:17 Gen_loss: 2.696 Dis_loss: 1.175 Cls_loss: 1.874 Topk: N/A ada_p: 0.2107
[INFO] 2021-10-24 09:04:13 > Step: 420800 Progress: 42.1% Elapsed: 5 days, 18:51:52 Gen_loss: 2.218 Dis_loss: 0.7377 Cls_loss: 1.98 Topk: N/A ada_p: 0.2077
[INFO] 2021-10-24 09:05:59 > Step: 420900 Progress: 42.1% Elapsed: 5 days, 18:53:37 Gen_loss: 0.9196 Dis_loss: 1.143 Cls_loss: 2.053 Topk: N/A ada_p: 0.2055
[INFO] 2021-10-24 09:07:34 > Step: 421000 Progress: 42.1% Elapsed: 5 days, 18:55:13 Gen_loss: 2.286 Dis_loss: 0.9382 Cls_loss: 1.703 Topk: N/A ada_p: 0.2068
[INFO] 2021-10-24 09:09:10 > Step: 421100 Progress: 42.1% Elapsed: 5 days, 18:56:49 Gen_loss: 2.329 Dis_loss: 1.409 Cls_loss: 1.782 Topk: N/A ada_p: 0.2079
[INFO] 2021-10-24 09:10:46 > Step: 421200 Progress: 42.1% Elapsed: 5 days, 18:58:24 Gen_loss: 2.593 Dis_loss: 0.8349 Cls_loss: 1.855 Topk: N/A ada_p: 0.211
[INFO] 2021-10-24 09:12:31 > Step: 421300 Progress: 42.1% Elapsed: 5 days, 19:00:10 Gen_loss: 1.64 Dis_loss: 0.7216 Cls_loss: 1.658 Topk: N/A ada_p: 0.206
[INFO] 2021-10-24 09:14:06 > Step: 421400 Progress: 42.1% Elapsed: 5 days, 19:01:45 Gen_loss: 1.107 Dis_loss: 1.644 Cls_loss: 1.554 Topk: N/A ada_p: 0.2086
[INFO] 2021-10-24 09:15:41 > Step: 421500 Progress: 42.1% Elapsed: 5 days, 19:03:20 Gen_loss: 2.459 Dis_loss: 1.327 Cls_loss: 1.928 Topk: N/A ada_p: 0.2107
[INFO] 2021-10-24 09:17:26 > Step: 421600 Progress: 42.2% Elapsed: 5 days, 19:05:05 Gen_loss: 2.12 Dis_loss: 1.4 Cls_loss: 1.792 Topk: N/A ada_p: 0.2113
[INFO] 2021-10-24 09:19:01 > Step: 421700 Progress: 42.2% Elapsed: 5 days, 19:06:39 Gen_loss: 2.511 Dis_loss: 1.34 Cls_loss: 1.821 Topk: N/A ada_p: 0.2088
[INFO] 2021-10-24 09:20:36 > Step: 421800 Progress: 42.2% Elapsed: 5 days, 19:08:15 Gen_loss: 2.35 Dis_loss: 0.7483 Cls_loss: 1.71 Topk: N/A ada_p: 0.2075
[INFO] 2021-10-24 09:22:13 > Step: 421900 Progress: 42.2% Elapsed: 5 days, 19:09:51 Gen_loss: 2.661 Dis_loss: 1.077 Cls_loss: 1.772 Topk: N/A ada_p: 0.211
[INFO] 2021-10-24 09:23:58 > Step: 422000 Progress: 42.2% Elapsed: 5 days, 19:11:36 Gen_loss: 1.892 Dis_loss: 0.8959 Cls_loss: 1.623 Topk: N/A ada_p: 0.2128
[INFO] 2021-10-24 09:25:33 > Step: 422100 Progress: 42.2% Elapsed: 5 days, 19:13:12 Gen_loss: 3.384 Dis_loss: 1.049 Cls_loss: 1.427 Topk: N/A ada_p: 0.2075
[INFO] 2021-10-24 09:27:08 > Step: 422200 Progress: 42.2% Elapsed: 5 days, 19:14:47 Gen_loss: 1.9 Dis_loss: 1.175 Cls_loss: 1.755 Topk: N/A ada_p: 0.2042
[INFO] 2021-10-24 09:28:43 > Step: 422300 Progress: 42.2% Elapsed: 5 days, 19:16:22 Gen_loss: 2.747 Dis_loss: 0.933 Cls_loss: 1.421 Topk: N/A ada_p: 0.2041
[INFO] 2021-10-24 09:30:28 > Step: 422400 Progress: 42.2% Elapsed: 5 days, 19:18:07 Gen_loss: 2.961 Dis_loss: 0.987 Cls_loss: 1.711 Topk: N/A ada_p: 0.2064
[INFO] 2021-10-24 09:32:03 > Step: 422500 Progress: 42.2% Elapsed: 5 days, 19:19:42 Gen_loss: 3.429 Dis_loss: 1.528 Cls_loss: 1.839 Topk: N/A ada_p: 0.2106
[INFO] 2021-10-24 09:33:38 > Step: 422600 Progress: 42.3% Elapsed: 5 days, 19:21:17 Gen_loss: 4.192 Dis_loss: 0.9877 Cls_loss: 1.683 Topk: N/A ada_p: 0.2101
[INFO] 2021-10-24 09:35:13 > Step: 422700 Progress: 42.3% Elapsed: 5 days, 19:22:52 Gen_loss: 2.505 Dis_loss: 0.749 Cls_loss: 1.567 Topk: N/A ada_p: 0.2072
[INFO] 2021-10-24 09:36:59 > Step: 422800 Progress: 42.3% Elapsed: 5 days, 19:24:38 Gen_loss: 1.949 Dis_loss: 1.013 Cls_loss: 1.763 Topk: N/A ada_p: 0.211
[INFO] 2021-10-24 09:38:34 > Step: 422900 Progress: 42.3% Elapsed: 5 days, 19:26:13 Gen_loss: 2.309 Dis_loss: 1.372 Cls_loss: 2.08 Topk: N/A ada_p: 0.206
[INFO] 2021-10-24 09:40:09 > Step: 423000 Progress: 42.3% Elapsed: 5 days, 19:27:48 Gen_loss: 4.015 Dis_loss: 1.271 Cls_loss: 1.805 Topk: N/A ada_p: 0.1988
[INFO] 2021-10-24 09:41:44 > Step: 423100 Progress: 42.3% Elapsed: 5 days, 19:29:23 Gen_loss: 2.576 Dis_loss: 1.315 Cls_loss: 1.729 Topk: N/A ada_p: 0.201
[INFO] 2021-10-24 09:43:28 > Step: 423200 Progress: 42.3% Elapsed: 5 days, 19:31:07 Gen_loss: 3.788 Dis_loss: 0.8481 Cls_loss: 1.607 Topk: N/A ada_p: 0.2005
[INFO] 2021-10-24 09:45:03 > Step: 423300 Progress: 42.3% Elapsed: 5 days, 19:32:42 Gen_loss: 1.905 Dis_loss: 0.7767 Cls_loss: 1.678 Topk: N/A ada_p: 0.2001
[INFO] 2021-10-24 09:46:37 > Step: 423400 Progress: 42.3% Elapsed: 5 days, 19:34:16 Gen_loss: 2.05 Dis_loss: 1.058 Cls_loss: 1.568 Topk: N/A ada_p: 0.2068
[INFO] 2021-10-24 09:48:11 > Step: 423500 Progress: 42.4% Elapsed: 5 days, 19:35:50 Gen_loss: 1.787 Dis_loss: 1.064 Cls_loss: 1.81 Topk: N/A ada_p: 0.2061
[INFO] 2021-10-24 09:49:56 > Step: 423600 Progress: 42.4% Elapsed: 5 days, 19:37:34 Gen_loss: 2.983 Dis_loss: 1.266 Cls_loss: 2.193 Topk: N/A ada_p: 0.2054
[INFO] 2021-10-24 09:51:30 > Step: 423700 Progress: 42.4% Elapsed: 5 days, 19:39:09 Gen_loss: 2.67 Dis_loss: 0.8875 Cls_loss: 1.897 Topk: N/A ada_p: 0.2009
[INFO] 2021-10-24 09:53:05 > Step: 423800 Progress: 42.4% Elapsed: 5 days, 19:40:43 Gen_loss: 2.147 Dis_loss: 2.502 Cls_loss: 1.796 Topk: N/A ada_p: 0.2014
[INFO] 2021-10-24 09:54:40 > Step: 423900 Progress: 42.4% Elapsed: 5 days, 19:42:18 Gen_loss: 1.958 Dis_loss: 1.143 Cls_loss: 2.039 Topk: N/A ada_p: 0.2041
[INFO] 2021-10-24 09:56:24 > Step: 424000 Progress: 42.4% Elapsed: 5 days, 19:44:03 Gen_loss: 2.584 Dis_loss: 0.7838 Cls_loss: 1.999 Topk: N/A ada_p: 0.2002
[INFO] 2021-10-24 09:57:59 > Step: 424100 Progress: 42.4% Elapsed: 5 days, 19:45:37 Gen_loss: 2.55 Dis_loss: 1.096 Cls_loss: 1.653 Topk: N/A ada_p: 0.2047
[INFO] 2021-10-24 09:59:32 > Step: 424200 Progress: 42.4% Elapsed: 5 days, 19:47:11 Gen_loss: 3.059 Dis_loss: 0.7945 Cls_loss: 1.851 Topk: N/A ada_p: 0.2055
[INFO] 2021-10-24 10:01:07 > Step: 424300 Progress: 42.4% Elapsed: 5 days, 19:48:46 Gen_loss: 1.491 Dis_loss: 1.175 Cls_loss: 1.55 Topk: N/A ada_p: 0.2046
[INFO] 2021-10-24 10:02:52 > Step: 424400 Progress: 42.4% Elapsed: 5 days, 19:50:31 Gen_loss: 2.62 Dis_loss: 1.515 Cls_loss: 1.747 Topk: N/A ada_p: 0.2049
[INFO] 2021-10-24 10:04:28 > Step: 424500 Progress: 42.4% Elapsed: 5 days, 19:52:06 Gen_loss: 1.921 Dis_loss: 1.284 Cls_loss: 1.99 Topk: N/A ada_p: 0.2075
[INFO] 2021-10-24 10:06:03 > Step: 424600 Progress: 42.5% Elapsed: 5 days, 19:53:41 Gen_loss: 2.496 Dis_loss: 0.8013 Cls_loss: 1.427 Topk: N/A ada_p: 0.205
[INFO] 2021-10-24 10:07:38 > Step: 424700 Progress: 42.5% Elapsed: 5 days, 19:55:17 Gen_loss: 2.242 Dis_loss: 0.7381 Cls_loss: 1.546 Topk: N/A ada_p: 0.2066
[INFO] 2021-10-24 10:09:23 > Step: 424800 Progress: 42.5% Elapsed: 5 days, 19:57:01 Gen_loss: 2.359 Dis_loss: 1.072 Cls_loss: 1.914 Topk: N/A ada_p: 0.2107
[INFO] 2021-10-24 10:10:58 > Step: 424900 Progress: 42.5% Elapsed: 5 days, 19:58:36 Gen_loss: 1.161 Dis_loss: 0.9814 Cls_loss: 1.726 Topk: N/A ada_p: 0.2065
[INFO] 2021-10-24 10:12:33 > Step: 425000 Progress: 42.5% Elapsed: 5 days, 20:00:12 Gen_loss: 1.292 Dis_loss: 0.6657 Cls_loss: 1.82 Topk: N/A ada_p: 0.2081
[INFO] 2021-10-24 10:14:08 > Step: 425100 Progress: 42.5% Elapsed: 5 days, 20:01:47 Gen_loss: 3.378 Dis_loss: 1.313 Cls_loss: 1.804 Topk: N/A ada_p: 0.2008
[INFO] 2021-10-24 10:15:53 > Step: 425200 Progress: 42.5% Elapsed: 5 days, 20:03:32 Gen_loss: 1.833 Dis_loss: 1.192 Cls_loss: 1.948 Topk: N/A ada_p: 0.2036
[INFO] 2021-10-24 10:17:28 > Step: 425300 Progress: 42.5% Elapsed: 5 days, 20:05:07 Gen_loss: 3.45 Dis_loss: 0.9827 Cls_loss: 1.568 Topk: N/A ada_p: 0.2014
[INFO] 2021-10-24 10:19:03 > Step: 425400 Progress: 42.5% Elapsed: 5 days, 20:06:42 Gen_loss: 2.997 Dis_loss: 0.7302 Cls_loss: 1.572 Topk: N/A ada_p: 0.2034
[INFO] 2021-10-24 10:20:49 > Step: 425500 Progress: 42.5% Elapsed: 5 days, 20:08:28 Gen_loss: 1.959 Dis_loss: 0.6719 Cls_loss: 1.619 Topk: N/A ada_p: 0.199
[INFO] 2021-10-24 10:22:23 > Step: 425600 Progress: 42.6% Elapsed: 5 days, 20:10:02 Gen_loss: 0.9781 Dis_loss: 1.497 Cls_loss: 2.001 Topk: N/A ada_p: 0.2054
[INFO] 2021-10-24 10:23:58 > Step: 425700 Progress: 42.6% Elapsed: 5 days, 20:11:37 Gen_loss: 2.599 Dis_loss: 1.123 Cls_loss: 1.876 Topk: N/A ada_p: 0.1991
[INFO] 2021-10-24 10:25:32 > Step: 425800 Progress: 42.6% Elapsed: 5 days, 20:13:11 Gen_loss: 1.556 Dis_loss: 1.375 Cls_loss: 1.765 Topk: N/A ada_p: 0.2001
[INFO] 2021-10-24 10:27:18 > Step: 425900 Progress: 42.6% Elapsed: 5 days, 20:14:57 Gen_loss: 2.921 Dis_loss: 0.7622 Cls_loss: 1.643 Topk: N/A ada_p: 0.1977
[INFO] 2021-10-24 10:28:52 > Step: 426000 Progress: 42.6% Elapsed: 5 days, 20:16:31 Gen_loss: 1.591 Dis_loss: 0.8768 Cls_loss: 1.594 Topk: N/A ada_p: 0.1972
[INFO] 2021-10-24 10:30:27 > Step: 426100 Progress: 42.6% Elapsed: 5 days, 20:18:06 Gen_loss: 1.054 Dis_loss: 1.662 Cls_loss: 1.734 Topk: N/A ada_p: 0.2009
[INFO] 2021-10-24 10:32:02 > Step: 426200 Progress: 42.6% Elapsed: 5 days, 20:19:41 Gen_loss: 2.729 Dis_loss: 0.9865 Cls_loss: 1.81 Topk: N/A ada_p: 0.2011
[INFO] 2021-10-24 10:33:47 > Step: 426300 Progress: 42.6% Elapsed: 5 days, 20:21:26 Gen_loss: 1.516 Dis_loss: 1.253 Cls_loss: 1.408 Topk: N/A ada_p: 0.201
[INFO] 2021-10-24 10:35:22 > Step: 426400 Progress: 42.6% Elapsed: 5 days, 20:23:01 Gen_loss: 2.01 Dis_loss: 1.47 Cls_loss: 1.763 Topk: N/A ada_p: 0.1987
[INFO] 2021-10-24 10:36:57 > Step: 426500 Progress: 42.6% Elapsed: 5 days, 20:24:36 Gen_loss: 1.69 Dis_loss: 1.182 Cls_loss: 1.834 Topk: N/A ada_p: 0.2019
[INFO] 2021-10-24 10:38:32 > Step: 426600 Progress: 42.7% Elapsed: 5 days, 20:26:11 Gen_loss: 2.882 Dis_loss: 0.8603 Cls_loss: 1.665 Topk: N/A ada_p: 0.1996
[INFO] 2021-10-24 10:40:17 > Step: 426700 Progress: 42.7% Elapsed: 5 days, 20:27:56 Gen_loss: 3.012 Dis_loss: 1.067 Cls_loss: 1.569 Topk: N/A ada_p: 0.1918
[INFO] 2021-10-24 10:41:52 > Step: 426800 Progress: 42.7% Elapsed: 5 days, 20:29:31 Gen_loss: 2.194 Dis_loss: 1.038 Cls_loss: 1.749 Topk: N/A ada_p: 0.1862
[INFO] 2021-10-24 10:43:27 > Step: 426900 Progress: 42.7% Elapsed: 5 days, 20:31:06 Gen_loss: 2.006 Dis_loss: 0.8368 Cls_loss: 1.593 Topk: N/A ada_p: 0.186
[INFO] 2021-10-24 10:45:03 > Step: 427000 Progress: 42.7% Elapsed: 5 days, 20:32:42 Gen_loss: 3.047 Dis_loss: 0.8947 Cls_loss: 1.766 Topk: N/A ada_p: 0.1876
[INFO] 2021-10-24 10:46:51 > Step: 427100 Progress: 42.7% Elapsed: 5 days, 20:34:30 Gen_loss: 3.561 Dis_loss: 2.144 Cls_loss: 1.83 Topk: N/A ada_p: 0.1941
[INFO] 2021-10-24 10:48:26 > Step: 427200 Progress: 42.7% Elapsed: 5 days, 20:36:05 Gen_loss: 2.136 Dis_loss: 0.7511 Cls_loss: 1.78 Topk: N/A ada_p: 0.1956
[INFO] 2021-10-24 10:50:02 > Step: 427300 Progress: 42.7% Elapsed: 5 days, 20:37:40 Gen_loss: 1.898 Dis_loss: 0.8154 Cls_loss: 1.623 Topk: N/A ada_p: 0.1958
[INFO] 2021-10-24 10:51:36 > Step: 427400 Progress: 42.7% Elapsed: 5 days, 20:39:15 Gen_loss: 2.683 Dis_loss: 1.377 Cls_loss: 2.055 Topk: N/A ada_p: 0.2081
[INFO] 2021-10-24 10:53:21 > Step: 427500 Progress: 42.8% Elapsed: 5 days, 20:41:00 Gen_loss: 2.93 Dis_loss: 0.8781 Cls_loss: 1.67 Topk: N/A ada_p: 0.2066
[INFO] 2021-10-24 10:54:56 > Step: 427600 Progress: 42.8% Elapsed: 5 days, 20:42:35 Gen_loss: 1.635 Dis_loss: 1.096 Cls_loss: 1.944 Topk: N/A ada_p: 0.2159
[INFO] 2021-10-24 10:56:31 > Step: 427700 Progress: 42.8% Elapsed: 5 days, 20:44:10 Gen_loss: 2.617 Dis_loss: 0.7598 Cls_loss: 1.705 Topk: N/A ada_p: 0.2086
[INFO] 2021-10-24 10:58:10 > Step: 427800 Progress: 42.8% Elapsed: 5 days, 20:45:49 Gen_loss: 2.373 Dis_loss: 0.9255 Cls_loss: 2.223 Topk: N/A ada_p: 0.2101
[INFO] 2021-10-24 10:59:55 > Step: 427900 Progress: 42.8% Elapsed: 5 days, 20:47:34 Gen_loss: 2.03 Dis_loss: 0.792 Cls_loss: 1.655 Topk: N/A ada_p: 0.2046
[INFO] 2021-10-24 11:01:30 > Step: 428000 Progress: 42.8% Elapsed: 5 days, 20:49:09 Gen_loss: 1.94 Dis_loss: 1.027 Cls_loss: 1.73 Topk: N/A ada_p: 0.2031
[INFO] 2021-10-24 11:03:05 > Step: 428100 Progress: 42.8% Elapsed: 5 days, 20:50:44 Gen_loss: 1.725 Dis_loss: 1.359 Cls_loss: 1.399 Topk: N/A ada_p: 0.2032
[INFO] 2021-10-24 11:04:41 > Step: 428200 Progress: 42.8% Elapsed: 5 days, 20:52:20 Gen_loss: 4.469 Dis_loss: 1.712 Cls_loss: 1.578 Topk: N/A ada_p: 0.2009
[INFO] 2021-10-24 11:06:26 > Step: 428300 Progress: 42.8% Elapsed: 5 days, 20:54:05 Gen_loss: 1.557 Dis_loss: 1.299 Cls_loss: 1.553 Topk: N/A ada_p: 0.1969
[INFO] 2021-10-24 11:08:03 > Step: 428400 Progress: 42.8% Elapsed: 5 days, 20:55:42 Gen_loss: 1.219 Dis_loss: 1.074 Cls_loss: 1.621 Topk: N/A ada_p: 0.1967
[INFO] 2021-10-24 11:09:39 > Step: 428500 Progress: 42.9% Elapsed: 5 days, 20:57:17 Gen_loss: 3.748 Dis_loss: 1.049 Cls_loss: 2.091 Topk: N/A ada_p: 0.1996
[INFO] 2021-10-24 11:11:14 > Step: 428600 Progress: 42.9% Elapsed: 5 days, 20:58:53 Gen_loss: 2.478 Dis_loss: 0.695 Cls_loss: 1.357 Topk: N/A ada_p: 0.1999
[INFO] 2021-10-24 11:12:59 > Step: 428700 Progress: 42.9% Elapsed: 5 days, 21:00:38 Gen_loss: 2.869 Dis_loss: 0.7443 Cls_loss: 1.934 Topk: N/A ada_p: 0.2005
[INFO] 2021-10-24 11:14:34 > Step: 428800 Progress: 42.9% Elapsed: 5 days, 21:02:13 Gen_loss: 2.068 Dis_loss: 0.5655 Cls_loss: 1.566 Topk: N/A ada_p: 0.2043
[INFO] 2021-10-24 11:16:10 > Step: 428900 Progress: 42.9% Elapsed: 5 days, 21:03:48 Gen_loss: 2.607 Dis_loss: 0.7356 Cls_loss: 1.843 Topk: N/A ada_p: 0.2006
[INFO] 2021-10-24 11:17:45 > Step: 429000 Progress: 42.9% Elapsed: 5 days, 21:05:23 Gen_loss: 3.303 Dis_loss: 0.8804 Cls_loss: 2.062 Topk: N/A ada_p: 0.2037
[INFO] 2021-10-24 11:19:30 > Step: 429100 Progress: 42.9% Elapsed: 5 days, 21:07:09 Gen_loss: 2.403 Dis_loss: 1.11 Cls_loss: 1.904 Topk: N/A ada_p: 0.2056
[INFO] 2021-10-24 11:21:05 > Step: 429200 Progress: 42.9% Elapsed: 5 days, 21:08:44 Gen_loss: 3.55 Dis_loss: 1.203 Cls_loss: 1.877 Topk: N/A ada_p: 0.21
[INFO] 2021-10-24 11:22:41 > Step: 429300 Progress: 42.9% Elapsed: 5 days, 21:10:20 Gen_loss: 1.872 Dis_loss: 0.9924 Cls_loss: 1.889 Topk: N/A ada_p: 0.2111
[INFO] 2021-10-24 11:24:26 > Step: 429400 Progress: 42.9% Elapsed: 5 days, 21:12:05 Gen_loss: 1.402 Dis_loss: 1.358 Cls_loss: 2.143 Topk: N/A ada_p: 0.2055
[INFO] 2021-10-24 11:26:01 > Step: 429500 Progress: 43.0% Elapsed: 5 days, 21:13:40 Gen_loss: 1.627 Dis_loss: 0.5277 Cls_loss: 1.425 Topk: N/A ada_p: 0.2054
[INFO] 2021-10-24 11:27:36 > Step: 429600 Progress: 43.0% Elapsed: 5 days, 21:15:15 Gen_loss: 4.092 Dis_loss: 1.077 Cls_loss: 1.629 Topk: N/A ada_p: 0.2077
[INFO] 2021-10-24 11:29:11 > Step: 429700 Progress: 43.0% Elapsed: 5 days, 21:16:49 Gen_loss: 1.786 Dis_loss: 1.146 Cls_loss: 2.056 Topk: N/A ada_p: 0.2045
[INFO] 2021-10-24 11:30:57 > Step: 429800 Progress: 43.0% Elapsed: 5 days, 21:18:35 Gen_loss: 2.408 Dis_loss: 0.772 Cls_loss: 1.571 Topk: N/A ada_p: 0.2068
[INFO] 2021-10-24 11:32:31 > Step: 429900 Progress: 43.0% Elapsed: 5 days, 21:20:10 Gen_loss: 2.14 Dis_loss: 1.013 Cls_loss: 1.666 Topk: N/A ada_p: 0.2028
[INFO] 2021-10-24 11:34:06 > Step: 430000 Progress: 43.0% Elapsed: 5 days, 21:21:45 Gen_loss: 2.478 Dis_loss: 0.7983 Cls_loss: 1.587 Topk: N/A ada_p: 0.2015
[INFO] 2021-10-24 11:34:07 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 11:34:07 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_430000.png
[INFO] 2021-10-24 11:34:07 > Start Evaluation (430000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-24 11:34:07 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-24 11:39:40 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-24 11:45:18 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-24 12:04:16 > Inception score (Step: 430000, 50000 generated images): 10.678911209106445
[INFO] 2021-10-24 12:04:16 > FID score (Step: 430000, Using train moments): 2.701190362052671
[INFO] 2021-10-24 12:04:16 > Improved Precision (Step: 430000, Using train images): 0.76544
[INFO] 2021-10-24 12:04:16 > Improved Recall (Step: 430000, Using train images): 0.62908
[INFO] 2021-10-24 12:04:16 > Density (Step: 430000, Using train images): 1.09382
[INFO] 2021-10-24 12:04:16 > Coverage (Step: 430000, Using train images): 0.92854
[INFO] 2021-10-24 12:04:16 > Best FID score (Step: 430000, Using train moments): 2.701190362052671
[INFO] 2021-10-24 12:04:38 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-24 12:07:49 > Step: 430100 Progress: 43.0% Elapsed: 5 days, 21:55:28 Gen_loss: 2.412 Dis_loss: 0.95 Cls_loss: 1.784 Topk: N/A ada_p: 0.2017
[INFO] 2021-10-24 12:09:48 > Step: 430200 Progress: 43.0% Elapsed: 5 days, 21:57:27 Gen_loss: 3.07 Dis_loss: 0.7136 Cls_loss: 1.808 Topk: N/A ada_p: 0.2081
[INFO] 2021-10-24 12:11:25 > Step: 430300 Progress: 43.0% Elapsed: 5 days, 21:59:04 Gen_loss: 3.129 Dis_loss: 1.208 Cls_loss: 1.698 Topk: N/A ada_p: 0.2092
[INFO] 2021-10-24 12:13:02 > Step: 430400 Progress: 43.0% Elapsed: 5 days, 22:00:40 Gen_loss: 2.887 Dis_loss: 0.9292 Cls_loss: 1.56 Topk: N/A ada_p: 0.2074
[INFO] 2021-10-24 12:14:39 > Step: 430500 Progress: 43.0% Elapsed: 5 days, 22:02:18 Gen_loss: 1.663 Dis_loss: 1.345 Cls_loss: 1.733 Topk: N/A ada_p: 0.2096
[INFO] 2021-10-24 12:16:24 > Step: 430600 Progress: 43.1% Elapsed: 5 days, 22:04:03 Gen_loss: 0.9586 Dis_loss: 0.9625 Cls_loss: 1.924 Topk: N/A ada_p: 0.2073
[INFO] 2021-10-24 12:17:59 > Step: 430700 Progress: 43.1% Elapsed: 5 days, 22:05:38 Gen_loss: 2.434 Dis_loss: 0.908 Cls_loss: 1.633 Topk: N/A ada_p: 0.2089
[INFO] 2021-10-24 12:19:34 > Step: 430800 Progress: 43.1% Elapsed: 5 days, 22:07:13 Gen_loss: 2.59 Dis_loss: 0.7373 Cls_loss: 1.745 Topk: N/A ada_p: 0.2084
[INFO] 2021-10-24 12:21:09 > Step: 430900 Progress: 43.1% Elapsed: 5 days, 22:08:47 Gen_loss: 3.769 Dis_loss: 1.278 Cls_loss: 2.14 Topk: N/A ada_p: 0.2052
[INFO] 2021-10-24 12:22:53 > Step: 431000 Progress: 43.1% Elapsed: 5 days, 22:10:32 Gen_loss: 1.927 Dis_loss: 1.139 Cls_loss: 1.557 Topk: N/A ada_p: 0.2114
[INFO] 2021-10-24 12:24:29 > Step: 431100 Progress: 43.1% Elapsed: 5 days, 22:12:07 Gen_loss: 2.431 Dis_loss: 0.9057 Cls_loss: 2.082 Topk: N/A ada_p: 0.2069
[INFO] 2021-10-24 12:26:04 > Step: 431200 Progress: 43.1% Elapsed: 5 days, 22:13:43 Gen_loss: 2.252 Dis_loss: 0.7702 Cls_loss: 1.493 Topk: N/A ada_p: 0.2084
[INFO] 2021-10-24 12:27:39 > Step: 431300 Progress: 43.1% Elapsed: 5 days, 22:15:18 Gen_loss: 2.289 Dis_loss: 0.8004 Cls_loss: 1.506 Topk: N/A ada_p: 0.206
[INFO] 2021-10-24 12:29:24 > Step: 431400 Progress: 43.1% Elapsed: 5 days, 22:17:03 Gen_loss: 2.9 Dis_loss: 0.9518 Cls_loss: 2.007 Topk: N/A ada_p: 0.2029
[INFO] 2021-10-24 12:30:59 > Step: 431500 Progress: 43.1% Elapsed: 5 days, 22:18:38 Gen_loss: 2.266 Dis_loss: 1.217 Cls_loss: 2.104 Topk: N/A ada_p: 0.2082
[INFO] 2021-10-24 12:32:34 > Step: 431600 Progress: 43.2% Elapsed: 5 days, 22:20:13 Gen_loss: 1.872 Dis_loss: 1.434 Cls_loss: 2.341 Topk: N/A ada_p: 0.2046
[INFO] 2021-10-24 12:34:10 > Step: 431700 Progress: 43.2% Elapsed: 5 days, 22:21:48 Gen_loss: 1.593 Dis_loss: 0.9934 Cls_loss: 1.731 Topk: N/A ada_p: 0.2024
[INFO] 2021-10-24 12:35:54 > Step: 431800 Progress: 43.2% Elapsed: 5 days, 22:23:33 Gen_loss: 2.252 Dis_loss: 0.7563 Cls_loss: 1.681 Topk: N/A ada_p: 0.2106
[INFO] 2021-10-24 12:37:30 > Step: 431900 Progress: 43.2% Elapsed: 5 days, 22:25:09 Gen_loss: 2.525 Dis_loss: 1.215 Cls_loss: 1.766 Topk: N/A ada_p: 0.2169
[INFO] 2021-10-24 12:39:05 > Step: 432000 Progress: 43.2% Elapsed: 5 days, 22:26:44 Gen_loss: 1.36 Dis_loss: 0.8437 Cls_loss: 1.709 Topk: N/A ada_p: 0.2156
[INFO] 2021-10-24 12:40:41 > Step: 432100 Progress: 43.2% Elapsed: 5 days, 22:28:20 Gen_loss: 2.041 Dis_loss: 1.234 Cls_loss: 1.817 Topk: N/A ada_p: 0.2088
[INFO] 2021-10-24 12:42:25 > Step: 432200 Progress: 43.2% Elapsed: 5 days, 22:30:04 Gen_loss: 3.072 Dis_loss: 1.063 Cls_loss: 1.844 Topk: N/A ada_p: 0.207
[INFO] 2021-10-24 12:44:02 > Step: 432300 Progress: 43.2% Elapsed: 5 days, 22:31:41 Gen_loss: 1.542 Dis_loss: 1.2 Cls_loss: 1.557 Topk: N/A ada_p: 0.2031
[INFO] 2021-10-24 12:45:38 > Step: 432400 Progress: 43.2% Elapsed: 5 days, 22:33:17 Gen_loss: 2.952 Dis_loss: 1.188 Cls_loss: 1.797 Topk: N/A ada_p: 0.2089
[INFO] 2021-10-24 12:47:13 > Step: 432500 Progress: 43.2% Elapsed: 5 days, 22:34:52 Gen_loss: 2.69 Dis_loss: 0.6196 Cls_loss: 1.692 Topk: N/A ada_p: 0.2019
[INFO] 2021-10-24 12:48:59 > Step: 432600 Progress: 43.3% Elapsed: 5 days, 22:36:37 Gen_loss: 3.015 Dis_loss: 0.9919 Cls_loss: 1.623 Topk: N/A ada_p: 0.2078
[INFO] 2021-10-24 12:50:33 > Step: 432700 Progress: 43.3% Elapsed: 5 days, 22:38:12 Gen_loss: 1.232 Dis_loss: 0.9714 Cls_loss: 1.405 Topk: N/A ada_p: 0.2049
[INFO] 2021-10-24 12:52:09 > Step: 432800 Progress: 43.3% Elapsed: 5 days, 22:39:48 Gen_loss: 2.803 Dis_loss: 0.986 Cls_loss: 1.992 Topk: N/A ada_p: 0.2107
[INFO] 2021-10-24 12:53:43 > Step: 432900 Progress: 43.3% Elapsed: 5 days, 22:41:22 Gen_loss: 2.318 Dis_loss: 1.142 Cls_loss: 1.934 Topk: N/A ada_p: 0.2055
[INFO] 2021-10-24 12:55:27 > Step: 433000 Progress: 43.3% Elapsed: 5 days, 22:43:06 Gen_loss: 1.41 Dis_loss: 0.739 Cls_loss: 1.599 Topk: N/A ada_p: 0.2045
[INFO] 2021-10-24 12:57:02 > Step: 433100 Progress: 43.3% Elapsed: 5 days, 22:44:41 Gen_loss: 2.66 Dis_loss: 1.561 Cls_loss: 1.742 Topk: N/A ada_p: 0.2051
[INFO] 2021-10-24 12:58:36 > Step: 433200 Progress: 43.3% Elapsed: 5 days, 22:46:15 Gen_loss: 1.995 Dis_loss: 0.8342 Cls_loss: 1.823 Topk: N/A ada_p: 0.2036
[INFO] 2021-10-24 13:00:21 > Step: 433300 Progress: 43.3% Elapsed: 5 days, 22:47:59 Gen_loss: 2.019 Dis_loss: 1.103 Cls_loss: 1.499 Topk: N/A ada_p: 0.2068
[INFO] 2021-10-24 13:01:54 > Step: 433400 Progress: 43.3% Elapsed: 5 days, 22:49:33 Gen_loss: 5.988 Dis_loss: 1.316 Cls_loss: 1.444 Topk: N/A ada_p: 0.2029
[INFO] 2021-10-24 13:03:29 > Step: 433500 Progress: 43.4% Elapsed: 5 days, 22:51:08 Gen_loss: 2.72 Dis_loss: 0.972 Cls_loss: 1.669 Topk: N/A ada_p: 0.201
[INFO] 2021-10-24 13:05:03 > Step: 433600 Progress: 43.4% Elapsed: 5 days, 22:52:41 Gen_loss: 3.49 Dis_loss: 1.291 Cls_loss: 2.109 Topk: N/A ada_p: 0.2046
[INFO] 2021-10-24 13:06:47 > Step: 433700 Progress: 43.4% Elapsed: 5 days, 22:54:26 Gen_loss: 3.561 Dis_loss: 0.8259 Cls_loss: 1.947 Topk: N/A ada_p: 0.205
[INFO] 2021-10-24 13:08:21 > Step: 433800 Progress: 43.4% Elapsed: 5 days, 22:56:00 Gen_loss: 2.353 Dis_loss: 1.536 Cls_loss: 1.542 Topk: N/A ada_p: 0.1988
[INFO] 2021-10-24 13:09:56 > Step: 433900 Progress: 43.4% Elapsed: 5 days, 22:57:35 Gen_loss: 1.575 Dis_loss: 1.231 Cls_loss: 1.787 Topk: N/A ada_p: 0.2008
[INFO] 2021-10-24 13:11:31 > Step: 434000 Progress: 43.4% Elapsed: 5 days, 22:59:10 Gen_loss: 1.716 Dis_loss: 1.094 Cls_loss: 1.833 Topk: N/A ada_p: 0.1997
[INFO] 2021-10-24 13:13:17 > Step: 434100 Progress: 43.4% Elapsed: 5 days, 23:00:55 Gen_loss: 2.272 Dis_loss: 0.9489 Cls_loss: 1.31 Topk: N/A ada_p: 0.1968
[INFO] 2021-10-24 13:14:52 > Step: 434200 Progress: 43.4% Elapsed: 5 days, 23:02:30 Gen_loss: 2.449 Dis_loss: 1.059 Cls_loss: 2.057 Topk: N/A ada_p: 0.1999
[INFO] 2021-10-24 13:16:26 > Step: 434300 Progress: 43.4% Elapsed: 5 days, 23:04:05 Gen_loss: 3.153 Dis_loss: 0.9309 Cls_loss: 1.59 Topk: N/A ada_p: 0.1979
[INFO] 2021-10-24 13:18:02 > Step: 434400 Progress: 43.4% Elapsed: 5 days, 23:05:41 Gen_loss: 3.071 Dis_loss: 0.9236 Cls_loss: 2.029 Topk: N/A ada_p: 0.1992
[INFO] 2021-10-24 13:19:48 > Step: 434500 Progress: 43.5% Elapsed: 5 days, 23:07:27 Gen_loss: 2.938 Dis_loss: 1.078 Cls_loss: 1.879 Topk: N/A ada_p: 0.2009
[INFO] 2021-10-24 13:21:23 > Step: 434600 Progress: 43.5% Elapsed: 5 days, 23:09:02 Gen_loss: 4.067 Dis_loss: 0.6976 Cls_loss: 1.517 Topk: N/A ada_p: 0.2027
[INFO] 2021-10-24 13:22:58 > Step: 434700 Progress: 43.5% Elapsed: 5 days, 23:10:37 Gen_loss: 1.668 Dis_loss: 0.9842 Cls_loss: 1.92 Topk: N/A ada_p: 0.2013
[INFO] 2021-10-24 13:24:32 > Step: 434800 Progress: 43.5% Elapsed: 5 days, 23:12:11 Gen_loss: 2.531 Dis_loss: 1.401 Cls_loss: 1.93 Topk: N/A ada_p: 0.2033
[INFO] 2021-10-24 13:26:17 > Step: 434900 Progress: 43.5% Elapsed: 5 days, 23:13:56 Gen_loss: 2.392 Dis_loss: 0.6038 Cls_loss: 1.116 Topk: N/A ada_p: 0.2037
[INFO] 2021-10-24 13:27:51 > Step: 435000 Progress: 43.5% Elapsed: 5 days, 23:15:30 Gen_loss: 4.291 Dis_loss: 1.207 Cls_loss: 1.563 Topk: N/A ada_p: 0.2057
[INFO] 2021-10-24 13:29:26 > Step: 435100 Progress: 43.5% Elapsed: 5 days, 23:17:05 Gen_loss: 1.454 Dis_loss: 0.7247 Cls_loss: 1.631 Topk: N/A ada_p: 0.2028
[INFO] 2021-10-24 13:31:01 > Step: 435200 Progress: 43.5% Elapsed: 5 days, 23:18:39 Gen_loss: 3.211 Dis_loss: 1.161 Cls_loss: 2.049 Topk: N/A ada_p: 0.2077
[INFO] 2021-10-24 13:32:45 > Step: 435300 Progress: 43.5% Elapsed: 5 days, 23:20:24 Gen_loss: 2.219 Dis_loss: 0.8432 Cls_loss: 1.904 Topk: N/A ada_p: 0.2101
[INFO] 2021-10-24 13:34:20 > Step: 435400 Progress: 43.5% Elapsed: 5 days, 23:21:59 Gen_loss: 1.364 Dis_loss: 1.641 Cls_loss: 1.762 Topk: N/A ada_p: 0.2109
[INFO] 2021-10-24 13:35:55 > Step: 435500 Progress: 43.5% Elapsed: 5 days, 23:23:34 Gen_loss: 1.941 Dis_loss: 0.7978 Cls_loss: 1.808 Topk: N/A ada_p: 0.2072
[INFO] 2021-10-24 13:37:30 > Step: 435600 Progress: 43.6% Elapsed: 5 days, 23:25:08 Gen_loss: 2.85 Dis_loss: 1.248 Cls_loss: 1.685 Topk: N/A ada_p: 0.2036
[INFO] 2021-10-24 13:39:14 > Step: 435700 Progress: 43.6% Elapsed: 5 days, 23:26:53 Gen_loss: 1.847 Dis_loss: 1.185 Cls_loss: 2.132 Topk: N/A ada_p: 0.205
[INFO] 2021-10-24 13:40:49 > Step: 435800 Progress: 43.6% Elapsed: 5 days, 23:28:28 Gen_loss: 3.523 Dis_loss: 0.947 Cls_loss: 1.652 Topk: N/A ada_p: 0.2024
[INFO] 2021-10-24 13:42:24 > Step: 435900 Progress: 43.6% Elapsed: 5 days, 23:30:03 Gen_loss: 3.833 Dis_loss: 1.127 Cls_loss: 1.934 Topk: N/A ada_p: 0.2084
[INFO] 2021-10-24 13:43:59 > Step: 436000 Progress: 43.6% Elapsed: 5 days, 23:31:38 Gen_loss: 1.971 Dis_loss: 1.026 Cls_loss: 1.726 Topk: N/A ada_p: 0.2087
[INFO] 2021-10-24 13:45:44 > Step: 436100 Progress: 43.6% Elapsed: 5 days, 23:33:23 Gen_loss: 2.656 Dis_loss: 1.306 Cls_loss: 1.465 Topk: N/A ada_p: 0.2116
[INFO] 2021-10-24 13:47:19 > Step: 436200 Progress: 43.6% Elapsed: 5 days, 23:34:58 Gen_loss: 3.248 Dis_loss: 0.85 Cls_loss: 1.843 Topk: N/A ada_p: 0.2086
[INFO] 2021-10-24 13:48:54 > Step: 436300 Progress: 43.6% Elapsed: 5 days, 23:36:33 Gen_loss: 1.802 Dis_loss: 1.497 Cls_loss: 1.533 Topk: N/A ada_p: 0.2084
[INFO] 2021-10-24 13:50:28 > Step: 436400 Progress: 43.6% Elapsed: 5 days, 23:38:07 Gen_loss: 3.024 Dis_loss: 0.9393 Cls_loss: 1.65 Topk: N/A ada_p: 0.2069
[INFO] 2021-10-24 13:52:13 > Step: 436500 Progress: 43.6% Elapsed: 5 days, 23:39:52 Gen_loss: 2.414 Dis_loss: 1.229 Cls_loss: 1.926 Topk: N/A ada_p: 0.2052
[INFO] 2021-10-24 13:53:49 > Step: 436600 Progress: 43.7% Elapsed: 5 days, 23:41:27 Gen_loss: 2.253 Dis_loss: 1.564 Cls_loss: 2.331 Topk: N/A ada_p: 0.2114
[INFO] 2021-10-24 13:55:24 > Step: 436700 Progress: 43.7% Elapsed: 5 days, 23:43:03 Gen_loss: 3.655 Dis_loss: 1.48 Cls_loss: 1.86 Topk: N/A ada_p: 0.2095
[INFO] 2021-10-24 13:57:00 > Step: 436800 Progress: 43.7% Elapsed: 5 days, 23:44:38 Gen_loss: 3.168 Dis_loss: 0.9338 Cls_loss: 2.075 Topk: N/A ada_p: 0.2102
[INFO] 2021-10-24 13:58:45 > Step: 436900 Progress: 43.7% Elapsed: 5 days, 23:46:23 Gen_loss: 1.835 Dis_loss: 1.029 Cls_loss: 1.832 Topk: N/A ada_p: 0.2106
[INFO] 2021-10-24 14:00:19 > Step: 437000 Progress: 43.7% Elapsed: 5 days, 23:47:58 Gen_loss: 3.171 Dis_loss: 1.109 Cls_loss: 2.046 Topk: N/A ada_p: 0.2081
[INFO] 2021-10-24 14:01:55 > Step: 437100 Progress: 43.7% Elapsed: 5 days, 23:49:33 Gen_loss: 2.985 Dis_loss: 1.76 Cls_loss: 2.26 Topk: N/A ada_p: 0.2097
[INFO] 2021-10-24 14:03:40 > Step: 437200 Progress: 43.7% Elapsed: 5 days, 23:51:18 Gen_loss: 1.424 Dis_loss: 1.53 Cls_loss: 1.534 Topk: N/A ada_p: 0.2074
[INFO] 2021-10-24 14:05:14 > Step: 437300 Progress: 43.7% Elapsed: 5 days, 23:52:53 Gen_loss: 2.329 Dis_loss: 0.9937 Cls_loss: 1.752 Topk: N/A ada_p: 0.2114
[INFO] 2021-10-24 14:06:49 > Step: 437400 Progress: 43.7% Elapsed: 5 days, 23:54:28 Gen_loss: 2.112 Dis_loss: 0.6838 Cls_loss: 1.755 Topk: N/A ada_p: 0.2088
[INFO] 2021-10-24 14:08:25 > Step: 437500 Progress: 43.8% Elapsed: 5 days, 23:56:03 Gen_loss: 3.104 Dis_loss: 1.247 Cls_loss: 1.678 Topk: N/A ada_p: 0.2061
[INFO] 2021-10-24 14:10:10 > Step: 437600 Progress: 43.8% Elapsed: 5 days, 23:57:48 Gen_loss: 5.42 Dis_loss: 1.016 Cls_loss: 1.599 Topk: N/A ada_p: 0.2064
[INFO] 2021-10-24 14:11:45 > Step: 437700 Progress: 43.8% Elapsed: 5 days, 23:59:23 Gen_loss: 1.508 Dis_loss: 0.9698 Cls_loss: 1.717 Topk: N/A ada_p: 0.2083
[INFO] 2021-10-24 14:13:20 > Step: 437800 Progress: 43.8% Elapsed: 6 days, 0:00:59 Gen_loss: 1.935 Dis_loss: 0.7967 Cls_loss: 2.019 Topk: N/A ada_p: 0.2083
[INFO] 2021-10-24 14:14:55 > Step: 437900 Progress: 43.8% Elapsed: 6 days, 0:02:34 Gen_loss: 1.589 Dis_loss: 0.7826 Cls_loss: 1.433 Topk: N/A ada_p: 0.2077
[INFO] 2021-10-24 14:16:41 > Step: 438000 Progress: 43.8% Elapsed: 6 days, 0:04:19 Gen_loss: 2.696 Dis_loss: 1.503 Cls_loss: 1.822 Topk: N/A ada_p: 0.2072
[INFO] 2021-10-24 14:18:16 > Step: 438100 Progress: 43.8% Elapsed: 6 days, 0:05:55 Gen_loss: 2.234 Dis_loss: 0.9299 Cls_loss: 1.744 Topk: N/A ada_p: 0.2057
[INFO] 2021-10-24 14:19:51 > Step: 438200 Progress: 43.8% Elapsed: 6 days, 0:07:30 Gen_loss: 3.497 Dis_loss: 1.018 Cls_loss: 1.55 Topk: N/A ada_p: 0.216
[INFO] 2021-10-24 14:21:27 > Step: 438300 Progress: 43.8% Elapsed: 6 days, 0:09:06 Gen_loss: 3.03 Dis_loss: 1.596 Cls_loss: 1.977 Topk: N/A ada_p: 0.2125
[INFO] 2021-10-24 14:23:12 > Step: 438400 Progress: 43.8% Elapsed: 6 days, 0:10:51 Gen_loss: 1.511 Dis_loss: 0.6582 Cls_loss: 1.885 Topk: N/A ada_p: 0.2187
[INFO] 2021-10-24 14:24:48 > Step: 438500 Progress: 43.9% Elapsed: 6 days, 0:12:27 Gen_loss: 1.056 Dis_loss: 2.951 Cls_loss: 2.416 Topk: N/A ada_p: 0.2157
[INFO] 2021-10-24 14:26:23 > Step: 438600 Progress: 43.9% Elapsed: 6 days, 0:14:02 Gen_loss: 3.041 Dis_loss: 1.001 Cls_loss: 1.582 Topk: N/A ada_p: 0.216
[INFO] 2021-10-24 14:27:59 > Step: 438700 Progress: 43.9% Elapsed: 6 days, 0:15:37 Gen_loss: 1.246 Dis_loss: 1.563 Cls_loss: 1.601 Topk: N/A ada_p: 0.2169
[INFO] 2021-10-24 14:29:43 > Step: 438800 Progress: 43.9% Elapsed: 6 days, 0:17:22 Gen_loss: 1.484 Dis_loss: 0.7776 Cls_loss: 1.823 Topk: N/A ada_p: 0.211
[INFO] 2021-10-24 14:31:19 > Step: 438900 Progress: 43.9% Elapsed: 6 days, 0:18:57 Gen_loss: 1.184 Dis_loss: 1.441 Cls_loss: 1.671 Topk: N/A ada_p: 0.2152
[INFO] 2021-10-24 14:32:53 > Step: 439000 Progress: 43.9% Elapsed: 6 days, 0:20:32 Gen_loss: 2.54 Dis_loss: 1.451 Cls_loss: 2.069 Topk: N/A ada_p: 0.2093
[INFO] 2021-10-24 14:34:28 > Step: 439100 Progress: 43.9% Elapsed: 6 days, 0:22:07 Gen_loss: 4.052 Dis_loss: 0.9555 Cls_loss: 1.915 Topk: N/A ada_p: 0.2084
[INFO] 2021-10-24 14:36:13 > Step: 439200 Progress: 43.9% Elapsed: 6 days, 0:23:52 Gen_loss: 1.483 Dis_loss: 1.181 Cls_loss: 1.716 Topk: N/A ada_p: 0.2115
[INFO] 2021-10-24 14:37:49 > Step: 439300 Progress: 43.9% Elapsed: 6 days, 0:25:27 Gen_loss: 2.789 Dis_loss: 1.048 Cls_loss: 1.804 Topk: N/A ada_p: 0.2088
[INFO] 2021-10-24 14:39:24 > Step: 439400 Progress: 43.9% Elapsed: 6 days, 0:27:02 Gen_loss: 3.819 Dis_loss: 1.117 Cls_loss: 2.213 Topk: N/A ada_p: 0.2114
[INFO] 2021-10-24 14:40:59 > Step: 439500 Progress: 44.0% Elapsed: 6 days, 0:28:38 Gen_loss: 2.164 Dis_loss: 0.931 Cls_loss: 1.952 Topk: N/A ada_p: 0.2095
[INFO] 2021-10-24 14:42:44 > Step: 439600 Progress: 44.0% Elapsed: 6 days, 0:30:23 Gen_loss: 3.783 Dis_loss: 1.543 Cls_loss: 1.649 Topk: N/A ada_p: 0.2113
[INFO] 2021-10-24 14:44:19 > Step: 439700 Progress: 44.0% Elapsed: 6 days, 0:31:58 Gen_loss: 2.963 Dis_loss: 1.246 Cls_loss: 1.82 Topk: N/A ada_p: 0.2155
[INFO] 2021-10-24 14:45:54 > Step: 439800 Progress: 44.0% Elapsed: 6 days, 0:33:32 Gen_loss: 1.843 Dis_loss: 0.6765 Cls_loss: 1.697 Topk: N/A ada_p: 0.2068
[INFO] 2021-10-24 14:47:28 > Step: 439900 Progress: 44.0% Elapsed: 6 days, 0:35:07 Gen_loss: 3.496 Dis_loss: 0.7318 Cls_loss: 1.545 Topk: N/A ada_p: 0.2107
[INFO] 2021-10-24 14:49:13 > Step: 440000 Progress: 44.0% Elapsed: 6 days, 0:36:52 Gen_loss: 2.583 Dis_loss: 0.915 Cls_loss: 1.616 Topk: N/A ada_p: 0.2072
[INFO] 2021-10-24 14:49:14 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 14:49:14 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_440000.png
[INFO] 2021-10-24 14:49:14 > Start Evaluation (440000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-24 14:49:14 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-24 14:54:46 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-24 15:00:25 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-24 15:19:08 > Inception score (Step: 440000, 50000 generated images): 10.659919738769531
[INFO] 2021-10-24 15:19:08 > FID score (Step: 440000, Using train moments): 2.6872880989710666
[INFO] 2021-10-24 15:19:08 > Improved Precision (Step: 440000, Using train images): 0.76614
[INFO] 2021-10-24 15:19:08 > Improved Recall (Step: 440000, Using train images): 0.63062
[INFO] 2021-10-24 15:19:08 > Density (Step: 440000, Using train images): 1.09856
[INFO] 2021-10-24 15:19:08 > Coverage (Step: 440000, Using train images): 0.92738
[INFO] 2021-10-24 15:19:08 > Best FID score (Step: 440000, Using train moments): 2.6872880989710666
[INFO] 2021-10-24 15:19:33 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-24 15:23:33 > Step: 440100 Progress: 44.0% Elapsed: 6 days, 1:11:12 Gen_loss: 1.989 Dis_loss: 1.094 Cls_loss: 1.911 Topk: N/A ada_p: 0.2098
[INFO] 2021-10-24 15:25:08 > Step: 440200 Progress: 44.0% Elapsed: 6 days, 1:12:46 Gen_loss: 2.686 Dis_loss: 0.8833 Cls_loss: 2.056 Topk: N/A ada_p: 0.2124
[INFO] 2021-10-24 15:26:42 > Step: 440300 Progress: 44.0% Elapsed: 6 days, 1:14:21 Gen_loss: 2.225 Dis_loss: 0.7884 Cls_loss: 1.602 Topk: N/A ada_p: 0.2074
[INFO] 2021-10-24 15:28:33 > Step: 440400 Progress: 44.0% Elapsed: 6 days, 1:16:12 Gen_loss: 3.595 Dis_loss: 1.13 Cls_loss: 1.758 Topk: N/A ada_p: 0.2072
[INFO] 2021-10-24 15:30:08 > Step: 440500 Progress: 44.0% Elapsed: 6 days, 1:17:47 Gen_loss: 1.644 Dis_loss: 0.7691 Cls_loss: 1.977 Topk: N/A ada_p: 0.2096
[INFO] 2021-10-24 15:31:43 > Step: 440600 Progress: 44.1% Elapsed: 6 days, 1:19:22 Gen_loss: 1.641 Dis_loss: 0.8436 Cls_loss: 1.762 Topk: N/A ada_p: 0.2116
[INFO] 2021-10-24 15:33:18 > Step: 440700 Progress: 44.1% Elapsed: 6 days, 1:20:57 Gen_loss: 2.642 Dis_loss: 1.001 Cls_loss: 1.814 Topk: N/A ada_p: 0.2043
[INFO] 2021-10-24 15:35:05 > Step: 440800 Progress: 44.1% Elapsed: 6 days, 1:22:43 Gen_loss: 3.689 Dis_loss: 0.98 Cls_loss: 1.287 Topk: N/A ada_p: 0.212
[INFO] 2021-10-24 15:36:39 > Step: 440900 Progress: 44.1% Elapsed: 6 days, 1:24:18 Gen_loss: 2.484 Dis_loss: 1.241 Cls_loss: 1.881 Topk: N/A ada_p: 0.2027
[INFO] 2021-10-24 15:38:14 > Step: 441000 Progress: 44.1% Elapsed: 6 days, 1:25:53 Gen_loss: 3.767 Dis_loss: 1.372 Cls_loss: 1.889 Topk: N/A ada_p: 0.2101
[INFO] 2021-10-24 15:39:59 > Step: 441100 Progress: 44.1% Elapsed: 6 days, 1:27:38 Gen_loss: 2.426 Dis_loss: 1.167 Cls_loss: 1.827 Topk: N/A ada_p: 0.21
[INFO] 2021-10-24 15:41:34 > Step: 441200 Progress: 44.1% Elapsed: 6 days, 1:29:12 Gen_loss: 1.945 Dis_loss: 1.852 Cls_loss: 2.266 Topk: N/A ada_p: 0.2072
[INFO] 2021-10-24 15:43:08 > Step: 441300 Progress: 44.1% Elapsed: 6 days, 1:30:47 Gen_loss: 1.868 Dis_loss: 0.8827 Cls_loss: 1.694 Topk: N/A ada_p: 0.2052
[INFO] 2021-10-24 15:44:44 > Step: 441400 Progress: 44.1% Elapsed: 6 days, 1:32:23 Gen_loss: 1.977 Dis_loss: 0.913 Cls_loss: 1.717 Topk: N/A ada_p: 0.2101
[INFO] 2021-10-24 15:46:29 > Step: 441500 Progress: 44.1% Elapsed: 6 days, 1:34:08 Gen_loss: 2.325 Dis_loss: 0.8308 Cls_loss: 1.645 Topk: N/A ada_p: 0.2059
[INFO] 2021-10-24 15:48:04 > Step: 441600 Progress: 44.2% Elapsed: 6 days, 1:35:43 Gen_loss: 1.948 Dis_loss: 0.7767 Cls_loss: 1.592 Topk: N/A ada_p: 0.2079
[INFO] 2021-10-24 15:49:39 > Step: 441700 Progress: 44.2% Elapsed: 6 days, 1:37:18 Gen_loss: 2.132 Dis_loss: 0.9148 Cls_loss: 1.827 Topk: N/A ada_p: 0.2109
[INFO] 2021-10-24 15:51:14 > Step: 441800 Progress: 44.2% Elapsed: 6 days, 1:38:53 Gen_loss: 3.078 Dis_loss: 0.9897 Cls_loss: 1.534 Topk: N/A ada_p: 0.206
[INFO] 2021-10-24 15:52:59 > Step: 441900 Progress: 44.2% Elapsed: 6 days, 1:40:38 Gen_loss: 2.059 Dis_loss: 0.8172 Cls_loss: 1.451 Topk: N/A ada_p: 0.2026
[INFO] 2021-10-24 15:54:33 > Step: 442000 Progress: 44.2% Elapsed: 6 days, 1:42:12 Gen_loss: 3.623 Dis_loss: 0.865 Cls_loss: 1.722 Topk: N/A ada_p: 0.2049
[INFO] 2021-10-24 15:56:08 > Step: 442100 Progress: 44.2% Elapsed: 6 days, 1:43:47 Gen_loss: 3.553 Dis_loss: 1.343 Cls_loss: 1.877 Topk: N/A ada_p: 0.2106
[INFO] 2021-10-24 15:57:42 > Step: 442200 Progress: 44.2% Elapsed: 6 days, 1:45:21 Gen_loss: 1.611 Dis_loss: 1.146 Cls_loss: 2.008 Topk: N/A ada_p: 0.2178
[INFO] 2021-10-24 15:59:27 > Step: 442300 Progress: 44.2% Elapsed: 6 days, 1:47:06 Gen_loss: 1.733 Dis_loss: 0.9193 Cls_loss: 1.397 Topk: N/A ada_p: 0.2097
[INFO] 2021-10-24 16:01:02 > Step: 442400 Progress: 44.2% Elapsed: 6 days, 1:48:41 Gen_loss: 2.931 Dis_loss: 1.08 Cls_loss: 1.77 Topk: N/A ada_p: 0.2105
[INFO] 2021-10-24 16:02:37 > Step: 442500 Progress: 44.2% Elapsed: 6 days, 1:50:16 Gen_loss: 2.326 Dis_loss: 0.8176 Cls_loss: 1.645 Topk: N/A ada_p: 0.2091
[INFO] 2021-10-24 16:04:12 > Step: 442600 Progress: 44.3% Elapsed: 6 days, 1:51:51 Gen_loss: 3.307 Dis_loss: 0.996 Cls_loss: 1.811 Topk: N/A ada_p: 0.2093
[INFO] 2021-10-24 16:05:56 > Step: 442700 Progress: 44.3% Elapsed: 6 days, 1:53:35 Gen_loss: 2.081 Dis_loss: 0.9463 Cls_loss: 1.615 Topk: N/A ada_p: 0.2102
[INFO] 2021-10-24 16:07:31 > Step: 442800 Progress: 44.3% Elapsed: 6 days, 1:55:10 Gen_loss: 2.06 Dis_loss: 0.7881 Cls_loss: 1.657 Topk: N/A ada_p: 0.2049
[INFO] 2021-10-24 16:09:06 > Step: 442900 Progress: 44.3% Elapsed: 6 days, 1:56:45 Gen_loss: 1.758 Dis_loss: 0.906 Cls_loss: 1.96 Topk: N/A ada_p: 0.2065
[INFO] 2021-10-24 16:10:40 > Step: 443000 Progress: 44.3% Elapsed: 6 days, 1:58:19 Gen_loss: 2.118 Dis_loss: 0.8118 Cls_loss: 1.52 Topk: N/A ada_p: 0.2032
[INFO] 2021-10-24 16:12:24 > Step: 443100 Progress: 44.3% Elapsed: 6 days, 2:00:03 Gen_loss: 2.589 Dis_loss: 1.272 Cls_loss: 1.846 Topk: N/A ada_p: 0.2084
[INFO] 2021-10-24 16:13:58 > Step: 443200 Progress: 44.3% Elapsed: 6 days, 2:01:37 Gen_loss: 2.278 Dis_loss: 0.8752 Cls_loss: 1.375 Topk: N/A ada_p: 0.2054
[INFO] 2021-10-24 16:15:33 > Step: 443300 Progress: 44.3% Elapsed: 6 days, 2:03:11 Gen_loss: 1.983 Dis_loss: 1.26 Cls_loss: 1.667 Topk: N/A ada_p: 0.2063
[INFO] 2021-10-24 16:17:07 > Step: 443400 Progress: 44.3% Elapsed: 6 days, 2:04:45 Gen_loss: 4.799 Dis_loss: 1.58 Cls_loss: 2.041 Topk: N/A ada_p: 0.196
[INFO] 2021-10-24 16:18:51 > Step: 443500 Progress: 44.4% Elapsed: 6 days, 2:06:30 Gen_loss: 1.476 Dis_loss: 0.839 Cls_loss: 1.342 Topk: N/A ada_p: 0.191
[INFO] 2021-10-24 16:20:25 > Step: 443600 Progress: 44.4% Elapsed: 6 days, 2:08:04 Gen_loss: 3.871 Dis_loss: 1.485 Cls_loss: 1.826 Topk: N/A ada_p: 0.191
[INFO] 2021-10-24 16:21:59 > Step: 443700 Progress: 44.4% Elapsed: 6 days, 2:09:38 Gen_loss: 1.947 Dis_loss: 1.289 Cls_loss: 2.023 Topk: N/A ada_p: 0.196
[INFO] 2021-10-24 16:23:33 > Step: 443800 Progress: 44.4% Elapsed: 6 days, 2:11:12 Gen_loss: 1.037 Dis_loss: 1.079 Cls_loss: 1.637 Topk: N/A ada_p: 0.1904
[INFO] 2021-10-24 16:25:18 > Step: 443900 Progress: 44.4% Elapsed: 6 days, 2:12:57 Gen_loss: 2.683 Dis_loss: 0.9862 Cls_loss: 1.533 Topk: N/A ada_p: 0.1959
[INFO] 2021-10-24 16:26:53 > Step: 444000 Progress: 44.4% Elapsed: 6 days, 2:14:32 Gen_loss: 3.091 Dis_loss: 0.8768 Cls_loss: 1.539 Topk: N/A ada_p: 0.1977
[INFO] 2021-10-24 16:28:27 > Step: 444100 Progress: 44.4% Elapsed: 6 days, 2:16:06 Gen_loss: 2.883 Dis_loss: 1.303 Cls_loss: 1.648 Topk: N/A ada_p: 0.1981
[INFO] 2021-10-24 16:30:02 > Step: 444200 Progress: 44.4% Elapsed: 6 days, 2:17:40 Gen_loss: 3.002 Dis_loss: 0.8488 Cls_loss: 1.603 Topk: N/A ada_p: 0.2024
[INFO] 2021-10-24 16:31:47 > Step: 444300 Progress: 44.4% Elapsed: 6 days, 2:19:25 Gen_loss: 2.703 Dis_loss: 0.7131 Cls_loss: 1.873 Topk: N/A ada_p: 0.2087
[INFO] 2021-10-24 16:33:21 > Step: 444400 Progress: 44.4% Elapsed: 6 days, 2:21:00 Gen_loss: 2.583 Dis_loss: 0.9521 Cls_loss: 1.639 Topk: N/A ada_p: 0.2043
[INFO] 2021-10-24 16:34:56 > Step: 444500 Progress: 44.5% Elapsed: 6 days, 2:22:35 Gen_loss: 2.147 Dis_loss: 0.6635 Cls_loss: 1.658 Topk: N/A ada_p: 0.1968
[INFO] 2021-10-24 16:36:31 > Step: 444600 Progress: 44.5% Elapsed: 6 days, 2:24:10 Gen_loss: 3.624 Dis_loss: 1.402 Cls_loss: 1.932 Topk: N/A ada_p: 0.2014
[INFO] 2021-10-24 16:38:16 > Step: 444700 Progress: 44.5% Elapsed: 6 days, 2:25:55 Gen_loss: 2.01 Dis_loss: 1.025 Cls_loss: 1.838 Topk: N/A ada_p: 0.1959
[INFO] 2021-10-24 16:39:51 > Step: 444800 Progress: 44.5% Elapsed: 6 days, 2:27:30 Gen_loss: 2.264 Dis_loss: 0.7957 Cls_loss: 1.927 Topk: N/A ada_p: 0.2008
[INFO] 2021-10-24 16:41:27 > Step: 444900 Progress: 44.5% Elapsed: 6 days, 2:29:06 Gen_loss: 1.918 Dis_loss: 1.004 Cls_loss: 1.855 Topk: N/A ada_p: 0.2024
[INFO] 2021-10-24 16:43:12 > Step: 445000 Progress: 44.5% Elapsed: 6 days, 2:30:51 Gen_loss: 3.004 Dis_loss: 0.8295 Cls_loss: 1.658 Topk: N/A ada_p: 0.2045
[INFO] 2021-10-24 16:44:47 > Step: 445100 Progress: 44.5% Elapsed: 6 days, 2:32:26 Gen_loss: 1.926 Dis_loss: 1.413 Cls_loss: 1.478 Topk: N/A ada_p: 0.2033
[INFO] 2021-10-24 16:46:22 > Step: 445200 Progress: 44.5% Elapsed: 6 days, 2:34:01 Gen_loss: 3.64 Dis_loss: 0.7779 Cls_loss: 1.737 Topk: N/A ada_p: 0.2036
[INFO] 2021-10-24 16:47:57 > Step: 445300 Progress: 44.5% Elapsed: 6 days, 2:35:36 Gen_loss: 2.912 Dis_loss: 0.8567 Cls_loss: 1.604 Topk: N/A ada_p: 0.2027
[INFO] 2021-10-24 16:49:42 > Step: 445400 Progress: 44.5% Elapsed: 6 days, 2:37:20 Gen_loss: 2.902 Dis_loss: 0.8768 Cls_loss: 1.578 Topk: N/A ada_p: 0.2088
[INFO] 2021-10-24 16:51:16 > Step: 445500 Progress: 44.5% Elapsed: 6 days, 2:38:55 Gen_loss: 2.841 Dis_loss: 1.098 Cls_loss: 1.847 Topk: N/A ada_p: 0.2154
[INFO] 2021-10-24 16:52:51 > Step: 445600 Progress: 44.6% Elapsed: 6 days, 2:40:29 Gen_loss: 1.828 Dis_loss: 1.731 Cls_loss: 1.843 Topk: N/A ada_p: 0.2079
[INFO] 2021-10-24 16:54:26 > Step: 445700 Progress: 44.6% Elapsed: 6 days, 2:42:05 Gen_loss: 1.226 Dis_loss: 0.85 Cls_loss: 1.597 Topk: N/A ada_p: 0.2055
[INFO] 2021-10-24 16:56:11 > Step: 445800 Progress: 44.6% Elapsed: 6 days, 2:43:49 Gen_loss: 2.381 Dis_loss: 1.005 Cls_loss: 1.876 Topk: N/A ada_p: 0.1999
[INFO] 2021-10-24 16:57:45 > Step: 445900 Progress: 44.6% Elapsed: 6 days, 2:45:24 Gen_loss: 2.03 Dis_loss: 1.111 Cls_loss: 2.203 Topk: N/A ada_p: 0.1974
[INFO] 2021-10-24 16:59:20 > Step: 446000 Progress: 44.6% Elapsed: 6 days, 2:46:59 Gen_loss: 0.9643 Dis_loss: 0.8149 Cls_loss: 1.786 Topk: N/A ada_p: 0.1967
[INFO] 2021-10-24 17:00:55 > Step: 446100 Progress: 44.6% Elapsed: 6 days, 2:48:34 Gen_loss: 2.498 Dis_loss: 0.8969 Cls_loss: 2.005 Topk: N/A ada_p: 0.1953
[INFO] 2021-10-24 17:02:40 > Step: 446200 Progress: 44.6% Elapsed: 6 days, 2:50:19 Gen_loss: 3.326 Dis_loss: 0.7036 Cls_loss: 1.657 Topk: N/A ada_p: 0.1906
[INFO] 2021-10-24 17:04:15 > Step: 446300 Progress: 44.6% Elapsed: 6 days, 2:51:53 Gen_loss: 1.936 Dis_loss: 1.389 Cls_loss: 1.876 Topk: N/A ada_p: 0.1951
[INFO] 2021-10-24 17:05:49 > Step: 446400 Progress: 44.6% Elapsed: 6 days, 2:53:28 Gen_loss: 2.954 Dis_loss: 1.022 Cls_loss: 1.686 Topk: N/A ada_p: 0.1992
[INFO] 2021-10-24 17:07:24 > Step: 446500 Progress: 44.6% Elapsed: 6 days, 2:55:02 Gen_loss: 3.41 Dis_loss: 0.8091 Cls_loss: 1.363 Topk: N/A ada_p: 0.2001
[INFO] 2021-10-24 17:09:08 > Step: 446600 Progress: 44.7% Elapsed: 6 days, 2:56:47 Gen_loss: 2.859 Dis_loss: 0.7568 Cls_loss: 1.519 Topk: N/A ada_p: 0.2034
[INFO] 2021-10-24 17:10:43 > Step: 446700 Progress: 44.7% Elapsed: 6 days, 2:58:22 Gen_loss: 1.705 Dis_loss: 0.8424 Cls_loss: 1.743 Topk: N/A ada_p: 0.2069
[INFO] 2021-10-24 17:12:18 > Step: 446800 Progress: 44.7% Elapsed: 6 days, 2:59:56 Gen_loss: 3.603 Dis_loss: 1.039 Cls_loss: 2.371 Topk: N/A ada_p: 0.2046
[INFO] 2021-10-24 17:13:52 > Step: 446900 Progress: 44.7% Elapsed: 6 days, 3:01:31 Gen_loss: 3.902 Dis_loss: 1.004 Cls_loss: 1.955 Topk: N/A ada_p: 0.2017
[INFO] 2021-10-24 17:15:37 > Step: 447000 Progress: 44.7% Elapsed: 6 days, 3:03:16 Gen_loss: 2.529 Dis_loss: 1.035 Cls_loss: 1.69 Topk: N/A ada_p: 0.2027
[INFO] 2021-10-24 17:17:12 > Step: 447100 Progress: 44.7% Elapsed: 6 days, 3:04:51 Gen_loss: 2.115 Dis_loss: 1.219 Cls_loss: 2.285 Topk: N/A ada_p: 0.2061
[INFO] 2021-10-24 17:18:48 > Step: 447200 Progress: 44.7% Elapsed: 6 days, 3:06:27 Gen_loss: 1.76 Dis_loss: 1.256 Cls_loss: 1.781 Topk: N/A ada_p: 0.1967
[INFO] 2021-10-24 17:20:23 > Step: 447300 Progress: 44.7% Elapsed: 6 days, 3:08:02 Gen_loss: 1.863 Dis_loss: 0.6994 Cls_loss: 1.476 Topk: N/A ada_p: 0.2004
[INFO] 2021-10-24 17:22:08 > Step: 447400 Progress: 44.7% Elapsed: 6 days, 3:09:46 Gen_loss: 3.44 Dis_loss: 1.026 Cls_loss: 2.131 Topk: N/A ada_p: 0.1986
[INFO] 2021-10-24 17:23:43 > Step: 447500 Progress: 44.8% Elapsed: 6 days, 3:11:21 Gen_loss: 2.012 Dis_loss: 0.9768 Cls_loss: 1.806 Topk: N/A ada_p: 0.201
[INFO] 2021-10-24 17:25:17 > Step: 447600 Progress: 44.8% Elapsed: 6 days, 3:12:56 Gen_loss: 2.934 Dis_loss: 1.007 Cls_loss: 2.001 Topk: N/A ada_p: 0.1928
[INFO] 2021-10-24 17:26:52 > Step: 447700 Progress: 44.8% Elapsed: 6 days, 3:14:31 Gen_loss: 2.562 Dis_loss: 0.8907 Cls_loss: 1.944 Topk: N/A ada_p: 0.2014
[INFO] 2021-10-24 17:28:37 > Step: 447800 Progress: 44.8% Elapsed: 6 days, 3:16:16 Gen_loss: 1.835 Dis_loss: 1.37 Cls_loss: 1.801 Topk: N/A ada_p: 0.2098
[INFO] 2021-10-24 17:30:12 > Step: 447900 Progress: 44.8% Elapsed: 6 days, 3:17:51 Gen_loss: 4.631 Dis_loss: 0.6965 Cls_loss: 1.982 Topk: N/A ada_p: 0.2064
[INFO] 2021-10-24 17:31:46 > Step: 448000 Progress: 44.8% Elapsed: 6 days, 3:19:25 Gen_loss: 1.567 Dis_loss: 1.485 Cls_loss: 1.878 Topk: N/A ada_p: 0.2125
[INFO] 2021-10-24 17:33:22 > Step: 448100 Progress: 44.8% Elapsed: 6 days, 3:21:01 Gen_loss: 2.011 Dis_loss: 0.733 Cls_loss: 1.531 Topk: N/A ada_p: 0.2155
[INFO] 2021-10-24 17:35:07 > Step: 448200 Progress: 44.8% Elapsed: 6 days, 3:22:46 Gen_loss: 2.54 Dis_loss: 1.613 Cls_loss: 1.865 Topk: N/A ada_p: 0.2155
[INFO] 2021-10-24 17:36:42 > Step: 448300 Progress: 44.8% Elapsed: 6 days, 3:24:21 Gen_loss: 2.059 Dis_loss: 1.219 Cls_loss: 1.926 Topk: N/A ada_p: 0.2097
[INFO] 2021-10-24 17:38:18 > Step: 448400 Progress: 44.8% Elapsed: 6 days, 3:25:57 Gen_loss: 1.782 Dis_loss: 0.5685 Cls_loss: 1.767 Topk: N/A ada_p: 0.21
[INFO] 2021-10-24 17:39:53 > Step: 448500 Progress: 44.9% Elapsed: 6 days, 3:27:32 Gen_loss: 1.546 Dis_loss: 0.8468 Cls_loss: 1.837 Topk: N/A ada_p: 0.2145
[INFO] 2021-10-24 17:41:37 > Step: 448600 Progress: 44.9% Elapsed: 6 days, 3:29:16 Gen_loss: 2.36 Dis_loss: 1.148 Cls_loss: 1.429 Topk: N/A ada_p: 0.2093
[INFO] 2021-10-24 17:43:13 > Step: 448700 Progress: 44.9% Elapsed: 6 days, 3:30:52 Gen_loss: 1.245 Dis_loss: 0.8311 Cls_loss: 1.561 Topk: N/A ada_p: 0.2092
[INFO] 2021-10-24 17:44:47 > Step: 448800 Progress: 44.9% Elapsed: 6 days, 3:32:26 Gen_loss: 2.808 Dis_loss: 1.124 Cls_loss: 2.064 Topk: N/A ada_p: 0.2064
[INFO] 2021-10-24 17:46:32 > Step: 448900 Progress: 44.9% Elapsed: 6 days, 3:34:11 Gen_loss: 1.847 Dis_loss: 0.9921 Cls_loss: 2.016 Topk: N/A ada_p: 0.2101
[INFO] 2021-10-24 17:48:08 > Step: 449000 Progress: 44.9% Elapsed: 6 days, 3:35:47 Gen_loss: 2.187 Dis_loss: 0.9165 Cls_loss: 1.891 Topk: N/A ada_p: 0.2091
[INFO] 2021-10-24 17:49:44 > Step: 449100 Progress: 44.9% Elapsed: 6 days, 3:37:22 Gen_loss: 2.916 Dis_loss: 0.9379 Cls_loss: 1.711 Topk: N/A ada_p: 0.2077
[INFO] 2021-10-24 17:51:19 > Step: 449200 Progress: 44.9% Elapsed: 6 days, 3:38:58 Gen_loss: 3.468 Dis_loss: 1.084 Cls_loss: 1.751 Topk: N/A ada_p: 0.2082
[INFO] 2021-10-24 17:53:05 > Step: 449300 Progress: 44.9% Elapsed: 6 days, 3:40:44 Gen_loss: 2.099 Dis_loss: 0.8092 Cls_loss: 1.583 Topk: N/A ada_p: 0.2142
[INFO] 2021-10-24 17:54:40 > Step: 449400 Progress: 44.9% Elapsed: 6 days, 3:42:19 Gen_loss: 3.407 Dis_loss: 0.7968 Cls_loss: 1.614 Topk: N/A ada_p: 0.2073
[INFO] 2021-10-24 17:56:15 > Step: 449500 Progress: 45.0% Elapsed: 6 days, 3:43:54 Gen_loss: 3.121 Dis_loss: 1.041 Cls_loss: 1.522 Topk: N/A ada_p: 0.2107
[INFO] 2021-10-24 17:57:50 > Step: 449600 Progress: 45.0% Elapsed: 6 days, 3:45:29 Gen_loss: 1.714 Dis_loss: 1.776 Cls_loss: 1.898 Topk: N/A ada_p: 0.2128
[INFO] 2021-10-24 17:59:35 > Step: 449700 Progress: 45.0% Elapsed: 6 days, 3:47:14 Gen_loss: 3.729 Dis_loss: 1.276 Cls_loss: 1.795 Topk: N/A ada_p: 0.2116
[INFO] 2021-10-24 18:01:10 > Step: 449800 Progress: 45.0% Elapsed: 6 days, 3:48:49 Gen_loss: 2.223 Dis_loss: 1.2 Cls_loss: 1.946 Topk: N/A ada_p: 0.2114
[INFO] 2021-10-24 18:02:45 > Step: 449900 Progress: 45.0% Elapsed: 6 days, 3:50:24 Gen_loss: 1.186 Dis_loss: 1.131 Cls_loss: 2.072 Topk: N/A ada_p: 0.2097
[INFO] 2021-10-24 18:04:20 > Step: 450000 Progress: 45.0% Elapsed: 6 days, 3:51:59 Gen_loss: 3.972 Dis_loss: 1.398 Cls_loss: 1.778 Topk: N/A ada_p: 0.2069
[INFO] 2021-10-24 18:04:20 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 18:04:20 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_450000.png
[INFO] 2021-10-24 18:04:20 > Start Evaluation (450000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-24 18:04:20 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-24 18:09:54 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-24 18:15:32 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-24 18:36:06 > Inception score (Step: 450000, 50000 generated images): 10.584364891052246
[INFO] 2021-10-24 18:36:07 > FID score (Step: 450000, Using train moments): 2.673777849115595
[INFO] 2021-10-24 18:36:07 > Improved Precision (Step: 450000, Using train images): 0.76764
[INFO] 2021-10-24 18:36:07 > Improved Recall (Step: 450000, Using train images): 0.6253
[INFO] 2021-10-24 18:36:07 > Density (Step: 450000, Using train images): 1.106664
[INFO] 2021-10-24 18:36:07 > Coverage (Step: 450000, Using train images): 0.92856
[INFO] 2021-10-24 18:36:07 > Best FID score (Step: 450000, Using train moments): 2.673777849115595
[INFO] 2021-10-24 18:36:30 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-24 18:41:05 > Step: 450100 Progress: 45.0% Elapsed: 6 days, 4:28:43 Gen_loss: 3.271 Dis_loss: 0.8794 Cls_loss: 1.864 Topk: N/A ada_p: 0.2083
[INFO] 2021-10-24 18:42:39 > Step: 450200 Progress: 45.0% Elapsed: 6 days, 4:30:18 Gen_loss: 3.194 Dis_loss: 0.9548 Cls_loss: 1.69 Topk: N/A ada_p: 0.2134
[INFO] 2021-10-24 18:44:14 > Step: 450300 Progress: 45.0% Elapsed: 6 days, 4:31:53 Gen_loss: 2.533 Dis_loss: 0.9813 Cls_loss: 1.657 Topk: N/A ada_p: 0.2113
[INFO] 2021-10-24 18:45:49 > Step: 450400 Progress: 45.0% Elapsed: 6 days, 4:33:28 Gen_loss: 2.793 Dis_loss: 1.58 Cls_loss: 1.647 Topk: N/A ada_p: 0.2166
[INFO] 2021-10-24 18:47:35 > Step: 450500 Progress: 45.1% Elapsed: 6 days, 4:35:13 Gen_loss: 2.807 Dis_loss: 1.128 Cls_loss: 1.596 Topk: N/A ada_p: 0.2191
[INFO] 2021-10-24 18:49:09 > Step: 450600 Progress: 45.1% Elapsed: 6 days, 4:36:48 Gen_loss: 4.464 Dis_loss: 1.057 Cls_loss: 1.566 Topk: N/A ada_p: 0.2137
[INFO] 2021-10-24 18:50:45 > Step: 450700 Progress: 45.1% Elapsed: 6 days, 4:38:24 Gen_loss: 2.501 Dis_loss: 0.6282 Cls_loss: 1.755 Topk: N/A ada_p: 0.2105
[INFO] 2021-10-24 18:52:20 > Step: 450800 Progress: 45.1% Elapsed: 6 days, 4:39:59 Gen_loss: 1.856 Dis_loss: 0.8065 Cls_loss: 1.402 Topk: N/A ada_p: 0.2118
[INFO] 2021-10-24 18:54:05 > Step: 450900 Progress: 45.1% Elapsed: 6 days, 4:41:44 Gen_loss: 2.354 Dis_loss: 1.144 Cls_loss: 1.808 Topk: N/A ada_p: 0.2137
[INFO] 2021-10-24 18:55:40 > Step: 451000 Progress: 45.1% Elapsed: 6 days, 4:43:18 Gen_loss: 3.293 Dis_loss: 1.119 Cls_loss: 2.133 Topk: N/A ada_p: 0.216
[INFO] 2021-10-24 18:57:14 > Step: 451100 Progress: 45.1% Elapsed: 6 days, 4:44:53 Gen_loss: 1.35 Dis_loss: 1.022 Cls_loss: 1.991 Topk: N/A ada_p: 0.2107
[INFO] 2021-10-24 18:58:49 > Step: 451200 Progress: 45.1% Elapsed: 6 days, 4:46:28 Gen_loss: 1.894 Dis_loss: 1.185 Cls_loss: 1.821 Topk: N/A ada_p: 0.211
[INFO] 2021-10-24 19:00:35 > Step: 451300 Progress: 45.1% Elapsed: 6 days, 4:48:14 Gen_loss: 2.15 Dis_loss: 1.158 Cls_loss: 1.993 Topk: N/A ada_p: 0.2098
[INFO] 2021-10-24 19:02:10 > Step: 451400 Progress: 45.1% Elapsed: 6 days, 4:49:49 Gen_loss: 3.044 Dis_loss: 0.7862 Cls_loss: 1.43 Topk: N/A ada_p: 0.2083
[INFO] 2021-10-24 19:03:46 > Step: 451500 Progress: 45.1% Elapsed: 6 days, 4:51:25 Gen_loss: 3.76 Dis_loss: 1.557 Cls_loss: 1.422 Topk: N/A ada_p: 0.2069
[INFO] 2021-10-24 19:05:20 > Step: 451600 Progress: 45.2% Elapsed: 6 days, 4:52:59 Gen_loss: 2.824 Dis_loss: 0.6995 Cls_loss: 1.447 Topk: N/A ada_p: 0.2095
[INFO] 2021-10-24 19:07:05 > Step: 451700 Progress: 45.2% Elapsed: 6 days, 4:54:44 Gen_loss: 2.47 Dis_loss: 0.855 Cls_loss: 1.731 Topk: N/A ada_p: 0.2114
[INFO] 2021-10-24 19:08:40 > Step: 451800 Progress: 45.2% Elapsed: 6 days, 4:56:19 Gen_loss: 1.532 Dis_loss: 1.024 Cls_loss: 1.597 Topk: N/A ada_p: 0.2127
[INFO] 2021-10-24 19:10:15 > Step: 451900 Progress: 45.2% Elapsed: 6 days, 4:57:54 Gen_loss: 2.892 Dis_loss: 0.866 Cls_loss: 1.421 Topk: N/A ada_p: 0.2077
[INFO] 2021-10-24 19:11:50 > Step: 452000 Progress: 45.2% Elapsed: 6 days, 4:59:29 Gen_loss: 4.541 Dis_loss: 2.532 Cls_loss: 1.693 Topk: N/A ada_p: 0.2087
[INFO] 2021-10-24 19:13:35 > Step: 452100 Progress: 45.2% Elapsed: 6 days, 5:01:14 Gen_loss: 2.966 Dis_loss: 0.83 Cls_loss: 1.664 Topk: N/A ada_p: 0.2132
[INFO] 2021-10-24 19:15:10 > Step: 452200 Progress: 45.2% Elapsed: 6 days, 5:02:48 Gen_loss: 1.944 Dis_loss: 0.9925 Cls_loss: 1.978 Topk: N/A ada_p: 0.2132
[INFO] 2021-10-24 19:16:44 > Step: 452300 Progress: 45.2% Elapsed: 6 days, 5:04:23 Gen_loss: 1.874 Dis_loss: 0.8302 Cls_loss: 1.698 Topk: N/A ada_p: 0.2166
[INFO] 2021-10-24 19:18:19 > Step: 452400 Progress: 45.2% Elapsed: 6 days, 5:05:57 Gen_loss: 2.405 Dis_loss: 1.1 Cls_loss: 1.893 Topk: N/A ada_p: 0.2161
[INFO] 2021-10-24 19:20:03 > Step: 452500 Progress: 45.2% Elapsed: 6 days, 5:07:42 Gen_loss: 2.291 Dis_loss: 1.544 Cls_loss: 1.543 Topk: N/A ada_p: 0.2129
[INFO] 2021-10-24 19:21:37 > Step: 452600 Progress: 45.3% Elapsed: 6 days, 5:09:16 Gen_loss: 3.136 Dis_loss: 0.9632 Cls_loss: 1.833 Topk: N/A ada_p: 0.2091
[INFO] 2021-10-24 19:23:11 > Step: 452700 Progress: 45.3% Elapsed: 6 days, 5:10:50 Gen_loss: 1.186 Dis_loss: 1.38 Cls_loss: 2.0 Topk: N/A ada_p: 0.2026
[INFO] 2021-10-24 19:24:56 > Step: 452800 Progress: 45.3% Elapsed: 6 days, 5:12:34 Gen_loss: 2.506 Dis_loss: 0.6501 Cls_loss: 1.425 Topk: N/A ada_p: 0.2074
[INFO] 2021-10-24 19:26:30 > Step: 452900 Progress: 45.3% Elapsed: 6 days, 5:14:09 Gen_loss: 3.181 Dis_loss: 1.475 Cls_loss: 1.863 Topk: N/A ada_p: 0.2106
[INFO] 2021-10-24 19:28:04 > Step: 453000 Progress: 45.3% Elapsed: 6 days, 5:15:43 Gen_loss: 1.953 Dis_loss: 1.391 Cls_loss: 2.297 Topk: N/A ada_p: 0.2137
[INFO] 2021-10-24 19:29:38 > Step: 453100 Progress: 45.3% Elapsed: 6 days, 5:17:17 Gen_loss: 3.686 Dis_loss: 0.9593 Cls_loss: 1.813 Topk: N/A ada_p: 0.2141
[INFO] 2021-10-24 19:31:22 > Step: 453200 Progress: 45.3% Elapsed: 6 days, 5:19:01 Gen_loss: 3.037 Dis_loss: 0.9019 Cls_loss: 2.322 Topk: N/A ada_p: 0.209
[INFO] 2021-10-24 19:32:56 > Step: 453300 Progress: 45.3% Elapsed: 6 days, 5:20:34 Gen_loss: 3.059 Dis_loss: 0.9341 Cls_loss: 2.023 Topk: N/A ada_p: 0.2063
[INFO] 2021-10-24 19:34:31 > Step: 453400 Progress: 45.3% Elapsed: 6 days, 5:22:10 Gen_loss: 2.969 Dis_loss: 0.9746 Cls_loss: 1.725 Topk: N/A ada_p: 0.2037
[INFO] 2021-10-24 19:36:05 > Step: 453500 Progress: 45.4% Elapsed: 6 days, 5:23:44 Gen_loss: 2.64 Dis_loss: 0.7776 Cls_loss: 1.983 Topk: N/A ada_p: 0.1992
[INFO] 2021-10-24 19:37:49 > Step: 453600 Progress: 45.4% Elapsed: 6 days, 5:25:28 Gen_loss: 1.865 Dis_loss: 1.02 Cls_loss: 1.692 Topk: N/A ada_p: 0.1964
[INFO] 2021-10-24 19:39:24 > Step: 453700 Progress: 45.4% Elapsed: 6 days, 5:27:03 Gen_loss: 2.688 Dis_loss: 0.732 Cls_loss: 1.445 Topk: N/A ada_p: 0.2006
[INFO] 2021-10-24 19:40:59 > Step: 453800 Progress: 45.4% Elapsed: 6 days, 5:28:37 Gen_loss: 2.661 Dis_loss: 0.8738 Cls_loss: 1.873 Topk: N/A ada_p: 0.2027
[INFO] 2021-10-24 19:42:34 > Step: 453900 Progress: 45.4% Elapsed: 6 days, 5:30:12 Gen_loss: 3.044 Dis_loss: 0.8514 Cls_loss: 1.847 Topk: N/A ada_p: 0.2074
[INFO] 2021-10-24 19:44:18 > Step: 454000 Progress: 45.4% Elapsed: 6 days, 5:31:57 Gen_loss: 2.96 Dis_loss: 1.043 Cls_loss: 1.576 Topk: N/A ada_p: 0.2092
[INFO] 2021-10-24 19:45:53 > Step: 454100 Progress: 45.4% Elapsed: 6 days, 5:33:32 Gen_loss: 2.722 Dis_loss: 0.7293 Cls_loss: 1.757 Topk: N/A ada_p: 0.2139
[INFO] 2021-10-24 19:47:28 > Step: 454200 Progress: 45.4% Elapsed: 6 days, 5:35:06 Gen_loss: 2.35 Dis_loss: 0.9934 Cls_loss: 1.925 Topk: N/A ada_p: 0.2093
[INFO] 2021-10-24 19:49:04 > Step: 454300 Progress: 45.4% Elapsed: 6 days, 5:36:43 Gen_loss: 1.046 Dis_loss: 0.9067 Cls_loss: 1.639 Topk: N/A ada_p: 0.2059
[INFO] 2021-10-24 19:50:49 > Step: 454400 Progress: 45.4% Elapsed: 6 days, 5:38:27 Gen_loss: 1.898 Dis_loss: 0.7192 Cls_loss: 1.492 Topk: N/A ada_p: 0.2092
[INFO] 2021-10-24 19:52:24 > Step: 454500 Progress: 45.5% Elapsed: 6 days, 5:40:02 Gen_loss: 2.719 Dis_loss: 0.8286 Cls_loss: 1.71 Topk: N/A ada_p: 0.2104
[INFO] 2021-10-24 19:53:58 > Step: 454600 Progress: 45.5% Elapsed: 6 days, 5:41:37 Gen_loss: 3.021 Dis_loss: 1.184 Cls_loss: 1.861 Topk: N/A ada_p: 0.2134
[INFO] 2021-10-24 19:55:33 > Step: 454700 Progress: 45.5% Elapsed: 6 days, 5:43:12 Gen_loss: 2.604 Dis_loss: 1.007 Cls_loss: 1.715 Topk: N/A ada_p: 0.2141
[INFO] 2021-10-24 19:57:19 > Step: 454800 Progress: 45.5% Elapsed: 6 days, 5:44:57 Gen_loss: 2.14 Dis_loss: 0.807 Cls_loss: 1.74 Topk: N/A ada_p: 0.2118
[INFO] 2021-10-24 19:58:54 > Step: 454900 Progress: 45.5% Elapsed: 6 days, 5:46:32 Gen_loss: 1.593 Dis_loss: 1.09 Cls_loss: 1.648 Topk: N/A ada_p: 0.2175
[INFO] 2021-10-24 20:00:28 > Step: 455000 Progress: 45.5% Elapsed: 6 days, 5:48:07 Gen_loss: 3.089 Dis_loss: 0.756 Cls_loss: 1.786 Topk: N/A ada_p: 0.2134
[INFO] 2021-10-24 20:02:03 > Step: 455100 Progress: 45.5% Elapsed: 6 days, 5:49:42 Gen_loss: 2.431 Dis_loss: 0.8239 Cls_loss: 1.533 Topk: N/A ada_p: 0.2125
[INFO] 2021-10-24 20:03:47 > Step: 455200 Progress: 45.5% Elapsed: 6 days, 5:51:26 Gen_loss: 3.568 Dis_loss: 0.8374 Cls_loss: 1.665 Topk: N/A ada_p: 0.2197
[INFO] 2021-10-24 20:05:22 > Step: 455300 Progress: 45.5% Elapsed: 6 days, 5:53:01 Gen_loss: 3.521 Dis_loss: 1.283 Cls_loss: 1.607 Topk: N/A ada_p: 0.2206
[INFO] 2021-10-24 20:06:57 > Step: 455400 Progress: 45.5% Elapsed: 6 days, 5:54:36 Gen_loss: 3.074 Dis_loss: 1.264 Cls_loss: 1.843 Topk: N/A ada_p: 0.2152
[INFO] 2021-10-24 20:08:32 > Step: 455500 Progress: 45.6% Elapsed: 6 days, 5:56:11 Gen_loss: 2.341 Dis_loss: 0.9886 Cls_loss: 1.814 Topk: N/A ada_p: 0.2154
[INFO] 2021-10-24 20:10:17 > Step: 455600 Progress: 45.6% Elapsed: 6 days, 5:57:56 Gen_loss: 1.586 Dis_loss: 0.7737 Cls_loss: 1.637 Topk: N/A ada_p: 0.2156
[INFO] 2021-10-24 20:11:52 > Step: 455700 Progress: 45.6% Elapsed: 6 days, 5:59:30 Gen_loss: 2.01 Dis_loss: 1.332 Cls_loss: 1.864 Topk: N/A ada_p: 0.2119
[INFO] 2021-10-24 20:13:26 > Step: 455800 Progress: 45.6% Elapsed: 6 days, 6:01:05 Gen_loss: 2.06 Dis_loss: 1.123 Cls_loss: 1.777 Topk: N/A ada_p: 0.2114
[INFO] 2021-10-24 20:15:02 > Step: 455900 Progress: 45.6% Elapsed: 6 days, 6:02:40 Gen_loss: 2.26 Dis_loss: 0.8639 Cls_loss: 1.769 Topk: N/A ada_p: 0.2148
[INFO] 2021-10-24 20:16:46 > Step: 456000 Progress: 45.6% Elapsed: 6 days, 6:04:25 Gen_loss: 2.215 Dis_loss: 1.055 Cls_loss: 1.841 Topk: N/A ada_p: 0.2105
[INFO] 2021-10-24 20:18:21 > Step: 456100 Progress: 45.6% Elapsed: 6 days, 6:06:00 Gen_loss: 2.505 Dis_loss: 0.9439 Cls_loss: 2.002 Topk: N/A ada_p: 0.2132
[INFO] 2021-10-24 20:19:57 > Step: 456200 Progress: 45.6% Elapsed: 6 days, 6:07:36 Gen_loss: 2.212 Dis_loss: 0.9299 Cls_loss: 1.863 Topk: N/A ada_p: 0.2091
[INFO] 2021-10-24 20:21:32 > Step: 456300 Progress: 45.6% Elapsed: 6 days, 6:09:11 Gen_loss: 2.256 Dis_loss: 0.7786 Cls_loss: 1.494 Topk: N/A ada_p: 0.2102
[INFO] 2021-10-24 20:23:16 > Step: 456400 Progress: 45.6% Elapsed: 6 days, 6:10:55 Gen_loss: 3.67 Dis_loss: 1.592 Cls_loss: 1.879 Topk: N/A ada_p: 0.2084
[INFO] 2021-10-24 20:24:51 > Step: 456500 Progress: 45.6% Elapsed: 6 days, 6:12:30 Gen_loss: 2.245 Dis_loss: 1.046 Cls_loss: 1.874 Topk: N/A ada_p: 0.2124
[INFO] 2021-10-24 20:26:27 > Step: 456600 Progress: 45.7% Elapsed: 6 days, 6:14:06 Gen_loss: 1.611 Dis_loss: 0.8983 Cls_loss: 1.484 Topk: N/A ada_p: 0.2134
[INFO] 2021-10-24 20:28:12 > Step: 456700 Progress: 45.7% Elapsed: 6 days, 6:15:51 Gen_loss: 2.123 Dis_loss: 0.8626 Cls_loss: 1.323 Topk: N/A ada_p: 0.2102
[INFO] 2021-10-24 20:29:47 > Step: 456800 Progress: 45.7% Elapsed: 6 days, 6:17:26 Gen_loss: 3.293 Dis_loss: 0.8647 Cls_loss: 1.988 Topk: N/A ada_p: 0.2123
[INFO] 2021-10-24 20:31:22 > Step: 456900 Progress: 45.7% Elapsed: 6 days, 6:19:01 Gen_loss: 3.375 Dis_loss: 1.05 Cls_loss: 1.736 Topk: N/A ada_p: 0.2124
[INFO] 2021-10-24 20:32:57 > Step: 457000 Progress: 45.7% Elapsed: 6 days, 6:20:35 Gen_loss: 2.048 Dis_loss: 1.022 Cls_loss: 1.586 Topk: N/A ada_p: 0.2106
[INFO] 2021-10-24 20:34:42 > Step: 457100 Progress: 45.7% Elapsed: 6 days, 6:22:20 Gen_loss: 2.044 Dis_loss: 1.048 Cls_loss: 1.939 Topk: N/A ada_p: 0.2148
[INFO] 2021-10-24 20:36:16 > Step: 457200 Progress: 45.7% Elapsed: 6 days, 6:23:55 Gen_loss: 1.265 Dis_loss: 1.606 Cls_loss: 1.764 Topk: N/A ada_p: 0.2125
[INFO] 2021-10-24 20:37:52 > Step: 457300 Progress: 45.7% Elapsed: 6 days, 6:25:31 Gen_loss: 1.394 Dis_loss: 1.68 Cls_loss: 1.964 Topk: N/A ada_p: 0.2145
[INFO] 2021-10-24 20:39:26 > Step: 457400 Progress: 45.7% Elapsed: 6 days, 6:27:05 Gen_loss: 3.837 Dis_loss: 1.262 Cls_loss: 1.867 Topk: N/A ada_p: 0.2065
[INFO] 2021-10-24 20:41:12 > Step: 457500 Progress: 45.8% Elapsed: 6 days, 6:28:50 Gen_loss: 3.776 Dis_loss: 1.308 Cls_loss: 1.781 Topk: N/A ada_p: 0.2051
[INFO] 2021-10-24 20:42:46 > Step: 457600 Progress: 45.8% Elapsed: 6 days, 6:30:25 Gen_loss: 3.662 Dis_loss: 0.9075 Cls_loss: 2.052 Topk: N/A ada_p: 0.2038
[INFO] 2021-10-24 20:44:21 > Step: 457700 Progress: 45.8% Elapsed: 6 days, 6:32:00 Gen_loss: 3.188 Dis_loss: 0.9488 Cls_loss: 1.789 Topk: N/A ada_p: 0.2088
[INFO] 2021-10-24 20:45:56 > Step: 457800 Progress: 45.8% Elapsed: 6 days, 6:33:35 Gen_loss: 3.709 Dis_loss: 1.619 Cls_loss: 1.935 Topk: N/A ada_p: 0.2106
[INFO] 2021-10-24 20:47:41 > Step: 457900 Progress: 45.8% Elapsed: 6 days, 6:35:20 Gen_loss: 2.296 Dis_loss: 1.478 Cls_loss: 1.736 Topk: N/A ada_p: 0.2164
[INFO] 2021-10-24 20:49:16 > Step: 458000 Progress: 45.8% Elapsed: 6 days, 6:36:55 Gen_loss: 2.44 Dis_loss: 0.7365 Cls_loss: 1.66 Topk: N/A ada_p: 0.2154
[INFO] 2021-10-24 20:50:51 > Step: 458100 Progress: 45.8% Elapsed: 6 days, 6:38:30 Gen_loss: 4.085 Dis_loss: 1.073 Cls_loss: 1.467 Topk: N/A ada_p: 0.2122
[INFO] 2021-10-24 20:52:26 > Step: 458200 Progress: 45.8% Elapsed: 6 days, 6:40:04 Gen_loss: 1.658 Dis_loss: 0.8986 Cls_loss: 1.826 Topk: N/A ada_p: 0.2078
[INFO] 2021-10-24 20:54:10 > Step: 458300 Progress: 45.8% Elapsed: 6 days, 6:41:49 Gen_loss: 3.052 Dis_loss: 0.9867 Cls_loss: 1.383 Topk: N/A ada_p: 0.2102
[INFO] 2021-10-24 20:55:45 > Step: 458400 Progress: 45.8% Elapsed: 6 days, 6:43:24 Gen_loss: 2.779 Dis_loss: 0.9208 Cls_loss: 1.636 Topk: N/A ada_p: 0.209
[INFO] 2021-10-24 20:57:20 > Step: 458500 Progress: 45.9% Elapsed: 6 days, 6:44:59 Gen_loss: 2.353 Dis_loss: 0.8808 Cls_loss: 1.708 Topk: N/A ada_p: 0.2034
[INFO] 2021-10-24 20:58:55 > Step: 458600 Progress: 45.9% Elapsed: 6 days, 6:46:34 Gen_loss: 3.155 Dis_loss: 0.8024 Cls_loss: 1.572 Topk: N/A ada_p: 0.2052
[INFO] 2021-10-24 21:00:40 > Step: 458700 Progress: 45.9% Elapsed: 6 days, 6:48:19 Gen_loss: 3.301 Dis_loss: 0.6216 Cls_loss: 1.283 Topk: N/A ada_p: 0.2082
[INFO] 2021-10-24 21:02:16 > Step: 458800 Progress: 45.9% Elapsed: 6 days, 6:49:55 Gen_loss: 3.241 Dis_loss: 1.351 Cls_loss: 1.747 Topk: N/A ada_p: 0.2079
[INFO] 2021-10-24 21:03:52 > Step: 458900 Progress: 45.9% Elapsed: 6 days, 6:51:30 Gen_loss: 2.264 Dis_loss: 0.677 Cls_loss: 1.728 Topk: N/A ada_p: 0.2109
[INFO] 2021-10-24 21:05:26 > Step: 459000 Progress: 45.9% Elapsed: 6 days, 6:53:05 Gen_loss: 1.709 Dis_loss: 1.05 Cls_loss: 1.68 Topk: N/A ada_p: 0.2091
[INFO] 2021-10-24 21:07:12 > Step: 459100 Progress: 45.9% Elapsed: 6 days, 6:54:51 Gen_loss: 3.009 Dis_loss: 0.8211 Cls_loss: 1.711 Topk: N/A ada_p: 0.2115
[INFO] 2021-10-24 21:08:47 > Step: 459200 Progress: 45.9% Elapsed: 6 days, 6:56:26 Gen_loss: 3.13 Dis_loss: 0.8629 Cls_loss: 1.752 Topk: N/A ada_p: 0.2118
[INFO] 2021-10-24 21:10:22 > Step: 459300 Progress: 45.9% Elapsed: 6 days, 6:58:00 Gen_loss: 3.252 Dis_loss: 1.6 Cls_loss: 2.039 Topk: N/A ada_p: 0.2122
[INFO] 2021-10-24 21:11:56 > Step: 459400 Progress: 45.9% Elapsed: 6 days, 6:59:35 Gen_loss: 1.785 Dis_loss: 1.53 Cls_loss: 2.039 Topk: N/A ada_p: 0.2091
[INFO] 2021-10-24 21:13:42 > Step: 459500 Progress: 46.0% Elapsed: 6 days, 7:01:20 Gen_loss: 2.667 Dis_loss: 0.7781 Cls_loss: 2.078 Topk: N/A ada_p: 0.2184
[INFO] 2021-10-24 21:15:17 > Step: 459600 Progress: 46.0% Elapsed: 6 days, 7:02:56 Gen_loss: 2.312 Dis_loss: 0.7905 Cls_loss: 1.92 Topk: N/A ada_p: 0.2148
[INFO] 2021-10-24 21:16:52 > Step: 459700 Progress: 46.0% Elapsed: 6 days, 7:04:30 Gen_loss: 2.927 Dis_loss: 1.674 Cls_loss: 2.074 Topk: N/A ada_p: 0.2116
[INFO] 2021-10-24 21:18:26 > Step: 459800 Progress: 46.0% Elapsed: 6 days, 7:06:05 Gen_loss: 2.748 Dis_loss: 1.033 Cls_loss: 1.771 Topk: N/A ada_p: 0.2058
[INFO] 2021-10-24 21:20:11 > Step: 459900 Progress: 46.0% Elapsed: 6 days, 7:07:50 Gen_loss: 2.062 Dis_loss: 1.251 Cls_loss: 2.22 Topk: N/A ada_p: 0.2125
[INFO] 2021-10-24 21:21:47 > Step: 460000 Progress: 46.0% Elapsed: 6 days, 7:09:25 Gen_loss: 3.443 Dis_loss: 0.6953 Cls_loss: 1.648 Topk: N/A ada_p: 0.2128
[INFO] 2021-10-24 21:21:47 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 21:21:47 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_460000.png
[INFO] 2021-10-24 21:21:47 > Start Evaluation (460000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-24 21:21:47 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-24 21:27:20 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-24 21:32:59 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-24 21:56:25 > Inception score (Step: 460000, 50000 generated images): 10.692437171936035
[INFO] 2021-10-24 21:56:25 > FID score (Step: 460000, Using train moments): 2.6648422507809073
[INFO] 2021-10-24 21:56:25 > Improved Precision (Step: 460000, Using train images): 0.76442
[INFO] 2021-10-24 21:56:25 > Improved Recall (Step: 460000, Using train images): 0.6306
[INFO] 2021-10-24 21:56:25 > Density (Step: 460000, Using train images): 1.1074439999999999
[INFO] 2021-10-24 21:56:25 > Coverage (Step: 460000, Using train images): 0.92926
[INFO] 2021-10-24 21:56:25 > Best FID score (Step: 460000, Using train moments): 2.6648422507809073
[INFO] 2021-10-24 21:56:46 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-24 22:01:42 > Step: 460100 Progress: 46.0% Elapsed: 6 days, 7:49:21 Gen_loss: 1.428 Dis_loss: 0.8962 Cls_loss: 2.063 Topk: N/A ada_p: 0.2127
[INFO] 2021-10-24 22:03:16 > Step: 460200 Progress: 46.0% Elapsed: 6 days, 7:50:55 Gen_loss: 3.44 Dis_loss: 0.8656 Cls_loss: 1.459 Topk: N/A ada_p: 0.2142
[INFO] 2021-10-24 22:05:07 > Step: 460300 Progress: 46.0% Elapsed: 6 days, 7:52:46 Gen_loss: 3.366 Dis_loss: 0.9078 Cls_loss: 1.455 Topk: N/A ada_p: 0.2128
[INFO] 2021-10-24 22:06:43 > Step: 460400 Progress: 46.0% Elapsed: 6 days, 7:54:22 Gen_loss: 2.394 Dis_loss: 1.157 Cls_loss: 2.036 Topk: N/A ada_p: 0.2136
[INFO] 2021-10-24 22:08:18 > Step: 460500 Progress: 46.1% Elapsed: 6 days, 7:55:57 Gen_loss: 2.487 Dis_loss: 1.079 Cls_loss: 1.711 Topk: N/A ada_p: 0.2132
[INFO] 2021-10-24 22:10:04 > Step: 460600 Progress: 46.1% Elapsed: 6 days, 7:57:42 Gen_loss: 3.43 Dis_loss: 1.049 Cls_loss: 1.929 Topk: N/A ada_p: 0.217
[INFO] 2021-10-24 22:11:38 > Step: 460700 Progress: 46.1% Elapsed: 6 days, 7:59:17 Gen_loss: 3.596 Dis_loss: 0.8478 Cls_loss: 1.799 Topk: N/A ada_p: 0.2197
[INFO] 2021-10-24 22:13:13 > Step: 460800 Progress: 46.1% Elapsed: 6 days, 8:00:52 Gen_loss: 1.053 Dis_loss: 2.294 Cls_loss: 2.0 Topk: N/A ada_p: 0.223
[INFO] 2021-10-24 22:14:48 > Step: 460900 Progress: 46.1% Elapsed: 6 days, 8:02:27 Gen_loss: 3.523 Dis_loss: 1.13 Cls_loss: 2.223 Topk: N/A ada_p: 0.2224
[INFO] 2021-10-24 22:16:34 > Step: 461000 Progress: 46.1% Elapsed: 6 days, 8:04:13 Gen_loss: 3.09 Dis_loss: 0.7169 Cls_loss: 1.708 Topk: N/A ada_p: 0.2232
[INFO] 2021-10-24 22:18:09 > Step: 461100 Progress: 46.1% Elapsed: 6 days, 8:05:48 Gen_loss: 1.394 Dis_loss: 1.15 Cls_loss: 1.743 Topk: N/A ada_p: 0.2197
[INFO] 2021-10-24 22:19:44 > Step: 461200 Progress: 46.1% Elapsed: 6 days, 8:07:23 Gen_loss: 1.891 Dis_loss: 1.08 Cls_loss: 1.806 Topk: N/A ada_p: 0.2102
[INFO] 2021-10-24 22:21:19 > Step: 461300 Progress: 46.1% Elapsed: 6 days, 8:08:58 Gen_loss: 1.48 Dis_loss: 0.9586 Cls_loss: 1.669 Topk: N/A ada_p: 0.2091
[INFO] 2021-10-24 22:23:04 > Step: 461400 Progress: 46.1% Elapsed: 6 days, 8:10:43 Gen_loss: 1.209 Dis_loss: 1.357 Cls_loss: 1.877 Topk: N/A ada_p: 0.2165
[INFO] 2021-10-24 22:24:39 > Step: 461500 Progress: 46.2% Elapsed: 6 days, 8:12:18 Gen_loss: 2.002 Dis_loss: 0.9415 Cls_loss: 1.888 Topk: N/A ada_p: 0.2115
[INFO] 2021-10-24 22:26:14 > Step: 461600 Progress: 46.2% Elapsed: 6 days, 8:13:52 Gen_loss: 1.614 Dis_loss: 0.8303 Cls_loss: 1.949 Topk: N/A ada_p: 0.212
[INFO] 2021-10-24 22:27:48 > Step: 461700 Progress: 46.2% Elapsed: 6 days, 8:15:27 Gen_loss: 2.029 Dis_loss: 1.379 Cls_loss: 2.267 Topk: N/A ada_p: 0.2134
[INFO] 2021-10-24 22:29:33 > Step: 461800 Progress: 46.2% Elapsed: 6 days, 8:17:12 Gen_loss: 1.673 Dis_loss: 1.348 Cls_loss: 1.735 Topk: N/A ada_p: 0.2037
[INFO] 2021-10-24 22:31:08 > Step: 461900 Progress: 46.2% Elapsed: 6 days, 8:18:47 Gen_loss: 3.776 Dis_loss: 0.8684 Cls_loss: 1.509 Topk: N/A ada_p: 0.2059
[INFO] 2021-10-24 22:32:43 > Step: 462000 Progress: 46.2% Elapsed: 6 days, 8:20:22 Gen_loss: 1.891 Dis_loss: 0.9134 Cls_loss: 1.606 Topk: N/A ada_p: 0.2064
[INFO] 2021-10-24 22:34:17 > Step: 462100 Progress: 46.2% Elapsed: 6 days, 8:21:56 Gen_loss: 2.578 Dis_loss: 1.904 Cls_loss: 1.703 Topk: N/A ada_p: 0.2055
[INFO] 2021-10-24 22:36:01 > Step: 462200 Progress: 46.2% Elapsed: 6 days, 8:23:40 Gen_loss: 1.653 Dis_loss: 1.724 Cls_loss: 1.638 Topk: N/A ada_p: 0.2055
[INFO] 2021-10-24 22:37:36 > Step: 462300 Progress: 46.2% Elapsed: 6 days, 8:25:15 Gen_loss: 1.965 Dis_loss: 1.162 Cls_loss: 2.131 Topk: N/A ada_p: 0.2041
[INFO] 2021-10-24 22:39:10 > Step: 462400 Progress: 46.2% Elapsed: 6 days, 8:26:49 Gen_loss: 3.338 Dis_loss: 0.7624 Cls_loss: 1.792 Topk: N/A ada_p: 0.201
[INFO] 2021-10-24 22:40:45 > Step: 462500 Progress: 46.2% Elapsed: 6 days, 8:28:23 Gen_loss: 2.57 Dis_loss: 0.7595 Cls_loss: 1.896 Topk: N/A ada_p: 0.2019
[INFO] 2021-10-24 22:42:29 > Step: 462600 Progress: 46.3% Elapsed: 6 days, 8:30:07 Gen_loss: 2.811 Dis_loss: 1.111 Cls_loss: 1.809 Topk: N/A ada_p: 0.206
[INFO] 2021-10-24 22:44:03 > Step: 462700 Progress: 46.3% Elapsed: 6 days, 8:31:42 Gen_loss: 3.05 Dis_loss: 1.03 Cls_loss: 1.932 Topk: N/A ada_p: 0.2072
[INFO] 2021-10-24 22:45:38 > Step: 462800 Progress: 46.3% Elapsed: 6 days, 8:33:17 Gen_loss: 5.163 Dis_loss: 1.507 Cls_loss: 1.485 Topk: N/A ada_p: 0.2018
[INFO] 2021-10-24 22:47:12 > Step: 462900 Progress: 46.3% Elapsed: 6 days, 8:34:51 Gen_loss: 2.249 Dis_loss: 0.9567 Cls_loss: 2.064 Topk: N/A ada_p: 0.2045
[INFO] 2021-10-24 22:48:56 > Step: 463000 Progress: 46.3% Elapsed: 6 days, 8:36:35 Gen_loss: 3.209 Dis_loss: 0.6332 Cls_loss: 1.718 Topk: N/A ada_p: 0.207
[INFO] 2021-10-24 22:50:32 > Step: 463100 Progress: 46.3% Elapsed: 6 days, 8:38:10 Gen_loss: 1.106 Dis_loss: 1.264 Cls_loss: 1.863 Topk: N/A ada_p: 0.2102
[INFO] 2021-10-24 22:52:06 > Step: 463200 Progress: 46.3% Elapsed: 6 days, 8:39:44 Gen_loss: 1.173 Dis_loss: 0.6142 Cls_loss: 1.31 Topk: N/A ada_p: 0.2072
[INFO] 2021-10-24 22:53:41 > Step: 463300 Progress: 46.3% Elapsed: 6 days, 8:41:20 Gen_loss: 3.367 Dis_loss: 1.204 Cls_loss: 1.801 Topk: N/A ada_p: 0.2073
[INFO] 2021-10-24 22:55:26 > Step: 463400 Progress: 46.3% Elapsed: 6 days, 8:43:05 Gen_loss: 2.618 Dis_loss: 0.7869 Cls_loss: 1.546 Topk: N/A ada_p: 0.204
[INFO] 2021-10-24 22:57:02 > Step: 463500 Progress: 46.4% Elapsed: 6 days, 8:44:40 Gen_loss: 1.604 Dis_loss: 0.7277 Cls_loss: 1.644 Topk: N/A ada_p: 0.2077
[INFO] 2021-10-24 22:58:37 > Step: 463600 Progress: 46.4% Elapsed: 6 days, 8:46:15 Gen_loss: 2.028 Dis_loss: 0.6975 Cls_loss: 1.512 Topk: N/A ada_p: 0.2087
[INFO] 2021-10-24 23:00:12 > Step: 463700 Progress: 46.4% Elapsed: 6 days, 8:47:50 Gen_loss: 1.719 Dis_loss: 0.8003 Cls_loss: 1.843 Topk: N/A ada_p: 0.2063
[INFO] 2021-10-24 23:01:56 > Step: 463800 Progress: 46.4% Elapsed: 6 days, 8:49:35 Gen_loss: 4.364 Dis_loss: 1.281 Cls_loss: 2.194 Topk: N/A ada_p: 0.2081
[INFO] 2021-10-24 23:03:31 > Step: 463900 Progress: 46.4% Elapsed: 6 days, 8:51:10 Gen_loss: 2.44 Dis_loss: 1.032 Cls_loss: 1.976 Topk: N/A ada_p: 0.2087
[INFO] 2021-10-24 23:05:07 > Step: 464000 Progress: 46.4% Elapsed: 6 days, 8:52:46 Gen_loss: 3.688 Dis_loss: 0.8585 Cls_loss: 1.864 Topk: N/A ada_p: 0.2128
[INFO] 2021-10-24 23:06:42 > Step: 464100 Progress: 46.4% Elapsed: 6 days, 8:54:21 Gen_loss: 1.981 Dis_loss: 0.7749 Cls_loss: 1.56 Topk: N/A ada_p: 0.2124
[INFO] 2021-10-24 23:08:27 > Step: 464200 Progress: 46.4% Elapsed: 6 days, 8:56:05 Gen_loss: 3.568 Dis_loss: 1.44 Cls_loss: 1.995 Topk: N/A ada_p: 0.217
[INFO] 2021-10-24 23:10:02 > Step: 464300 Progress: 46.4% Elapsed: 6 days, 8:57:41 Gen_loss: 3.044 Dis_loss: 1.121 Cls_loss: 1.779 Topk: N/A ada_p: 0.2154
[INFO] 2021-10-24 23:11:37 > Step: 464400 Progress: 46.4% Elapsed: 6 days, 8:59:16 Gen_loss: 2.856 Dis_loss: 0.9832 Cls_loss: 1.787 Topk: N/A ada_p: 0.2202
[INFO] 2021-10-24 23:13:22 > Step: 464500 Progress: 46.5% Elapsed: 6 days, 9:01:01 Gen_loss: 3.238 Dis_loss: 0.9772 Cls_loss: 1.512 Topk: N/A ada_p: 0.2186
[INFO] 2021-10-24 23:14:57 > Step: 464600 Progress: 46.5% Elapsed: 6 days, 9:02:36 Gen_loss: 3.813 Dis_loss: 1.026 Cls_loss: 1.58 Topk: N/A ada_p: 0.2109
[INFO] 2021-10-24 23:16:32 > Step: 464700 Progress: 46.5% Elapsed: 6 days, 9:04:11 Gen_loss: 1.891 Dis_loss: 0.782 Cls_loss: 2.085 Topk: N/A ada_p: 0.2074
[INFO] 2021-10-24 23:18:07 > Step: 464800 Progress: 46.5% Elapsed: 6 days, 9:05:46 Gen_loss: 3.092 Dis_loss: 0.7253 Cls_loss: 1.649 Topk: N/A ada_p: 0.2072
[INFO] 2021-10-24 23:19:52 > Step: 464900 Progress: 46.5% Elapsed: 6 days, 9:07:31 Gen_loss: 4.329 Dis_loss: 0.6845 Cls_loss: 1.541 Topk: N/A ada_p: 0.2045
[INFO] 2021-10-24 23:21:27 > Step: 465000 Progress: 46.5% Elapsed: 6 days, 9:09:06 Gen_loss: 1.306 Dis_loss: 0.7336 Cls_loss: 1.553 Topk: N/A ada_p: 0.2086
[INFO] 2021-10-24 23:23:01 > Step: 465100 Progress: 46.5% Elapsed: 6 days, 9:10:40 Gen_loss: 2.037 Dis_loss: 0.9823 Cls_loss: 1.682 Topk: N/A ada_p: 0.2079
[INFO] 2021-10-24 23:24:36 > Step: 465200 Progress: 46.5% Elapsed: 6 days, 9:12:15 Gen_loss: 1.671 Dis_loss: 1.053 Cls_loss: 1.911 Topk: N/A ada_p: 0.2092
[INFO] 2021-10-24 23:26:21 > Step: 465300 Progress: 46.5% Elapsed: 6 days, 9:14:00 Gen_loss: 1.839 Dis_loss: 1.212 Cls_loss: 1.888 Topk: N/A ada_p: 0.215
[INFO] 2021-10-24 23:27:56 > Step: 465400 Progress: 46.5% Elapsed: 6 days, 9:15:35 Gen_loss: 3.336 Dis_loss: 1.167 Cls_loss: 2.085 Topk: N/A ada_p: 0.2157
[INFO] 2021-10-24 23:29:31 > Step: 465500 Progress: 46.6% Elapsed: 6 days, 9:17:09 Gen_loss: 1.301 Dis_loss: 0.6291 Cls_loss: 1.586 Topk: N/A ada_p: 0.2148
[INFO] 2021-10-24 23:31:05 > Step: 465600 Progress: 46.6% Elapsed: 6 days, 9:18:44 Gen_loss: 4.468 Dis_loss: 1.354 Cls_loss: 1.845 Topk: N/A ada_p: 0.2136
[INFO] 2021-10-24 23:32:50 > Step: 465700 Progress: 46.6% Elapsed: 6 days, 9:20:29 Gen_loss: 1.523 Dis_loss: 0.8647 Cls_loss: 1.514 Topk: N/A ada_p: 0.2073
[INFO] 2021-10-24 23:34:25 > Step: 465800 Progress: 46.6% Elapsed: 6 days, 9:22:04 Gen_loss: 2.127 Dis_loss: 0.9737 Cls_loss: 1.674 Topk: N/A ada_p: 0.2035
[INFO] 2021-10-24 23:36:00 > Step: 465900 Progress: 46.6% Elapsed: 6 days, 9:23:39 Gen_loss: 3.204 Dis_loss: 0.9574 Cls_loss: 1.679 Topk: N/A ada_p: 0.2082
[INFO] 2021-10-24 23:37:36 > Step: 466000 Progress: 46.6% Elapsed: 6 days, 9:25:14 Gen_loss: 2.635 Dis_loss: 0.6892 Cls_loss: 1.74 Topk: N/A ada_p: 0.2079
[INFO] 2021-10-24 23:39:20 > Step: 466100 Progress: 46.6% Elapsed: 6 days, 9:26:59 Gen_loss: 2.288 Dis_loss: 0.9049 Cls_loss: 1.718 Topk: N/A ada_p: 0.2086
[INFO] 2021-10-24 23:40:56 > Step: 466200 Progress: 46.6% Elapsed: 6 days, 9:28:35 Gen_loss: 1.477 Dis_loss: 1.39 Cls_loss: 1.566 Topk: N/A ada_p: 0.2055
[INFO] 2021-10-24 23:42:31 > Step: 466300 Progress: 46.6% Elapsed: 6 days, 9:30:10 Gen_loss: 3.5 Dis_loss: 1.615 Cls_loss: 1.573 Topk: N/A ada_p: 0.2028
[INFO] 2021-10-24 23:44:06 > Step: 466400 Progress: 46.6% Elapsed: 6 days, 9:31:44 Gen_loss: 1.567 Dis_loss: 0.9656 Cls_loss: 1.634 Topk: N/A ada_p: 0.2056
[INFO] 2021-10-24 23:45:51 > Step: 466500 Progress: 46.7% Elapsed: 6 days, 9:33:30 Gen_loss: 1.434 Dis_loss: 1.17 Cls_loss: 1.525 Topk: N/A ada_p: 0.2065
[INFO] 2021-10-24 23:47:26 > Step: 466600 Progress: 46.7% Elapsed: 6 days, 9:35:05 Gen_loss: 2.391 Dis_loss: 1.001 Cls_loss: 1.571 Topk: N/A ada_p: 0.205
[INFO] 2021-10-24 23:49:01 > Step: 466700 Progress: 46.7% Elapsed: 6 days, 9:36:40 Gen_loss: 4.131 Dis_loss: 1.454 Cls_loss: 1.79 Topk: N/A ada_p: 0.209
[INFO] 2021-10-24 23:50:36 > Step: 466800 Progress: 46.7% Elapsed: 6 days, 9:38:15 Gen_loss: 3.628 Dis_loss: 0.9407 Cls_loss: 1.919 Topk: N/A ada_p: 0.2059
[INFO] 2021-10-24 23:52:21 > Step: 466900 Progress: 46.7% Elapsed: 6 days, 9:39:59 Gen_loss: 1.312 Dis_loss: 1.111 Cls_loss: 1.889 Topk: N/A ada_p: 0.206
[INFO] 2021-10-24 23:53:56 > Step: 467000 Progress: 46.7% Elapsed: 6 days, 9:41:34 Gen_loss: 2.251 Dis_loss: 0.7293 Cls_loss: 1.672 Topk: N/A ada_p: 0.2045
[INFO] 2021-10-24 23:55:30 > Step: 467100 Progress: 46.7% Elapsed: 6 days, 9:43:09 Gen_loss: 2.149 Dis_loss: 0.9129 Cls_loss: 1.768 Topk: N/A ada_p: 0.2054
[INFO] 2021-10-24 23:57:06 > Step: 467200 Progress: 46.7% Elapsed: 6 days, 9:44:44 Gen_loss: 2.271 Dis_loss: 0.8788 Cls_loss: 1.678 Topk: N/A ada_p: 0.2115
[INFO] 2021-10-24 23:58:51 > Step: 467300 Progress: 46.7% Elapsed: 6 days, 9:46:30 Gen_loss: 3.462 Dis_loss: 0.9778 Cls_loss: 2.199 Topk: N/A ada_p: 0.2083
[INFO] 2021-10-25 00:00:27 > Step: 467400 Progress: 46.7% Elapsed: 6 days, 9:48:06 Gen_loss: 1.518 Dis_loss: 0.9757 Cls_loss: 1.895 Topk: N/A ada_p: 0.2157
[INFO] 2021-10-25 00:02:03 > Step: 467500 Progress: 46.8% Elapsed: 6 days, 9:49:42 Gen_loss: 2.471 Dis_loss: 1.166 Cls_loss: 1.675 Topk: N/A ada_p: 0.2107
[INFO] 2021-10-25 00:03:38 > Step: 467600 Progress: 46.8% Elapsed: 6 days, 9:51:17 Gen_loss: 3.27 Dis_loss: 1.082 Cls_loss: 1.665 Topk: N/A ada_p: 0.212
[INFO] 2021-10-25 00:05:24 > Step: 467700 Progress: 46.8% Elapsed: 6 days, 9:53:02 Gen_loss: 2.794 Dis_loss: 0.7936 Cls_loss: 1.074 Topk: N/A ada_p: 0.2134
[INFO] 2021-10-25 00:06:58 > Step: 467800 Progress: 46.8% Elapsed: 6 days, 9:54:37 Gen_loss: 3.378 Dis_loss: 1.46 Cls_loss: 2.172 Topk: N/A ada_p: 0.2093
[INFO] 2021-10-25 00:08:33 > Step: 467900 Progress: 46.8% Elapsed: 6 days, 9:56:12 Gen_loss: 3.232 Dis_loss: 0.6553 Cls_loss: 1.632 Topk: N/A ada_p: 0.211
[INFO] 2021-10-25 00:10:08 > Step: 468000 Progress: 46.8% Elapsed: 6 days, 9:57:47 Gen_loss: 2.559 Dis_loss: 0.9846 Cls_loss: 1.698 Topk: N/A ada_p: 0.209
[INFO] 2021-10-25 00:11:53 > Step: 468100 Progress: 46.8% Elapsed: 6 days, 9:59:32 Gen_loss: 2.445 Dis_loss: 0.9327 Cls_loss: 2.156 Topk: N/A ada_p: 0.2035
[INFO] 2021-10-25 00:13:28 > Step: 468200 Progress: 46.8% Elapsed: 6 days, 10:01:07 Gen_loss: 3.334 Dis_loss: 1.287 Cls_loss: 2.118 Topk: N/A ada_p: 0.2088
[INFO] 2021-10-25 00:15:03 > Step: 468300 Progress: 46.8% Elapsed: 6 days, 10:02:42 Gen_loss: 1.149 Dis_loss: 1.267 Cls_loss: 2.0 Topk: N/A ada_p: 0.2146
[INFO] 2021-10-25 00:16:49 > Step: 468400 Progress: 46.8% Elapsed: 6 days, 10:04:28 Gen_loss: 1.758 Dis_loss: 1.639 Cls_loss: 1.755 Topk: N/A ada_p: 0.2097
[INFO] 2021-10-25 00:18:24 > Step: 468500 Progress: 46.9% Elapsed: 6 days, 10:06:02 Gen_loss: 0.7502 Dis_loss: 0.93 Cls_loss: 2.181 Topk: N/A ada_p: 0.2106
[INFO] 2021-10-25 00:19:59 > Step: 468600 Progress: 46.9% Elapsed: 6 days, 10:07:37 Gen_loss: 1.329 Dis_loss: 0.9182 Cls_loss: 1.66 Topk: N/A ada_p: 0.2132
[INFO] 2021-10-25 00:21:34 > Step: 468700 Progress: 46.9% Elapsed: 6 days, 10:09:12 Gen_loss: 3.237 Dis_loss: 0.9825 Cls_loss: 1.72 Topk: N/A ada_p: 0.2118
[INFO] 2021-10-25 00:23:19 > Step: 468800 Progress: 46.9% Elapsed: 6 days, 10:10:58 Gen_loss: 1.897 Dis_loss: 0.7582 Cls_loss: 1.639 Topk: N/A ada_p: 0.2148
[INFO] 2021-10-25 00:24:54 > Step: 468900 Progress: 46.9% Elapsed: 6 days, 10:12:32 Gen_loss: 2.651 Dis_loss: 0.9231 Cls_loss: 1.718 Topk: N/A ada_p: 0.2165
[INFO] 2021-10-25 00:26:29 > Step: 469000 Progress: 46.9% Elapsed: 6 days, 10:14:08 Gen_loss: 2.587 Dis_loss: 0.6439 Cls_loss: 1.574 Topk: N/A ada_p: 0.2186
[INFO] 2021-10-25 00:28:05 > Step: 469100 Progress: 46.9% Elapsed: 6 days, 10:15:43 Gen_loss: 1.956 Dis_loss: 0.9551 Cls_loss: 1.779 Topk: N/A ada_p: 0.2148
[INFO] 2021-10-25 00:29:50 > Step: 469200 Progress: 46.9% Elapsed: 6 days, 10:17:28 Gen_loss: 1.464 Dis_loss: 0.725 Cls_loss: 1.697 Topk: N/A ada_p: 0.2133
[INFO] 2021-10-25 00:31:27 > Step: 469300 Progress: 46.9% Elapsed: 6 days, 10:19:06 Gen_loss: 2.606 Dis_loss: 0.8873 Cls_loss: 2.041 Topk: N/A ada_p: 0.2068
[INFO] 2021-10-25 00:33:02 > Step: 469400 Progress: 46.9% Elapsed: 6 days, 10:20:41 Gen_loss: 1.732 Dis_loss: 1.028 Cls_loss: 2.277 Topk: N/A ada_p: 0.2019
[INFO] 2021-10-25 00:34:38 > Step: 469500 Progress: 46.9% Elapsed: 6 days, 10:22:17 Gen_loss: 1.468 Dis_loss: 0.7684 Cls_loss: 1.789 Topk: N/A ada_p: 0.2074
[INFO] 2021-10-25 00:36:24 > Step: 469600 Progress: 47.0% Elapsed: 6 days, 10:24:03 Gen_loss: 3.213 Dis_loss: 1.02 Cls_loss: 2.399 Topk: N/A ada_p: 0.2054
[INFO] 2021-10-25 00:37:59 > Step: 469700 Progress: 47.0% Elapsed: 6 days, 10:25:38 Gen_loss: 2.254 Dis_loss: 0.9677 Cls_loss: 2.163 Topk: N/A ada_p: 0.2032
[INFO] 2021-10-25 00:39:35 > Step: 469800 Progress: 47.0% Elapsed: 6 days, 10:27:13 Gen_loss: 1.475 Dis_loss: 0.8609 Cls_loss: 1.568 Topk: N/A ada_p: 0.2035
[INFO] 2021-10-25 00:41:10 > Step: 469900 Progress: 47.0% Elapsed: 6 days, 10:28:49 Gen_loss: 2.89 Dis_loss: 0.8492 Cls_loss: 1.848 Topk: N/A ada_p: 0.2074
[INFO] 2021-10-25 00:42:55 > Step: 470000 Progress: 47.0% Elapsed: 6 days, 10:30:34 Gen_loss: 3.995 Dis_loss: 0.8666 Cls_loss: 2.049 Topk: N/A ada_p: 0.209
[INFO] 2021-10-25 00:42:56 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 00:42:56 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_470000.png
[INFO] 2021-10-25 00:42:56 > Start Evaluation (470000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-25 00:42:56 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-25 00:48:29 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-25 00:54:06 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-25 01:18:16 > Inception score (Step: 470000, 50000 generated images): 10.614980697631836
[INFO] 2021-10-25 01:18:16 > FID score (Step: 470000, Using train moments): 2.6247494641075946
[INFO] 2021-10-25 01:18:16 > Improved Precision (Step: 470000, Using train images): 0.7679
[INFO] 2021-10-25 01:18:16 > Improved Recall (Step: 470000, Using train images): 0.63134
[INFO] 2021-10-25 01:18:16 > Density (Step: 470000, Using train images): 1.115108
[INFO] 2021-10-25 01:18:16 > Coverage (Step: 470000, Using train images): 0.92732
[INFO] 2021-10-25 01:18:16 > Best FID score (Step: 470000, Using train moments): 2.6247494641075946
[INFO] 2021-10-25 01:18:38 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-25 01:23:16 > Step: 470100 Progress: 47.0% Elapsed: 6 days, 11:10:55 Gen_loss: 2.527 Dis_loss: 1.048 Cls_loss: 1.733 Topk: N/A ada_p: 0.2073
[INFO] 2021-10-25 01:24:51 > Step: 470200 Progress: 47.0% Elapsed: 6 days, 11:12:30 Gen_loss: 2.474 Dis_loss: 1.02 Cls_loss: 1.743 Topk: N/A ada_p: 0.2078
[INFO] 2021-10-25 01:26:26 > Step: 470300 Progress: 47.0% Elapsed: 6 days, 11:14:05 Gen_loss: 2.807 Dis_loss: 0.775 Cls_loss: 1.449 Topk: N/A ada_p: 0.212
[INFO] 2021-10-25 01:28:18 > Step: 470400 Progress: 47.0% Elapsed: 6 days, 11:15:56 Gen_loss: 1.005 Dis_loss: 0.9948 Cls_loss: 1.637 Topk: N/A ada_p: 0.2125
[INFO] 2021-10-25 01:29:53 > Step: 470500 Progress: 47.0% Elapsed: 6 days, 11:17:32 Gen_loss: 1.904 Dis_loss: 0.8493 Cls_loss: 1.394 Topk: N/A ada_p: 0.2122
[INFO] 2021-10-25 01:31:27 > Step: 470600 Progress: 47.1% Elapsed: 6 days, 11:19:06 Gen_loss: 1.307 Dis_loss: 1.314 Cls_loss: 2.263 Topk: N/A ada_p: 0.2122
[INFO] 2021-10-25 01:33:02 > Step: 470700 Progress: 47.1% Elapsed: 6 days, 11:20:41 Gen_loss: 1.817 Dis_loss: 1.275 Cls_loss: 1.868 Topk: N/A ada_p: 0.2179
[INFO] 2021-10-25 01:34:47 > Step: 470800 Progress: 47.1% Elapsed: 6 days, 11:22:26 Gen_loss: 1.972 Dis_loss: 0.855 Cls_loss: 1.466 Topk: N/A ada_p: 0.2177
[INFO] 2021-10-25 01:36:22 > Step: 470900 Progress: 47.1% Elapsed: 6 days, 11:24:01 Gen_loss: 3.405 Dis_loss: 1.368 Cls_loss: 1.894 Topk: N/A ada_p: 0.215
[INFO] 2021-10-25 01:37:56 > Step: 471000 Progress: 47.1% Elapsed: 6 days, 11:25:35 Gen_loss: 1.594 Dis_loss: 0.7006 Cls_loss: 1.774 Topk: N/A ada_p: 0.2157
[INFO] 2021-10-25 01:39:31 > Step: 471100 Progress: 47.1% Elapsed: 6 days, 11:27:10 Gen_loss: 1.265 Dis_loss: 1.06 Cls_loss: 1.859 Topk: N/A ada_p: 0.209
[INFO] 2021-10-25 01:41:15 > Step: 471200 Progress: 47.1% Elapsed: 6 days, 11:28:54 Gen_loss: 2.441 Dis_loss: 1.43 Cls_loss: 2.044 Topk: N/A ada_p: 0.2074
[INFO] 2021-10-25 01:42:51 > Step: 471300 Progress: 47.1% Elapsed: 6 days, 11:30:30 Gen_loss: 2.79 Dis_loss: 0.7234 Cls_loss: 1.41 Topk: N/A ada_p: 0.2075
[INFO] 2021-10-25 01:44:26 > Step: 471400 Progress: 47.1% Elapsed: 6 days, 11:32:04 Gen_loss: 3.728 Dis_loss: 1.009 Cls_loss: 1.641 Topk: N/A ada_p: 0.2132
[INFO] 2021-10-25 01:46:01 > Step: 471500 Progress: 47.1% Elapsed: 6 days, 11:33:39 Gen_loss: 2.339 Dis_loss: 0.9631 Cls_loss: 1.826 Topk: N/A ada_p: 0.2113
[INFO] 2021-10-25 01:47:44 > Step: 471600 Progress: 47.2% Elapsed: 6 days, 11:35:23 Gen_loss: 2.504 Dis_loss: 1.244 Cls_loss: 1.824 Topk: N/A ada_p: 0.2133
[INFO] 2021-10-25 01:49:19 > Step: 471700 Progress: 47.2% Elapsed: 6 days, 11:36:58 Gen_loss: 3.322 Dis_loss: 0.8266 Cls_loss: 1.775 Topk: N/A ada_p: 0.2106
[INFO] 2021-10-25 01:50:53 > Step: 471800 Progress: 47.2% Elapsed: 6 days, 11:38:32 Gen_loss: 1.842 Dis_loss: 0.8955 Cls_loss: 1.896 Topk: N/A ada_p: 0.2152
[INFO] 2021-10-25 01:52:28 > Step: 471900 Progress: 47.2% Elapsed: 6 days, 11:40:06 Gen_loss: 1.854 Dis_loss: 1.224 Cls_loss: 1.832 Topk: N/A ada_p: 0.2174
[INFO] 2021-10-25 01:54:12 > Step: 472000 Progress: 47.2% Elapsed: 6 days, 11:41:51 Gen_loss: 2.803 Dis_loss: 1.078 Cls_loss: 1.845 Topk: N/A ada_p: 0.2133
[INFO] 2021-10-25 01:55:47 > Step: 472100 Progress: 47.2% Elapsed: 6 days, 11:43:26 Gen_loss: 2.479 Dis_loss: 0.8797 Cls_loss: 1.708 Topk: N/A ada_p: 0.2178
[INFO] 2021-10-25 01:57:21 > Step: 472200 Progress: 47.2% Elapsed: 6 days, 11:45:00 Gen_loss: 2.69 Dis_loss: 0.9248 Cls_loss: 2.044 Topk: N/A ada_p: 0.2142
[INFO] 2021-10-25 01:59:06 > Step: 472300 Progress: 47.2% Elapsed: 6 days, 11:46:45 Gen_loss: 1.995 Dis_loss: 0.6874 Cls_loss: 1.705 Topk: N/A ada_p: 0.2102
[INFO] 2021-10-25 02:00:39 > Step: 472400 Progress: 47.2% Elapsed: 6 days, 11:48:18 Gen_loss: 1.585 Dis_loss: 1.183 Cls_loss: 1.577 Topk: N/A ada_p: 0.2095
[INFO] 2021-10-25 02:02:14 > Step: 472500 Progress: 47.2% Elapsed: 6 days, 11:49:52 Gen_loss: 2.319 Dis_loss: 1.199 Cls_loss: 1.849 Topk: N/A ada_p: 0.206
[INFO] 2021-10-25 02:03:47 > Step: 472600 Progress: 47.3% Elapsed: 6 days, 11:51:26 Gen_loss: 2.137 Dis_loss: 0.7292 Cls_loss: 1.506 Topk: N/A ada_p: 0.2091
[INFO] 2021-10-25 02:05:32 > Step: 472700 Progress: 47.3% Elapsed: 6 days, 11:53:10 Gen_loss: 2.376 Dis_loss: 1.173 Cls_loss: 2.096 Topk: N/A ada_p: 0.2077
[INFO] 2021-10-25 02:07:05 > Step: 472800 Progress: 47.3% Elapsed: 6 days, 11:54:44 Gen_loss: 2.331 Dis_loss: 1.379 Cls_loss: 1.742 Topk: N/A ada_p: 0.2049
[INFO] 2021-10-25 02:08:39 > Step: 472900 Progress: 47.3% Elapsed: 6 days, 11:56:18 Gen_loss: 2.435 Dis_loss: 1.017 Cls_loss: 1.714 Topk: N/A ada_p: 0.2134
[INFO] 2021-10-25 02:10:14 > Step: 473000 Progress: 47.3% Elapsed: 6 days, 11:57:53 Gen_loss: 1.543 Dis_loss: 1.125 Cls_loss: 1.38 Topk: N/A ada_p: 0.2096
[INFO] 2021-10-25 02:11:59 > Step: 473100 Progress: 47.3% Elapsed: 6 days, 11:59:38 Gen_loss: 1.931 Dis_loss: 0.77 Cls_loss: 1.579 Topk: N/A ada_p: 0.2148
[INFO] 2021-10-25 02:13:33 > Step: 473200 Progress: 47.3% Elapsed: 6 days, 12:01:12 Gen_loss: 1.527 Dis_loss: 1.156 Cls_loss: 1.498 Topk: N/A ada_p: 0.2113
[INFO] 2021-10-25 02:15:08 > Step: 473300 Progress: 47.3% Elapsed: 6 days, 12:02:47 Gen_loss: 1.903 Dis_loss: 1.156 Cls_loss: 2.039 Topk: N/A ada_p: 0.216
[INFO] 2021-10-25 02:16:43 > Step: 473400 Progress: 47.3% Elapsed: 6 days, 12:04:22 Gen_loss: 2.57 Dis_loss: 0.7547 Cls_loss: 1.893 Topk: N/A ada_p: 0.2178
[INFO] 2021-10-25 02:18:28 > Step: 473500 Progress: 47.3% Elapsed: 6 days, 12:06:07 Gen_loss: 4.077 Dis_loss: 1.847 Cls_loss: 2.306 Topk: N/A ada_p: 0.2164
[INFO] 2021-10-25 02:20:02 > Step: 473600 Progress: 47.4% Elapsed: 6 days, 12:07:41 Gen_loss: 3.473 Dis_loss: 0.967 Cls_loss: 1.638 Topk: N/A ada_p: 0.2141
[INFO] 2021-10-25 02:21:37 > Step: 473700 Progress: 47.4% Elapsed: 6 days, 12:09:16 Gen_loss: 2.443 Dis_loss: 0.9524 Cls_loss: 1.968 Topk: N/A ada_p: 0.2147
[INFO] 2021-10-25 02:23:12 > Step: 473800 Progress: 47.4% Elapsed: 6 days, 12:10:51 Gen_loss: 1.66 Dis_loss: 0.7267 Cls_loss: 1.479 Topk: N/A ada_p: 0.2163
[INFO] 2021-10-25 02:24:56 > Step: 473900 Progress: 47.4% Elapsed: 6 days, 12:12:35 Gen_loss: 2.212 Dis_loss: 0.9078 Cls_loss: 1.774 Topk: N/A ada_p: 0.2133
[INFO] 2021-10-25 02:26:31 > Step: 474000 Progress: 47.4% Elapsed: 6 days, 12:14:10 Gen_loss: 2.49 Dis_loss: 1.292 Cls_loss: 1.38 Topk: N/A ada_p: 0.2146
[INFO] 2021-10-25 02:28:06 > Step: 474100 Progress: 47.4% Elapsed: 6 days, 12:15:45 Gen_loss: 2.874 Dis_loss: 0.7179 Cls_loss: 1.479 Topk: N/A ada_p: 0.2132
[INFO] 2021-10-25 02:29:41 > Step: 474200 Progress: 47.4% Elapsed: 6 days, 12:17:20 Gen_loss: 3.917 Dis_loss: 1.264 Cls_loss: 1.589 Topk: N/A ada_p: 0.2127
[INFO] 2021-10-25 02:31:25 > Step: 474300 Progress: 47.4% Elapsed: 6 days, 12:19:04 Gen_loss: 1.42 Dis_loss: 1.177 Cls_loss: 1.995 Topk: N/A ada_p: 0.2154
[INFO] 2021-10-25 02:33:01 > Step: 474400 Progress: 47.4% Elapsed: 6 days, 12:20:39 Gen_loss: 3.419 Dis_loss: 0.7996 Cls_loss: 1.875 Topk: N/A ada_p: 0.2207
[INFO] 2021-10-25 02:34:35 > Step: 474500 Progress: 47.4% Elapsed: 6 days, 12:22:14 Gen_loss: 2.94 Dis_loss: 1.587 Cls_loss: 1.851 Topk: N/A ada_p: 0.2198
[INFO] 2021-10-25 02:36:10 > Step: 474600 Progress: 47.5% Elapsed: 6 days, 12:23:49 Gen_loss: 1.895 Dis_loss: 0.5911 Cls_loss: 1.712 Topk: N/A ada_p: 0.2127
[INFO] 2021-10-25 02:37:56 > Step: 474700 Progress: 47.5% Elapsed: 6 days, 12:25:34 Gen_loss: 2.722 Dis_loss: 0.8678 Cls_loss: 1.988 Topk: N/A ada_p: 0.2136
[INFO] 2021-10-25 02:39:30 > Step: 474800 Progress: 47.5% Elapsed: 6 days, 12:27:09 Gen_loss: 3.475 Dis_loss: 0.8748 Cls_loss: 1.609 Topk: N/A ada_p: 0.212
[INFO] 2021-10-25 02:41:05 > Step: 474900 Progress: 47.5% Elapsed: 6 days, 12:28:44 Gen_loss: 4.167 Dis_loss: 0.9694 Cls_loss: 1.868 Topk: N/A ada_p: 0.2137
[INFO] 2021-10-25 02:42:40 > Step: 475000 Progress: 47.5% Elapsed: 6 days, 12:30:19 Gen_loss: 2.238 Dis_loss: 1.197 Cls_loss: 2.0 Topk: N/A ada_p: 0.2186
[INFO] 2021-10-25 02:44:25 > Step: 475100 Progress: 47.5% Elapsed: 6 days, 12:32:03 Gen_loss: 3.62 Dis_loss: 1.008 Cls_loss: 1.784 Topk: N/A ada_p: 0.2223
[INFO] 2021-10-25 02:46:00 > Step: 475200 Progress: 47.5% Elapsed: 6 days, 12:33:39 Gen_loss: 2.037 Dis_loss: 0.9796 Cls_loss: 2.174 Topk: N/A ada_p: 0.2138
[INFO] 2021-10-25 02:47:35 > Step: 475300 Progress: 47.5% Elapsed: 6 days, 12:35:14 Gen_loss: 2.793 Dis_loss: 0.9002 Cls_loss: 1.745 Topk: N/A ada_p: 0.2101
[INFO] 2021-10-25 02:49:10 > Step: 475400 Progress: 47.5% Elapsed: 6 days, 12:36:48 Gen_loss: 3.229 Dis_loss: 0.7003 Cls_loss: 1.462 Topk: N/A ada_p: 0.2099
[INFO] 2021-10-25 02:50:54 > Step: 475500 Progress: 47.5% Elapsed: 6 days, 12:38:33 Gen_loss: 1.783 Dis_loss: 0.9773 Cls_loss: 1.796 Topk: N/A ada_p: 0.2077
[INFO] 2021-10-25 02:52:30 > Step: 475600 Progress: 47.6% Elapsed: 6 days, 12:40:08 Gen_loss: 2.325 Dis_loss: 0.9591 Cls_loss: 1.915 Topk: N/A ada_p: 0.2159
[INFO] 2021-10-25 02:54:05 > Step: 475700 Progress: 47.6% Elapsed: 6 days, 12:41:43 Gen_loss: 1.638 Dis_loss: 1.267 Cls_loss: 1.525 Topk: N/A ada_p: 0.2183
[INFO] 2021-10-25 02:55:40 > Step: 475800 Progress: 47.6% Elapsed: 6 days, 12:43:18 Gen_loss: 2.481 Dis_loss: 0.7201 Cls_loss: 1.845 Topk: N/A ada_p: 0.2186
[INFO] 2021-10-25 02:57:24 > Step: 475900 Progress: 47.6% Elapsed: 6 days, 12:45:03 Gen_loss: 1.002 Dis_loss: 1.021 Cls_loss: 2.093 Topk: N/A ada_p: 0.2154
[INFO] 2021-10-25 02:59:00 > Step: 476000 Progress: 47.6% Elapsed: 6 days, 12:46:39 Gen_loss: 2.622 Dis_loss: 0.7479 Cls_loss: 1.472 Topk: N/A ada_p: 0.2059
[INFO] 2021-10-25 03:00:35 > Step: 476100 Progress: 47.6% Elapsed: 6 days, 12:48:14 Gen_loss: 2.408 Dis_loss: 0.7418 Cls_loss: 1.927 Topk: N/A ada_p: 0.2129
[INFO] 2021-10-25 03:02:20 > Step: 476200 Progress: 47.6% Elapsed: 6 days, 12:49:59 Gen_loss: 1.461 Dis_loss: 1.257 Cls_loss: 1.721 Topk: N/A ada_p: 0.2163
[INFO] 2021-10-25 03:03:55 > Step: 476300 Progress: 47.6% Elapsed: 6 days, 12:51:34 Gen_loss: 1.88 Dis_loss: 1.05 Cls_loss: 1.845 Topk: N/A ada_p: 0.2143
[INFO] 2021-10-25 03:05:30 > Step: 476400 Progress: 47.6% Elapsed: 6 days, 12:53:09 Gen_loss: 1.899 Dis_loss: 0.8707 Cls_loss: 1.764 Topk: N/A ada_p: 0.2125
[INFO] 2021-10-25 03:07:05 > Step: 476500 Progress: 47.6% Elapsed: 6 days, 12:54:44 Gen_loss: 1.969 Dis_loss: 0.8706 Cls_loss: 1.99 Topk: N/A ada_p: 0.2109
[INFO] 2021-10-25 03:08:50 > Step: 476600 Progress: 47.7% Elapsed: 6 days, 12:56:29 Gen_loss: 2.135 Dis_loss: 1.101 Cls_loss: 1.436 Topk: N/A ada_p: 0.2114
[INFO] 2021-10-25 03:10:25 > Step: 476700 Progress: 47.7% Elapsed: 6 days, 12:58:04 Gen_loss: 2.963 Dis_loss: 1.025 Cls_loss: 1.929 Topk: N/A ada_p: 0.2154
[INFO] 2021-10-25 03:12:00 > Step: 476800 Progress: 47.7% Elapsed: 6 days, 12:59:38 Gen_loss: 1.021 Dis_loss: 2.203 Cls_loss: 1.767 Topk: N/A ada_p: 0.2182
[INFO] 2021-10-25 03:13:35 > Step: 476900 Progress: 47.7% Elapsed: 6 days, 13:01:14 Gen_loss: 2.478 Dis_loss: 1.125 Cls_loss: 1.763 Topk: N/A ada_p: 0.2178
[INFO] 2021-10-25 03:15:20 > Step: 477000 Progress: 47.7% Elapsed: 6 days, 13:02:59 Gen_loss: 2.94 Dis_loss: 0.9449 Cls_loss: 1.686 Topk: N/A ada_p: 0.2203
[INFO] 2021-10-25 03:16:55 > Step: 477100 Progress: 47.7% Elapsed: 6 days, 13:04:34 Gen_loss: 4.316 Dis_loss: 1.662 Cls_loss: 1.625 Topk: N/A ada_p: 0.2197
[INFO] 2021-10-25 03:18:29 > Step: 477200 Progress: 47.7% Elapsed: 6 days, 13:06:08 Gen_loss: 3.683 Dis_loss: 1.149 Cls_loss: 2.014 Topk: N/A ada_p: 0.2241
[INFO] 2021-10-25 03:20:05 > Step: 477300 Progress: 47.7% Elapsed: 6 days, 13:07:43 Gen_loss: 3.679 Dis_loss: 0.877 Cls_loss: 1.821 Topk: N/A ada_p: 0.225
[INFO] 2021-10-25 03:21:49 > Step: 477400 Progress: 47.7% Elapsed: 6 days, 13:09:28 Gen_loss: 2.725 Dis_loss: 1.633 Cls_loss: 2.108 Topk: N/A ada_p: 0.2201
[INFO] 2021-10-25 03:23:24 > Step: 477500 Progress: 47.8% Elapsed: 6 days, 13:11:03 Gen_loss: 2.975 Dis_loss: 1.037 Cls_loss: 1.962 Topk: N/A ada_p: 0.2182
[INFO] 2021-10-25 03:24:59 > Step: 477600 Progress: 47.8% Elapsed: 6 days, 13:12:38 Gen_loss: 3.751 Dis_loss: 0.8633 Cls_loss: 1.719 Topk: N/A ada_p: 0.2154
[INFO] 2021-10-25 03:26:34 > Step: 477700 Progress: 47.8% Elapsed: 6 days, 13:14:13 Gen_loss: 1.431 Dis_loss: 1.255 Cls_loss: 1.843 Topk: N/A ada_p: 0.215
[INFO] 2021-10-25 03:28:19 > Step: 477800 Progress: 47.8% Elapsed: 6 days, 13:15:58 Gen_loss: 1.964 Dis_loss: 1.329 Cls_loss: 1.488 Topk: N/A ada_p: 0.2142
[INFO] 2021-10-25 03:29:54 > Step: 477900 Progress: 47.8% Elapsed: 6 days, 13:17:32 Gen_loss: 1.526 Dis_loss: 1.138 Cls_loss: 1.799 Topk: N/A ada_p: 0.2131
[INFO] 2021-10-25 03:31:30 > Step: 478000 Progress: 47.8% Elapsed: 6 days, 13:19:08 Gen_loss: 2.2 Dis_loss: 1.001 Cls_loss: 1.782 Topk: N/A ada_p: 0.2151
[INFO] 2021-10-25 03:33:05 > Step: 478100 Progress: 47.8% Elapsed: 6 days, 13:20:44 Gen_loss: 2.44 Dis_loss: 0.8354 Cls_loss: 1.991 Topk: N/A ada_p: 0.2068
[INFO] 2021-10-25 03:34:50 > Step: 478200 Progress: 47.8% Elapsed: 6 days, 13:22:28 Gen_loss: 1.678 Dis_loss: 0.8382 Cls_loss: 1.527 Topk: N/A ada_p: 0.204
[INFO] 2021-10-25 03:36:25 > Step: 478300 Progress: 47.8% Elapsed: 6 days, 13:24:04 Gen_loss: 2.889 Dis_loss: 1.294 Cls_loss: 1.924 Topk: N/A ada_p: 0.2138
[INFO] 2021-10-25 03:38:00 > Step: 478400 Progress: 47.8% Elapsed: 6 days, 13:25:39 Gen_loss: 3.235 Dis_loss: 1.176 Cls_loss: 2.267 Topk: N/A ada_p: 0.2143
[INFO] 2021-10-25 03:39:36 > Step: 478500 Progress: 47.9% Elapsed: 6 days, 13:27:15 Gen_loss: 2.045 Dis_loss: 0.9869 Cls_loss: 2.027 Topk: N/A ada_p: 0.2124
[INFO] 2021-10-25 03:41:21 > Step: 478600 Progress: 47.9% Elapsed: 6 days, 13:29:00 Gen_loss: 0.8448 Dis_loss: 2.225 Cls_loss: 1.952 Topk: N/A ada_p: 0.2129
[INFO] 2021-10-25 03:42:57 > Step: 478700 Progress: 47.9% Elapsed: 6 days, 13:30:35 Gen_loss: 2.66 Dis_loss: 0.9542 Cls_loss: 1.744 Topk: N/A ada_p: 0.2107
[INFO] 2021-10-25 03:44:33 > Step: 478800 Progress: 47.9% Elapsed: 6 days, 13:32:12 Gen_loss: 1.879 Dis_loss: 1.265 Cls_loss: 1.902 Topk: N/A ada_p: 0.2161
[INFO] 2021-10-25 03:46:09 > Step: 478900 Progress: 47.9% Elapsed: 6 days, 13:33:48 Gen_loss: 2.672 Dis_loss: 0.9511 Cls_loss: 1.42 Topk: N/A ada_p: 0.2145
[INFO] 2021-10-25 03:47:55 > Step: 479000 Progress: 47.9% Elapsed: 6 days, 13:35:33 Gen_loss: 3.398 Dis_loss: 0.9335 Cls_loss: 2.062 Topk: N/A ada_p: 0.2155
[INFO] 2021-10-25 03:49:30 > Step: 479100 Progress: 47.9% Elapsed: 6 days, 13:37:09 Gen_loss: 1.647 Dis_loss: 0.9729 Cls_loss: 2.087 Topk: N/A ada_p: 0.221
[INFO] 2021-10-25 03:51:05 > Step: 479200 Progress: 47.9% Elapsed: 6 days, 13:38:43 Gen_loss: 2.779 Dis_loss: 1.206 Cls_loss: 1.921 Topk: N/A ada_p: 0.2133
[INFO] 2021-10-25 03:52:41 > Step: 479300 Progress: 47.9% Elapsed: 6 days, 13:40:20 Gen_loss: 3.493 Dis_loss: 0.8179 Cls_loss: 1.617 Topk: N/A ada_p: 0.2124
[INFO] 2021-10-25 03:54:26 > Step: 479400 Progress: 47.9% Elapsed: 6 days, 13:42:05 Gen_loss: 4.014 Dis_loss: 1.166 Cls_loss: 1.803 Topk: N/A ada_p: 0.2104
[INFO] 2021-10-25 03:56:01 > Step: 479500 Progress: 47.9% Elapsed: 6 days, 13:43:40 Gen_loss: 2.654 Dis_loss: 1.099 Cls_loss: 1.824 Topk: N/A ada_p: 0.2082
[INFO] 2021-10-25 03:57:36 > Step: 479600 Progress: 48.0% Elapsed: 6 days, 13:45:15 Gen_loss: 1.036 Dis_loss: 1.744 Cls_loss: 2.168 Topk: N/A ada_p: 0.2159
[INFO] 2021-10-25 03:59:12 > Step: 479700 Progress: 48.0% Elapsed: 6 days, 13:46:51 Gen_loss: 1.682 Dis_loss: 1.528 Cls_loss: 1.648 Topk: N/A ada_p: 0.218
[INFO] 2021-10-25 04:00:57 > Step: 479800 Progress: 48.0% Elapsed: 6 days, 13:48:35 Gen_loss: 4.173 Dis_loss: 1.302 Cls_loss: 1.905 Topk: N/A ada_p: 0.2188
[INFO] 2021-10-25 04:02:32 > Step: 479900 Progress: 48.0% Elapsed: 6 days, 13:50:11 Gen_loss: 2.1 Dis_loss: 1.098 Cls_loss: 1.861 Topk: N/A ada_p: 0.2205
[INFO] 2021-10-25 04:04:06 > Step: 480000 Progress: 48.0% Elapsed: 6 days, 13:51:45 Gen_loss: 2.328 Dis_loss: 0.8699 Cls_loss: 2.17 Topk: N/A ada_p: 0.22
[INFO] 2021-10-25 04:04:06 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 04:04:06 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_480000.png
[INFO] 2021-10-25 04:04:06 > Start Evaluation (480000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-25 04:04:06 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-25 04:09:40 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-25 04:15:18 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-25 04:39:35 > Inception score (Step: 480000, 50000 generated images): 10.590301513671875
[INFO] 2021-10-25 04:39:35 > FID score (Step: 480000, Using train moments): 2.624589767221096
[INFO] 2021-10-25 04:39:35 > Improved Precision (Step: 480000, Using train images): 0.76382
[INFO] 2021-10-25 04:39:35 > Improved Recall (Step: 480000, Using train images): 0.63074
[INFO] 2021-10-25 04:39:35 > Density (Step: 480000, Using train images): 1.11122
[INFO] 2021-10-25 04:39:35 > Coverage (Step: 480000, Using train images): 0.93062
[INFO] 2021-10-25 04:39:35 > Best FID score (Step: 480000, Using train moments): 2.624589767221096
[INFO] 2021-10-25 04:39:55 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-25 04:45:03 > Step: 480100 Progress: 48.0% Elapsed: 6 days, 14:32:42 Gen_loss: 2.435 Dis_loss: 0.8184 Cls_loss: 1.826 Topk: N/A ada_p: 0.2224
[INFO] 2021-10-25 04:46:37 > Step: 480200 Progress: 48.0% Elapsed: 6 days, 14:34:16 Gen_loss: 2.608 Dis_loss: 0.9341 Cls_loss: 1.931 Topk: N/A ada_p: 0.2257
[INFO] 2021-10-25 04:48:12 > Step: 480300 Progress: 48.0% Elapsed: 6 days, 14:35:51 Gen_loss: 1.586 Dis_loss: 1.482 Cls_loss: 1.753 Topk: N/A ada_p: 0.2228
[INFO] 2021-10-25 04:49:46 > Step: 480400 Progress: 48.0% Elapsed: 6 days, 14:37:25 Gen_loss: 2.182 Dis_loss: 0.792 Cls_loss: 1.253 Topk: N/A ada_p: 0.2184
[INFO] 2021-10-25 04:51:32 > Step: 480500 Progress: 48.0% Elapsed: 6 days, 14:39:11 Gen_loss: 2.221 Dis_loss: 1.463 Cls_loss: 1.875 Topk: N/A ada_p: 0.2104
[INFO] 2021-10-25 04:53:07 > Step: 480600 Progress: 48.1% Elapsed: 6 days, 14:40:45 Gen_loss: 3.462 Dis_loss: 0.9324 Cls_loss: 2.147 Topk: N/A ada_p: 0.2068
[INFO] 2021-10-25 04:54:42 > Step: 480700 Progress: 48.1% Elapsed: 6 days, 14:42:21 Gen_loss: 1.961 Dis_loss: 0.9242 Cls_loss: 1.597 Topk: N/A ada_p: 0.2064
[INFO] 2021-10-25 04:56:17 > Step: 480800 Progress: 48.1% Elapsed: 6 days, 14:43:55 Gen_loss: 2.207 Dis_loss: 0.8976 Cls_loss: 1.905 Topk: N/A ada_p: 0.2105
[INFO] 2021-10-25 04:58:02 > Step: 480900 Progress: 48.1% Elapsed: 6 days, 14:45:41 Gen_loss: 2.476 Dis_loss: 1.214 Cls_loss: 1.632 Topk: N/A ada_p: 0.2099
[INFO] 2021-10-25 04:59:36 > Step: 481000 Progress: 48.1% Elapsed: 6 days, 14:47:15 Gen_loss: 1.623 Dis_loss: 1.026 Cls_loss: 1.684 Topk: N/A ada_p: 0.2116
[INFO] 2021-10-25 05:01:11 > Step: 481100 Progress: 48.1% Elapsed: 6 days, 14:48:50 Gen_loss: 2.147 Dis_loss: 0.7283 Cls_loss: 1.631 Topk: N/A ada_p: 0.2102
[INFO] 2021-10-25 05:02:46 > Step: 481200 Progress: 48.1% Elapsed: 6 days, 14:50:24 Gen_loss: 1.823 Dis_loss: 1.031 Cls_loss: 1.866 Topk: N/A ada_p: 0.2169
[INFO] 2021-10-25 05:04:30 > Step: 481300 Progress: 48.1% Elapsed: 6 days, 14:52:09 Gen_loss: 2.468 Dis_loss: 1.34 Cls_loss: 1.491 Topk: N/A ada_p: 0.2083
[INFO] 2021-10-25 05:06:05 > Step: 481400 Progress: 48.1% Elapsed: 6 days, 14:53:44 Gen_loss: 1.459 Dis_loss: 1.014 Cls_loss: 1.573 Topk: N/A ada_p: 0.2065
[INFO] 2021-10-25 05:07:40 > Step: 481500 Progress: 48.1% Elapsed: 6 days, 14:55:18 Gen_loss: 2.857 Dis_loss: 0.7841 Cls_loss: 1.464 Topk: N/A ada_p: 0.211
[INFO] 2021-10-25 05:09:14 > Step: 481600 Progress: 48.2% Elapsed: 6 days, 14:56:53 Gen_loss: 2.31 Dis_loss: 0.9478 Cls_loss: 2.027 Topk: N/A ada_p: 0.2148
[INFO] 2021-10-25 05:10:58 > Step: 481700 Progress: 48.2% Elapsed: 6 days, 14:58:37 Gen_loss: 3.022 Dis_loss: 1.067 Cls_loss: 1.811 Topk: N/A ada_p: 0.2134
[INFO] 2021-10-25 05:12:33 > Step: 481800 Progress: 48.2% Elapsed: 6 days, 15:00:11 Gen_loss: 0.6925 Dis_loss: 0.7357 Cls_loss: 1.825 Topk: N/A ada_p: 0.2175
[INFO] 2021-10-25 05:14:07 > Step: 481900 Progress: 48.2% Elapsed: 6 days, 15:01:46 Gen_loss: 2.746 Dis_loss: 1.296 Cls_loss: 1.785 Topk: N/A ada_p: 0.2192
[INFO] 2021-10-25 05:15:42 > Step: 482000 Progress: 48.2% Elapsed: 6 days, 15:03:21 Gen_loss: 2.672 Dis_loss: 1.036 Cls_loss: 1.656 Topk: N/A ada_p: 0.2136
[INFO] 2021-10-25 05:17:27 > Step: 482100 Progress: 48.2% Elapsed: 6 days, 15:05:06 Gen_loss: 2.943 Dis_loss: 1.392 Cls_loss: 1.98 Topk: N/A ada_p: 0.2142
[INFO] 2021-10-25 05:19:01 > Step: 482200 Progress: 48.2% Elapsed: 6 days, 15:06:40 Gen_loss: 3.118 Dis_loss: 1.071 Cls_loss: 2.062 Topk: N/A ada_p: 0.2109
[INFO] 2021-10-25 05:20:35 > Step: 482300 Progress: 48.2% Elapsed: 6 days, 15:08:14 Gen_loss: 1.503 Dis_loss: 1.912 Cls_loss: 1.924 Topk: N/A ada_p: 0.2105
[INFO] 2021-10-25 05:22:09 > Step: 482400 Progress: 48.2% Elapsed: 6 days, 15:09:48 Gen_loss: 3.132 Dis_loss: 0.821 Cls_loss: 1.637 Topk: N/A ada_p: 0.2097
[INFO] 2021-10-25 05:23:54 > Step: 482500 Progress: 48.2% Elapsed: 6 days, 15:11:32 Gen_loss: 1.896 Dis_loss: 1.144 Cls_loss: 1.929 Topk: N/A ada_p: 0.215
[INFO] 2021-10-25 05:25:28 > Step: 482600 Progress: 48.3% Elapsed: 6 days, 15:13:06 Gen_loss: 2.457 Dis_loss: 0.5856 Cls_loss: 1.518 Topk: N/A ada_p: 0.2165
[INFO] 2021-10-25 05:27:02 > Step: 482700 Progress: 48.3% Elapsed: 6 days, 15:14:41 Gen_loss: 2.126 Dis_loss: 0.6556 Cls_loss: 1.632 Topk: N/A ada_p: 0.2159
[INFO] 2021-10-25 05:28:36 > Step: 482800 Progress: 48.3% Elapsed: 6 days, 15:16:15 Gen_loss: 4.45 Dis_loss: 1.492 Cls_loss: 1.765 Topk: N/A ada_p: 0.2097
[INFO] 2021-10-25 05:30:22 > Step: 482900 Progress: 48.3% Elapsed: 6 days, 15:18:00 Gen_loss: 2.223 Dis_loss: 0.927 Cls_loss: 1.845 Topk: N/A ada_p: 0.2027
[INFO] 2021-10-25 05:31:57 > Step: 483000 Progress: 48.3% Elapsed: 6 days, 15:19:35 Gen_loss: 3.978 Dis_loss: 0.9098 Cls_loss: 1.78 Topk: N/A ada_p: 0.2032
[INFO] 2021-10-25 05:33:32 > Step: 483100 Progress: 48.3% Elapsed: 6 days, 15:21:11 Gen_loss: 3.806 Dis_loss: 0.8561 Cls_loss: 1.909 Topk: N/A ada_p: 0.2074
[INFO] 2021-10-25 05:35:06 > Step: 483200 Progress: 48.3% Elapsed: 6 days, 15:22:45 Gen_loss: 3.495 Dis_loss: 0.9706 Cls_loss: 1.502 Topk: N/A ada_p: 0.2018
[INFO] 2021-10-25 05:36:51 > Step: 483300 Progress: 48.3% Elapsed: 6 days, 15:24:30 Gen_loss: 1.935 Dis_loss: 1.354 Cls_loss: 1.951 Topk: N/A ada_p: 0.2086
[INFO] 2021-10-25 05:38:26 > Step: 483400 Progress: 48.3% Elapsed: 6 days, 15:26:05 Gen_loss: 2.783 Dis_loss: 1.175 Cls_loss: 1.496 Topk: N/A ada_p: 0.2019
[INFO] 2021-10-25 05:40:01 > Step: 483500 Progress: 48.4% Elapsed: 6 days, 15:27:40 Gen_loss: 2.62 Dis_loss: 1.017 Cls_loss: 1.998 Topk: N/A ada_p: 0.2008
[INFO] 2021-10-25 05:41:36 > Step: 483600 Progress: 48.4% Elapsed: 6 days, 15:29:15 Gen_loss: 1.275 Dis_loss: 1.195 Cls_loss: 1.762 Topk: N/A ada_p: 0.2067
[INFO] 2021-10-25 05:43:21 > Step: 483700 Progress: 48.4% Elapsed: 6 days, 15:31:00 Gen_loss: 2.223 Dis_loss: 0.7248 Cls_loss: 1.846 Topk: N/A ada_p: 0.2068
[INFO] 2021-10-25 05:44:56 > Step: 483800 Progress: 48.4% Elapsed: 6 days, 15:32:35 Gen_loss: 2.238 Dis_loss: 0.8698 Cls_loss: 1.8 Topk: N/A ada_p: 0.2091
[INFO] 2021-10-25 05:46:32 > Step: 483900 Progress: 48.4% Elapsed: 6 days, 15:34:10 Gen_loss: 2.117 Dis_loss: 0.6844 Cls_loss: 1.332 Topk: N/A ada_p: 0.2074
[INFO] 2021-10-25 05:48:18 > Step: 484000 Progress: 48.4% Elapsed: 6 days, 15:35:57 Gen_loss: 1.487 Dis_loss: 0.7995 Cls_loss: 1.783 Topk: N/A ada_p: 0.209
[INFO] 2021-10-25 05:49:53 > Step: 484100 Progress: 48.4% Elapsed: 6 days, 15:37:31 Gen_loss: 1.827 Dis_loss: 0.7115 Cls_loss: 1.641 Topk: N/A ada_p: 0.2065
[INFO] 2021-10-25 05:51:27 > Step: 484200 Progress: 48.4% Elapsed: 6 days, 15:39:06 Gen_loss: 3.115 Dis_loss: 0.9324 Cls_loss: 1.547 Topk: N/A ada_p: 0.2101
[INFO] 2021-10-25 05:53:02 > Step: 484300 Progress: 48.4% Elapsed: 6 days, 15:40:41 Gen_loss: 1.476 Dis_loss: 0.8362 Cls_loss: 1.734 Topk: N/A ada_p: 0.2082
[INFO] 2021-10-25 05:54:47 > Step: 484400 Progress: 48.4% Elapsed: 6 days, 15:42:26 Gen_loss: 2.663 Dis_loss: 1.129 Cls_loss: 1.602 Topk: N/A ada_p: 0.2043
[INFO] 2021-10-25 05:56:22 > Step: 484500 Progress: 48.4% Elapsed: 6 days, 15:44:01 Gen_loss: 2.486 Dis_loss: 1.121 Cls_loss: 1.678 Topk: N/A ada_p: 0.2055
[INFO] 2021-10-25 05:57:57 > Step: 484600 Progress: 48.5% Elapsed: 6 days, 15:45:36 Gen_loss: 1.163 Dis_loss: 1.794 Cls_loss: 1.819 Topk: N/A ada_p: 0.2078
[INFO] 2021-10-25 05:59:32 > Step: 484700 Progress: 48.5% Elapsed: 6 days, 15:47:10 Gen_loss: 1.811 Dis_loss: 1.03 Cls_loss: 1.787 Topk: N/A ada_p: 0.2113
[INFO] 2021-10-25 06:01:16 > Step: 484800 Progress: 48.5% Elapsed: 6 days, 15:48:55 Gen_loss: 1.818 Dis_loss: 0.7962 Cls_loss: 1.815 Topk: N/A ada_p: 0.2128
[INFO] 2021-10-25 06:02:51 > Step: 484900 Progress: 48.5% Elapsed: 6 days, 15:50:30 Gen_loss: 2.736 Dis_loss: 2.039 Cls_loss: 1.785 Topk: N/A ada_p: 0.215
[INFO] 2021-10-25 06:04:26 > Step: 485000 Progress: 48.5% Elapsed: 6 days, 15:52:05 Gen_loss: 3.444 Dis_loss: 0.6178 Cls_loss: 1.608 Topk: N/A ada_p: 0.215
[INFO] 2021-10-25 06:06:02 > Step: 485100 Progress: 48.5% Elapsed: 6 days, 15:53:41 Gen_loss: 2.178 Dis_loss: 1.028 Cls_loss: 1.79 Topk: N/A ada_p: 0.2143
[INFO] 2021-10-25 06:07:46 > Step: 485200 Progress: 48.5% Elapsed: 6 days, 15:55:25 Gen_loss: 3.04 Dis_loss: 0.7161 Cls_loss: 1.74 Topk: N/A ada_p: 0.2151
[INFO] 2021-10-25 06:09:22 > Step: 485300 Progress: 48.5% Elapsed: 6 days, 15:57:01 Gen_loss: 2.388 Dis_loss: 1.026 Cls_loss: 1.625 Topk: N/A ada_p: 0.2209
[INFO] 2021-10-25 06:10:57 > Step: 485400 Progress: 48.5% Elapsed: 6 days, 15:58:36 Gen_loss: 1.883 Dis_loss: 0.7375 Cls_loss: 1.458 Topk: N/A ada_p: 0.2234
[INFO] 2021-10-25 06:12:32 > Step: 485500 Progress: 48.5% Elapsed: 6 days, 16:00:10 Gen_loss: 3.8 Dis_loss: 1.024 Cls_loss: 2.024 Topk: N/A ada_p: 0.2207
[INFO] 2021-10-25 06:14:17 > Step: 485600 Progress: 48.6% Elapsed: 6 days, 16:01:55 Gen_loss: 2.165 Dis_loss: 0.8574 Cls_loss: 1.628 Topk: N/A ada_p: 0.2169
[INFO] 2021-10-25 06:15:52 > Step: 485700 Progress: 48.6% Elapsed: 6 days, 16:03:30 Gen_loss: 2.499 Dis_loss: 1.121 Cls_loss: 1.624 Topk: N/A ada_p: 0.2214
[INFO] 2021-10-25 06:17:27 > Step: 485800 Progress: 48.6% Elapsed: 6 days, 16:05:06 Gen_loss: 2.487 Dis_loss: 1.407 Cls_loss: 1.745 Topk: N/A ada_p: 0.218
[INFO] 2021-10-25 06:19:03 > Step: 485900 Progress: 48.6% Elapsed: 6 days, 16:06:41 Gen_loss: 1.481 Dis_loss: 1.358 Cls_loss: 1.771 Topk: N/A ada_p: 0.2171
[INFO] 2021-10-25 06:20:48 > Step: 486000 Progress: 48.6% Elapsed: 6 days, 16:08:27 Gen_loss: 1.51 Dis_loss: 0.9699 Cls_loss: 1.39 Topk: N/A ada_p: 0.2151
[INFO] 2021-10-25 06:22:24 > Step: 486100 Progress: 48.6% Elapsed: 6 days, 16:10:03 Gen_loss: 2.41 Dis_loss: 0.7267 Cls_loss: 1.523 Topk: N/A ada_p: 0.2129
[INFO] 2021-10-25 06:23:59 > Step: 486200 Progress: 48.6% Elapsed: 6 days, 16:11:38 Gen_loss: 3.395 Dis_loss: 1.09 Cls_loss: 1.718 Topk: N/A ada_p: 0.2145
[INFO] 2021-10-25 06:25:35 > Step: 486300 Progress: 48.6% Elapsed: 6 days, 16:13:14 Gen_loss: 3.161 Dis_loss: 0.9086 Cls_loss: 1.564 Topk: N/A ada_p: 0.2154
[INFO] 2021-10-25 06:27:21 > Step: 486400 Progress: 48.6% Elapsed: 6 days, 16:14:59 Gen_loss: 1.819 Dis_loss: 1.024 Cls_loss: 1.841 Topk: N/A ada_p: 0.2143
[INFO] 2021-10-25 06:28:56 > Step: 486500 Progress: 48.6% Elapsed: 6 days, 16:16:35 Gen_loss: 2.007 Dis_loss: 0.89 Cls_loss: 1.458 Topk: N/A ada_p: 0.217
[INFO] 2021-10-25 06:30:31 > Step: 486600 Progress: 48.7% Elapsed: 6 days, 16:18:09 Gen_loss: 1.625 Dis_loss: 1.078 Cls_loss: 2.002 Topk: N/A ada_p: 0.2198
[INFO] 2021-10-25 06:32:06 > Step: 486700 Progress: 48.7% Elapsed: 6 days, 16:19:45 Gen_loss: 1.931 Dis_loss: 1.472 Cls_loss: 1.757 Topk: N/A ada_p: 0.2143
[INFO] 2021-10-25 06:33:51 > Step: 486800 Progress: 48.7% Elapsed: 6 days, 16:21:30 Gen_loss: 2.507 Dis_loss: 0.9932 Cls_loss: 1.489 Topk: N/A ada_p: 0.2166
[INFO] 2021-10-25 06:35:27 > Step: 486900 Progress: 48.7% Elapsed: 6 days, 16:23:05 Gen_loss: 3.0 Dis_loss: 1.126 Cls_loss: 1.765 Topk: N/A ada_p: 0.2129
[INFO] 2021-10-25 06:37:02 > Step: 487000 Progress: 48.7% Elapsed: 6 days, 16:24:41 Gen_loss: 1.474 Dis_loss: 1.527 Cls_loss: 2.121 Topk: N/A ada_p: 0.2147
[INFO] 2021-10-25 06:38:37 > Step: 487100 Progress: 48.7% Elapsed: 6 days, 16:26:16 Gen_loss: 2.156 Dis_loss: 0.8807 Cls_loss: 1.744 Topk: N/A ada_p: 0.2154
[INFO] 2021-10-25 06:40:22 > Step: 487200 Progress: 48.7% Elapsed: 6 days, 16:28:01 Gen_loss: 3.013 Dis_loss: 1.046 Cls_loss: 1.943 Topk: N/A ada_p: 0.2205
[INFO] 2021-10-25 06:41:58 > Step: 487300 Progress: 48.7% Elapsed: 6 days, 16:29:36 Gen_loss: 2.029 Dis_loss: 0.9529 Cls_loss: 2.022 Topk: N/A ada_p: 0.2168
[INFO] 2021-10-25 06:43:32 > Step: 487400 Progress: 48.7% Elapsed: 6 days, 16:31:11 Gen_loss: 2.176 Dis_loss: 0.7247 Cls_loss: 1.534 Topk: N/A ada_p: 0.2129
[INFO] 2021-10-25 06:45:08 > Step: 487500 Progress: 48.8% Elapsed: 6 days, 16:32:46 Gen_loss: 1.819 Dis_loss: 3.555 Cls_loss: 2.068 Topk: N/A ada_p: 0.2082
[INFO] 2021-10-25 06:46:52 > Step: 487600 Progress: 48.8% Elapsed: 6 days, 16:34:31 Gen_loss: 1.405 Dis_loss: 1.384 Cls_loss: 1.681 Topk: N/A ada_p: 0.21
[INFO] 2021-10-25 06:48:28 > Step: 487700 Progress: 48.8% Elapsed: 6 days, 16:36:07 Gen_loss: 1.318 Dis_loss: 1.865 Cls_loss: 1.624 Topk: N/A ada_p: 0.2129
[INFO] 2021-10-25 06:50:03 > Step: 487800 Progress: 48.8% Elapsed: 6 days, 16:37:42 Gen_loss: 1.109 Dis_loss: 1.669 Cls_loss: 2.184 Topk: N/A ada_p: 0.2157
[INFO] 2021-10-25 06:51:49 > Step: 487900 Progress: 48.8% Elapsed: 6 days, 16:39:28 Gen_loss: 3.274 Dis_loss: 0.6635 Cls_loss: 1.744 Topk: N/A ada_p: 0.2172
[INFO] 2021-10-25 06:53:24 > Step: 488000 Progress: 48.8% Elapsed: 6 days, 16:41:02 Gen_loss: 4.11 Dis_loss: 1.415 Cls_loss: 1.802 Topk: N/A ada_p: 0.2182
[INFO] 2021-10-25 06:54:58 > Step: 488100 Progress: 48.8% Elapsed: 6 days, 16:42:37 Gen_loss: 2.245 Dis_loss: 0.8102 Cls_loss: 1.738 Topk: N/A ada_p: 0.2188
[INFO] 2021-10-25 06:56:33 > Step: 488200 Progress: 48.8% Elapsed: 6 days, 16:44:12 Gen_loss: 2.47 Dis_loss: 0.8635 Cls_loss: 1.501 Topk: N/A ada_p: 0.2155
[INFO] 2021-10-25 06:58:18 > Step: 488300 Progress: 48.8% Elapsed: 6 days, 16:45:57 Gen_loss: 1.847 Dis_loss: 0.9688 Cls_loss: 1.758 Topk: N/A ada_p: 0.2187
[INFO] 2021-10-25 06:59:53 > Step: 488400 Progress: 48.8% Elapsed: 6 days, 16:47:32 Gen_loss: 3.493 Dis_loss: 1.596 Cls_loss: 1.865 Topk: N/A ada_p: 0.2148
[INFO] 2021-10-25 07:01:28 > Step: 488500 Progress: 48.9% Elapsed: 6 days, 16:49:06 Gen_loss: 2.01 Dis_loss: 0.753 Cls_loss: 1.807 Topk: N/A ada_p: 0.2168
[INFO] 2021-10-25 07:03:03 > Step: 488600 Progress: 48.9% Elapsed: 6 days, 16:50:41 Gen_loss: 2.426 Dis_loss: 1.012 Cls_loss: 1.787 Topk: N/A ada_p: 0.2175
[INFO] 2021-10-25 07:04:47 > Step: 488700 Progress: 48.9% Elapsed: 6 days, 16:52:26 Gen_loss: 2.645 Dis_loss: 0.8928 Cls_loss: 2.114 Topk: N/A ada_p: 0.2087
[INFO] 2021-10-25 07:06:22 > Step: 488800 Progress: 48.9% Elapsed: 6 days, 16:54:01 Gen_loss: 1.769 Dis_loss: 0.6714 Cls_loss: 1.498 Topk: N/A ada_p: 0.2136
[INFO] 2021-10-25 07:07:57 > Step: 488900 Progress: 48.9% Elapsed: 6 days, 16:55:35 Gen_loss: 3.163 Dis_loss: 0.9761 Cls_loss: 1.616 Topk: N/A ada_p: 0.2214
[INFO] 2021-10-25 07:09:31 > Step: 489000 Progress: 48.9% Elapsed: 6 days, 16:57:10 Gen_loss: 3.541 Dis_loss: 0.8381 Cls_loss: 1.985 Topk: N/A ada_p: 0.2237
[INFO] 2021-10-25 07:11:17 > Step: 489100 Progress: 48.9% Elapsed: 6 days, 16:58:55 Gen_loss: 2.338 Dis_loss: 1.684 Cls_loss: 2.057 Topk: N/A ada_p: 0.2166
[INFO] 2021-10-25 07:12:52 > Step: 489200 Progress: 48.9% Elapsed: 6 days, 17:00:31 Gen_loss: 2.283 Dis_loss: 1.322 Cls_loss: 1.778 Topk: N/A ada_p: 0.2184
[INFO] 2021-10-25 07:14:27 > Step: 489300 Progress: 48.9% Elapsed: 6 days, 17:02:06 Gen_loss: 3.598 Dis_loss: 1.032 Cls_loss: 1.767 Topk: N/A ada_p: 0.2155
[INFO] 2021-10-25 07:16:02 > Step: 489400 Progress: 48.9% Elapsed: 6 days, 17:03:41 Gen_loss: 3.497 Dis_loss: 1.544 Cls_loss: 2.087 Topk: N/A ada_p: 0.2214
[INFO] 2021-10-25 07:17:47 > Step: 489500 Progress: 48.9% Elapsed: 6 days, 17:05:26 Gen_loss: 3.5 Dis_loss: 1.014 Cls_loss: 1.889 Topk: N/A ada_p: 0.2192
[INFO] 2021-10-25 07:19:22 > Step: 489600 Progress: 49.0% Elapsed: 6 days, 17:07:00 Gen_loss: 2.686 Dis_loss: 0.8888 Cls_loss: 1.601 Topk: N/A ada_p: 0.2202
[INFO] 2021-10-25 07:20:56 > Step: 489700 Progress: 49.0% Elapsed: 6 days, 17:08:35 Gen_loss: 1.655 Dis_loss: 1.063 Cls_loss: 1.666 Topk: N/A ada_p: 0.2193
[INFO] 2021-10-25 07:22:31 > Step: 489800 Progress: 49.0% Elapsed: 6 days, 17:10:10 Gen_loss: 1.614 Dis_loss: 0.8056 Cls_loss: 2.156 Topk: N/A ada_p: 0.2201
[INFO] 2021-10-25 07:24:18 > Step: 489900 Progress: 49.0% Elapsed: 6 days, 17:11:57 Gen_loss: 1.271 Dis_loss: 0.6631 Cls_loss: 1.727 Topk: N/A ada_p: 0.2169
[INFO] 2021-10-25 07:25:53 > Step: 490000 Progress: 49.0% Elapsed: 6 days, 17:13:32 Gen_loss: 1.667 Dis_loss: 1.227 Cls_loss: 1.832 Topk: N/A ada_p: 0.2136
[INFO] 2021-10-25 07:25:54 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 07:25:54 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_490000.png
[INFO] 2021-10-25 07:25:54 > Start Evaluation (490000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-25 07:25:54 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-25 07:31:27 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-25 07:37:05 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-25 08:01:20 > Inception score (Step: 490000, 50000 generated images): 10.630538940429688
[INFO] 2021-10-25 08:01:20 > FID score (Step: 490000, Using train moments): 2.618166585241511
[INFO] 2021-10-25 08:01:20 > Improved Precision (Step: 490000, Using train images): 0.76444
[INFO] 2021-10-25 08:01:20 > Improved Recall (Step: 490000, Using train images): 0.6343
[INFO] 2021-10-25 08:01:20 > Density (Step: 490000, Using train images): 1.1009080000000002
[INFO] 2021-10-25 08:01:20 > Coverage (Step: 490000, Using train images): 0.92648
[INFO] 2021-10-25 08:01:20 > Best FID score (Step: 490000, Using train moments): 2.618166585241511
[INFO] 2021-10-25 08:01:40 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-25 08:06:34 > Step: 490100 Progress: 49.0% Elapsed: 6 days, 17:54:13 Gen_loss: 1.348 Dis_loss: 1.01 Cls_loss: 2.093 Topk: N/A ada_p: 0.2191
[INFO] 2021-10-25 08:08:09 > Step: 490200 Progress: 49.0% Elapsed: 6 days, 17:55:48 Gen_loss: 1.379 Dis_loss: 1.318 Cls_loss: 1.98 Topk: N/A ada_p: 0.2127
[INFO] 2021-10-25 08:10:01 > Step: 490300 Progress: 49.0% Elapsed: 6 days, 17:57:39 Gen_loss: 3.283 Dis_loss: 0.9128 Cls_loss: 1.597 Topk: N/A ada_p: 0.2148
[INFO] 2021-10-25 08:11:36 > Step: 490400 Progress: 49.0% Elapsed: 6 days, 17:59:14 Gen_loss: 2.615 Dis_loss: 0.9816 Cls_loss: 1.754 Topk: N/A ada_p: 0.2205
[INFO] 2021-10-25 08:13:11 > Step: 490500 Progress: 49.0% Elapsed: 6 days, 18:00:50 Gen_loss: 3.197 Dis_loss: 1.25 Cls_loss: 1.647 Topk: N/A ada_p: 0.217
[INFO] 2021-10-25 08:14:46 > Step: 490600 Progress: 49.1% Elapsed: 6 days, 18:02:25 Gen_loss: 1.298 Dis_loss: 0.9123 Cls_loss: 1.54 Topk: N/A ada_p: 0.215
[INFO] 2021-10-25 08:16:31 > Step: 490700 Progress: 49.1% Elapsed: 6 days, 18:04:10 Gen_loss: 1.073 Dis_loss: 0.8683 Cls_loss: 1.657 Topk: N/A ada_p: 0.2159
[INFO] 2021-10-25 08:18:06 > Step: 490800 Progress: 49.1% Elapsed: 6 days, 18:05:45 Gen_loss: 1.78 Dis_loss: 1.132 Cls_loss: 1.822 Topk: N/A ada_p: 0.2154
[INFO] 2021-10-25 08:19:41 > Step: 490900 Progress: 49.1% Elapsed: 6 days, 18:07:20 Gen_loss: 3.677 Dis_loss: 0.9658 Cls_loss: 1.684 Topk: N/A ada_p: 0.218
[INFO] 2021-10-25 08:21:16 > Step: 491000 Progress: 49.1% Elapsed: 6 days, 18:08:55 Gen_loss: 2.473 Dis_loss: 0.9274 Cls_loss: 1.789 Topk: N/A ada_p: 0.2206
[INFO] 2021-10-25 08:23:01 > Step: 491100 Progress: 49.1% Elapsed: 6 days, 18:10:40 Gen_loss: 0.8755 Dis_loss: 2.309 Cls_loss: 1.923 Topk: N/A ada_p: 0.2195
[INFO] 2021-10-25 08:24:36 > Step: 491200 Progress: 49.1% Elapsed: 6 days, 18:12:15 Gen_loss: 1.809 Dis_loss: 1.067 Cls_loss: 1.897 Topk: N/A ada_p: 0.2159
[INFO] 2021-10-25 08:26:10 > Step: 491300 Progress: 49.1% Elapsed: 6 days, 18:13:49 Gen_loss: 2.518 Dis_loss: 0.994 Cls_loss: 1.735 Topk: N/A ada_p: 0.2091
[INFO] 2021-10-25 08:27:44 > Step: 491400 Progress: 49.1% Elapsed: 6 days, 18:15:23 Gen_loss: 2.241 Dis_loss: 0.8299 Cls_loss: 1.939 Topk: N/A ada_p: 0.2191
[INFO] 2021-10-25 08:29:29 > Step: 491500 Progress: 49.1% Elapsed: 6 days, 18:17:08 Gen_loss: 2.137 Dis_loss: 1.168 Cls_loss: 1.816 Topk: N/A ada_p: 0.22
[INFO] 2021-10-25 08:31:03 > Step: 491600 Progress: 49.2% Elapsed: 6 days, 18:18:42 Gen_loss: 1.317 Dis_loss: 0.888 Cls_loss: 1.551 Topk: N/A ada_p: 0.2212
[INFO] 2021-10-25 08:32:38 > Step: 491700 Progress: 49.2% Elapsed: 6 days, 18:20:17 Gen_loss: 1.909 Dis_loss: 1.013 Cls_loss: 1.88 Topk: N/A ada_p: 0.2196
[INFO] 2021-10-25 08:34:23 > Step: 491800 Progress: 49.2% Elapsed: 6 days, 18:22:02 Gen_loss: 1.734 Dis_loss: 0.7536 Cls_loss: 1.621 Topk: N/A ada_p: 0.2152
[INFO] 2021-10-25 08:35:57 > Step: 491900 Progress: 49.2% Elapsed: 6 days, 18:23:36 Gen_loss: 2.843 Dis_loss: 1.398 Cls_loss: 2.097 Topk: N/A ada_p: 0.2205
[INFO] 2021-10-25 08:37:32 > Step: 492000 Progress: 49.2% Elapsed: 6 days, 18:25:11 Gen_loss: 2.593 Dis_loss: 1.465 Cls_loss: 2.009 Topk: N/A ada_p: 0.2159
[INFO] 2021-10-25 08:39:06 > Step: 492100 Progress: 49.2% Elapsed: 6 days, 18:26:45 Gen_loss: 2.868 Dis_loss: 0.7602 Cls_loss: 1.412 Topk: N/A ada_p: 0.217
[INFO] 2021-10-25 08:40:50 > Step: 492200 Progress: 49.2% Elapsed: 6 days, 18:28:29 Gen_loss: 1.735 Dis_loss: 1.314 Cls_loss: 1.708 Topk: N/A ada_p: 0.2209
[INFO] 2021-10-25 08:42:25 > Step: 492300 Progress: 49.2% Elapsed: 6 days, 18:30:04 Gen_loss: 1.634 Dis_loss: 0.7849 Cls_loss: 1.761 Topk: N/A ada_p: 0.2195
[INFO] 2021-10-25 08:44:01 > Step: 492400 Progress: 49.2% Elapsed: 6 days, 18:31:40 Gen_loss: 5.593 Dis_loss: 1.776 Cls_loss: 1.625 Topk: N/A ada_p: 0.2143
[INFO] 2021-10-25 08:45:36 > Step: 492500 Progress: 49.2% Elapsed: 6 days, 18:33:15 Gen_loss: 2.753 Dis_loss: 0.9456 Cls_loss: 1.886 Topk: N/A ada_p: 0.214
[INFO] 2021-10-25 08:47:21 > Step: 492600 Progress: 49.3% Elapsed: 6 days, 18:35:00 Gen_loss: 2.415 Dis_loss: 0.8318 Cls_loss: 1.727 Topk: N/A ada_p: 0.2119
[INFO] 2021-10-25 08:48:56 > Step: 492700 Progress: 49.3% Elapsed: 6 days, 18:36:34 Gen_loss: 2.45 Dis_loss: 0.7755 Cls_loss: 1.727 Topk: N/A ada_p: 0.2108
[INFO] 2021-10-25 08:50:30 > Step: 492800 Progress: 49.3% Elapsed: 6 days, 18:38:09 Gen_loss: 2.225 Dis_loss: 0.7996 Cls_loss: 1.91 Topk: N/A ada_p: 0.2138
[INFO] 2021-10-25 08:52:05 > Step: 492900 Progress: 49.3% Elapsed: 6 days, 18:39:44 Gen_loss: 2.279 Dis_loss: 0.8276 Cls_loss: 1.655 Topk: N/A ada_p: 0.2114
[INFO] 2021-10-25 08:53:50 > Step: 493000 Progress: 49.3% Elapsed: 6 days, 18:41:29 Gen_loss: 2.305 Dis_loss: 0.6765 Cls_loss: 1.772 Topk: N/A ada_p: 0.214
[INFO] 2021-10-25 08:55:25 > Step: 493100 Progress: 49.3% Elapsed: 6 days, 18:43:04 Gen_loss: 3.254 Dis_loss: 0.9528 Cls_loss: 1.782 Topk: N/A ada_p: 0.2218
[INFO] 2021-10-25 08:57:00 > Step: 493200 Progress: 49.3% Elapsed: 6 days, 18:44:39 Gen_loss: 1.984 Dis_loss: 1.17 Cls_loss: 1.951 Topk: N/A ada_p: 0.2225
[INFO] 2021-10-25 08:58:36 > Step: 493300 Progress: 49.3% Elapsed: 6 days, 18:46:15 Gen_loss: 2.294 Dis_loss: 0.7109 Cls_loss: 1.541 Topk: N/A ada_p: 0.2142
[INFO] 2021-10-25 09:00:21 > Step: 493400 Progress: 49.3% Elapsed: 6 days, 18:48:00 Gen_loss: 1.563 Dis_loss: 0.7198 Cls_loss: 1.667 Topk: N/A ada_p: 0.2134
[INFO] 2021-10-25 09:01:57 > Step: 493500 Progress: 49.4% Elapsed: 6 days, 18:49:35 Gen_loss: 7.184 Dis_loss: 0.9773 Cls_loss: 1.636 Topk: N/A ada_p: 0.21
[INFO] 2021-10-25 09:03:32 > Step: 493600 Progress: 49.4% Elapsed: 6 days, 18:51:11 Gen_loss: 1.781 Dis_loss: 1.178 Cls_loss: 1.731 Topk: N/A ada_p: 0.2164
[INFO] 2021-10-25 09:05:06 > Step: 493700 Progress: 49.4% Elapsed: 6 days, 18:52:45 Gen_loss: 3.456 Dis_loss: 1.057 Cls_loss: 1.705 Topk: N/A ada_p: 0.2232
[INFO] 2021-10-25 09:06:51 > Step: 493800 Progress: 49.4% Elapsed: 6 days, 18:54:30 Gen_loss: 1.354 Dis_loss: 0.8464 Cls_loss: 1.671 Topk: N/A ada_p: 0.2198
[INFO] 2021-10-25 09:08:27 > Step: 493900 Progress: 49.4% Elapsed: 6 days, 18:56:05 Gen_loss: 1.754 Dis_loss: 0.6818 Cls_loss: 1.75 Topk: N/A ada_p: 0.2207
[INFO] 2021-10-25 09:10:01 > Step: 494000 Progress: 49.4% Elapsed: 6 days, 18:57:40 Gen_loss: 2.181 Dis_loss: 0.9914 Cls_loss: 2.226 Topk: N/A ada_p: 0.221
[INFO] 2021-10-25 09:11:36 > Step: 494100 Progress: 49.4% Elapsed: 6 days, 18:59:15 Gen_loss: 4.075 Dis_loss: 0.7867 Cls_loss: 1.769 Topk: N/A ada_p: 0.2152
[INFO] 2021-10-25 09:13:21 > Step: 494200 Progress: 49.4% Elapsed: 6 days, 19:01:00 Gen_loss: 4.214 Dis_loss: 1.473 Cls_loss: 1.688 Topk: N/A ada_p: 0.2152
[INFO] 2021-10-25 09:14:56 > Step: 494300 Progress: 49.4% Elapsed: 6 days, 19:02:35 Gen_loss: 3.095 Dis_loss: 1.098 Cls_loss: 1.572 Topk: N/A ada_p: 0.2151
[INFO] 2021-10-25 09:16:30 > Step: 494400 Progress: 49.4% Elapsed: 6 days, 19:04:09 Gen_loss: 3.22 Dis_loss: 1.065 Cls_loss: 1.726 Topk: N/A ada_p: 0.2156
[INFO] 2021-10-25 09:18:05 > Step: 494500 Progress: 49.5% Elapsed: 6 days, 19:05:44 Gen_loss: 2.18 Dis_loss: 0.7095 Cls_loss: 1.948 Topk: N/A ada_p: 0.2178
[INFO] 2021-10-25 09:19:50 > Step: 494600 Progress: 49.5% Elapsed: 6 days, 19:07:29 Gen_loss: 2.223 Dis_loss: 1.381 Cls_loss: 1.927 Topk: N/A ada_p: 0.2237
[INFO] 2021-10-25 09:21:26 > Step: 494700 Progress: 49.5% Elapsed: 6 days, 19:09:05 Gen_loss: 2.427 Dis_loss: 0.6939 Cls_loss: 1.771 Topk: N/A ada_p: 0.2207
[INFO] 2021-10-25 09:23:00 > Step: 494800 Progress: 49.5% Elapsed: 6 days, 19:10:39 Gen_loss: 2.026 Dis_loss: 0.7579 Cls_loss: 1.73 Topk: N/A ada_p: 0.2215
[INFO] 2021-10-25 09:24:36 > Step: 494900 Progress: 49.5% Elapsed: 6 days, 19:12:15 Gen_loss: 3.116 Dis_loss: 1.083 Cls_loss: 1.75 Topk: N/A ada_p: 0.2257
[INFO] 2021-10-25 09:26:21 > Step: 495000 Progress: 49.5% Elapsed: 6 days, 19:14:00 Gen_loss: 2.347 Dis_loss: 0.6339 Cls_loss: 1.471 Topk: N/A ada_p: 0.2237
[INFO] 2021-10-25 09:27:56 > Step: 495100 Progress: 49.5% Elapsed: 6 days, 19:15:35 Gen_loss: 2.41 Dis_loss: 0.8298 Cls_loss: 1.771 Topk: N/A ada_p: 0.2248
[INFO] 2021-10-25 09:29:30 > Step: 495200 Progress: 49.5% Elapsed: 6 days, 19:17:09 Gen_loss: 2.015 Dis_loss: 1.096 Cls_loss: 1.872 Topk: N/A ada_p: 0.2305
[INFO] 2021-10-25 09:31:06 > Step: 495300 Progress: 49.5% Elapsed: 6 days, 19:18:44 Gen_loss: 1.844 Dis_loss: 1.238 Cls_loss: 2.169 Topk: N/A ada_p: 0.2255
[INFO] 2021-10-25 09:32:51 > Step: 495400 Progress: 49.5% Elapsed: 6 days, 19:20:29 Gen_loss: 1.805 Dis_loss: 0.7335 Cls_loss: 1.656 Topk: N/A ada_p: 0.2298
[INFO] 2021-10-25 09:34:26 > Step: 495500 Progress: 49.5% Elapsed: 6 days, 19:22:05 Gen_loss: 3.229 Dis_loss: 0.6566 Cls_loss: 1.448 Topk: N/A ada_p: 0.2243
[INFO] 2021-10-25 09:36:01 > Step: 495600 Progress: 49.6% Elapsed: 6 days, 19:23:39 Gen_loss: 1.899 Dis_loss: 0.9775 Cls_loss: 1.843 Topk: N/A ada_p: 0.2228
[INFO] 2021-10-25 09:37:46 > Step: 495700 Progress: 49.6% Elapsed: 6 days, 19:25:25 Gen_loss: 1.276 Dis_loss: 0.7055 Cls_loss: 1.628 Topk: N/A ada_p: 0.2255
[INFO] 2021-10-25 09:39:21 > Step: 495800 Progress: 49.6% Elapsed: 6 days, 19:27:00 Gen_loss: 1.653 Dis_loss: 1.076 Cls_loss: 1.82 Topk: N/A ada_p: 0.2232
[INFO] 2021-10-25 09:40:56 > Step: 495900 Progress: 49.6% Elapsed: 6 days, 19:28:35 Gen_loss: 1.651 Dis_loss: 0.6089 Cls_loss: 1.562 Topk: N/A ada_p: 0.2218
[INFO] 2021-10-25 09:42:31 > Step: 496000 Progress: 49.6% Elapsed: 6 days, 19:30:10 Gen_loss: 1.527 Dis_loss: 1.079 Cls_loss: 1.583 Topk: N/A ada_p: 0.2205
[INFO] 2021-10-25 09:44:16 > Step: 496100 Progress: 49.6% Elapsed: 6 days, 19:31:55 Gen_loss: 1.654 Dis_loss: 1.111 Cls_loss: 1.494 Topk: N/A ada_p: 0.2168
[INFO] 2021-10-25 09:45:51 > Step: 496200 Progress: 49.6% Elapsed: 6 days, 19:33:30 Gen_loss: 2.834 Dis_loss: 1.475 Cls_loss: 2.003 Topk: N/A ada_p: 0.215
[INFO] 2021-10-25 09:47:26 > Step: 496300 Progress: 49.6% Elapsed: 6 days, 19:35:05 Gen_loss: 3.68 Dis_loss: 1.112 Cls_loss: 1.482 Topk: N/A ada_p: 0.2154
[INFO] 2021-10-25 09:49:01 > Step: 496400 Progress: 49.6% Elapsed: 6 days, 19:36:40 Gen_loss: 3.229 Dis_loss: 1.189 Cls_loss: 1.965 Topk: N/A ada_p: 0.2261
[INFO] 2021-10-25 09:50:46 > Step: 496500 Progress: 49.6% Elapsed: 6 days, 19:38:25 Gen_loss: 2.564 Dis_loss: 0.9626 Cls_loss: 2.015 Topk: N/A ada_p: 0.2227
[INFO] 2021-10-25 09:52:20 > Step: 496600 Progress: 49.7% Elapsed: 6 days, 19:39:59 Gen_loss: 2.463 Dis_loss: 0.7607 Cls_loss: 1.72 Topk: N/A ada_p: 0.2288
[INFO] 2021-10-25 09:53:55 > Step: 496700 Progress: 49.7% Elapsed: 6 days, 19:41:34 Gen_loss: 2.28 Dis_loss: 0.7254 Cls_loss: 1.625 Topk: N/A ada_p: 0.2169
[INFO] 2021-10-25 09:55:30 > Step: 496800 Progress: 49.7% Elapsed: 6 days, 19:43:08 Gen_loss: 2.29 Dis_loss: 1.026 Cls_loss: 1.983 Topk: N/A ada_p: 0.2179
[INFO] 2021-10-25 09:57:15 > Step: 496900 Progress: 49.7% Elapsed: 6 days, 19:44:54 Gen_loss: 2.072 Dis_loss: 1.044 Cls_loss: 1.83 Topk: N/A ada_p: 0.2134
[INFO] 2021-10-25 09:58:50 > Step: 497000 Progress: 49.7% Elapsed: 6 days, 19:46:29 Gen_loss: 1.894 Dis_loss: 0.7669 Cls_loss: 1.845 Topk: N/A ada_p: 0.2204
[INFO] 2021-10-25 10:00:26 > Step: 497100 Progress: 49.7% Elapsed: 6 days, 19:48:04 Gen_loss: 2.39 Dis_loss: 0.9253 Cls_loss: 2.059 Topk: N/A ada_p: 0.2113
[INFO] 2021-10-25 10:02:00 > Step: 497200 Progress: 49.7% Elapsed: 6 days, 19:49:39 Gen_loss: 2.417 Dis_loss: 0.7083 Cls_loss: 1.686 Topk: N/A ada_p: 0.2128
[INFO] 2021-10-25 10:03:45 > Step: 497300 Progress: 49.7% Elapsed: 6 days, 19:51:24 Gen_loss: 2.409 Dis_loss: 1.135 Cls_loss: 1.737 Topk: N/A ada_p: 0.2155
[INFO] 2021-10-25 10:05:20 > Step: 497400 Progress: 49.7% Elapsed: 6 days, 19:52:59 Gen_loss: 2.895 Dis_loss: 0.8129 Cls_loss: 1.334 Topk: N/A ada_p: 0.215
[INFO] 2021-10-25 10:06:55 > Step: 497500 Progress: 49.8% Elapsed: 6 days, 19:54:34 Gen_loss: 2.444 Dis_loss: 1.002 Cls_loss: 1.778 Topk: N/A ada_p: 0.2166
[INFO] 2021-10-25 10:08:30 > Step: 497600 Progress: 49.8% Elapsed: 6 days, 19:56:08 Gen_loss: 2.527 Dis_loss: 1.03 Cls_loss: 1.884 Topk: N/A ada_p: 0.22
[INFO] 2021-10-25 10:10:15 > Step: 497700 Progress: 49.8% Elapsed: 6 days, 19:57:53 Gen_loss: 3.488 Dis_loss: 1.083 Cls_loss: 2.136 Topk: N/A ada_p: 0.218
[INFO] 2021-10-25 10:11:50 > Step: 497800 Progress: 49.8% Elapsed: 6 days, 19:59:29 Gen_loss: 2.889 Dis_loss: 1.319 Cls_loss: 1.736 Topk: N/A ada_p: 0.2232
[INFO] 2021-10-25 10:13:25 > Step: 497900 Progress: 49.8% Elapsed: 6 days, 20:01:04 Gen_loss: 2.684 Dis_loss: 0.8016 Cls_loss: 1.688 Topk: N/A ada_p: 0.2113
[INFO] 2021-10-25 10:15:00 > Step: 498000 Progress: 49.8% Elapsed: 6 days, 20:02:39 Gen_loss: 2.65 Dis_loss: 0.6751 Cls_loss: 1.569 Topk: N/A ada_p: 0.2123
[INFO] 2021-10-25 10:16:45 > Step: 498100 Progress: 49.8% Elapsed: 6 days, 20:04:24 Gen_loss: 3.7 Dis_loss: 1.14 Cls_loss: 1.589 Topk: N/A ada_p: 0.2101
[INFO] 2021-10-25 10:18:20 > Step: 498200 Progress: 49.8% Elapsed: 6 days, 20:05:59 Gen_loss: 1.778 Dis_loss: 1.077 Cls_loss: 1.674 Topk: N/A ada_p: 0.2132
[INFO] 2021-10-25 10:19:55 > Step: 498300 Progress: 49.8% Elapsed: 6 days, 20:07:34 Gen_loss: 3.201 Dis_loss: 0.8116 Cls_loss: 1.537 Topk: N/A ada_p: 0.211
[INFO] 2021-10-25 10:21:30 > Step: 498400 Progress: 49.8% Elapsed: 6 days, 20:09:09 Gen_loss: 2.449 Dis_loss: 0.9247 Cls_loss: 1.725 Topk: N/A ada_p: 0.2174
[INFO] 2021-10-25 10:23:16 > Step: 498500 Progress: 49.9% Elapsed: 6 days, 20:10:54 Gen_loss: 1.655 Dis_loss: 1.776 Cls_loss: 1.446 Topk: N/A ada_p: 0.2163
[INFO] 2021-10-25 10:24:51 > Step: 498600 Progress: 49.9% Elapsed: 6 days, 20:12:29 Gen_loss: 3.537 Dis_loss: 1.74 Cls_loss: 1.525 Topk: N/A ada_p: 0.2244
[INFO] 2021-10-25 10:26:26 > Step: 498700 Progress: 49.9% Elapsed: 6 days, 20:14:05 Gen_loss: 2.657 Dis_loss: 1.055 Cls_loss: 1.887 Topk: N/A ada_p: 0.2236
[INFO] 2021-10-25 10:28:02 > Step: 498800 Progress: 49.9% Elapsed: 6 days, 20:15:40 Gen_loss: 1.973 Dis_loss: 0.98 Cls_loss: 1.798 Topk: N/A ada_p: 0.2223
[INFO] 2021-10-25 10:29:47 > Step: 498900 Progress: 49.9% Elapsed: 6 days, 20:17:26 Gen_loss: 2.125 Dis_loss: 0.8104 Cls_loss: 1.631 Topk: N/A ada_p: 0.2237
[INFO] 2021-10-25 10:31:23 > Step: 499000 Progress: 49.9% Elapsed: 6 days, 20:19:02 Gen_loss: 3.139 Dis_loss: 0.6878 Cls_loss: 1.443 Topk: N/A ada_p: 0.2242
[INFO] 2021-10-25 10:32:59 > Step: 499100 Progress: 49.9% Elapsed: 6 days, 20:20:38 Gen_loss: 2.38 Dis_loss: 0.7824 Cls_loss: 1.766 Topk: N/A ada_p: 0.2184
[INFO] 2021-10-25 10:34:35 > Step: 499200 Progress: 49.9% Elapsed: 6 days, 20:22:13 Gen_loss: 2.249 Dis_loss: 0.7968 Cls_loss: 1.869 Topk: N/A ada_p: 0.2151
[INFO] 2021-10-25 10:36:20 > Step: 499300 Progress: 49.9% Elapsed: 6 days, 20:23:59 Gen_loss: 2.123 Dis_loss: 0.91 Cls_loss: 1.966 Topk: N/A ada_p: 0.2214
[INFO] 2021-10-25 10:37:55 > Step: 499400 Progress: 49.9% Elapsed: 6 days, 20:25:33 Gen_loss: 2.121 Dis_loss: 1.176 Cls_loss: 1.741 Topk: N/A ada_p: 0.2206
[INFO] 2021-10-25 10:39:31 > Step: 499500 Progress: 50.0% Elapsed: 6 days, 20:27:09 Gen_loss: 2.709 Dis_loss: 1.108 Cls_loss: 1.747 Topk: N/A ada_p: 0.2218
[INFO] 2021-10-25 10:41:16 > Step: 499600 Progress: 50.0% Elapsed: 6 days, 20:28:55 Gen_loss: 2.74 Dis_loss: 0.802 Cls_loss: 1.767 Topk: N/A ada_p: 0.2184
[INFO] 2021-10-25 10:42:50 > Step: 499700 Progress: 50.0% Elapsed: 6 days, 20:30:29 Gen_loss: 1.893 Dis_loss: 1.011 Cls_loss: 1.732 Topk: N/A ada_p: 0.215
[INFO] 2021-10-25 10:44:25 > Step: 499800 Progress: 50.0% Elapsed: 6 days, 20:32:04 Gen_loss: 3.378 Dis_loss: 1.418 Cls_loss: 1.922 Topk: N/A ada_p: 0.2219
[INFO] 2021-10-25 10:46:01 > Step: 499900 Progress: 50.0% Elapsed: 6 days, 20:33:40 Gen_loss: 2.929 Dis_loss: 0.8681 Cls_loss: 1.77 Topk: N/A ada_p: 0.2123
[INFO] 2021-10-25 10:47:46 > Step: 500000 Progress: 50.0% Elapsed: 6 days, 20:35:25 Gen_loss: 2.595 Dis_loss: 0.8359 Cls_loss: 1.446 Topk: N/A ada_p: 0.2082
[INFO] 2021-10-25 10:47:47 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 10:47:48 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_500000.png
[INFO] 2021-10-25 10:47:48 > Start Evaluation (500000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-25 10:47:48 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-25 10:53:21 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-25 10:58:59 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-25 11:23:55 > Inception score (Step: 500000, 50000 generated images): 10.589812278747559
[INFO] 2021-10-25 11:23:55 > FID score (Step: 500000, Using train moments): 2.6009795309179253
[INFO] 2021-10-25 11:23:55 > Improved Precision (Step: 500000, Using train images): 0.76674
[INFO] 2021-10-25 11:23:55 > Improved Recall (Step: 500000, Using train images): 0.63372
[INFO] 2021-10-25 11:23:55 > Density (Step: 500000, Using train images): 1.113928
[INFO] 2021-10-25 11:23:55 > Coverage (Step: 500000, Using train images): 0.92944
[INFO] 2021-10-25 11:23:55 > Best FID score (Step: 500000, Using train moments): 2.6009795309179253
[INFO] 2021-10-25 11:24:17 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-25 11:29:15 > Step: 500100 Progress: 50.0% Elapsed: 6 days, 21:16:54 Gen_loss: 3.733 Dis_loss: 2.328 Cls_loss: 1.669 Topk: N/A ada_p: 0.2109
[INFO] 2021-10-25 11:30:50 > Step: 500200 Progress: 50.0% Elapsed: 6 days, 21:18:28 Gen_loss: 3.776 Dis_loss: 1.123 Cls_loss: 2.346 Topk: N/A ada_p: 0.2157
[INFO] 2021-10-25 11:32:24 > Step: 500300 Progress: 50.0% Elapsed: 6 days, 21:20:03 Gen_loss: 3.217 Dis_loss: 0.9296 Cls_loss: 1.723 Topk: N/A ada_p: 0.2187
[INFO] 2021-10-25 11:34:16 > Step: 500400 Progress: 50.0% Elapsed: 6 days, 21:21:55 Gen_loss: 2.639 Dis_loss: 1.332 Cls_loss: 1.876 Topk: N/A ada_p: 0.2212
[INFO] 2021-10-25 11:35:51 > Step: 500500 Progress: 50.0% Elapsed: 6 days, 21:23:30 Gen_loss: 2.349 Dis_loss: 1.247 Cls_loss: 2.271 Topk: N/A ada_p: 0.2206
[INFO] 2021-10-25 11:37:25 > Step: 500600 Progress: 50.1% Elapsed: 6 days, 21:25:04 Gen_loss: 2.387 Dis_loss: 1.007 Cls_loss: 1.698 Topk: N/A ada_p: 0.2157
[INFO] 2021-10-25 11:38:59 > Step: 500700 Progress: 50.1% Elapsed: 6 days, 21:26:38 Gen_loss: 1.994 Dis_loss: 0.9156 Cls_loss: 1.714 Topk: N/A ada_p: 0.2133
[INFO] 2021-10-25 11:40:44 > Step: 500800 Progress: 50.1% Elapsed: 6 days, 21:28:23 Gen_loss: 2.927 Dis_loss: 0.7991 Cls_loss: 1.77 Topk: N/A ada_p: 0.2115
[INFO] 2021-10-25 11:42:18 > Step: 500900 Progress: 50.1% Elapsed: 6 days, 21:29:57 Gen_loss: 2.444 Dis_loss: 1.028 Cls_loss: 1.914 Topk: N/A ada_p: 0.216
[INFO] 2021-10-25 11:43:53 > Step: 501000 Progress: 50.1% Elapsed: 6 days, 21:31:32 Gen_loss: 1.5 Dis_loss: 0.8474 Cls_loss: 1.677 Topk: N/A ada_p: 0.2168
[INFO] 2021-10-25 11:45:27 > Step: 501100 Progress: 50.1% Elapsed: 6 days, 21:33:06 Gen_loss: 2.258 Dis_loss: 1.361 Cls_loss: 2.262 Topk: N/A ada_p: 0.2187
[INFO] 2021-10-25 11:47:13 > Step: 501200 Progress: 50.1% Elapsed: 6 days, 21:34:51 Gen_loss: 2.351 Dis_loss: 0.8866 Cls_loss: 2.054 Topk: N/A ada_p: 0.2179
[INFO] 2021-10-25 11:48:47 > Step: 501300 Progress: 50.1% Elapsed: 6 days, 21:36:26 Gen_loss: 2.972 Dis_loss: 0.9364 Cls_loss: 1.73 Topk: N/A ada_p: 0.2201
[INFO] 2021-10-25 11:50:21 > Step: 501400 Progress: 50.1% Elapsed: 6 days, 21:38:00 Gen_loss: 1.727 Dis_loss: 1.148 Cls_loss: 1.958 Topk: N/A ada_p: 0.2216
[INFO] 2021-10-25 11:51:55 > Step: 501500 Progress: 50.1% Elapsed: 6 days, 21:39:34 Gen_loss: 2.683 Dis_loss: 0.7193 Cls_loss: 1.483 Topk: N/A ada_p: 0.22
[INFO] 2021-10-25 11:53:39 > Step: 501600 Progress: 50.2% Elapsed: 6 days, 21:41:18 Gen_loss: 1.653 Dis_loss: 0.9598 Cls_loss: 1.787 Topk: N/A ada_p: 0.22
[INFO] 2021-10-25 11:55:14 > Step: 501700 Progress: 50.2% Elapsed: 6 days, 21:42:53 Gen_loss: 1.318 Dis_loss: 1.11 Cls_loss: 1.669 Topk: N/A ada_p: 0.2193
[INFO] 2021-10-25 11:56:49 > Step: 501800 Progress: 50.2% Elapsed: 6 days, 21:44:27 Gen_loss: 2.276 Dis_loss: 0.8859 Cls_loss: 1.912 Topk: N/A ada_p: 0.2183
[INFO] 2021-10-25 11:58:24 > Step: 501900 Progress: 50.2% Elapsed: 6 days, 21:46:03 Gen_loss: 0.999 Dis_loss: 1.364 Cls_loss: 1.69 Topk: N/A ada_p: 0.2182
[INFO] 2021-10-25 12:00:09 > Step: 502000 Progress: 50.2% Elapsed: 6 days, 21:47:48 Gen_loss: 2.281 Dis_loss: 1.004 Cls_loss: 1.552 Topk: N/A ada_p: 0.2189
[INFO] 2021-10-25 12:01:44 > Step: 502100 Progress: 50.2% Elapsed: 6 days, 21:49:23 Gen_loss: 2.037 Dis_loss: 0.7491 Cls_loss: 1.671 Topk: N/A ada_p: 0.2224
[INFO] 2021-10-25 12:03:19 > Step: 502200 Progress: 50.2% Elapsed: 6 days, 21:50:58 Gen_loss: 2.218 Dis_loss: 1.238 Cls_loss: 1.688 Topk: N/A ada_p: 0.2224
[INFO] 2021-10-25 12:04:54 > Step: 502300 Progress: 50.2% Elapsed: 6 days, 21:52:33 Gen_loss: 1.911 Dis_loss: 0.9049 Cls_loss: 1.643 Topk: N/A ada_p: 0.2266
[INFO] 2021-10-25 12:06:39 > Step: 502400 Progress: 50.2% Elapsed: 6 days, 21:54:18 Gen_loss: 1.788 Dis_loss: 1.353 Cls_loss: 1.737 Topk: N/A ada_p: 0.2264
[INFO] 2021-10-25 12:08:15 > Step: 502500 Progress: 50.2% Elapsed: 6 days, 21:55:54 Gen_loss: 1.893 Dis_loss: 0.8368 Cls_loss: 1.641 Topk: N/A ada_p: 0.2206
[INFO] 2021-10-25 12:09:49 > Step: 502600 Progress: 50.3% Elapsed: 6 days, 21:57:28 Gen_loss: 2.568 Dis_loss: 1.169 Cls_loss: 1.552 Topk: N/A ada_p: 0.2244
[INFO] 2021-10-25 12:11:25 > Step: 502700 Progress: 50.3% Elapsed: 6 days, 21:59:03 Gen_loss: 3.525 Dis_loss: 1.3 Cls_loss: 1.753 Topk: N/A ada_p: 0.2215
[INFO] 2021-10-25 12:13:09 > Step: 502800 Progress: 50.3% Elapsed: 6 days, 22:00:48 Gen_loss: 2.257 Dis_loss: 1.053 Cls_loss: 1.978 Topk: N/A ada_p: 0.2187
[INFO] 2021-10-25 12:14:45 > Step: 502900 Progress: 50.3% Elapsed: 6 days, 22:02:24 Gen_loss: 2.287 Dis_loss: 1.221 Cls_loss: 1.838 Topk: N/A ada_p: 0.225
[INFO] 2021-10-25 12:16:23 > Step: 503000 Progress: 50.3% Elapsed: 6 days, 22:04:02 Gen_loss: 4.187 Dis_loss: 1.032 Cls_loss: 1.8 Topk: N/A ada_p: 0.2234
[INFO] 2021-10-25 12:17:58 > Step: 503100 Progress: 50.3% Elapsed: 6 days, 22:05:37 Gen_loss: 2.245 Dis_loss: 0.7587 Cls_loss: 1.666 Topk: N/A ada_p: 0.2205
[INFO] 2021-10-25 12:19:43 > Step: 503200 Progress: 50.3% Elapsed: 6 days, 22:07:22 Gen_loss: 1.872 Dis_loss: 0.7163 Cls_loss: 1.574 Topk: N/A ada_p: 0.22
[INFO] 2021-10-25 12:21:18 > Step: 503300 Progress: 50.3% Elapsed: 6 days, 22:08:57 Gen_loss: 3.157 Dis_loss: 0.9962 Cls_loss: 1.703 Topk: N/A ada_p: 0.2242
[INFO] 2021-10-25 12:22:53 > Step: 503400 Progress: 50.3% Elapsed: 6 days, 22:10:32 Gen_loss: 3.096 Dis_loss: 1.082 Cls_loss: 1.843 Topk: N/A ada_p: 0.2201
[INFO] 2021-10-25 12:24:39 > Step: 503500 Progress: 50.3% Elapsed: 6 days, 22:12:18 Gen_loss: 1.875 Dis_loss: 1.106 Cls_loss: 1.9 Topk: N/A ada_p: 0.2218
[INFO] 2021-10-25 12:26:13 > Step: 503600 Progress: 50.4% Elapsed: 6 days, 22:13:52 Gen_loss: 3.15 Dis_loss: 1.026 Cls_loss: 1.822 Topk: N/A ada_p: 0.2241
[INFO] 2021-10-25 12:27:48 > Step: 503700 Progress: 50.4% Elapsed: 6 days, 22:15:27 Gen_loss: 1.377 Dis_loss: 1.362 Cls_loss: 1.548 Topk: N/A ada_p: 0.2209
[INFO] 2021-10-25 12:29:22 > Step: 503800 Progress: 50.4% Elapsed: 6 days, 22:17:01 Gen_loss: 2.431 Dis_loss: 0.7643 Cls_loss: 1.772 Topk: N/A ada_p: 0.2137
[INFO] 2021-10-25 12:31:08 > Step: 503900 Progress: 50.4% Elapsed: 6 days, 22:18:47 Gen_loss: 2.847 Dis_loss: 1.235 Cls_loss: 1.969 Topk: N/A ada_p: 0.222
[INFO] 2021-10-25 12:32:43 > Step: 504000 Progress: 50.4% Elapsed: 6 days, 22:20:21 Gen_loss: 3.184 Dis_loss: 0.983 Cls_loss: 1.876 Topk: N/A ada_p: 0.2241
[INFO] 2021-10-25 12:34:18 > Step: 504100 Progress: 50.4% Elapsed: 6 days, 22:21:56 Gen_loss: 3.282 Dis_loss: 1.048 Cls_loss: 2.047 Topk: N/A ada_p: 0.2247
[INFO] 2021-10-25 12:35:52 > Step: 504200 Progress: 50.4% Elapsed: 6 days, 22:23:31 Gen_loss: 3.015 Dis_loss: 0.8292 Cls_loss: 1.882 Topk: N/A ada_p: 0.2237
[INFO] 2021-10-25 12:37:37 > Step: 504300 Progress: 50.4% Elapsed: 6 days, 22:25:16 Gen_loss: 2.537 Dis_loss: 0.9793 Cls_loss: 1.753 Topk: N/A ada_p: 0.2261
[INFO] 2021-10-25 12:39:12 > Step: 504400 Progress: 50.4% Elapsed: 6 days, 22:26:51 Gen_loss: 2.414 Dis_loss: 0.6812 Cls_loss: 1.341 Topk: N/A ada_p: 0.2261
[INFO] 2021-10-25 12:40:47 > Step: 504500 Progress: 50.4% Elapsed: 6 days, 22:28:26 Gen_loss: 1.686 Dis_loss: 1.121 Cls_loss: 2.041 Topk: N/A ada_p: 0.2237
[INFO] 2021-10-25 12:42:23 > Step: 504600 Progress: 50.5% Elapsed: 6 days, 22:30:01 Gen_loss: 3.249 Dis_loss: 1.209 Cls_loss: 1.979 Topk: N/A ada_p: 0.2188
[INFO] 2021-10-25 12:44:08 > Step: 504700 Progress: 50.5% Elapsed: 6 days, 22:31:47 Gen_loss: 2.29 Dis_loss: 1.067 Cls_loss: 1.841 Topk: N/A ada_p: 0.2202
[INFO] 2021-10-25 12:45:44 > Step: 504800 Progress: 50.5% Elapsed: 6 days, 22:33:23 Gen_loss: 2.346 Dis_loss: 0.8688 Cls_loss: 1.637 Topk: N/A ada_p: 0.2238
[INFO] 2021-10-25 12:47:20 > Step: 504900 Progress: 50.5% Elapsed: 6 days, 22:34:58 Gen_loss: 1.983 Dis_loss: 0.9342 Cls_loss: 1.905 Topk: N/A ada_p: 0.2224
[INFO] 2021-10-25 12:48:54 > Step: 505000 Progress: 50.5% Elapsed: 6 days, 22:36:33 Gen_loss: 1.933 Dis_loss: 0.9327 Cls_loss: 1.557 Topk: N/A ada_p: 0.2221
[INFO] 2021-10-25 12:50:40 > Step: 505100 Progress: 50.5% Elapsed: 6 days, 22:38:19 Gen_loss: 2.045 Dis_loss: 0.7977 Cls_loss: 1.924 Topk: N/A ada_p: 0.2259
[INFO] 2021-10-25 12:52:15 > Step: 505200 Progress: 50.5% Elapsed: 6 days, 22:39:54 Gen_loss: 2.915 Dis_loss: 1.123 Cls_loss: 1.925 Topk: N/A ada_p: 0.2279
[INFO] 2021-10-25 12:53:52 > Step: 505300 Progress: 50.5% Elapsed: 6 days, 22:41:31 Gen_loss: 2.338 Dis_loss: 0.8954 Cls_loss: 2.065 Topk: N/A ada_p: 0.2186
[INFO] 2021-10-25 12:55:28 > Step: 505400 Progress: 50.5% Elapsed: 6 days, 22:43:07 Gen_loss: 4.328 Dis_loss: 1.019 Cls_loss: 1.896 Topk: N/A ada_p: 0.2168
[INFO] 2021-10-25 12:57:15 > Step: 505500 Progress: 50.5% Elapsed: 6 days, 22:44:54 Gen_loss: 2.994 Dis_loss: 0.937 Cls_loss: 1.584 Topk: N/A ada_p: 0.2054
[INFO] 2021-10-25 12:58:50 > Step: 505600 Progress: 50.6% Elapsed: 6 days, 22:46:29 Gen_loss: 2.707 Dis_loss: 1.36 Cls_loss: 1.948 Topk: N/A ada_p: 0.2125
[INFO] 2021-10-25 13:00:25 > Step: 505700 Progress: 50.6% Elapsed: 6 days, 22:48:04 Gen_loss: 2.549 Dis_loss: 0.6699 Cls_loss: 1.589 Topk: N/A ada_p: 0.2116
[INFO] 2021-10-25 13:02:00 > Step: 505800 Progress: 50.6% Elapsed: 6 days, 22:49:39 Gen_loss: 3.248 Dis_loss: 1.009 Cls_loss: 1.988 Topk: N/A ada_p: 0.2178
[INFO] 2021-10-25 13:03:46 > Step: 505900 Progress: 50.6% Elapsed: 6 days, 22:51:25 Gen_loss: 1.628 Dis_loss: 1.251 Cls_loss: 1.676 Topk: N/A ada_p: 0.2138
[INFO] 2021-10-25 13:05:21 > Step: 506000 Progress: 50.6% Elapsed: 6 days, 22:52:59 Gen_loss: 2.435 Dis_loss: 0.6869 Cls_loss: 1.72 Topk: N/A ada_p: 0.2172
[INFO] 2021-10-25 13:06:56 > Step: 506100 Progress: 50.6% Elapsed: 6 days, 22:54:34 Gen_loss: 2.091 Dis_loss: 0.9349 Cls_loss: 1.469 Topk: N/A ada_p: 0.2142
[INFO] 2021-10-25 13:08:31 > Step: 506200 Progress: 50.6% Elapsed: 6 days, 22:56:09 Gen_loss: 1.798 Dis_loss: 1.334 Cls_loss: 1.78 Topk: N/A ada_p: 0.217
[INFO] 2021-10-25 13:10:17 > Step: 506300 Progress: 50.6% Elapsed: 6 days, 22:57:55 Gen_loss: 1.305 Dis_loss: 0.876 Cls_loss: 1.99 Topk: N/A ada_p: 0.2141
[INFO] 2021-10-25 13:11:51 > Step: 506400 Progress: 50.6% Elapsed: 6 days, 22:59:30 Gen_loss: 0.9652 Dis_loss: 1.306 Cls_loss: 1.709 Topk: N/A ada_p: 0.2156
[INFO] 2021-10-25 13:13:27 > Step: 506500 Progress: 50.6% Elapsed: 6 days, 23:01:05 Gen_loss: 1.906 Dis_loss: 0.8939 Cls_loss: 1.538 Topk: N/A ada_p: 0.2101
[INFO] 2021-10-25 13:15:02 > Step: 506600 Progress: 50.7% Elapsed: 6 days, 23:02:41 Gen_loss: 3.028 Dis_loss: 0.8294 Cls_loss: 1.564 Topk: N/A ada_p: 0.2165
[INFO] 2021-10-25 13:16:48 > Step: 506700 Progress: 50.7% Elapsed: 6 days, 23:04:26 Gen_loss: 1.22 Dis_loss: 1.423 Cls_loss: 1.561 Topk: N/A ada_p: 0.2174
[INFO] 2021-10-25 13:18:23 > Step: 506800 Progress: 50.7% Elapsed: 6 days, 23:06:02 Gen_loss: 3.479 Dis_loss: 1.026 Cls_loss: 2.163 Topk: N/A ada_p: 0.2136
[INFO] 2021-10-25 13:19:58 > Step: 506900 Progress: 50.7% Elapsed: 6 days, 23:07:37 Gen_loss: 3.225 Dis_loss: 0.8031 Cls_loss: 1.682 Topk: N/A ada_p: 0.216
[INFO] 2021-10-25 13:21:32 > Step: 507000 Progress: 50.7% Elapsed: 6 days, 23:09:11 Gen_loss: 3.487 Dis_loss: 1.182 Cls_loss: 1.96 Topk: N/A ada_p: 0.2122
[INFO] 2021-10-25 13:23:19 > Step: 507100 Progress: 50.7% Elapsed: 6 days, 23:10:58 Gen_loss: 2.114 Dis_loss: 0.6829 Cls_loss: 1.553 Topk: N/A ada_p: 0.2087
[INFO] 2021-10-25 13:24:54 > Step: 507200 Progress: 50.7% Elapsed: 6 days, 23:12:33 Gen_loss: 2.295 Dis_loss: 0.9804 Cls_loss: 2.191 Topk: N/A ada_p: 0.2128
[INFO] 2021-10-25 13:26:29 > Step: 507300 Progress: 50.7% Elapsed: 6 days, 23:14:08 Gen_loss: 1.764 Dis_loss: 0.7468 Cls_loss: 1.689 Topk: N/A ada_p: 0.215
[INFO] 2021-10-25 13:28:15 > Step: 507400 Progress: 50.7% Elapsed: 6 days, 23:15:54 Gen_loss: 1.785 Dis_loss: 0.8761 Cls_loss: 2.101 Topk: N/A ada_p: 0.2168
[INFO] 2021-10-25 13:29:50 > Step: 507500 Progress: 50.7% Elapsed: 6 days, 23:17:29 Gen_loss: 2.411 Dis_loss: 0.8957 Cls_loss: 1.635 Topk: N/A ada_p: 0.2218
[INFO] 2021-10-25 13:31:26 > Step: 507600 Progress: 50.8% Elapsed: 6 days, 23:19:04 Gen_loss: 2.273 Dis_loss: 1.492 Cls_loss: 2.153 Topk: N/A ada_p: 0.2289
[INFO] 2021-10-25 13:33:01 > Step: 507700 Progress: 50.8% Elapsed: 6 days, 23:20:39 Gen_loss: 3.21 Dis_loss: 1.154 Cls_loss: 1.865 Topk: N/A ada_p: 0.2237
[INFO] 2021-10-25 13:34:46 > Step: 507800 Progress: 50.8% Elapsed: 6 days, 23:22:25 Gen_loss: 2.571 Dis_loss: 1.394 Cls_loss: 1.669 Topk: N/A ada_p: 0.2247
[INFO] 2021-10-25 13:36:22 > Step: 507900 Progress: 50.8% Elapsed: 6 days, 23:24:00 Gen_loss: 3.179 Dis_loss: 0.8834 Cls_loss: 1.971 Topk: N/A ada_p: 0.2205
[INFO] 2021-10-25 13:37:57 > Step: 508000 Progress: 50.8% Elapsed: 6 days, 23:25:36 Gen_loss: 2.666 Dis_loss: 0.9465 Cls_loss: 1.592 Topk: N/A ada_p: 0.2164
[INFO] 2021-10-25 13:39:33 > Step: 508100 Progress: 50.8% Elapsed: 6 days, 23:27:11 Gen_loss: 2.883 Dis_loss: 0.7939 Cls_loss: 1.579 Topk: N/A ada_p: 0.2214
[INFO] 2021-10-25 13:41:18 > Step: 508200 Progress: 50.8% Elapsed: 6 days, 23:28:56 Gen_loss: 2.276 Dis_loss: 1.208 Cls_loss: 1.897 Topk: N/A ada_p: 0.2229
[INFO] 2021-10-25 13:42:53 > Step: 508300 Progress: 50.8% Elapsed: 6 days, 23:30:32 Gen_loss: 2.711 Dis_loss: 0.8057 Cls_loss: 2.077 Topk: N/A ada_p: 0.2248
[INFO] 2021-10-25 13:44:29 > Step: 508400 Progress: 50.8% Elapsed: 6 days, 23:32:07 Gen_loss: 2.318 Dis_loss: 0.7825 Cls_loss: 1.493 Topk: N/A ada_p: 0.2215
[INFO] 2021-10-25 13:46:05 > Step: 508500 Progress: 50.8% Elapsed: 6 days, 23:33:43 Gen_loss: 2.358 Dis_loss: 1.234 Cls_loss: 1.729 Topk: N/A ada_p: 0.2193
[INFO] 2021-10-25 13:47:50 > Step: 508600 Progress: 50.9% Elapsed: 6 days, 23:35:29 Gen_loss: 1.106 Dis_loss: 1.797 Cls_loss: 1.544 Topk: N/A ada_p: 0.2201
[INFO] 2021-10-25 13:49:25 > Step: 508700 Progress: 50.9% Elapsed: 6 days, 23:37:04 Gen_loss: 2.087 Dis_loss: 1.269 Cls_loss: 1.836 Topk: N/A ada_p: 0.222
[INFO] 2021-10-25 13:51:00 > Step: 508800 Progress: 50.9% Elapsed: 6 days, 23:38:39 Gen_loss: 1.502 Dis_loss: 1.064 Cls_loss: 1.793 Topk: N/A ada_p: 0.2223
[INFO] 2021-10-25 13:52:35 > Step: 508900 Progress: 50.9% Elapsed: 6 days, 23:40:14 Gen_loss: 1.706 Dis_loss: 1.149 Cls_loss: 1.73 Topk: N/A ada_p: 0.2214
[INFO] 2021-10-25 13:54:21 > Step: 509000 Progress: 50.9% Elapsed: 6 days, 23:41:59 Gen_loss: 2.565 Dis_loss: 0.9316 Cls_loss: 2.205 Topk: N/A ada_p: 0.2242
[INFO] 2021-10-25 13:55:56 > Step: 509100 Progress: 50.9% Elapsed: 6 days, 23:43:35 Gen_loss: 3.023 Dis_loss: 1.161 Cls_loss: 1.729 Topk: N/A ada_p: 0.2212
[INFO] 2021-10-25 13:57:31 > Step: 509200 Progress: 50.9% Elapsed: 6 days, 23:45:09 Gen_loss: 3.395 Dis_loss: 0.8982 Cls_loss: 1.955 Topk: N/A ada_p: 0.2182
[INFO] 2021-10-25 13:59:06 > Step: 509300 Progress: 50.9% Elapsed: 6 days, 23:46:44 Gen_loss: 1.338 Dis_loss: 1.221 Cls_loss: 1.816 Topk: N/A ada_p: 0.2209
[INFO] 2021-10-25 14:00:52 > Step: 509400 Progress: 50.9% Elapsed: 6 days, 23:48:30 Gen_loss: 3.093 Dis_loss: 0.9131 Cls_loss: 1.753 Topk: N/A ada_p: 0.2242
[INFO] 2021-10-25 14:02:27 > Step: 509500 Progress: 50.9% Elapsed: 6 days, 23:50:06 Gen_loss: 2.401 Dis_loss: 1.124 Cls_loss: 1.779 Topk: N/A ada_p: 0.222
[INFO] 2021-10-25 14:04:01 > Step: 509600 Progress: 51.0% Elapsed: 6 days, 23:51:40 Gen_loss: 2.879 Dis_loss: 0.9558 Cls_loss: 1.8 Topk: N/A ada_p: 0.2256
[INFO] 2021-10-25 14:05:36 > Step: 509700 Progress: 51.0% Elapsed: 6 days, 23:53:15 Gen_loss: 2.622 Dis_loss: 1.489 Cls_loss: 1.725 Topk: N/A ada_p: 0.2255
[INFO] 2021-10-25 14:07:22 > Step: 509800 Progress: 51.0% Elapsed: 6 days, 23:55:01 Gen_loss: 1.326 Dis_loss: 0.9096 Cls_loss: 1.853 Topk: N/A ada_p: 0.2283
[INFO] 2021-10-25 14:08:57 > Step: 509900 Progress: 51.0% Elapsed: 6 days, 23:56:36 Gen_loss: 1.11 Dis_loss: 1.096 Cls_loss: 1.408 Topk: N/A ada_p: 0.2261
[INFO] 2021-10-25 14:10:32 > Step: 510000 Progress: 51.0% Elapsed: 6 days, 23:58:11 Gen_loss: 1.918 Dis_loss: 1.012 Cls_loss: 1.721 Topk: N/A ada_p: 0.2233
[INFO] 2021-10-25 14:10:32 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 14:10:33 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_510000.png
[INFO] 2021-10-25 14:10:33 > Start Evaluation (510000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-25 14:10:33 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-25 14:16:06 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-25 14:21:45 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-25 14:46:45 > Inception score (Step: 510000, 50000 generated images): 10.6254301071167
[INFO] 2021-10-25 14:46:45 > FID score (Step: 510000, Using train moments): 2.6532753024492877
[INFO] 2021-10-25 14:46:45 > Improved Precision (Step: 510000, Using train images): 0.76476
[INFO] 2021-10-25 14:46:45 > Improved Recall (Step: 510000, Using train images): 0.63696
[INFO] 2021-10-25 14:46:45 > Density (Step: 510000, Using train images): 1.10246
[INFO] 2021-10-25 14:46:45 > Coverage (Step: 510000, Using train images): 0.92938
[INFO] 2021-10-25 14:46:45 > Best FID score (Step: 500000, Using train moments): 2.6009795309179253
[INFO] 2021-10-25 14:46:56 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-25 14:51:26 > Step: 510100 Progress: 51.0% Elapsed: 7 days, 0:39:04 Gen_loss: 2.008 Dis_loss: 0.8345 Cls_loss: 1.945 Topk: N/A ada_p: 0.225
[INFO] 2021-10-25 14:53:17 > Step: 510200 Progress: 51.0% Elapsed: 7 days, 0:40:56 Gen_loss: 3.055 Dis_loss: 0.7689 Cls_loss: 1.301 Topk: N/A ada_p: 0.2198
[INFO] 2021-10-25 14:54:51 > Step: 510300 Progress: 51.0% Elapsed: 7 days, 0:42:30 Gen_loss: 3.17 Dis_loss: 1.115 Cls_loss: 1.893 Topk: N/A ada_p: 0.2148
[INFO] 2021-10-25 14:56:25 > Step: 510400 Progress: 51.0% Elapsed: 7 days, 0:44:04 Gen_loss: 2.963 Dis_loss: 1.39 Cls_loss: 2.056 Topk: N/A ada_p: 0.2218
[INFO] 2021-10-25 14:58:00 > Step: 510500 Progress: 51.0% Elapsed: 7 days, 0:45:39 Gen_loss: 2.563 Dis_loss: 0.9826 Cls_loss: 1.947 Topk: N/A ada_p: 0.2168
[INFO] 2021-10-25 14:59:44 > Step: 510600 Progress: 51.1% Elapsed: 7 days, 0:47:22 Gen_loss: 3.096 Dis_loss: 1.031 Cls_loss: 1.803 Topk: N/A ada_p: 0.2109
[INFO] 2021-10-25 15:01:18 > Step: 510700 Progress: 51.1% Elapsed: 7 days, 0:48:57 Gen_loss: 1.124 Dis_loss: 0.9017 Cls_loss: 1.538 Topk: N/A ada_p: 0.2123
[INFO] 2021-10-25 15:02:52 > Step: 510800 Progress: 51.1% Elapsed: 7 days, 0:50:31 Gen_loss: 2.244 Dis_loss: 0.753 Cls_loss: 1.583 Topk: N/A ada_p: 0.2184
[INFO] 2021-10-25 15:04:26 > Step: 510900 Progress: 51.1% Elapsed: 7 days, 0:52:05 Gen_loss: 2.092 Dis_loss: 1.215 Cls_loss: 1.941 Topk: N/A ada_p: 0.2165
[INFO] 2021-10-25 15:06:10 > Step: 511000 Progress: 51.1% Elapsed: 7 days, 0:53:49 Gen_loss: 2.233 Dis_loss: 0.7839 Cls_loss: 1.854 Topk: N/A ada_p: 0.2204
[INFO] 2021-10-25 15:07:44 > Step: 511100 Progress: 51.1% Elapsed: 7 days, 0:55:23 Gen_loss: 2.308 Dis_loss: 0.6586 Cls_loss: 1.563 Topk: N/A ada_p: 0.2148
[INFO] 2021-10-25 15:09:18 > Step: 511200 Progress: 51.1% Elapsed: 7 days, 0:56:57 Gen_loss: 2.452 Dis_loss: 0.6562 Cls_loss: 1.524 Topk: N/A ada_p: 0.2146
[INFO] 2021-10-25 15:11:03 > Step: 511300 Progress: 51.1% Elapsed: 7 days, 0:58:42 Gen_loss: 1.767 Dis_loss: 0.6718 Cls_loss: 1.513 Topk: N/A ada_p: 0.2076
[INFO] 2021-10-25 15:12:37 > Step: 511400 Progress: 51.1% Elapsed: 7 days, 1:00:16 Gen_loss: 3.129 Dis_loss: 0.9559 Cls_loss: 1.994 Topk: N/A ada_p: 0.2086
[INFO] 2021-10-25 15:14:12 > Step: 511500 Progress: 51.1% Elapsed: 7 days, 1:01:51 Gen_loss: 2.971 Dis_loss: 0.9098 Cls_loss: 1.877 Topk: N/A ada_p: 0.21
[INFO] 2021-10-25 15:15:47 > Step: 511600 Progress: 51.2% Elapsed: 7 days, 1:03:26 Gen_loss: 2.321 Dis_loss: 0.9531 Cls_loss: 1.921 Topk: N/A ada_p: 0.2146
[INFO] 2021-10-25 15:17:32 > Step: 511700 Progress: 51.2% Elapsed: 7 days, 1:05:11 Gen_loss: 1.107 Dis_loss: 1.106 Cls_loss: 1.794 Topk: N/A ada_p: 0.2152
[INFO] 2021-10-25 15:19:07 > Step: 511800 Progress: 51.2% Elapsed: 7 days, 1:06:46 Gen_loss: 2.537 Dis_loss: 0.7274 Cls_loss: 1.53 Topk: N/A ada_p: 0.2137
[INFO] 2021-10-25 15:20:42 > Step: 511900 Progress: 51.2% Elapsed: 7 days, 1:08:21 Gen_loss: 1.938 Dis_loss: 0.6517 Cls_loss: 1.511 Topk: N/A ada_p: 0.2131
[INFO] 2021-10-25 15:22:17 > Step: 512000 Progress: 51.2% Elapsed: 7 days, 1:09:56 Gen_loss: 2.855 Dis_loss: 0.7996 Cls_loss: 1.805 Topk: N/A ada_p: 0.2115
[INFO] 2021-10-25 15:24:02 > Step: 512100 Progress: 51.2% Elapsed: 7 days, 1:11:40 Gen_loss: 2.28 Dis_loss: 0.7976 Cls_loss: 1.645 Topk: N/A ada_p: 0.2165
[INFO] 2021-10-25 15:25:36 > Step: 512200 Progress: 51.2% Elapsed: 7 days, 1:13:15 Gen_loss: 2.255 Dis_loss: 1.369 Cls_loss: 2.033 Topk: N/A ada_p: 0.2132
[INFO] 2021-10-25 15:27:11 > Step: 512300 Progress: 51.2% Elapsed: 7 days, 1:14:50 Gen_loss: 1.985 Dis_loss: 1.688 Cls_loss: 1.998 Topk: N/A ada_p: 0.2174
[INFO] 2021-10-25 15:28:46 > Step: 512400 Progress: 51.2% Elapsed: 7 days, 1:16:25 Gen_loss: 3.093 Dis_loss: 0.6583 Cls_loss: 1.425 Topk: N/A ada_p: 0.2146
[INFO] 2021-10-25 15:30:31 > Step: 512500 Progress: 51.2% Elapsed: 7 days, 1:18:10 Gen_loss: 2.708 Dis_loss: 1.113 Cls_loss: 1.607 Topk: N/A ada_p: 0.2116
[INFO] 2021-10-25 15:32:06 > Step: 512600 Progress: 51.3% Elapsed: 7 days, 1:19:44 Gen_loss: 2.434 Dis_loss: 0.7105 Cls_loss: 1.309 Topk: N/A ada_p: 0.2142
[INFO] 2021-10-25 15:33:41 > Step: 512700 Progress: 51.3% Elapsed: 7 days, 1:21:20 Gen_loss: 1.978 Dis_loss: 1.231 Cls_loss: 1.942 Topk: N/A ada_p: 0.2125
[INFO] 2021-10-25 15:35:16 > Step: 512800 Progress: 51.3% Elapsed: 7 days, 1:22:55 Gen_loss: 3.654 Dis_loss: 1.169 Cls_loss: 1.859 Topk: N/A ada_p: 0.2138
[INFO] 2021-10-25 15:37:01 > Step: 512900 Progress: 51.3% Elapsed: 7 days, 1:24:40 Gen_loss: 1.952 Dis_loss: 1.093 Cls_loss: 1.989 Topk: N/A ada_p: 0.2129
[INFO] 2021-10-25 15:38:36 > Step: 513000 Progress: 51.3% Elapsed: 7 days, 1:26:15 Gen_loss: 4.557 Dis_loss: 1.047 Cls_loss: 1.793 Topk: N/A ada_p: 0.218
[INFO] 2021-10-25 15:40:11 > Step: 513100 Progress: 51.3% Elapsed: 7 days, 1:27:50 Gen_loss: 1.404 Dis_loss: 1.107 Cls_loss: 1.352 Topk: N/A ada_p: 0.2192
[INFO] 2021-10-25 15:41:45 > Step: 513200 Progress: 51.3% Elapsed: 7 days, 1:29:24 Gen_loss: 4.264 Dis_loss: 1.295 Cls_loss: 2.151 Topk: N/A ada_p: 0.2251
[INFO] 2021-10-25 15:43:30 > Step: 513300 Progress: 51.3% Elapsed: 7 days, 1:31:09 Gen_loss: 1.585 Dis_loss: 0.858 Cls_loss: 1.82 Topk: N/A ada_p: 0.2242
[INFO] 2021-10-25 15:45:04 > Step: 513400 Progress: 51.3% Elapsed: 7 days, 1:32:43 Gen_loss: 2.304 Dis_loss: 1.093 Cls_loss: 1.571 Topk: N/A ada_p: 0.2198
[INFO] 2021-10-25 15:46:39 > Step: 513500 Progress: 51.3% Elapsed: 7 days, 1:34:18 Gen_loss: 1.911 Dis_loss: 0.8014 Cls_loss: 1.96 Topk: N/A ada_p: 0.2192
[INFO] 2021-10-25 15:48:14 > Step: 513600 Progress: 51.4% Elapsed: 7 days, 1:35:53 Gen_loss: 1.986 Dis_loss: 1.051 Cls_loss: 1.798 Topk: N/A ada_p: 0.2166
[INFO] 2021-10-25 15:49:58 > Step: 513700 Progress: 51.4% Elapsed: 7 days, 1:37:37 Gen_loss: 3.183 Dis_loss: 1.507 Cls_loss: 1.626 Topk: N/A ada_p: 0.2157
[INFO] 2021-10-25 15:51:33 > Step: 513800 Progress: 51.4% Elapsed: 7 days, 1:39:12 Gen_loss: 2.476 Dis_loss: 0.8277 Cls_loss: 1.675 Topk: N/A ada_p: 0.2145
[INFO] 2021-10-25 15:53:08 > Step: 513900 Progress: 51.4% Elapsed: 7 days, 1:40:47 Gen_loss: 1.606 Dis_loss: 0.8254 Cls_loss: 1.527 Topk: N/A ada_p: 0.221
[INFO] 2021-10-25 15:54:42 > Step: 514000 Progress: 51.4% Elapsed: 7 days, 1:42:21 Gen_loss: 1.669 Dis_loss: 1.04 Cls_loss: 1.939 Topk: N/A ada_p: 0.2174
[INFO] 2021-10-25 15:56:27 > Step: 514100 Progress: 51.4% Elapsed: 7 days, 1:44:05 Gen_loss: 2.725 Dis_loss: 0.9692 Cls_loss: 1.774 Topk: N/A ada_p: 0.2227
[INFO] 2021-10-25 15:58:01 > Step: 514200 Progress: 51.4% Elapsed: 7 days, 1:45:40 Gen_loss: 3.475 Dis_loss: 0.8555 Cls_loss: 1.682 Topk: N/A ada_p: 0.2234
[INFO] 2021-10-25 15:59:36 > Step: 514300 Progress: 51.4% Elapsed: 7 days, 1:47:15 Gen_loss: 1.919 Dis_loss: 0.7702 Cls_loss: 1.772 Topk: N/A ada_p: 0.2179
[INFO] 2021-10-25 16:01:13 > Step: 514400 Progress: 51.4% Elapsed: 7 days, 1:48:51 Gen_loss: 4.327 Dis_loss: 1.306 Cls_loss: 1.721 Topk: N/A ada_p: 0.2179
[INFO] 2021-10-25 16:02:58 > Step: 514500 Progress: 51.4% Elapsed: 7 days, 1:50:36 Gen_loss: 2.513 Dis_loss: 1.21 Cls_loss: 1.985 Topk: N/A ada_p: 0.2168
[INFO] 2021-10-25 16:04:33 > Step: 514600 Progress: 51.5% Elapsed: 7 days, 1:52:11 Gen_loss: 3.851 Dis_loss: 1.923 Cls_loss: 2.084 Topk: N/A ada_p: 0.2127
[INFO] 2021-10-25 16:06:07 > Step: 514700 Progress: 51.5% Elapsed: 7 days, 1:53:46 Gen_loss: 3.659 Dis_loss: 0.9724 Cls_loss: 1.372 Topk: N/A ada_p: 0.2179
[INFO] 2021-10-25 16:07:42 > Step: 514800 Progress: 51.5% Elapsed: 7 days, 1:55:20 Gen_loss: 2.585 Dis_loss: 1.288 Cls_loss: 1.734 Topk: N/A ada_p: 0.2128
[INFO] 2021-10-25 16:09:27 > Step: 514900 Progress: 51.5% Elapsed: 7 days, 1:57:06 Gen_loss: 3.961 Dis_loss: 1.296 Cls_loss: 1.777 Topk: N/A ada_p: 0.2157
[INFO] 2021-10-25 16:11:02 > Step: 515000 Progress: 51.5% Elapsed: 7 days, 1:58:41 Gen_loss: 1.666 Dis_loss: 0.969 Cls_loss: 1.84 Topk: N/A ada_p: 0.2173
[INFO] 2021-10-25 16:12:39 > Step: 515100 Progress: 51.5% Elapsed: 7 days, 2:00:17 Gen_loss: 1.811 Dis_loss: 1.225 Cls_loss: 2.112 Topk: N/A ada_p: 0.2118
[INFO] 2021-10-25 16:14:24 > Step: 515200 Progress: 51.5% Elapsed: 7 days, 2:02:03 Gen_loss: 2.494 Dis_loss: 0.6326 Cls_loss: 1.629 Topk: N/A ada_p: 0.2207
[INFO] 2021-10-25 16:15:59 > Step: 515300 Progress: 51.5% Elapsed: 7 days, 2:03:38 Gen_loss: 2.633 Dis_loss: 0.7991 Cls_loss: 1.594 Topk: N/A ada_p: 0.2137
[INFO] 2021-10-25 16:17:36 > Step: 515400 Progress: 51.5% Elapsed: 7 days, 2:05:15 Gen_loss: 2.075 Dis_loss: 0.8549 Cls_loss: 2.289 Topk: N/A ada_p: 0.2188
[INFO] 2021-10-25 16:19:11 > Step: 515500 Progress: 51.5% Elapsed: 7 days, 2:06:50 Gen_loss: 1.703 Dis_loss: 0.7604 Cls_loss: 1.482 Topk: N/A ada_p: 0.2202
[INFO] 2021-10-25 16:20:56 > Step: 515600 Progress: 51.6% Elapsed: 7 days, 2:08:35 Gen_loss: 2.219 Dis_loss: 1.162 Cls_loss: 1.784 Topk: N/A ada_p: 0.221
[INFO] 2021-10-25 16:22:31 > Step: 515700 Progress: 51.6% Elapsed: 7 days, 2:10:09 Gen_loss: 2.607 Dis_loss: 0.6457 Cls_loss: 1.593 Topk: N/A ada_p: 0.2168
[INFO] 2021-10-25 16:24:05 > Step: 515800 Progress: 51.6% Elapsed: 7 days, 2:11:44 Gen_loss: 1.666 Dis_loss: 0.8995 Cls_loss: 1.785 Topk: N/A ada_p: 0.2168
[INFO] 2021-10-25 16:25:44 > Step: 515900 Progress: 51.6% Elapsed: 7 days, 2:13:23 Gen_loss: 1.657 Dis_loss: 2.572 Cls_loss: 1.612 Topk: N/A ada_p: 0.209
[INFO] 2021-10-25 16:27:29 > Step: 516000 Progress: 51.6% Elapsed: 7 days, 2:15:08 Gen_loss: 2.445 Dis_loss: 0.9378 Cls_loss: 1.825 Topk: N/A ada_p: 0.21
[INFO] 2021-10-25 16:29:04 > Step: 516100 Progress: 51.6% Elapsed: 7 days, 2:16:42 Gen_loss: 2.228 Dis_loss: 1.476 Cls_loss: 1.833 Topk: N/A ada_p: 0.216
[INFO] 2021-10-25 16:30:38 > Step: 516200 Progress: 51.6% Elapsed: 7 days, 2:18:17 Gen_loss: 2.594 Dis_loss: 0.8785 Cls_loss: 1.577 Topk: N/A ada_p: 0.2211
[INFO] 2021-10-25 16:32:14 > Step: 516300 Progress: 51.6% Elapsed: 7 days, 2:19:52 Gen_loss: 3.143 Dis_loss: 1.036 Cls_loss: 1.9 Topk: N/A ada_p: 0.2228
[INFO] 2021-10-25 16:33:59 > Step: 516400 Progress: 51.6% Elapsed: 7 days, 2:21:38 Gen_loss: 2.147 Dis_loss: 0.7863 Cls_loss: 1.749 Topk: N/A ada_p: 0.2218
[INFO] 2021-10-25 16:35:34 > Step: 516500 Progress: 51.6% Elapsed: 7 days, 2:23:13 Gen_loss: 3.476 Dis_loss: 0.795 Cls_loss: 1.672 Topk: N/A ada_p: 0.2239
[INFO] 2021-10-25 16:37:09 > Step: 516600 Progress: 51.7% Elapsed: 7 days, 2:24:47 Gen_loss: 3.165 Dis_loss: 0.9268 Cls_loss: 2.309 Topk: N/A ada_p: 0.2193
[INFO] 2021-10-25 16:38:43 > Step: 516700 Progress: 51.7% Elapsed: 7 days, 2:26:22 Gen_loss: 2.777 Dis_loss: 1.208 Cls_loss: 2.008 Topk: N/A ada_p: 0.2148
[INFO] 2021-10-25 16:40:28 > Step: 516800 Progress: 51.7% Elapsed: 7 days, 2:28:07 Gen_loss: 2.21 Dis_loss: 0.9573 Cls_loss: 2.035 Topk: N/A ada_p: 0.2092
[INFO] 2021-10-25 16:42:04 > Step: 516900 Progress: 51.7% Elapsed: 7 days, 2:29:42 Gen_loss: 2.007 Dis_loss: 1.144 Cls_loss: 1.994 Topk: N/A ada_p: 0.2104
[INFO] 2021-10-25 16:43:38 > Step: 517000 Progress: 51.7% Elapsed: 7 days, 2:31:17 Gen_loss: 2.373 Dis_loss: 1.014 Cls_loss: 1.756 Topk: N/A ada_p: 0.2093
[INFO] 2021-10-25 16:45:14 > Step: 517100 Progress: 51.7% Elapsed: 7 days, 2:32:53 Gen_loss: 1.826 Dis_loss: 0.769 Cls_loss: 1.224 Topk: N/A ada_p: 0.2087
[INFO] 2021-10-25 16:46:59 > Step: 517200 Progress: 51.7% Elapsed: 7 days, 2:34:38 Gen_loss: 1.614 Dis_loss: 1.572 Cls_loss: 1.9 Topk: N/A ada_p: 0.2131
[INFO] 2021-10-25 16:48:35 > Step: 517300 Progress: 51.7% Elapsed: 7 days, 2:36:14 Gen_loss: 2.944 Dis_loss: 0.8785 Cls_loss: 1.841 Topk: N/A ada_p: 0.2211
[INFO] 2021-10-25 16:50:12 > Step: 517400 Progress: 51.7% Elapsed: 7 days, 2:37:51 Gen_loss: 2.079 Dis_loss: 1.479 Cls_loss: 1.827 Topk: N/A ada_p: 0.2227
[INFO] 2021-10-25 16:51:49 > Step: 517500 Progress: 51.7% Elapsed: 7 days, 2:39:28 Gen_loss: 2.216 Dis_loss: 1.024 Cls_loss: 1.995 Topk: N/A ada_p: 0.2225
[INFO] 2021-10-25 16:53:35 > Step: 517600 Progress: 51.8% Elapsed: 7 days, 2:41:14 Gen_loss: 2.405 Dis_loss: 0.9364 Cls_loss: 1.93 Topk: N/A ada_p: 0.2131
[INFO] 2021-10-25 16:55:10 > Step: 517700 Progress: 51.8% Elapsed: 7 days, 2:42:49 Gen_loss: 1.066 Dis_loss: 1.405 Cls_loss: 1.455 Topk: N/A ada_p: 0.2152
[INFO] 2021-10-25 16:56:46 > Step: 517800 Progress: 51.8% Elapsed: 7 days, 2:44:25 Gen_loss: 2.615 Dis_loss: 1.224 Cls_loss: 1.83 Topk: N/A ada_p: 0.2127
[INFO] 2021-10-25 16:58:22 > Step: 517900 Progress: 51.8% Elapsed: 7 days, 2:46:01 Gen_loss: 1.413 Dis_loss: 1.46 Cls_loss: 2.04 Topk: N/A ada_p: 0.2141
[INFO] 2021-10-25 17:00:06 > Step: 518000 Progress: 51.8% Elapsed: 7 days, 2:47:45 Gen_loss: 2.779 Dis_loss: 0.8954 Cls_loss: 1.606 Topk: N/A ada_p: 0.2215
[INFO] 2021-10-25 17:01:42 > Step: 518100 Progress: 51.8% Elapsed: 7 days, 2:49:21 Gen_loss: 2.89 Dis_loss: 1.127 Cls_loss: 1.956 Topk: N/A ada_p: 0.226
[INFO] 2021-10-25 17:03:18 > Step: 518200 Progress: 51.8% Elapsed: 7 days, 2:50:57 Gen_loss: 2.475 Dis_loss: 1.64 Cls_loss: 2.132 Topk: N/A ada_p: 0.2229
[INFO] 2021-10-25 17:04:54 > Step: 518300 Progress: 51.8% Elapsed: 7 days, 2:52:33 Gen_loss: 2.063 Dis_loss: 0.8464 Cls_loss: 1.51 Topk: N/A ada_p: 0.2161
[INFO] 2021-10-25 17:06:39 > Step: 518400 Progress: 51.8% Elapsed: 7 days, 2:54:18 Gen_loss: 1.708 Dis_loss: 1.175 Cls_loss: 1.704 Topk: N/A ada_p: 0.2172
[INFO] 2021-10-25 17:08:14 > Step: 518500 Progress: 51.8% Elapsed: 7 days, 2:55:53 Gen_loss: 2.935 Dis_loss: 1.181 Cls_loss: 2.018 Topk: N/A ada_p: 0.2211
[INFO] 2021-10-25 17:09:49 > Step: 518600 Progress: 51.9% Elapsed: 7 days, 2:57:27 Gen_loss: 1.793 Dis_loss: 0.9885 Cls_loss: 1.817 Topk: N/A ada_p: 0.2237
[INFO] 2021-10-25 17:11:24 > Step: 518700 Progress: 51.9% Elapsed: 7 days, 2:59:03 Gen_loss: 3.571 Dis_loss: 0.9245 Cls_loss: 1.797 Topk: N/A ada_p: 0.2279
[INFO] 2021-10-25 17:13:10 > Step: 518800 Progress: 51.9% Elapsed: 7 days, 3:00:49 Gen_loss: 1.359 Dis_loss: 1.349 Cls_loss: 1.894 Topk: N/A ada_p: 0.2233
[INFO] 2021-10-25 17:14:46 > Step: 518900 Progress: 51.9% Elapsed: 7 days, 3:02:25 Gen_loss: 2.931 Dis_loss: 0.9038 Cls_loss: 1.673 Topk: N/A ada_p: 0.2216
[INFO] 2021-10-25 17:16:22 > Step: 519000 Progress: 51.9% Elapsed: 7 days, 3:04:01 Gen_loss: 3.161 Dis_loss: 1.147 Cls_loss: 2.087 Topk: N/A ada_p: 0.2178
[INFO] 2021-10-25 17:18:08 > Step: 519100 Progress: 51.9% Elapsed: 7 days, 3:05:47 Gen_loss: 2.679 Dis_loss: 0.8386 Cls_loss: 1.882 Topk: N/A ada_p: 0.2138
[INFO] 2021-10-25 17:19:43 > Step: 519200 Progress: 51.9% Elapsed: 7 days, 3:07:22 Gen_loss: 2.496 Dis_loss: 0.7945 Cls_loss: 1.923 Topk: N/A ada_p: 0.2172
[INFO] 2021-10-25 17:21:19 > Step: 519300 Progress: 51.9% Elapsed: 7 days, 3:08:58 Gen_loss: 2.012 Dis_loss: 0.7872 Cls_loss: 1.666 Topk: N/A ada_p: 0.2183
[INFO] 2021-10-25 17:22:54 > Step: 519400 Progress: 51.9% Elapsed: 7 days, 3:10:33 Gen_loss: 3.87 Dis_loss: 0.7165 Cls_loss: 1.549 Topk: N/A ada_p: 0.2152
[INFO] 2021-10-25 17:24:39 > Step: 519500 Progress: 51.9% Elapsed: 7 days, 3:12:18 Gen_loss: 1.533 Dis_loss: 0.9364 Cls_loss: 1.733 Topk: N/A ada_p: 0.2164
[INFO] 2021-10-25 17:26:13 > Step: 519600 Progress: 52.0% Elapsed: 7 days, 3:13:52 Gen_loss: 2.587 Dis_loss: 0.9768 Cls_loss: 2.073 Topk: N/A ada_p: 0.2187
[INFO] 2021-10-25 17:27:49 > Step: 519700 Progress: 52.0% Elapsed: 7 days, 3:15:28 Gen_loss: 2.288 Dis_loss: 0.8582 Cls_loss: 1.857 Topk: N/A ada_p: 0.2216
[INFO] 2021-10-25 17:29:24 > Step: 519800 Progress: 52.0% Elapsed: 7 days, 3:17:02 Gen_loss: 2.943 Dis_loss: 1.116 Cls_loss: 1.895 Topk: N/A ada_p: 0.2214
[INFO] 2021-10-25 17:31:09 > Step: 519900 Progress: 52.0% Elapsed: 7 days, 3:18:47 Gen_loss: 3.516 Dis_loss: 1.392 Cls_loss: 1.853 Topk: N/A ada_p: 0.2215
[INFO] 2021-10-25 17:32:44 > Step: 520000 Progress: 52.0% Elapsed: 7 days, 3:20:23 Gen_loss: 2.804 Dis_loss: 1.864 Cls_loss: 2.07 Topk: N/A ada_p: 0.2238
[INFO] 2021-10-25 17:32:44 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 17:32:44 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_520000.png
[INFO] 2021-10-25 17:32:44 > Start Evaluation (520000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-25 17:32:44 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-25 17:38:18 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-25 17:43:56 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-25 18:04:14 > Inception score (Step: 520000, 50000 generated images): 10.585260391235352
[INFO] 2021-10-25 18:04:14 > FID score (Step: 520000, Using train moments): 2.5741929449998224
[INFO] 2021-10-25 18:04:14 > Improved Precision (Step: 520000, Using train images): 0.76358
[INFO] 2021-10-25 18:04:14 > Improved Recall (Step: 520000, Using train images): 0.6368
[INFO] 2021-10-25 18:04:14 > Density (Step: 520000, Using train images): 1.1071600000000001
[INFO] 2021-10-25 18:04:14 > Coverage (Step: 520000, Using train images): 0.92812
[INFO] 2021-10-25 18:04:14 > Best FID score (Step: 520000, Using train moments): 2.5741929449998224
[INFO] 2021-10-25 18:04:44 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-25 18:09:05 > Step: 520100 Progress: 52.0% Elapsed: 7 days, 3:56:43 Gen_loss: 2.083 Dis_loss: 0.8248 Cls_loss: 1.806 Topk: N/A ada_p: 0.2265
[INFO] 2021-10-25 18:10:39 > Step: 520200 Progress: 52.0% Elapsed: 7 days, 3:58:18 Gen_loss: 2.25 Dis_loss: 0.9061 Cls_loss: 1.829 Topk: N/A ada_p: 0.2314
[INFO] 2021-10-25 18:12:29 > Step: 520300 Progress: 52.0% Elapsed: 7 days, 4:00:08 Gen_loss: 3.15 Dis_loss: 1.146 Cls_loss: 1.453 Topk: N/A ada_p: 0.2323
[INFO] 2021-10-25 18:14:03 > Step: 520400 Progress: 52.0% Elapsed: 7 days, 4:01:42 Gen_loss: 3.126 Dis_loss: 1.072 Cls_loss: 1.79 Topk: N/A ada_p: 0.2297
[INFO] 2021-10-25 18:15:38 > Step: 520500 Progress: 52.0% Elapsed: 7 days, 4:03:16 Gen_loss: 2.011 Dis_loss: 0.8501 Cls_loss: 1.644 Topk: N/A ada_p: 0.2275
[INFO] 2021-10-25 18:17:11 > Step: 520600 Progress: 52.1% Elapsed: 7 days, 4:04:50 Gen_loss: 3.888 Dis_loss: 0.8038 Cls_loss: 1.741 Topk: N/A ada_p: 0.2247
[INFO] 2021-10-25 18:18:56 > Step: 520700 Progress: 52.1% Elapsed: 7 days, 4:06:34 Gen_loss: 2.873 Dis_loss: 1.576 Cls_loss: 2.023 Topk: N/A ada_p: 0.2238
[INFO] 2021-10-25 18:20:30 > Step: 520800 Progress: 52.1% Elapsed: 7 days, 4:08:09 Gen_loss: 4.196 Dis_loss: 1.34 Cls_loss: 1.788 Topk: N/A ada_p: 0.2248
[INFO] 2021-10-25 18:22:05 > Step: 520900 Progress: 52.1% Elapsed: 7 days, 4:09:44 Gen_loss: 5.12 Dis_loss: 1.689 Cls_loss: 2.018 Topk: N/A ada_p: 0.228
[INFO] 2021-10-25 18:23:39 > Step: 521000 Progress: 52.1% Elapsed: 7 days, 4:11:18 Gen_loss: 2.689 Dis_loss: 0.7427 Cls_loss: 1.949 Topk: N/A ada_p: 0.2316
[INFO] 2021-10-25 18:25:23 > Step: 521100 Progress: 52.1% Elapsed: 7 days, 4:13:02 Gen_loss: 2.135 Dis_loss: 1.146 Cls_loss: 1.957 Topk: N/A ada_p: 0.2374
[INFO] 2021-10-25 18:26:57 > Step: 521200 Progress: 52.1% Elapsed: 7 days, 4:14:36 Gen_loss: 1.852 Dis_loss: 0.8864 Cls_loss: 1.784 Topk: N/A ada_p: 0.2325
[INFO] 2021-10-25 18:28:31 > Step: 521300 Progress: 52.1% Elapsed: 7 days, 4:16:10 Gen_loss: 1.136 Dis_loss: 0.9643 Cls_loss: 2.01 Topk: N/A ada_p: 0.2311
[INFO] 2021-10-25 18:30:05 > Step: 521400 Progress: 52.1% Elapsed: 7 days, 4:17:44 Gen_loss: 3.067 Dis_loss: 0.9371 Cls_loss: 1.768 Topk: N/A ada_p: 0.227
[INFO] 2021-10-25 18:31:50 > Step: 521500 Progress: 52.1% Elapsed: 7 days, 4:19:28 Gen_loss: 2.982 Dis_loss: 1.271 Cls_loss: 1.782 Topk: N/A ada_p: 0.2248
[INFO] 2021-10-25 18:33:25 > Step: 521600 Progress: 52.2% Elapsed: 7 days, 4:21:03 Gen_loss: 4.356 Dis_loss: 1.529 Cls_loss: 1.915 Topk: N/A ada_p: 0.2184
[INFO] 2021-10-25 18:35:00 > Step: 521700 Progress: 52.2% Elapsed: 7 days, 4:22:39 Gen_loss: 1.762 Dis_loss: 0.9822 Cls_loss: 1.619 Topk: N/A ada_p: 0.2234
[INFO] 2021-10-25 18:36:35 > Step: 521800 Progress: 52.2% Elapsed: 7 days, 4:24:14 Gen_loss: 1.932 Dis_loss: 0.8968 Cls_loss: 1.623 Topk: N/A ada_p: 0.2291
[INFO] 2021-10-25 18:38:20 > Step: 521900 Progress: 52.2% Elapsed: 7 days, 4:25:59 Gen_loss: 3.74 Dis_loss: 1.227 Cls_loss: 1.878 Topk: N/A ada_p: 0.2236
[INFO] 2021-10-25 18:39:55 > Step: 522000 Progress: 52.2% Elapsed: 7 days, 4:27:34 Gen_loss: 3.215 Dis_loss: 1.503 Cls_loss: 1.779 Topk: N/A ada_p: 0.2218
[INFO] 2021-10-25 18:41:31 > Step: 522100 Progress: 52.2% Elapsed: 7 days, 4:29:09 Gen_loss: 2.47 Dis_loss: 1.038 Cls_loss: 1.985 Topk: N/A ada_p: 0.217
[INFO] 2021-10-25 18:43:06 > Step: 522200 Progress: 52.2% Elapsed: 7 days, 4:30:45 Gen_loss: 2.976 Dis_loss: 1.223 Cls_loss: 1.639 Topk: N/A ada_p: 0.2209
[INFO] 2021-10-25 18:44:51 > Step: 522300 Progress: 52.2% Elapsed: 7 days, 4:32:30 Gen_loss: 2.137 Dis_loss: 1.114 Cls_loss: 1.715 Topk: N/A ada_p: 0.2195
[INFO] 2021-10-25 18:46:26 > Step: 522400 Progress: 52.2% Elapsed: 7 days, 4:34:05 Gen_loss: 2.166 Dis_loss: 0.7917 Cls_loss: 1.66 Topk: N/A ada_p: 0.2146
[INFO] 2021-10-25 18:48:01 > Step: 522500 Progress: 52.2% Elapsed: 7 days, 4:35:40 Gen_loss: 2.817 Dis_loss: 0.9946 Cls_loss: 2.308 Topk: N/A ada_p: 0.2178
[INFO] 2021-10-25 18:49:36 > Step: 522600 Progress: 52.3% Elapsed: 7 days, 4:37:15 Gen_loss: 2.747 Dis_loss: 0.6886 Cls_loss: 1.503 Topk: N/A ada_p: 0.2188
[INFO] 2021-10-25 18:51:22 > Step: 522700 Progress: 52.3% Elapsed: 7 days, 4:39:01 Gen_loss: 2.309 Dis_loss: 0.7947 Cls_loss: 2.07 Topk: N/A ada_p: 0.2302
[INFO] 2021-10-25 18:52:57 > Step: 522800 Progress: 52.3% Elapsed: 7 days, 4:40:36 Gen_loss: 3.022 Dis_loss: 0.9771 Cls_loss: 1.653 Topk: N/A ada_p: 0.2312
[INFO] 2021-10-25 18:54:32 > Step: 522900 Progress: 52.3% Elapsed: 7 days, 4:42:11 Gen_loss: 1.467 Dis_loss: 1.099 Cls_loss: 2.24 Topk: N/A ada_p: 0.2239
[INFO] 2021-10-25 18:56:17 > Step: 523000 Progress: 52.3% Elapsed: 7 days, 4:43:55 Gen_loss: 1.315 Dis_loss: 1.418 Cls_loss: 1.979 Topk: N/A ada_p: 0.2204
[INFO] 2021-10-25 18:57:51 > Step: 523100 Progress: 52.3% Elapsed: 7 days, 4:45:30 Gen_loss: 3.001 Dis_loss: 0.7977 Cls_loss: 1.997 Topk: N/A ada_p: 0.2197
[INFO] 2021-10-25 18:59:27 > Step: 523200 Progress: 52.3% Elapsed: 7 days, 4:47:06 Gen_loss: 1.758 Dis_loss: 1.159 Cls_loss: 1.523 Topk: N/A ada_p: 0.2166
[INFO] 2021-10-25 19:01:02 > Step: 523300 Progress: 52.3% Elapsed: 7 days, 4:48:41 Gen_loss: 2.026 Dis_loss: 1.041 Cls_loss: 1.865 Topk: N/A ada_p: 0.2157
[INFO] 2021-10-25 19:02:47 > Step: 523400 Progress: 52.3% Elapsed: 7 days, 4:50:26 Gen_loss: 2.211 Dis_loss: 0.8211 Cls_loss: 1.758 Topk: N/A ada_p: 0.2119
[INFO] 2021-10-25 19:04:22 > Step: 523500 Progress: 52.3% Elapsed: 7 days, 4:52:00 Gen_loss: 1.658 Dis_loss: 1.344 Cls_loss: 1.937 Topk: N/A ada_p: 0.2169
[INFO] 2021-10-25 19:05:57 > Step: 523600 Progress: 52.4% Elapsed: 7 days, 4:53:36 Gen_loss: 2.64 Dis_loss: 0.9791 Cls_loss: 1.426 Topk: N/A ada_p: 0.2225
[INFO] 2021-10-25 19:07:32 > Step: 523700 Progress: 52.4% Elapsed: 7 days, 4:55:11 Gen_loss: 2.34 Dis_loss: 1.42 Cls_loss: 2.109 Topk: N/A ada_p: 0.225
[INFO] 2021-10-25 19:09:16 > Step: 523800 Progress: 52.4% Elapsed: 7 days, 4:56:55 Gen_loss: 3.306 Dis_loss: 0.865 Cls_loss: 1.825 Topk: N/A ada_p: 0.2252
[INFO] 2021-10-25 19:10:51 > Step: 523900 Progress: 52.4% Elapsed: 7 days, 4:58:30 Gen_loss: 3.961 Dis_loss: 1.422 Cls_loss: 1.988 Topk: N/A ada_p: 0.2205
[INFO] 2021-10-25 19:12:26 > Step: 524000 Progress: 52.4% Elapsed: 7 days, 5:00:05 Gen_loss: 1.958 Dis_loss: 0.6944 Cls_loss: 1.568 Topk: N/A ada_p: 0.2243
[INFO] 2021-10-25 19:14:01 > Step: 524100 Progress: 52.4% Elapsed: 7 days, 5:01:40 Gen_loss: 2.353 Dis_loss: 1.254 Cls_loss: 1.539 Topk: N/A ada_p: 0.2196
[INFO] 2021-10-25 19:15:46 > Step: 524200 Progress: 52.4% Elapsed: 7 days, 5:03:25 Gen_loss: 1.339 Dis_loss: 1.086 Cls_loss: 1.496 Topk: N/A ada_p: 0.2214
[INFO] 2021-10-25 19:17:21 > Step: 524300 Progress: 52.4% Elapsed: 7 days, 5:05:00 Gen_loss: 1.471 Dis_loss: 1.581 Cls_loss: 1.873 Topk: N/A ada_p: 0.2238
[INFO] 2021-10-25 19:18:56 > Step: 524400 Progress: 52.4% Elapsed: 7 days, 5:06:35 Gen_loss: 2.284 Dis_loss: 1.422 Cls_loss: 2.13 Topk: N/A ada_p: 0.2259
[INFO] 2021-10-25 19:20:32 > Step: 524500 Progress: 52.4% Elapsed: 7 days, 5:08:11 Gen_loss: 2.965 Dis_loss: 0.9701 Cls_loss: 1.485 Topk: N/A ada_p: 0.2298
[INFO] 2021-10-25 19:22:17 > Step: 524600 Progress: 52.5% Elapsed: 7 days, 5:09:56 Gen_loss: 1.689 Dis_loss: 1.253 Cls_loss: 1.75 Topk: N/A ada_p: 0.2365
[INFO] 2021-10-25 19:23:53 > Step: 524700 Progress: 52.5% Elapsed: 7 days, 5:11:31 Gen_loss: 2.459 Dis_loss: 1.543 Cls_loss: 2.306 Topk: N/A ada_p: 0.2351
[INFO] 2021-10-25 19:25:28 > Step: 524800 Progress: 52.5% Elapsed: 7 days, 5:13:07 Gen_loss: 1.572 Dis_loss: 1.009 Cls_loss: 1.951 Topk: N/A ada_p: 0.2323
[INFO] 2021-10-25 19:27:04 > Step: 524900 Progress: 52.5% Elapsed: 7 days, 5:14:43 Gen_loss: 1.857 Dis_loss: 1.076 Cls_loss: 2.335 Topk: N/A ada_p: 0.2298
[INFO] 2021-10-25 19:28:49 > Step: 525000 Progress: 52.5% Elapsed: 7 days, 5:16:28 Gen_loss: 1.106 Dis_loss: 1.078 Cls_loss: 1.957 Topk: N/A ada_p: 0.228
[INFO] 2021-10-25 19:30:24 > Step: 525100 Progress: 52.5% Elapsed: 7 days, 5:18:03 Gen_loss: 2.188 Dis_loss: 1.28 Cls_loss: 1.818 Topk: N/A ada_p: 0.2241
[INFO] 2021-10-25 19:31:59 > Step: 525200 Progress: 52.5% Elapsed: 7 days, 5:19:38 Gen_loss: 2.103 Dis_loss: 0.8263 Cls_loss: 1.795 Topk: N/A ada_p: 0.2256
[INFO] 2021-10-25 19:33:35 > Step: 525300 Progress: 52.5% Elapsed: 7 days, 5:21:13 Gen_loss: 2.704 Dis_loss: 0.7317 Cls_loss: 1.667 Topk: N/A ada_p: 0.2219
[INFO] 2021-10-25 19:35:21 > Step: 525400 Progress: 52.5% Elapsed: 7 days, 5:22:59 Gen_loss: 2.795 Dis_loss: 0.9502 Cls_loss: 1.895 Topk: N/A ada_p: 0.2275
[INFO] 2021-10-25 19:36:56 > Step: 525500 Progress: 52.5% Elapsed: 7 days, 5:24:34 Gen_loss: 3.587 Dis_loss: 1.116 Cls_loss: 1.839 Topk: N/A ada_p: 0.2315
[INFO] 2021-10-25 19:38:31 > Step: 525600 Progress: 52.6% Elapsed: 7 days, 5:26:10 Gen_loss: 1.721 Dis_loss: 0.8567 Cls_loss: 1.478 Topk: N/A ada_p: 0.2215
[INFO] 2021-10-25 19:40:07 > Step: 525700 Progress: 52.6% Elapsed: 7 days, 5:27:45 Gen_loss: 1.648 Dis_loss: 1.084 Cls_loss: 1.853 Topk: N/A ada_p: 0.2229
[INFO] 2021-10-25 19:41:52 > Step: 525800 Progress: 52.6% Elapsed: 7 days, 5:29:31 Gen_loss: 3.214 Dis_loss: 0.8532 Cls_loss: 1.364 Topk: N/A ada_p: 0.2188
[INFO] 2021-10-25 19:43:28 > Step: 525900 Progress: 52.6% Elapsed: 7 days, 5:31:06 Gen_loss: 1.802 Dis_loss: 1.051 Cls_loss: 1.911 Topk: N/A ada_p: 0.2243
[INFO] 2021-10-25 19:45:02 > Step: 526000 Progress: 52.6% Elapsed: 7 days, 5:32:41 Gen_loss: 3.372 Dis_loss: 1.841 Cls_loss: 1.78 Topk: N/A ada_p: 0.2317
[INFO] 2021-10-25 19:46:38 > Step: 526100 Progress: 52.6% Elapsed: 7 days, 5:34:17 Gen_loss: 2.399 Dis_loss: 0.9467 Cls_loss: 1.845 Topk: N/A ada_p: 0.2301
[INFO] 2021-10-25 19:48:23 > Step: 526200 Progress: 52.6% Elapsed: 7 days, 5:36:01 Gen_loss: 4.325 Dis_loss: 1.498 Cls_loss: 2.095 Topk: N/A ada_p: 0.2293
[INFO] 2021-10-25 19:49:59 > Step: 526300 Progress: 52.6% Elapsed: 7 days, 5:37:37 Gen_loss: 2.128 Dis_loss: 1.12 Cls_loss: 1.857 Topk: N/A ada_p: 0.2323
[INFO] 2021-10-25 19:51:34 > Step: 526400 Progress: 52.6% Elapsed: 7 days, 5:39:13 Gen_loss: 2.593 Dis_loss: 0.5633 Cls_loss: 1.402 Topk: N/A ada_p: 0.2238
[INFO] 2021-10-25 19:53:08 > Step: 526500 Progress: 52.6% Elapsed: 7 days, 5:40:47 Gen_loss: 2.496 Dis_loss: 2.584 Cls_loss: 1.932 Topk: N/A ada_p: 0.2275
[INFO] 2021-10-25 19:54:53 > Step: 526600 Progress: 52.7% Elapsed: 7 days, 5:42:32 Gen_loss: 1.499 Dis_loss: 1.09 Cls_loss: 1.839 Topk: N/A ada_p: 0.2314
[INFO] 2021-10-25 19:56:28 > Step: 526700 Progress: 52.7% Elapsed: 7 days, 5:44:06 Gen_loss: 1.666 Dis_loss: 1.315 Cls_loss: 1.824 Topk: N/A ada_p: 0.223
[INFO] 2021-10-25 19:58:03 > Step: 526800 Progress: 52.7% Elapsed: 7 days, 5:45:42 Gen_loss: 2.391 Dis_loss: 0.9661 Cls_loss: 1.836 Topk: N/A ada_p: 0.222
[INFO] 2021-10-25 19:59:47 > Step: 526900 Progress: 52.7% Elapsed: 7 days, 5:47:26 Gen_loss: 1.74 Dis_loss: 0.7275 Cls_loss: 1.842 Topk: N/A ada_p: 0.2198
[INFO] 2021-10-25 20:01:22 > Step: 527000 Progress: 52.7% Elapsed: 7 days, 5:49:01 Gen_loss: 2.211 Dis_loss: 0.7439 Cls_loss: 1.345 Topk: N/A ada_p: 0.2183
[INFO] 2021-10-25 20:02:57 > Step: 527100 Progress: 52.7% Elapsed: 7 days, 5:50:36 Gen_loss: 2.529 Dis_loss: 0.7808 Cls_loss: 1.95 Topk: N/A ada_p: 0.221
[INFO] 2021-10-25 20:04:33 > Step: 527200 Progress: 52.7% Elapsed: 7 days, 5:52:11 Gen_loss: 2.893 Dis_loss: 1.448 Cls_loss: 1.955 Topk: N/A ada_p: 0.2248
[INFO] 2021-10-25 20:06:18 > Step: 527300 Progress: 52.7% Elapsed: 7 days, 5:53:57 Gen_loss: 3.052 Dis_loss: 0.9527 Cls_loss: 1.358 Topk: N/A ada_p: 0.2314
[INFO] 2021-10-25 20:07:52 > Step: 527400 Progress: 52.7% Elapsed: 7 days, 5:55:31 Gen_loss: 2.104 Dis_loss: 0.858 Cls_loss: 2.031 Topk: N/A ada_p: 0.2239
[INFO] 2021-10-25 20:09:27 > Step: 527500 Progress: 52.8% Elapsed: 7 days, 5:57:06 Gen_loss: 4.188 Dis_loss: 0.497 Cls_loss: 1.606 Topk: N/A ada_p: 0.223
[INFO] 2021-10-25 20:11:03 > Step: 527600 Progress: 52.8% Elapsed: 7 days, 5:58:42 Gen_loss: 2.754 Dis_loss: 1.922 Cls_loss: 2.197 Topk: N/A ada_p: 0.2289
[INFO] 2021-10-25 20:12:48 > Step: 527700 Progress: 52.8% Elapsed: 7 days, 6:00:27 Gen_loss: 1.65 Dis_loss: 0.9314 Cls_loss: 1.919 Topk: N/A ada_p: 0.2224
[INFO] 2021-10-25 20:14:23 > Step: 527800 Progress: 52.8% Elapsed: 7 days, 6:02:02 Gen_loss: 2.591 Dis_loss: 1.168 Cls_loss: 1.614 Topk: N/A ada_p: 0.2257
[INFO] 2021-10-25 20:15:59 > Step: 527900 Progress: 52.8% Elapsed: 7 days, 6:03:38 Gen_loss: 3.218 Dis_loss: 1.062 Cls_loss: 1.804 Topk: N/A ada_p: 0.2172
[INFO] 2021-10-25 20:17:34 > Step: 528000 Progress: 52.8% Elapsed: 7 days, 6:05:12 Gen_loss: 1.124 Dis_loss: 1.26 Cls_loss: 1.981 Topk: N/A ada_p: 0.2138
[INFO] 2021-10-25 20:19:19 > Step: 528100 Progress: 52.8% Elapsed: 7 days, 6:06:58 Gen_loss: 1.945 Dis_loss: 1.174 Cls_loss: 1.782 Topk: N/A ada_p: 0.2175
[INFO] 2021-10-25 20:20:57 > Step: 528200 Progress: 52.8% Elapsed: 7 days, 6:08:35 Gen_loss: 3.274 Dis_loss: 0.9191 Cls_loss: 1.856 Topk: N/A ada_p: 0.216
[INFO] 2021-10-25 20:22:32 > Step: 528300 Progress: 52.8% Elapsed: 7 days, 6:10:11 Gen_loss: 3.173 Dis_loss: 1.065 Cls_loss: 1.914 Topk: N/A ada_p: 0.2228
[INFO] 2021-10-25 20:24:08 > Step: 528400 Progress: 52.8% Elapsed: 7 days, 6:11:46 Gen_loss: 3.527 Dis_loss: 0.8344 Cls_loss: 1.573 Topk: N/A ada_p: 0.2236
[INFO] 2021-10-25 20:25:54 > Step: 528500 Progress: 52.8% Elapsed: 7 days, 6:13:33 Gen_loss: 2.557 Dis_loss: 0.7007 Cls_loss: 1.712 Topk: N/A ada_p: 0.2204
[INFO] 2021-10-25 20:27:28 > Step: 528600 Progress: 52.9% Elapsed: 7 days, 6:15:07 Gen_loss: 2.876 Dis_loss: 0.8185 Cls_loss: 1.737 Topk: N/A ada_p: 0.2255
[INFO] 2021-10-25 20:29:03 > Step: 528700 Progress: 52.9% Elapsed: 7 days, 6:16:42 Gen_loss: 2.977 Dis_loss: 1.477 Cls_loss: 2.405 Topk: N/A ada_p: 0.2264
[INFO] 2021-10-25 20:30:38 > Step: 528800 Progress: 52.9% Elapsed: 7 days, 6:18:17 Gen_loss: 3.527 Dis_loss: 1.272 Cls_loss: 1.71 Topk: N/A ada_p: 0.2261
[INFO] 2021-10-25 20:32:23 > Step: 528900 Progress: 52.9% Elapsed: 7 days, 6:20:02 Gen_loss: 2.457 Dis_loss: 1.044 Cls_loss: 1.509 Topk: N/A ada_p: 0.2298
[INFO] 2021-10-25 20:33:59 > Step: 529000 Progress: 52.9% Elapsed: 7 days, 6:21:38 Gen_loss: 1.431 Dis_loss: 0.6624 Cls_loss: 1.484 Topk: N/A ada_p: 0.226
[INFO] 2021-10-25 20:35:34 > Step: 529100 Progress: 52.9% Elapsed: 7 days, 6:23:13 Gen_loss: 2.797 Dis_loss: 0.7621 Cls_loss: 1.567 Topk: N/A ada_p: 0.2233
[INFO] 2021-10-25 20:37:09 > Step: 529200 Progress: 52.9% Elapsed: 7 days, 6:24:47 Gen_loss: 2.259 Dis_loss: 0.9833 Cls_loss: 1.913 Topk: N/A ada_p: 0.2174
[INFO] 2021-10-25 20:38:53 > Step: 529300 Progress: 52.9% Elapsed: 7 days, 6:26:32 Gen_loss: 3.104 Dis_loss: 0.8243 Cls_loss: 1.643 Topk: N/A ada_p: 0.2165
[INFO] 2021-10-25 20:40:28 > Step: 529400 Progress: 52.9% Elapsed: 7 days, 6:28:06 Gen_loss: 4.005 Dis_loss: 1.127 Cls_loss: 1.681 Topk: N/A ada_p: 0.2152
[INFO] 2021-10-25 20:42:03 > Step: 529500 Progress: 52.9% Elapsed: 7 days, 6:29:42 Gen_loss: 2.436 Dis_loss: 0.6542 Cls_loss: 1.554 Topk: N/A ada_p: 0.2164
[INFO] 2021-10-25 20:43:37 > Step: 529600 Progress: 53.0% Elapsed: 7 days, 6:31:16 Gen_loss: 1.875 Dis_loss: 1.003 Cls_loss: 1.516 Topk: N/A ada_p: 0.2151
[INFO] 2021-10-25 20:45:23 > Step: 529700 Progress: 53.0% Elapsed: 7 days, 6:33:01 Gen_loss: 2.67 Dis_loss: 1.425 Cls_loss: 1.945 Topk: N/A ada_p: 0.2196
[INFO] 2021-10-25 20:46:58 > Step: 529800 Progress: 53.0% Elapsed: 7 days, 6:34:37 Gen_loss: 3.044 Dis_loss: 1.183 Cls_loss: 1.732 Topk: N/A ada_p: 0.2219
[INFO] 2021-10-25 20:48:33 > Step: 529900 Progress: 53.0% Elapsed: 7 days, 6:36:12 Gen_loss: 2.374 Dis_loss: 1.135 Cls_loss: 1.62 Topk: N/A ada_p: 0.2207
[INFO] 2021-10-25 20:50:08 > Step: 530000 Progress: 53.0% Elapsed: 7 days, 6:37:47 Gen_loss: 3.118 Dis_loss: 1.662 Cls_loss: 1.92 Topk: N/A ada_p: 0.2205
[INFO] 2021-10-25 20:50:08 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 20:50:08 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_530000.png
[INFO] 2021-10-25 20:50:08 > Start Evaluation (530000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-25 20:50:08 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-25 20:55:41 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-25 21:01:19 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-25 21:22:47 > Inception score (Step: 530000, 50000 generated images): 10.638130187988281
[INFO] 2021-10-25 21:22:48 > FID score (Step: 530000, Using train moments): 2.6092624795934967
[INFO] 2021-10-25 21:22:48 > Improved Precision (Step: 530000, Using train images): 0.76624
[INFO] 2021-10-25 21:22:48 > Improved Recall (Step: 530000, Using train images): 0.63058
[INFO] 2021-10-25 21:22:48 > Density (Step: 530000, Using train images): 1.1064360000000002
[INFO] 2021-10-25 21:22:48 > Coverage (Step: 530000, Using train images): 0.92952
[INFO] 2021-10-25 21:22:48 > Best FID score (Step: 520000, Using train moments): 2.5741929449998224
[INFO] 2021-10-25 21:23:02 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-25 21:27:40 > Step: 530100 Progress: 53.0% Elapsed: 7 days, 7:15:19 Gen_loss: 2.279 Dis_loss: 1.223 Cls_loss: 2.123 Topk: N/A ada_p: 0.2262
[INFO] 2021-10-25 21:29:14 > Step: 530200 Progress: 53.0% Elapsed: 7 days, 7:16:53 Gen_loss: 3.105 Dis_loss: 1.094 Cls_loss: 1.763 Topk: N/A ada_p: 0.2245
[INFO] 2021-10-25 21:30:48 > Step: 530300 Progress: 53.0% Elapsed: 7 days, 7:18:26 Gen_loss: 2.987 Dis_loss: 0.7318 Cls_loss: 1.779 Topk: N/A ada_p: 0.2205
[INFO] 2021-10-25 21:32:21 > Step: 530400 Progress: 53.0% Elapsed: 7 days, 7:20:00 Gen_loss: 2.968 Dis_loss: 0.991 Cls_loss: 1.784 Topk: N/A ada_p: 0.2192
[INFO] 2021-10-25 21:34:05 > Step: 530500 Progress: 53.0% Elapsed: 7 days, 7:21:44 Gen_loss: 3.144 Dis_loss: 1.065 Cls_loss: 1.696 Topk: N/A ada_p: 0.2134
[INFO] 2021-10-25 21:35:39 > Step: 530600 Progress: 53.1% Elapsed: 7 days, 7:23:18 Gen_loss: 3.567 Dis_loss: 2.469 Cls_loss: 2.142 Topk: N/A ada_p: 0.2117
[INFO] 2021-10-25 21:37:13 > Step: 530700 Progress: 53.1% Elapsed: 7 days, 7:24:52 Gen_loss: 2.541 Dis_loss: 0.8387 Cls_loss: 1.814 Topk: N/A ada_p: 0.2143
[INFO] 2021-10-25 21:38:58 > Step: 530800 Progress: 53.1% Elapsed: 7 days, 7:26:37 Gen_loss: 2.341 Dis_loss: 1.376 Cls_loss: 2.109 Topk: N/A ada_p: 0.2125
[INFO] 2021-10-25 21:40:32 > Step: 530900 Progress: 53.1% Elapsed: 7 days, 7:28:10 Gen_loss: 2.842 Dis_loss: 0.8089 Cls_loss: 1.497 Topk: N/A ada_p: 0.2076
[INFO] 2021-10-25 21:42:06 > Step: 531000 Progress: 53.1% Elapsed: 7 days, 7:29:44 Gen_loss: 4.822 Dis_loss: 2.13 Cls_loss: 1.59 Topk: N/A ada_p: 0.2073
[INFO] 2021-10-25 21:43:39 > Step: 531100 Progress: 53.1% Elapsed: 7 days, 7:31:18 Gen_loss: 1.942 Dis_loss: 0.7997 Cls_loss: 1.632 Topk: N/A ada_p: 0.2115
[INFO] 2021-10-25 21:45:23 > Step: 531200 Progress: 53.1% Elapsed: 7 days, 7:33:02 Gen_loss: 1.604 Dis_loss: 1.025 Cls_loss: 1.601 Topk: N/A ada_p: 0.2156
[INFO] 2021-10-25 21:46:57 > Step: 531300 Progress: 53.1% Elapsed: 7 days, 7:34:36 Gen_loss: 3.125 Dis_loss: 0.8112 Cls_loss: 1.933 Topk: N/A ada_p: 0.2137
[INFO] 2021-10-25 21:48:31 > Step: 531400 Progress: 53.1% Elapsed: 7 days, 7:36:10 Gen_loss: 1.913 Dis_loss: 0.8372 Cls_loss: 1.596 Topk: N/A ada_p: 0.2114
[INFO] 2021-10-25 21:50:05 > Step: 531500 Progress: 53.1% Elapsed: 7 days, 7:37:44 Gen_loss: 1.444 Dis_loss: 1.103 Cls_loss: 1.475 Topk: N/A ada_p: 0.2179
[INFO] 2021-10-25 21:51:50 > Step: 531600 Progress: 53.2% Elapsed: 7 days, 7:39:29 Gen_loss: 2.313 Dis_loss: 0.6612 Cls_loss: 1.736 Topk: N/A ada_p: 0.2172
[INFO] 2021-10-25 21:53:25 > Step: 531700 Progress: 53.2% Elapsed: 7 days, 7:41:04 Gen_loss: 2.796 Dis_loss: 1.016 Cls_loss: 1.608 Topk: N/A ada_p: 0.2224
[INFO] 2021-10-25 21:55:00 > Step: 531800 Progress: 53.2% Elapsed: 7 days, 7:42:38 Gen_loss: 4.499 Dis_loss: 0.8291 Cls_loss: 1.635 Topk: N/A ada_p: 0.2188
[INFO] 2021-10-25 21:56:35 > Step: 531900 Progress: 53.2% Elapsed: 7 days, 7:44:14 Gen_loss: 2.742 Dis_loss: 1.118 Cls_loss: 1.714 Topk: N/A ada_p: 0.2169
[INFO] 2021-10-25 21:58:21 > Step: 532000 Progress: 53.2% Elapsed: 7 days, 7:45:59 Gen_loss: 2.047 Dis_loss: 0.7212 Cls_loss: 1.473 Topk: N/A ada_p: 0.2189
[INFO] 2021-10-25 21:59:56 > Step: 532100 Progress: 53.2% Elapsed: 7 days, 7:47:35 Gen_loss: 3.323 Dis_loss: 1.122 Cls_loss: 1.611 Topk: N/A ada_p: 0.2183
[INFO] 2021-10-25 22:01:30 > Step: 532200 Progress: 53.2% Elapsed: 7 days, 7:49:09 Gen_loss: 1.502 Dis_loss: 1.035 Cls_loss: 2.163 Topk: N/A ada_p: 0.2242
[INFO] 2021-10-25 22:03:06 > Step: 532300 Progress: 53.2% Elapsed: 7 days, 7:50:44 Gen_loss: 2.126 Dis_loss: 0.7583 Cls_loss: 1.821 Topk: N/A ada_p: 0.2174
[INFO] 2021-10-25 22:04:51 > Step: 532400 Progress: 53.2% Elapsed: 7 days, 7:52:30 Gen_loss: 1.337 Dis_loss: 1.226 Cls_loss: 1.946 Topk: N/A ada_p: 0.2143
[INFO] 2021-10-25 22:06:26 > Step: 532500 Progress: 53.2% Elapsed: 7 days, 7:54:05 Gen_loss: 2.332 Dis_loss: 1.107 Cls_loss: 1.97 Topk: N/A ada_p: 0.2145
[INFO] 2021-10-25 22:08:01 > Step: 532600 Progress: 53.3% Elapsed: 7 days, 7:55:40 Gen_loss: 3.116 Dis_loss: 0.818 Cls_loss: 2.014 Topk: N/A ada_p: 0.2178
[INFO] 2021-10-25 22:09:37 > Step: 532700 Progress: 53.3% Elapsed: 7 days, 7:57:16 Gen_loss: 1.82 Dis_loss: 0.8119 Cls_loss: 2.076 Topk: N/A ada_p: 0.2207
[INFO] 2021-10-25 22:11:22 > Step: 532800 Progress: 53.3% Elapsed: 7 days, 7:59:01 Gen_loss: 3.537 Dis_loss: 1.118 Cls_loss: 1.855 Topk: N/A ada_p: 0.2223
[INFO] 2021-10-25 22:12:57 > Step: 532900 Progress: 53.3% Elapsed: 7 days, 8:00:35 Gen_loss: 1.155 Dis_loss: 0.9372 Cls_loss: 2.18 Topk: N/A ada_p: 0.2234
[INFO] 2021-10-25 22:14:31 > Step: 533000 Progress: 53.3% Elapsed: 7 days, 8:02:10 Gen_loss: 3.279 Dis_loss: 1.654 Cls_loss: 2.29 Topk: N/A ada_p: 0.226
[INFO] 2021-10-25 22:16:06 > Step: 533100 Progress: 53.3% Elapsed: 7 days, 8:03:45 Gen_loss: 1.351 Dis_loss: 1.057 Cls_loss: 1.641 Topk: N/A ada_p: 0.2197
[INFO] 2021-10-25 22:17:50 > Step: 533200 Progress: 53.3% Elapsed: 7 days, 8:05:29 Gen_loss: 4.554 Dis_loss: 1.133 Cls_loss: 1.832 Topk: N/A ada_p: 0.2192
[INFO] 2021-10-25 22:19:26 > Step: 533300 Progress: 53.3% Elapsed: 7 days, 8:07:04 Gen_loss: 2.539 Dis_loss: 0.7445 Cls_loss: 1.872 Topk: N/A ada_p: 0.2173
[INFO] 2021-10-25 22:21:01 > Step: 533400 Progress: 53.3% Elapsed: 7 days, 8:08:40 Gen_loss: 3.226 Dis_loss: 1.257 Cls_loss: 1.9 Topk: N/A ada_p: 0.2155
[INFO] 2021-10-25 22:22:36 > Step: 533500 Progress: 53.3% Elapsed: 7 days, 8:10:15 Gen_loss: 2.24 Dis_loss: 0.8751 Cls_loss: 1.922 Topk: N/A ada_p: 0.2195
[INFO] 2021-10-25 22:24:21 > Step: 533600 Progress: 53.4% Elapsed: 7 days, 8:12:00 Gen_loss: 3.381 Dis_loss: 0.8985 Cls_loss: 1.987 Topk: N/A ada_p: 0.2213
[INFO] 2021-10-25 22:25:56 > Step: 533700 Progress: 53.4% Elapsed: 7 days, 8:13:35 Gen_loss: 3.357 Dis_loss: 1.147 Cls_loss: 1.819 Topk: N/A ada_p: 0.2181
[INFO] 2021-10-25 22:27:31 > Step: 533800 Progress: 53.4% Elapsed: 7 days, 8:15:09 Gen_loss: 1.861 Dis_loss: 0.9338 Cls_loss: 1.914 Topk: N/A ada_p: 0.2137
[INFO] 2021-10-25 22:29:06 > Step: 533900 Progress: 53.4% Elapsed: 7 days, 8:16:45 Gen_loss: 2.272 Dis_loss: 0.7274 Cls_loss: 1.321 Topk: N/A ada_p: 0.2159
[INFO] 2021-10-25 22:30:50 > Step: 534000 Progress: 53.4% Elapsed: 7 days, 8:18:29 Gen_loss: 1.53 Dis_loss: 1.126 Cls_loss: 1.842 Topk: N/A ada_p: 0.2192
[INFO] 2021-10-25 22:32:25 > Step: 534100 Progress: 53.4% Elapsed: 7 days, 8:20:04 Gen_loss: 2.136 Dis_loss: 0.6949 Cls_loss: 1.927 Topk: N/A ada_p: 0.2219
[INFO] 2021-10-25 22:34:00 > Step: 534200 Progress: 53.4% Elapsed: 7 days, 8:21:39 Gen_loss: 3.497 Dis_loss: 1.236 Cls_loss: 2.289 Topk: N/A ada_p: 0.227
[INFO] 2021-10-25 22:35:35 > Step: 534300 Progress: 53.4% Elapsed: 7 days, 8:23:14 Gen_loss: 2.813 Dis_loss: 0.8442 Cls_loss: 1.64 Topk: N/A ada_p: 0.2248
[INFO] 2021-10-25 22:37:20 > Step: 534400 Progress: 53.4% Elapsed: 7 days, 8:24:59 Gen_loss: 2.882 Dis_loss: 0.9949 Cls_loss: 1.627 Topk: N/A ada_p: 0.2253
[INFO] 2021-10-25 22:38:55 > Step: 534500 Progress: 53.4% Elapsed: 7 days, 8:26:34 Gen_loss: 1.898 Dis_loss: 0.7991 Cls_loss: 1.471 Topk: N/A ada_p: 0.2275
[INFO] 2021-10-25 22:40:31 > Step: 534600 Progress: 53.5% Elapsed: 7 days, 8:28:09 Gen_loss: 2.05 Dis_loss: 0.8942 Cls_loss: 1.915 Topk: N/A ada_p: 0.2229
[INFO] 2021-10-25 22:42:15 > Step: 534700 Progress: 53.5% Elapsed: 7 days, 8:29:54 Gen_loss: 3.074 Dis_loss: 0.8917 Cls_loss: 1.789 Topk: N/A ada_p: 0.2251
[INFO] 2021-10-25 22:43:50 > Step: 534800 Progress: 53.5% Elapsed: 7 days, 8:31:29 Gen_loss: 3.349 Dis_loss: 0.9106 Cls_loss: 1.556 Topk: N/A ada_p: 0.2248
[INFO] 2021-10-25 22:45:25 > Step: 534900 Progress: 53.5% Elapsed: 7 days, 8:33:03 Gen_loss: 2.667 Dis_loss: 0.8815 Cls_loss: 1.91 Topk: N/A ada_p: 0.2273
[INFO] 2021-10-25 22:47:00 > Step: 535000 Progress: 53.5% Elapsed: 7 days, 8:34:39 Gen_loss: 1.777 Dis_loss: 0.777 Cls_loss: 1.878 Topk: N/A ada_p: 0.2265
[INFO] 2021-10-25 22:48:45 > Step: 535100 Progress: 53.5% Elapsed: 7 days, 8:36:24 Gen_loss: 2.22 Dis_loss: 1.122 Cls_loss: 1.941 Topk: N/A ada_p: 0.2251
[INFO] 2021-10-25 22:50:20 > Step: 535200 Progress: 53.5% Elapsed: 7 days, 8:37:59 Gen_loss: 2.902 Dis_loss: 0.8723 Cls_loss: 1.991 Topk: N/A ada_p: 0.2302
[INFO] 2021-10-25 22:51:56 > Step: 535300 Progress: 53.5% Elapsed: 7 days, 8:39:34 Gen_loss: 2.763 Dis_loss: 0.9966 Cls_loss: 1.75 Topk: N/A ada_p: 0.226
[INFO] 2021-10-25 22:53:31 > Step: 535400 Progress: 53.5% Elapsed: 7 days, 8:41:09 Gen_loss: 2.784 Dis_loss: 0.7828 Cls_loss: 1.802 Topk: N/A ada_p: 0.228
[INFO] 2021-10-25 22:55:16 > Step: 535500 Progress: 53.5% Elapsed: 7 days, 8:42:55 Gen_loss: 3.233 Dis_loss: 0.9511 Cls_loss: 1.97 Topk: N/A ada_p: 0.2269
[INFO] 2021-10-25 22:56:51 > Step: 535600 Progress: 53.6% Elapsed: 7 days, 8:44:30 Gen_loss: 1.575 Dis_loss: 0.5755 Cls_loss: 1.611 Topk: N/A ada_p: 0.221
[INFO] 2021-10-25 22:58:26 > Step: 535700 Progress: 53.6% Elapsed: 7 days, 8:46:04 Gen_loss: 3.246 Dis_loss: 1.624 Cls_loss: 1.979 Topk: N/A ada_p: 0.217
[INFO] 2021-10-25 23:00:01 > Step: 535800 Progress: 53.6% Elapsed: 7 days, 8:47:39 Gen_loss: 1.505 Dis_loss: 1.549 Cls_loss: 2.268 Topk: N/A ada_p: 0.2198
[INFO] 2021-10-25 23:01:45 > Step: 535900 Progress: 53.6% Elapsed: 7 days, 8:49:24 Gen_loss: 1.355 Dis_loss: 1.138 Cls_loss: 1.813 Topk: N/A ada_p: 0.2248
[INFO] 2021-10-25 23:03:20 > Step: 536000 Progress: 53.6% Elapsed: 7 days, 8:50:59 Gen_loss: 3.788 Dis_loss: 0.9088 Cls_loss: 1.692 Topk: N/A ada_p: 0.2238
[INFO] 2021-10-25 23:04:55 > Step: 536100 Progress: 53.6% Elapsed: 7 days, 8:52:34 Gen_loss: 3.599 Dis_loss: 1.038 Cls_loss: 1.785 Topk: N/A ada_p: 0.2224
[INFO] 2021-10-25 23:06:30 > Step: 536200 Progress: 53.6% Elapsed: 7 days, 8:54:09 Gen_loss: 2.128 Dis_loss: 1.398 Cls_loss: 1.72 Topk: N/A ada_p: 0.217
[INFO] 2021-10-25 23:08:15 > Step: 536300 Progress: 53.6% Elapsed: 7 days, 8:55:53 Gen_loss: 2.284 Dis_loss: 0.7199 Cls_loss: 1.882 Topk: N/A ada_p: 0.2161
[INFO] 2021-10-25 23:09:49 > Step: 536400 Progress: 53.6% Elapsed: 7 days, 8:57:28 Gen_loss: 2.275 Dis_loss: 0.6184 Cls_loss: 1.604 Topk: N/A ada_p: 0.2174
[INFO] 2021-10-25 23:11:24 > Step: 536500 Progress: 53.6% Elapsed: 7 days, 8:59:03 Gen_loss: 2.369 Dis_loss: 1.073 Cls_loss: 1.759 Topk: N/A ada_p: 0.2247
[INFO] 2021-10-25 23:12:59 > Step: 536600 Progress: 53.7% Elapsed: 7 days, 9:00:38 Gen_loss: 2.036 Dis_loss: 0.8449 Cls_loss: 1.648 Topk: N/A ada_p: 0.2268
[INFO] 2021-10-25 23:14:44 > Step: 536700 Progress: 53.7% Elapsed: 7 days, 9:02:22 Gen_loss: 2.456 Dis_loss: 1.114 Cls_loss: 2.096 Topk: N/A ada_p: 0.2287
[INFO] 2021-10-25 23:16:19 > Step: 536800 Progress: 53.7% Elapsed: 7 days, 9:03:57 Gen_loss: 2.414 Dis_loss: 1.131 Cls_loss: 1.705 Topk: N/A ada_p: 0.222
[INFO] 2021-10-25 23:17:54 > Step: 536900 Progress: 53.7% Elapsed: 7 days, 9:05:33 Gen_loss: 2.603 Dis_loss: 1.452 Cls_loss: 2.036 Topk: N/A ada_p: 0.2219
[INFO] 2021-10-25 23:19:29 > Step: 537000 Progress: 53.7% Elapsed: 7 days, 9:07:08 Gen_loss: 2.39 Dis_loss: 0.7711 Cls_loss: 1.762 Topk: N/A ada_p: 0.2204
[INFO] 2021-10-25 23:21:14 > Step: 537100 Progress: 53.7% Elapsed: 7 days, 9:08:53 Gen_loss: 1.007 Dis_loss: 1.245 Cls_loss: 1.833 Topk: N/A ada_p: 0.2243
[INFO] 2021-10-25 23:22:49 > Step: 537200 Progress: 53.7% Elapsed: 7 days, 9:10:28 Gen_loss: 2.368 Dis_loss: 1.259 Cls_loss: 2.209 Topk: N/A ada_p: 0.2236
[INFO] 2021-10-25 23:24:24 > Step: 537300 Progress: 53.7% Elapsed: 7 days, 9:12:03 Gen_loss: 1.672 Dis_loss: 1.165 Cls_loss: 1.894 Topk: N/A ada_p: 0.2214
[INFO] 2021-10-25 23:26:00 > Step: 537400 Progress: 53.7% Elapsed: 7 days, 9:13:38 Gen_loss: 1.917 Dis_loss: 1.257 Cls_loss: 1.961 Topk: N/A ada_p: 0.2232
[INFO] 2021-10-25 23:27:45 > Step: 537500 Progress: 53.8% Elapsed: 7 days, 9:15:24 Gen_loss: 3.048 Dis_loss: 1.122 Cls_loss: 2.114 Topk: N/A ada_p: 0.2223
[INFO] 2021-10-25 23:29:19 > Step: 537600 Progress: 53.8% Elapsed: 7 days, 9:16:58 Gen_loss: 1.904 Dis_loss: 1.044 Cls_loss: 1.711 Topk: N/A ada_p: 0.2253
[INFO] 2021-10-25 23:30:54 > Step: 537700 Progress: 53.8% Elapsed: 7 days, 9:18:33 Gen_loss: 1.36 Dis_loss: 1.111 Cls_loss: 1.861 Topk: N/A ada_p: 0.2237
[INFO] 2021-10-25 23:32:29 > Step: 537800 Progress: 53.8% Elapsed: 7 days, 9:20:08 Gen_loss: 2.582 Dis_loss: 0.7947 Cls_loss: 1.965 Topk: N/A ada_p: 0.2247
[INFO] 2021-10-25 23:34:14 > Step: 537900 Progress: 53.8% Elapsed: 7 days, 9:21:52 Gen_loss: 3.832 Dis_loss: 1.309 Cls_loss: 1.881 Topk: N/A ada_p: 0.221
[INFO] 2021-10-25 23:35:48 > Step: 538000 Progress: 53.8% Elapsed: 7 days, 9:23:27 Gen_loss: 2.095 Dis_loss: 0.8569 Cls_loss: 1.944 Topk: N/A ada_p: 0.2205
[INFO] 2021-10-25 23:37:23 > Step: 538100 Progress: 53.8% Elapsed: 7 days, 9:25:02 Gen_loss: 2.065 Dis_loss: 0.7215 Cls_loss: 1.38 Topk: N/A ada_p: 0.217
[INFO] 2021-10-25 23:38:58 > Step: 538200 Progress: 53.8% Elapsed: 7 days, 9:26:36 Gen_loss: 2.098 Dis_loss: 0.9754 Cls_loss: 1.816 Topk: N/A ada_p: 0.2183
[INFO] 2021-10-25 23:40:44 > Step: 538300 Progress: 53.8% Elapsed: 7 days, 9:28:22 Gen_loss: 1.585 Dis_loss: 0.6956 Cls_loss: 1.666 Topk: N/A ada_p: 0.2141
[INFO] 2021-10-25 23:42:18 > Step: 538400 Progress: 53.8% Elapsed: 7 days, 9:29:57 Gen_loss: 4.137 Dis_loss: 1.597 Cls_loss: 1.458 Topk: N/A ada_p: 0.2131
[INFO] 2021-10-25 23:43:53 > Step: 538500 Progress: 53.8% Elapsed: 7 days, 9:31:32 Gen_loss: 2.529 Dis_loss: 1.109 Cls_loss: 1.947 Topk: N/A ada_p: 0.2106
[INFO] 2021-10-25 23:45:37 > Step: 538600 Progress: 53.9% Elapsed: 7 days, 9:33:16 Gen_loss: 2.639 Dis_loss: 0.9366 Cls_loss: 1.493 Topk: N/A ada_p: 0.2155
[INFO] 2021-10-25 23:47:12 > Step: 538700 Progress: 53.9% Elapsed: 7 days, 9:34:51 Gen_loss: 2.249 Dis_loss: 1.502 Cls_loss: 1.96 Topk: N/A ada_p: 0.2197
[INFO] 2021-10-25 23:48:48 > Step: 538800 Progress: 53.9% Elapsed: 7 days, 9:36:26 Gen_loss: 3.03 Dis_loss: 1.166 Cls_loss: 2.073 Topk: N/A ada_p: 0.2136
[INFO] 2021-10-25 23:50:23 > Step: 538900 Progress: 53.9% Elapsed: 7 days, 9:38:01 Gen_loss: 3.247 Dis_loss: 1.171 Cls_loss: 1.529 Topk: N/A ada_p: 0.2183
[INFO] 2021-10-25 23:52:07 > Step: 539000 Progress: 53.9% Elapsed: 7 days, 9:39:46 Gen_loss: 2.599 Dis_loss: 0.6535 Cls_loss: 1.794 Topk: N/A ada_p: 0.2216
[INFO] 2021-10-25 23:53:43 > Step: 539100 Progress: 53.9% Elapsed: 7 days, 9:41:21 Gen_loss: 1.837 Dis_loss: 0.9158 Cls_loss: 1.901 Topk: N/A ada_p: 0.2187
[INFO] 2021-10-25 23:55:18 > Step: 539200 Progress: 53.9% Elapsed: 7 days, 9:42:57 Gen_loss: 2.511 Dis_loss: 0.8156 Cls_loss: 1.844 Topk: N/A ada_p: 0.2164
[INFO] 2021-10-25 23:56:53 > Step: 539300 Progress: 53.9% Elapsed: 7 days, 9:44:32 Gen_loss: 2.741 Dis_loss: 0.615 Cls_loss: 1.347 Topk: N/A ada_p: 0.2117
[INFO] 2021-10-25 23:58:38 > Step: 539400 Progress: 53.9% Elapsed: 7 days, 9:46:17 Gen_loss: 3.789 Dis_loss: 0.9357 Cls_loss: 1.828 Topk: N/A ada_p: 0.2165
[INFO] 2021-10-26 00:00:14 > Step: 539500 Progress: 53.9% Elapsed: 7 days, 9:47:53 Gen_loss: 4.277 Dis_loss: 0.9883 Cls_loss: 2.0 Topk: N/A ada_p: 0.2223
[INFO] 2021-10-26 00:01:49 > Step: 539600 Progress: 54.0% Elapsed: 7 days, 9:49:28 Gen_loss: 3.137 Dis_loss: 0.9711 Cls_loss: 2.022 Topk: N/A ada_p: 0.221
[INFO] 2021-10-26 00:03:24 > Step: 539700 Progress: 54.0% Elapsed: 7 days, 9:51:03 Gen_loss: 3.22 Dis_loss: 0.9599 Cls_loss: 2.145 Topk: N/A ada_p: 0.2247
[INFO] 2021-10-26 00:05:09 > Step: 539800 Progress: 54.0% Elapsed: 7 days, 9:52:48 Gen_loss: 2.697 Dis_loss: 0.6881 Cls_loss: 1.375 Topk: N/A ada_p: 0.2298
[INFO] 2021-10-26 00:06:44 > Step: 539900 Progress: 54.0% Elapsed: 7 days, 9:54:23 Gen_loss: 1.825 Dis_loss: 1.147 Cls_loss: 1.885 Topk: N/A ada_p: 0.2264
[INFO] 2021-10-26 00:08:19 > Step: 540000 Progress: 54.0% Elapsed: 7 days, 9:55:58 Gen_loss: 3.075 Dis_loss: 0.8397 Cls_loss: 1.731 Topk: N/A ada_p: 0.2207
[INFO] 2021-10-26 00:08:19 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-26 00:08:19 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_540000.png
[INFO] 2021-10-26 00:08:19 > Start Evaluation (540000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-26 00:08:19 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-26 00:13:53 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-26 00:19:32 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-26 00:40:21 > Inception score (Step: 540000, 50000 generated images): 10.594529151916504
[INFO] 2021-10-26 00:40:21 > FID score (Step: 540000, Using train moments): 2.555209992431571
[INFO] 2021-10-26 00:40:21 > Improved Precision (Step: 540000, Using train images): 0.76648
[INFO] 2021-10-26 00:40:21 > Improved Recall (Step: 540000, Using train images): 0.634
[INFO] 2021-10-26 00:40:21 > Density (Step: 540000, Using train images): 1.0975920000000001
[INFO] 2021-10-26 00:40:21 > Coverage (Step: 540000, Using train images): 0.93062
[INFO] 2021-10-26 00:40:21 > Best FID score (Step: 540000, Using train moments): 2.555209992431571
[INFO] 2021-10-26 00:40:41 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-26 00:43:57 > Step: 540100 Progress: 54.0% Elapsed: 7 days, 10:31:35 Gen_loss: 2.001 Dis_loss: 1.04 Cls_loss: 1.718 Topk: N/A ada_p: 0.2224
[INFO] 2021-10-26 00:45:47 > Step: 540200 Progress: 54.0% Elapsed: 7 days, 10:33:26 Gen_loss: 3.301 Dis_loss: 1.034 Cls_loss: 1.852 Topk: N/A ada_p: 0.2237
[INFO] 2021-10-26 00:47:21 > Step: 540300 Progress: 54.0% Elapsed: 7 days, 10:35:00 Gen_loss: 2.456 Dis_loss: 1.067 Cls_loss: 1.808 Topk: N/A ada_p: 0.2284
[INFO] 2021-10-26 00:48:55 > Step: 540400 Progress: 54.0% Elapsed: 7 days, 10:36:34 Gen_loss: 2.567 Dis_loss: 1.096 Cls_loss: 2.085 Topk: N/A ada_p: 0.2289
[INFO] 2021-10-26 00:50:29 > Step: 540500 Progress: 54.0% Elapsed: 7 days, 10:38:08 Gen_loss: 2.572 Dis_loss: 1.395 Cls_loss: 1.649 Topk: N/A ada_p: 0.2296
[INFO] 2021-10-26 00:52:13 > Step: 540600 Progress: 54.1% Elapsed: 7 days, 10:39:52 Gen_loss: 1.779 Dis_loss: 0.9489 Cls_loss: 2.052 Topk: N/A ada_p: 0.2329
[INFO] 2021-10-26 00:53:48 > Step: 540700 Progress: 54.1% Elapsed: 7 days, 10:41:26 Gen_loss: 1.91 Dis_loss: 0.8953 Cls_loss: 1.592 Topk: N/A ada_p: 0.232
[INFO] 2021-10-26 00:55:21 > Step: 540800 Progress: 54.1% Elapsed: 7 days, 10:43:00 Gen_loss: 1.548 Dis_loss: 0.8224 Cls_loss: 2.043 Topk: N/A ada_p: 0.2269
[INFO] 2021-10-26 00:56:55 > Step: 540900 Progress: 54.1% Elapsed: 7 days, 10:44:34 Gen_loss: 1.797 Dis_loss: 1.398 Cls_loss: 1.587 Topk: N/A ada_p: 0.2201
[INFO] 2021-10-26 00:58:39 > Step: 541000 Progress: 54.1% Elapsed: 7 days, 10:46:18 Gen_loss: 2.776 Dis_loss: 1.276 Cls_loss: 1.841 Topk: N/A ada_p: 0.2193
[INFO] 2021-10-26 01:00:13 > Step: 541100 Progress: 54.1% Elapsed: 7 days, 10:47:52 Gen_loss: 2.65 Dis_loss: 1.298 Cls_loss: 1.794 Topk: N/A ada_p: 0.2166
[INFO] 2021-10-26 01:01:47 > Step: 541200 Progress: 54.1% Elapsed: 7 days, 10:49:26 Gen_loss: 1.109 Dis_loss: 0.8989 Cls_loss: 1.679 Topk: N/A ada_p: 0.2177
[INFO] 2021-10-26 01:03:21 > Step: 541300 Progress: 54.1% Elapsed: 7 days, 10:51:00 Gen_loss: 3.488 Dis_loss: 0.9947 Cls_loss: 1.659 Topk: N/A ada_p: 0.2178
[INFO] 2021-10-26 01:05:05 > Step: 541400 Progress: 54.1% Elapsed: 7 days, 10:52:44 Gen_loss: 2.537 Dis_loss: 0.9786 Cls_loss: 1.793 Topk: N/A ada_p: 0.2122
[INFO] 2021-10-26 01:06:39 > Step: 541500 Progress: 54.1% Elapsed: 7 days, 10:54:18 Gen_loss: 3.12 Dis_loss: 0.8437 Cls_loss: 1.896 Topk: N/A ada_p: 0.2138
[INFO] 2021-10-26 01:08:13 > Step: 541600 Progress: 54.2% Elapsed: 7 days, 10:55:51 Gen_loss: 2.047 Dis_loss: 1.756 Cls_loss: 1.834 Topk: N/A ada_p: 0.2166
[INFO] 2021-10-26 01:09:47 > Step: 541700 Progress: 54.2% Elapsed: 7 days, 10:57:26 Gen_loss: 1.826 Dis_loss: 1.183 Cls_loss: 1.835 Topk: N/A ada_p: 0.2147
[INFO] 2021-10-26 01:11:32 > Step: 541800 Progress: 54.2% Elapsed: 7 days, 10:59:11 Gen_loss: 1.862 Dis_loss: 0.6965 Cls_loss: 1.304 Topk: N/A ada_p: 0.2142
[INFO] 2021-10-26 01:13:08 > Step: 541900 Progress: 54.2% Elapsed: 7 days, 11:00:47 Gen_loss: 1.543 Dis_loss: 0.7663 Cls_loss: 1.768 Topk: N/A ada_p: 0.2154
[INFO] 2021-10-26 01:14:43 > Step: 542000 Progress: 54.2% Elapsed: 7 days, 11:02:22 Gen_loss: 1.247 Dis_loss: 1.365 Cls_loss: 2.1 Topk: N/A ada_p: 0.2177
[INFO] 2021-10-26 01:16:18 > Step: 542100 Progress: 54.2% Elapsed: 7 days, 11:03:57 Gen_loss: 2.046 Dis_loss: 0.898 Cls_loss: 1.775 Topk: N/A ada_p: 0.2227
[INFO] 2021-10-26 01:18:02 > Step: 542200 Progress: 54.2% Elapsed: 7 days, 11:05:41 Gen_loss: 2.258 Dis_loss: 1.151 Cls_loss: 1.883 Topk: N/A ada_p: 0.2242
[INFO] 2021-10-26 01:19:37 > Step: 542300 Progress: 54.2% Elapsed: 7 days, 11:07:16 Gen_loss: 2.442 Dis_loss: 1.082 Cls_loss: 1.918 Topk: N/A ada_p: 0.2256
[INFO] 2021-10-26 01:21:13 > Step: 542400 Progress: 54.2% Elapsed: 7 days, 11:08:51 Gen_loss: 2.971 Dis_loss: 1.024 Cls_loss: 1.961 Topk: N/A ada_p: 0.2256
[INFO] 2021-10-26 01:22:58 > Step: 542500 Progress: 54.2% Elapsed: 7 days, 11:10:37 Gen_loss: 2.759 Dis_loss: 0.9536 Cls_loss: 1.621 Topk: N/A ada_p: 0.2219
[INFO] 2021-10-26 01:24:32 > Step: 542600 Progress: 54.3% Elapsed: 7 days, 11:12:11 Gen_loss: 3.614 Dis_loss: 0.8746 Cls_loss: 1.946 Topk: N/A ada_p: 0.2201
[INFO] 2021-10-26 01:26:07 > Step: 542700 Progress: 54.3% Elapsed: 7 days, 11:13:46 Gen_loss: 1.172 Dis_loss: 1.385 Cls_loss: 2.29 Topk: N/A ada_p: 0.2246
[INFO] 2021-10-26 01:27:43 > Step: 542800 Progress: 54.3% Elapsed: 7 days, 11:15:22 Gen_loss: 1.744 Dis_loss: 0.8493 Cls_loss: 1.759 Topk: N/A ada_p: 0.2264
[INFO] 2021-10-26 01:29:27 > Step: 542900 Progress: 54.3% Elapsed: 7 days, 11:17:06 Gen_loss: 2.892 Dis_loss: 0.8074 Cls_loss: 2.023 Topk: N/A ada_p: 0.2309
[INFO] 2021-10-26 01:31:02 > Step: 543000 Progress: 54.3% Elapsed: 7 days, 11:18:41 Gen_loss: 2.418 Dis_loss: 1.129 Cls_loss: 1.973 Topk: N/A ada_p: 0.226
[INFO] 2021-10-26 01:32:37 > Step: 543100 Progress: 54.3% Elapsed: 7 days, 11:20:16 Gen_loss: 2.976 Dis_loss: 1.155 Cls_loss: 1.683 Topk: N/A ada_p: 0.223
[INFO] 2021-10-26 01:34:12 > Step: 543200 Progress: 54.3% Elapsed: 7 days, 11:21:50 Gen_loss: 3.748 Dis_loss: 0.7992 Cls_loss: 1.48 Topk: N/A ada_p: 0.2271
[INFO] 2021-10-26 01:35:56 > Step: 543300 Progress: 54.3% Elapsed: 7 days, 11:23:35 Gen_loss: 5.208 Dis_loss: 1.058 Cls_loss: 1.834 Topk: N/A ada_p: 0.225
[INFO] 2021-10-26 01:37:31 > Step: 543400 Progress: 54.3% Elapsed: 7 days, 11:25:10 Gen_loss: 2.428 Dis_loss: 0.7956 Cls_loss: 1.77 Topk: N/A ada_p: 0.2198
[INFO] 2021-10-26 01:39:06 > Step: 543500 Progress: 54.4% Elapsed: 7 days, 11:26:45 Gen_loss: 4.052 Dis_loss: 1.143 Cls_loss: 1.538 Topk: N/A ada_p: 0.2189
[INFO] 2021-10-26 01:40:41 > Step: 543600 Progress: 54.4% Elapsed: 7 days, 11:28:20 Gen_loss: 1.934 Dis_loss: 0.9528 Cls_loss: 1.814 Topk: N/A ada_p: 0.2241
[INFO] 2021-10-26 01:42:26 > Step: 543700 Progress: 54.4% Elapsed: 7 days, 11:30:05 Gen_loss: 2.103 Dis_loss: 1.028 Cls_loss: 1.909 Topk: N/A ada_p: 0.2298
[INFO] 2021-10-26 01:44:00 > Step: 543800 Progress: 54.4% Elapsed: 7 days, 11:31:39 Gen_loss: 3.541 Dis_loss: 1.54 Cls_loss: 1.917 Topk: N/A ada_p: 0.226
[INFO] 2021-10-26 01:45:35 > Step: 543900 Progress: 54.4% Elapsed: 7 days, 11:33:14 Gen_loss: 3.347 Dis_loss: 1.088 Cls_loss: 1.807 Topk: N/A ada_p: 0.232
[INFO] 2021-10-26 01:47:10 > Step: 544000 Progress: 54.4% Elapsed: 7 days, 11:34:49 Gen_loss: 1.875 Dis_loss: 1.103 Cls_loss: 2.118 Topk: N/A ada_p: 0.2259
[INFO] 2021-10-26 01:48:55 > Step: 544100 Progress: 54.4% Elapsed: 7 days, 11:36:34 Gen_loss: 3.083 Dis_loss: 0.9236 Cls_loss: 1.762 Topk: N/A ada_p: 0.2219
[INFO] 2021-10-26 01:50:30 > Step: 544200 Progress: 54.4% Elapsed: 7 days, 11:38:09 Gen_loss: 1.677 Dis_loss: 1.45 Cls_loss: 2.204 Topk: N/A ada_p: 0.227
[INFO] 2021-10-26 01:52:06 > Step: 544300 Progress: 54.4% Elapsed: 7 days, 11:39:45 Gen_loss: 2.808 Dis_loss: 0.9904 Cls_loss: 2.143 Topk: N/A ada_p: 0.2289
[INFO] 2021-10-26 01:53:42 > Step: 544400 Progress: 54.4% Elapsed: 7 days, 11:41:21 Gen_loss: 3.265 Dis_loss: 0.8595 Cls_loss: 1.484 Topk: N/A ada_p: 0.2259
[INFO] 2021-10-26 01:55:27 > Step: 544500 Progress: 54.4% Elapsed: 7 days, 11:43:06 Gen_loss: 2.367 Dis_loss: 0.935 Cls_loss: 1.437 Topk: N/A ada_p: 0.2265
[INFO] 2021-10-26 01:57:02 > Step: 544600 Progress: 54.5% Elapsed: 7 days, 11:44:41 Gen_loss: 2.265 Dis_loss: 1.066 Cls_loss: 2.031 Topk: N/A ada_p: 0.2245
[INFO] 2021-10-26 01:58:38 > Step: 544700 Progress: 54.5% Elapsed: 7 days, 11:46:17 Gen_loss: 1.285 Dis_loss: 0.7728 Cls_loss: 1.547 Topk: N/A ada_p: 0.2223
[INFO] 2021-10-26 02:00:13 > Step: 544800 Progress: 54.5% Elapsed: 7 days, 11:47:52 Gen_loss: 3.041 Dis_loss: 0.4836 Cls_loss: 1.561 Topk: N/A ada_p: 0.2253
[INFO] 2021-10-26 02:01:59 > Step: 544900 Progress: 54.5% Elapsed: 7 days, 11:49:37 Gen_loss: 2.565 Dis_loss: 2.676 Cls_loss: 1.702 Topk: N/A ada_p: 0.2278
[INFO] 2021-10-26 02:03:33 > Step: 545000 Progress: 54.5% Elapsed: 7 days, 11:51:12 Gen_loss: 2.286 Dis_loss: 1.305 Cls_loss: 2.271 Topk: N/A ada_p: 0.2227
[INFO] 2021-10-26 02:05:08 > Step: 545100 Progress: 54.5% Elapsed: 7 days, 11:52:47 Gen_loss: 3.583 Dis_loss: 1.171 Cls_loss: 1.919 Topk: N/A ada_p: 0.221
[INFO] 2021-10-26 02:06:43 > Step: 545200 Progress: 54.5% Elapsed: 7 days, 11:54:22 Gen_loss: 1.54 Dis_loss: 1.043 Cls_loss: 1.711 Topk: N/A ada_p: 0.221
[INFO] 2021-10-26 02:08:28 > Step: 545300 Progress: 54.5% Elapsed: 7 days, 11:56:07 Gen_loss: 2.867 Dis_loss: 1.379 Cls_loss: 1.491 Topk: N/A ada_p: 0.2214
[INFO] 2021-10-26 02:10:02 > Step: 545400 Progress: 54.5% Elapsed: 7 days, 11:57:41 Gen_loss: 3.505 Dis_loss: 1.326 Cls_loss: 1.697 Topk: N/A ada_p: 0.2209
[INFO] 2021-10-26 02:11:37 > Step: 545500 Progress: 54.5% Elapsed: 7 days, 11:59:16 Gen_loss: 1.655 Dis_loss: 0.8674 Cls_loss: 1.612 Topk: N/A ada_p: 0.2151
[INFO] 2021-10-26 02:13:12 > Step: 545600 Progress: 54.6% Elapsed: 7 days, 12:00:51 Gen_loss: 3.767 Dis_loss: 0.7599 Cls_loss: 1.482 Topk: N/A ada_p: 0.2164
[INFO] 2021-10-26 02:14:57 > Step: 545700 Progress: 54.6% Elapsed: 7 days, 12:02:35 Gen_loss: 1.515 Dis_loss: 0.9472 Cls_loss: 2.011 Topk: N/A ada_p: 0.2188
[INFO] 2021-10-26 02:16:32 > Step: 545800 Progress: 54.6% Elapsed: 7 days, 12:04:11 Gen_loss: 2.85 Dis_loss: 0.6798 Cls_loss: 1.578 Topk: N/A ada_p: 0.2178
[INFO] 2021-10-26 02:18:07 > Step: 545900 Progress: 54.6% Elapsed: 7 days, 12:05:46 Gen_loss: 1.764 Dis_loss: 1.032 Cls_loss: 2.28 Topk: N/A ada_p: 0.2205
[INFO] 2021-10-26 02:19:42 > Step: 546000 Progress: 54.6% Elapsed: 7 days, 12:07:21 Gen_loss: 2.868 Dis_loss: 0.753 Cls_loss: 1.43 Topk: N/A ada_p: 0.2202
[INFO] 2021-10-26 02:21:28 > Step: 546100 Progress: 54.6% Elapsed: 7 days, 12:09:06 Gen_loss: 2.856 Dis_loss: 0.8045 Cls_loss: 1.717 Topk: N/A ada_p: 0.2201
[INFO] 2021-10-26 02:23:02 > Step: 546200 Progress: 54.6% Elapsed: 7 days, 12:10:41 Gen_loss: 1.211 Dis_loss: 0.8545 Cls_loss: 1.753 Topk: N/A ada_p: 0.2221
[INFO] 2021-10-26 02:24:38 > Step: 546300 Progress: 54.6% Elapsed: 7 days, 12:12:17 Gen_loss: 3.219 Dis_loss: 1.155 Cls_loss: 1.741 Topk: N/A ada_p: 0.2236
[INFO] 2021-10-26 02:26:23 > Step: 546400 Progress: 54.6% Elapsed: 7 days, 12:14:01 Gen_loss: 2.024 Dis_loss: 0.8153 Cls_loss: 1.963 Topk: N/A ada_p: 0.2297
[INFO] 2021-10-26 02:27:57 > Step: 546500 Progress: 54.6% Elapsed: 7 days, 12:15:36 Gen_loss: 1.967 Dis_loss: 0.8102 Cls_loss: 1.636 Topk: N/A ada_p: 0.2303
[INFO] 2021-10-26 02:29:33 > Step: 546600 Progress: 54.7% Elapsed: 7 days, 12:17:12 Gen_loss: 2.745 Dis_loss: 0.9519 Cls_loss: 1.694 Topk: N/A ada_p: 0.2326
[INFO] 2021-10-26 02:31:08 > Step: 546700 Progress: 54.7% Elapsed: 7 days, 12:18:47 Gen_loss: 1.593 Dis_loss: 0.963 Cls_loss: 1.802 Topk: N/A ada_p: 0.2253
[INFO] 2021-10-26 02:32:52 > Step: 546800 Progress: 54.7% Elapsed: 7 days, 12:20:31 Gen_loss: 4.431 Dis_loss: 1.522 Cls_loss: 1.846 Topk: N/A ada_p: 0.2253
[INFO] 2021-10-26 02:34:27 > Step: 546900 Progress: 54.7% Elapsed: 7 days, 12:22:06 Gen_loss: 2.877 Dis_loss: 0.6508 Cls_loss: 1.542 Topk: N/A ada_p: 0.2145
[INFO] 2021-10-26 02:36:03 > Step: 547000 Progress: 54.7% Elapsed: 7 days, 12:23:41 Gen_loss: 2.224 Dis_loss: 0.5466 Cls_loss: 1.546 Topk: N/A ada_p: 0.2204
[INFO] 2021-10-26 02:37:38 > Step: 547100 Progress: 54.7% Elapsed: 7 days, 12:25:16 Gen_loss: 2.637 Dis_loss: 0.833 Cls_loss: 1.551 Topk: N/A ada_p: 0.22
[INFO] 2021-10-26 02:39:22 > Step: 547200 Progress: 54.7% Elapsed: 7 days, 12:27:01 Gen_loss: 2.936 Dis_loss: 1.177 Cls_loss: 2.132 Topk: N/A ada_p: 0.2177
[INFO] 2021-10-26 02:40:58 > Step: 547300 Progress: 54.7% Elapsed: 7 days, 12:28:37 Gen_loss: 1.592 Dis_loss: 1.236 Cls_loss: 2.038 Topk: N/A ada_p: 0.2165
[INFO] 2021-10-26 02:42:34 > Step: 547400 Progress: 54.7% Elapsed: 7 days, 12:30:12 Gen_loss: 1.624 Dis_loss: 1.047 Cls_loss: 1.289 Topk: N/A ada_p: 0.2219
[INFO] 2021-10-26 02:44:08 > Step: 547500 Progress: 54.8% Elapsed: 7 days, 12:31:47 Gen_loss: 1.683 Dis_loss: 1.06 Cls_loss: 1.861 Topk: N/A ada_p: 0.2236
[INFO] 2021-10-26 02:45:53 > Step: 547600 Progress: 54.8% Elapsed: 7 days, 12:33:32 Gen_loss: 3.382 Dis_loss: 1.107 Cls_loss: 2.073 Topk: N/A ada_p: 0.2182
[INFO] 2021-10-26 02:47:28 > Step: 547700 Progress: 54.8% Elapsed: 7 days, 12:35:07 Gen_loss: 2.676 Dis_loss: 0.7113 Cls_loss: 1.638 Topk: N/A ada_p: 0.2193
[INFO] 2021-10-26 02:49:04 > Step: 547800 Progress: 54.8% Elapsed: 7 days, 12:36:42 Gen_loss: 1.928 Dis_loss: 0.7312 Cls_loss: 1.729 Topk: N/A ada_p: 0.2214
[INFO] 2021-10-26 02:50:39 > Step: 547900 Progress: 54.8% Elapsed: 7 days, 12:38:18 Gen_loss: 2.273 Dis_loss: 0.9536 Cls_loss: 1.979 Topk: N/A ada_p: 0.2205
[INFO] 2021-10-26 02:52:23 > Step: 548000 Progress: 54.8% Elapsed: 7 days, 12:40:02 Gen_loss: 3.496 Dis_loss: 1.155 Cls_loss: 1.574 Topk: N/A ada_p: 0.2218
[INFO] 2021-10-26 02:53:58 > Step: 548100 Progress: 54.8% Elapsed: 7 days, 12:41:36 Gen_loss: 1.703 Dis_loss: 0.8627 Cls_loss: 2.084 Topk: N/A ada_p: 0.2237
[INFO] 2021-10-26 02:55:32 > Step: 548200 Progress: 54.8% Elapsed: 7 days, 12:43:11 Gen_loss: 2.549 Dis_loss: 1.156 Cls_loss: 1.994 Topk: N/A ada_p: 0.2214
[INFO] 2021-10-26 02:57:07 > Step: 548300 Progress: 54.8% Elapsed: 7 days, 12:44:46 Gen_loss: 3.415 Dis_loss: 1.092 Cls_loss: 1.595 Topk: N/A ada_p: 0.2228
[INFO] 2021-10-26 02:58:52 > Step: 548400 Progress: 54.8% Elapsed: 7 days, 12:46:31 Gen_loss: 1.392 Dis_loss: 1.381 Cls_loss: 1.968 Topk: N/A ada_p: 0.2233
[INFO] 2021-10-26 03:00:29 > Step: 548500 Progress: 54.9% Elapsed: 7 days, 12:48:07 Gen_loss: 3.217 Dis_loss: 1.242 Cls_loss: 2.095 Topk: N/A ada_p: 0.2224
[INFO] 2021-10-26 03:02:04 > Step: 548600 Progress: 54.9% Elapsed: 7 days, 12:49:43 Gen_loss: 3.472 Dis_loss: 1.372 Cls_loss: 1.975 Topk: N/A ada_p: 0.2216
[INFO] 2021-10-26 03:03:40 > Step: 548700 Progress: 54.9% Elapsed: 7 days, 12:51:18 Gen_loss: 1.74 Dis_loss: 1.377 Cls_loss: 2.04 Topk: N/A ada_p: 0.221
[INFO] 2021-10-26 03:05:25 > Step: 548800 Progress: 54.9% Elapsed: 7 days, 12:53:03 Gen_loss: 3.171 Dis_loss: 0.8478 Cls_loss: 2.189 Topk: N/A ada_p: 0.2256
[INFO] 2021-10-26 03:07:00 > Step: 548900 Progress: 54.9% Elapsed: 7 days, 12:54:38 Gen_loss: 2.482 Dis_loss: 1.111 Cls_loss: 1.764 Topk: N/A ada_p: 0.2245
[INFO] 2021-10-26 03:08:34 > Step: 549000 Progress: 54.9% Elapsed: 7 days, 12:56:13 Gen_loss: 1.287 Dis_loss: 1.515 Cls_loss: 2.158 Topk: N/A ada_p: 0.2252
[INFO] 2021-10-26 03:10:09 > Step: 549100 Progress: 54.9% Elapsed: 7 days, 12:57:48 Gen_loss: 2.522 Dis_loss: 0.993 Cls_loss: 2.267 Topk: N/A ada_p: 0.2259
[INFO] 2021-10-26 03:11:54 > Step: 549200 Progress: 54.9% Elapsed: 7 days, 12:59:33 Gen_loss: 2.064 Dis_loss: 1.215 Cls_loss: 1.816 Topk: N/A ada_p: 0.23
[INFO] 2021-10-26 03:13:30 > Step: 549300 Progress: 54.9% Elapsed: 7 days, 13:01:09 Gen_loss: 4.203 Dis_loss: 0.6956 Cls_loss: 1.571 Topk: N/A ada_p: 0.2349
[INFO] 2021-10-26 03:15:05 > Step: 549400 Progress: 54.9% Elapsed: 7 days, 13:02:44 Gen_loss: 2.011 Dis_loss: 0.7067 Cls_loss: 1.794 Topk: N/A ada_p: 0.2324
[INFO] 2021-10-26 03:16:41 > Step: 549500 Progress: 54.9% Elapsed: 7 days, 13:04:19 Gen_loss: 4.081 Dis_loss: 1.494 Cls_loss: 2.114 Topk: N/A ada_p: 0.2261
[INFO] 2021-10-26 03:18:26 > Step: 549600 Progress: 55.0% Elapsed: 7 days, 13:06:05 Gen_loss: 1.019 Dis_loss: 1.539 Cls_loss: 1.777 Topk: N/A ada_p: 0.223
[INFO] 2021-10-26 03:20:02 > Step: 549700 Progress: 55.0% Elapsed: 7 days, 13:07:41 Gen_loss: 3.04 Dis_loss: 0.6627 Cls_loss: 1.278 Topk: N/A ada_p: 0.2232
[INFO] 2021-10-26 03:21:38 > Step: 549800 Progress: 55.0% Elapsed: 7 days, 13:09:17 Gen_loss: 1.722 Dis_loss: 1.14 Cls_loss: 1.731 Topk: N/A ada_p: 0.2181
[INFO] 2021-10-26 03:23:13 > Step: 549900 Progress: 55.0% Elapsed: 7 days, 13:10:52 Gen_loss: 3.104 Dis_loss: 0.9003 Cls_loss: 1.946 Topk: N/A ada_p: 0.2184
[INFO] 2021-10-26 03:24:58 > Step: 550000 Progress: 55.0% Elapsed: 7 days, 13:12:37 Gen_loss: 2.96 Dis_loss: 0.9598 Cls_loss: 1.48 Topk: N/A ada_p: 0.2251
[INFO] 2021-10-26 03:24:59 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-26 03:24:59 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_550000.png
[INFO] 2021-10-26 03:24:59 > Start Evaluation (550000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-26 03:24:59 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-26 03:30:32 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-26 03:36:10 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-26 03:59:42 > Inception score (Step: 550000, 50000 generated images): 10.564085006713867
[INFO] 2021-10-26 03:59:42 > FID score (Step: 550000, Using train moments): 2.55586346670907
[INFO] 2021-10-26 03:59:42 > Improved Precision (Step: 550000, Using train images): 0.7619
[INFO] 2021-10-26 03:59:42 > Improved Recall (Step: 550000, Using train images): 0.63462
[INFO] 2021-10-26 03:59:42 > Density (Step: 550000, Using train images): 1.087776
[INFO] 2021-10-26 03:59:42 > Coverage (Step: 550000, Using train images): 0.92872
[INFO] 2021-10-26 03:59:42 > Best FID score (Step: 540000, Using train moments): 2.555209992431571
[INFO] 2021-10-26 03:59:52 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-26 04:04:58 > Step: 550100 Progress: 55.0% Elapsed: 7 days, 13:52:37 Gen_loss: 3.21 Dis_loss: 0.938 Cls_loss: 1.824 Topk: N/A ada_p: 0.2232
[INFO] 2021-10-26 04:06:32 > Step: 550200 Progress: 55.0% Elapsed: 7 days, 13:54:11 Gen_loss: 1.422 Dis_loss: 1.05 Cls_loss: 1.959 Topk: N/A ada_p: 0.2262
[INFO] 2021-10-26 04:08:23 > Step: 550300 Progress: 55.0% Elapsed: 7 days, 13:56:02 Gen_loss: 1.923 Dis_loss: 1.279 Cls_loss: 1.597 Topk: N/A ada_p: 0.2261
[INFO] 2021-10-26 04:09:57 > Step: 550400 Progress: 55.0% Elapsed: 7 days, 13:57:36 Gen_loss: 2.897 Dis_loss: 0.9392 Cls_loss: 1.594 Topk: N/A ada_p: 0.2266
[INFO] 2021-10-26 04:11:32 > Step: 550500 Progress: 55.0% Elapsed: 7 days, 13:59:11 Gen_loss: 0.9489 Dis_loss: 2.176 Cls_loss: 2.16 Topk: N/A ada_p: 0.2252
[INFO] 2021-10-26 04:13:05 > Step: 550600 Progress: 55.1% Elapsed: 7 days, 14:00:44 Gen_loss: 3.578 Dis_loss: 1.401 Cls_loss: 1.721 Topk: N/A ada_p: 0.2247
[INFO] 2021-10-26 04:14:50 > Step: 550700 Progress: 55.1% Elapsed: 7 days, 14:02:28 Gen_loss: 2.215 Dis_loss: 1.109 Cls_loss: 1.581 Topk: N/A ada_p: 0.2248
[INFO] 2021-10-26 04:16:23 > Step: 550800 Progress: 55.1% Elapsed: 7 days, 14:04:02 Gen_loss: 3.736 Dis_loss: 1.044 Cls_loss: 1.664 Topk: N/A ada_p: 0.2202
[INFO] 2021-10-26 04:17:58 > Step: 550900 Progress: 55.1% Elapsed: 7 days, 14:05:37 Gen_loss: 2.046 Dis_loss: 0.8049 Cls_loss: 1.914 Topk: N/A ada_p: 0.2175
[INFO] 2021-10-26 04:19:32 > Step: 551000 Progress: 55.1% Elapsed: 7 days, 14:07:11 Gen_loss: 2.307 Dis_loss: 1.059 Cls_loss: 1.758 Topk: N/A ada_p: 0.2173
[INFO] 2021-10-26 04:21:17 > Step: 551100 Progress: 55.1% Elapsed: 7 days, 14:08:56 Gen_loss: 2.171 Dis_loss: 0.7346 Cls_loss: 1.484 Topk: N/A ada_p: 0.2277
[INFO] 2021-10-26 04:22:50 > Step: 551200 Progress: 55.1% Elapsed: 7 days, 14:10:29 Gen_loss: 2.175 Dis_loss: 1.042 Cls_loss: 1.38 Topk: N/A ada_p: 0.23
[INFO] 2021-10-26 04:24:26 > Step: 551300 Progress: 55.1% Elapsed: 7 days, 14:12:04 Gen_loss: 2.387 Dis_loss: 0.8344 Cls_loss: 1.879 Topk: N/A ada_p: 0.2321
[INFO] 2021-10-26 04:26:00 > Step: 551400 Progress: 55.1% Elapsed: 7 days, 14:13:39 Gen_loss: 2.535 Dis_loss: 1.048 Cls_loss: 1.497 Topk: N/A ada_p: 0.2293
[INFO] 2021-10-26 04:27:45 > Step: 551500 Progress: 55.1% Elapsed: 7 days, 14:15:24 Gen_loss: 1.929 Dis_loss: 1.264 Cls_loss: 2.286 Topk: N/A ada_p: 0.2294
[INFO] 2021-10-26 04:29:20 > Step: 551600 Progress: 55.2% Elapsed: 7 days, 14:16:59 Gen_loss: 3.359 Dis_loss: 1.255 Cls_loss: 1.694 Topk: N/A ada_p: 0.2297
[INFO] 2021-10-26 04:30:56 > Step: 551700 Progress: 55.2% Elapsed: 7 days, 14:18:34 Gen_loss: 2.214 Dis_loss: 1.415 Cls_loss: 2.222 Topk: N/A ada_p: 0.2209
[INFO] 2021-10-26 04:32:31 > Step: 551800 Progress: 55.2% Elapsed: 7 days, 14:20:10 Gen_loss: 1.64 Dis_loss: 0.8554 Cls_loss: 1.509 Topk: N/A ada_p: 0.2198
[INFO] 2021-10-26 04:34:16 > Step: 551900 Progress: 55.2% Elapsed: 7 days, 14:21:54 Gen_loss: 1.504 Dis_loss: 0.8105 Cls_loss: 1.71 Topk: N/A ada_p: 0.223
[INFO] 2021-10-26 04:35:51 > Step: 552000 Progress: 55.2% Elapsed: 7 days, 14:23:30 Gen_loss: 3.131 Dis_loss: 0.8087 Cls_loss: 1.826 Topk: N/A ada_p: 0.2236
[INFO] 2021-10-26 04:37:27 > Step: 552100 Progress: 55.2% Elapsed: 7 days, 14:25:05 Gen_loss: 1.831 Dis_loss: 0.848 Cls_loss: 2.102 Topk: N/A ada_p: 0.2186
[INFO] 2021-10-26 04:39:02 > Step: 552200 Progress: 55.2% Elapsed: 7 days, 14:26:41 Gen_loss: 3.421 Dis_loss: 1.73 Cls_loss: 1.697 Topk: N/A ada_p: 0.2268
[INFO] 2021-10-26 04:40:47 > Step: 552300 Progress: 55.2% Elapsed: 7 days, 14:28:26 Gen_loss: 2.14 Dis_loss: 1.403 Cls_loss: 2.065 Topk: N/A ada_p: 0.2202
[INFO] 2021-10-26 04:42:22 > Step: 552400 Progress: 55.2% Elapsed: 7 days, 14:30:01 Gen_loss: 0.8428 Dis_loss: 0.8642 Cls_loss: 1.801 Topk: N/A ada_p: 0.2233
[INFO] 2021-10-26 04:43:57 > Step: 552500 Progress: 55.2% Elapsed: 7 days, 14:31:36 Gen_loss: 3.461 Dis_loss: 1.293 Cls_loss: 1.571 Topk: N/A ada_p: 0.2309
[INFO] 2021-10-26 04:45:32 > Step: 552600 Progress: 55.3% Elapsed: 7 days, 14:33:11 Gen_loss: 3.172 Dis_loss: 1.065 Cls_loss: 1.913 Topk: N/A ada_p: 0.2252
[INFO] 2021-10-26 04:47:17 > Step: 552700 Progress: 55.3% Elapsed: 7 days, 14:34:56 Gen_loss: 3.045 Dis_loss: 1.19 Cls_loss: 1.907 Topk: N/A ada_p: 0.2254
[INFO] 2021-10-26 04:48:52 > Step: 552800 Progress: 55.3% Elapsed: 7 days, 14:36:30 Gen_loss: 1.718 Dis_loss: 0.9442 Cls_loss: 2.127 Topk: N/A ada_p: 0.2287
[INFO] 2021-10-26 04:50:26 > Step: 552900 Progress: 55.3% Elapsed: 7 days, 14:38:05 Gen_loss: 2.29 Dis_loss: 0.9463 Cls_loss: 1.537 Topk: N/A ada_p: 0.2245
[INFO] 2021-10-26 04:52:01 > Step: 553000 Progress: 55.3% Elapsed: 7 days, 14:39:39 Gen_loss: 1.605 Dis_loss: 1.184 Cls_loss: 1.961 Topk: N/A ada_p: 0.2216
[INFO] 2021-10-26 04:53:46 > Step: 553100 Progress: 55.3% Elapsed: 7 days, 14:41:25 Gen_loss: 3.366 Dis_loss: 1.068 Cls_loss: 1.98 Topk: N/A ada_p: 0.2246
[INFO] 2021-10-26 04:55:22 > Step: 553200 Progress: 55.3% Elapsed: 7 days, 14:43:00 Gen_loss: 1.783 Dis_loss: 1.085 Cls_loss: 1.642 Topk: N/A ada_p: 0.222
[INFO] 2021-10-26 04:56:57 > Step: 553300 Progress: 55.3% Elapsed: 7 days, 14:44:36 Gen_loss: 2.594 Dis_loss: 0.7513 Cls_loss: 1.644 Topk: N/A ada_p: 0.2245
[INFO] 2021-10-26 04:58:32 > Step: 553400 Progress: 55.3% Elapsed: 7 days, 14:46:11 Gen_loss: 3.556 Dis_loss: 0.9023 Cls_loss: 1.919 Topk: N/A ada_p: 0.2181
[INFO] 2021-10-26 05:00:19 > Step: 553500 Progress: 55.4% Elapsed: 7 days, 14:47:58 Gen_loss: 1.781 Dis_loss: 1.068 Cls_loss: 1.591 Topk: N/A ada_p: 0.2202
[INFO] 2021-10-26 05:01:54 > Step: 553600 Progress: 55.4% Elapsed: 7 days, 14:49:33 Gen_loss: 2.14 Dis_loss: 1.553 Cls_loss: 1.851 Topk: N/A ada_p: 0.2172
[INFO] 2021-10-26 05:03:29 > Step: 553700 Progress: 55.4% Elapsed: 7 days, 14:51:08 Gen_loss: 1.99 Dis_loss: 0.7711 Cls_loss: 1.594 Topk: N/A ada_p: 0.2198
[INFO] 2021-10-26 05:05:04 > Step: 553800 Progress: 55.4% Elapsed: 7 days, 14:52:43 Gen_loss: 2.254 Dis_loss: 0.931 Cls_loss: 1.751 Topk: N/A ada_p: 0.2204
[INFO] 2021-10-26 05:06:50 > Step: 553900 Progress: 55.4% Elapsed: 7 days, 14:54:29 Gen_loss: 3.077 Dis_loss: 0.7585 Cls_loss: 1.609 Topk: N/A ada_p: 0.2174
[INFO] 2021-10-26 05:08:25 > Step: 554000 Progress: 55.4% Elapsed: 7 days, 14:56:04 Gen_loss: 1.291 Dis_loss: 2.302 Cls_loss: 2.302 Topk: N/A ada_p: 0.2215
[INFO] 2021-10-26 05:10:02 > Step: 554100 Progress: 55.4% Elapsed: 7 days, 14:57:40 Gen_loss: 3.503 Dis_loss: 1.139 Cls_loss: 1.839 Topk: N/A ada_p: 0.2273
[INFO] 2021-10-26 05:11:48 > Step: 554200 Progress: 55.4% Elapsed: 7 days, 14:59:26 Gen_loss: 4.123 Dis_loss: 1.24 Cls_loss: 1.827 Topk: N/A ada_p: 0.2301
[INFO] 2021-10-26 05:13:22 > Step: 554300 Progress: 55.4% Elapsed: 7 days, 15:01:01 Gen_loss: 2.85 Dis_loss: 1.22 Cls_loss: 1.844 Topk: N/A ada_p: 0.2318
[INFO] 2021-10-26 05:14:57 > Step: 554400 Progress: 55.4% Elapsed: 7 days, 15:02:36 Gen_loss: 2.375 Dis_loss: 1.342 Cls_loss: 2.17 Topk: N/A ada_p: 0.2269
[INFO] 2021-10-26 05:16:32 > Step: 554500 Progress: 55.5% Elapsed: 7 days, 15:04:11 Gen_loss: 3.644 Dis_loss: 1.27 Cls_loss: 1.4 Topk: N/A ada_p: 0.2309
[INFO] 2021-10-26 05:18:18 > Step: 554600 Progress: 55.5% Elapsed: 7 days, 15:05:57 Gen_loss: 2.034 Dis_loss: 1.188 Cls_loss: 1.589 Topk: N/A ada_p: 0.2237
[INFO] 2021-10-26 05:19:53 > Step: 554700 Progress: 55.5% Elapsed: 7 days, 15:07:31 Gen_loss: 2.168 Dis_loss: 1.23 Cls_loss: 2.01 Topk: N/A ada_p: 0.2218
[INFO] 2021-10-26 05:21:27 > Step: 554800 Progress: 55.5% Elapsed: 7 days, 15:09:06 Gen_loss: 2.908 Dis_loss: 0.8759 Cls_loss: 1.737 Topk: N/A ada_p: 0.2126
[INFO] 2021-10-26 05:23:03 > Step: 554900 Progress: 55.5% Elapsed: 7 days, 15:10:42 Gen_loss: 3.023 Dis_loss: 0.9435 Cls_loss: 1.811 Topk: N/A ada_p: 0.2106
[INFO] 2021-10-26 05:24:48 > Step: 555000 Progress: 55.5% Elapsed: 7 days, 15:12:27 Gen_loss: 3.073 Dis_loss: 0.6806 Cls_loss: 1.995 Topk: N/A ada_p: 0.2094
[INFO] 2021-10-26 05:26:23 > Step: 555100 Progress: 55.5% Elapsed: 7 days, 15:14:02 Gen_loss: 1.712 Dis_loss: 0.8816 Cls_loss: 1.676 Topk: N/A ada_p: 0.2149
[INFO] 2021-10-26 05:27:58 > Step: 555200 Progress: 55.5% Elapsed: 7 days, 15:15:37 Gen_loss: 3.345 Dis_loss: 1.312 Cls_loss: 2.098 Topk: N/A ada_p: 0.2133
[INFO] 2021-10-26 05:29:33 > Step: 555300 Progress: 55.5% Elapsed: 7 days, 15:17:12 Gen_loss: 2.408 Dis_loss: 0.8257 Cls_loss: 1.848 Topk: N/A ada_p: 0.215
[INFO] 2021-10-26 05:31:18 > Step: 555400 Progress: 55.5% Elapsed: 7 days, 15:18:57 Gen_loss: 1.985 Dis_loss: 0.7201 Cls_loss: 1.891 Topk: N/A ada_p: 0.214
[INFO] 2021-10-26 05:32:53 > Step: 555500 Progress: 55.5% Elapsed: 7 days, 15:20:32 Gen_loss: 1.909 Dis_loss: 1.165 Cls_loss: 1.633 Topk: N/A ada_p: 0.22
[INFO] 2021-10-26 05:34:28 > Step: 555600 Progress: 55.6% Elapsed: 7 days, 15:22:06 Gen_loss: 1.802 Dis_loss: 1.195 Cls_loss: 2.084 Topk: N/A ada_p: 0.2195
[INFO] 2021-10-26 05:36:03 > Step: 555700 Progress: 55.6% Elapsed: 7 days, 15:23:42 Gen_loss: 2.868 Dis_loss: 0.8453 Cls_loss: 1.677 Topk: N/A ada_p: 0.2239
[INFO] 2021-10-26 05:37:49 > Step: 555800 Progress: 55.6% Elapsed: 7 days, 15:25:28 Gen_loss: 2.667 Dis_loss: 0.7585 Cls_loss: 1.605 Topk: N/A ada_p: 0.2224
[INFO] 2021-10-26 05:39:24 > Step: 555900 Progress: 55.6% Elapsed: 7 days, 15:27:03 Gen_loss: 3.506 Dis_loss: 1.402 Cls_loss: 2.177 Topk: N/A ada_p: 0.2251
[INFO] 2021-10-26 05:40:59 > Step: 556000 Progress: 55.6% Elapsed: 7 days, 15:28:38 Gen_loss: 2.377 Dis_loss: 1.207 Cls_loss: 1.968 Topk: N/A ada_p: 0.2271
[INFO] 2021-10-26 05:42:35 > Step: 556100 Progress: 55.6% Elapsed: 7 days, 15:30:14 Gen_loss: 1.554 Dis_loss: 0.8449 Cls_loss: 1.67 Topk: N/A ada_p: 0.2245
[INFO] 2021-10-26 05:44:22 > Step: 556200 Progress: 55.6% Elapsed: 7 days, 15:32:01 Gen_loss: 3.894 Dis_loss: 1.447 Cls_loss: 1.795 Topk: N/A ada_p: 0.2262
[INFO] 2021-10-26 05:45:58 > Step: 556300 Progress: 55.6% Elapsed: 7 days, 15:33:37 Gen_loss: 1.94 Dis_loss: 0.8018 Cls_loss: 1.779 Topk: N/A ada_p: 0.2277
[INFO] 2021-10-26 05:47:33 > Step: 556400 Progress: 55.6% Elapsed: 7 days, 15:35:12 Gen_loss: 2.361 Dis_loss: 1.02 Cls_loss: 1.904 Topk: N/A ada_p: 0.2261
[INFO] 2021-10-26 05:49:08 > Step: 556500 Progress: 55.6% Elapsed: 7 days, 15:36:47 Gen_loss: 2.273 Dis_loss: 0.9726 Cls_loss: 2.146 Topk: N/A ada_p: 0.2252
[INFO] 2021-10-26 05:50:53 > Step: 556600 Progress: 55.7% Elapsed: 7 days, 15:38:32 Gen_loss: 2.053 Dis_loss: 0.7952 Cls_loss: 1.876 Topk: N/A ada_p: 0.2237
[INFO] 2021-10-26 05:52:28 > Step: 556700 Progress: 55.7% Elapsed: 7 days, 15:40:07 Gen_loss: 3.416 Dis_loss: 1.55 Cls_loss: 1.668 Topk: N/A ada_p: 0.2197
[INFO] 2021-10-26 05:54:03 > Step: 556800 Progress: 55.7% Elapsed: 7 days, 15:41:41 Gen_loss: 1.964 Dis_loss: 1.911 Cls_loss: 2.129 Topk: N/A ada_p: 0.2223
[INFO] 2021-10-26 05:55:38 > Step: 556900 Progress: 55.7% Elapsed: 7 days, 15:43:16 Gen_loss: 2.173 Dis_loss: 0.8451 Cls_loss: 1.365 Topk: N/A ada_p: 0.2211
[INFO] 2021-10-26 05:57:22 > Step: 557000 Progress: 55.7% Elapsed: 7 days, 15:45:01 Gen_loss: 2.787 Dis_loss: 0.9448 Cls_loss: 2.022 Topk: N/A ada_p: 0.2204
[INFO] 2021-10-26 05:58:57 > Step: 557100 Progress: 55.7% Elapsed: 7 days, 15:46:36 Gen_loss: 2.383 Dis_loss: 0.8316 Cls_loss: 1.954 Topk: N/A ada_p: 0.2213
[INFO] 2021-10-26 06:00:32 > Step: 557200 Progress: 55.7% Elapsed: 7 days, 15:48:11 Gen_loss: 1.968 Dis_loss: 0.9648 Cls_loss: 1.799 Topk: N/A ada_p: 0.2238
[INFO] 2021-10-26 06:02:07 > Step: 557300 Progress: 55.7% Elapsed: 7 days, 15:49:46 Gen_loss: 2.769 Dis_loss: 0.8269 Cls_loss: 1.703 Topk: N/A ada_p: 0.2152
[INFO] 2021-10-26 06:03:52 > Step: 557400 Progress: 55.7% Elapsed: 7 days, 15:51:31 Gen_loss: 1.256 Dis_loss: 1.053 Cls_loss: 1.832 Topk: N/A ada_p: 0.2158
[INFO] 2021-10-26 06:05:28 > Step: 557500 Progress: 55.8% Elapsed: 7 days, 15:53:07 Gen_loss: 3.408 Dis_loss: 0.9871 Cls_loss: 1.967 Topk: N/A ada_p: 0.2179
[INFO] 2021-10-26 06:07:03 > Step: 557600 Progress: 55.8% Elapsed: 7 days, 15:54:42 Gen_loss: 1.558 Dis_loss: 1.523 Cls_loss: 1.587 Topk: N/A ada_p: 0.2202
[INFO] 2021-10-26 06:08:38 > Step: 557700 Progress: 55.8% Elapsed: 7 days, 15:56:17 Gen_loss: 3.954 Dis_loss: 1.017 Cls_loss: 1.629 Topk: N/A ada_p: 0.2224
[INFO] 2021-10-26 06:10:24 > Step: 557800 Progress: 55.8% Elapsed: 7 days, 15:58:03 Gen_loss: 1.903 Dis_loss: 0.9 Cls_loss: 1.586 Topk: N/A ada_p: 0.2173
[INFO] 2021-10-26 06:11:59 > Step: 557900 Progress: 55.8% Elapsed: 7 days, 15:59:38 Gen_loss: 2.246 Dis_loss: 0.9814 Cls_loss: 1.793 Topk: N/A ada_p: 0.2197
[INFO] 2021-10-26 06:13:34 > Step: 558000 Progress: 55.8% Elapsed: 7 days, 16:01:13 Gen_loss: 1.983 Dis_loss: 0.6281 Cls_loss: 1.669 Topk: N/A ada_p: 0.2228
[INFO] 2021-10-26 06:15:19 > Step: 558100 Progress: 55.8% Elapsed: 7 days, 16:02:58 Gen_loss: 1.705 Dis_loss: 0.8995 Cls_loss: 1.732 Topk: N/A ada_p: 0.2198
[INFO] 2021-10-26 06:16:55 > Step: 558200 Progress: 55.8% Elapsed: 7 days, 16:04:34 Gen_loss: 1.662 Dis_loss: 1.01 Cls_loss: 1.816 Topk: N/A ada_p: 0.2201
[INFO] 2021-10-26 06:18:30 > Step: 558300 Progress: 55.8% Elapsed: 7 days, 16:06:09 Gen_loss: 2.085 Dis_loss: 0.8055 Cls_loss: 1.733 Topk: N/A ada_p: 0.2192
[INFO] 2021-10-26 06:20:05 > Step: 558400 Progress: 55.8% Elapsed: 7 days, 16:07:44 Gen_loss: 2.167 Dis_loss: 0.7783 Cls_loss: 2.019 Topk: N/A ada_p: 0.2182
[INFO] 2021-10-26 06:21:49 > Step: 558500 Progress: 55.9% Elapsed: 7 days, 16:09:28 Gen_loss: 1.737 Dis_loss: 0.6672 Cls_loss: 1.603 Topk: N/A ada_p: 0.2178
[INFO] 2021-10-26 06:23:24 > Step: 558600 Progress: 55.9% Elapsed: 7 days, 16:11:03 Gen_loss: 2.37 Dis_loss: 0.622 Cls_loss: 1.615 Topk: N/A ada_p: 0.2188
[INFO] 2021-10-26 06:24:59 > Step: 558700 Progress: 55.9% Elapsed: 7 days, 16:12:38 Gen_loss: 1.427 Dis_loss: 0.8099 Cls_loss: 1.617 Topk: N/A ada_p: 0.2228
[INFO] 2021-10-26 06:26:35 > Step: 558800 Progress: 55.9% Elapsed: 7 days, 16:14:14 Gen_loss: 1.577 Dis_loss: 2.109 Cls_loss: 2.265 Topk: N/A ada_p: 0.2248
[INFO] 2021-10-26 06:28:20 > Step: 558900 Progress: 55.9% Elapsed: 7 days, 16:15:59 Gen_loss: 2.916 Dis_loss: 0.869 Cls_loss: 2.001 Topk: N/A ada_p: 0.2211
[INFO] 2021-10-26 06:29:54 > Step: 559000 Progress: 55.9% Elapsed: 7 days, 16:17:33 Gen_loss: 1.351 Dis_loss: 0.6965 Cls_loss: 1.621 Topk: N/A ada_p: 0.2206
[INFO] 2021-10-26 06:31:29 > Step: 559100 Progress: 55.9% Elapsed: 7 days, 16:19:08 Gen_loss: 3.025 Dis_loss: 1.257 Cls_loss: 2.129 Topk: N/A ada_p: 0.2254
[INFO] 2021-10-26 06:33:05 > Step: 559200 Progress: 55.9% Elapsed: 7 days, 16:20:43 Gen_loss: 0.9828 Dis_loss: 1.386 Cls_loss: 2.194 Topk: N/A ada_p: 0.22
[INFO] 2021-10-26 06:34:50 > Step: 559300 Progress: 55.9% Elapsed: 7 days, 16:22:29 Gen_loss: 2.507 Dis_loss: 1.065 Cls_loss: 1.695 Topk: N/A ada_p: 0.2201
[INFO] 2021-10-26 06:36:25 > Step: 559400 Progress: 55.9% Elapsed: 7 days, 16:24:04 Gen_loss: 3.04 Dis_loss: 0.9155 Cls_loss: 1.544 Topk: N/A ada_p: 0.2275
[INFO] 2021-10-26 06:38:00 > Step: 559500 Progress: 56.0% Elapsed: 7 days, 16:25:39 Gen_loss: 1.718 Dis_loss: 1.052 Cls_loss: 1.921 Topk: N/A ada_p: 0.2305
[INFO] 2021-10-26 06:39:36 > Step: 559600 Progress: 56.0% Elapsed: 7 days, 16:27:15 Gen_loss: 1.8 Dis_loss: 0.8343 Cls_loss: 1.674 Topk: N/A ada_p: 0.2254
[INFO] 2021-10-26 06:41:21 > Step: 559700 Progress: 56.0% Elapsed: 7 days, 16:28:59 Gen_loss: 1.906 Dis_loss: 0.8321 Cls_loss: 1.797 Topk: N/A ada_p: 0.2204
[INFO] 2021-10-26 06:42:56 > Step: 559800 Progress: 56.0% Elapsed: 7 days, 16:30:34 Gen_loss: 2.639 Dis_loss: 2.041 Cls_loss: 1.773 Topk: N/A ada_p: 0.2196
[INFO] 2021-10-26 06:44:31 > Step: 559900 Progress: 56.0% Elapsed: 7 days, 16:32:10 Gen_loss: 3.04 Dis_loss: 1.107 Cls_loss: 1.751 Topk: N/A ada_p: 0.2169
[INFO] 2021-10-26 06:46:06 > Step: 560000 Progress: 56.0% Elapsed: 7 days, 16:33:45 Gen_loss: 1.17 Dis_loss: 0.6956 Cls_loss: 1.736 Topk: N/A ada_p: 0.2182
[INFO] 2021-10-26 06:46:06 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-26 06:46:07 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_560000.png
[INFO] 2021-10-26 06:46:07 > Start Evaluation (560000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-26 06:46:07 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-26 06:51:40 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-26 06:57:18 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-26 07:21:11 > Inception score (Step: 560000, 50000 generated images): 10.637458801269531
[INFO] 2021-10-26 07:21:11 > FID score (Step: 560000, Using train moments): 2.553134825109396
[INFO] 2021-10-26 07:21:11 > Improved Precision (Step: 560000, Using train images): 0.76376
[INFO] 2021-10-26 07:21:11 > Improved Recall (Step: 560000, Using train images): 0.63592
[INFO] 2021-10-26 07:21:11 > Density (Step: 560000, Using train images): 1.09844
[INFO] 2021-10-26 07:21:11 > Coverage (Step: 560000, Using train images): 0.92996
[INFO] 2021-10-26 07:21:11 > Best FID score (Step: 560000, Using train moments): 2.553134825109396
[INFO] 2021-10-26 07:21:42 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-26 07:26:46 > Step: 560100 Progress: 56.0% Elapsed: 7 days, 17:14:25 Gen_loss: 2.332 Dis_loss: 1.503 Cls_loss: 1.52 Topk: N/A ada_p: 0.2227
[INFO] 2021-10-26 07:28:20 > Step: 560200 Progress: 56.0% Elapsed: 7 days, 17:15:59 Gen_loss: 2.178 Dis_loss: 0.9843 Cls_loss: 1.804 Topk: N/A ada_p: 0.2211
[INFO] 2021-10-26 07:29:54 > Step: 560300 Progress: 56.0% Elapsed: 7 days, 17:17:33 Gen_loss: 2.968 Dis_loss: 0.8436 Cls_loss: 1.342 Topk: N/A ada_p: 0.219
[INFO] 2021-10-26 07:31:29 > Step: 560400 Progress: 56.0% Elapsed: 7 days, 17:19:07 Gen_loss: 2.788 Dis_loss: 0.8434 Cls_loss: 1.553 Topk: N/A ada_p: 0.2233
[INFO] 2021-10-26 07:33:13 > Step: 560500 Progress: 56.0% Elapsed: 7 days, 17:20:52 Gen_loss: 2.636 Dis_loss: 1.08 Cls_loss: 1.636 Topk: N/A ada_p: 0.2183
[INFO] 2021-10-26 07:34:47 > Step: 560600 Progress: 56.1% Elapsed: 7 days, 17:22:26 Gen_loss: 1.089 Dis_loss: 1.363 Cls_loss: 1.78 Topk: N/A ada_p: 0.2196
[INFO] 2021-10-26 07:36:21 > Step: 560700 Progress: 56.1% Elapsed: 7 days, 17:24:00 Gen_loss: 2.129 Dis_loss: 0.9368 Cls_loss: 2.163 Topk: N/A ada_p: 0.2202
[INFO] 2021-10-26 07:37:55 > Step: 560800 Progress: 56.1% Elapsed: 7 days, 17:25:33 Gen_loss: 2.4 Dis_loss: 0.9217 Cls_loss: 1.89 Topk: N/A ada_p: 0.22
[INFO] 2021-10-26 07:39:40 > Step: 560900 Progress: 56.1% Elapsed: 7 days, 17:27:19 Gen_loss: 2.583 Dis_loss: 0.8701 Cls_loss: 1.819 Topk: N/A ada_p: 0.2183
[INFO] 2021-10-26 07:41:14 > Step: 561000 Progress: 56.1% Elapsed: 7 days, 17:28:53 Gen_loss: 1.76 Dis_loss: 0.8164 Cls_loss: 1.446 Topk: N/A ada_p: 0.2196
[INFO] 2021-10-26 07:42:49 > Step: 561100 Progress: 56.1% Elapsed: 7 days, 17:30:28 Gen_loss: 2.305 Dis_loss: 0.6914 Cls_loss: 1.682 Topk: N/A ada_p: 0.2228
[INFO] 2021-10-26 07:44:24 > Step: 561200 Progress: 56.1% Elapsed: 7 days, 17:32:03 Gen_loss: 4.123 Dis_loss: 1.434 Cls_loss: 1.735 Topk: N/A ada_p: 0.2266
[INFO] 2021-10-26 07:46:09 > Step: 561300 Progress: 56.1% Elapsed: 7 days, 17:33:48 Gen_loss: 2.41 Dis_loss: 0.9785 Cls_loss: 1.838 Topk: N/A ada_p: 0.2242
[INFO] 2021-10-26 07:47:44 > Step: 561400 Progress: 56.1% Elapsed: 7 days, 17:35:23 Gen_loss: 2.735 Dis_loss: 0.9836 Cls_loss: 2.029 Topk: N/A ada_p: 0.2239
[INFO] 2021-10-26 07:49:19 > Step: 561500 Progress: 56.1% Elapsed: 7 days, 17:36:58 Gen_loss: 2.398 Dis_loss: 0.7358 Cls_loss: 2.056 Topk: N/A ada_p: 0.2279
[INFO] 2021-10-26 07:50:54 > Step: 561600 Progress: 56.2% Elapsed: 7 days, 17:38:33 Gen_loss: 1.712 Dis_loss: 0.6168 Cls_loss: 1.688 Topk: N/A ada_p: 0.2323
[INFO] 2021-10-26 07:52:40 > Step: 561700 Progress: 56.2% Elapsed: 7 days, 17:40:19 Gen_loss: 1.527 Dis_loss: 1.333 Cls_loss: 2.053 Topk: N/A ada_p: 0.2303
[INFO] 2021-10-26 07:54:16 > Step: 561800 Progress: 56.2% Elapsed: 7 days, 17:41:55 Gen_loss: 3.736 Dis_loss: 0.8525 Cls_loss: 1.885 Topk: N/A ada_p: 0.2306
[INFO] 2021-10-26 07:55:51 > Step: 561900 Progress: 56.2% Elapsed: 7 days, 17:43:30 Gen_loss: 2.343 Dis_loss: 1.133 Cls_loss: 1.844 Topk: N/A ada_p: 0.2323
[INFO] 2021-10-26 07:57:36 > Step: 562000 Progress: 56.2% Elapsed: 7 days, 17:45:15 Gen_loss: 2.501 Dis_loss: 1.034 Cls_loss: 1.799 Topk: N/A ada_p: 0.2297
[INFO] 2021-10-26 07:59:11 > Step: 562100 Progress: 56.2% Elapsed: 7 days, 17:46:50 Gen_loss: 2.514 Dis_loss: 0.9254 Cls_loss: 2.035 Topk: N/A ada_p: 0.2357
[INFO] 2021-10-26 08:00:46 > Step: 562200 Progress: 56.2% Elapsed: 7 days, 17:48:25 Gen_loss: 1.388 Dis_loss: 0.757 Cls_loss: 2.074 Topk: N/A ada_p: 0.2383
[INFO] 2021-10-26 08:02:21 > Step: 562300 Progress: 56.2% Elapsed: 7 days, 17:50:00 Gen_loss: 3.453 Dis_loss: 1.57 Cls_loss: 1.958 Topk: N/A ada_p: 0.2307
[INFO] 2021-10-26 08:04:06 > Step: 562400 Progress: 56.2% Elapsed: 7 days, 17:51:45 Gen_loss: 0.9903 Dis_loss: 1.297 Cls_loss: 1.986 Topk: N/A ada_p: 0.2269
[INFO] 2021-10-26 08:05:40 > Step: 562500 Progress: 56.2% Elapsed: 7 days, 17:53:19 Gen_loss: 3.399 Dis_loss: 0.9968 Cls_loss: 1.662 Topk: N/A ada_p: 0.2324
[INFO] 2021-10-26 08:07:16 > Step: 562600 Progress: 56.3% Elapsed: 7 days, 17:54:55 Gen_loss: 0.8026 Dis_loss: 0.9987 Cls_loss: 2.199 Topk: N/A ada_p: 0.2334
[INFO] 2021-10-26 08:08:50 > Step: 562700 Progress: 56.3% Elapsed: 7 days, 17:56:29 Gen_loss: 2.191 Dis_loss: 1.124 Cls_loss: 1.792 Topk: N/A ada_p: 0.2318
[INFO] 2021-10-26 08:10:35 > Step: 562800 Progress: 56.3% Elapsed: 7 days, 17:58:14 Gen_loss: 2.898 Dis_loss: 1.188 Cls_loss: 1.877 Topk: N/A ada_p: 0.2294
[INFO] 2021-10-26 08:12:11 > Step: 562900 Progress: 56.3% Elapsed: 7 days, 17:59:50 Gen_loss: 3.231 Dis_loss: 1.265 Cls_loss: 1.984 Topk: N/A ada_p: 0.226
[INFO] 2021-10-26 08:13:46 > Step: 563000 Progress: 56.3% Elapsed: 7 days, 18:01:25 Gen_loss: 2.958 Dis_loss: 0.9961 Cls_loss: 1.647 Topk: N/A ada_p: 0.2262
[INFO] 2021-10-26 08:15:21 > Step: 563100 Progress: 56.3% Elapsed: 7 days, 18:03:00 Gen_loss: 2.166 Dis_loss: 1.147 Cls_loss: 2.161 Topk: N/A ada_p: 0.23
[INFO] 2021-10-26 08:17:05 > Step: 563200 Progress: 56.3% Elapsed: 7 days, 18:04:44 Gen_loss: 3.031 Dis_loss: 0.7705 Cls_loss: 1.831 Topk: N/A ada_p: 0.2279
[INFO] 2021-10-26 08:18:40 > Step: 563300 Progress: 56.3% Elapsed: 7 days, 18:06:19 Gen_loss: 1.641 Dis_loss: 1.077 Cls_loss: 1.688 Topk: N/A ada_p: 0.2311
[INFO] 2021-10-26 08:20:15 > Step: 563400 Progress: 56.3% Elapsed: 7 days, 18:07:54 Gen_loss: 1.792 Dis_loss: 1.076 Cls_loss: 2.233 Topk: N/A ada_p: 0.2288
[INFO] 2021-10-26 08:21:51 > Step: 563500 Progress: 56.4% Elapsed: 7 days, 18:09:29 Gen_loss: 3.374 Dis_loss: 0.7226 Cls_loss: 1.918 Topk: N/A ada_p: 0.2269
[INFO] 2021-10-26 08:23:35 > Step: 563600 Progress: 56.4% Elapsed: 7 days, 18:11:14 Gen_loss: 1.969 Dis_loss: 0.9728 Cls_loss: 1.463 Topk: N/A ada_p: 0.2223
[INFO] 2021-10-26 08:25:11 > Step: 563700 Progress: 56.4% Elapsed: 7 days, 18:12:49 Gen_loss: 2.81 Dis_loss: 0.8503 Cls_loss: 1.636 Topk: N/A ada_p: 0.2237
[INFO] 2021-10-26 08:26:46 > Step: 563800 Progress: 56.4% Elapsed: 7 days, 18:14:25 Gen_loss: 2.176 Dis_loss: 0.8967 Cls_loss: 1.762 Topk: N/A ada_p: 0.2222
[INFO] 2021-10-26 08:28:21 > Step: 563900 Progress: 56.4% Elapsed: 7 days, 18:16:00 Gen_loss: 2.472 Dis_loss: 1.088 Cls_loss: 1.893 Topk: N/A ada_p: 0.2274
[INFO] 2021-10-26 08:30:06 > Step: 564000 Progress: 56.4% Elapsed: 7 days, 18:17:45 Gen_loss: 1.662 Dis_loss: 1.353 Cls_loss: 2.08 Topk: N/A ada_p: 0.2307
[INFO] 2021-10-26 08:31:41 > Step: 564100 Progress: 56.4% Elapsed: 7 days, 18:19:20 Gen_loss: 2.377 Dis_loss: 1.333 Cls_loss: 2.017 Topk: N/A ada_p: 0.2275
[INFO] 2021-10-26 08:33:16 > Step: 564200 Progress: 56.4% Elapsed: 7 days, 18:20:55 Gen_loss: 4.231 Dis_loss: 0.8169 Cls_loss: 1.836 Topk: N/A ada_p: 0.2242
[INFO] 2021-10-26 08:34:51 > Step: 564300 Progress: 56.4% Elapsed: 7 days, 18:22:30 Gen_loss: 3.009 Dis_loss: 1.104 Cls_loss: 1.881 Topk: N/A ada_p: 0.2284
[INFO] 2021-10-26 08:36:37 > Step: 564400 Progress: 56.4% Elapsed: 7 days, 18:24:16 Gen_loss: 3.197 Dis_loss: 1.566 Cls_loss: 2.032 Topk: N/A ada_p: 0.2277
[INFO] 2021-10-26 08:38:15 > Step: 564500 Progress: 56.5% Elapsed: 7 days, 18:25:54 Gen_loss: 2.885 Dis_loss: 0.8944 Cls_loss: 1.944 Topk: N/A ada_p: 0.2247
[INFO] 2021-10-26 08:39:50 > Step: 564600 Progress: 56.5% Elapsed: 7 days, 18:27:29 Gen_loss: 2.877 Dis_loss: 1.028 Cls_loss: 1.818 Topk: N/A ada_p: 0.2245
[INFO] 2021-10-26 08:41:25 > Step: 564700 Progress: 56.5% Elapsed: 7 days, 18:29:04 Gen_loss: 2.077 Dis_loss: 0.7943 Cls_loss: 1.57 Topk: N/A ada_p: 0.221
[INFO] 2021-10-26 08:43:10 > Step: 564800 Progress: 56.5% Elapsed: 7 days, 18:30:49 Gen_loss: 2.485 Dis_loss: 1.044 Cls_loss: 1.878 Topk: N/A ada_p: 0.2269
[INFO] 2021-10-26 08:44:46 > Step: 564900 Progress: 56.5% Elapsed: 7 days, 18:32:24 Gen_loss: 1.777 Dis_loss: 0.9863 Cls_loss: 1.288 Topk: N/A ada_p: 0.2293
[INFO] 2021-10-26 08:46:21 > Step: 565000 Progress: 56.5% Elapsed: 7 days, 18:34:00 Gen_loss: 2.919 Dis_loss: 1.339 Cls_loss: 1.885 Topk: N/A ada_p: 0.2255
[INFO] 2021-10-26 08:47:56 > Step: 565100 Progress: 56.5% Elapsed: 7 days, 18:35:35 Gen_loss: 2.071 Dis_loss: 1.426 Cls_loss: 2.438 Topk: N/A ada_p: 0.23
[INFO] 2021-10-26 08:49:41 > Step: 565200 Progress: 56.5% Elapsed: 7 days, 18:37:20 Gen_loss: 1.487 Dis_loss: 1.188 Cls_loss: 1.463 Topk: N/A ada_p: 0.2307
[INFO] 2021-10-26 08:51:16 > Step: 565300 Progress: 56.5% Elapsed: 7 days, 18:38:55 Gen_loss: 2.425 Dis_loss: 0.7849 Cls_loss: 1.294 Topk: N/A ada_p: 0.2309
[INFO] 2021-10-26 08:52:51 > Step: 565400 Progress: 56.5% Elapsed: 7 days, 18:40:30 Gen_loss: 3.823 Dis_loss: 1.38 Cls_loss: 2.161 Topk: N/A ada_p: 0.2337
[INFO] 2021-10-26 08:54:26 > Step: 565500 Progress: 56.5% Elapsed: 7 days, 18:42:05 Gen_loss: 2.349 Dis_loss: 0.7763 Cls_loss: 1.794 Topk: N/A ada_p: 0.2279
[INFO] 2021-10-26 08:56:11 > Step: 565600 Progress: 56.6% Elapsed: 7 days, 18:43:49 Gen_loss: 2.71 Dis_loss: 0.9604 Cls_loss: 1.565 Topk: N/A ada_p: 0.2318
[INFO] 2021-10-26 08:57:46 > Step: 565700 Progress: 56.6% Elapsed: 7 days, 18:45:25 Gen_loss: 1.737 Dis_loss: 1.019 Cls_loss: 1.936 Topk: N/A ada_p: 0.2275
[INFO] 2021-10-26 08:59:21 > Step: 565800 Progress: 56.6% Elapsed: 7 days, 18:47:00 Gen_loss: 0.7735 Dis_loss: 1.521 Cls_loss: 1.994 Topk: N/A ada_p: 0.2222
[INFO] 2021-10-26 09:01:07 > Step: 565900 Progress: 56.6% Elapsed: 7 days, 18:48:46 Gen_loss: 1.053 Dis_loss: 0.9475 Cls_loss: 1.563 Topk: N/A ada_p: 0.2246
[INFO] 2021-10-26 09:02:41 > Step: 566000 Progress: 56.6% Elapsed: 7 days, 18:50:20 Gen_loss: 2.132 Dis_loss: 0.9761 Cls_loss: 1.507 Topk: N/A ada_p: 0.2282
[INFO] 2021-10-26 09:04:17 > Step: 566100 Progress: 56.6% Elapsed: 7 days, 18:51:56 Gen_loss: 2.556 Dis_loss: 1.277 Cls_loss: 1.844 Topk: N/A ada_p: 0.2278
[INFO] 2021-10-26 09:05:52 > Step: 566200 Progress: 56.6% Elapsed: 7 days, 18:53:31 Gen_loss: 1.421 Dis_loss: 0.9529 Cls_loss: 1.897 Topk: N/A ada_p: 0.2283
[INFO] 2021-10-26 09:07:37 > Step: 566300 Progress: 56.6% Elapsed: 7 days, 18:55:15 Gen_loss: 1.557 Dis_loss: 1.046 Cls_loss: 2.022 Topk: N/A ada_p: 0.2228
[INFO] 2021-10-26 09:09:11 > Step: 566400 Progress: 56.6% Elapsed: 7 days, 18:56:50 Gen_loss: 2.521 Dis_loss: 1.904 Cls_loss: 1.789 Topk: N/A ada_p: 0.2271
[INFO] 2021-10-26 09:10:46 > Step: 566500 Progress: 56.6% Elapsed: 7 days, 18:58:25 Gen_loss: 2.827 Dis_loss: 1.1 Cls_loss: 1.726 Topk: N/A ada_p: 0.2298
[INFO] 2021-10-26 09:12:21 > Step: 566600 Progress: 56.7% Elapsed: 7 days, 19:00:00 Gen_loss: 3.473 Dis_loss: 1.033 Cls_loss: 1.947 Topk: N/A ada_p: 0.2219
[INFO] 2021-10-26 09:14:06 > Step: 566700 Progress: 56.7% Elapsed: 7 days, 19:01:45 Gen_loss: 4.525 Dis_loss: 0.914 Cls_loss: 1.721 Topk: N/A ada_p: 0.221
[INFO] 2021-10-26 09:15:42 > Step: 566800 Progress: 56.7% Elapsed: 7 days, 19:03:20 Gen_loss: 3.374 Dis_loss: 0.7972 Cls_loss: 1.688 Topk: N/A ada_p: 0.2254
[INFO] 2021-10-26 09:17:17 > Step: 566900 Progress: 56.7% Elapsed: 7 days, 19:04:56 Gen_loss: 1.867 Dis_loss: 1.207 Cls_loss: 1.938 Topk: N/A ada_p: 0.2262
[INFO] 2021-10-26 09:18:52 > Step: 567000 Progress: 56.7% Elapsed: 7 days, 19:06:31 Gen_loss: 2.951 Dis_loss: 1.104 Cls_loss: 2.116 Topk: N/A ada_p: 0.226
[INFO] 2021-10-26 09:20:38 > Step: 567100 Progress: 56.7% Elapsed: 7 days, 19:08:16 Gen_loss: 3.384 Dis_loss: 0.9147 Cls_loss: 1.986 Topk: N/A ada_p: 0.2289
[INFO] 2021-10-26 09:22:13 > Step: 567200 Progress: 56.7% Elapsed: 7 days, 19:09:52 Gen_loss: 1.09 Dis_loss: 0.8595 Cls_loss: 1.884 Topk: N/A ada_p: 0.2284
[INFO] 2021-10-26 09:23:48 > Step: 567300 Progress: 56.7% Elapsed: 7 days, 19:11:27 Gen_loss: 3.157 Dis_loss: 1.41 Cls_loss: 1.997 Topk: N/A ada_p: 0.2247
[INFO] 2021-10-26 09:25:23 > Step: 567400 Progress: 56.7% Elapsed: 7 days, 19:13:02 Gen_loss: 2.709 Dis_loss: 0.6871 Cls_loss: 1.768 Topk: N/A ada_p: 0.2227
[INFO] 2021-10-26 09:27:08 > Step: 567500 Progress: 56.8% Elapsed: 7 days, 19:14:47 Gen_loss: 2.154 Dis_loss: 0.716 Cls_loss: 1.663 Topk: N/A ada_p: 0.2218
[INFO] 2021-10-26 09:28:43 > Step: 567600 Progress: 56.8% Elapsed: 7 days, 19:16:21 Gen_loss: 2.775 Dis_loss: 1.647 Cls_loss: 2.354 Topk: N/A ada_p: 0.2271
[INFO] 2021-10-26 09:30:17 > Step: 567700 Progress: 56.8% Elapsed: 7 days, 19:17:56 Gen_loss: 2.537 Dis_loss: 0.7617 Cls_loss: 1.692 Topk: N/A ada_p: 0.2296
[INFO] 2021-10-26 09:31:52 > Step: 567800 Progress: 56.8% Elapsed: 7 days, 19:19:31 Gen_loss: 4.345 Dis_loss: 1.947 Cls_loss: 2.045 Topk: N/A ada_p: 0.2316
[INFO] 2021-10-26 09:33:37 > Step: 567900 Progress: 56.8% Elapsed: 7 days, 19:21:16 Gen_loss: 2.338 Dis_loss: 0.6772 Cls_loss: 1.445 Topk: N/A ada_p: 0.223
[INFO] 2021-10-26 09:35:11 > Step: 568000 Progress: 56.8% Elapsed: 7 days, 19:22:50 Gen_loss: 3.322 Dis_loss: 1.058 Cls_loss: 1.744 Topk: N/A ada_p: 0.2256
[INFO] 2021-10-26 09:36:47 > Step: 568100 Progress: 56.8% Elapsed: 7 days, 19:24:26 Gen_loss: 1.298 Dis_loss: 0.9108 Cls_loss: 1.95 Topk: N/A ada_p: 0.2227
[INFO] 2021-10-26 09:38:21 > Step: 568200 Progress: 56.8% Elapsed: 7 days, 19:26:00 Gen_loss: 1.388 Dis_loss: 1.913 Cls_loss: 1.798 Topk: N/A ada_p: 0.2237
[INFO] 2021-10-26 09:40:06 > Step: 568300 Progress: 56.8% Elapsed: 7 days, 19:27:45 Gen_loss: 2.199 Dis_loss: 1.357 Cls_loss: 2.188 Topk: N/A ada_p: 0.2238
[INFO] 2021-10-26 09:41:41 > Step: 568400 Progress: 56.8% Elapsed: 7 days, 19:29:20 Gen_loss: 1.207 Dis_loss: 1.334 Cls_loss: 1.786 Topk: N/A ada_p: 0.2243
[INFO] 2021-10-26 09:43:17 > Step: 568500 Progress: 56.9% Elapsed: 7 days, 19:30:56 Gen_loss: 1.243 Dis_loss: 1.026 Cls_loss: 2.051 Topk: N/A ada_p: 0.2262
[INFO] 2021-10-26 09:44:51 > Step: 568600 Progress: 56.9% Elapsed: 7 days, 19:32:30 Gen_loss: 2.005 Dis_loss: 0.7888 Cls_loss: 1.939 Topk: N/A ada_p: 0.2237
[INFO] 2021-10-26 09:46:36 > Step: 568700 Progress: 56.9% Elapsed: 7 days, 19:34:15 Gen_loss: 2.911 Dis_loss: 0.9148 Cls_loss: 1.569 Topk: N/A ada_p: 0.2225
[INFO] 2021-10-26 09:48:11 > Step: 568800 Progress: 56.9% Elapsed: 7 days, 19:35:49 Gen_loss: 3.348 Dis_loss: 0.8248 Cls_loss: 1.782 Topk: N/A ada_p: 0.2271
[INFO] 2021-10-26 09:49:46 > Step: 568900 Progress: 56.9% Elapsed: 7 days, 19:37:25 Gen_loss: 2.018 Dis_loss: 0.9984 Cls_loss: 1.76 Topk: N/A ada_p: 0.2316
[INFO] 2021-10-26 09:51:21 > Step: 569000 Progress: 56.9% Elapsed: 7 days, 19:39:00 Gen_loss: 1.562 Dis_loss: 1.008 Cls_loss: 1.881 Topk: N/A ada_p: 0.2321
[INFO] 2021-10-26 09:53:06 > Step: 569100 Progress: 56.9% Elapsed: 7 days, 19:40:45 Gen_loss: 3.173 Dis_loss: 1.125 Cls_loss: 1.904 Topk: N/A ada_p: 0.2223
[INFO] 2021-10-26 09:54:41 > Step: 569200 Progress: 56.9% Elapsed: 7 days, 19:42:20 Gen_loss: 1.767 Dis_loss: 0.8976 Cls_loss: 1.853 Topk: N/A ada_p: 0.2246
[INFO] 2021-10-26 09:56:16 > Step: 569300 Progress: 56.9% Elapsed: 7 days, 19:43:55 Gen_loss: 1.451 Dis_loss: 0.982 Cls_loss: 2.008 Topk: N/A ada_p: 0.2257
[INFO] 2021-10-26 09:57:51 > Step: 569400 Progress: 56.9% Elapsed: 7 days, 19:45:30 Gen_loss: 2.689 Dis_loss: 1.721 Cls_loss: 2.098 Topk: N/A ada_p: 0.2301
[INFO] 2021-10-26 09:59:36 > Step: 569500 Progress: 57.0% Elapsed: 7 days, 19:47:15 Gen_loss: 1.705 Dis_loss: 1.295 Cls_loss: 1.825 Topk: N/A ada_p: 0.2254
[INFO] 2021-10-26 10:01:11 > Step: 569600 Progress: 57.0% Elapsed: 7 days, 19:48:50 Gen_loss: 3.594 Dis_loss: 1.853 Cls_loss: 2.169 Topk: N/A ada_p: 0.221
[INFO] 2021-10-26 10:02:46 > Step: 569700 Progress: 57.0% Elapsed: 7 days, 19:50:25 Gen_loss: 2.446 Dis_loss: 0.9039 Cls_loss: 1.618 Topk: N/A ada_p: 0.2234
[INFO] 2021-10-26 10:04:32 > Step: 569800 Progress: 57.0% Elapsed: 7 days, 19:52:10 Gen_loss: 2.007 Dis_loss: 0.7351 Cls_loss: 1.766 Topk: N/A ada_p: 0.2314
[INFO] 2021-10-26 10:06:06 > Step: 569900 Progress: 57.0% Elapsed: 7 days, 19:53:45 Gen_loss: 2.653 Dis_loss: 1.388 Cls_loss: 1.856 Topk: N/A ada_p: 0.2364
[INFO] 2021-10-26 10:07:41 > Step: 570000 Progress: 57.0% Elapsed: 7 days, 19:55:20 Gen_loss: 2.653 Dis_loss: 0.9597 Cls_loss: 1.767 Topk: N/A ada_p: 0.2379
[INFO] 2021-10-26 10:07:41 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-26 10:07:41 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_570000.png
[INFO] 2021-10-26 10:07:41 > Start Evaluation (570000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-26 10:07:41 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-26 10:13:15 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-26 10:18:54 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-26 10:43:15 > Inception score (Step: 570000, 50000 generated images): 10.601273536682129
[INFO] 2021-10-26 10:43:15 > FID score (Step: 570000, Using train moments): 2.5773060634024887
[INFO] 2021-10-26 10:43:15 > Improved Precision (Step: 570000, Using train images): 0.76674
[INFO] 2021-10-26 10:43:15 > Improved Recall (Step: 570000, Using train images): 0.6324
[INFO] 2021-10-26 10:43:15 > Density (Step: 570000, Using train images): 1.109248
[INFO] 2021-10-26 10:43:15 > Coverage (Step: 570000, Using train images): 0.92996
[INFO] 2021-10-26 10:43:15 > Best FID score (Step: 560000, Using train moments): 2.553134825109396
[INFO] 2021-10-26 10:43:30 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-26 10:47:56 > Step: 570100 Progress: 57.0% Elapsed: 7 days, 20:35:35 Gen_loss: 2.147 Dis_loss: 0.5895 Cls_loss: 1.562 Topk: N/A ada_p: 0.2332
[INFO] 2021-10-26 10:49:48 > Step: 570200 Progress: 57.0% Elapsed: 7 days, 20:37:26 Gen_loss: 2.896 Dis_loss: 0.7176 Cls_loss: 1.411 Topk: N/A ada_p: 0.2293
[INFO] 2021-10-26 10:51:21 > Step: 570300 Progress: 57.0% Elapsed: 7 days, 20:39:00 Gen_loss: 3.054 Dis_loss: 1.06 Cls_loss: 1.873 Topk: N/A ada_p: 0.23
[INFO] 2021-10-26 10:52:55 > Step: 570400 Progress: 57.0% Elapsed: 7 days, 20:40:33 Gen_loss: 2.363 Dis_loss: 0.8997 Cls_loss: 2.077 Topk: N/A ada_p: 0.2277
[INFO] 2021-10-26 10:54:28 > Step: 570500 Progress: 57.0% Elapsed: 7 days, 20:42:07 Gen_loss: 1.46 Dis_loss: 1.195 Cls_loss: 1.796 Topk: N/A ada_p: 0.2275
[INFO] 2021-10-26 10:56:12 > Step: 570600 Progress: 57.1% Elapsed: 7 days, 20:43:51 Gen_loss: 2.858 Dis_loss: 1.151 Cls_loss: 2.059 Topk: N/A ada_p: 0.2291
[INFO] 2021-10-26 10:57:47 > Step: 570700 Progress: 57.1% Elapsed: 7 days, 20:45:25 Gen_loss: 2.924 Dis_loss: 1.054 Cls_loss: 1.748 Topk: N/A ada_p: 0.2279
[INFO] 2021-10-26 10:59:21 > Step: 570800 Progress: 57.1% Elapsed: 7 days, 20:47:00 Gen_loss: 1.331 Dis_loss: 1.02 Cls_loss: 1.662 Topk: N/A ada_p: 0.231
[INFO] 2021-10-26 11:00:56 > Step: 570900 Progress: 57.1% Elapsed: 7 days, 20:48:35 Gen_loss: 2.27 Dis_loss: 0.9423 Cls_loss: 1.932 Topk: N/A ada_p: 0.2257
[INFO] 2021-10-26 11:02:40 > Step: 571000 Progress: 57.1% Elapsed: 7 days, 20:50:19 Gen_loss: 2.353 Dis_loss: 0.9775 Cls_loss: 1.81 Topk: N/A ada_p: 0.2275
[INFO] 2021-10-26 11:04:15 > Step: 571100 Progress: 57.1% Elapsed: 7 days, 20:51:53 Gen_loss: 2.612 Dis_loss: 1.147 Cls_loss: 1.889 Topk: N/A ada_p: 0.2261
[INFO] 2021-10-26 11:05:50 > Step: 571200 Progress: 57.1% Elapsed: 7 days, 20:53:28 Gen_loss: 1.371 Dis_loss: 0.8205 Cls_loss: 1.875 Topk: N/A ada_p: 0.2213
[INFO] 2021-10-26 11:07:25 > Step: 571300 Progress: 57.1% Elapsed: 7 days, 20:55:04 Gen_loss: 1.825 Dis_loss: 0.8591 Cls_loss: 1.994 Topk: N/A ada_p: 0.2191
[INFO] 2021-10-26 11:09:10 > Step: 571400 Progress: 57.1% Elapsed: 7 days, 20:56:49 Gen_loss: 3.436 Dis_loss: 0.8987 Cls_loss: 1.675 Topk: N/A ada_p: 0.2165
[INFO] 2021-10-26 11:10:45 > Step: 571500 Progress: 57.1% Elapsed: 7 days, 20:58:24 Gen_loss: 2.901 Dis_loss: 0.5832 Cls_loss: 1.389 Topk: N/A ada_p: 0.2202
[INFO] 2021-10-26 11:12:19 > Step: 571600 Progress: 57.2% Elapsed: 7 days, 20:59:58 Gen_loss: 3.664 Dis_loss: 0.7629 Cls_loss: 1.522 Topk: N/A ada_p: 0.2151
[INFO] 2021-10-26 11:13:55 > Step: 571700 Progress: 57.2% Elapsed: 7 days, 21:01:34 Gen_loss: 4.22 Dis_loss: 1.436 Cls_loss: 1.563 Topk: N/A ada_p: 0.2178
[INFO] 2021-10-26 11:15:39 > Step: 571800 Progress: 57.2% Elapsed: 7 days, 21:03:18 Gen_loss: 2.814 Dis_loss: 0.7691 Cls_loss: 1.505 Topk: N/A ada_p: 0.2173
[INFO] 2021-10-26 11:17:14 > Step: 571900 Progress: 57.2% Elapsed: 7 days, 21:04:53 Gen_loss: 2.611 Dis_loss: 1.159 Cls_loss: 1.847 Topk: N/A ada_p: 0.2197
[INFO] 2021-10-26 11:18:49 > Step: 572000 Progress: 57.2% Elapsed: 7 days, 21:06:28 Gen_loss: 2.047 Dis_loss: 1.607 Cls_loss: 1.743 Topk: N/A ada_p: 0.2225
[INFO] 2021-10-26 11:20:24 > Step: 572100 Progress: 57.2% Elapsed: 7 days, 21:08:03 Gen_loss: 1.407 Dis_loss: 2.013 Cls_loss: 2.184 Topk: N/A ada_p: 0.2229
[INFO] 2021-10-26 11:22:09 > Step: 572200 Progress: 57.2% Elapsed: 7 days, 21:09:48 Gen_loss: 2.73 Dis_loss: 0.8879 Cls_loss: 1.927 Topk: N/A ada_p: 0.2229
[INFO] 2021-10-26 11:23:44 > Step: 572300 Progress: 57.2% Elapsed: 7 days, 21:11:23 Gen_loss: 3.041 Dis_loss: 0.8125 Cls_loss: 1.704 Topk: N/A ada_p: 0.2248
[INFO] 2021-10-26 11:25:19 > Step: 572400 Progress: 57.2% Elapsed: 7 days, 21:12:57 Gen_loss: 3.197 Dis_loss: 1.508 Cls_loss: 2.091 Topk: N/A ada_p: 0.2241
[INFO] 2021-10-26 11:26:54 > Step: 572500 Progress: 57.2% Elapsed: 7 days, 21:14:32 Gen_loss: 2.737 Dis_loss: 0.8772 Cls_loss: 1.647 Topk: N/A ada_p: 0.2298
[INFO] 2021-10-26 11:28:38 > Step: 572600 Progress: 57.3% Elapsed: 7 days, 21:16:17 Gen_loss: 2.394 Dis_loss: 0.9532 Cls_loss: 1.51 Topk: N/A ada_p: 0.2339
[INFO] 2021-10-26 11:30:13 > Step: 572700 Progress: 57.3% Elapsed: 7 days, 21:17:52 Gen_loss: 2.871 Dis_loss: 1.204 Cls_loss: 2.072 Topk: N/A ada_p: 0.23
[INFO] 2021-10-26 11:31:48 > Step: 572800 Progress: 57.3% Elapsed: 7 days, 21:19:27 Gen_loss: 2.878 Dis_loss: 1.941 Cls_loss: 1.661 Topk: N/A ada_p: 0.2294
[INFO] 2021-10-26 11:33:23 > Step: 572900 Progress: 57.3% Elapsed: 7 days, 21:21:02 Gen_loss: 3.04 Dis_loss: 0.7513 Cls_loss: 1.541 Topk: N/A ada_p: 0.2278
[INFO] 2021-10-26 11:35:08 > Step: 573000 Progress: 57.3% Elapsed: 7 days, 21:22:46 Gen_loss: 1.135 Dis_loss: 0.8068 Cls_loss: 1.628 Topk: N/A ada_p: 0.2286
[INFO] 2021-10-26 11:36:43 > Step: 573100 Progress: 57.3% Elapsed: 7 days, 21:24:22 Gen_loss: 2.127 Dis_loss: 0.6495 Cls_loss: 1.716 Topk: N/A ada_p: 0.2284
[INFO] 2021-10-26 11:38:18 > Step: 573200 Progress: 57.3% Elapsed: 7 days, 21:25:57 Gen_loss: 2.536 Dis_loss: 0.7114 Cls_loss: 1.695 Topk: N/A ada_p: 0.2269
[INFO] 2021-10-26 11:39:53 > Step: 573300 Progress: 57.3% Elapsed: 7 days, 21:27:32 Gen_loss: 2.672 Dis_loss: 0.925 Cls_loss: 1.413 Topk: N/A ada_p: 0.2265
[INFO] 2021-10-26 11:41:38 > Step: 573400 Progress: 57.3% Elapsed: 7 days, 21:29:17 Gen_loss: 3.393 Dis_loss: 0.8988 Cls_loss: 1.543 Topk: N/A ada_p: 0.2314
[INFO] 2021-10-26 11:43:13 > Step: 573500 Progress: 57.4% Elapsed: 7 days, 21:30:52 Gen_loss: 2.925 Dis_loss: 0.6635 Cls_loss: 1.579 Topk: N/A ada_p: 0.2315
[INFO] 2021-10-26 11:44:48 > Step: 573600 Progress: 57.4% Elapsed: 7 days, 21:32:27 Gen_loss: 2.775 Dis_loss: 0.7282 Cls_loss: 1.66 Topk: N/A ada_p: 0.233
[INFO] 2021-10-26 11:46:34 > Step: 573700 Progress: 57.4% Elapsed: 7 days, 21:34:13 Gen_loss: 1.484 Dis_loss: 1.235 Cls_loss: 2.071 Topk: N/A ada_p: 0.2337
[INFO] 2021-10-26 11:48:08 > Step: 573800 Progress: 57.4% Elapsed: 7 days, 21:35:47 Gen_loss: 3.279 Dis_loss: 0.5324 Cls_loss: 1.468 Topk: N/A ada_p: 0.2309
[INFO] 2021-10-26 11:49:45 > Step: 573900 Progress: 57.4% Elapsed: 7 days, 21:37:24 Gen_loss: 1.307 Dis_loss: 0.7906 Cls_loss: 1.51 Topk: N/A ada_p: 0.231
[INFO] 2021-10-26 11:51:20 > Step: 574000 Progress: 57.4% Elapsed: 7 days, 21:38:59 Gen_loss: 1.485 Dis_loss: 1.055 Cls_loss: 1.572 Topk: N/A ada_p: 0.2292
[INFO] 2021-10-26 11:53:05 > Step: 574100 Progress: 57.4% Elapsed: 7 days, 21:40:44 Gen_loss: 1.951 Dis_loss: 0.7222 Cls_loss: 1.761 Topk: N/A ada_p: 0.2298
[INFO] 2021-10-26 11:54:41 > Step: 574200 Progress: 57.4% Elapsed: 7 days, 21:42:19 Gen_loss: 2.16 Dis_loss: 1.307 Cls_loss: 2.321 Topk: N/A ada_p: 0.2342
[INFO] 2021-10-26 11:56:16 > Step: 574300 Progress: 57.4% Elapsed: 7 days, 21:43:54 Gen_loss: 1.55 Dis_loss: 1.151 Cls_loss: 1.796 Topk: N/A ada_p: 0.2364
[INFO] 2021-10-26 11:57:51 > Step: 574400 Progress: 57.4% Elapsed: 7 days, 21:45:29 Gen_loss: 2.744 Dis_loss: 0.9658 Cls_loss: 2.105 Topk: N/A ada_p: 0.2348
[INFO] 2021-10-26 11:59:36 > Step: 574500 Progress: 57.5% Elapsed: 7 days, 21:47:15 Gen_loss: 3.332 Dis_loss: 1.431 Cls_loss: 1.528 Topk: N/A ada_p: 0.2385
[INFO] 2021-10-26 12:01:10 > Step: 574600 Progress: 57.5% Elapsed: 7 days, 21:48:49 Gen_loss: 2.782 Dis_loss: 0.9532 Cls_loss: 2.136 Topk: N/A ada_p: 0.2447
[INFO] 2021-10-26 12:02:46 > Step: 574700 Progress: 57.5% Elapsed: 7 days, 21:50:25 Gen_loss: 2.474 Dis_loss: 0.8813 Cls_loss: 1.964 Topk: N/A ada_p: 0.2443
[INFO] 2021-10-26 12:04:21 > Step: 574800 Progress: 57.5% Elapsed: 7 days, 21:51:59 Gen_loss: 4.369 Dis_loss: 2.071 Cls_loss: 1.898 Topk: N/A ada_p: 0.2402
[INFO] 2021-10-26 12:06:06 > Step: 574900 Progress: 57.5% Elapsed: 7 days, 21:53:44 Gen_loss: 2.123 Dis_loss: 1.032 Cls_loss: 1.722 Topk: N/A ada_p: 0.2357
[INFO] 2021-10-26 12:07:42 > Step: 575000 Progress: 57.5% Elapsed: 7 days, 21:55:20 Gen_loss: 4.249 Dis_loss: 1.281 Cls_loss: 1.772 Topk: N/A ada_p: 0.2373
[INFO] 2021-10-26 12:09:17 > Step: 575100 Progress: 57.5% Elapsed: 7 days, 21:56:56 Gen_loss: 3.318 Dis_loss: 1.243 Cls_loss: 1.952 Topk: N/A ada_p: 0.2348
[INFO] 2021-10-26 12:10:52 > Step: 575200 Progress: 57.5% Elapsed: 7 days, 21:58:31 Gen_loss: 3.138 Dis_loss: 1.257 Cls_loss: 1.297 Topk: N/A ada_p: 0.2351
[INFO] 2021-10-26 12:12:37 > Step: 575300 Progress: 57.5% Elapsed: 7 days, 22:00:16 Gen_loss: 1.72 Dis_loss: 1.223 Cls_loss: 1.776 Topk: N/A ada_p: 0.2342
[INFO] 2021-10-26 12:14:11 > Step: 575400 Progress: 57.5% Elapsed: 7 days, 22:01:50 Gen_loss: 1.763 Dis_loss: 1.379 Cls_loss: 1.782 Topk: N/A ada_p: 0.2329
[INFO] 2021-10-26 12:15:47 > Step: 575500 Progress: 57.6% Elapsed: 7 days, 22:03:26 Gen_loss: 2.324 Dis_loss: 0.8744 Cls_loss: 1.708 Topk: N/A ada_p: 0.2279
[INFO] 2021-10-26 12:17:22 > Step: 575600 Progress: 57.6% Elapsed: 7 days, 22:05:01 Gen_loss: 2.286 Dis_loss: 0.8448 Cls_loss: 2.091 Topk: N/A ada_p: 0.2343
[INFO] 2021-10-26 12:19:07 > Step: 575700 Progress: 57.6% Elapsed: 7 days, 22:06:46 Gen_loss: 1.301 Dis_loss: 1.18 Cls_loss: 1.897 Topk: N/A ada_p: 0.2334
[INFO] 2021-10-26 12:20:41 > Step: 575800 Progress: 57.6% Elapsed: 7 days, 22:08:20 Gen_loss: 2.04 Dis_loss: 0.7236 Cls_loss: 1.688 Topk: N/A ada_p: 0.2306
[INFO] 2021-10-26 12:22:17 > Step: 575900 Progress: 57.6% Elapsed: 7 days, 22:09:56 Gen_loss: 2.946 Dis_loss: 0.9729 Cls_loss: 1.545 Topk: N/A ada_p: 0.2261
[INFO] 2021-10-26 12:23:53 > Step: 576000 Progress: 57.6% Elapsed: 7 days, 22:11:31 Gen_loss: 2.739 Dis_loss: 1.182 Cls_loss: 2.122 Topk: N/A ada_p: 0.2269
[INFO] 2021-10-26 12:25:39 > Step: 576100 Progress: 57.6% Elapsed: 7 days, 22:13:18 Gen_loss: 0.9069 Dis_loss: 1.197 Cls_loss: 1.738 Topk: N/A ada_p: 0.2309
[INFO] 2021-10-26 12:27:14 > Step: 576200 Progress: 57.6% Elapsed: 7 days, 22:14:53 Gen_loss: 2.258 Dis_loss: 1.065 Cls_loss: 1.946 Topk: N/A ada_p: 0.235
[INFO] 2021-10-26 12:28:49 > Step: 576300 Progress: 57.6% Elapsed: 7 days, 22:16:28 Gen_loss: 2.903 Dis_loss: 0.8107 Cls_loss: 1.652 Topk: N/A ada_p: 0.2356
[INFO] 2021-10-26 12:30:24 > Step: 576400 Progress: 57.6% Elapsed: 7 days, 22:18:03 Gen_loss: 3.344 Dis_loss: 1.02 Cls_loss: 1.944 Topk: N/A ada_p: 0.2305
[INFO] 2021-10-26 12:32:09 > Step: 576500 Progress: 57.6% Elapsed: 7 days, 22:19:48 Gen_loss: 2.339 Dis_loss: 0.9677 Cls_loss: 2.191 Topk: N/A ada_p: 0.2324
[INFO] 2021-10-26 12:33:44 > Step: 576600 Progress: 57.7% Elapsed: 7 days, 22:21:23 Gen_loss: 3.534 Dis_loss: 0.8706 Cls_loss: 1.697 Topk: N/A ada_p: 0.2347
[INFO] 2021-10-26 12:35:19 > Step: 576700 Progress: 57.7% Elapsed: 7 days, 22:22:58 Gen_loss: 3.967 Dis_loss: 1.456 Cls_loss: 2.201 Topk: N/A ada_p: 0.2328
[INFO] 2021-10-26 12:36:54 > Step: 576800 Progress: 57.7% Elapsed: 7 days, 22:24:33 Gen_loss: 1.207 Dis_loss: 1.268 Cls_loss: 2.08 Topk: N/A ada_p: 0.2259
[INFO] 2021-10-26 12:38:39 > Step: 576900 Progress: 57.7% Elapsed: 7 days, 22:26:18 Gen_loss: 1.384 Dis_loss: 0.8748 Cls_loss: 1.77 Topk: N/A ada_p: 0.2239
[INFO] 2021-10-26 12:40:15 > Step: 577000 Progress: 57.7% Elapsed: 7 days, 22:27:54 Gen_loss: 2.309 Dis_loss: 1.202 Cls_loss: 1.637 Topk: N/A ada_p: 0.2247
[INFO] 2021-10-26 12:41:50 > Step: 577100 Progress: 57.7% Elapsed: 7 days, 22:29:29 Gen_loss: 1.53 Dis_loss: 0.6547 Cls_loss: 1.682 Topk: N/A ada_p: 0.2205
[INFO] 2021-10-26 12:43:26 > Step: 577200 Progress: 57.7% Elapsed: 7 days, 22:31:05 Gen_loss: 2.881 Dis_loss: 1.337 Cls_loss: 1.831 Topk: N/A ada_p: 0.2184
[INFO] 2021-10-26 12:45:11 > Step: 577300 Progress: 57.7% Elapsed: 7 days, 22:32:50 Gen_loss: 2.513 Dis_loss: 0.8029 Cls_loss: 1.813 Topk: N/A ada_p: 0.2227
[INFO] 2021-10-26 12:46:46 > Step: 577400 Progress: 57.7% Elapsed: 7 days, 22:34:25 Gen_loss: 2.062 Dis_loss: 0.7094 Cls_loss: 1.569 Topk: N/A ada_p: 0.2247
[INFO] 2021-10-26 12:48:21 > Step: 577500 Progress: 57.8% Elapsed: 7 days, 22:36:00 Gen_loss: 1.602 Dis_loss: 1.345 Cls_loss: 1.856 Topk: N/A ada_p: 0.2264
[INFO] 2021-10-26 12:50:06 > Step: 577600 Progress: 57.8% Elapsed: 7 days, 22:37:45 Gen_loss: 1.488 Dis_loss: 0.994 Cls_loss: 2.012 Topk: N/A ada_p: 0.2192
[INFO] 2021-10-26 12:51:41 > Step: 577700 Progress: 57.8% Elapsed: 7 days, 22:39:20 Gen_loss: 1.413 Dis_loss: 1.448 Cls_loss: 1.985 Topk: N/A ada_p: 0.2265
[INFO] 2021-10-26 12:53:16 > Step: 577800 Progress: 57.8% Elapsed: 7 days, 22:40:55 Gen_loss: 2.626 Dis_loss: 1.555 Cls_loss: 2.132 Topk: N/A ada_p: 0.227
[INFO] 2021-10-26 12:54:51 > Step: 577900 Progress: 57.8% Elapsed: 7 days, 22:42:30 Gen_loss: 3.108 Dis_loss: 0.8464 Cls_loss: 1.84 Topk: N/A ada_p: 0.2284
[INFO] 2021-10-26 12:56:36 > Step: 578000 Progress: 57.8% Elapsed: 7 days, 22:44:15 Gen_loss: 2.256 Dis_loss: 2.205 Cls_loss: 1.924 Topk: N/A ada_p: 0.2292
[INFO] 2021-10-26 12:58:10 > Step: 578100 Progress: 57.8% Elapsed: 7 days, 22:45:49 Gen_loss: 3.682 Dis_loss: 0.8769 Cls_loss: 1.634 Topk: N/A ada_p: 0.2252
[INFO] 2021-10-26 12:59:46 > Step: 578200 Progress: 57.8% Elapsed: 7 days, 22:47:25 Gen_loss: 2.219 Dis_loss: 1.226 Cls_loss: 1.641 Topk: N/A ada_p: 0.2247
[INFO] 2021-10-26 13:01:22 > Step: 578300 Progress: 57.8% Elapsed: 7 days, 22:49:01 Gen_loss: 2.372 Dis_loss: 0.9614 Cls_loss: 1.624 Topk: N/A ada_p: 0.2233
[INFO] 2021-10-26 13:03:08 > Step: 578400 Progress: 57.8% Elapsed: 7 days, 22:50:46 Gen_loss: 2.057 Dis_loss: 0.6454 Cls_loss: 1.789 Topk: N/A ada_p: 0.2248
[INFO] 2021-10-26 13:04:43 > Step: 578500 Progress: 57.9% Elapsed: 7 days, 22:52:22 Gen_loss: 2.03 Dis_loss: 0.9035 Cls_loss: 1.579 Topk: N/A ada_p: 0.2283
[INFO] 2021-10-26 13:06:19 > Step: 578600 Progress: 57.9% Elapsed: 7 days, 22:53:58 Gen_loss: 2.769 Dis_loss: 0.9002 Cls_loss: 1.805 Topk: N/A ada_p: 0.2273
[INFO] 2021-10-26 13:07:54 > Step: 578700 Progress: 57.9% Elapsed: 7 days, 22:55:33 Gen_loss: 1.352 Dis_loss: 1.308 Cls_loss: 1.688 Topk: N/A ada_p: 0.2315
[INFO] 2021-10-26 13:09:40 > Step: 578800 Progress: 57.9% Elapsed: 7 days, 22:57:19 Gen_loss: 3.332 Dis_loss: 1.032 Cls_loss: 1.633 Topk: N/A ada_p: 0.2277
[INFO] 2021-10-26 13:11:15 > Step: 578900 Progress: 57.9% Elapsed: 7 days, 22:58:54 Gen_loss: 1.849 Dis_loss: 0.8764 Cls_loss: 1.868 Topk: N/A ada_p: 0.2311
[INFO] 2021-10-26 13:12:50 > Step: 579000 Progress: 57.9% Elapsed: 7 days, 23:00:29 Gen_loss: 1.436 Dis_loss: 1.615 Cls_loss: 1.61 Topk: N/A ada_p: 0.227
[INFO] 2021-10-26 13:14:26 > Step: 579100 Progress: 57.9% Elapsed: 7 days, 23:02:04 Gen_loss: 1.738 Dis_loss: 0.8655 Cls_loss: 2.111 Topk: N/A ada_p: 0.2295
[INFO] 2021-10-26 13:16:11 > Step: 579200 Progress: 57.9% Elapsed: 7 days, 23:03:49 Gen_loss: 4.944 Dis_loss: 1.185 Cls_loss: 2.27 Topk: N/A ada_p: 0.2238
[INFO] 2021-10-26 13:17:46 > Step: 579300 Progress: 57.9% Elapsed: 7 days, 23:05:24 Gen_loss: 1.644 Dis_loss: 0.695 Cls_loss: 1.513 Topk: N/A ada_p: 0.2193
[INFO] 2021-10-26 13:19:20 > Step: 579400 Progress: 57.9% Elapsed: 7 days, 23:06:59 Gen_loss: 3.188 Dis_loss: 1.111 Cls_loss: 2.17 Topk: N/A ada_p: 0.2178
[INFO] 2021-10-26 13:20:55 > Step: 579500 Progress: 58.0% Elapsed: 7 days, 23:08:34 Gen_loss: 2.37 Dis_loss: 0.9738 Cls_loss: 1.702 Topk: N/A ada_p: 0.2238
[INFO] 2021-10-26 13:22:40 > Step: 579600 Progress: 58.0% Elapsed: 7 days, 23:10:18 Gen_loss: 3.367 Dis_loss: 0.8502 Cls_loss: 1.836 Topk: N/A ada_p: 0.2179
[INFO] 2021-10-26 13:24:15 > Step: 579700 Progress: 58.0% Elapsed: 7 days, 23:11:54 Gen_loss: 3.892 Dis_loss: 0.8524 Cls_loss: 1.993 Topk: N/A ada_p: 0.2219
[INFO] 2021-10-26 13:25:51 > Step: 579800 Progress: 58.0% Elapsed: 7 days, 23:13:30 Gen_loss: 1.825 Dis_loss: 0.804 Cls_loss: 1.91 Topk: N/A ada_p: 0.2232
[INFO] 2021-10-26 13:27:26 > Step: 579900 Progress: 58.0% Elapsed: 7 days, 23:15:05 Gen_loss: 3.755 Dis_loss: 1.002 Cls_loss: 1.86 Topk: N/A ada_p: 0.2243
[INFO] 2021-10-26 13:29:10 > Step: 580000 Progress: 58.0% Elapsed: 7 days, 23:16:49 Gen_loss: 2.593 Dis_loss: 1.047 Cls_loss: 1.862 Topk: N/A ada_p: 0.2256
[INFO] 2021-10-26 13:29:11 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-26 13:29:11 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_580000.png
[INFO] 2021-10-26 13:29:11 > Start Evaluation (580000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-26 13:29:11 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-26 13:34:45 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-26 13:40:24 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-26 14:04:02 > Inception score (Step: 580000, 50000 generated images): 10.584750175476074
[INFO] 2021-10-26 14:04:02 > FID score (Step: 580000, Using train moments): 2.511774256103479
[INFO] 2021-10-26 14:04:02 > Improved Precision (Step: 580000, Using train images): 0.76502
[INFO] 2021-10-26 14:04:02 > Improved Recall (Step: 580000, Using train images): 0.63762
[INFO] 2021-10-26 14:04:02 > Density (Step: 580000, Using train images): 1.095632
[INFO] 2021-10-26 14:04:02 > Coverage (Step: 580000, Using train images): 0.93098
[INFO] 2021-10-26 14:04:02 > Best FID score (Step: 580000, Using train moments): 2.511774256103479
[INFO] 2021-10-26 14:04:24 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-26 14:09:02 > Step: 580100 Progress: 58.0% Elapsed: 7 days, 23:56:41 Gen_loss: 2.644 Dis_loss: 1.456 Cls_loss: 1.796 Topk: N/A ada_p: 0.2286
[INFO] 2021-10-26 14:10:35 > Step: 580200 Progress: 58.0% Elapsed: 7 days, 23:58:14 Gen_loss: 2.123 Dis_loss: 1.26 Cls_loss: 1.647 Topk: N/A ada_p: 0.2303
[INFO] 2021-10-26 14:12:09 > Step: 580300 Progress: 58.0% Elapsed: 7 days, 23:59:48 Gen_loss: 2.537 Dis_loss: 1.129 Cls_loss: 1.765 Topk: N/A ada_p: 0.2335
[INFO] 2021-10-26 14:13:59 > Step: 580400 Progress: 58.0% Elapsed: 8 days, 0:01:37 Gen_loss: 1.437 Dis_loss: 0.7678 Cls_loss: 1.795 Topk: N/A ada_p: 0.2338
[INFO] 2021-10-26 14:15:33 > Step: 580500 Progress: 58.1% Elapsed: 8 days, 0:03:12 Gen_loss: 2.844 Dis_loss: 1.142 Cls_loss: 1.376 Topk: N/A ada_p: 0.2332
[INFO] 2021-10-26 14:17:08 > Step: 580600 Progress: 58.1% Elapsed: 8 days, 0:04:46 Gen_loss: 2.098 Dis_loss: 1.651 Cls_loss: 1.844 Topk: N/A ada_p: 0.2339
[INFO] 2021-10-26 14:18:42 > Step: 580700 Progress: 58.1% Elapsed: 8 days, 0:06:21 Gen_loss: 1.481 Dis_loss: 0.9661 Cls_loss: 1.988 Topk: N/A ada_p: 0.2348
[INFO] 2021-10-26 14:20:26 > Step: 580800 Progress: 58.1% Elapsed: 8 days, 0:08:05 Gen_loss: 2.898 Dis_loss: 1.045 Cls_loss: 1.842 Topk: N/A ada_p: 0.2353
[INFO] 2021-10-26 14:22:01 > Step: 580900 Progress: 58.1% Elapsed: 8 days, 0:09:40 Gen_loss: 1.698 Dis_loss: 1.672 Cls_loss: 2.019 Topk: N/A ada_p: 0.2319
[INFO] 2021-10-26 14:23:36 > Step: 581000 Progress: 58.1% Elapsed: 8 days, 0:11:14 Gen_loss: 1.854 Dis_loss: 0.5751 Cls_loss: 1.598 Topk: N/A ada_p: 0.2342
[INFO] 2021-10-26 14:25:10 > Step: 581100 Progress: 58.1% Elapsed: 8 days, 0:12:49 Gen_loss: 2.642 Dis_loss: 0.9539 Cls_loss: 1.848 Topk: N/A ada_p: 0.2379
[INFO] 2021-10-26 14:26:55 > Step: 581200 Progress: 58.1% Elapsed: 8 days, 0:14:34 Gen_loss: 2.592 Dis_loss: 0.5911 Cls_loss: 1.496 Topk: N/A ada_p: 0.2305
[INFO] 2021-10-26 14:28:30 > Step: 581300 Progress: 58.1% Elapsed: 8 days, 0:16:09 Gen_loss: 3.575 Dis_loss: 1.032 Cls_loss: 2.185 Topk: N/A ada_p: 0.2275
[INFO] 2021-10-26 14:30:04 > Step: 581400 Progress: 58.1% Elapsed: 8 days, 0:17:43 Gen_loss: 2.412 Dis_loss: 0.9051 Cls_loss: 2.017 Topk: N/A ada_p: 0.227
[INFO] 2021-10-26 14:31:50 > Step: 581500 Progress: 58.1% Elapsed: 8 days, 0:19:28 Gen_loss: 2.957 Dis_loss: 1.491 Cls_loss: 2.171 Topk: N/A ada_p: 0.2261
[INFO] 2021-10-26 14:33:24 > Step: 581600 Progress: 58.2% Elapsed: 8 days, 0:21:03 Gen_loss: 1.98 Dis_loss: 1.937 Cls_loss: 2.007 Topk: N/A ada_p: 0.2238
[INFO] 2021-10-26 14:34:59 > Step: 581700 Progress: 58.2% Elapsed: 8 days, 0:22:38 Gen_loss: 3.709 Dis_loss: 0.7361 Cls_loss: 1.89 Topk: N/A ada_p: 0.2237
[INFO] 2021-10-26 14:36:34 > Step: 581800 Progress: 58.2% Elapsed: 8 days, 0:24:13 Gen_loss: 1.909 Dis_loss: 0.7939 Cls_loss: 1.919 Topk: N/A ada_p: 0.2199
[INFO] 2021-10-26 14:38:19 > Step: 581900 Progress: 58.2% Elapsed: 8 days, 0:25:58 Gen_loss: 2.289 Dis_loss: 0.9195 Cls_loss: 1.855 Topk: N/A ada_p: 0.2246
[INFO] 2021-10-26 14:39:53 > Step: 582000 Progress: 58.2% Elapsed: 8 days, 0:27:32 Gen_loss: 2.623 Dis_loss: 1.095 Cls_loss: 1.653 Topk: N/A ada_p: 0.2307
[INFO] 2021-10-26 14:41:28 > Step: 582100 Progress: 58.2% Elapsed: 8 days, 0:29:07 Gen_loss: 2.814 Dis_loss: 0.8985 Cls_loss: 1.655 Topk: N/A ada_p: 0.2283
[INFO] 2021-10-26 14:43:02 > Step: 582200 Progress: 58.2% Elapsed: 8 days, 0:30:41 Gen_loss: 0.7881 Dis_loss: 1.104 Cls_loss: 1.78 Topk: N/A ada_p: 0.2252
[INFO] 2021-10-26 14:44:47 > Step: 582300 Progress: 58.2% Elapsed: 8 days, 0:32:26 Gen_loss: 1.839 Dis_loss: 1.421 Cls_loss: 1.931 Topk: N/A ada_p: 0.2297
[INFO] 2021-10-26 14:46:22 > Step: 582400 Progress: 58.2% Elapsed: 8 days, 0:34:01 Gen_loss: 1.519 Dis_loss: 0.9039 Cls_loss: 1.885 Topk: N/A ada_p: 0.2297
[INFO] 2021-10-26 14:47:57 > Step: 582500 Progress: 58.2% Elapsed: 8 days, 0:35:36 Gen_loss: 2.688 Dis_loss: 1.357 Cls_loss: 2.113 Topk: N/A ada_p: 0.2263
[INFO] 2021-10-26 14:49:32 > Step: 582600 Progress: 58.3% Elapsed: 8 days, 0:37:10 Gen_loss: 2.245 Dis_loss: 0.7952 Cls_loss: 1.694 Topk: N/A ada_p: 0.227
[INFO] 2021-10-26 14:51:17 > Step: 582700 Progress: 58.3% Elapsed: 8 days, 0:38:55 Gen_loss: 2.538 Dis_loss: 0.7592 Cls_loss: 1.503 Topk: N/A ada_p: 0.2233
[INFO] 2021-10-26 14:52:52 > Step: 582800 Progress: 58.3% Elapsed: 8 days, 0:40:31 Gen_loss: 3.256 Dis_loss: 0.9899 Cls_loss: 1.781 Topk: N/A ada_p: 0.2246
[INFO] 2021-10-26 14:54:27 > Step: 582900 Progress: 58.3% Elapsed: 8 days, 0:42:06 Gen_loss: 2.28 Dis_loss: 0.9469 Cls_loss: 1.663 Topk: N/A ada_p: 0.2247
[INFO] 2021-10-26 14:56:02 > Step: 583000 Progress: 58.3% Elapsed: 8 days, 0:43:41 Gen_loss: 3.657 Dis_loss: 0.6935 Cls_loss: 1.66 Topk: N/A ada_p: 0.2232
[INFO] 2021-10-26 14:57:47 > Step: 583100 Progress: 58.3% Elapsed: 8 days, 0:45:26 Gen_loss: 2.321 Dis_loss: 0.8691 Cls_loss: 1.684 Topk: N/A ada_p: 0.2248
[INFO] 2021-10-26 14:59:24 > Step: 583200 Progress: 58.3% Elapsed: 8 days, 0:47:03 Gen_loss: 2.854 Dis_loss: 0.9906 Cls_loss: 2.074 Topk: N/A ada_p: 0.2266
[INFO] 2021-10-26 15:00:59 > Step: 583300 Progress: 58.3% Elapsed: 8 days, 0:48:38 Gen_loss: 3.865 Dis_loss: 0.9946 Cls_loss: 1.776 Topk: N/A ada_p: 0.2229
[INFO] 2021-10-26 15:02:34 > Step: 583400 Progress: 58.3% Elapsed: 8 days, 0:50:13 Gen_loss: 2.197 Dis_loss: 1.126 Cls_loss: 2.362 Topk: N/A ada_p: 0.2257
[INFO] 2021-10-26 15:04:19 > Step: 583500 Progress: 58.4% Elapsed: 8 days, 0:51:58 Gen_loss: 2.974 Dis_loss: 0.9584 Cls_loss: 1.96 Topk: N/A ada_p: 0.2248
[INFO] 2021-10-26 15:05:53 > Step: 583600 Progress: 58.4% Elapsed: 8 days, 0:53:32 Gen_loss: 3.0 Dis_loss: 1.697 Cls_loss: 1.476 Topk: N/A ada_p: 0.2248
[INFO] 2021-10-26 15:07:28 > Step: 583700 Progress: 58.4% Elapsed: 8 days, 0:55:07 Gen_loss: 1.981 Dis_loss: 0.7094 Cls_loss: 1.854 Topk: N/A ada_p: 0.2247
[INFO] 2021-10-26 15:09:03 > Step: 583800 Progress: 58.4% Elapsed: 8 days, 0:56:41 Gen_loss: 2.16 Dis_loss: 0.6917 Cls_loss: 1.644 Topk: N/A ada_p: 0.2237
[INFO] 2021-10-26 15:10:47 > Step: 583900 Progress: 58.4% Elapsed: 8 days, 0:58:26 Gen_loss: 2.295 Dis_loss: 0.6674 Cls_loss: 1.516 Topk: N/A ada_p: 0.2231
[INFO] 2021-10-26 15:12:22 > Step: 584000 Progress: 58.4% Elapsed: 8 days, 1:00:00 Gen_loss: 4.045 Dis_loss: 1.073 Cls_loss: 1.851 Topk: N/A ada_p: 0.2256
[INFO] 2021-10-26 15:13:56 > Step: 584100 Progress: 58.4% Elapsed: 8 days, 1:01:35 Gen_loss: 2.98 Dis_loss: 1.086 Cls_loss: 2.124 Topk: N/A ada_p: 0.2242
[INFO] 2021-10-26 15:15:31 > Step: 584200 Progress: 58.4% Elapsed: 8 days, 1:03:10 Gen_loss: 2.878 Dis_loss: 1.304 Cls_loss: 1.942 Topk: N/A ada_p: 0.2227
[INFO] 2021-10-26 15:17:17 > Step: 584300 Progress: 58.4% Elapsed: 8 days, 1:04:55 Gen_loss: 1.715 Dis_loss: 0.9264 Cls_loss: 1.688 Topk: N/A ada_p: 0.2266
[INFO] 2021-10-26 15:18:51 > Step: 584400 Progress: 58.4% Elapsed: 8 days, 1:06:30 Gen_loss: 2.535 Dis_loss: 0.6329 Cls_loss: 1.484 Topk: N/A ada_p: 0.232
[INFO] 2021-10-26 15:20:26 > Step: 584500 Progress: 58.5% Elapsed: 8 days, 1:08:05 Gen_loss: 1.879 Dis_loss: 1.294 Cls_loss: 1.69 Topk: N/A ada_p: 0.2291
[INFO] 2021-10-26 15:22:02 > Step: 584600 Progress: 58.5% Elapsed: 8 days, 1:09:40 Gen_loss: 2.962 Dis_loss: 0.9771 Cls_loss: 1.883 Topk: N/A ada_p: 0.2247
[INFO] 2021-10-26 15:23:47 > Step: 584700 Progress: 58.5% Elapsed: 8 days, 1:11:25 Gen_loss: 2.335 Dis_loss: 0.7901 Cls_loss: 1.886 Topk: N/A ada_p: 0.2259
[INFO] 2021-10-26 15:25:22 > Step: 584800 Progress: 58.5% Elapsed: 8 days, 1:13:01 Gen_loss: 2.788 Dis_loss: 1.116 Cls_loss: 1.597 Topk: N/A ada_p: 0.2266
[INFO] 2021-10-26 15:26:57 > Step: 584900 Progress: 58.5% Elapsed: 8 days, 1:14:36 Gen_loss: 3.293 Dis_loss: 0.9007 Cls_loss: 1.419 Topk: N/A ada_p: 0.2247
[INFO] 2021-10-26 15:28:32 > Step: 585000 Progress: 58.5% Elapsed: 8 days, 1:16:10 Gen_loss: 2.556 Dis_loss: 0.7862 Cls_loss: 2.111 Topk: N/A ada_p: 0.2252
[INFO] 2021-10-26 15:30:16 > Step: 585100 Progress: 58.5% Elapsed: 8 days, 1:17:55 Gen_loss: 2.692 Dis_loss: 0.984 Cls_loss: 2.052 Topk: N/A ada_p: 0.2259
[INFO] 2021-10-26 15:31:51 > Step: 585200 Progress: 58.5% Elapsed: 8 days, 1:19:30 Gen_loss: 1.995 Dis_loss: 1.015 Cls_loss: 1.868 Topk: N/A ada_p: 0.222
[INFO] 2021-10-26 15:33:27 > Step: 585300 Progress: 58.5% Elapsed: 8 days, 1:21:06 Gen_loss: 2.174 Dis_loss: 0.918 Cls_loss: 1.659 Topk: N/A ada_p: 0.2255
[INFO] 2021-10-26 15:35:12 > Step: 585400 Progress: 58.5% Elapsed: 8 days, 1:22:51 Gen_loss: 2.085 Dis_loss: 0.8597 Cls_loss: 1.659 Topk: N/A ada_p: 0.2268
[INFO] 2021-10-26 15:36:47 > Step: 585500 Progress: 58.6% Elapsed: 8 days, 1:24:26 Gen_loss: 2.124 Dis_loss: 1.042 Cls_loss: 1.846 Topk: N/A ada_p: 0.2271
[INFO] 2021-10-26 15:38:22 > Step: 585600 Progress: 58.6% Elapsed: 8 days, 1:26:01 Gen_loss: 3.093 Dis_loss: 1.142 Cls_loss: 1.787 Topk: N/A ada_p: 0.2269
[INFO] 2021-10-26 15:39:57 > Step: 585700 Progress: 58.6% Elapsed: 8 days, 1:27:36 Gen_loss: 1.143 Dis_loss: 0.8309 Cls_loss: 1.586 Topk: N/A ada_p: 0.2196
[INFO] 2021-10-26 15:41:42 > Step: 585800 Progress: 58.6% Elapsed: 8 days, 1:29:20 Gen_loss: 1.023 Dis_loss: 1.374 Cls_loss: 1.968 Topk: N/A ada_p: 0.2283
[INFO] 2021-10-26 15:43:17 > Step: 585900 Progress: 58.6% Elapsed: 8 days, 1:30:56 Gen_loss: 2.903 Dis_loss: 1.096 Cls_loss: 1.569 Topk: N/A ada_p: 0.2287
[INFO] 2021-10-26 15:44:52 > Step: 586000 Progress: 58.6% Elapsed: 8 days, 1:32:31 Gen_loss: 1.917 Dis_loss: 2.102 Cls_loss: 1.906 Topk: N/A ada_p: 0.2325
[INFO] 2021-10-26 15:46:27 > Step: 586100 Progress: 58.6% Elapsed: 8 days, 1:34:06 Gen_loss: 3.496 Dis_loss: 0.8355 Cls_loss: 1.737 Topk: N/A ada_p: 0.2298
[INFO] 2021-10-26 15:48:12 > Step: 586200 Progress: 58.6% Elapsed: 8 days, 1:35:51 Gen_loss: 3.528 Dis_loss: 0.9004 Cls_loss: 1.675 Topk: N/A ada_p: 0.2296
[INFO] 2021-10-26 15:49:47 > Step: 586300 Progress: 58.6% Elapsed: 8 days, 1:37:26 Gen_loss: 2.515 Dis_loss: 1.195 Cls_loss: 2.051 Topk: N/A ada_p: 0.2312
[INFO] 2021-10-26 15:51:22 > Step: 586400 Progress: 58.6% Elapsed: 8 days, 1:39:01 Gen_loss: 3.831 Dis_loss: 1.44 Cls_loss: 2.086 Topk: N/A ada_p: 0.2353
[INFO] 2021-10-26 15:52:57 > Step: 586500 Progress: 58.7% Elapsed: 8 days, 1:40:35 Gen_loss: 1.375 Dis_loss: 1.155 Cls_loss: 2.24 Topk: N/A ada_p: 0.2398
[INFO] 2021-10-26 15:54:41 > Step: 586600 Progress: 58.7% Elapsed: 8 days, 1:42:20 Gen_loss: 1.229 Dis_loss: 1.653 Cls_loss: 1.971 Topk: N/A ada_p: 0.2342
[INFO] 2021-10-26 15:56:16 > Step: 586700 Progress: 58.7% Elapsed: 8 days, 1:43:55 Gen_loss: 2.106 Dis_loss: 0.7603 Cls_loss: 1.834 Topk: N/A ada_p: 0.2346
[INFO] 2021-10-26 15:57:51 > Step: 586800 Progress: 58.7% Elapsed: 8 days, 1:45:30 Gen_loss: 2.546 Dis_loss: 1.143 Cls_loss: 1.69 Topk: N/A ada_p: 0.2348
[INFO] 2021-10-26 15:59:27 > Step: 586900 Progress: 58.7% Elapsed: 8 days, 1:47:06 Gen_loss: 1.643 Dis_loss: 0.9138 Cls_loss: 2.216 Topk: N/A ada_p: 0.2311
[INFO] 2021-10-26 16:01:13 > Step: 587000 Progress: 58.7% Elapsed: 8 days, 1:48:52 Gen_loss: 4.814 Dis_loss: 1.437 Cls_loss: 1.656 Topk: N/A ada_p: 0.2365
[INFO] 2021-10-26 16:02:48 > Step: 587100 Progress: 58.7% Elapsed: 8 days, 1:50:27 Gen_loss: 1.848 Dis_loss: 1.641 Cls_loss: 1.716 Topk: N/A ada_p: 0.2379
[INFO] 2021-10-26 16:04:23 > Step: 587200 Progress: 58.7% Elapsed: 8 days, 1:52:02 Gen_loss: 3.369 Dis_loss: 0.7144 Cls_loss: 1.812 Topk: N/A ada_p: 0.2356
[INFO] 2021-10-26 16:05:58 > Step: 587300 Progress: 58.7% Elapsed: 8 days, 1:53:37 Gen_loss: 1.452 Dis_loss: 1.32 Cls_loss: 1.89 Topk: N/A ada_p: 0.2334
[INFO] 2021-10-26 16:07:43 > Step: 587400 Progress: 58.7% Elapsed: 8 days, 1:55:22 Gen_loss: 4.907 Dis_loss: 1.226 Cls_loss: 1.719 Topk: N/A ada_p: 0.2321
[INFO] 2021-10-26 16:09:18 > Step: 587500 Progress: 58.8% Elapsed: 8 days, 1:56:57 Gen_loss: 1.345 Dis_loss: 0.689 Cls_loss: 2.016 Topk: N/A ada_p: 0.2374
[INFO] 2021-10-26 16:10:54 > Step: 587600 Progress: 58.8% Elapsed: 8 days, 1:58:32 Gen_loss: 2.502 Dis_loss: 1.101 Cls_loss: 1.938 Topk: N/A ada_p: 0.243
[INFO] 2021-10-26 16:12:29 > Step: 587700 Progress: 58.8% Elapsed: 8 days, 2:00:08 Gen_loss: 2.664 Dis_loss: 1.065 Cls_loss: 1.827 Topk: N/A ada_p: 0.237
[INFO] 2021-10-26 16:14:14 > Step: 587800 Progress: 58.8% Elapsed: 8 days, 2:01:53 Gen_loss: 2.128 Dis_loss: 0.9705 Cls_loss: 1.958 Topk: N/A ada_p: 0.2273
[INFO] 2021-10-26 16:15:49 > Step: 587900 Progress: 58.8% Elapsed: 8 days, 2:03:28 Gen_loss: 1.702 Dis_loss: 0.8965 Cls_loss: 1.481 Topk: N/A ada_p: 0.2261
[INFO] 2021-10-26 16:17:24 > Step: 588000 Progress: 58.8% Elapsed: 8 days, 2:05:03 Gen_loss: 3.297 Dis_loss: 1.193 Cls_loss: 2.069 Topk: N/A ada_p: 0.2274
[INFO] 2021-10-26 16:18:59 > Step: 588100 Progress: 58.8% Elapsed: 8 days, 2:06:38 Gen_loss: 3.87 Dis_loss: 1.044 Cls_loss: 1.824 Topk: N/A ada_p: 0.225
[INFO] 2021-10-26 16:20:44 > Step: 588200 Progress: 58.8% Elapsed: 8 days, 2:08:23 Gen_loss: 2.272 Dis_loss: 0.6651 Cls_loss: 1.369 Topk: N/A ada_p: 0.2311
[INFO] 2021-10-26 16:22:20 > Step: 588300 Progress: 58.8% Elapsed: 8 days, 2:09:58 Gen_loss: 1.651 Dis_loss: 0.6634 Cls_loss: 1.393 Topk: N/A ada_p: 0.2264
[INFO] 2021-10-26 16:23:56 > Step: 588400 Progress: 58.8% Elapsed: 8 days, 2:11:34 Gen_loss: 2.613 Dis_loss: 0.7668 Cls_loss: 1.581 Topk: N/A ada_p: 0.2277
[INFO] 2021-10-26 16:25:31 > Step: 588500 Progress: 58.9% Elapsed: 8 days, 2:13:10 Gen_loss: 2.516 Dis_loss: 1.217 Cls_loss: 1.678 Topk: N/A ada_p: 0.226
[INFO] 2021-10-26 16:27:16 > Step: 588600 Progress: 58.9% Elapsed: 8 days, 2:14:54 Gen_loss: 3.035 Dis_loss: 0.8362 Cls_loss: 1.767 Topk: N/A ada_p: 0.2257
[INFO] 2021-10-26 16:28:51 > Step: 588700 Progress: 58.9% Elapsed: 8 days, 2:16:29 Gen_loss: 3.125 Dis_loss: 1.248 Cls_loss: 2.304 Topk: N/A ada_p: 0.2315
[INFO] 2021-10-26 16:30:26 > Step: 588800 Progress: 58.9% Elapsed: 8 days, 2:18:04 Gen_loss: 1.868 Dis_loss: 0.6093 Cls_loss: 1.535 Topk: N/A ada_p: 0.2346
[INFO] 2021-10-26 16:32:01 > Step: 588900 Progress: 58.9% Elapsed: 8 days, 2:19:40 Gen_loss: 2.361 Dis_loss: 1.025 Cls_loss: 2.106 Topk: N/A ada_p: 0.2352
[INFO] 2021-10-26 16:33:46 > Step: 589000 Progress: 58.9% Elapsed: 8 days, 2:21:25 Gen_loss: 2.799 Dis_loss: 0.7926 Cls_loss: 1.903 Topk: N/A ada_p: 0.2378
[INFO] 2021-10-26 16:35:21 > Step: 589100 Progress: 58.9% Elapsed: 8 days, 2:23:00 Gen_loss: 2.685 Dis_loss: 0.9663 Cls_loss: 1.697 Topk: N/A ada_p: 0.2346
[INFO] 2021-10-26 16:36:56 > Step: 589200 Progress: 58.9% Elapsed: 8 days, 2:24:35 Gen_loss: 1.335 Dis_loss: 0.8093 Cls_loss: 2.171 Topk: N/A ada_p: 0.2318
[INFO] 2021-10-26 16:38:42 > Step: 589300 Progress: 58.9% Elapsed: 8 days, 2:26:21 Gen_loss: 2.032 Dis_loss: 0.9694 Cls_loss: 2.077 Topk: N/A ada_p: 0.2324
[INFO] 2021-10-26 16:40:16 > Step: 589400 Progress: 58.9% Elapsed: 8 days, 2:27:55 Gen_loss: 1.652 Dis_loss: 0.8327 Cls_loss: 1.963 Topk: N/A ada_p: 0.2329
[INFO] 2021-10-26 16:41:52 > Step: 589500 Progress: 59.0% Elapsed: 8 days, 2:29:30 Gen_loss: 2.454 Dis_loss: 1.184 Cls_loss: 2.4 Topk: N/A ada_p: 0.2402
[INFO] 2021-10-26 16:43:26 > Step: 589600 Progress: 59.0% Elapsed: 8 days, 2:31:05 Gen_loss: 2.904 Dis_loss: 1.1 Cls_loss: 1.698 Topk: N/A ada_p: 0.2338
[INFO] 2021-10-26 16:45:11 > Step: 589700 Progress: 59.0% Elapsed: 8 days, 2:32:50 Gen_loss: 2.612 Dis_loss: 1.216 Cls_loss: 1.769 Topk: N/A ada_p: 0.235
[INFO] 2021-10-26 16:46:45 > Step: 589800 Progress: 59.0% Elapsed: 8 days, 2:34:24 Gen_loss: 3.665 Dis_loss: 1.306 Cls_loss: 1.432 Topk: N/A ada_p: 0.2319
[INFO] 2021-10-26 16:48:21 > Step: 589900 Progress: 59.0% Elapsed: 8 days, 2:36:00 Gen_loss: 1.833 Dis_loss: 0.7096 Cls_loss: 1.887 Topk: N/A ada_p: 0.2338
[INFO] 2021-10-26 16:49:56 > Step: 590000 Progress: 59.0% Elapsed: 8 days, 2:37:35 Gen_loss: 1.093 Dis_loss: 1.455 Cls_loss: 1.606 Topk: N/A ada_p: 0.2384
[INFO] 2021-10-26 16:49:57 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-26 16:49:57 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_590000.png
[INFO] 2021-10-26 16:49:57 > Start Evaluation (590000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-26 16:49:57 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-26 16:55:31 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-26 17:01:09 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-26 17:24:51 > Inception score (Step: 590000, 50000 generated images): 10.58469009399414
[INFO] 2021-10-26 17:24:51 > FID score (Step: 590000, Using train moments): 2.5713053097263128
[INFO] 2021-10-26 17:24:51 > Improved Precision (Step: 590000, Using train images): 0.76398
[INFO] 2021-10-26 17:24:51 > Improved Recall (Step: 590000, Using train images): 0.63396
[INFO] 2021-10-26 17:24:51 > Density (Step: 590000, Using train images): 1.091088
[INFO] 2021-10-26 17:24:51 > Coverage (Step: 590000, Using train images): 0.9287
[INFO] 2021-10-26 17:24:51 > Best FID score (Step: 580000, Using train moments): 2.511774256103479
[INFO] 2021-10-26 17:25:01 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-26 17:30:10 > Step: 590100 Progress: 59.0% Elapsed: 8 days, 3:17:49 Gen_loss: 2.64 Dis_loss: 1.065 Cls_loss: 1.855 Topk: N/A ada_p: 0.2373
[INFO] 2021-10-26 17:31:44 > Step: 590200 Progress: 59.0% Elapsed: 8 days, 3:19:22 Gen_loss: 2.131 Dis_loss: 0.9568 Cls_loss: 1.618 Topk: N/A ada_p: 0.2339
[INFO] 2021-10-26 17:33:18 > Step: 590300 Progress: 59.0% Elapsed: 8 days, 3:20:56 Gen_loss: 1.701 Dis_loss: 0.9864 Cls_loss: 1.541 Topk: N/A ada_p: 0.2353
[INFO] 2021-10-26 17:34:52 > Step: 590400 Progress: 59.0% Elapsed: 8 days, 3:22:31 Gen_loss: 2.29 Dis_loss: 0.926 Cls_loss: 1.801 Topk: N/A ada_p: 0.2315
[INFO] 2021-10-26 17:36:37 > Step: 590500 Progress: 59.1% Elapsed: 8 days, 3:24:16 Gen_loss: 1.471 Dis_loss: 0.952 Cls_loss: 2.149 Topk: N/A ada_p: 0.2324
[INFO] 2021-10-26 17:38:12 > Step: 590600 Progress: 59.1% Elapsed: 8 days, 3:25:51 Gen_loss: 1.808 Dis_loss: 1.176 Cls_loss: 1.677 Topk: N/A ada_p: 0.2291
[INFO] 2021-10-26 17:39:47 > Step: 590700 Progress: 59.1% Elapsed: 8 days, 3:27:26 Gen_loss: 2.801 Dis_loss: 1.031 Cls_loss: 1.944 Topk: N/A ada_p: 0.2333
[INFO] 2021-10-26 17:41:21 > Step: 590800 Progress: 59.1% Elapsed: 8 days, 3:29:00 Gen_loss: 1.93 Dis_loss: 1.245 Cls_loss: 1.886 Topk: N/A ada_p: 0.2379
[INFO] 2021-10-26 17:43:06 > Step: 590900 Progress: 59.1% Elapsed: 8 days, 3:30:45 Gen_loss: 2.254 Dis_loss: 0.8558 Cls_loss: 1.529 Topk: N/A ada_p: 0.2393
[INFO] 2021-10-26 17:44:40 > Step: 591000 Progress: 59.1% Elapsed: 8 days, 3:32:19 Gen_loss: 2.697 Dis_loss: 0.9818 Cls_loss: 1.926 Topk: N/A ada_p: 0.2416
[INFO] 2021-10-26 17:46:15 > Step: 591100 Progress: 59.1% Elapsed: 8 days, 3:33:54 Gen_loss: 2.636 Dis_loss: 0.9426 Cls_loss: 2.034 Topk: N/A ada_p: 0.2387
[INFO] 2021-10-26 17:47:50 > Step: 591200 Progress: 59.1% Elapsed: 8 days, 3:35:29 Gen_loss: 3.312 Dis_loss: 1.315 Cls_loss: 1.659 Topk: N/A ada_p: 0.2338
[INFO] 2021-10-26 17:49:34 > Step: 591300 Progress: 59.1% Elapsed: 8 days, 3:37:13 Gen_loss: 2.697 Dis_loss: 1.668 Cls_loss: 1.832 Topk: N/A ada_p: 0.2324
[INFO] 2021-10-26 17:51:09 > Step: 591400 Progress: 59.1% Elapsed: 8 days, 3:38:48 Gen_loss: 3.248 Dis_loss: 0.6296 Cls_loss: 1.593 Topk: N/A ada_p: 0.2344
[INFO] 2021-10-26 17:52:44 > Step: 591500 Progress: 59.2% Elapsed: 8 days, 3:40:23 Gen_loss: 1.417 Dis_loss: 1.064 Cls_loss: 1.618 Topk: N/A ada_p: 0.2333
[INFO] 2021-10-26 17:54:19 > Step: 591600 Progress: 59.2% Elapsed: 8 days, 3:41:58 Gen_loss: 3.653 Dis_loss: 0.9823 Cls_loss: 2.324 Topk: N/A ada_p: 0.2366
[INFO] 2021-10-26 17:56:03 > Step: 591700 Progress: 59.2% Elapsed: 8 days, 3:43:42 Gen_loss: 2.2 Dis_loss: 0.7676 Cls_loss: 1.609 Topk: N/A ada_p: 0.2388
[INFO] 2021-10-26 17:57:38 > Step: 591800 Progress: 59.2% Elapsed: 8 days, 3:45:17 Gen_loss: 3.127 Dis_loss: 1.062 Cls_loss: 1.948 Topk: N/A ada_p: 0.2447
[INFO] 2021-10-26 17:59:13 > Step: 591900 Progress: 59.2% Elapsed: 8 days, 3:46:52 Gen_loss: 2.244 Dis_loss: 1.389 Cls_loss: 1.452 Topk: N/A ada_p: 0.2384
[INFO] 2021-10-26 18:00:48 > Step: 592000 Progress: 59.2% Elapsed: 8 days, 3:48:27 Gen_loss: 2.348 Dis_loss: 1.241 Cls_loss: 1.57 Topk: N/A ada_p: 0.2407
[INFO] 2021-10-26 18:02:33 > Step: 592100 Progress: 59.2% Elapsed: 8 days, 3:50:12 Gen_loss: 3.068 Dis_loss: 0.8615 Cls_loss: 1.767 Topk: N/A ada_p: 0.2375
[INFO] 2021-10-26 18:04:08 > Step: 592200 Progress: 59.2% Elapsed: 8 days, 3:51:47 Gen_loss: 2.382 Dis_loss: 1.824 Cls_loss: 1.864 Topk: N/A ada_p: 0.2337
[INFO] 2021-10-26 18:05:43 > Step: 592300 Progress: 59.2% Elapsed: 8 days, 3:53:22 Gen_loss: 3.724 Dis_loss: 0.8963 Cls_loss: 2.07 Topk: N/A ada_p: 0.2341
[INFO] 2021-10-26 18:07:18 > Step: 592400 Progress: 59.2% Elapsed: 8 days, 3:54:57 Gen_loss: 1.436 Dis_loss: 0.9771 Cls_loss: 1.95 Topk: N/A ada_p: 0.2325
[INFO] 2021-10-26 18:09:05 > Step: 592500 Progress: 59.2% Elapsed: 8 days, 3:56:43 Gen_loss: 3.468 Dis_loss: 1.577 Cls_loss: 2.274 Topk: N/A ada_p: 0.2327
[INFO] 2021-10-26 18:10:39 > Step: 592600 Progress: 59.3% Elapsed: 8 days, 3:58:18 Gen_loss: 1.566 Dis_loss: 1.125 Cls_loss: 1.889 Topk: N/A ada_p: 0.2373
[INFO] 2021-10-26 18:12:15 > Step: 592700 Progress: 59.3% Elapsed: 8 days, 3:59:53 Gen_loss: 3.849 Dis_loss: 1.184 Cls_loss: 1.89 Topk: N/A ada_p: 0.2353
[INFO] 2021-10-26 18:13:50 > Step: 592800 Progress: 59.3% Elapsed: 8 days, 4:01:28 Gen_loss: 1.666 Dis_loss: 0.7948 Cls_loss: 2.079 Topk: N/A ada_p: 0.2318
[INFO] 2021-10-26 18:15:34 > Step: 592900 Progress: 59.3% Elapsed: 8 days, 4:03:13 Gen_loss: 2.121 Dis_loss: 1.188 Cls_loss: 2.04 Topk: N/A ada_p: 0.2383
[INFO] 2021-10-26 18:17:09 > Step: 593000 Progress: 59.3% Elapsed: 8 days, 4:04:48 Gen_loss: 2.784 Dis_loss: 1.412 Cls_loss: 2.218 Topk: N/A ada_p: 0.2403
[INFO] 2021-10-26 18:18:44 > Step: 593100 Progress: 59.3% Elapsed: 8 days, 4:06:23 Gen_loss: 1.908 Dis_loss: 0.9783 Cls_loss: 1.788 Topk: N/A ada_p: 0.2394
[INFO] 2021-10-26 18:20:29 > Step: 593200 Progress: 59.3% Elapsed: 8 days, 4:08:08 Gen_loss: 2.56 Dis_loss: 1.202 Cls_loss: 2.184 Topk: N/A ada_p: 0.2366
[INFO] 2021-10-26 18:22:04 > Step: 593300 Progress: 59.3% Elapsed: 8 days, 4:09:43 Gen_loss: 1.907 Dis_loss: 0.9862 Cls_loss: 1.866 Topk: N/A ada_p: 0.2406
[INFO] 2021-10-26 18:23:39 > Step: 593400 Progress: 59.3% Elapsed: 8 days, 4:11:18 Gen_loss: 2.826 Dis_loss: 0.8681 Cls_loss: 1.677 Topk: N/A ada_p: 0.2416
[INFO] 2021-10-26 18:25:14 > Step: 593500 Progress: 59.4% Elapsed: 8 days, 4:12:53 Gen_loss: 2.152 Dis_loss: 1.777 Cls_loss: 2.026 Topk: N/A ada_p: 0.2425
[INFO] 2021-10-26 18:26:59 > Step: 593600 Progress: 59.4% Elapsed: 8 days, 4:14:38 Gen_loss: 1.991 Dis_loss: 1.393 Cls_loss: 1.808 Topk: N/A ada_p: 0.2397
[INFO] 2021-10-26 18:28:34 > Step: 593700 Progress: 59.4% Elapsed: 8 days, 4:16:13 Gen_loss: 2.303 Dis_loss: 0.9919 Cls_loss: 2.156 Topk: N/A ada_p: 0.2357
[INFO] 2021-10-26 18:30:09 > Step: 593800 Progress: 59.4% Elapsed: 8 days, 4:17:48 Gen_loss: 2.173 Dis_loss: 0.8937 Cls_loss: 1.759 Topk: N/A ada_p: 0.2352
[INFO] 2021-10-26 18:31:44 > Step: 593900 Progress: 59.4% Elapsed: 8 days, 4:19:23 Gen_loss: 1.993 Dis_loss: 0.8899 Cls_loss: 1.801 Topk: N/A ada_p: 0.2335
[INFO] 2021-10-26 18:33:29 > Step: 594000 Progress: 59.4% Elapsed: 8 days, 4:21:08 Gen_loss: 2.72 Dis_loss: 1.127 Cls_loss: 2.15 Topk: N/A ada_p: 0.2359
[INFO] 2021-10-26 18:35:04 > Step: 594100 Progress: 59.4% Elapsed: 8 days, 4:22:43 Gen_loss: 1.513 Dis_loss: 0.8783 Cls_loss: 2.045 Topk: N/A ada_p: 0.238
[INFO] 2021-10-26 18:36:39 > Step: 594200 Progress: 59.4% Elapsed: 8 days, 4:24:18 Gen_loss: 2.654 Dis_loss: 1.258 Cls_loss: 1.909 Topk: N/A ada_p: 0.2311
[INFO] 2021-10-26 18:38:14 > Step: 594300 Progress: 59.4% Elapsed: 8 days, 4:25:53 Gen_loss: 2.24 Dis_loss: 1.264 Cls_loss: 1.974 Topk: N/A ada_p: 0.2289
[INFO] 2021-10-26 18:39:59 > Step: 594400 Progress: 59.4% Elapsed: 8 days, 4:27:38 Gen_loss: 2.15 Dis_loss: 1.347 Cls_loss: 1.919 Topk: N/A ada_p: 0.2277
[INFO] 2021-10-26 18:41:34 > Step: 594500 Progress: 59.5% Elapsed: 8 days, 4:29:13 Gen_loss: 3.496 Dis_loss: 0.7213 Cls_loss: 1.476 Topk: N/A ada_p: 0.2275
[INFO] 2021-10-26 18:43:09 > Step: 594600 Progress: 59.5% Elapsed: 8 days, 4:30:48 Gen_loss: 1.866 Dis_loss: 0.9189 Cls_loss: 1.701 Topk: N/A ada_p: 0.2296
[INFO] 2021-10-26 18:44:44 > Step: 594700 Progress: 59.5% Elapsed: 8 days, 4:32:22 Gen_loss: 3.237 Dis_loss: 1.245 Cls_loss: 2.468 Topk: N/A ada_p: 0.2302
[INFO] 2021-10-26 18:46:28 > Step: 594800 Progress: 59.5% Elapsed: 8 days, 4:34:07 Gen_loss: 3.828 Dis_loss: 1.002 Cls_loss: 1.929 Topk: N/A ada_p: 0.2282
[INFO] 2021-10-26 18:48:03 > Step: 594900 Progress: 59.5% Elapsed: 8 days, 4:35:42 Gen_loss: 1.998 Dis_loss: 0.8744 Cls_loss: 1.984 Topk: N/A ada_p: 0.2273
[INFO] 2021-10-26 18:49:38 > Step: 595000 Progress: 59.5% Elapsed: 8 days, 4:37:17 Gen_loss: 1.138 Dis_loss: 0.8297 Cls_loss: 1.508 Topk: N/A ada_p: 0.2278
[INFO] 2021-10-26 18:51:14 > Step: 595100 Progress: 59.5% Elapsed: 8 days, 4:38:52 Gen_loss: 0.995 Dis_loss: 1.207 Cls_loss: 1.85 Topk: N/A ada_p: 0.2223
[INFO] 2021-10-26 18:52:59 > Step: 595200 Progress: 59.5% Elapsed: 8 days, 4:40:38 Gen_loss: 2.54 Dis_loss: 0.829 Cls_loss: 1.637 Topk: N/A ada_p: 0.221
[INFO] 2021-10-26 18:54:34 > Step: 595300 Progress: 59.5% Elapsed: 8 days, 4:42:12 Gen_loss: 2.357 Dis_loss: 1.368 Cls_loss: 1.8 Topk: N/A ada_p: 0.2237
[INFO] 2021-10-26 18:56:08 > Step: 595400 Progress: 59.5% Elapsed: 8 days, 4:43:47 Gen_loss: 1.792 Dis_loss: 1.036 Cls_loss: 1.757 Topk: N/A ada_p: 0.2245
[INFO] 2021-10-26 18:57:44 > Step: 595500 Progress: 59.6% Elapsed: 8 days, 4:45:22 Gen_loss: 2.246 Dis_loss: 1.198 Cls_loss: 1.366 Topk: N/A ada_p: 0.2251
[INFO] 2021-10-26 18:59:29 > Step: 595600 Progress: 59.6% Elapsed: 8 days, 4:47:07 Gen_loss: 2.792 Dis_loss: 1.139 Cls_loss: 2.126 Topk: N/A ada_p: 0.2225
[INFO] 2021-10-26 19:01:03 > Step: 595700 Progress: 59.6% Elapsed: 8 days, 4:48:42 Gen_loss: 1.712 Dis_loss: 1.166 Cls_loss: 1.838 Topk: N/A ada_p: 0.2332
[INFO] 2021-10-26 19:02:38 > Step: 595800 Progress: 59.6% Elapsed: 8 days, 4:50:17 Gen_loss: 1.524 Dis_loss: 0.571 Cls_loss: 1.461 Topk: N/A ada_p: 0.2329
[INFO] 2021-10-26 19:04:13 > Step: 595900 Progress: 59.6% Elapsed: 8 days, 4:51:52 Gen_loss: 2.522 Dis_loss: 1.145 Cls_loss: 1.885 Topk: N/A ada_p: 0.2318
[INFO] 2021-10-26 19:05:58 > Step: 596000 Progress: 59.6% Elapsed: 8 days, 4:53:37 Gen_loss: 3.87 Dis_loss: 0.8851 Cls_loss: 2.059 Topk: N/A ada_p: 0.231
[INFO] 2021-10-26 19:07:33 > Step: 596100 Progress: 59.6% Elapsed: 8 days, 4:55:11 Gen_loss: 2.666 Dis_loss: 0.6142 Cls_loss: 1.437 Topk: N/A ada_p: 0.2288
[INFO] 2021-10-26 19:09:07 > Step: 596200 Progress: 59.6% Elapsed: 8 days, 4:56:46 Gen_loss: 3.251 Dis_loss: 1.341 Cls_loss: 1.963 Topk: N/A ada_p: 0.2375
[INFO] 2021-10-26 19:10:42 > Step: 596300 Progress: 59.6% Elapsed: 8 days, 4:58:21 Gen_loss: 1.915 Dis_loss: 1.163 Cls_loss: 1.905 Topk: N/A ada_p: 0.2353
[INFO] 2021-10-26 19:12:27 > Step: 596400 Progress: 59.6% Elapsed: 8 days, 5:00:06 Gen_loss: 1.672 Dis_loss: 0.9806 Cls_loss: 1.739 Topk: N/A ada_p: 0.231
[INFO] 2021-10-26 19:14:02 > Step: 596500 Progress: 59.7% Elapsed: 8 days, 5:01:41 Gen_loss: 2.383 Dis_loss: 1.281 Cls_loss: 2.384 Topk: N/A ada_p: 0.2309
[INFO] 2021-10-26 19:15:37 > Step: 596600 Progress: 59.7% Elapsed: 8 days, 5:03:16 Gen_loss: 1.418 Dis_loss: 1.021 Cls_loss: 1.571 Topk: N/A ada_p: 0.2347
[INFO] 2021-10-26 19:17:13 > Step: 596700 Progress: 59.7% Elapsed: 8 days, 5:04:51 Gen_loss: 2.48 Dis_loss: 0.8669 Cls_loss: 1.609 Topk: N/A ada_p: 0.2361
[INFO] 2021-10-26 19:18:58 > Step: 596800 Progress: 59.7% Elapsed: 8 days, 5:06:37 Gen_loss: 3.631 Dis_loss: 0.9691 Cls_loss: 1.879 Topk: N/A ada_p: 0.2366
[INFO] 2021-10-26 19:20:33 > Step: 596900 Progress: 59.7% Elapsed: 8 days, 5:08:12 Gen_loss: 2.409 Dis_loss: 0.8573 Cls_loss: 2.082 Topk: N/A ada_p: 0.2332
[INFO] 2021-10-26 19:22:08 > Step: 597000 Progress: 59.7% Elapsed: 8 days, 5:09:47 Gen_loss: 1.649 Dis_loss: 0.9939 Cls_loss: 1.786 Topk: N/A ada_p: 0.2396
[INFO] 2021-10-26 19:23:54 > Step: 597100 Progress: 59.7% Elapsed: 8 days, 5:11:33 Gen_loss: 2.039 Dis_loss: 1.023 Cls_loss: 2.071 Topk: N/A ada_p: 0.2305
[INFO] 2021-10-26 19:25:28 > Step: 597200 Progress: 59.7% Elapsed: 8 days, 5:13:07 Gen_loss: 3.811 Dis_loss: 1.347 Cls_loss: 1.702 Topk: N/A ada_p: 0.2292
[INFO] 2021-10-26 19:27:03 > Step: 597300 Progress: 59.7% Elapsed: 8 days, 5:14:42 Gen_loss: 1.58 Dis_loss: 1.173 Cls_loss: 1.886 Topk: N/A ada_p: 0.2288
[INFO] 2021-10-26 19:28:38 > Step: 597400 Progress: 59.7% Elapsed: 8 days, 5:16:17 Gen_loss: 1.851 Dis_loss: 0.7698 Cls_loss: 1.833 Topk: N/A ada_p: 0.2286
[INFO] 2021-10-26 19:30:24 > Step: 597500 Progress: 59.8% Elapsed: 8 days, 5:18:03 Gen_loss: 1.567 Dis_loss: 0.9832 Cls_loss: 1.566 Topk: N/A ada_p: 0.2315
[INFO] 2021-10-26 19:31:59 > Step: 597600 Progress: 59.8% Elapsed: 8 days, 5:19:38 Gen_loss: 3.74 Dis_loss: 1.312 Cls_loss: 1.811 Topk: N/A ada_p: 0.2389
[INFO] 2021-10-26 19:33:35 > Step: 597700 Progress: 59.8% Elapsed: 8 days, 5:21:13 Gen_loss: 3.464 Dis_loss: 1.061 Cls_loss: 1.66 Topk: N/A ada_p: 0.2414
[INFO] 2021-10-26 19:35:09 > Step: 597800 Progress: 59.8% Elapsed: 8 days, 5:22:48 Gen_loss: 1.001 Dis_loss: 0.8986 Cls_loss: 1.571 Topk: N/A ada_p: 0.2442
[INFO] 2021-10-26 19:36:54 > Step: 597900 Progress: 59.8% Elapsed: 8 days, 5:24:33 Gen_loss: 1.729 Dis_loss: 0.8281 Cls_loss: 1.471 Topk: N/A ada_p: 0.2402
[INFO] 2021-10-26 19:38:29 > Step: 598000 Progress: 59.8% Elapsed: 8 days, 5:26:08 Gen_loss: 2.341 Dis_loss: 0.6777 Cls_loss: 1.797 Topk: N/A ada_p: 0.243
[INFO] 2021-10-26 19:40:04 > Step: 598100 Progress: 59.8% Elapsed: 8 days, 5:27:43 Gen_loss: 1.911 Dis_loss: 0.5838 Cls_loss: 1.531 Topk: N/A ada_p: 0.2416
[INFO] 2021-10-26 19:41:39 > Step: 598200 Progress: 59.8% Elapsed: 8 days, 5:29:18 Gen_loss: 2.388 Dis_loss: 1.297 Cls_loss: 1.666 Topk: N/A ada_p: 0.2431
[INFO] 2021-10-26 19:43:24 > Step: 598300 Progress: 59.8% Elapsed: 8 days, 5:31:02 Gen_loss: 2.157 Dis_loss: 1.06 Cls_loss: 1.927 Topk: N/A ada_p: 0.2348
[INFO] 2021-10-26 19:44:58 > Step: 598400 Progress: 59.8% Elapsed: 8 days, 5:32:37 Gen_loss: 2.528 Dis_loss: 0.9356 Cls_loss: 1.865 Topk: N/A ada_p: 0.2384
[INFO] 2021-10-26 19:46:33 > Step: 598500 Progress: 59.9% Elapsed: 8 days, 5:34:12 Gen_loss: 0.944 Dis_loss: 1.156 Cls_loss: 2.264 Topk: N/A ada_p: 0.2421
[INFO] 2021-10-26 19:48:08 > Step: 598600 Progress: 59.9% Elapsed: 8 days, 5:35:47 Gen_loss: 2.381 Dis_loss: 0.5187 Cls_loss: 1.629 Topk: N/A ada_p: 0.2434
[INFO] 2021-10-26 19:49:53 > Step: 598700 Progress: 59.9% Elapsed: 8 days, 5:37:32 Gen_loss: 1.283 Dis_loss: 1.564 Cls_loss: 1.701 Topk: N/A ada_p: 0.2453
[INFO] 2021-10-26 19:51:28 > Step: 598800 Progress: 59.9% Elapsed: 8 days, 5:39:07 Gen_loss: 2.431 Dis_loss: 0.9262 Cls_loss: 2.079 Topk: N/A ada_p: 0.2412
[INFO] 2021-10-26 19:53:04 > Step: 598900 Progress: 59.9% Elapsed: 8 days, 5:40:42 Gen_loss: 1.754 Dis_loss: 1.412 Cls_loss: 1.878 Topk: N/A ada_p: 0.2457
[INFO] 2021-10-26 19:54:38 > Step: 599000 Progress: 59.9% Elapsed: 8 days, 5:42:17 Gen_loss: 4.112 Dis_loss: 1.296 Cls_loss: 1.804 Topk: N/A ada_p: 0.2391
[INFO] 2021-10-26 19:56:23 > Step: 599100 Progress: 59.9% Elapsed: 8 days, 5:44:02 Gen_loss: 1.591 Dis_loss: 0.7408 Cls_loss: 1.727 Topk: N/A ada_p: 0.233
[INFO] 2021-10-26 19:57:58 > Step: 599200 Progress: 59.9% Elapsed: 8 days, 5:45:37 Gen_loss: 3.693 Dis_loss: 1.009 Cls_loss: 2.116 Topk: N/A ada_p: 0.2346
[INFO] 2021-10-26 19:59:34 > Step: 599300 Progress: 59.9% Elapsed: 8 days, 5:47:13 Gen_loss: 1.556 Dis_loss: 0.8887 Cls_loss: 2.026 Topk: N/A ada_p: 0.2298
[INFO] 2021-10-26 20:01:09 > Step: 599400 Progress: 59.9% Elapsed: 8 days, 5:48:48 Gen_loss: 2.561 Dis_loss: 0.9803 Cls_loss: 1.55 Topk: N/A ada_p: 0.2275
[INFO] 2021-10-26 20:02:54 > Step: 599500 Progress: 60.0% Elapsed: 8 days, 5:50:32 Gen_loss: 2.647 Dis_loss: 0.6875 Cls_loss: 1.615 Topk: N/A ada_p: 0.2233
[INFO] 2021-10-26 20:04:28 > Step: 599600 Progress: 60.0% Elapsed: 8 days, 5:52:07 Gen_loss: 2.468 Dis_loss: 0.9651 Cls_loss: 2.012 Topk: N/A ada_p: 0.231
[INFO] 2021-10-26 20:06:03 > Step: 599700 Progress: 60.0% Elapsed: 8 days, 5:53:42 Gen_loss: 3.071 Dis_loss: 0.9059 Cls_loss: 1.678 Topk: N/A ada_p: 0.2355
[INFO] 2021-10-26 20:07:38 > Step: 599800 Progress: 60.0% Elapsed: 8 days, 5:55:16 Gen_loss: 3.498 Dis_loss: 1.09 Cls_loss: 1.789 Topk: N/A ada_p: 0.2321
[INFO] 2021-10-26 20:09:23 > Step: 599900 Progress: 60.0% Elapsed: 8 days, 5:57:01 Gen_loss: 2.13 Dis_loss: 1.433 Cls_loss: 2.216 Topk: N/A ada_p: 0.2346
[INFO] 2021-10-26 20:10:59 > Step: 600000 Progress: 60.0% Elapsed: 8 days, 5:58:37 Gen_loss: 1.703 Dis_loss: 1.321 Cls_loss: 1.539 Topk: N/A ada_p: 0.2318
[INFO] 2021-10-26 20:10:59 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-26 20:10:59 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_600000.png
[INFO] 2021-10-26 20:10:59 > Start Evaluation (600000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-26 20:10:59 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-26 20:16:32 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-26 20:22:10 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-26 20:45:47 > Inception score (Step: 600000, 50000 generated images): 10.623520851135254
[INFO] 2021-10-26 20:45:47 > FID score (Step: 600000, Using train moments): 2.5438808788502456
[INFO] 2021-10-26 20:45:47 > Improved Precision (Step: 600000, Using train images): 0.76304
[INFO] 2021-10-26 20:45:47 > Improved Recall (Step: 600000, Using train images): 0.63368
[INFO] 2021-10-26 20:45:47 > Density (Step: 600000, Using train images): 1.089876
[INFO] 2021-10-26 20:45:47 > Coverage (Step: 600000, Using train images): 0.93062
[INFO] 2021-10-26 20:45:47 > Best FID score (Step: 580000, Using train moments): 2.511774256103479
[INFO] 2021-10-26 20:45:57 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-26 20:51:14 > Step: 600100 Progress: 60.0% Elapsed: 8 days, 6:38:53 Gen_loss: 1.668 Dis_loss: 1.053 Cls_loss: 1.533 Topk: N/A ada_p: 0.2242
[INFO] 2021-10-26 20:52:48 > Step: 600200 Progress: 60.0% Elapsed: 8 days, 6:40:27 Gen_loss: 4.842 Dis_loss: 1.196 Cls_loss: 1.647 Topk: N/A ada_p: 0.2265
[INFO] 2021-10-26 20:54:38 > Step: 600300 Progress: 60.0% Elapsed: 8 days, 6:42:17 Gen_loss: 3.705 Dis_loss: 1.017 Cls_loss: 2.079 Topk: N/A ada_p: 0.2254
[INFO] 2021-10-26 20:56:12 > Step: 600400 Progress: 60.0% Elapsed: 8 days, 6:43:51 Gen_loss: 2.369 Dis_loss: 0.9902 Cls_loss: 1.827 Topk: N/A ada_p: 0.2274
[INFO] 2021-10-26 20:57:47 > Step: 600500 Progress: 60.1% Elapsed: 8 days, 6:45:26 Gen_loss: 3.647 Dis_loss: 1.078 Cls_loss: 2.095 Topk: N/A ada_p: 0.2286
[INFO] 2021-10-26 20:59:21 > Step: 600600 Progress: 60.1% Elapsed: 8 days, 6:47:00 Gen_loss: 1.515 Dis_loss: 1.015 Cls_loss: 1.95 Topk: N/A ada_p: 0.2206
[INFO] 2021-10-26 21:01:06 > Step: 600700 Progress: 60.1% Elapsed: 8 days, 6:48:45 Gen_loss: 2.009 Dis_loss: 1.441 Cls_loss: 2.025 Topk: N/A ada_p: 0.2238
[INFO] 2021-10-26 21:02:40 > Step: 600800 Progress: 60.1% Elapsed: 8 days, 6:50:19 Gen_loss: 2.222 Dis_loss: 0.9431 Cls_loss: 1.689 Topk: N/A ada_p: 0.2228
[INFO] 2021-10-26 21:04:15 > Step: 600900 Progress: 60.1% Elapsed: 8 days, 6:51:54 Gen_loss: 2.23 Dis_loss: 1.275 Cls_loss: 1.938 Topk: N/A ada_p: 0.2229
[INFO] 2021-10-26 21:06:00 > Step: 601000 Progress: 60.1% Elapsed: 8 days, 6:53:39 Gen_loss: 3.665 Dis_loss: 0.9767 Cls_loss: 1.841 Topk: N/A ada_p: 0.2291
[INFO] 2021-10-26 21:07:34 > Step: 601100 Progress: 60.1% Elapsed: 8 days, 6:55:13 Gen_loss: 3.153 Dis_loss: 1.061 Cls_loss: 1.805 Topk: N/A ada_p: 0.2318
[INFO] 2021-10-26 21:09:09 > Step: 601200 Progress: 60.1% Elapsed: 8 days, 6:56:48 Gen_loss: 2.77 Dis_loss: 0.9426 Cls_loss: 2.309 Topk: N/A ada_p: 0.2364
[INFO] 2021-10-26 21:10:43 > Step: 601300 Progress: 60.1% Elapsed: 8 days, 6:58:22 Gen_loss: 3.787 Dis_loss: 1.321 Cls_loss: 1.875 Topk: N/A ada_p: 0.2378
[INFO] 2021-10-26 21:12:29 > Step: 601400 Progress: 60.1% Elapsed: 8 days, 7:00:07 Gen_loss: 3.241 Dis_loss: 0.7887 Cls_loss: 1.66 Topk: N/A ada_p: 0.2365
[INFO] 2021-10-26 21:14:03 > Step: 601500 Progress: 60.2% Elapsed: 8 days, 7:01:42 Gen_loss: 4.048 Dis_loss: 1.512 Cls_loss: 1.978 Topk: N/A ada_p: 0.232
[INFO] 2021-10-26 21:15:38 > Step: 601600 Progress: 60.2% Elapsed: 8 days, 7:03:16 Gen_loss: 2.59 Dis_loss: 0.9996 Cls_loss: 1.673 Topk: N/A ada_p: 0.231
[INFO] 2021-10-26 21:17:12 > Step: 601700 Progress: 60.2% Elapsed: 8 days, 7:04:51 Gen_loss: 2.481 Dis_loss: 1.383 Cls_loss: 1.94 Topk: N/A ada_p: 0.2334
[INFO] 2021-10-26 21:18:58 > Step: 601800 Progress: 60.2% Elapsed: 8 days, 7:06:37 Gen_loss: 3.146 Dis_loss: 0.6383 Cls_loss: 1.236 Topk: N/A ada_p: 0.2298
[INFO] 2021-10-26 21:20:33 > Step: 601900 Progress: 60.2% Elapsed: 8 days, 7:08:11 Gen_loss: 1.917 Dis_loss: 0.8586 Cls_loss: 2.051 Topk: N/A ada_p: 0.231
[INFO] 2021-10-26 21:22:07 > Step: 602000 Progress: 60.2% Elapsed: 8 days, 7:09:46 Gen_loss: 2.734 Dis_loss: 1.042 Cls_loss: 2.053 Topk: N/A ada_p: 0.2287
[INFO] 2021-10-26 21:23:42 > Step: 602100 Progress: 60.2% Elapsed: 8 days, 7:11:21 Gen_loss: 2.78 Dis_loss: 1.152 Cls_loss: 2.187 Topk: N/A ada_p: 0.238
[INFO] 2021-10-26 21:25:27 > Step: 602200 Progress: 60.2% Elapsed: 8 days, 7:13:06 Gen_loss: 3.814 Dis_loss: 1.204 Cls_loss: 1.517 Topk: N/A ada_p: 0.2431
[INFO] 2021-10-26 21:27:02 > Step: 602300 Progress: 60.2% Elapsed: 8 days, 7:14:40 Gen_loss: 2.312 Dis_loss: 0.9173 Cls_loss: 1.645 Topk: N/A ada_p: 0.2412
[INFO] 2021-10-26 21:28:37 > Step: 602400 Progress: 60.2% Elapsed: 8 days, 7:16:16 Gen_loss: 3.094 Dis_loss: 0.7903 Cls_loss: 1.656 Topk: N/A ada_p: 0.241
[INFO] 2021-10-26 21:30:12 > Step: 602500 Progress: 60.2% Elapsed: 8 days, 7:17:51 Gen_loss: 2.516 Dis_loss: 0.9489 Cls_loss: 1.733 Topk: N/A ada_p: 0.2478
[INFO] 2021-10-26 21:31:57 > Step: 602600 Progress: 60.3% Elapsed: 8 days, 7:19:36 Gen_loss: 2.224 Dis_loss: 1.023 Cls_loss: 1.815 Topk: N/A ada_p: 0.2419
[INFO] 2021-10-26 21:33:32 > Step: 602700 Progress: 60.3% Elapsed: 8 days, 7:21:11 Gen_loss: 2.226 Dis_loss: 0.941 Cls_loss: 1.65 Topk: N/A ada_p: 0.2428
[INFO] 2021-10-26 21:35:07 > Step: 602800 Progress: 60.3% Elapsed: 8 days, 7:22:45 Gen_loss: 1.931 Dis_loss: 0.9989 Cls_loss: 1.729 Topk: N/A ada_p: 0.2402
[INFO] 2021-10-26 21:36:41 > Step: 602900 Progress: 60.3% Elapsed: 8 days, 7:24:20 Gen_loss: 3.343 Dis_loss: 0.977 Cls_loss: 1.295 Topk: N/A ada_p: 0.2411
[INFO] 2021-10-26 21:38:27 > Step: 603000 Progress: 60.3% Elapsed: 8 days, 7:26:05 Gen_loss: 1.993 Dis_loss: 1.014 Cls_loss: 1.693 Topk: N/A ada_p: 0.2357
[INFO] 2021-10-26 21:40:02 > Step: 603100 Progress: 60.3% Elapsed: 8 days, 7:27:41 Gen_loss: 1.396 Dis_loss: 0.8796 Cls_loss: 1.762 Topk: N/A ada_p: 0.2351
[INFO] 2021-10-26 21:41:36 > Step: 603200 Progress: 60.3% Elapsed: 8 days, 7:29:15 Gen_loss: 2.445 Dis_loss: 0.7393 Cls_loss: 1.779 Topk: N/A ada_p: 0.233
[INFO] 2021-10-26 21:43:12 > Step: 603300 Progress: 60.3% Elapsed: 8 days, 7:30:51 Gen_loss: 2.05 Dis_loss: 0.8248 Cls_loss: 1.826 Topk: N/A ada_p: 0.235
[INFO] 2021-10-26 21:44:56 > Step: 603400 Progress: 60.3% Elapsed: 8 days, 7:32:35 Gen_loss: 2.491 Dis_loss: 0.7359 Cls_loss: 1.947 Topk: N/A ada_p: 0.2309
[INFO] 2021-10-26 21:46:31 > Step: 603500 Progress: 60.4% Elapsed: 8 days, 7:34:10 Gen_loss: 3.491 Dis_loss: 1.232 Cls_loss: 1.676 Topk: N/A ada_p: 0.2348
[INFO] 2021-10-26 21:48:06 > Step: 603600 Progress: 60.4% Elapsed: 8 days, 7:35:45 Gen_loss: 2.049 Dis_loss: 0.8354 Cls_loss: 1.867 Topk: N/A ada_p: 0.2369
[INFO] 2021-10-26 21:49:42 > Step: 603700 Progress: 60.4% Elapsed: 8 days, 7:37:21 Gen_loss: 1.535 Dis_loss: 1.147 Cls_loss: 1.599 Topk: N/A ada_p: 0.2419
[INFO] 2021-10-26 21:51:27 > Step: 603800 Progress: 60.4% Elapsed: 8 days, 7:39:06 Gen_loss: 1.609 Dis_loss: 0.6892 Cls_loss: 1.776 Topk: N/A ada_p: 0.2429
[INFO] 2021-10-26 21:53:02 > Step: 603900 Progress: 60.4% Elapsed: 8 days, 7:40:41 Gen_loss: 1.73 Dis_loss: 0.8784 Cls_loss: 1.662 Topk: N/A ada_p: 0.2387
[INFO] 2021-10-26 21:54:37 > Step: 604000 Progress: 60.4% Elapsed: 8 days, 7:42:16 Gen_loss: 3.399 Dis_loss: 1.231 Cls_loss: 1.757 Topk: N/A ada_p: 0.2382
[INFO] 2021-10-26 21:56:12 > Step: 604100 Progress: 60.4% Elapsed: 8 days, 7:43:51 Gen_loss: 1.691 Dis_loss: 1.022 Cls_loss: 1.738 Topk: N/A ada_p: 0.2357
[INFO] 2021-10-26 21:57:57 > Step: 604200 Progress: 60.4% Elapsed: 8 days, 7:45:35 Gen_loss: 2.061 Dis_loss: 0.9227 Cls_loss: 2.037 Topk: N/A ada_p: 0.2316
[INFO] 2021-10-26 21:59:31 > Step: 604300 Progress: 60.4% Elapsed: 8 days, 7:47:10 Gen_loss: 1.884 Dis_loss: 0.868 Cls_loss: 1.769 Topk: N/A ada_p: 0.2371
[INFO] 2021-10-26 22:01:06 > Step: 604400 Progress: 60.4% Elapsed: 8 days, 7:48:45 Gen_loss: 2.648 Dis_loss: 1.379 Cls_loss: 2.383 Topk: N/A ada_p: 0.2366
[INFO] 2021-10-26 22:02:41 > Step: 604500 Progress: 60.5% Elapsed: 8 days, 7:50:20 Gen_loss: 2.8 Dis_loss: 0.8382 Cls_loss: 1.663 Topk: N/A ada_p: 0.2396
[INFO] 2021-10-26 22:04:26 > Step: 604600 Progress: 60.5% Elapsed: 8 days, 7:52:05 Gen_loss: 1.589 Dis_loss: 0.6751 Cls_loss: 1.638 Topk: N/A ada_p: 0.2398
[INFO] 2021-10-26 22:06:01 > Step: 604700 Progress: 60.5% Elapsed: 8 days, 7:53:40 Gen_loss: 2.827 Dis_loss: 1.02 Cls_loss: 1.797 Topk: N/A ada_p: 0.2451
[INFO] 2021-10-26 22:07:36 > Step: 604800 Progress: 60.5% Elapsed: 8 days, 7:55:15 Gen_loss: 2.807 Dis_loss: 1.097 Cls_loss: 1.949 Topk: N/A ada_p: 0.2361
[INFO] 2021-10-26 22:09:21 > Step: 604900 Progress: 60.5% Elapsed: 8 days, 7:57:00 Gen_loss: 2.465 Dis_loss: 2.23 Cls_loss: 1.763 Topk: N/A ada_p: 0.2255
[INFO] 2021-10-26 22:10:56 > Step: 605000 Progress: 60.5% Elapsed: 8 days, 7:58:35 Gen_loss: 1.556 Dis_loss: 0.7441 Cls_loss: 1.451 Topk: N/A ada_p: 0.2278
[INFO] 2021-10-26 22:12:31 > Step: 605100 Progress: 60.5% Elapsed: 8 days, 8:00:10 Gen_loss: 2.013 Dis_loss: 0.8871 Cls_loss: 1.891 Topk: N/A ada_p: 0.2297
[INFO] 2021-10-26 22:14:06 > Step: 605200 Progress: 60.5% Elapsed: 8 days, 8:01:45 Gen_loss: 3.472 Dis_loss: 0.9148 Cls_loss: 1.582 Topk: N/A ada_p: 0.2297
[INFO] 2021-10-26 22:15:51 > Step: 605300 Progress: 60.5% Elapsed: 8 days, 8:03:30 Gen_loss: 2.053 Dis_loss: 1.835 Cls_loss: 1.885 Topk: N/A ada_p: 0.2268
[INFO] 2021-10-26 22:17:26 > Step: 605400 Progress: 60.5% Elapsed: 8 days, 8:05:04 Gen_loss: 3.428 Dis_loss: 0.7185 Cls_loss: 1.744 Topk: N/A ada_p: 0.2257
[INFO] 2021-10-26 22:19:00 > Step: 605500 Progress: 60.6% Elapsed: 8 days, 8:06:39 Gen_loss: 1.892 Dis_loss: 0.9987 Cls_loss: 1.967 Topk: N/A ada_p: 0.2248
[INFO] 2021-10-26 22:20:35 > Step: 605600 Progress: 60.6% Elapsed: 8 days, 8:08:14 Gen_loss: 1.985 Dis_loss: 1.082 Cls_loss: 1.828 Topk: N/A ada_p: 0.2269
[INFO] 2021-10-26 22:22:20 > Step: 605700 Progress: 60.6% Elapsed: 8 days, 8:09:59 Gen_loss: 2.371 Dis_loss: 0.8707 Cls_loss: 1.874 Topk: N/A ada_p: 0.2245
[INFO] 2021-10-26 22:23:55 > Step: 605800 Progress: 60.6% Elapsed: 8 days, 8:11:34 Gen_loss: 3.817 Dis_loss: 1.045 Cls_loss: 1.542 Topk: N/A ada_p: 0.2227
[INFO] 2021-10-26 22:25:30 > Step: 605900 Progress: 60.6% Elapsed: 8 days, 8:13:08 Gen_loss: 2.976 Dis_loss: 1.32 Cls_loss: 2.155 Topk: N/A ada_p: 0.2274
[INFO] 2021-10-26 22:27:04 > Step: 606000 Progress: 60.6% Elapsed: 8 days, 8:14:43 Gen_loss: 3.203 Dis_loss: 1.192 Cls_loss: 1.731 Topk: N/A ada_p: 0.2261
[INFO] 2021-10-26 22:28:49 > Step: 606100 Progress: 60.6% Elapsed: 8 days, 8:16:28 Gen_loss: 3.461 Dis_loss: 1.002 Cls_loss: 1.591 Topk: N/A ada_p: 0.2265
[INFO] 2021-10-26 22:30:25 > Step: 606200 Progress: 60.6% Elapsed: 8 days, 8:18:04 Gen_loss: 1.073 Dis_loss: 0.9233 Cls_loss: 1.909 Topk: N/A ada_p: 0.2227
[INFO] 2021-10-26 22:32:01 > Step: 606300 Progress: 60.6% Elapsed: 8 days, 8:19:39 Gen_loss: 1.036 Dis_loss: 0.821 Cls_loss: 1.901 Topk: N/A ada_p: 0.2241
[INFO] 2021-10-26 22:33:35 > Step: 606400 Progress: 60.6% Elapsed: 8 days, 8:21:14 Gen_loss: 3.325 Dis_loss: 0.9807 Cls_loss: 2.433 Topk: N/A ada_p: 0.2302
[INFO] 2021-10-26 22:35:20 > Step: 606500 Progress: 60.7% Elapsed: 8 days, 8:22:59 Gen_loss: 2.565 Dis_loss: 1.161 Cls_loss: 2.252 Topk: N/A ada_p: 0.2365
[INFO] 2021-10-26 22:36:55 > Step: 606600 Progress: 60.7% Elapsed: 8 days, 8:24:34 Gen_loss: 3.174 Dis_loss: 1.724 Cls_loss: 2.061 Topk: N/A ada_p: 0.2411
[INFO] 2021-10-26 22:38:30 > Step: 606700 Progress: 60.7% Elapsed: 8 days, 8:26:09 Gen_loss: 1.854 Dis_loss: 1.424 Cls_loss: 1.897 Topk: N/A ada_p: 0.2433
[INFO] 2021-10-26 22:40:05 > Step: 606800 Progress: 60.7% Elapsed: 8 days, 8:27:44 Gen_loss: 3.628 Dis_loss: 0.8242 Cls_loss: 1.988 Topk: N/A ada_p: 0.2435
[INFO] 2021-10-26 22:41:50 > Step: 606900 Progress: 60.7% Elapsed: 8 days, 8:29:29 Gen_loss: 2.262 Dis_loss: 1.116 Cls_loss: 1.976 Topk: N/A ada_p: 0.2347
[INFO] 2021-10-26 22:43:25 > Step: 607000 Progress: 60.7% Elapsed: 8 days, 8:31:03 Gen_loss: 2.748 Dis_loss: 0.7966 Cls_loss: 1.99 Topk: N/A ada_p: 0.2286
[INFO] 2021-10-26 22:45:00 > Step: 607100 Progress: 60.7% Elapsed: 8 days, 8:32:39 Gen_loss: 2.712 Dis_loss: 0.8361 Cls_loss: 1.829 Topk: N/A ada_p: 0.2338
[INFO] 2021-10-26 22:46:34 > Step: 607200 Progress: 60.7% Elapsed: 8 days, 8:34:13 Gen_loss: 2.887 Dis_loss: 1.161 Cls_loss: 1.723 Topk: N/A ada_p: 0.2343
[INFO] 2021-10-26 22:48:19 > Step: 607300 Progress: 60.7% Elapsed: 8 days, 8:35:58 Gen_loss: 1.564 Dis_loss: 0.5955 Cls_loss: 1.631 Topk: N/A ada_p: 0.2327
[INFO] 2021-10-26 22:49:54 > Step: 607400 Progress: 60.7% Elapsed: 8 days, 8:37:32 Gen_loss: 1.659 Dis_loss: 0.6118 Cls_loss: 1.356 Topk: N/A ada_p: 0.2319
[INFO] 2021-10-26 22:51:29 > Step: 607500 Progress: 60.8% Elapsed: 8 days, 8:39:07 Gen_loss: 2.746 Dis_loss: 0.723 Cls_loss: 2.076 Topk: N/A ada_p: 0.2341
[INFO] 2021-10-26 22:53:03 > Step: 607600 Progress: 60.8% Elapsed: 8 days, 8:40:42 Gen_loss: 3.532 Dis_loss: 1.32 Cls_loss: 1.636 Topk: N/A ada_p: 0.2307
[INFO] 2021-10-26 22:54:53 > Step: 607700 Progress: 60.8% Elapsed: 8 days, 8:42:32 Gen_loss: 3.37 Dis_loss: 0.513 Cls_loss: 1.283 Topk: N/A ada_p: 0.2303
[INFO] 2021-10-26 22:56:32 > Step: 607800 Progress: 60.8% Elapsed: 8 days, 8:44:11 Gen_loss: 2.179 Dis_loss: 0.9798 Cls_loss: 1.978 Topk: N/A ada_p: 0.2291
[INFO] 2021-10-26 22:58:07 > Step: 607900 Progress: 60.8% Elapsed: 8 days, 8:45:46 Gen_loss: 1.675 Dis_loss: 1.052 Cls_loss: 1.586 Topk: N/A ada_p: 0.2325
[INFO] 2021-10-26 22:59:43 > Step: 608000 Progress: 60.8% Elapsed: 8 days, 8:47:22 Gen_loss: 2.974 Dis_loss: 1.014 Cls_loss: 1.783 Topk: N/A ada_p: 0.2297
[INFO] 2021-10-26 23:01:28 > Step: 608100 Progress: 60.8% Elapsed: 8 days, 8:49:07 Gen_loss: 2.437 Dis_loss: 0.7202 Cls_loss: 1.861 Topk: N/A ada_p: 0.2316
[INFO] 2021-10-26 23:03:03 > Step: 608200 Progress: 60.8% Elapsed: 8 days, 8:50:42 Gen_loss: 2.599 Dis_loss: 1.308 Cls_loss: 1.977 Topk: N/A ada_p: 0.2329
[INFO] 2021-10-26 23:04:39 > Step: 608300 Progress: 60.8% Elapsed: 8 days, 8:52:18 Gen_loss: 2.151 Dis_loss: 1.434 Cls_loss: 1.832 Topk: N/A ada_p: 0.2359
[INFO] 2021-10-26 23:06:14 > Step: 608400 Progress: 60.8% Elapsed: 8 days, 8:53:53 Gen_loss: 2.512 Dis_loss: 2.008 Cls_loss: 2.126 Topk: N/A ada_p: 0.2369
[INFO] 2021-10-26 23:07:59 > Step: 608500 Progress: 60.9% Elapsed: 8 days, 8:55:38 Gen_loss: 2.811 Dis_loss: 0.9954 Cls_loss: 1.778 Topk: N/A ada_p: 0.2378
[INFO] 2021-10-26 23:09:34 > Step: 608600 Progress: 60.9% Elapsed: 8 days, 8:57:13 Gen_loss: 2.501 Dis_loss: 1.085 Cls_loss: 1.552 Topk: N/A ada_p: 0.2388
[INFO] 2021-10-26 23:11:10 > Step: 608700 Progress: 60.9% Elapsed: 8 days, 8:58:48 Gen_loss: 1.933 Dis_loss: 0.8842 Cls_loss: 1.819 Topk: N/A ada_p: 0.2366
[INFO] 2021-10-26 23:12:56 > Step: 608800 Progress: 60.9% Elapsed: 8 days, 9:00:34 Gen_loss: 2.967 Dis_loss: 0.9174 Cls_loss: 1.919 Topk: N/A ada_p: 0.2374
[INFO] 2021-10-26 23:14:30 > Step: 608900 Progress: 60.9% Elapsed: 8 days, 9:02:09 Gen_loss: 2.073 Dis_loss: 1.09 Cls_loss: 1.967 Topk: N/A ada_p: 0.2388
[INFO] 2021-10-26 23:16:05 > Step: 609000 Progress: 60.9% Elapsed: 8 days, 9:03:43 Gen_loss: 2.336 Dis_loss: 1.255 Cls_loss: 1.799 Topk: N/A ada_p: 0.2383
[INFO] 2021-10-26 23:17:39 > Step: 609100 Progress: 60.9% Elapsed: 8 days, 9:05:18 Gen_loss: 3.377 Dis_loss: 1.039 Cls_loss: 1.732 Topk: N/A ada_p: 0.2364
[INFO] 2021-10-26 23:19:24 > Step: 609200 Progress: 60.9% Elapsed: 8 days, 9:07:03 Gen_loss: 3.009 Dis_loss: 0.8607 Cls_loss: 1.935 Topk: N/A ada_p: 0.2387
[INFO] 2021-10-26 23:21:00 > Step: 609300 Progress: 60.9% Elapsed: 8 days, 9:08:39 Gen_loss: 1.663 Dis_loss: 1.176 Cls_loss: 2.191 Topk: N/A ada_p: 0.2385
[INFO] 2021-10-26 23:22:35 > Step: 609400 Progress: 60.9% Elapsed: 8 days, 9:10:13 Gen_loss: 2.001 Dis_loss: 1.013 Cls_loss: 1.74 Topk: N/A ada_p: 0.2424
[INFO] 2021-10-26 23:24:11 > Step: 609500 Progress: 61.0% Elapsed: 8 days, 9:11:50 Gen_loss: 2.851 Dis_loss: 1.297 Cls_loss: 1.961 Topk: N/A ada_p: 0.2361
[INFO] 2021-10-26 23:25:57 > Step: 609600 Progress: 61.0% Elapsed: 8 days, 9:13:35 Gen_loss: 1.29 Dis_loss: 1.242 Cls_loss: 1.898 Topk: N/A ada_p: 0.2405
[INFO] 2021-10-26 23:27:31 > Step: 609700 Progress: 61.0% Elapsed: 8 days, 9:15:10 Gen_loss: 2.261 Dis_loss: 1.112 Cls_loss: 1.834 Topk: N/A ada_p: 0.237
[INFO] 2021-10-26 23:29:08 > Step: 609800 Progress: 61.0% Elapsed: 8 days, 9:16:46 Gen_loss: 2.982 Dis_loss: 0.7977 Cls_loss: 1.553 Topk: N/A ada_p: 0.2373
[INFO] 2021-10-26 23:30:42 > Step: 609900 Progress: 61.0% Elapsed: 8 days, 9:18:21 Gen_loss: 3.852 Dis_loss: 1.189 Cls_loss: 1.438 Topk: N/A ada_p: 0.2376
[INFO] 2021-10-26 23:32:28 > Step: 610000 Progress: 61.0% Elapsed: 8 days, 9:20:07 Gen_loss: 1.968 Dis_loss: 0.6801 Cls_loss: 1.613 Topk: N/A ada_p: 0.2346
[INFO] 2021-10-26 23:32:29 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-26 23:32:29 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_610000.png
[INFO] 2021-10-26 23:32:29 > Start Evaluation (610000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-26 23:32:29 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-26 23:38:01 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-26 23:43:40 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-27 00:08:06 > Inception score (Step: 610000, 50000 generated images): 10.624526023864746
[INFO] 2021-10-27 00:08:06 > FID score (Step: 610000, Using train moments): 2.5115928488568215
[INFO] 2021-10-27 00:08:06 > Improved Precision (Step: 610000, Using train images): 0.76488
[INFO] 2021-10-27 00:08:06 > Improved Recall (Step: 610000, Using train images): 0.6357
[INFO] 2021-10-27 00:08:06 > Density (Step: 610000, Using train images): 1.099936
[INFO] 2021-10-27 00:08:06 > Coverage (Step: 610000, Using train images): 0.93058
[INFO] 2021-10-27 00:08:06 > Best FID score (Step: 610000, Using train moments): 2.5115928488568215
[INFO] 2021-10-27 00:08:27 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-27 00:13:07 > Step: 610100 Progress: 61.0% Elapsed: 8 days, 10:00:46 Gen_loss: 1.972 Dis_loss: 1.558 Cls_loss: 2.541 Topk: N/A ada_p: 0.2373
[INFO] 2021-10-27 00:14:41 > Step: 610200 Progress: 61.0% Elapsed: 8 days, 10:02:20 Gen_loss: 4.275 Dis_loss: 1.092 Cls_loss: 1.667 Topk: N/A ada_p: 0.2355
[INFO] 2021-10-27 00:16:15 > Step: 610300 Progress: 61.0% Elapsed: 8 days, 10:03:54 Gen_loss: 1.56 Dis_loss: 1.182 Cls_loss: 1.939 Topk: N/A ada_p: 0.2292
[INFO] 2021-10-27 00:18:06 > Step: 610400 Progress: 61.0% Elapsed: 8 days, 10:05:45 Gen_loss: 2.726 Dis_loss: 1.244 Cls_loss: 2.09 Topk: N/A ada_p: 0.2225
[INFO] 2021-10-27 00:19:42 > Step: 610500 Progress: 61.1% Elapsed: 8 days, 10:07:21 Gen_loss: 2.987 Dis_loss: 0.9276 Cls_loss: 1.457 Topk: N/A ada_p: 0.2252
[INFO] 2021-10-27 00:21:17 > Step: 610600 Progress: 61.1% Elapsed: 8 days, 10:08:56 Gen_loss: 4.32 Dis_loss: 0.9251 Cls_loss: 2.123 Topk: N/A ada_p: 0.228
[INFO] 2021-10-27 00:22:52 > Step: 610700 Progress: 61.1% Elapsed: 8 days, 10:10:31 Gen_loss: 3.06 Dis_loss: 0.8911 Cls_loss: 1.638 Topk: N/A ada_p: 0.2251
[INFO] 2021-10-27 00:24:37 > Step: 610800 Progress: 61.1% Elapsed: 8 days, 10:12:16 Gen_loss: 1.671 Dis_loss: 0.8135 Cls_loss: 1.554 Topk: N/A ada_p: 0.2266
[INFO] 2021-10-27 00:26:12 > Step: 610900 Progress: 61.1% Elapsed: 8 days, 10:13:51 Gen_loss: 3.849 Dis_loss: 2.04 Cls_loss: 2.154 Topk: N/A ada_p: 0.2321
[INFO] 2021-10-27 00:27:46 > Step: 611000 Progress: 61.1% Elapsed: 8 days, 10:15:25 Gen_loss: 3.124 Dis_loss: 1.046 Cls_loss: 1.981 Topk: N/A ada_p: 0.2286
[INFO] 2021-10-27 00:29:21 > Step: 611100 Progress: 61.1% Elapsed: 8 days, 10:17:00 Gen_loss: 3.386 Dis_loss: 1.742 Cls_loss: 1.429 Topk: N/A ada_p: 0.2379
[INFO] 2021-10-27 00:31:06 > Step: 611200 Progress: 61.1% Elapsed: 8 days, 10:18:44 Gen_loss: 1.814 Dis_loss: 0.6266 Cls_loss: 1.666 Topk: N/A ada_p: 0.2338
[INFO] 2021-10-27 00:32:40 > Step: 611300 Progress: 61.1% Elapsed: 8 days, 10:20:19 Gen_loss: 3.012 Dis_loss: 1.037 Cls_loss: 1.938 Topk: N/A ada_p: 0.2329
[INFO] 2021-10-27 00:34:15 > Step: 611400 Progress: 61.1% Elapsed: 8 days, 10:21:54 Gen_loss: 2.527 Dis_loss: 1.159 Cls_loss: 2.037 Topk: N/A ada_p: 0.2352
[INFO] 2021-10-27 00:35:51 > Step: 611500 Progress: 61.2% Elapsed: 8 days, 10:23:30 Gen_loss: 1.72 Dis_loss: 0.93 Cls_loss: 1.717 Topk: N/A ada_p: 0.2376
[INFO] 2021-10-27 00:37:36 > Step: 611600 Progress: 61.2% Elapsed: 8 days, 10:25:15 Gen_loss: 1.149 Dis_loss: 1.233 Cls_loss: 1.912 Topk: N/A ada_p: 0.2435
[INFO] 2021-10-27 00:39:12 > Step: 611700 Progress: 61.2% Elapsed: 8 days, 10:26:50 Gen_loss: 3.203 Dis_loss: 1.306 Cls_loss: 2.099 Topk: N/A ada_p: 0.2421
[INFO] 2021-10-27 00:40:46 > Step: 611800 Progress: 61.2% Elapsed: 8 days, 10:28:25 Gen_loss: 2.367 Dis_loss: 1.08 Cls_loss: 1.764 Topk: N/A ada_p: 0.2373
[INFO] 2021-10-27 00:42:22 > Step: 611900 Progress: 61.2% Elapsed: 8 days, 10:30:00 Gen_loss: 1.472 Dis_loss: 1.247 Cls_loss: 1.978 Topk: N/A ada_p: 0.2405
[INFO] 2021-10-27 00:44:07 > Step: 612000 Progress: 61.2% Elapsed: 8 days, 10:31:45 Gen_loss: 0.8575 Dis_loss: 1.302 Cls_loss: 2.196 Topk: N/A ada_p: 0.2371
[INFO] 2021-10-27 00:45:42 > Step: 612100 Progress: 61.2% Elapsed: 8 days, 10:33:21 Gen_loss: 2.68 Dis_loss: 1.133 Cls_loss: 1.865 Topk: N/A ada_p: 0.236
[INFO] 2021-10-27 00:47:17 > Step: 612200 Progress: 61.2% Elapsed: 8 days, 10:34:56 Gen_loss: 3.618 Dis_loss: 0.8407 Cls_loss: 1.962 Topk: N/A ada_p: 0.2378
[INFO] 2021-10-27 00:48:52 > Step: 612300 Progress: 61.2% Elapsed: 8 days, 10:36:31 Gen_loss: 2.14 Dis_loss: 1.722 Cls_loss: 1.952 Topk: N/A ada_p: 0.2369
[INFO] 2021-10-27 00:50:37 > Step: 612400 Progress: 61.2% Elapsed: 8 days, 10:38:16 Gen_loss: 2.319 Dis_loss: 1.202 Cls_loss: 1.761 Topk: N/A ada_p: 0.2335
[INFO] 2021-10-27 00:52:12 > Step: 612500 Progress: 61.3% Elapsed: 8 days, 10:39:51 Gen_loss: 4.218 Dis_loss: 1.482 Cls_loss: 1.866 Topk: N/A ada_p: 0.2398
[INFO] 2021-10-27 00:53:47 > Step: 612600 Progress: 61.3% Elapsed: 8 days, 10:41:26 Gen_loss: 3.738 Dis_loss: 1.02 Cls_loss: 2.038 Topk: N/A ada_p: 0.2378
[INFO] 2021-10-27 00:55:32 > Step: 612700 Progress: 61.3% Elapsed: 8 days, 10:43:11 Gen_loss: 1.987 Dis_loss: 0.8271 Cls_loss: 1.807 Topk: N/A ada_p: 0.2407
[INFO] 2021-10-27 00:57:07 > Step: 612800 Progress: 61.3% Elapsed: 8 days, 10:44:46 Gen_loss: 2.059 Dis_loss: 0.8647 Cls_loss: 1.635 Topk: N/A ada_p: 0.2376
[INFO] 2021-10-27 00:58:43 > Step: 612900 Progress: 61.3% Elapsed: 8 days, 10:46:22 Gen_loss: 1.871 Dis_loss: 1.225 Cls_loss: 1.916 Topk: N/A ada_p: 0.2362
[INFO] 2021-10-27 01:00:18 > Step: 613000 Progress: 61.3% Elapsed: 8 days, 10:47:57 Gen_loss: 2.27 Dis_loss: 1.067 Cls_loss: 1.992 Topk: N/A ada_p: 0.2385
[INFO] 2021-10-27 01:02:04 > Step: 613100 Progress: 61.3% Elapsed: 8 days, 10:49:43 Gen_loss: 2.818 Dis_loss: 1.029 Cls_loss: 1.766 Topk: N/A ada_p: 0.2351
[INFO] 2021-10-27 01:03:39 > Step: 613200 Progress: 61.3% Elapsed: 8 days, 10:51:18 Gen_loss: 2.171 Dis_loss: 1.256 Cls_loss: 2.108 Topk: N/A ada_p: 0.2379
[INFO] 2021-10-27 01:05:14 > Step: 613300 Progress: 61.3% Elapsed: 8 days, 10:52:53 Gen_loss: 1.924 Dis_loss: 1.122 Cls_loss: 1.934 Topk: N/A ada_p: 0.2347
[INFO] 2021-10-27 01:06:49 > Step: 613400 Progress: 61.3% Elapsed: 8 days, 10:54:28 Gen_loss: 2.945 Dis_loss: 1.025 Cls_loss: 1.732 Topk: N/A ada_p: 0.2373
[INFO] 2021-10-27 01:08:35 > Step: 613500 Progress: 61.4% Elapsed: 8 days, 10:56:13 Gen_loss: 1.464 Dis_loss: 1.041 Cls_loss: 1.842 Topk: N/A ada_p: 0.2379
[INFO] 2021-10-27 01:10:09 > Step: 613600 Progress: 61.4% Elapsed: 8 days, 10:57:48 Gen_loss: 2.781 Dis_loss: 0.8768 Cls_loss: 1.742 Topk: N/A ada_p: 0.2405
[INFO] 2021-10-27 01:11:45 > Step: 613700 Progress: 61.4% Elapsed: 8 days, 10:59:23 Gen_loss: 2.894 Dis_loss: 0.8035 Cls_loss: 1.718 Topk: N/A ada_p: 0.2406
[INFO] 2021-10-27 01:13:19 > Step: 613800 Progress: 61.4% Elapsed: 8 days, 11:00:58 Gen_loss: 2.902 Dis_loss: 0.9826 Cls_loss: 2.19 Topk: N/A ada_p: 0.2419
[INFO] 2021-10-27 01:15:05 > Step: 613900 Progress: 61.4% Elapsed: 8 days, 11:02:43 Gen_loss: 1.609 Dis_loss: 1.343 Cls_loss: 2.294 Topk: N/A ada_p: 0.2417
[INFO] 2021-10-27 01:16:40 > Step: 614000 Progress: 61.4% Elapsed: 8 days, 11:04:19 Gen_loss: 2.249 Dis_loss: 1.071 Cls_loss: 1.914 Topk: N/A ada_p: 0.2453
[INFO] 2021-10-27 01:18:15 > Step: 614100 Progress: 61.4% Elapsed: 8 days, 11:05:54 Gen_loss: 0.8953 Dis_loss: 1.783 Cls_loss: 1.697 Topk: N/A ada_p: 0.2398
[INFO] 2021-10-27 01:19:50 > Step: 614200 Progress: 61.4% Elapsed: 8 days, 11:07:29 Gen_loss: 2.73 Dis_loss: 1.205 Cls_loss: 1.882 Topk: N/A ada_p: 0.237
[INFO] 2021-10-27 01:21:35 > Step: 614300 Progress: 61.4% Elapsed: 8 days, 11:09:13 Gen_loss: 1.946 Dis_loss: 0.8092 Cls_loss: 1.697 Topk: N/A ada_p: 0.2351
[INFO] 2021-10-27 01:23:09 > Step: 614400 Progress: 61.4% Elapsed: 8 days, 11:10:48 Gen_loss: 2.457 Dis_loss: 1.363 Cls_loss: 1.928 Topk: N/A ada_p: 0.2269
[INFO] 2021-10-27 01:24:45 > Step: 614500 Progress: 61.5% Elapsed: 8 days, 11:12:24 Gen_loss: 1.299 Dis_loss: 1.698 Cls_loss: 1.691 Topk: N/A ada_p: 0.2296
[INFO] 2021-10-27 01:26:19 > Step: 614600 Progress: 61.5% Elapsed: 8 days, 11:13:58 Gen_loss: 3.873 Dis_loss: 1.712 Cls_loss: 2.2 Topk: N/A ada_p: 0.2291
[INFO] 2021-10-27 01:28:04 > Step: 614700 Progress: 61.5% Elapsed: 8 days, 11:15:43 Gen_loss: 2.3 Dis_loss: 0.9402 Cls_loss: 1.751 Topk: N/A ada_p: 0.2356
[INFO] 2021-10-27 01:29:39 > Step: 614800 Progress: 61.5% Elapsed: 8 days, 11:17:18 Gen_loss: 2.96 Dis_loss: 1.626 Cls_loss: 2.007 Topk: N/A ada_p: 0.2348
[INFO] 2021-10-27 01:31:14 > Step: 614900 Progress: 61.5% Elapsed: 8 days, 11:18:53 Gen_loss: 3.755 Dis_loss: 1.204 Cls_loss: 1.929 Topk: N/A ada_p: 0.2334
[INFO] 2021-10-27 01:32:49 > Step: 615000 Progress: 61.5% Elapsed: 8 days, 11:20:28 Gen_loss: 3.184 Dis_loss: 1.067 Cls_loss: 2.076 Topk: N/A ada_p: 0.237
[INFO] 2021-10-27 01:34:34 > Step: 615100 Progress: 61.5% Elapsed: 8 days, 11:22:13 Gen_loss: 3.255 Dis_loss: 1.135 Cls_loss: 1.975 Topk: N/A ada_p: 0.2384
[INFO] 2021-10-27 01:36:10 > Step: 615200 Progress: 61.5% Elapsed: 8 days, 11:23:49 Gen_loss: 1.869 Dis_loss: 1.206 Cls_loss: 1.695 Topk: N/A ada_p: 0.2346
[INFO] 2021-10-27 01:37:45 > Step: 615300 Progress: 61.5% Elapsed: 8 days, 11:25:23 Gen_loss: 1.488 Dis_loss: 1.3 Cls_loss: 1.401 Topk: N/A ada_p: 0.2355
[INFO] 2021-10-27 01:39:19 > Step: 615400 Progress: 61.5% Elapsed: 8 days, 11:26:57 Gen_loss: 2.572 Dis_loss: 1.041 Cls_loss: 1.978 Topk: N/A ada_p: 0.2365
[INFO] 2021-10-27 01:41:04 > Step: 615500 Progress: 61.6% Elapsed: 8 days, 11:28:43 Gen_loss: 2.117 Dis_loss: 1.098 Cls_loss: 2.061 Topk: N/A ada_p: 0.2351
[INFO] 2021-10-27 01:42:40 > Step: 615600 Progress: 61.6% Elapsed: 8 days, 11:30:19 Gen_loss: 1.702 Dis_loss: 0.934 Cls_loss: 2.059 Topk: N/A ada_p: 0.2315
[INFO] 2021-10-27 01:44:16 > Step: 615700 Progress: 61.6% Elapsed: 8 days, 11:31:54 Gen_loss: 2.065 Dis_loss: 0.9604 Cls_loss: 1.923 Topk: N/A ada_p: 0.2362
[INFO] 2021-10-27 01:45:50 > Step: 615800 Progress: 61.6% Elapsed: 8 days, 11:33:29 Gen_loss: 2.029 Dis_loss: 0.917 Cls_loss: 2.012 Topk: N/A ada_p: 0.2388
[INFO] 2021-10-27 01:47:36 > Step: 615900 Progress: 61.6% Elapsed: 8 days, 11:35:15 Gen_loss: 3.733 Dis_loss: 0.9765 Cls_loss: 1.65 Topk: N/A ada_p: 0.244
[INFO] 2021-10-27 01:49:12 > Step: 616000 Progress: 61.6% Elapsed: 8 days, 11:36:51 Gen_loss: 1.304 Dis_loss: 1.263 Cls_loss: 1.944 Topk: N/A ada_p: 0.2402
[INFO] 2021-10-27 01:50:47 > Step: 616100 Progress: 61.6% Elapsed: 8 days, 11:38:26 Gen_loss: 2.777 Dis_loss: 0.8673 Cls_loss: 2.007 Topk: N/A ada_p: 0.2421
[INFO] 2021-10-27 01:52:22 > Step: 616200 Progress: 61.6% Elapsed: 8 days, 11:40:01 Gen_loss: 2.806 Dis_loss: 0.7222 Cls_loss: 1.531 Topk: N/A ada_p: 0.2416
[INFO] 2021-10-27 01:54:07 > Step: 616300 Progress: 61.6% Elapsed: 8 days, 11:41:46 Gen_loss: 1.365 Dis_loss: 1.282 Cls_loss: 2.135 Topk: N/A ada_p: 0.2356
[INFO] 2021-10-27 01:55:42 > Step: 616400 Progress: 61.6% Elapsed: 8 days, 11:43:21 Gen_loss: 3.621 Dis_loss: 1.639 Cls_loss: 2.201 Topk: N/A ada_p: 0.2389
[INFO] 2021-10-27 01:57:17 > Step: 616500 Progress: 61.7% Elapsed: 8 days, 11:44:56 Gen_loss: 2.041 Dis_loss: 0.953 Cls_loss: 1.788 Topk: N/A ada_p: 0.2347
[INFO] 2021-10-27 01:59:03 > Step: 616600 Progress: 61.7% Elapsed: 8 days, 11:46:41 Gen_loss: 3.345 Dis_loss: 1.071 Cls_loss: 2.007 Topk: N/A ada_p: 0.2385
[INFO] 2021-10-27 02:00:37 > Step: 616700 Progress: 61.7% Elapsed: 8 days, 11:48:16 Gen_loss: 3.136 Dis_loss: 1.192 Cls_loss: 1.694 Topk: N/A ada_p: 0.242
[INFO] 2021-10-27 02:02:13 > Step: 616800 Progress: 61.7% Elapsed: 8 days, 11:49:52 Gen_loss: 2.441 Dis_loss: 0.9064 Cls_loss: 1.684 Topk: N/A ada_p: 0.2392
[INFO] 2021-10-27 02:03:48 > Step: 616900 Progress: 61.7% Elapsed: 8 days, 11:51:27 Gen_loss: 3.462 Dis_loss: 0.8384 Cls_loss: 1.933 Topk: N/A ada_p: 0.2339
[INFO] 2021-10-27 02:05:33 > Step: 617000 Progress: 61.7% Elapsed: 8 days, 11:53:12 Gen_loss: 2.923 Dis_loss: 0.6949 Cls_loss: 1.531 Topk: N/A ada_p: 0.2347
[INFO] 2021-10-27 02:07:08 > Step: 617100 Progress: 61.7% Elapsed: 8 days, 11:54:47 Gen_loss: 2.688 Dis_loss: 1.025 Cls_loss: 1.92 Topk: N/A ada_p: 0.2305
[INFO] 2021-10-27 02:08:44 > Step: 617200 Progress: 61.7% Elapsed: 8 days, 11:56:23 Gen_loss: 3.313 Dis_loss: 1.269 Cls_loss: 1.788 Topk: N/A ada_p: 0.2353
[INFO] 2021-10-27 02:10:19 > Step: 617300 Progress: 61.7% Elapsed: 8 days, 11:57:58 Gen_loss: 1.512 Dis_loss: 0.9469 Cls_loss: 1.786 Topk: N/A ada_p: 0.2324
[INFO] 2021-10-27 02:12:04 > Step: 617400 Progress: 61.7% Elapsed: 8 days, 11:59:43 Gen_loss: 3.27 Dis_loss: 0.7182 Cls_loss: 1.479 Topk: N/A ada_p: 0.2344
[INFO] 2021-10-27 02:13:40 > Step: 617500 Progress: 61.8% Elapsed: 8 days, 12:01:18 Gen_loss: 3.096 Dis_loss: 1.16 Cls_loss: 1.731 Topk: N/A ada_p: 0.2371
[INFO] 2021-10-27 02:15:14 > Step: 617600 Progress: 61.8% Elapsed: 8 days, 12:02:53 Gen_loss: 4.386 Dis_loss: 1.928 Cls_loss: 1.673 Topk: N/A ada_p: 0.2376
[INFO] 2021-10-27 02:16:49 > Step: 617700 Progress: 61.8% Elapsed: 8 days, 12:04:28 Gen_loss: 3.789 Dis_loss: 1.22 Cls_loss: 1.685 Topk: N/A ada_p: 0.2442
[INFO] 2021-10-27 02:18:35 > Step: 617800 Progress: 61.8% Elapsed: 8 days, 12:06:14 Gen_loss: 2.622 Dis_loss: 1.091 Cls_loss: 1.593 Topk: N/A ada_p: 0.2452
[INFO] 2021-10-27 02:20:11 > Step: 617900 Progress: 61.8% Elapsed: 8 days, 12:07:50 Gen_loss: 1.37 Dis_loss: 1.177 Cls_loss: 2.003 Topk: N/A ada_p: 0.2522
[INFO] 2021-10-27 02:21:46 > Step: 618000 Progress: 61.8% Elapsed: 8 days, 12:09:24 Gen_loss: 3.083 Dis_loss: 0.9649 Cls_loss: 1.8 Topk: N/A ada_p: 0.2466
[INFO] 2021-10-27 02:23:20 > Step: 618100 Progress: 61.8% Elapsed: 8 days, 12:10:59 Gen_loss: 2.331 Dis_loss: 0.9911 Cls_loss: 1.717 Topk: N/A ada_p: 0.2439
[INFO] 2021-10-27 02:25:05 > Step: 618200 Progress: 61.8% Elapsed: 8 days, 12:12:44 Gen_loss: 1.964 Dis_loss: 1.084 Cls_loss: 1.874 Topk: N/A ada_p: 0.2421
[INFO] 2021-10-27 02:26:40 > Step: 618300 Progress: 61.8% Elapsed: 8 days, 12:14:19 Gen_loss: 2.768 Dis_loss: 1.117 Cls_loss: 1.998 Topk: N/A ada_p: 0.2407
[INFO] 2021-10-27 02:28:15 > Step: 618400 Progress: 61.8% Elapsed: 8 days, 12:15:54 Gen_loss: 3.013 Dis_loss: 1.035 Cls_loss: 1.915 Topk: N/A ada_p: 0.2359
[INFO] 2021-10-27 02:29:51 > Step: 618500 Progress: 61.9% Elapsed: 8 days, 12:17:29 Gen_loss: 1.73 Dis_loss: 0.9236 Cls_loss: 1.51 Topk: N/A ada_p: 0.2347
[INFO] 2021-10-27 02:31:35 > Step: 618600 Progress: 61.9% Elapsed: 8 days, 12:19:14 Gen_loss: 2.832 Dis_loss: 0.871 Cls_loss: 2.201 Topk: N/A ada_p: 0.2391
[INFO] 2021-10-27 02:33:11 > Step: 618700 Progress: 61.9% Elapsed: 8 days, 12:20:50 Gen_loss: 1.132 Dis_loss: 1.132 Cls_loss: 1.915 Topk: N/A ada_p: 0.2361
[INFO] 2021-10-27 02:34:46 > Step: 618800 Progress: 61.9% Elapsed: 8 days, 12:22:25 Gen_loss: 3.027 Dis_loss: 1.012 Cls_loss: 1.711 Topk: N/A ada_p: 0.232
[INFO] 2021-10-27 02:36:22 > Step: 618900 Progress: 61.9% Elapsed: 8 days, 12:24:00 Gen_loss: 2.253 Dis_loss: 0.9014 Cls_loss: 1.688 Topk: N/A ada_p: 0.2304
[INFO] 2021-10-27 02:38:06 > Step: 619000 Progress: 61.9% Elapsed: 8 days, 12:25:45 Gen_loss: 1.774 Dis_loss: 0.8855 Cls_loss: 1.743 Topk: N/A ada_p: 0.2319
[INFO] 2021-10-27 02:39:41 > Step: 619100 Progress: 61.9% Elapsed: 8 days, 12:27:20 Gen_loss: 3.692 Dis_loss: 1.096 Cls_loss: 1.905 Topk: N/A ada_p: 0.2279
[INFO] 2021-10-27 02:41:16 > Step: 619200 Progress: 61.9% Elapsed: 8 days, 12:28:55 Gen_loss: 2.094 Dis_loss: 0.8697 Cls_loss: 1.85 Topk: N/A ada_p: 0.2231
[INFO] 2021-10-27 02:42:51 > Step: 619300 Progress: 61.9% Elapsed: 8 days, 12:30:30 Gen_loss: 2.12 Dis_loss: 1.089 Cls_loss: 2.098 Topk: N/A ada_p: 0.2211
[INFO] 2021-10-27 02:44:37 > Step: 619400 Progress: 61.9% Elapsed: 8 days, 12:32:16 Gen_loss: 5.082 Dis_loss: 1.686 Cls_loss: 2.042 Topk: N/A ada_p: 0.2252
[INFO] 2021-10-27 02:46:12 > Step: 619500 Progress: 62.0% Elapsed: 8 days, 12:33:51 Gen_loss: 2.287 Dis_loss: 0.75 Cls_loss: 1.626 Topk: N/A ada_p: 0.2251
[INFO] 2021-10-27 02:47:47 > Step: 619600 Progress: 62.0% Elapsed: 8 days, 12:35:26 Gen_loss: 1.231 Dis_loss: 2.096 Cls_loss: 2.044 Topk: N/A ada_p: 0.2277
[INFO] 2021-10-27 02:49:23 > Step: 619700 Progress: 62.0% Elapsed: 8 days, 12:37:02 Gen_loss: 3.492 Dis_loss: 1.201 Cls_loss: 2.418 Topk: N/A ada_p: 0.2283
[INFO] 2021-10-27 02:51:08 > Step: 619800 Progress: 62.0% Elapsed: 8 days, 12:38:47 Gen_loss: 3.849 Dis_loss: 1.004 Cls_loss: 1.492 Topk: N/A ada_p: 0.2298
[INFO] 2021-10-27 02:52:44 > Step: 619900 Progress: 62.0% Elapsed: 8 days, 12:40:23 Gen_loss: 2.494 Dis_loss: 1.131 Cls_loss: 1.927 Topk: N/A ada_p: 0.2277
[INFO] 2021-10-27 02:54:19 > Step: 620000 Progress: 62.0% Elapsed: 8 days, 12:41:58 Gen_loss: 1.117 Dis_loss: 0.9511 Cls_loss: 1.914 Topk: N/A ada_p: 0.2279
[INFO] 2021-10-27 02:54:19 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-27 02:54:19 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_620000.png
[INFO] 2021-10-27 02:54:19 > Start Evaluation (620000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-27 02:54:19 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-27 02:59:52 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-27 03:05:31 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-27 03:30:02 > Inception score (Step: 620000, 50000 generated images): 10.616117477416992
[INFO] 2021-10-27 03:30:02 > FID score (Step: 620000, Using train moments): 2.511282846902361
[INFO] 2021-10-27 03:30:02 > Improved Precision (Step: 620000, Using train images): 0.76248
[INFO] 2021-10-27 03:30:02 > Improved Recall (Step: 620000, Using train images): 0.63584
[INFO] 2021-10-27 03:30:02 > Density (Step: 620000, Using train images): 1.090432
[INFO] 2021-10-27 03:30:02 > Coverage (Step: 620000, Using train images): 0.93078
[INFO] 2021-10-27 03:30:02 > Best FID score (Step: 620000, Using train moments): 2.511282846902361
[INFO] 2021-10-27 03:30:22 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-27 03:35:21 > Step: 620100 Progress: 62.0% Elapsed: 8 days, 13:23:00 Gen_loss: 2.63 Dis_loss: 0.9526 Cls_loss: 1.556 Topk: N/A ada_p: 0.227
[INFO] 2021-10-27 03:37:12 > Step: 620200 Progress: 62.0% Elapsed: 8 days, 13:24:51 Gen_loss: 1.328 Dis_loss: 0.6117 Cls_loss: 1.778 Topk: N/A ada_p: 0.2291
[INFO] 2021-10-27 03:38:46 > Step: 620300 Progress: 62.0% Elapsed: 8 days, 13:26:25 Gen_loss: 1.829 Dis_loss: 1.081 Cls_loss: 2.074 Topk: N/A ada_p: 0.232
[INFO] 2021-10-27 03:40:21 > Step: 620400 Progress: 62.0% Elapsed: 8 days, 13:27:59 Gen_loss: 2.252 Dis_loss: 0.8835 Cls_loss: 1.562 Topk: N/A ada_p: 0.2356
[INFO] 2021-10-27 03:42:06 > Step: 620500 Progress: 62.1% Elapsed: 8 days, 13:29:45 Gen_loss: 2.499 Dis_loss: 1.164 Cls_loss: 1.996 Topk: N/A ada_p: 0.2293
[INFO] 2021-10-27 03:43:40 > Step: 620600 Progress: 62.1% Elapsed: 8 days, 13:31:19 Gen_loss: 1.829 Dis_loss: 1.264 Cls_loss: 2.111 Topk: N/A ada_p: 0.2321
[INFO] 2021-10-27 03:45:15 > Step: 620700 Progress: 62.1% Elapsed: 8 days, 13:32:54 Gen_loss: 1.411 Dis_loss: 1.335 Cls_loss: 2.144 Topk: N/A ada_p: 0.2277
[INFO] 2021-10-27 03:46:50 > Step: 620800 Progress: 62.1% Elapsed: 8 days, 13:34:29 Gen_loss: 4.365 Dis_loss: 1.124 Cls_loss: 2.098 Topk: N/A ada_p: 0.2302
[INFO] 2021-10-27 03:48:36 > Step: 620900 Progress: 62.1% Elapsed: 8 days, 13:36:14 Gen_loss: 3.148 Dis_loss: 1.616 Cls_loss: 1.829 Topk: N/A ada_p: 0.2339
[INFO] 2021-10-27 03:50:10 > Step: 621000 Progress: 62.1% Elapsed: 8 days, 13:37:49 Gen_loss: 1.622 Dis_loss: 0.8649 Cls_loss: 1.776 Topk: N/A ada_p: 0.2311
[INFO] 2021-10-27 03:51:46 > Step: 621100 Progress: 62.1% Elapsed: 8 days, 13:39:25 Gen_loss: 3.19 Dis_loss: 0.8179 Cls_loss: 1.644 Topk: N/A ada_p: 0.2364
[INFO] 2021-10-27 03:53:20 > Step: 621200 Progress: 62.1% Elapsed: 8 days, 13:40:59 Gen_loss: 2.592 Dis_loss: 1.289 Cls_loss: 1.917 Topk: N/A ada_p: 0.2356
[INFO] 2021-10-27 03:55:05 > Step: 621300 Progress: 62.1% Elapsed: 8 days, 13:42:44 Gen_loss: 6.391 Dis_loss: 1.463 Cls_loss: 1.982 Topk: N/A ada_p: 0.2311
[INFO] 2021-10-27 03:56:40 > Step: 621400 Progress: 62.1% Elapsed: 8 days, 13:44:19 Gen_loss: 3.759 Dis_loss: 1.09 Cls_loss: 1.879 Topk: N/A ada_p: 0.2301
[INFO] 2021-10-27 03:58:15 > Step: 621500 Progress: 62.2% Elapsed: 8 days, 13:45:54 Gen_loss: 1.32 Dis_loss: 1.145 Cls_loss: 1.866 Topk: N/A ada_p: 0.2241
[INFO] 2021-10-27 03:59:51 > Step: 621600 Progress: 62.2% Elapsed: 8 days, 13:47:30 Gen_loss: 3.295 Dis_loss: 0.897 Cls_loss: 1.563 Topk: N/A ada_p: 0.2246
[INFO] 2021-10-27 04:01:37 > Step: 621700 Progress: 62.2% Elapsed: 8 days, 13:49:15 Gen_loss: 2.776 Dis_loss: 0.836 Cls_loss: 1.738 Topk: N/A ada_p: 0.2304
[INFO] 2021-10-27 04:03:11 > Step: 621800 Progress: 62.2% Elapsed: 8 days, 13:50:50 Gen_loss: 3.187 Dis_loss: 0.8208 Cls_loss: 1.577 Topk: N/A ada_p: 0.2288
[INFO] 2021-10-27 04:04:46 > Step: 621900 Progress: 62.2% Elapsed: 8 days, 13:52:25 Gen_loss: 2.075 Dis_loss: 0.981 Cls_loss: 1.846 Topk: N/A ada_p: 0.2312
[INFO] 2021-10-27 04:06:21 > Step: 622000 Progress: 62.2% Elapsed: 8 days, 13:54:00 Gen_loss: 1.768 Dis_loss: 0.9088 Cls_loss: 1.882 Topk: N/A ada_p: 0.2425
[INFO] 2021-10-27 04:08:06 > Step: 622100 Progress: 62.2% Elapsed: 8 days, 13:55:45 Gen_loss: 3.216 Dis_loss: 1.088 Cls_loss: 2.0 Topk: N/A ada_p: 0.2393
[INFO] 2021-10-27 04:09:42 > Step: 622200 Progress: 62.2% Elapsed: 8 days, 13:57:20 Gen_loss: 1.064 Dis_loss: 1.01 Cls_loss: 1.987 Topk: N/A ada_p: 0.2337
[INFO] 2021-10-27 04:11:17 > Step: 622300 Progress: 62.2% Elapsed: 8 days, 13:58:55 Gen_loss: 1.564 Dis_loss: 0.8725 Cls_loss: 1.834 Topk: N/A ada_p: 0.2348
[INFO] 2021-10-27 04:12:52 > Step: 622400 Progress: 62.2% Elapsed: 8 days, 14:00:31 Gen_loss: 2.28 Dis_loss: 1.376 Cls_loss: 1.988 Topk: N/A ada_p: 0.2371
[INFO] 2021-10-27 04:14:39 > Step: 622500 Progress: 62.3% Elapsed: 8 days, 14:02:17 Gen_loss: 3.807 Dis_loss: 1.218 Cls_loss: 2.176 Topk: N/A ada_p: 0.2373
[INFO] 2021-10-27 04:16:14 > Step: 622600 Progress: 62.3% Elapsed: 8 days, 14:03:53 Gen_loss: 1.468 Dis_loss: 0.7466 Cls_loss: 1.705 Topk: N/A ada_p: 0.2327
[INFO] 2021-10-27 04:17:49 > Step: 622700 Progress: 62.3% Elapsed: 8 days, 14:05:28 Gen_loss: 1.901 Dis_loss: 1.084 Cls_loss: 1.932 Topk: N/A ada_p: 0.2353
[INFO] 2021-10-27 04:19:24 > Step: 622800 Progress: 62.3% Elapsed: 8 days, 14:07:03 Gen_loss: 2.084 Dis_loss: 1.109 Cls_loss: 1.894 Topk: N/A ada_p: 0.2346
[INFO] 2021-10-27 04:21:10 > Step: 622900 Progress: 62.3% Elapsed: 8 days, 14:08:49 Gen_loss: 2.595 Dis_loss: 1.188 Cls_loss: 2.031 Topk: N/A ada_p: 0.2347
[INFO] 2021-10-27 04:22:45 > Step: 623000 Progress: 62.3% Elapsed: 8 days, 14:10:24 Gen_loss: 3.767 Dis_loss: 0.8009 Cls_loss: 1.975 Topk: N/A ada_p: 0.2378
[INFO] 2021-10-27 04:24:21 > Step: 623100 Progress: 62.3% Elapsed: 8 days, 14:11:59 Gen_loss: 2.541 Dis_loss: 0.8372 Cls_loss: 1.958 Topk: N/A ada_p: 0.2397
[INFO] 2021-10-27 04:25:56 > Step: 623200 Progress: 62.3% Elapsed: 8 days, 14:13:34 Gen_loss: 2.871 Dis_loss: 0.9791 Cls_loss: 1.939 Topk: N/A ada_p: 0.2333
[INFO] 2021-10-27 04:27:41 > Step: 623300 Progress: 62.3% Elapsed: 8 days, 14:15:20 Gen_loss: 3.697 Dis_loss: 1.644 Cls_loss: 2.453 Topk: N/A ada_p: 0.2344
[INFO] 2021-10-27 04:29:17 > Step: 623400 Progress: 62.3% Elapsed: 8 days, 14:16:56 Gen_loss: 2.448 Dis_loss: 0.7947 Cls_loss: 1.738 Topk: N/A ada_p: 0.2293
[INFO] 2021-10-27 04:30:53 > Step: 623500 Progress: 62.4% Elapsed: 8 days, 14:18:32 Gen_loss: 2.239 Dis_loss: 1.215 Cls_loss: 1.665 Topk: N/A ada_p: 0.2336
[INFO] 2021-10-27 04:32:28 > Step: 623600 Progress: 62.4% Elapsed: 8 days, 14:20:06 Gen_loss: 1.951 Dis_loss: 0.9535 Cls_loss: 2.066 Topk: N/A ada_p: 0.2364
[INFO] 2021-10-27 04:34:15 > Step: 623700 Progress: 62.4% Elapsed: 8 days, 14:21:53 Gen_loss: 2.461 Dis_loss: 0.9834 Cls_loss: 1.839 Topk: N/A ada_p: 0.2332
[INFO] 2021-10-27 04:35:50 > Step: 623800 Progress: 62.4% Elapsed: 8 days, 14:23:28 Gen_loss: 2.553 Dis_loss: 1.116 Cls_loss: 1.96 Topk: N/A ada_p: 0.2296
[INFO] 2021-10-27 04:37:25 > Step: 623900 Progress: 62.4% Elapsed: 8 days, 14:25:04 Gen_loss: 1.905 Dis_loss: 1.114 Cls_loss: 1.759 Topk: N/A ada_p: 0.2307
[INFO] 2021-10-27 04:39:00 > Step: 624000 Progress: 62.4% Elapsed: 8 days, 14:26:39 Gen_loss: 1.368 Dis_loss: 1.364 Cls_loss: 1.828 Topk: N/A ada_p: 0.2328
[INFO] 2021-10-27 04:40:45 > Step: 624100 Progress: 62.4% Elapsed: 8 days, 14:28:24 Gen_loss: 1.802 Dis_loss: 1.2 Cls_loss: 1.915 Topk: N/A ada_p: 0.2329
[INFO] 2021-10-27 04:42:20 > Step: 624200 Progress: 62.4% Elapsed: 8 days, 14:29:59 Gen_loss: 2.662 Dis_loss: 1.095 Cls_loss: 2.002 Topk: N/A ada_p: 0.2321
[INFO] 2021-10-27 04:43:55 > Step: 624300 Progress: 62.4% Elapsed: 8 days, 14:31:34 Gen_loss: 2.468 Dis_loss: 1.73 Cls_loss: 1.986 Topk: N/A ada_p: 0.2364
[INFO] 2021-10-27 04:45:41 > Step: 624400 Progress: 62.4% Elapsed: 8 days, 14:33:20 Gen_loss: 1.133 Dis_loss: 1.501 Cls_loss: 1.925 Topk: N/A ada_p: 0.2328
[INFO] 2021-10-27 04:47:16 > Step: 624500 Progress: 62.5% Elapsed: 8 days, 14:34:55 Gen_loss: 2.28 Dis_loss: 0.9688 Cls_loss: 1.928 Topk: N/A ada_p: 0.2291
[INFO] 2021-10-27 04:48:51 > Step: 624600 Progress: 62.5% Elapsed: 8 days, 14:36:29 Gen_loss: 1.604 Dis_loss: 1.114 Cls_loss: 1.831 Topk: N/A ada_p: 0.2301
[INFO] 2021-10-27 04:50:26 > Step: 624700 Progress: 62.5% Elapsed: 8 days, 14:38:05 Gen_loss: 2.675 Dis_loss: 1.025 Cls_loss: 1.719 Topk: N/A ada_p: 0.2287
[INFO] 2021-10-27 04:52:12 > Step: 624800 Progress: 62.5% Elapsed: 8 days, 14:39:51 Gen_loss: 3.34 Dis_loss: 0.7652 Cls_loss: 1.421 Topk: N/A ada_p: 0.2289
[INFO] 2021-10-27 04:53:47 > Step: 624900 Progress: 62.5% Elapsed: 8 days, 14:41:25 Gen_loss: 1.775 Dis_loss: 0.9496 Cls_loss: 1.871 Topk: N/A ada_p: 0.2273
[INFO] 2021-10-27 04:55:21 > Step: 625000 Progress: 62.5% Elapsed: 8 days, 14:43:00 Gen_loss: 2.8 Dis_loss: 0.9494 Cls_loss: 1.807 Topk: N/A ada_p: 0.2273
[INFO] 2021-10-27 04:56:57 > Step: 625100 Progress: 62.5% Elapsed: 8 days, 14:44:35 Gen_loss: 2.669 Dis_loss: 0.911 Cls_loss: 1.981 Topk: N/A ada_p: 0.2312
[INFO] 2021-10-27 04:58:43 > Step: 625200 Progress: 62.5% Elapsed: 8 days, 14:46:21 Gen_loss: 1.634 Dis_loss: 1.035 Cls_loss: 1.787 Topk: N/A ada_p: 0.2274
[INFO] 2021-10-27 05:00:17 > Step: 625300 Progress: 62.5% Elapsed: 8 days, 14:47:56 Gen_loss: 2.297 Dis_loss: 1.12 Cls_loss: 1.67 Topk: N/A ada_p: 0.2293
[INFO] 2021-10-27 05:01:52 > Step: 625400 Progress: 62.5% Elapsed: 8 days, 14:49:31 Gen_loss: 3.054 Dis_loss: 0.8354 Cls_loss: 1.274 Topk: N/A ada_p: 0.2306
[INFO] 2021-10-27 05:03:28 > Step: 625500 Progress: 62.5% Elapsed: 8 days, 14:51:07 Gen_loss: 1.684 Dis_loss: 1.032 Cls_loss: 1.646 Topk: N/A ada_p: 0.2302
[INFO] 2021-10-27 05:05:14 > Step: 625600 Progress: 62.6% Elapsed: 8 days, 14:52:52 Gen_loss: 1.719 Dis_loss: 1.116 Cls_loss: 1.71 Topk: N/A ada_p: 0.2264
[INFO] 2021-10-27 05:06:49 > Step: 625700 Progress: 62.6% Elapsed: 8 days, 14:54:28 Gen_loss: 1.441 Dis_loss: 1.006 Cls_loss: 1.823 Topk: N/A ada_p: 0.2278
[INFO] 2021-10-27 05:08:24 > Step: 625800 Progress: 62.6% Elapsed: 8 days, 14:56:03 Gen_loss: 1.821 Dis_loss: 1.483 Cls_loss: 1.886 Topk: N/A ada_p: 0.2242
[INFO] 2021-10-27 05:09:59 > Step: 625900 Progress: 62.6% Elapsed: 8 days, 14:57:37 Gen_loss: 3.231 Dis_loss: 0.8577 Cls_loss: 1.489 Topk: N/A ada_p: 0.219
[INFO] 2021-10-27 05:11:44 > Step: 626000 Progress: 62.6% Elapsed: 8 days, 14:59:23 Gen_loss: 1.707 Dis_loss: 0.9403 Cls_loss: 1.637 Topk: N/A ada_p: 0.2205
[INFO] 2021-10-27 05:13:19 > Step: 626100 Progress: 62.6% Elapsed: 8 days, 15:00:58 Gen_loss: 2.888 Dis_loss: 0.8992 Cls_loss: 1.718 Topk: N/A ada_p: 0.2224
[INFO] 2021-10-27 05:14:54 > Step: 626200 Progress: 62.6% Elapsed: 8 days, 15:02:33 Gen_loss: 3.593 Dis_loss: 0.7669 Cls_loss: 2.184 Topk: N/A ada_p: 0.2227
[INFO] 2021-10-27 05:16:30 > Step: 626300 Progress: 62.6% Elapsed: 8 days, 15:04:09 Gen_loss: 1.605 Dis_loss: 1.245 Cls_loss: 1.823 Topk: N/A ada_p: 0.2261
[INFO] 2021-10-27 05:18:16 > Step: 626400 Progress: 62.6% Elapsed: 8 days, 15:05:55 Gen_loss: 4.038 Dis_loss: 0.9569 Cls_loss: 1.918 Topk: N/A ada_p: 0.2287
[INFO] 2021-10-27 05:19:51 > Step: 626500 Progress: 62.6% Elapsed: 8 days, 15:07:29 Gen_loss: 1.615 Dis_loss: 2.417 Cls_loss: 2.094 Topk: N/A ada_p: 0.2368
[INFO] 2021-10-27 05:21:26 > Step: 626600 Progress: 62.7% Elapsed: 8 days, 15:09:04 Gen_loss: 1.771 Dis_loss: 0.8257 Cls_loss: 1.611 Topk: N/A ada_p: 0.2319
[INFO] 2021-10-27 05:23:00 > Step: 626700 Progress: 62.7% Elapsed: 8 days, 15:10:39 Gen_loss: 3.064 Dis_loss: 0.7149 Cls_loss: 1.73 Topk: N/A ada_p: 0.2325
[INFO] 2021-10-27 05:24:46 > Step: 626800 Progress: 62.7% Elapsed: 8 days, 15:12:25 Gen_loss: 4.859 Dis_loss: 1.494 Cls_loss: 1.837 Topk: N/A ada_p: 0.2369
[INFO] 2021-10-27 05:26:21 > Step: 626900 Progress: 62.7% Elapsed: 8 days, 15:14:00 Gen_loss: 2.522 Dis_loss: 1.43 Cls_loss: 1.679 Topk: N/A ada_p: 0.2419
[INFO] 2021-10-27 05:27:57 > Step: 627000 Progress: 62.7% Elapsed: 8 days, 15:15:36 Gen_loss: 1.808 Dis_loss: 0.9623 Cls_loss: 1.822 Topk: N/A ada_p: 0.235
[INFO] 2021-10-27 05:29:33 > Step: 627100 Progress: 62.7% Elapsed: 8 days, 15:17:12 Gen_loss: 2.613 Dis_loss: 0.8355 Cls_loss: 1.983 Topk: N/A ada_p: 0.2325
[INFO] 2021-10-27 05:31:18 > Step: 627200 Progress: 62.7% Elapsed: 8 days, 15:18:57 Gen_loss: 3.871 Dis_loss: 1.029 Cls_loss: 1.66 Topk: N/A ada_p: 0.2295
[INFO] 2021-10-27 05:32:53 > Step: 627300 Progress: 62.7% Elapsed: 8 days, 15:20:32 Gen_loss: 2.525 Dis_loss: 1.115 Cls_loss: 2.303 Topk: N/A ada_p: 0.2304
[INFO] 2021-10-27 05:34:29 > Step: 627400 Progress: 62.7% Elapsed: 8 days, 15:22:07 Gen_loss: 2.341 Dis_loss: 0.6165 Cls_loss: 1.874 Topk: N/A ada_p: 0.2283
[INFO] 2021-10-27 05:36:05 > Step: 627500 Progress: 62.7% Elapsed: 8 days, 15:23:43 Gen_loss: 2.63 Dis_loss: 0.8191 Cls_loss: 1.801 Topk: N/A ada_p: 0.2325
[INFO] 2021-10-27 05:37:50 > Step: 627600 Progress: 62.8% Elapsed: 8 days, 15:25:29 Gen_loss: 3.137 Dis_loss: 0.8555 Cls_loss: 1.73 Topk: N/A ada_p: 0.2351
[INFO] 2021-10-27 05:39:26 > Step: 627700 Progress: 62.8% Elapsed: 8 days, 15:27:05 Gen_loss: 1.403 Dis_loss: 0.8905 Cls_loss: 2.012 Topk: N/A ada_p: 0.2355
[INFO] 2021-10-27 05:41:01 > Step: 627800 Progress: 62.8% Elapsed: 8 days, 15:28:40 Gen_loss: 2.308 Dis_loss: 1.008 Cls_loss: 1.944 Topk: N/A ada_p: 0.2311
[INFO] 2021-10-27 05:42:36 > Step: 627900 Progress: 62.8% Elapsed: 8 days, 15:30:15 Gen_loss: 0.7925 Dis_loss: 2.429 Cls_loss: 1.846 Topk: N/A ada_p: 0.232
[INFO] 2021-10-27 05:44:21 > Step: 628000 Progress: 62.8% Elapsed: 8 days, 15:32:00 Gen_loss: 4.224 Dis_loss: 0.856 Cls_loss: 1.844 Topk: N/A ada_p: 0.2325
[INFO] 2021-10-27 05:45:56 > Step: 628100 Progress: 62.8% Elapsed: 8 days, 15:33:35 Gen_loss: 3.669 Dis_loss: 0.7538 Cls_loss: 1.718 Topk: N/A ada_p: 0.2268
[INFO] 2021-10-27 05:47:31 > Step: 628200 Progress: 62.8% Elapsed: 8 days, 15:35:10 Gen_loss: 2.167 Dis_loss: 1.532 Cls_loss: 2.22 Topk: N/A ada_p: 0.2304
[INFO] 2021-10-27 05:49:17 > Step: 628300 Progress: 62.8% Elapsed: 8 days, 15:36:56 Gen_loss: 2.15 Dis_loss: 1.013 Cls_loss: 1.775 Topk: N/A ada_p: 0.2318
[INFO] 2021-10-27 05:50:52 > Step: 628400 Progress: 62.8% Elapsed: 8 days, 15:38:31 Gen_loss: 1.507 Dis_loss: 0.9921 Cls_loss: 1.911 Topk: N/A ada_p: 0.233
[INFO] 2021-10-27 05:52:27 > Step: 628500 Progress: 62.8% Elapsed: 8 days, 15:40:06 Gen_loss: 2.445 Dis_loss: 1.097 Cls_loss: 1.694 Topk: N/A ada_p: 0.2337
[INFO] 2021-10-27 05:54:02 > Step: 628600 Progress: 62.9% Elapsed: 8 days, 15:41:41 Gen_loss: 2.207 Dis_loss: 1.309 Cls_loss: 2.001 Topk: N/A ada_p: 0.2352
[INFO] 2021-10-27 05:55:49 > Step: 628700 Progress: 62.9% Elapsed: 8 days, 15:43:28 Gen_loss: 3.345 Dis_loss: 1.238 Cls_loss: 1.872 Topk: N/A ada_p: 0.2356
[INFO] 2021-10-27 05:57:24 > Step: 628800 Progress: 62.9% Elapsed: 8 days, 15:45:03 Gen_loss: 3.068 Dis_loss: 1.105 Cls_loss: 1.837 Topk: N/A ada_p: 0.2348
[INFO] 2021-10-27 05:58:59 > Step: 628900 Progress: 62.9% Elapsed: 8 days, 15:46:38 Gen_loss: 1.719 Dis_loss: 0.8068 Cls_loss: 1.498 Topk: N/A ada_p: 0.2316
[INFO] 2021-10-27 06:00:34 > Step: 629000 Progress: 62.9% Elapsed: 8 days, 15:48:12 Gen_loss: 3.237 Dis_loss: 1.153 Cls_loss: 1.94 Topk: N/A ada_p: 0.2319
[INFO] 2021-10-27 06:02:19 > Step: 629100 Progress: 62.9% Elapsed: 8 days, 15:49:58 Gen_loss: 1.985 Dis_loss: 0.6799 Cls_loss: 1.712 Topk: N/A ada_p: 0.2277
[INFO] 2021-10-27 06:03:53 > Step: 629200 Progress: 62.9% Elapsed: 8 days, 15:51:32 Gen_loss: 3.239 Dis_loss: 0.9227 Cls_loss: 1.592 Topk: N/A ada_p: 0.2259
[INFO] 2021-10-27 06:05:29 > Step: 629300 Progress: 62.9% Elapsed: 8 days, 15:53:08 Gen_loss: 1.833 Dis_loss: 0.8738 Cls_loss: 1.801 Topk: N/A ada_p: 0.2298
[INFO] 2021-10-27 06:07:04 > Step: 629400 Progress: 62.9% Elapsed: 8 days, 15:54:43 Gen_loss: 2.039 Dis_loss: 1.051 Cls_loss: 1.548 Topk: N/A ada_p: 0.2309
[INFO] 2021-10-27 06:08:50 > Step: 629500 Progress: 62.9% Elapsed: 8 days, 15:56:29 Gen_loss: 1.781 Dis_loss: 1.399 Cls_loss: 2.192 Topk: N/A ada_p: 0.2318
[INFO] 2021-10-27 06:10:26 > Step: 629600 Progress: 63.0% Elapsed: 8 days, 15:58:04 Gen_loss: 1.312 Dis_loss: 1.078 Cls_loss: 1.985 Topk: N/A ada_p: 0.2328
[INFO] 2021-10-27 06:12:00 > Step: 629700 Progress: 63.0% Elapsed: 8 days, 15:59:39 Gen_loss: 2.985 Dis_loss: 1.049 Cls_loss: 1.732 Topk: N/A ada_p: 0.2342
[INFO] 2021-10-27 06:13:35 > Step: 629800 Progress: 63.0% Elapsed: 8 days, 16:01:14 Gen_loss: 1.836 Dis_loss: 1.176 Cls_loss: 2.021 Topk: N/A ada_p: 0.2329
[INFO] 2021-10-27 06:15:21 > Step: 629900 Progress: 63.0% Elapsed: 8 days, 16:03:00 Gen_loss: 2.426 Dis_loss: 0.8181 Cls_loss: 1.532 Topk: N/A ada_p: 0.2269
[INFO] 2021-10-27 06:16:56 > Step: 630000 Progress: 63.0% Elapsed: 8 days, 16:04:34 Gen_loss: 3.6 Dis_loss: 1.129 Cls_loss: 1.959 Topk: N/A ada_p: 0.2333
[INFO] 2021-10-27 06:16:56 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-27 06:16:56 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_630000.png
[INFO] 2021-10-27 06:16:56 > Start Evaluation (630000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-27 06:16:56 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-27 06:22:30 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-27 06:28:08 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-27 06:52:39 > Inception score (Step: 630000, 50000 generated images): 10.632404327392578
[INFO] 2021-10-27 06:52:39 > FID score (Step: 630000, Using train moments): 2.5261190791528634
[INFO] 2021-10-27 06:52:39 > Improved Precision (Step: 630000, Using train images): 0.76468
[INFO] 2021-10-27 06:52:39 > Improved Recall (Step: 630000, Using train images): 0.63362
[INFO] 2021-10-27 06:52:39 > Density (Step: 630000, Using train images): 1.092664
[INFO] 2021-10-27 06:52:39 > Coverage (Step: 630000, Using train images): 0.93072
[INFO] 2021-10-27 06:52:39 > Best FID score (Step: 620000, Using train moments): 2.511282846902361
[INFO] 2021-10-27 06:52:49 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-27 06:57:52 > Step: 630100 Progress: 63.0% Elapsed: 8 days, 16:45:31 Gen_loss: 2.392 Dis_loss: 1.167 Cls_loss: 1.795 Topk: N/A ada_p: 0.2309
[INFO] 2021-10-27 06:59:26 > Step: 630200 Progress: 63.0% Elapsed: 8 days, 16:47:04 Gen_loss: 2.79 Dis_loss: 2.07 Cls_loss: 2.171 Topk: N/A ada_p: 0.2311
[INFO] 2021-10-27 07:01:18 > Step: 630300 Progress: 63.0% Elapsed: 8 days, 16:48:56 Gen_loss: 2.539 Dis_loss: 1.027 Cls_loss: 1.75 Topk: N/A ada_p: 0.2333
[INFO] 2021-10-27 07:02:52 > Step: 630400 Progress: 63.0% Elapsed: 8 days, 16:50:31 Gen_loss: 2.539 Dis_loss: 0.8024 Cls_loss: 1.396 Topk: N/A ada_p: 0.2353
[INFO] 2021-10-27 07:04:27 > Step: 630500 Progress: 63.0% Elapsed: 8 days, 16:52:06 Gen_loss: 3.202 Dis_loss: 1.225 Cls_loss: 1.515 Topk: N/A ada_p: 0.2368
[INFO] 2021-10-27 07:06:02 > Step: 630600 Progress: 63.1% Elapsed: 8 days, 16:53:40 Gen_loss: 1.8 Dis_loss: 0.8326 Cls_loss: 1.742 Topk: N/A ada_p: 0.2316
[INFO] 2021-10-27 07:07:46 > Step: 630700 Progress: 63.1% Elapsed: 8 days, 16:55:25 Gen_loss: 2.976 Dis_loss: 1.031 Cls_loss: 2.1 Topk: N/A ada_p: 0.2325
[INFO] 2021-10-27 07:09:21 > Step: 630800 Progress: 63.1% Elapsed: 8 days, 16:57:00 Gen_loss: 1.598 Dis_loss: 1.444 Cls_loss: 1.948 Topk: N/A ada_p: 0.2338
[INFO] 2021-10-27 07:10:56 > Step: 630900 Progress: 63.1% Elapsed: 8 days, 16:58:34 Gen_loss: 2.37 Dis_loss: 0.9063 Cls_loss: 1.885 Topk: N/A ada_p: 0.2301
[INFO] 2021-10-27 07:12:30 > Step: 631000 Progress: 63.1% Elapsed: 8 days, 17:00:09 Gen_loss: 1.713 Dis_loss: 1.045 Cls_loss: 2.06 Topk: N/A ada_p: 0.2301
[INFO] 2021-10-27 07:14:15 > Step: 631100 Progress: 63.1% Elapsed: 8 days, 17:01:54 Gen_loss: 2.367 Dis_loss: 0.9939 Cls_loss: 2.047 Topk: N/A ada_p: 0.2336
[INFO] 2021-10-27 07:15:50 > Step: 631200 Progress: 63.1% Elapsed: 8 days, 17:03:29 Gen_loss: 1.37 Dis_loss: 1.308 Cls_loss: 1.718 Topk: N/A ada_p: 0.2297
[INFO] 2021-10-27 07:17:25 > Step: 631300 Progress: 63.1% Elapsed: 8 days, 17:05:04 Gen_loss: 1.148 Dis_loss: 1.421 Cls_loss: 1.9 Topk: N/A ada_p: 0.2301
[INFO] 2021-10-27 07:18:59 > Step: 631400 Progress: 63.1% Elapsed: 8 days, 17:06:38 Gen_loss: 2.905 Dis_loss: 1.145 Cls_loss: 2.284 Topk: N/A ada_p: 0.2324
[INFO] 2021-10-27 07:20:45 > Step: 631500 Progress: 63.1% Elapsed: 8 days, 17:08:23 Gen_loss: 2.624 Dis_loss: 0.9567 Cls_loss: 2.109 Topk: N/A ada_p: 0.2379
[INFO] 2021-10-27 07:22:19 > Step: 631600 Progress: 63.2% Elapsed: 8 days, 17:09:58 Gen_loss: 2.495 Dis_loss: 0.9017 Cls_loss: 2.251 Topk: N/A ada_p: 0.2366
[INFO] 2021-10-27 07:23:55 > Step: 631700 Progress: 63.2% Elapsed: 8 days, 17:11:34 Gen_loss: 1.52 Dis_loss: 0.9673 Cls_loss: 1.878 Topk: N/A ada_p: 0.2342
[INFO] 2021-10-27 07:25:33 > Step: 631800 Progress: 63.2% Elapsed: 8 days, 17:13:12 Gen_loss: 1.672 Dis_loss: 1.298 Cls_loss: 1.553 Topk: N/A ada_p: 0.2321
[INFO] 2021-10-27 07:27:18 > Step: 631900 Progress: 63.2% Elapsed: 8 days, 17:14:57 Gen_loss: 1.638 Dis_loss: 1.486 Cls_loss: 2.014 Topk: N/A ada_p: 0.2374
[INFO] 2021-10-27 07:28:53 > Step: 632000 Progress: 63.2% Elapsed: 8 days, 17:16:32 Gen_loss: 2.326 Dis_loss: 1.505 Cls_loss: 1.915 Topk: N/A ada_p: 0.2394
[INFO] 2021-10-27 07:30:28 > Step: 632100 Progress: 63.2% Elapsed: 8 days, 17:18:07 Gen_loss: 3.663 Dis_loss: 0.8891 Cls_loss: 1.746 Topk: N/A ada_p: 0.2365
[INFO] 2021-10-27 07:32:13 > Step: 632200 Progress: 63.2% Elapsed: 8 days, 17:19:52 Gen_loss: 2.575 Dis_loss: 0.7703 Cls_loss: 1.585 Topk: N/A ada_p: 0.2408
[INFO] 2021-10-27 07:33:48 > Step: 632300 Progress: 63.2% Elapsed: 8 days, 17:21:26 Gen_loss: 2.725 Dis_loss: 1.043 Cls_loss: 1.734 Topk: N/A ada_p: 0.2374
[INFO] 2021-10-27 07:35:22 > Step: 632400 Progress: 63.2% Elapsed: 8 days, 17:23:01 Gen_loss: 3.477 Dis_loss: 0.9449 Cls_loss: 1.964 Topk: N/A ada_p: 0.2305
[INFO] 2021-10-27 07:36:58 > Step: 632500 Progress: 63.2% Elapsed: 8 days, 17:24:37 Gen_loss: 2.329 Dis_loss: 1.093 Cls_loss: 1.678 Topk: N/A ada_p: 0.2347
[INFO] 2021-10-27 07:38:44 > Step: 632600 Progress: 63.3% Elapsed: 8 days, 17:26:23 Gen_loss: 1.921 Dis_loss: 0.7718 Cls_loss: 1.928 Topk: N/A ada_p: 0.2355
[INFO] 2021-10-27 07:40:19 > Step: 632700 Progress: 63.3% Elapsed: 8 days, 17:27:57 Gen_loss: 2.279 Dis_loss: 0.8901 Cls_loss: 1.487 Topk: N/A ada_p: 0.2435
[INFO] 2021-10-27 07:41:53 > Step: 632800 Progress: 63.3% Elapsed: 8 days, 17:29:32 Gen_loss: 2.084 Dis_loss: 0.8402 Cls_loss: 1.933 Topk: N/A ada_p: 0.24
[INFO] 2021-10-27 07:43:29 > Step: 632900 Progress: 63.3% Elapsed: 8 days, 17:31:07 Gen_loss: 2.844 Dis_loss: 1.051 Cls_loss: 2.16 Topk: N/A ada_p: 0.2406
[INFO] 2021-10-27 07:45:14 > Step: 633000 Progress: 63.3% Elapsed: 8 days, 17:32:52 Gen_loss: 2.099 Dis_loss: 0.6591 Cls_loss: 1.935 Topk: N/A ada_p: 0.2383
[INFO] 2021-10-27 07:46:48 > Step: 633100 Progress: 63.3% Elapsed: 8 days, 17:34:27 Gen_loss: 2.815 Dis_loss: 0.9058 Cls_loss: 1.554 Topk: N/A ada_p: 0.2428
[INFO] 2021-10-27 07:48:23 > Step: 633200 Progress: 63.3% Elapsed: 8 days, 17:36:02 Gen_loss: 2.266 Dis_loss: 1.473 Cls_loss: 1.564 Topk: N/A ada_p: 0.2387
[INFO] 2021-10-27 07:49:58 > Step: 633300 Progress: 63.3% Elapsed: 8 days, 17:37:37 Gen_loss: 2.073 Dis_loss: 1.124 Cls_loss: 1.811 Topk: N/A ada_p: 0.2398
[INFO] 2021-10-27 07:51:44 > Step: 633400 Progress: 63.3% Elapsed: 8 days, 17:39:23 Gen_loss: 2.207 Dis_loss: 0.9281 Cls_loss: 1.709 Topk: N/A ada_p: 0.2334
[INFO] 2021-10-27 07:53:19 > Step: 633500 Progress: 63.3% Elapsed: 8 days, 17:40:58 Gen_loss: 1.433 Dis_loss: 0.7005 Cls_loss: 1.883 Topk: N/A ada_p: 0.2336
[INFO] 2021-10-27 07:54:54 > Step: 633600 Progress: 63.4% Elapsed: 8 days, 17:42:33 Gen_loss: 1.314 Dis_loss: 0.8659 Cls_loss: 1.78 Topk: N/A ada_p: 0.2341
[INFO] 2021-10-27 07:56:30 > Step: 633700 Progress: 63.4% Elapsed: 8 days, 17:44:09 Gen_loss: 4.88 Dis_loss: 1.077 Cls_loss: 1.706 Topk: N/A ada_p: 0.236
[INFO] 2021-10-27 07:58:15 > Step: 633800 Progress: 63.4% Elapsed: 8 days, 17:45:54 Gen_loss: 3.538 Dis_loss: 1.118 Cls_loss: 2.115 Topk: N/A ada_p: 0.2373
[INFO] 2021-10-27 07:59:50 > Step: 633900 Progress: 63.4% Elapsed: 8 days, 17:47:29 Gen_loss: 3.365 Dis_loss: 0.8824 Cls_loss: 1.664 Topk: N/A ada_p: 0.2328
[INFO] 2021-10-27 08:01:25 > Step: 634000 Progress: 63.4% Elapsed: 8 days, 17:49:04 Gen_loss: 2.336 Dis_loss: 0.8838 Cls_loss: 1.796 Topk: N/A ada_p: 0.2266
[INFO] 2021-10-27 08:03:00 > Step: 634100 Progress: 63.4% Elapsed: 8 days, 17:50:39 Gen_loss: 1.991 Dis_loss: 1.024 Cls_loss: 1.685 Topk: N/A ada_p: 0.2283
[INFO] 2021-10-27 08:04:46 > Step: 634200 Progress: 63.4% Elapsed: 8 days, 17:52:24 Gen_loss: 3.069 Dis_loss: 1.016 Cls_loss: 1.641 Topk: N/A ada_p: 0.2293
[INFO] 2021-10-27 08:06:20 > Step: 634300 Progress: 63.4% Elapsed: 8 days, 17:53:59 Gen_loss: 2.39 Dis_loss: 0.6309 Cls_loss: 1.522 Topk: N/A ada_p: 0.2333
[INFO] 2021-10-27 08:07:56 > Step: 634400 Progress: 63.4% Elapsed: 8 days, 17:55:34 Gen_loss: 1.487 Dis_loss: 0.7827 Cls_loss: 1.94 Topk: N/A ada_p: 0.2348
[INFO] 2021-10-27 08:09:31 > Step: 634500 Progress: 63.4% Elapsed: 8 days, 17:57:10 Gen_loss: 1.291 Dis_loss: 0.8125 Cls_loss: 1.626 Topk: N/A ada_p: 0.2398
[INFO] 2021-10-27 08:11:17 > Step: 634600 Progress: 63.5% Elapsed: 8 days, 17:58:55 Gen_loss: 1.802 Dis_loss: 0.9505 Cls_loss: 2.139 Topk: N/A ada_p: 0.2419
[INFO] 2021-10-27 08:12:51 > Step: 634700 Progress: 63.5% Elapsed: 8 days, 18:00:30 Gen_loss: 2.591 Dis_loss: 0.7792 Cls_loss: 1.657 Topk: N/A ada_p: 0.2394
[INFO] 2021-10-27 08:14:27 > Step: 634800 Progress: 63.5% Elapsed: 8 days, 18:02:06 Gen_loss: 2.225 Dis_loss: 0.7683 Cls_loss: 1.79 Topk: N/A ada_p: 0.232
[INFO] 2021-10-27 08:16:03 > Step: 634900 Progress: 63.5% Elapsed: 8 days, 18:03:42 Gen_loss: 3.146 Dis_loss: 1.124 Cls_loss: 1.679 Topk: N/A ada_p: 0.2365
[INFO] 2021-10-27 08:17:47 > Step: 635000 Progress: 63.5% Elapsed: 8 days, 18:05:26 Gen_loss: 3.333 Dis_loss: 1.973 Cls_loss: 2.074 Topk: N/A ada_p: 0.2332
[INFO] 2021-10-27 08:19:22 > Step: 635100 Progress: 63.5% Elapsed: 8 days, 18:07:01 Gen_loss: 2.044 Dis_loss: 0.6204 Cls_loss: 1.118 Topk: N/A ada_p: 0.2266
[INFO] 2021-10-27 08:20:57 > Step: 635200 Progress: 63.5% Elapsed: 8 days, 18:08:36 Gen_loss: 1.496 Dis_loss: 1.368 Cls_loss: 2.036 Topk: N/A ada_p: 0.2318
[INFO] 2021-10-27 08:22:32 > Step: 635300 Progress: 63.5% Elapsed: 8 days, 18:10:11 Gen_loss: 1.385 Dis_loss: 1.036 Cls_loss: 2.097 Topk: N/A ada_p: 0.2306
[INFO] 2021-10-27 08:24:17 > Step: 635400 Progress: 63.5% Elapsed: 8 days, 18:11:56 Gen_loss: 2.912 Dis_loss: 0.8901 Cls_loss: 2.019 Topk: N/A ada_p: 0.2329
[INFO] 2021-10-27 08:25:52 > Step: 635500 Progress: 63.5% Elapsed: 8 days, 18:13:31 Gen_loss: 1.449 Dis_loss: 1.281 Cls_loss: 1.654 Topk: N/A ada_p: 0.2356
[INFO] 2021-10-27 08:27:27 > Step: 635600 Progress: 63.6% Elapsed: 8 days, 18:15:06 Gen_loss: 1.712 Dis_loss: 0.9234 Cls_loss: 1.307 Topk: N/A ada_p: 0.2417
[INFO] 2021-10-27 08:29:02 > Step: 635700 Progress: 63.6% Elapsed: 8 days, 18:16:41 Gen_loss: 2.078 Dis_loss: 0.9639 Cls_loss: 1.63 Topk: N/A ada_p: 0.2421
[INFO] 2021-10-27 08:30:47 > Step: 635800 Progress: 63.6% Elapsed: 8 days, 18:18:26 Gen_loss: 1.238 Dis_loss: 1.38 Cls_loss: 1.96 Topk: N/A ada_p: 0.2355
[INFO] 2021-10-27 08:32:22 > Step: 635900 Progress: 63.6% Elapsed: 8 days, 18:20:01 Gen_loss: 2.419 Dis_loss: 0.8832 Cls_loss: 2.072 Topk: N/A ada_p: 0.2272
[INFO] 2021-10-27 08:33:57 > Step: 636000 Progress: 63.6% Elapsed: 8 days, 18:21:36 Gen_loss: 2.526 Dis_loss: 0.9682 Cls_loss: 1.753 Topk: N/A ada_p: 0.2266
[INFO] 2021-10-27 08:35:43 > Step: 636100 Progress: 63.6% Elapsed: 8 days, 18:23:22 Gen_loss: 2.787 Dis_loss: 1.306 Cls_loss: 2.107 Topk: N/A ada_p: 0.228
[INFO] 2021-10-27 08:37:17 > Step: 636200 Progress: 63.6% Elapsed: 8 days, 18:24:56 Gen_loss: 2.155 Dis_loss: 0.6415 Cls_loss: 1.543 Topk: N/A ada_p: 0.2293
[INFO] 2021-10-27 08:38:54 > Step: 636300 Progress: 63.6% Elapsed: 8 days, 18:26:33 Gen_loss: 2.191 Dis_loss: 1.756 Cls_loss: 2.254 Topk: N/A ada_p: 0.2269
[INFO] 2021-10-27 08:40:28 > Step: 636400 Progress: 63.6% Elapsed: 8 days, 18:28:07 Gen_loss: 3.323 Dis_loss: 1.148 Cls_loss: 1.776 Topk: N/A ada_p: 0.2297
[INFO] 2021-10-27 08:42:15 > Step: 636500 Progress: 63.6% Elapsed: 8 days, 18:29:54 Gen_loss: 2.98 Dis_loss: 0.8907 Cls_loss: 2.009 Topk: N/A ada_p: 0.2316
[INFO] 2021-10-27 08:43:50 > Step: 636600 Progress: 63.7% Elapsed: 8 days, 18:31:28 Gen_loss: 4.394 Dis_loss: 0.7925 Cls_loss: 1.676 Topk: N/A ada_p: 0.2339
[INFO] 2021-10-27 08:45:25 > Step: 636700 Progress: 63.7% Elapsed: 8 days, 18:33:04 Gen_loss: 2.248 Dis_loss: 0.9351 Cls_loss: 1.826 Topk: N/A ada_p: 0.2356
[INFO] 2021-10-27 08:47:01 > Step: 636800 Progress: 63.7% Elapsed: 8 days, 18:34:39 Gen_loss: 3.242 Dis_loss: 0.9427 Cls_loss: 1.89 Topk: N/A ada_p: 0.2364
[INFO] 2021-10-27 08:48:47 > Step: 636900 Progress: 63.7% Elapsed: 8 days, 18:36:26 Gen_loss: 1.562 Dis_loss: 1.021 Cls_loss: 1.901 Topk: N/A ada_p: 0.2368
[INFO] 2021-10-27 08:50:23 > Step: 637000 Progress: 63.7% Elapsed: 8 days, 18:38:02 Gen_loss: 2.059 Dis_loss: 0.7549 Cls_loss: 1.923 Topk: N/A ada_p: 0.2334
[INFO] 2021-10-27 08:51:58 > Step: 637100 Progress: 63.7% Elapsed: 8 days, 18:39:37 Gen_loss: 1.96 Dis_loss: 1.563 Cls_loss: 1.721 Topk: N/A ada_p: 0.2318
[INFO] 2021-10-27 08:53:33 > Step: 637200 Progress: 63.7% Elapsed: 8 days, 18:41:12 Gen_loss: 1.86 Dis_loss: 1.085 Cls_loss: 1.811 Topk: N/A ada_p: 0.2338
[INFO] 2021-10-27 08:55:18 > Step: 637300 Progress: 63.7% Elapsed: 8 days, 18:42:57 Gen_loss: 4.056 Dis_loss: 1.327 Cls_loss: 2.277 Topk: N/A ada_p: 0.2329
[INFO] 2021-10-27 08:56:54 > Step: 637400 Progress: 63.7% Elapsed: 8 days, 18:44:32 Gen_loss: 3.295 Dis_loss: 1.062 Cls_loss: 1.978 Topk: N/A ada_p: 0.2296
[INFO] 2021-10-27 08:58:30 > Step: 637500 Progress: 63.7% Elapsed: 8 days, 18:46:09 Gen_loss: 2.975 Dis_loss: 1.019 Cls_loss: 2.114 Topk: N/A ada_p: 0.232
[INFO] 2021-10-27 09:00:05 > Step: 637600 Progress: 63.8% Elapsed: 8 days, 18:47:44 Gen_loss: 2.048 Dis_loss: 1.829 Cls_loss: 1.942 Topk: N/A ada_p: 0.2338
[INFO] 2021-10-27 09:01:51 > Step: 637700 Progress: 63.8% Elapsed: 8 days, 18:49:30 Gen_loss: 2.609 Dis_loss: 1.235 Cls_loss: 1.881 Topk: N/A ada_p: 0.2283
[INFO] 2021-10-27 09:03:26 > Step: 637800 Progress: 63.8% Elapsed: 8 days, 18:51:05 Gen_loss: 2.063 Dis_loss: 0.6184 Cls_loss: 1.87 Topk: N/A ada_p: 0.2247
[INFO] 2021-10-27 09:05:02 > Step: 637900 Progress: 63.8% Elapsed: 8 days, 18:52:41 Gen_loss: 2.598 Dis_loss: 1.025 Cls_loss: 1.784 Topk: N/A ada_p: 0.2284
[INFO] 2021-10-27 09:06:37 > Step: 638000 Progress: 63.8% Elapsed: 8 days, 18:54:16 Gen_loss: 1.949 Dis_loss: 1.096 Cls_loss: 1.635 Topk: N/A ada_p: 0.2315
[INFO] 2021-10-27 09:08:23 > Step: 638100 Progress: 63.8% Elapsed: 8 days, 18:56:02 Gen_loss: 2.718 Dis_loss: 1.084 Cls_loss: 2.12 Topk: N/A ada_p: 0.2309
[INFO] 2021-10-27 09:09:59 > Step: 638200 Progress: 63.8% Elapsed: 8 days, 18:57:38 Gen_loss: 2.582 Dis_loss: 1.323 Cls_loss: 1.851 Topk: N/A ada_p: 0.2319
[INFO] 2021-10-27 09:11:35 > Step: 638300 Progress: 63.8% Elapsed: 8 days, 18:59:14 Gen_loss: 1.66 Dis_loss: 0.7361 Cls_loss: 2.078 Topk: N/A ada_p: 0.2269
[INFO] 2021-10-27 09:13:10 > Step: 638400 Progress: 63.8% Elapsed: 8 days, 19:00:48 Gen_loss: 2.836 Dis_loss: 1.006 Cls_loss: 1.694 Topk: N/A ada_p: 0.2295
[INFO] 2021-10-27 09:14:56 > Step: 638500 Progress: 63.8% Elapsed: 8 days, 19:02:35 Gen_loss: 1.095 Dis_loss: 1.315 Cls_loss: 1.654 Topk: N/A ada_p: 0.2327
[INFO] 2021-10-27 09:16:31 > Step: 638600 Progress: 63.9% Elapsed: 8 days, 19:04:09 Gen_loss: 2.629 Dis_loss: 0.711 Cls_loss: 1.461 Topk: N/A ada_p: 0.2301
[INFO] 2021-10-27 09:18:06 > Step: 638700 Progress: 63.9% Elapsed: 8 days, 19:05:44 Gen_loss: 1.943 Dis_loss: 0.7227 Cls_loss: 1.969 Topk: N/A ada_p: 0.2302
[INFO] 2021-10-27 09:19:40 > Step: 638800 Progress: 63.9% Elapsed: 8 days, 19:07:19 Gen_loss: 4.01 Dis_loss: 1.622 Cls_loss: 1.614 Topk: N/A ada_p: 0.2292
[INFO] 2021-10-27 09:21:26 > Step: 638900 Progress: 63.9% Elapsed: 8 days, 19:09:05 Gen_loss: 3.318 Dis_loss: 0.9692 Cls_loss: 1.856 Topk: N/A ada_p: 0.224
[INFO] 2021-10-27 09:23:01 > Step: 639000 Progress: 63.9% Elapsed: 8 days, 19:10:40 Gen_loss: 2.357 Dis_loss: 0.8923 Cls_loss: 1.971 Topk: N/A ada_p: 0.2245
[INFO] 2021-10-27 09:24:36 > Step: 639100 Progress: 63.9% Elapsed: 8 days, 19:12:15 Gen_loss: 2.478 Dis_loss: 1.006 Cls_loss: 2.04 Topk: N/A ada_p: 0.2256
[INFO] 2021-10-27 09:26:12 > Step: 639200 Progress: 63.9% Elapsed: 8 days, 19:13:50 Gen_loss: 0.9514 Dis_loss: 0.9328 Cls_loss: 1.952 Topk: N/A ada_p: 0.2274
[INFO] 2021-10-27 09:27:57 > Step: 639300 Progress: 63.9% Elapsed: 8 days, 19:15:36 Gen_loss: 1.905 Dis_loss: 0.8206 Cls_loss: 1.93 Topk: N/A ada_p: 0.226
[INFO] 2021-10-27 09:29:33 > Step: 639400 Progress: 63.9% Elapsed: 8 days, 19:17:12 Gen_loss: 1.459 Dis_loss: 0.5768 Cls_loss: 1.649 Topk: N/A ada_p: 0.2324
[INFO] 2021-10-27 09:31:08 > Step: 639500 Progress: 63.9% Elapsed: 8 days, 19:18:47 Gen_loss: 2.601 Dis_loss: 1.098 Cls_loss: 1.926 Topk: N/A ada_p: 0.2261
[INFO] 2021-10-27 09:32:44 > Step: 639600 Progress: 64.0% Elapsed: 8 days, 19:20:23 Gen_loss: 2.459 Dis_loss: 0.9269 Cls_loss: 1.761 Topk: N/A ada_p: 0.2282
[INFO] 2021-10-27 09:34:29 > Step: 639700 Progress: 64.0% Elapsed: 8 days, 19:22:08 Gen_loss: 2.192 Dis_loss: 1.135 Cls_loss: 2.027 Topk: N/A ada_p: 0.2304
[INFO] 2021-10-27 09:36:04 > Step: 639800 Progress: 64.0% Elapsed: 8 days, 19:23:43 Gen_loss: 2.586 Dis_loss: 0.9335 Cls_loss: 1.401 Topk: N/A ada_p: 0.2309
[INFO] 2021-10-27 09:37:39 > Step: 639900 Progress: 64.0% Elapsed: 8 days, 19:25:18 Gen_loss: 0.9296 Dis_loss: 0.9118 Cls_loss: 2.052 Topk: N/A ada_p: 0.2315
[INFO] 2021-10-27 09:39:24 > Step: 640000 Progress: 64.0% Elapsed: 8 days, 19:27:03 Gen_loss: 1.953 Dis_loss: 0.6132 Cls_loss: 1.628 Topk: N/A ada_p: 0.2297
[INFO] 2021-10-27 09:39:24 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-27 09:39:24 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_640000.png
[INFO] 2021-10-27 09:39:24 > Start Evaluation (640000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-27 09:39:24 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-27 09:44:58 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-27 09:50:36 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-27 10:15:08 > Inception score (Step: 640000, 50000 generated images): 10.655767440795898
[INFO] 2021-10-27 10:15:08 > FID score (Step: 640000, Using train moments): 2.5169105226024158
[INFO] 2021-10-27 10:15:08 > Improved Precision (Step: 640000, Using train images): 0.76536
[INFO] 2021-10-27 10:15:08 > Improved Recall (Step: 640000, Using train images): 0.63474
[INFO] 2021-10-27 10:15:08 > Density (Step: 640000, Using train images): 1.097156
[INFO] 2021-10-27 10:15:08 > Coverage (Step: 640000, Using train images): 0.93132
[INFO] 2021-10-27 10:15:08 > Best FID score (Step: 620000, Using train moments): 2.511282846902361
[INFO] 2021-10-27 10:15:21 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-27 10:20:34 > Step: 640100 Progress: 64.0% Elapsed: 8 days, 20:08:12 Gen_loss: 2.652 Dis_loss: 0.9561 Cls_loss: 1.958 Topk: N/A ada_p: 0.226
[INFO] 2021-10-27 10:22:08 > Step: 640200 Progress: 64.0% Elapsed: 8 days, 20:09:47 Gen_loss: 1.817 Dis_loss: 0.6902 Cls_loss: 1.786 Topk: N/A ada_p: 0.2275
[INFO] 2021-10-27 10:23:43 > Step: 640300 Progress: 64.0% Elapsed: 8 days, 20:11:22 Gen_loss: 3.05 Dis_loss: 0.8381 Cls_loss: 1.93 Topk: N/A ada_p: 0.2261
[INFO] 2021-10-27 10:25:34 > Step: 640400 Progress: 64.0% Elapsed: 8 days, 20:13:13 Gen_loss: 2.305 Dis_loss: 1.273 Cls_loss: 2.06 Topk: N/A ada_p: 0.2328
[INFO] 2021-10-27 10:27:09 > Step: 640500 Progress: 64.0% Elapsed: 8 days, 20:14:48 Gen_loss: 1.676 Dis_loss: 1.231 Cls_loss: 1.903 Topk: N/A ada_p: 0.2298
[INFO] 2021-10-27 10:28:45 > Step: 640600 Progress: 64.1% Elapsed: 8 days, 20:16:24 Gen_loss: 4.045 Dis_loss: 1.118 Cls_loss: 1.74 Topk: N/A ada_p: 0.2311
[INFO] 2021-10-27 10:30:20 > Step: 640700 Progress: 64.1% Elapsed: 8 days, 20:17:59 Gen_loss: 2.326 Dis_loss: 0.817 Cls_loss: 2.085 Topk: N/A ada_p: 0.2394
[INFO] 2021-10-27 10:32:05 > Step: 640800 Progress: 64.1% Elapsed: 8 days, 20:19:43 Gen_loss: 1.533 Dis_loss: 0.932 Cls_loss: 1.695 Topk: N/A ada_p: 0.2392
[INFO] 2021-10-27 10:33:39 > Step: 640900 Progress: 64.1% Elapsed: 8 days, 20:21:18 Gen_loss: 3.119 Dis_loss: 0.7968 Cls_loss: 1.795 Topk: N/A ada_p: 0.238
[INFO] 2021-10-27 10:35:14 > Step: 641000 Progress: 64.1% Elapsed: 8 days, 20:22:53 Gen_loss: 1.286 Dis_loss: 1.453 Cls_loss: 1.924 Topk: N/A ada_p: 0.2478
[INFO] 2021-10-27 10:36:50 > Step: 641100 Progress: 64.1% Elapsed: 8 days, 20:24:28 Gen_loss: 2.788 Dis_loss: 1.01 Cls_loss: 1.866 Topk: N/A ada_p: 0.2417
[INFO] 2021-10-27 10:38:35 > Step: 641200 Progress: 64.1% Elapsed: 8 days, 20:26:14 Gen_loss: 3.291 Dis_loss: 0.997 Cls_loss: 1.982 Topk: N/A ada_p: 0.243
[INFO] 2021-10-27 10:40:10 > Step: 641300 Progress: 64.1% Elapsed: 8 days, 20:27:49 Gen_loss: 2.31 Dis_loss: 0.6565 Cls_loss: 1.66 Topk: N/A ada_p: 0.2391
[INFO] 2021-10-27 10:41:46 > Step: 641400 Progress: 64.1% Elapsed: 8 days, 20:29:24 Gen_loss: 2.408 Dis_loss: 0.685 Cls_loss: 1.832 Topk: N/A ada_p: 0.238
[INFO] 2021-10-27 10:43:21 > Step: 641500 Progress: 64.1% Elapsed: 8 days, 20:31:00 Gen_loss: 1.375 Dis_loss: 0.8369 Cls_loss: 1.833 Topk: N/A ada_p: 0.2425
[INFO] 2021-10-27 10:45:06 > Step: 641600 Progress: 64.2% Elapsed: 8 days, 20:32:44 Gen_loss: 2.961 Dis_loss: 1.047 Cls_loss: 1.78 Topk: N/A ada_p: 0.2412
[INFO] 2021-10-27 10:46:40 > Step: 641700 Progress: 64.2% Elapsed: 8 days, 20:34:19 Gen_loss: 2.676 Dis_loss: 0.8332 Cls_loss: 2.147 Topk: N/A ada_p: 0.2388
[INFO] 2021-10-27 10:48:15 > Step: 641800 Progress: 64.2% Elapsed: 8 days, 20:35:54 Gen_loss: 2.027 Dis_loss: 0.7998 Cls_loss: 2.106 Topk: N/A ada_p: 0.2401
[INFO] 2021-10-27 10:49:51 > Step: 641900 Progress: 64.2% Elapsed: 8 days, 20:37:29 Gen_loss: 2.811 Dis_loss: 1.19 Cls_loss: 2.23 Topk: N/A ada_p: 0.241
[INFO] 2021-10-27 10:51:36 > Step: 642000 Progress: 64.2% Elapsed: 8 days, 20:39:15 Gen_loss: 2.877 Dis_loss: 1.019 Cls_loss: 1.707 Topk: N/A ada_p: 0.2369
[INFO] 2021-10-27 10:53:12 > Step: 642100 Progress: 64.2% Elapsed: 8 days, 20:40:50 Gen_loss: 2.296 Dis_loss: 0.734 Cls_loss: 1.311 Topk: N/A ada_p: 0.2398
[INFO] 2021-10-27 10:54:47 > Step: 642200 Progress: 64.2% Elapsed: 8 days, 20:42:26 Gen_loss: 1.9 Dis_loss: 1.289 Cls_loss: 1.613 Topk: N/A ada_p: 0.2388
[INFO] 2021-10-27 10:56:22 > Step: 642300 Progress: 64.2% Elapsed: 8 days, 20:44:00 Gen_loss: 3.087 Dis_loss: 0.8982 Cls_loss: 1.618 Topk: N/A ada_p: 0.2469
[INFO] 2021-10-27 10:58:07 > Step: 642400 Progress: 64.2% Elapsed: 8 days, 20:45:46 Gen_loss: 1.518 Dis_loss: 0.6219 Cls_loss: 1.707 Topk: N/A ada_p: 0.24
[INFO] 2021-10-27 10:59:43 > Step: 642500 Progress: 64.2% Elapsed: 8 days, 20:47:21 Gen_loss: 3.27 Dis_loss: 1.293 Cls_loss: 1.836 Topk: N/A ada_p: 0.2396
[INFO] 2021-10-27 11:01:18 > Step: 642600 Progress: 64.3% Elapsed: 8 days, 20:48:57 Gen_loss: 4.027 Dis_loss: 0.9152 Cls_loss: 1.637 Topk: N/A ada_p: 0.2375
[INFO] 2021-10-27 11:02:53 > Step: 642700 Progress: 64.3% Elapsed: 8 days, 20:50:31 Gen_loss: 2.053 Dis_loss: 1.096 Cls_loss: 2.107 Topk: N/A ada_p: 0.2323
[INFO] 2021-10-27 11:04:38 > Step: 642800 Progress: 64.3% Elapsed: 8 days, 20:52:17 Gen_loss: 2.926 Dis_loss: 0.8085 Cls_loss: 1.651 Topk: N/A ada_p: 0.2346
[INFO] 2021-10-27 11:06:13 > Step: 642900 Progress: 64.3% Elapsed: 8 days, 20:53:52 Gen_loss: 1.551 Dis_loss: 1.595 Cls_loss: 2.143 Topk: N/A ada_p: 0.2347
[INFO] 2021-10-27 11:07:48 > Step: 643000 Progress: 64.3% Elapsed: 8 days, 20:55:27 Gen_loss: 1.056 Dis_loss: 1.235 Cls_loss: 1.863 Topk: N/A ada_p: 0.2342
[INFO] 2021-10-27 11:09:23 > Step: 643100 Progress: 64.3% Elapsed: 8 days, 20:57:02 Gen_loss: 2.525 Dis_loss: 0.9963 Cls_loss: 1.621 Topk: N/A ada_p: 0.2389
[INFO] 2021-10-27 11:11:08 > Step: 643200 Progress: 64.3% Elapsed: 8 days, 20:58:47 Gen_loss: 1.405 Dis_loss: 1.645 Cls_loss: 1.856 Topk: N/A ada_p: 0.2359
[INFO] 2021-10-27 11:12:43 > Step: 643300 Progress: 64.3% Elapsed: 8 days, 21:00:21 Gen_loss: 2.541 Dis_loss: 1.899 Cls_loss: 2.017 Topk: N/A ada_p: 0.2401
[INFO] 2021-10-27 11:14:17 > Step: 643400 Progress: 64.3% Elapsed: 8 days, 21:01:56 Gen_loss: 1.821 Dis_loss: 0.7581 Cls_loss: 1.829 Topk: N/A ada_p: 0.2383
[INFO] 2021-10-27 11:15:52 > Step: 643500 Progress: 64.3% Elapsed: 8 days, 21:03:31 Gen_loss: 3.105 Dis_loss: 0.8287 Cls_loss: 1.527 Topk: N/A ada_p: 0.2333
[INFO] 2021-10-27 11:17:38 > Step: 643600 Progress: 64.4% Elapsed: 8 days, 21:05:17 Gen_loss: 2.945 Dis_loss: 0.8002 Cls_loss: 1.735 Topk: N/A ada_p: 0.2374
[INFO] 2021-10-27 11:19:13 > Step: 643700 Progress: 64.4% Elapsed: 8 days, 21:06:52 Gen_loss: 1.409 Dis_loss: 1.757 Cls_loss: 1.8 Topk: N/A ada_p: 0.2396
[INFO] 2021-10-27 11:20:49 > Step: 643800 Progress: 64.4% Elapsed: 8 days, 21:08:28 Gen_loss: 3.014 Dis_loss: 0.6249 Cls_loss: 1.411 Topk: N/A ada_p: 0.2344
[INFO] 2021-10-27 11:22:35 > Step: 643900 Progress: 64.4% Elapsed: 8 days, 21:10:14 Gen_loss: 2.442 Dis_loss: 0.7864 Cls_loss: 1.989 Topk: N/A ada_p: 0.2346
[INFO] 2021-10-27 11:24:10 > Step: 644000 Progress: 64.4% Elapsed: 8 days, 21:11:48 Gen_loss: 2.869 Dis_loss: 1.073 Cls_loss: 2.202 Topk: N/A ada_p: 0.2412
[INFO] 2021-10-27 11:25:45 > Step: 644100 Progress: 64.4% Elapsed: 8 days, 21:13:24 Gen_loss: 2.663 Dis_loss: 0.8331 Cls_loss: 1.842 Topk: N/A ada_p: 0.2403
[INFO] 2021-10-27 11:27:20 > Step: 644200 Progress: 64.4% Elapsed: 8 days, 21:14:58 Gen_loss: 2.487 Dis_loss: 0.7258 Cls_loss: 2.072 Topk: N/A ada_p: 0.2393
[INFO] 2021-10-27 11:29:07 > Step: 644300 Progress: 64.4% Elapsed: 8 days, 21:16:46 Gen_loss: 3.722 Dis_loss: 0.9617 Cls_loss: 2.189 Topk: N/A ada_p: 0.2284
[INFO] 2021-10-27 11:30:42 > Step: 644400 Progress: 64.4% Elapsed: 8 days, 21:18:20 Gen_loss: 2.556 Dis_loss: 1.062 Cls_loss: 2.118 Topk: N/A ada_p: 0.2336
[INFO] 2021-10-27 11:32:17 > Step: 644500 Progress: 64.5% Elapsed: 8 days, 21:19:56 Gen_loss: 3.479 Dis_loss: 1.457 Cls_loss: 2.37 Topk: N/A ada_p: 0.235
[INFO] 2021-10-27 11:33:52 > Step: 644600 Progress: 64.5% Elapsed: 8 days, 21:21:30 Gen_loss: 2.715 Dis_loss: 1.084 Cls_loss: 1.989 Topk: N/A ada_p: 0.2332
[INFO] 2021-10-27 11:35:37 > Step: 644700 Progress: 64.5% Elapsed: 8 days, 21:23:16 Gen_loss: 0.9361 Dis_loss: 2.351 Cls_loss: 1.678 Topk: N/A ada_p: 0.2374
[INFO] 2021-10-27 11:37:12 > Step: 644800 Progress: 64.5% Elapsed: 8 days, 21:24:51 Gen_loss: 2.278 Dis_loss: 0.6675 Cls_loss: 1.826 Topk: N/A ada_p: 0.2287
[INFO] 2021-10-27 11:38:48 > Step: 644900 Progress: 64.5% Elapsed: 8 days, 21:26:27 Gen_loss: 1.906 Dis_loss: 0.9898 Cls_loss: 1.886 Topk: N/A ada_p: 0.2337
[INFO] 2021-10-27 11:40:22 > Step: 645000 Progress: 64.5% Elapsed: 8 days, 21:28:01 Gen_loss: 2.235 Dis_loss: 0.7041 Cls_loss: 1.346 Topk: N/A ada_p: 0.2319
[INFO] 2021-10-27 11:42:10 > Step: 645100 Progress: 64.5% Elapsed: 8 days, 21:29:49 Gen_loss: 2.64 Dis_loss: 1.286 Cls_loss: 1.576 Topk: N/A ada_p: 0.2269
[INFO] 2021-10-27 11:43:46 > Step: 645200 Progress: 64.5% Elapsed: 8 days, 21:31:24 Gen_loss: 2.487 Dis_loss: 1.374 Cls_loss: 2.25 Topk: N/A ada_p: 0.232
[INFO] 2021-10-27 11:45:21 > Step: 645300 Progress: 64.5% Elapsed: 8 days, 21:33:00 Gen_loss: 2.043 Dis_loss: 1.076 Cls_loss: 1.732 Topk: N/A ada_p: 0.2321
[INFO] 2021-10-27 11:46:56 > Step: 645400 Progress: 64.5% Elapsed: 8 days, 21:34:35 Gen_loss: 2.608 Dis_loss: 1.015 Cls_loss: 2.0 Topk: N/A ada_p: 0.2362
[INFO] 2021-10-27 11:48:42 > Step: 645500 Progress: 64.5% Elapsed: 8 days, 21:36:21 Gen_loss: 1.212 Dis_loss: 1.347 Cls_loss: 1.693 Topk: N/A ada_p: 0.2384
[INFO] 2021-10-27 11:50:18 > Step: 645600 Progress: 64.6% Elapsed: 8 days, 21:37:56 Gen_loss: 1.671 Dis_loss: 0.5981 Cls_loss: 1.614 Topk: N/A ada_p: 0.2336
[INFO] 2021-10-27 11:51:53 > Step: 645700 Progress: 64.6% Elapsed: 8 days, 21:39:32 Gen_loss: 2.482 Dis_loss: 0.7533 Cls_loss: 1.724 Topk: N/A ada_p: 0.2332
[INFO] 2021-10-27 11:53:27 > Step: 645800 Progress: 64.6% Elapsed: 8 days, 21:41:06 Gen_loss: 3.31 Dis_loss: 0.8781 Cls_loss: 1.806 Topk: N/A ada_p: 0.2344
[INFO] 2021-10-27 11:55:13 > Step: 645900 Progress: 64.6% Elapsed: 8 days, 21:42:52 Gen_loss: 2.776 Dis_loss: 1.106 Cls_loss: 2.219 Topk: N/A ada_p: 0.231
[INFO] 2021-10-27 11:56:48 > Step: 646000 Progress: 64.6% Elapsed: 8 days, 21:44:27 Gen_loss: 1.26 Dis_loss: 0.7533 Cls_loss: 1.53 Topk: N/A ada_p: 0.2348
[INFO] 2021-10-27 11:58:23 > Step: 646100 Progress: 64.6% Elapsed: 8 days, 21:46:02 Gen_loss: 1.991 Dis_loss: 0.7448 Cls_loss: 2.025 Topk: N/A ada_p: 0.2344
[INFO] 2021-10-27 11:59:58 > Step: 646200 Progress: 64.6% Elapsed: 8 days, 21:47:37 Gen_loss: 1.035 Dis_loss: 1.051 Cls_loss: 1.886 Topk: N/A ada_p: 0.2378
[INFO] 2021-10-27 12:01:44 > Step: 646300 Progress: 64.6% Elapsed: 8 days, 21:49:23 Gen_loss: 1.687 Dis_loss: 0.8249 Cls_loss: 1.965 Topk: N/A ada_p: 0.2402
[INFO] 2021-10-27 12:03:19 > Step: 646400 Progress: 64.6% Elapsed: 8 days, 21:50:58 Gen_loss: 2.686 Dis_loss: 0.9768 Cls_loss: 2.146 Topk: N/A ada_p: 0.2371
[INFO] 2021-10-27 12:04:54 > Step: 646500 Progress: 64.6% Elapsed: 8 days, 21:52:33 Gen_loss: 1.91 Dis_loss: 0.9927 Cls_loss: 2.215 Topk: N/A ada_p: 0.2383
[INFO] 2021-10-27 12:06:30 > Step: 646600 Progress: 64.7% Elapsed: 8 days, 21:54:08 Gen_loss: 2.776 Dis_loss: 1.036 Cls_loss: 1.87 Topk: N/A ada_p: 0.2383
[INFO] 2021-10-27 12:08:15 > Step: 646700 Progress: 64.7% Elapsed: 8 days, 21:55:54 Gen_loss: 1.996 Dis_loss: 1.379 Cls_loss: 2.076 Topk: N/A ada_p: 0.2382
[INFO] 2021-10-27 12:09:50 > Step: 646800 Progress: 64.7% Elapsed: 8 days, 21:57:29 Gen_loss: 1.4 Dis_loss: 0.9732 Cls_loss: 2.038 Topk: N/A ada_p: 0.2371
[INFO] 2021-10-27 12:11:25 > Step: 646900 Progress: 64.7% Elapsed: 8 days, 21:59:04 Gen_loss: 3.257 Dis_loss: 0.8134 Cls_loss: 1.816 Topk: N/A ada_p: 0.2378
[INFO] 2021-10-27 12:13:01 > Step: 647000 Progress: 64.7% Elapsed: 8 days, 22:00:40 Gen_loss: 3.214 Dis_loss: 0.7957 Cls_loss: 1.772 Topk: N/A ada_p: 0.2339
[INFO] 2021-10-27 12:14:47 > Step: 647100 Progress: 64.7% Elapsed: 8 days, 22:02:26 Gen_loss: 1.509 Dis_loss: 1.627 Cls_loss: 1.733 Topk: N/A ada_p: 0.2387
[INFO] 2021-10-27 12:16:22 > Step: 647200 Progress: 64.7% Elapsed: 8 days, 22:04:01 Gen_loss: 3.261 Dis_loss: 0.7279 Cls_loss: 1.58 Topk: N/A ada_p: 0.2387
[INFO] 2021-10-27 12:17:58 > Step: 647300 Progress: 64.7% Elapsed: 8 days, 22:05:36 Gen_loss: 2.147 Dis_loss: 1.008 Cls_loss: 1.667 Topk: N/A ada_p: 0.236
[INFO] 2021-10-27 12:19:33 > Step: 647400 Progress: 64.7% Elapsed: 8 days, 22:07:12 Gen_loss: 3.565 Dis_loss: 1.029 Cls_loss: 1.819 Topk: N/A ada_p: 0.2332
[INFO] 2021-10-27 12:21:19 > Step: 647500 Progress: 64.8% Elapsed: 8 days, 22:08:58 Gen_loss: 1.119 Dis_loss: 0.6927 Cls_loss: 1.631 Topk: N/A ada_p: 0.2338
[INFO] 2021-10-27 12:22:55 > Step: 647600 Progress: 64.8% Elapsed: 8 days, 22:10:34 Gen_loss: 1.491 Dis_loss: 1.714 Cls_loss: 1.457 Topk: N/A ada_p: 0.2351
[INFO] 2021-10-27 12:24:30 > Step: 647700 Progress: 64.8% Elapsed: 8 days, 22:12:09 Gen_loss: 2.367 Dis_loss: 1.057 Cls_loss: 1.873 Topk: N/A ada_p: 0.237
[INFO] 2021-10-27 12:26:16 > Step: 647800 Progress: 64.8% Elapsed: 8 days, 22:13:55 Gen_loss: 1.946 Dis_loss: 0.8256 Cls_loss: 1.521 Topk: N/A ada_p: 0.236
[INFO] 2021-10-27 12:27:51 > Step: 647900 Progress: 64.8% Elapsed: 8 days, 22:15:30 Gen_loss: 2.479 Dis_loss: 1.0 Cls_loss: 1.722 Topk: N/A ada_p: 0.2387
[INFO] 2021-10-27 12:29:27 > Step: 648000 Progress: 64.8% Elapsed: 8 days, 22:17:05 Gen_loss: 3.148 Dis_loss: 1.576 Cls_loss: 1.498 Topk: N/A ada_p: 0.2428
[INFO] 2021-10-27 12:31:04 > Step: 648100 Progress: 64.8% Elapsed: 8 days, 22:18:43 Gen_loss: 2.479 Dis_loss: 1.013 Cls_loss: 2.302 Topk: N/A ada_p: 0.2442
[INFO] 2021-10-27 12:32:50 > Step: 648200 Progress: 64.8% Elapsed: 8 days, 22:20:29 Gen_loss: 3.473 Dis_loss: 1.15 Cls_loss: 2.245 Topk: N/A ada_p: 0.2455
[INFO] 2021-10-27 12:34:26 > Step: 648300 Progress: 64.8% Elapsed: 8 days, 22:22:05 Gen_loss: 2.611 Dis_loss: 1.822 Cls_loss: 2.523 Topk: N/A ada_p: 0.2456
[INFO] 2021-10-27 12:36:01 > Step: 648400 Progress: 64.8% Elapsed: 8 days, 22:23:40 Gen_loss: 2.664 Dis_loss: 0.8247 Cls_loss: 2.121 Topk: N/A ada_p: 0.2448
[INFO] 2021-10-27 12:37:37 > Step: 648500 Progress: 64.8% Elapsed: 8 days, 22:25:16 Gen_loss: 2.142 Dis_loss: 0.9873 Cls_loss: 2.323 Topk: N/A ada_p: 0.2385
[INFO] 2021-10-27 12:39:23 > Step: 648600 Progress: 64.9% Elapsed: 8 days, 22:27:02 Gen_loss: 2.329 Dis_loss: 0.7675 Cls_loss: 1.439 Topk: N/A ada_p: 0.237
[INFO] 2021-10-27 12:40:59 > Step: 648700 Progress: 64.9% Elapsed: 8 days, 22:28:38 Gen_loss: 2.013 Dis_loss: 0.9061 Cls_loss: 1.725 Topk: N/A ada_p: 0.2407
[INFO] 2021-10-27 12:42:34 > Step: 648800 Progress: 64.9% Elapsed: 8 days, 22:30:13 Gen_loss: 2.952 Dis_loss: 0.6917 Cls_loss: 1.594 Topk: N/A ada_p: 0.2353
[INFO] 2021-10-27 12:44:09 > Step: 648900 Progress: 64.9% Elapsed: 8 days, 22:31:48 Gen_loss: 2.006 Dis_loss: 1.21 Cls_loss: 1.771 Topk: N/A ada_p: 0.2368
[INFO] 2021-10-27 12:45:55 > Step: 649000 Progress: 64.9% Elapsed: 8 days, 22:33:34 Gen_loss: 2.186 Dis_loss: 0.9521 Cls_loss: 1.823 Topk: N/A ada_p: 0.2355
[INFO] 2021-10-27 12:47:30 > Step: 649100 Progress: 64.9% Elapsed: 8 days, 22:35:09 Gen_loss: 2.32 Dis_loss: 1.04 Cls_loss: 1.77 Topk: N/A ada_p: 0.2366
[INFO] 2021-10-27 12:49:05 > Step: 649200 Progress: 64.9% Elapsed: 8 days, 22:36:43 Gen_loss: 1.758 Dis_loss: 0.7182 Cls_loss: 1.496 Topk: N/A ada_p: 0.2384
[INFO] 2021-10-27 12:50:40 > Step: 649300 Progress: 64.9% Elapsed: 8 days, 22:38:19 Gen_loss: 1.101 Dis_loss: 1.441 Cls_loss: 1.956 Topk: N/A ada_p: 0.2483
[INFO] 2021-10-27 12:52:25 > Step: 649400 Progress: 64.9% Elapsed: 8 days, 22:40:04 Gen_loss: 3.394 Dis_loss: 1.235 Cls_loss: 1.906 Topk: N/A ada_p: 0.2411
[INFO] 2021-10-27 12:54:00 > Step: 649500 Progress: 65.0% Elapsed: 8 days, 22:41:39 Gen_loss: 2.827 Dis_loss: 0.6357 Cls_loss: 1.518 Topk: N/A ada_p: 0.2323
[INFO] 2021-10-27 12:55:35 > Step: 649600 Progress: 65.0% Elapsed: 8 days, 22:43:13 Gen_loss: 2.125 Dis_loss: 0.6718 Cls_loss: 1.68 Topk: N/A ada_p: 0.2333
[INFO] 2021-10-27 12:57:10 > Step: 649700 Progress: 65.0% Elapsed: 8 days, 22:44:48 Gen_loss: 3.019 Dis_loss: 0.9981 Cls_loss: 1.946 Topk: N/A ada_p: 0.2304
[INFO] 2021-10-27 12:58:55 > Step: 649800 Progress: 65.0% Elapsed: 8 days, 22:46:33 Gen_loss: 1.992 Dis_loss: 1.774 Cls_loss: 1.97 Topk: N/A ada_p: 0.2329
[INFO] 2021-10-27 13:00:29 > Step: 649900 Progress: 65.0% Elapsed: 8 days, 22:48:08 Gen_loss: 2.683 Dis_loss: 0.9633 Cls_loss: 2.066 Topk: N/A ada_p: 0.2417
[INFO] 2021-10-27 13:02:04 > Step: 650000 Progress: 65.0% Elapsed: 8 days, 22:49:43 Gen_loss: 2.62 Dis_loss: 1.15 Cls_loss: 1.68 Topk: N/A ada_p: 0.2389
[INFO] 2021-10-27 13:02:04 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-27 13:02:04 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_650000.png
[INFO] 2021-10-27 13:02:04 > Start Evaluation (650000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-27 13:02:04 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-27 13:07:37 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-27 13:13:14 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-27 13:37:44 > Inception score (Step: 650000, 50000 generated images): 10.53624439239502
[INFO] 2021-10-27 13:37:44 > FID score (Step: 650000, Using train moments): 2.494979586065483
[INFO] 2021-10-27 13:37:44 > Improved Precision (Step: 650000, Using train images): 0.76192
[INFO] 2021-10-27 13:37:44 > Improved Recall (Step: 650000, Using train images): 0.6375
[INFO] 2021-10-27 13:37:44 > Density (Step: 650000, Using train images): 1.0828760000000002
[INFO] 2021-10-27 13:37:44 > Coverage (Step: 650000, Using train images): 0.92928
[INFO] 2021-10-27 13:37:44 > Best FID score (Step: 650000, Using train moments): 2.494979586065483
[INFO] 2021-10-27 13:38:04 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-27 13:43:05 > Step: 650100 Progress: 65.0% Elapsed: 8 days, 23:30:44 Gen_loss: 2.059 Dis_loss: 0.7262 Cls_loss: 1.47 Topk: N/A ada_p: 0.2288
[INFO] 2021-10-27 13:44:57 > Step: 650200 Progress: 65.0% Elapsed: 8 days, 23:32:36 Gen_loss: 2.825 Dis_loss: 1.128 Cls_loss: 1.652 Topk: N/A ada_p: 0.2263
[INFO] 2021-10-27 13:46:32 > Step: 650300 Progress: 65.0% Elapsed: 8 days, 23:34:11 Gen_loss: 2.788 Dis_loss: 1.166 Cls_loss: 1.837 Topk: N/A ada_p: 0.23
[INFO] 2021-10-27 13:48:07 > Step: 650400 Progress: 65.0% Elapsed: 8 days, 23:35:46 Gen_loss: 2.359 Dis_loss: 1.66 Cls_loss: 2.237 Topk: N/A ada_p: 0.2364
[INFO] 2021-10-27 13:49:42 > Step: 650500 Progress: 65.0% Elapsed: 8 days, 23:37:21 Gen_loss: 2.844 Dis_loss: 0.9955 Cls_loss: 1.871 Topk: N/A ada_p: 0.2329
[INFO] 2021-10-27 13:51:27 > Step: 650600 Progress: 65.1% Elapsed: 8 days, 23:39:06 Gen_loss: 3.055 Dis_loss: 1.083 Cls_loss: 1.585 Topk: N/A ada_p: 0.2339
[INFO] 2021-10-27 13:53:02 > Step: 650700 Progress: 65.1% Elapsed: 8 days, 23:40:41 Gen_loss: 2.478 Dis_loss: 1.399 Cls_loss: 2.455 Topk: N/A ada_p: 0.2348
[INFO] 2021-10-27 13:54:37 > Step: 650800 Progress: 65.1% Elapsed: 8 days, 23:42:16 Gen_loss: 0.7221 Dis_loss: 0.9051 Cls_loss: 1.933 Topk: N/A ada_p: 0.2325
[INFO] 2021-10-27 13:56:12 > Step: 650900 Progress: 65.1% Elapsed: 8 days, 23:43:51 Gen_loss: 2.129 Dis_loss: 0.762 Cls_loss: 1.719 Topk: N/A ada_p: 0.2311
[INFO] 2021-10-27 13:57:58 > Step: 651000 Progress: 65.1% Elapsed: 8 days, 23:45:36 Gen_loss: 2.358 Dis_loss: 0.9247 Cls_loss: 1.406 Topk: N/A ada_p: 0.2401
[INFO] 2021-10-27 13:59:32 > Step: 651100 Progress: 65.1% Elapsed: 8 days, 23:47:11 Gen_loss: 2.061 Dis_loss: 0.9609 Cls_loss: 1.551 Topk: N/A ada_p: 0.2428
[INFO] 2021-10-27 14:01:08 > Step: 651200 Progress: 65.1% Elapsed: 8 days, 23:48:47 Gen_loss: 2.051 Dis_loss: 1.186 Cls_loss: 2.065 Topk: N/A ada_p: 0.243
[INFO] 2021-10-27 14:02:43 > Step: 651300 Progress: 65.1% Elapsed: 8 days, 23:50:22 Gen_loss: 1.974 Dis_loss: 0.9015 Cls_loss: 1.816 Topk: N/A ada_p: 0.2375
[INFO] 2021-10-27 14:04:29 > Step: 651400 Progress: 65.1% Elapsed: 8 days, 23:52:07 Gen_loss: 2.279 Dis_loss: 0.916 Cls_loss: 1.535 Topk: N/A ada_p: 0.2426
[INFO] 2021-10-27 14:06:04 > Step: 651500 Progress: 65.1% Elapsed: 8 days, 23:53:42 Gen_loss: 1.955 Dis_loss: 0.9515 Cls_loss: 2.018 Topk: N/A ada_p: 0.2417
[INFO] 2021-10-27 14:07:38 > Step: 651600 Progress: 65.2% Elapsed: 8 days, 23:55:17 Gen_loss: 2.399 Dis_loss: 0.8029 Cls_loss: 2.02 Topk: N/A ada_p: 0.241
[INFO] 2021-10-27 14:09:25 > Step: 651700 Progress: 65.2% Elapsed: 8 days, 23:57:04 Gen_loss: 2.543 Dis_loss: 1.007 Cls_loss: 1.683 Topk: N/A ada_p: 0.2398
[INFO] 2021-10-27 14:11:00 > Step: 651800 Progress: 65.2% Elapsed: 8 days, 23:58:38 Gen_loss: 1.648 Dis_loss: 1.294 Cls_loss: 1.757 Topk: N/A ada_p: 0.2373
[INFO] 2021-10-27 14:12:35 > Step: 651900 Progress: 65.2% Elapsed: 9 days, 0:00:13 Gen_loss: 2.821 Dis_loss: 0.8746 Cls_loss: 1.449 Topk: N/A ada_p: 0.2376
[INFO] 2021-10-27 14:14:10 > Step: 652000 Progress: 65.2% Elapsed: 9 days, 0:01:49 Gen_loss: 2.35 Dis_loss: 0.7721 Cls_loss: 2.027 Topk: N/A ada_p: 0.2353
[INFO] 2021-10-27 14:15:56 > Step: 652100 Progress: 65.2% Elapsed: 9 days, 0:03:35 Gen_loss: 2.927 Dis_loss: 0.8532 Cls_loss: 1.724 Topk: N/A ada_p: 0.2347
[INFO] 2021-10-27 14:17:31 > Step: 652200 Progress: 65.2% Elapsed: 9 days, 0:05:10 Gen_loss: 1.954 Dis_loss: 0.9103 Cls_loss: 1.842 Topk: N/A ada_p: 0.235
[INFO] 2021-10-27 14:19:07 > Step: 652300 Progress: 65.2% Elapsed: 9 days, 0:06:46 Gen_loss: 2.8 Dis_loss: 0.7543 Cls_loss: 1.635 Topk: N/A ada_p: 0.2353
[INFO] 2021-10-27 14:20:44 > Step: 652400 Progress: 65.2% Elapsed: 9 days, 0:08:22 Gen_loss: 3.852 Dis_loss: 1.55 Cls_loss: 1.805 Topk: N/A ada_p: 0.24
[INFO] 2021-10-27 14:22:29 > Step: 652500 Progress: 65.2% Elapsed: 9 days, 0:10:08 Gen_loss: 2.254 Dis_loss: 0.7145 Cls_loss: 1.51 Topk: N/A ada_p: 0.2337
[INFO] 2021-10-27 14:24:04 > Step: 652600 Progress: 65.3% Elapsed: 9 days, 0:11:43 Gen_loss: 1.335 Dis_loss: 1.163 Cls_loss: 2.042 Topk: N/A ada_p: 0.2362
[INFO] 2021-10-27 14:25:39 > Step: 652700 Progress: 65.3% Elapsed: 9 days, 0:13:18 Gen_loss: 2.935 Dis_loss: 0.9044 Cls_loss: 1.735 Topk: N/A ada_p: 0.2323
[INFO] 2021-10-27 14:27:15 > Step: 652800 Progress: 65.3% Elapsed: 9 days, 0:14:54 Gen_loss: 3.568 Dis_loss: 1.062 Cls_loss: 1.659 Topk: N/A ada_p: 0.2394
[INFO] 2021-10-27 14:29:02 > Step: 652900 Progress: 65.3% Elapsed: 9 days, 0:16:40 Gen_loss: 1.697 Dis_loss: 1.376 Cls_loss: 1.834 Topk: N/A ada_p: 0.2444
[INFO] 2021-10-27 14:30:37 > Step: 653000 Progress: 65.3% Elapsed: 9 days, 0:18:15 Gen_loss: 2.496 Dis_loss: 1.331 Cls_loss: 1.733 Topk: N/A ada_p: 0.2465
[INFO] 2021-10-27 14:32:13 > Step: 653100 Progress: 65.3% Elapsed: 9 days, 0:19:51 Gen_loss: 2.796 Dis_loss: 0.8627 Cls_loss: 1.629 Topk: N/A ada_p: 0.243
[INFO] 2021-10-27 14:33:48 > Step: 653200 Progress: 65.3% Elapsed: 9 days, 0:21:27 Gen_loss: 3.671 Dis_loss: 1.289 Cls_loss: 1.723 Topk: N/A ada_p: 0.2428
[INFO] 2021-10-27 14:35:34 > Step: 653300 Progress: 65.3% Elapsed: 9 days, 0:23:13 Gen_loss: 1.93 Dis_loss: 1.126 Cls_loss: 1.904 Topk: N/A ada_p: 0.2439
[INFO] 2021-10-27 14:37:08 > Step: 653400 Progress: 65.3% Elapsed: 9 days, 0:24:47 Gen_loss: 2.802 Dis_loss: 0.7657 Cls_loss: 1.779 Topk: N/A ada_p: 0.2426
[INFO] 2021-10-27 14:38:45 > Step: 653500 Progress: 65.3% Elapsed: 9 days, 0:26:23 Gen_loss: 2.975 Dis_loss: 1.127 Cls_loss: 1.594 Topk: N/A ada_p: 0.2394
[INFO] 2021-10-27 14:40:20 > Step: 653600 Progress: 65.4% Elapsed: 9 days, 0:27:59 Gen_loss: 2.475 Dis_loss: 1.11 Cls_loss: 2.094 Topk: N/A ada_p: 0.2374
[INFO] 2021-10-27 14:42:06 > Step: 653700 Progress: 65.4% Elapsed: 9 days, 0:29:45 Gen_loss: 1.758 Dis_loss: 1.075 Cls_loss: 1.952 Topk: N/A ada_p: 0.2383
[INFO] 2021-10-27 14:43:43 > Step: 653800 Progress: 65.4% Elapsed: 9 days, 0:31:22 Gen_loss: 3.807 Dis_loss: 0.8366 Cls_loss: 1.478 Topk: N/A ada_p: 0.2426
[INFO] 2021-10-27 14:45:19 > Step: 653900 Progress: 65.4% Elapsed: 9 days, 0:32:58 Gen_loss: 1.588 Dis_loss: 1.442 Cls_loss: 2.53 Topk: N/A ada_p: 0.242
[INFO] 2021-10-27 14:46:54 > Step: 654000 Progress: 65.4% Elapsed: 9 days, 0:34:33 Gen_loss: 2.452 Dis_loss: 0.6506 Cls_loss: 1.776 Topk: N/A ada_p: 0.2448
[INFO] 2021-10-27 14:48:39 > Step: 654100 Progress: 65.4% Elapsed: 9 days, 0:36:18 Gen_loss: 1.961 Dis_loss: 0.8764 Cls_loss: 1.929 Topk: N/A ada_p: 0.2444
[INFO] 2021-10-27 14:50:16 > Step: 654200 Progress: 65.4% Elapsed: 9 days, 0:37:54 Gen_loss: 3.876 Dis_loss: 1.072 Cls_loss: 1.872 Topk: N/A ada_p: 0.2511
[INFO] 2021-10-27 14:51:51 > Step: 654300 Progress: 65.4% Elapsed: 9 days, 0:39:30 Gen_loss: 3.092 Dis_loss: 0.9645 Cls_loss: 1.82 Topk: N/A ada_p: 0.2469
[INFO] 2021-10-27 14:53:27 > Step: 654400 Progress: 65.4% Elapsed: 9 days, 0:41:05 Gen_loss: 2.471 Dis_loss: 0.9972 Cls_loss: 2.021 Topk: N/A ada_p: 0.242
[INFO] 2021-10-27 14:55:13 > Step: 654500 Progress: 65.5% Elapsed: 9 days, 0:42:52 Gen_loss: 3.239 Dis_loss: 1.05 Cls_loss: 1.73 Topk: N/A ada_p: 0.2396
[INFO] 2021-10-27 14:56:48 > Step: 654600 Progress: 65.5% Elapsed: 9 days, 0:44:27 Gen_loss: 1.83 Dis_loss: 1.227 Cls_loss: 1.508 Topk: N/A ada_p: 0.2355
[INFO] 2021-10-27 14:58:24 > Step: 654700 Progress: 65.5% Elapsed: 9 days, 0:46:03 Gen_loss: 2.529 Dis_loss: 1.013 Cls_loss: 1.804 Topk: N/A ada_p: 0.2325
[INFO] 2021-10-27 14:59:59 > Step: 654800 Progress: 65.5% Elapsed: 9 days, 0:47:38 Gen_loss: 3.667 Dis_loss: 0.9577 Cls_loss: 2.218 Topk: N/A ada_p: 0.2389
[INFO] 2021-10-27 15:01:45 > Step: 654900 Progress: 65.5% Elapsed: 9 days, 0:49:24 Gen_loss: 72.8 Dis_loss: 1.288 Cls_loss: 2.101 Topk: N/A ada_p: 0.2342
[INFO] 2021-10-27 15:03:20 > Step: 655000 Progress: 65.5% Elapsed: 9 days, 0:50:59 Gen_loss: 2.313 Dis_loss: 0.9605 Cls_loss: 1.764 Topk: N/A ada_p: 0.2403
[INFO] 2021-10-27 15:04:55 > Step: 655100 Progress: 65.5% Elapsed: 9 days, 0:52:34 Gen_loss: 3.67 Dis_loss: 1.264 Cls_loss: 2.048 Topk: N/A ada_p: 0.2387
[INFO] 2021-10-27 15:06:30 > Step: 655200 Progress: 65.5% Elapsed: 9 days, 0:54:09 Gen_loss: 1.788 Dis_loss: 0.7926 Cls_loss: 1.89 Topk: N/A ada_p: 0.2384
[INFO] 2021-10-27 15:08:15 > Step: 655300 Progress: 65.5% Elapsed: 9 days, 0:55:54 Gen_loss: 2.341 Dis_loss: 0.8987 Cls_loss: 1.724 Topk: N/A ada_p: 0.2375
[INFO] 2021-10-27 15:09:50 > Step: 655400 Progress: 65.5% Elapsed: 9 days, 0:57:29 Gen_loss: 2.544 Dis_loss: 0.7249 Cls_loss: 1.668 Topk: N/A ada_p: 0.247
[INFO] 2021-10-27 15:11:26 > Step: 655500 Progress: 65.5% Elapsed: 9 days, 0:59:05 Gen_loss: 1.202 Dis_loss: 1.157 Cls_loss: 1.811 Topk: N/A ada_p: 0.2448
[INFO] 2021-10-27 15:13:12 > Step: 655600 Progress: 65.6% Elapsed: 9 days, 1:00:50 Gen_loss: 3.071 Dis_loss: 1.048 Cls_loss: 2.156 Topk: N/A ada_p: 0.2441
[INFO] 2021-10-27 15:14:46 > Step: 655700 Progress: 65.6% Elapsed: 9 days, 1:02:25 Gen_loss: 3.528 Dis_loss: 0.8523 Cls_loss: 1.754 Topk: N/A ada_p: 0.2352
[INFO] 2021-10-27 15:16:21 > Step: 655800 Progress: 65.6% Elapsed: 9 days, 1:04:00 Gen_loss: 4.467 Dis_loss: 1.482 Cls_loss: 1.827 Topk: N/A ada_p: 0.2406
[INFO] 2021-10-27 15:17:56 > Step: 655900 Progress: 65.6% Elapsed: 9 days, 1:05:35 Gen_loss: 3.448 Dis_loss: 1.442 Cls_loss: 1.896 Topk: N/A ada_p: 0.2487
[INFO] 2021-10-27 15:19:42 > Step: 656000 Progress: 65.6% Elapsed: 9 days, 1:07:20 Gen_loss: 1.674 Dis_loss: 0.7607 Cls_loss: 1.846 Topk: N/A ada_p: 0.2423
[INFO] 2021-10-27 15:21:17 > Step: 656100 Progress: 65.6% Elapsed: 9 days, 1:08:56 Gen_loss: 2.135 Dis_loss: 0.7835 Cls_loss: 1.934 Topk: N/A ada_p: 0.2403
[INFO] 2021-10-27 15:22:53 > Step: 656200 Progress: 65.6% Elapsed: 9 days, 1:10:32 Gen_loss: 1.22 Dis_loss: 2.338 Cls_loss: 2.089 Topk: N/A ada_p: 0.2447
[INFO] 2021-10-27 15:24:28 > Step: 656300 Progress: 65.6% Elapsed: 9 days, 1:12:07 Gen_loss: 2.548 Dis_loss: 0.7447 Cls_loss: 1.831 Topk: N/A ada_p: 0.2425
[INFO] 2021-10-27 15:26:14 > Step: 656400 Progress: 65.6% Elapsed: 9 days, 1:13:53 Gen_loss: 2.71 Dis_loss: 2.481 Cls_loss: 1.863 Topk: N/A ada_p: 0.2392
[INFO] 2021-10-27 15:27:50 > Step: 656500 Progress: 65.6% Elapsed: 9 days, 1:15:29 Gen_loss: 3.151 Dis_loss: 1.041 Cls_loss: 2.212 Topk: N/A ada_p: 0.2373
[INFO] 2021-10-27 15:29:25 > Step: 656600 Progress: 65.7% Elapsed: 9 days, 1:17:04 Gen_loss: 1.232 Dis_loss: 1.319 Cls_loss: 1.813 Topk: N/A ada_p: 0.2368
[INFO] 2021-10-27 15:31:02 > Step: 656700 Progress: 65.7% Elapsed: 9 days, 1:18:41 Gen_loss: 3.048 Dis_loss: 1.215 Cls_loss: 2.02 Topk: N/A ada_p: 0.243
[INFO] 2021-10-27 15:32:48 > Step: 656800 Progress: 65.7% Elapsed: 9 days, 1:20:27 Gen_loss: 2.883 Dis_loss: 0.7793 Cls_loss: 1.98 Topk: N/A ada_p: 0.2374
[INFO] 2021-10-27 15:34:23 > Step: 656900 Progress: 65.7% Elapsed: 9 days, 1:22:02 Gen_loss: 2.251 Dis_loss: 0.8034 Cls_loss: 2.076 Topk: N/A ada_p: 0.2421
[INFO] 2021-10-27 15:35:59 > Step: 657000 Progress: 65.7% Elapsed: 9 days, 1:23:37 Gen_loss: 3.444 Dis_loss: 2.037 Cls_loss: 1.706 Topk: N/A ada_p: 0.2385
[INFO] 2021-10-27 15:37:34 > Step: 657100 Progress: 65.7% Elapsed: 9 days, 1:25:13 Gen_loss: 1.904 Dis_loss: 0.8463 Cls_loss: 1.774 Topk: N/A ada_p: 0.2361
[INFO] 2021-10-27 15:39:19 > Step: 657200 Progress: 65.7% Elapsed: 9 days, 1:26:58 Gen_loss: 1.443 Dis_loss: 1.108 Cls_loss: 1.615 Topk: N/A ada_p: 0.2359
[INFO] 2021-10-27 15:40:54 > Step: 657300 Progress: 65.7% Elapsed: 9 days, 1:28:33 Gen_loss: 2.188 Dis_loss: 0.9127 Cls_loss: 1.697 Topk: N/A ada_p: 0.2439
[INFO] 2021-10-27 15:42:30 > Step: 657400 Progress: 65.7% Elapsed: 9 days, 1:30:09 Gen_loss: 1.666 Dis_loss: 0.8613 Cls_loss: 1.751 Topk: N/A ada_p: 0.2442
[INFO] 2021-10-27 15:44:06 > Step: 657500 Progress: 65.8% Elapsed: 9 days, 1:31:45 Gen_loss: 2.916 Dis_loss: 0.863 Cls_loss: 1.568 Topk: N/A ada_p: 0.2484
[INFO] 2021-10-27 15:45:51 > Step: 657600 Progress: 65.8% Elapsed: 9 days, 1:33:30 Gen_loss: 2.208 Dis_loss: 1.066 Cls_loss: 1.579 Topk: N/A ada_p: 0.2451
[INFO] 2021-10-27 15:47:27 > Step: 657700 Progress: 65.8% Elapsed: 9 days, 1:35:06 Gen_loss: 2.454 Dis_loss: 0.8092 Cls_loss: 1.671 Topk: N/A ada_p: 0.2378
[INFO] 2021-10-27 15:49:02 > Step: 657800 Progress: 65.8% Elapsed: 9 days, 1:36:41 Gen_loss: 1.849 Dis_loss: 0.9089 Cls_loss: 1.68 Topk: N/A ada_p: 0.2455
[INFO] 2021-10-27 15:50:37 > Step: 657900 Progress: 65.8% Elapsed: 9 days, 1:38:16 Gen_loss: 2.425 Dis_loss: 1.173 Cls_loss: 1.899 Topk: N/A ada_p: 0.243
[INFO] 2021-10-27 15:52:22 > Step: 658000 Progress: 65.8% Elapsed: 9 days, 1:40:01 Gen_loss: 1.254 Dis_loss: 2.138 Cls_loss: 1.999 Topk: N/A ada_p: 0.2451
[INFO] 2021-10-27 15:53:57 > Step: 658100 Progress: 65.8% Elapsed: 9 days, 1:41:36 Gen_loss: 2.527 Dis_loss: 0.8926 Cls_loss: 2.142 Topk: N/A ada_p: 0.2434
[INFO] 2021-10-27 15:55:32 > Step: 658200 Progress: 65.8% Elapsed: 9 days, 1:43:10 Gen_loss: 1.56 Dis_loss: 1.318 Cls_loss: 1.58 Topk: N/A ada_p: 0.2465
[INFO] 2021-10-27 15:57:07 > Step: 658300 Progress: 65.8% Elapsed: 9 days, 1:44:46 Gen_loss: 1.693 Dis_loss: 0.8646 Cls_loss: 1.552 Topk: N/A ada_p: 0.243
[INFO] 2021-10-27 15:58:52 > Step: 658400 Progress: 65.8% Elapsed: 9 days, 1:46:31 Gen_loss: 1.609 Dis_loss: 1.076 Cls_loss: 2.054 Topk: N/A ada_p: 0.2377
[INFO] 2021-10-27 16:00:28 > Step: 658500 Progress: 65.8% Elapsed: 9 days, 1:48:06 Gen_loss: 2.592 Dis_loss: 0.8835 Cls_loss: 1.844 Topk: N/A ada_p: 0.2398
[INFO] 2021-10-27 16:02:03 > Step: 658600 Progress: 65.9% Elapsed: 9 days, 1:49:42 Gen_loss: 3.506 Dis_loss: 0.7756 Cls_loss: 1.698 Topk: N/A ada_p: 0.2409
[INFO] 2021-10-27 16:03:38 > Step: 658700 Progress: 65.9% Elapsed: 9 days, 1:51:16 Gen_loss: 2.179 Dis_loss: 1.113 Cls_loss: 1.514 Topk: N/A ada_p: 0.24
[INFO] 2021-10-27 16:05:23 > Step: 658800 Progress: 65.9% Elapsed: 9 days, 1:53:02 Gen_loss: 4.145 Dis_loss: 0.978 Cls_loss: 1.802 Topk: N/A ada_p: 0.242
[INFO] 2021-10-27 16:06:58 > Step: 658900 Progress: 65.9% Elapsed: 9 days, 1:54:37 Gen_loss: 1.854 Dis_loss: 0.7132 Cls_loss: 1.631 Topk: N/A ada_p: 0.2403
[INFO] 2021-10-27 16:08:33 > Step: 659000 Progress: 65.9% Elapsed: 9 days, 1:56:11 Gen_loss: 1.409 Dis_loss: 1.814 Cls_loss: 2.085 Topk: N/A ada_p: 0.2421
[INFO] 2021-10-27 16:10:08 > Step: 659100 Progress: 65.9% Elapsed: 9 days, 1:57:46 Gen_loss: 3.338 Dis_loss: 0.9174 Cls_loss: 1.577 Topk: N/A ada_p: 0.2397
[INFO] 2021-10-27 16:11:52 > Step: 659200 Progress: 65.9% Elapsed: 9 days, 1:59:31 Gen_loss: 1.748 Dis_loss: 1.223 Cls_loss: 2.115 Topk: N/A ada_p: 0.2389
[INFO] 2021-10-27 16:13:27 > Step: 659300 Progress: 65.9% Elapsed: 9 days, 2:01:06 Gen_loss: 1.636 Dis_loss: 1.095 Cls_loss: 1.984 Topk: N/A ada_p: 0.236
[INFO] 2021-10-27 16:15:02 > Step: 659400 Progress: 65.9% Elapsed: 9 days, 2:02:40 Gen_loss: 1.737 Dis_loss: 1.199 Cls_loss: 1.879 Topk: N/A ada_p: 0.2362
[INFO] 2021-10-27 16:16:47 > Step: 659500 Progress: 66.0% Elapsed: 9 days, 2:04:26 Gen_loss: 1.464 Dis_loss: 1.17 Cls_loss: 2.233 Topk: N/A ada_p: 0.2379
[INFO] 2021-10-27 16:18:21 > Step: 659600 Progress: 66.0% Elapsed: 9 days, 2:06:00 Gen_loss: 3.481 Dis_loss: 1.113 Cls_loss: 1.564 Topk: N/A ada_p: 0.2351
[INFO] 2021-10-27 16:19:55 > Step: 659700 Progress: 66.0% Elapsed: 9 days, 2:07:34 Gen_loss: 2.028 Dis_loss: 1.147 Cls_loss: 2.021 Topk: N/A ada_p: 0.2375
[INFO] 2021-10-27 16:21:29 > Step: 659800 Progress: 66.0% Elapsed: 9 days, 2:09:08 Gen_loss: 1.738 Dis_loss: 1.772 Cls_loss: 1.842 Topk: N/A ada_p: 0.2339
[INFO] 2021-10-27 16:23:14 > Step: 659900 Progress: 66.0% Elapsed: 9 days, 2:10:53 Gen_loss: 2.748 Dis_loss: 0.9095 Cls_loss: 1.747 Topk: N/A ada_p: 0.2328
[INFO] 2021-10-27 16:24:48 > Step: 660000 Progress: 66.0% Elapsed: 9 days, 2:12:27 Gen_loss: 2.071 Dis_loss: 0.9706 Cls_loss: 1.839 Topk: N/A ada_p: 0.2336
[INFO] 2021-10-27 16:24:48 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-27 16:24:48 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_660000.png
[INFO] 2021-10-27 16:24:48 > Start Evaluation (660000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-27 16:24:48 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-27 16:30:20 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-27 16:35:57 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-27 17:00:28 > Inception score (Step: 660000, 50000 generated images): 10.610189437866211
[INFO] 2021-10-27 17:00:28 > FID score (Step: 660000, Using train moments): 2.4853856924287925
[INFO] 2021-10-27 17:00:28 > Improved Precision (Step: 660000, Using train images): 0.76416
[INFO] 2021-10-27 17:00:28 > Improved Recall (Step: 660000, Using train images): 0.63572
[INFO] 2021-10-27 17:00:28 > Density (Step: 660000, Using train images): 1.086012
[INFO] 2021-10-27 17:00:28 > Coverage (Step: 660000, Using train images): 0.9313
[INFO] 2021-10-27 17:00:28 > Best FID score (Step: 660000, Using train moments): 2.4853856924287925
[INFO] 2021-10-27 17:00:51 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-27 17:05:56 > Step: 660100 Progress: 66.0% Elapsed: 9 days, 2:53:35 Gen_loss: 1.684 Dis_loss: 0.8779 Cls_loss: 1.912 Topk: N/A ada_p: 0.2396
[INFO] 2021-10-27 17:07:32 > Step: 660200 Progress: 66.0% Elapsed: 9 days, 2:55:11 Gen_loss: 1.693 Dis_loss: 1.429 Cls_loss: 1.837 Topk: N/A ada_p: 0.2424
[INFO] 2021-10-27 17:09:24 > Step: 660300 Progress: 66.0% Elapsed: 9 days, 2:57:03 Gen_loss: 2.279 Dis_loss: 0.822 Cls_loss: 1.595 Topk: N/A ada_p: 0.242
[INFO] 2021-10-27 17:10:59 > Step: 660400 Progress: 66.0% Elapsed: 9 days, 2:58:38 Gen_loss: 2.098 Dis_loss: 0.9006 Cls_loss: 1.839 Topk: N/A ada_p: 0.2433
[INFO] 2021-10-27 17:12:34 > Step: 660500 Progress: 66.0% Elapsed: 9 days, 3:00:13 Gen_loss: 0.995 Dis_loss: 0.9837 Cls_loss: 1.92 Topk: N/A ada_p: 0.2383
[INFO] 2021-10-27 17:14:09 > Step: 660600 Progress: 66.1% Elapsed: 9 days, 3:01:47 Gen_loss: 3.487 Dis_loss: 1.344 Cls_loss: 2.19 Topk: N/A ada_p: 0.2442
[INFO] 2021-10-27 17:15:55 > Step: 660700 Progress: 66.1% Elapsed: 9 days, 3:03:33 Gen_loss: 1.912 Dis_loss: 0.8905 Cls_loss: 2.087 Topk: N/A ada_p: 0.2451
[INFO] 2021-10-27 17:17:29 > Step: 660800 Progress: 66.1% Elapsed: 9 days, 3:05:08 Gen_loss: 1.282 Dis_loss: 0.9749 Cls_loss: 1.694 Topk: N/A ada_p: 0.2433
[INFO] 2021-10-27 17:19:05 > Step: 660900 Progress: 66.1% Elapsed: 9 days, 3:06:44 Gen_loss: 2.594 Dis_loss: 0.9873 Cls_loss: 1.898 Topk: N/A ada_p: 0.2406
[INFO] 2021-10-27 17:20:40 > Step: 661000 Progress: 66.1% Elapsed: 9 days, 3:08:18 Gen_loss: 3.889 Dis_loss: 1.113 Cls_loss: 2.077 Topk: N/A ada_p: 0.2396
[INFO] 2021-10-27 17:22:25 > Step: 661100 Progress: 66.1% Elapsed: 9 days, 3:10:04 Gen_loss: 3.706 Dis_loss: 0.8071 Cls_loss: 1.905 Topk: N/A ada_p: 0.2425
[INFO] 2021-10-27 17:24:07 > Step: 661200 Progress: 66.1% Elapsed: 9 days, 3:11:46 Gen_loss: 3.092 Dis_loss: 1.821 Cls_loss: 2.098 Topk: N/A ada_p: 0.2405
[INFO] 2021-10-27 17:25:43 > Step: 661300 Progress: 66.1% Elapsed: 9 days, 3:13:22 Gen_loss: 3.332 Dis_loss: 1.189 Cls_loss: 2.092 Topk: N/A ada_p: 0.2483
[INFO] 2021-10-27 17:27:18 > Step: 661400 Progress: 66.1% Elapsed: 9 days, 3:14:57 Gen_loss: 1.255 Dis_loss: 0.9129 Cls_loss: 1.595 Topk: N/A ada_p: 0.2483
[INFO] 2021-10-27 17:29:04 > Step: 661500 Progress: 66.1% Elapsed: 9 days, 3:16:43 Gen_loss: 1.75 Dis_loss: 0.7925 Cls_loss: 2.183 Topk: N/A ada_p: 0.2461
[INFO] 2021-10-27 17:30:40 > Step: 661600 Progress: 66.2% Elapsed: 9 days, 3:18:19 Gen_loss: 3.378 Dis_loss: 0.7428 Cls_loss: 1.648 Topk: N/A ada_p: 0.2458
[INFO] 2021-10-27 17:32:18 > Step: 661700 Progress: 66.2% Elapsed: 9 days, 3:19:57 Gen_loss: 2.333 Dis_loss: 0.9472 Cls_loss: 1.91 Topk: N/A ada_p: 0.2447
[INFO] 2021-10-27 17:33:55 > Step: 661800 Progress: 66.2% Elapsed: 9 days, 3:21:34 Gen_loss: 2.912 Dis_loss: 1.592 Cls_loss: 2.266 Topk: N/A ada_p: 0.2442
[INFO] 2021-10-27 17:35:41 > Step: 661900 Progress: 66.2% Elapsed: 9 days, 3:23:20 Gen_loss: 1.728 Dis_loss: 1.039 Cls_loss: 1.687 Topk: N/A ada_p: 0.242
[INFO] 2021-10-27 17:37:16 > Step: 662000 Progress: 66.2% Elapsed: 9 days, 3:24:54 Gen_loss: 2.46 Dis_loss: 1.105 Cls_loss: 1.992 Topk: N/A ada_p: 0.2433
[INFO] 2021-10-27 17:38:51 > Step: 662100 Progress: 66.2% Elapsed: 9 days, 3:26:30 Gen_loss: 2.023 Dis_loss: 0.9231 Cls_loss: 1.874 Topk: N/A ada_p: 0.2449
[INFO] 2021-10-27 17:40:26 > Step: 662200 Progress: 66.2% Elapsed: 9 days, 3:28:05 Gen_loss: 1.502 Dis_loss: 0.7992 Cls_loss: 1.921 Topk: N/A ada_p: 0.2396
[INFO] 2021-10-27 17:42:12 > Step: 662300 Progress: 66.2% Elapsed: 9 days, 3:29:50 Gen_loss: 0.9967 Dis_loss: 0.7888 Cls_loss: 1.901 Topk: N/A ada_p: 0.2369
[INFO] 2021-10-27 17:43:46 > Step: 662400 Progress: 66.2% Elapsed: 9 days, 3:31:25 Gen_loss: 2.825 Dis_loss: 0.9074 Cls_loss: 2.119 Topk: N/A ada_p: 0.2384
[INFO] 2021-10-27 17:45:22 > Step: 662500 Progress: 66.2% Elapsed: 9 days, 3:33:01 Gen_loss: 1.331 Dis_loss: 0.9463 Cls_loss: 1.846 Topk: N/A ada_p: 0.2411
[INFO] 2021-10-27 17:46:58 > Step: 662600 Progress: 66.3% Elapsed: 9 days, 3:34:37 Gen_loss: 4.542 Dis_loss: 1.065 Cls_loss: 1.589 Topk: N/A ada_p: 0.2406
[INFO] 2021-10-27 17:48:44 > Step: 662700 Progress: 66.3% Elapsed: 9 days, 3:36:23 Gen_loss: 2.959 Dis_loss: 1.159 Cls_loss: 1.921 Topk: N/A ada_p: 0.2382
[INFO] 2021-10-27 17:50:20 > Step: 662800 Progress: 66.3% Elapsed: 9 days, 3:37:59 Gen_loss: 4.644 Dis_loss: 2.827 Cls_loss: 2.006 Topk: N/A ada_p: 0.2364
[INFO] 2021-10-27 17:51:55 > Step: 662900 Progress: 66.3% Elapsed: 9 days, 3:39:34 Gen_loss: 2.929 Dis_loss: 0.9297 Cls_loss: 1.672 Topk: N/A ada_p: 0.235
[INFO] 2021-10-27 17:53:29 > Step: 663000 Progress: 66.3% Elapsed: 9 days, 3:41:08 Gen_loss: 2.305 Dis_loss: 0.8032 Cls_loss: 1.686 Topk: N/A ada_p: 0.2327
[INFO] 2021-10-27 17:55:16 > Step: 663100 Progress: 66.3% Elapsed: 9 days, 3:42:55 Gen_loss: 2.302 Dis_loss: 1.602 Cls_loss: 1.599 Topk: N/A ada_p: 0.2313
[INFO] 2021-10-27 17:56:52 > Step: 663200 Progress: 66.3% Elapsed: 9 days, 3:44:31 Gen_loss: 2.933 Dis_loss: 1.296 Cls_loss: 1.712 Topk: N/A ada_p: 0.2297
[INFO] 2021-10-27 17:58:28 > Step: 663300 Progress: 66.3% Elapsed: 9 days, 3:46:07 Gen_loss: 2.317 Dis_loss: 0.6885 Cls_loss: 1.407 Topk: N/A ada_p: 0.235
[INFO] 2021-10-27 18:00:15 > Step: 663400 Progress: 66.3% Elapsed: 9 days, 3:47:53 Gen_loss: 1.956 Dis_loss: 1.623 Cls_loss: 1.555 Topk: N/A ada_p: 0.2414
[INFO] 2021-10-27 18:01:49 > Step: 663500 Progress: 66.3% Elapsed: 9 days, 3:49:28 Gen_loss: 2.833 Dis_loss: 0.9019 Cls_loss: 1.8 Topk: N/A ada_p: 0.2361
[INFO] 2021-10-27 18:03:24 > Step: 663600 Progress: 66.4% Elapsed: 9 days, 3:51:03 Gen_loss: 3.886 Dis_loss: 1.194 Cls_loss: 2.183 Topk: N/A ada_p: 0.2346
[INFO] 2021-10-27 18:05:00 > Step: 663700 Progress: 66.4% Elapsed: 9 days, 3:52:38 Gen_loss: 2.589 Dis_loss: 1.328 Cls_loss: 1.88 Topk: N/A ada_p: 0.236
[INFO] 2021-10-27 18:06:46 > Step: 663800 Progress: 66.4% Elapsed: 9 days, 3:54:24 Gen_loss: 2.289 Dis_loss: 1.053 Cls_loss: 2.208 Topk: N/A ada_p: 0.2339
[INFO] 2021-10-27 18:08:21 > Step: 663900 Progress: 66.4% Elapsed: 9 days, 3:56:00 Gen_loss: 2.139 Dis_loss: 0.7511 Cls_loss: 1.844 Topk: N/A ada_p: 0.2392
[INFO] 2021-10-27 18:09:56 > Step: 664000 Progress: 66.4% Elapsed: 9 days, 3:57:35 Gen_loss: 1.702 Dis_loss: 0.8993 Cls_loss: 2.001 Topk: N/A ada_p: 0.2397
[INFO] 2021-10-27 18:11:31 > Step: 664100 Progress: 66.4% Elapsed: 9 days, 3:59:10 Gen_loss: 3.413 Dis_loss: 0.9939 Cls_loss: 1.713 Topk: N/A ada_p: 0.2416
[INFO] 2021-10-27 18:13:17 > Step: 664200 Progress: 66.4% Elapsed: 9 days, 4:00:56 Gen_loss: 2.47 Dis_loss: 1.103 Cls_loss: 2.199 Topk: N/A ada_p: 0.2432
[INFO] 2021-10-27 18:14:53 > Step: 664300 Progress: 66.4% Elapsed: 9 days, 4:02:32 Gen_loss: 2.068 Dis_loss: 1.0 Cls_loss: 1.69 Topk: N/A ada_p: 0.2453
[INFO] 2021-10-27 18:16:27 > Step: 664400 Progress: 66.4% Elapsed: 9 days, 4:04:06 Gen_loss: 1.484 Dis_loss: 0.8228 Cls_loss: 1.895 Topk: N/A ada_p: 0.2438
[INFO] 2021-10-27 18:18:02 > Step: 664500 Progress: 66.5% Elapsed: 9 days, 4:05:41 Gen_loss: 3.115 Dis_loss: 1.092 Cls_loss: 1.771 Topk: N/A ada_p: 0.2467
[INFO] 2021-10-27 18:19:49 > Step: 664600 Progress: 66.5% Elapsed: 9 days, 4:07:27 Gen_loss: 2.047 Dis_loss: 0.7576 Cls_loss: 1.759 Topk: N/A ada_p: 0.2406
[INFO] 2021-10-27 18:21:24 > Step: 664700 Progress: 66.5% Elapsed: 9 days, 4:09:03 Gen_loss: 1.913 Dis_loss: 0.9446 Cls_loss: 1.705 Topk: N/A ada_p: 0.2366
[INFO] 2021-10-27 18:22:59 > Step: 664800 Progress: 66.5% Elapsed: 9 days, 4:10:37 Gen_loss: 1.392 Dis_loss: 0.9198 Cls_loss: 1.733 Topk: N/A ada_p: 0.2318
[INFO] 2021-10-27 18:24:34 > Step: 664900 Progress: 66.5% Elapsed: 9 days, 4:12:12 Gen_loss: 1.66 Dis_loss: 1.55 Cls_loss: 1.928 Topk: N/A ada_p: 0.2281
[INFO] 2021-10-27 18:26:19 > Step: 665000 Progress: 66.5% Elapsed: 9 days, 4:13:58 Gen_loss: 2.308 Dis_loss: 0.8806 Cls_loss: 1.389 Topk: N/A ada_p: 0.2255
[INFO] 2021-10-27 18:27:56 > Step: 665100 Progress: 66.5% Elapsed: 9 days, 4:15:35 Gen_loss: 1.234 Dis_loss: 0.9201 Cls_loss: 1.894 Topk: N/A ada_p: 0.23
[INFO] 2021-10-27 18:29:32 > Step: 665200 Progress: 66.5% Elapsed: 9 days, 4:17:10 Gen_loss: 4.36 Dis_loss: 1.4 Cls_loss: 1.867 Topk: N/A ada_p: 0.2261
[INFO] 2021-10-27 18:31:08 > Step: 665300 Progress: 66.5% Elapsed: 9 days, 4:18:47 Gen_loss: 1.978 Dis_loss: 0.9948 Cls_loss: 1.66 Topk: N/A ada_p: 0.2327
[INFO] 2021-10-27 18:32:54 > Step: 665400 Progress: 66.5% Elapsed: 9 days, 4:20:33 Gen_loss: 3.52 Dis_loss: 1.074 Cls_loss: 1.723 Topk: N/A ada_p: 0.2398
[INFO] 2021-10-27 18:34:30 > Step: 665500 Progress: 66.5% Elapsed: 9 days, 4:22:09 Gen_loss: 2.495 Dis_loss: 1.363 Cls_loss: 2.325 Topk: N/A ada_p: 0.2389
[INFO] 2021-10-27 18:36:06 > Step: 665600 Progress: 66.6% Elapsed: 9 days, 4:23:44 Gen_loss: 2.485 Dis_loss: 0.9779 Cls_loss: 2.113 Topk: N/A ada_p: 0.2361
[INFO] 2021-10-27 18:37:41 > Step: 665700 Progress: 66.6% Elapsed: 9 days, 4:25:19 Gen_loss: 2.502 Dis_loss: 1.206 Cls_loss: 1.54 Topk: N/A ada_p: 0.2406
[INFO] 2021-10-27 18:39:26 > Step: 665800 Progress: 66.6% Elapsed: 9 days, 4:27:05 Gen_loss: 2.142 Dis_loss: 1.362 Cls_loss: 1.936 Topk: N/A ada_p: 0.2393
[INFO] 2021-10-27 18:41:01 > Step: 665900 Progress: 66.6% Elapsed: 9 days, 4:28:40 Gen_loss: 2.281 Dis_loss: 0.8251 Cls_loss: 1.934 Topk: N/A ada_p: 0.2387
[INFO] 2021-10-27 18:42:36 > Step: 666000 Progress: 66.6% Elapsed: 9 days, 4:30:15 Gen_loss: 2.421 Dis_loss: 1.887 Cls_loss: 1.798 Topk: N/A ada_p: 0.2384
[INFO] 2021-10-27 18:44:11 > Step: 666100 Progress: 66.6% Elapsed: 9 days, 4:31:50 Gen_loss: 2.989 Dis_loss: 0.8435 Cls_loss: 1.501 Topk: N/A ada_p: 0.237
[INFO] 2021-10-27 18:45:57 > Step: 666200 Progress: 66.6% Elapsed: 9 days, 4:33:36 Gen_loss: 1.416 Dis_loss: 0.939 Cls_loss: 1.834 Topk: N/A ada_p: 0.238
[INFO] 2021-10-27 18:47:32 > Step: 666300 Progress: 66.6% Elapsed: 9 days, 4:35:11 Gen_loss: 1.747 Dis_loss: 0.5911 Cls_loss: 1.464 Topk: N/A ada_p: 0.2351
[INFO] 2021-10-27 18:49:07 > Step: 666400 Progress: 66.6% Elapsed: 9 days, 4:36:46 Gen_loss: 2.055 Dis_loss: 1.081 Cls_loss: 1.793 Topk: N/A ada_p: 0.2369
[INFO] 2021-10-27 18:50:42 > Step: 666500 Progress: 66.6% Elapsed: 9 days, 4:38:21 Gen_loss: 2.114 Dis_loss: 0.9704 Cls_loss: 1.629 Topk: N/A ada_p: 0.2339
[INFO] 2021-10-27 18:52:27 > Step: 666600 Progress: 66.7% Elapsed: 9 days, 4:40:06 Gen_loss: 2.365 Dis_loss: 1.158 Cls_loss: 1.822 Topk: N/A ada_p: 0.2365
[INFO] 2021-10-27 18:54:03 > Step: 666700 Progress: 66.7% Elapsed: 9 days, 4:41:41 Gen_loss: 2.575 Dis_loss: 0.8988 Cls_loss: 1.608 Topk: N/A ada_p: 0.2343
[INFO] 2021-10-27 18:55:37 > Step: 666800 Progress: 66.7% Elapsed: 9 days, 4:43:16 Gen_loss: 1.033 Dis_loss: 1.132 Cls_loss: 1.83 Topk: N/A ada_p: 0.2341
[INFO] 2021-10-27 18:57:13 > Step: 666900 Progress: 66.7% Elapsed: 9 days, 4:44:51 Gen_loss: 2.228 Dis_loss: 1.146 Cls_loss: 1.951 Topk: N/A ada_p: 0.2352
[INFO] 2021-10-27 18:58:58 > Step: 667000 Progress: 66.7% Elapsed: 9 days, 4:46:37 Gen_loss: 3.22 Dis_loss: 1.181 Cls_loss: 1.744 Topk: N/A ada_p: 0.2368
[INFO] 2021-10-27 19:00:34 > Step: 667100 Progress: 66.7% Elapsed: 9 days, 4:48:13 Gen_loss: 1.615 Dis_loss: 0.987 Cls_loss: 1.349 Topk: N/A ada_p: 0.2315
[INFO] 2021-10-27 19:02:09 > Step: 667200 Progress: 66.7% Elapsed: 9 days, 4:49:47 Gen_loss: 3.321 Dis_loss: 0.8426 Cls_loss: 1.899 Topk: N/A ada_p: 0.2325
[INFO] 2021-10-27 19:03:55 > Step: 667300 Progress: 66.7% Elapsed: 9 days, 4:51:33 Gen_loss: 2.428 Dis_loss: 0.9856 Cls_loss: 1.712 Topk: N/A ada_p: 0.2393
[INFO] 2021-10-27 19:05:29 > Step: 667400 Progress: 66.7% Elapsed: 9 days, 4:53:08 Gen_loss: 2.162 Dis_loss: 0.8357 Cls_loss: 1.588 Topk: N/A ada_p: 0.2421
[INFO] 2021-10-27 19:07:04 > Step: 667500 Progress: 66.8% Elapsed: 9 days, 4:54:43 Gen_loss: 2.783 Dis_loss: 0.9373 Cls_loss: 1.611 Topk: N/A ada_p: 0.241
[INFO] 2021-10-27 19:08:40 > Step: 667600 Progress: 66.8% Elapsed: 9 days, 4:56:18 Gen_loss: 1.686 Dis_loss: 1.491 Cls_loss: 2.248 Topk: N/A ada_p: 0.2379
[INFO] 2021-10-27 19:10:26 > Step: 667700 Progress: 66.8% Elapsed: 9 days, 4:58:05 Gen_loss: 2.883 Dis_loss: 0.7064 Cls_loss: 1.617 Topk: N/A ada_p: 0.2378
[INFO] 2021-10-27 19:12:02 > Step: 667800 Progress: 66.8% Elapsed: 9 days, 4:59:40 Gen_loss: 3.419 Dis_loss: 0.718 Cls_loss: 1.781 Topk: N/A ada_p: 0.2465
[INFO] 2021-10-27 19:13:38 > Step: 667900 Progress: 66.8% Elapsed: 9 days, 5:01:17 Gen_loss: 2.67 Dis_loss: 0.8841 Cls_loss: 1.846 Topk: N/A ada_p: 0.2446
[INFO] 2021-10-27 19:15:13 > Step: 668000 Progress: 66.8% Elapsed: 9 days, 5:02:52 Gen_loss: 1.655 Dis_loss: 0.9168 Cls_loss: 1.987 Topk: N/A ada_p: 0.2382
[INFO] 2021-10-27 19:16:59 > Step: 668100 Progress: 66.8% Elapsed: 9 days, 5:04:37 Gen_loss: 1.857 Dis_loss: 0.9942 Cls_loss: 1.977 Topk: N/A ada_p: 0.2388
[INFO] 2021-10-27 19:18:34 > Step: 668200 Progress: 66.8% Elapsed: 9 days, 5:06:13 Gen_loss: 1.217 Dis_loss: 0.8697 Cls_loss: 1.992 Topk: N/A ada_p: 0.2411
[INFO] 2021-10-27 19:20:10 > Step: 668300 Progress: 66.8% Elapsed: 9 days, 5:07:48 Gen_loss: 1.993 Dis_loss: 1.179 Cls_loss: 1.963 Topk: N/A ada_p: 0.2415
[INFO] 2021-10-27 19:21:58 > Step: 668400 Progress: 66.8% Elapsed: 9 days, 5:09:37 Gen_loss: 3.365 Dis_loss: 0.8548 Cls_loss: 1.716 Topk: N/A ada_p: 0.2387
[INFO] 2021-10-27 19:23:43 > Step: 668500 Progress: 66.8% Elapsed: 9 days, 5:11:22 Gen_loss: 1.172 Dis_loss: 1.271 Cls_loss: 1.655 Topk: N/A ada_p: 0.2375
[INFO] 2021-10-27 19:25:19 > Step: 668600 Progress: 66.9% Elapsed: 9 days, 5:12:57 Gen_loss: 1.487 Dis_loss: 0.9926 Cls_loss: 1.848 Topk: N/A ada_p: 0.2396
[INFO] 2021-10-27 19:26:55 > Step: 668700 Progress: 66.9% Elapsed: 9 days, 5:14:34 Gen_loss: 3.142 Dis_loss: 1.302 Cls_loss: 2.509 Topk: N/A ada_p: 0.2441
[INFO] 2021-10-27 19:28:30 > Step: 668800 Progress: 66.9% Elapsed: 9 days, 5:16:09 Gen_loss: 2.449 Dis_loss: 0.9449 Cls_loss: 1.831 Topk: N/A ada_p: 0.2407
[INFO] 2021-10-27 19:30:16 > Step: 668900 Progress: 66.9% Elapsed: 9 days, 5:17:55 Gen_loss: 2.999 Dis_loss: 2.015 Cls_loss: 1.604 Topk: N/A ada_p: 0.2424
[INFO] 2021-10-27 19:31:51 > Step: 669000 Progress: 66.9% Elapsed: 9 days, 5:19:30 Gen_loss: 3.905 Dis_loss: 0.7783 Cls_loss: 1.624 Topk: N/A ada_p: 0.2403
[INFO] 2021-10-27 19:33:26 > Step: 669100 Progress: 66.9% Elapsed: 9 days, 5:21:05 Gen_loss: 4.128 Dis_loss: 1.911 Cls_loss: 1.674 Topk: N/A ada_p: 0.2476
[INFO] 2021-10-27 19:35:00 > Step: 669200 Progress: 66.9% Elapsed: 9 days, 5:22:39 Gen_loss: 2.014 Dis_loss: 0.8981 Cls_loss: 1.71 Topk: N/A ada_p: 0.2533
[INFO] 2021-10-27 19:36:45 > Step: 669300 Progress: 66.9% Elapsed: 9 days, 5:24:24 Gen_loss: 1.508 Dis_loss: 0.9423 Cls_loss: 1.735 Topk: N/A ada_p: 0.2508
[INFO] 2021-10-27 19:38:20 > Step: 669400 Progress: 66.9% Elapsed: 9 days, 5:25:58 Gen_loss: 2.603 Dis_loss: 1.038 Cls_loss: 1.893 Topk: N/A ada_p: 0.2493
[INFO] 2021-10-27 19:39:54 > Step: 669500 Progress: 67.0% Elapsed: 9 days, 5:27:33 Gen_loss: 3.153 Dis_loss: 0.8958 Cls_loss: 1.934 Topk: N/A ada_p: 0.2499
[INFO] 2021-10-27 19:41:29 > Step: 669600 Progress: 67.0% Elapsed: 9 days, 5:29:07 Gen_loss: 1.937 Dis_loss: 1.048 Cls_loss: 2.236 Topk: N/A ada_p: 0.2435
[INFO] 2021-10-27 19:43:13 > Step: 669700 Progress: 67.0% Elapsed: 9 days, 5:30:52 Gen_loss: 2.525 Dis_loss: 1.063 Cls_loss: 2.003 Topk: N/A ada_p: 0.2416
[INFO] 2021-10-27 19:44:48 > Step: 669800 Progress: 67.0% Elapsed: 9 days, 5:32:26 Gen_loss: 1.716 Dis_loss: 1.044 Cls_loss: 2.012 Topk: N/A ada_p: 0.2429
[INFO] 2021-10-27 19:46:21 > Step: 669900 Progress: 67.0% Elapsed: 9 days, 5:34:00 Gen_loss: 2.907 Dis_loss: 0.8464 Cls_loss: 1.482 Topk: N/A ada_p: 0.2379
[INFO] 2021-10-27 19:47:55 > Step: 670000 Progress: 67.0% Elapsed: 9 days, 5:35:34 Gen_loss: 1.162 Dis_loss: 1.761 Cls_loss: 1.748 Topk: N/A ada_p: 0.243
[INFO] 2021-10-27 19:47:55 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-27 19:47:55 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_670000.png
[INFO] 2021-10-27 19:47:55 > Start Evaluation (670000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-27 19:47:55 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-27 19:53:26 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-27 19:59:05 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-27 20:23:45 > Inception score (Step: 670000, 50000 generated images): 10.638015747070312
[INFO] 2021-10-27 20:23:45 > FID score (Step: 670000, Using train moments): 2.4648883466090297
[INFO] 2021-10-27 20:23:45 > Improved Precision (Step: 670000, Using train images): 0.76322
[INFO] 2021-10-27 20:23:45 > Improved Recall (Step: 670000, Using train images): 0.63918
[INFO] 2021-10-27 20:23:45 > Density (Step: 670000, Using train images): 1.068
[INFO] 2021-10-27 20:23:45 > Coverage (Step: 670000, Using train images): 0.92796
[INFO] 2021-10-27 20:23:45 > Best FID score (Step: 670000, Using train moments): 2.4648883466090297
[INFO] 2021-10-27 20:24:07 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-27 20:28:39 > Step: 670100 Progress: 67.0% Elapsed: 9 days, 6:16:18 Gen_loss: 0.9777 Dis_loss: 1.131 Cls_loss: 2.004 Topk: N/A ada_p: 0.2398
[INFO] 2021-10-27 20:30:13 > Step: 670200 Progress: 67.0% Elapsed: 9 days, 6:17:52 Gen_loss: 1.574 Dis_loss: 1.064 Cls_loss: 1.637 Topk: N/A ada_p: 0.2403
[INFO] 2021-10-27 20:31:48 > Step: 670300 Progress: 67.0% Elapsed: 9 days, 6:19:26 Gen_loss: 1.413 Dis_loss: 1.02 Cls_loss: 1.62 Topk: N/A ada_p: 0.2353
[INFO] 2021-10-27 20:33:22 > Step: 670400 Progress: 67.0% Elapsed: 9 days, 6:21:01 Gen_loss: 1.761 Dis_loss: 1.149 Cls_loss: 2.113 Topk: N/A ada_p: 0.2364
[INFO] 2021-10-27 20:35:07 > Step: 670500 Progress: 67.0% Elapsed: 9 days, 6:22:46 Gen_loss: 2.142 Dis_loss: 0.9514 Cls_loss: 1.897 Topk: N/A ada_p: 0.2375
[INFO] 2021-10-27 20:36:42 > Step: 670600 Progress: 67.1% Elapsed: 9 days, 6:24:20 Gen_loss: 0.7425 Dis_loss: 1.302 Cls_loss: 1.742 Topk: N/A ada_p: 0.236
[INFO] 2021-10-27 20:38:17 > Step: 670700 Progress: 67.1% Elapsed: 9 days, 6:25:56 Gen_loss: 2.287 Dis_loss: 0.67 Cls_loss: 1.532 Topk: N/A ada_p: 0.2384
[INFO] 2021-10-27 20:39:52 > Step: 670800 Progress: 67.1% Elapsed: 9 days, 6:27:30 Gen_loss: 3.128 Dis_loss: 0.9113 Cls_loss: 1.591 Topk: N/A ada_p: 0.2361
[INFO] 2021-10-27 20:41:36 > Step: 670900 Progress: 67.1% Elapsed: 9 days, 6:29:15 Gen_loss: 1.862 Dis_loss: 0.8461 Cls_loss: 2.144 Topk: N/A ada_p: 0.2439
[INFO] 2021-10-27 20:43:11 > Step: 671000 Progress: 67.1% Elapsed: 9 days, 6:30:50 Gen_loss: 2.486 Dis_loss: 0.8596 Cls_loss: 1.899 Topk: N/A ada_p: 0.2378
[INFO] 2021-10-27 20:44:46 > Step: 671100 Progress: 67.1% Elapsed: 9 days, 6:32:25 Gen_loss: 4.35 Dis_loss: 1.04 Cls_loss: 1.871 Topk: N/A ada_p: 0.2323
[INFO] 2021-10-27 20:46:31 > Step: 671200 Progress: 67.1% Elapsed: 9 days, 6:34:10 Gen_loss: 1.749 Dis_loss: 1.786 Cls_loss: 2.008 Topk: N/A ada_p: 0.2274
[INFO] 2021-10-27 20:48:06 > Step: 671300 Progress: 67.1% Elapsed: 9 days, 6:35:45 Gen_loss: 2.373 Dis_loss: 1.293 Cls_loss: 1.999 Topk: N/A ada_p: 0.2273
[INFO] 2021-10-27 20:49:41 > Step: 671400 Progress: 67.1% Elapsed: 9 days, 6:37:20 Gen_loss: 2.237 Dis_loss: 1.094 Cls_loss: 2.232 Topk: N/A ada_p: 0.235
[INFO] 2021-10-27 20:51:17 > Step: 671500 Progress: 67.2% Elapsed: 9 days, 6:38:55 Gen_loss: 2.607 Dis_loss: 0.9651 Cls_loss: 1.566 Topk: N/A ada_p: 0.2233
[INFO] 2021-10-27 20:53:02 > Step: 671600 Progress: 67.2% Elapsed: 9 days, 6:40:40 Gen_loss: 3.031 Dis_loss: 0.6898 Cls_loss: 1.498 Topk: N/A ada_p: 0.2215
[INFO] 2021-10-27 20:54:36 > Step: 671700 Progress: 67.2% Elapsed: 9 days, 6:42:15 Gen_loss: 3.524 Dis_loss: 1.227 Cls_loss: 1.876 Topk: N/A ada_p: 0.2281
[INFO] 2021-10-27 20:56:11 > Step: 671800 Progress: 67.2% Elapsed: 9 days, 6:43:50 Gen_loss: 2.781 Dis_loss: 0.8055 Cls_loss: 1.639 Topk: N/A ada_p: 0.2314
[INFO] 2021-10-27 20:57:47 > Step: 671900 Progress: 67.2% Elapsed: 9 days, 6:45:26 Gen_loss: 1.891 Dis_loss: 0.7114 Cls_loss: 1.794 Topk: N/A ada_p: 0.2277
[INFO] 2021-10-27 20:59:32 > Step: 672000 Progress: 67.2% Elapsed: 9 days, 6:47:11 Gen_loss: 2.253 Dis_loss: 0.8782 Cls_loss: 2.062 Topk: N/A ada_p: 0.2318
[INFO] 2021-10-27 21:01:07 > Step: 672100 Progress: 67.2% Elapsed: 9 days, 6:48:46 Gen_loss: 2.761 Dis_loss: 0.824 Cls_loss: 1.947 Topk: N/A ada_p: 0.235
[INFO] 2021-10-27 21:02:42 > Step: 672200 Progress: 67.2% Elapsed: 9 days, 6:50:21 Gen_loss: 2.73 Dis_loss: 1.246 Cls_loss: 2.101 Topk: N/A ada_p: 0.237
[INFO] 2021-10-27 21:04:17 > Step: 672300 Progress: 67.2% Elapsed: 9 days, 6:51:56 Gen_loss: 3.164 Dis_loss: 0.8043 Cls_loss: 1.798 Topk: N/A ada_p: 0.2313
[INFO] 2021-10-27 21:06:02 > Step: 672400 Progress: 67.2% Elapsed: 9 days, 6:53:41 Gen_loss: 2.041 Dis_loss: 0.6661 Cls_loss: 1.465 Topk: N/A ada_p: 0.23
[INFO] 2021-10-27 21:07:37 > Step: 672500 Progress: 67.2% Elapsed: 9 days, 6:55:16 Gen_loss: 1.187 Dis_loss: 0.8833 Cls_loss: 1.89 Topk: N/A ada_p: 0.2345
[INFO] 2021-10-27 21:09:12 > Step: 672600 Progress: 67.3% Elapsed: 9 days, 6:56:51 Gen_loss: 3.28 Dis_loss: 0.6997 Cls_loss: 2.2 Topk: N/A ada_p: 0.2401
[INFO] 2021-10-27 21:10:47 > Step: 672700 Progress: 67.3% Elapsed: 9 days, 6:58:26 Gen_loss: 2.44 Dis_loss: 0.7138 Cls_loss: 1.982 Topk: N/A ada_p: 0.2443
[INFO] 2021-10-27 21:12:32 > Step: 672800 Progress: 67.3% Elapsed: 9 days, 7:00:11 Gen_loss: 1.229 Dis_loss: 0.9994 Cls_loss: 2.006 Topk: N/A ada_p: 0.2392
[INFO] 2021-10-27 21:14:09 > Step: 672900 Progress: 67.3% Elapsed: 9 days, 7:01:47 Gen_loss: 2.26 Dis_loss: 1.046 Cls_loss: 1.818 Topk: N/A ada_p: 0.2373
[INFO] 2021-10-27 21:15:44 > Step: 673000 Progress: 67.3% Elapsed: 9 days, 7:03:23 Gen_loss: 2.956 Dis_loss: 1.082 Cls_loss: 1.954 Topk: N/A ada_p: 0.2365
[INFO] 2021-10-27 21:17:20 > Step: 673100 Progress: 67.3% Elapsed: 9 days, 7:04:59 Gen_loss: 2.89 Dis_loss: 1.299 Cls_loss: 2.102 Topk: N/A ada_p: 0.2338
[INFO] 2021-10-27 21:19:06 > Step: 673200 Progress: 67.3% Elapsed: 9 days, 7:06:44 Gen_loss: 2.263 Dis_loss: 0.9577 Cls_loss: 1.957 Topk: N/A ada_p: 0.2302
[INFO] 2021-10-27 21:20:41 > Step: 673300 Progress: 67.3% Elapsed: 9 days, 7:08:20 Gen_loss: 2.283 Dis_loss: 1.023 Cls_loss: 2.029 Topk: N/A ada_p: 0.2316
[INFO] 2021-10-27 21:22:16 > Step: 673400 Progress: 67.3% Elapsed: 9 days, 7:09:55 Gen_loss: 1.126 Dis_loss: 1.602 Cls_loss: 1.571 Topk: N/A ada_p: 0.2286
[INFO] 2021-10-27 21:23:52 > Step: 673500 Progress: 67.3% Elapsed: 9 days, 7:11:31 Gen_loss: 2.664 Dis_loss: 1.019 Cls_loss: 2.203 Topk: N/A ada_p: 0.2272
[INFO] 2021-10-27 21:25:36 > Step: 673600 Progress: 67.4% Elapsed: 9 days, 7:13:15 Gen_loss: 2.939 Dis_loss: 1.034 Cls_loss: 1.778 Topk: N/A ada_p: 0.2307
[INFO] 2021-10-27 21:27:11 > Step: 673700 Progress: 67.4% Elapsed: 9 days, 7:14:50 Gen_loss: 3.466 Dis_loss: 1.114 Cls_loss: 1.815 Topk: N/A ada_p: 0.2339
[INFO] 2021-10-27 21:28:46 > Step: 673800 Progress: 67.4% Elapsed: 9 days, 7:16:25 Gen_loss: 3.498 Dis_loss: 1.028 Cls_loss: 2.003 Topk: N/A ada_p: 0.2337
[INFO] 2021-10-27 21:30:21 > Step: 673900 Progress: 67.4% Elapsed: 9 days, 7:18:00 Gen_loss: 2.842 Dis_loss: 0.7108 Cls_loss: 1.607 Topk: N/A ada_p: 0.2348
[INFO] 2021-10-27 21:32:06 > Step: 674000 Progress: 67.4% Elapsed: 9 days, 7:19:45 Gen_loss: 1.539 Dis_loss: 1.264 Cls_loss: 1.468 Topk: N/A ada_p: 0.2374
[INFO] 2021-10-27 21:33:41 > Step: 674100 Progress: 67.4% Elapsed: 9 days, 7:21:20 Gen_loss: 3.567 Dis_loss: 1.085 Cls_loss: 1.773 Topk: N/A ada_p: 0.2383
[INFO] 2021-10-27 21:35:16 > Step: 674200 Progress: 67.4% Elapsed: 9 days, 7:22:54 Gen_loss: 3.996 Dis_loss: 1.744 Cls_loss: 2.244 Topk: N/A ada_p: 0.2368
[INFO] 2021-10-27 21:36:51 > Step: 674300 Progress: 67.4% Elapsed: 9 days, 7:24:30 Gen_loss: 1.421 Dis_loss: 0.7579 Cls_loss: 1.648 Topk: N/A ada_p: 0.2389
[INFO] 2021-10-27 21:38:37 > Step: 674400 Progress: 67.4% Elapsed: 9 days, 7:26:16 Gen_loss: 1.442 Dis_loss: 1.398 Cls_loss: 1.793 Topk: N/A ada_p: 0.2341
[INFO] 2021-10-27 21:40:12 > Step: 674500 Progress: 67.5% Elapsed: 9 days, 7:27:51 Gen_loss: 3.591 Dis_loss: 1.468 Cls_loss: 2.172 Topk: N/A ada_p: 0.2447
[INFO] 2021-10-27 21:41:48 > Step: 674600 Progress: 67.5% Elapsed: 9 days, 7:29:27 Gen_loss: 1.158 Dis_loss: 0.7491 Cls_loss: 2.25 Topk: N/A ada_p: 0.2447
[INFO] 2021-10-27 21:43:23 > Step: 674700 Progress: 67.5% Elapsed: 9 days, 7:31:02 Gen_loss: 1.307 Dis_loss: 1.287 Cls_loss: 1.726 Topk: N/A ada_p: 0.2369
[INFO] 2021-10-27 21:45:08 > Step: 674800 Progress: 67.5% Elapsed: 9 days, 7:32:47 Gen_loss: 3.68 Dis_loss: 0.8822 Cls_loss: 1.657 Topk: N/A ada_p: 0.2356
[INFO] 2021-10-27 21:46:44 > Step: 674900 Progress: 67.5% Elapsed: 9 days, 7:34:23 Gen_loss: 2.409 Dis_loss: 1.105 Cls_loss: 2.051 Topk: N/A ada_p: 0.2393
[INFO] 2021-10-27 21:48:19 > Step: 675000 Progress: 67.5% Elapsed: 9 days, 7:35:58 Gen_loss: 1.219 Dis_loss: 0.9148 Cls_loss: 1.806 Topk: N/A ada_p: 0.2398
[INFO] 2021-10-27 21:50:04 > Step: 675100 Progress: 67.5% Elapsed: 9 days, 7:37:43 Gen_loss: 1.609 Dis_loss: 1.241 Cls_loss: 1.975 Topk: N/A ada_p: 0.2374
[INFO] 2021-10-27 21:51:40 > Step: 675200 Progress: 67.5% Elapsed: 9 days, 7:39:18 Gen_loss: 3.323 Dis_loss: 0.9952 Cls_loss: 2.002 Topk: N/A ada_p: 0.2377
[INFO] 2021-10-27 21:53:15 > Step: 675300 Progress: 67.5% Elapsed: 9 days, 7:40:54 Gen_loss: 1.352 Dis_loss: 1.017 Cls_loss: 1.697 Topk: N/A ada_p: 0.2401
[INFO] 2021-10-27 21:54:50 > Step: 675400 Progress: 67.5% Elapsed: 9 days, 7:42:29 Gen_loss: 4.255 Dis_loss: 1.41 Cls_loss: 1.824 Topk: N/A ada_p: 0.2398
[INFO] 2021-10-27 21:56:35 > Step: 675500 Progress: 67.5% Elapsed: 9 days, 7:44:14 Gen_loss: 2.269 Dis_loss: 0.9209 Cls_loss: 2.07 Topk: N/A ada_p: 0.2392
[INFO] 2021-10-27 21:58:10 > Step: 675600 Progress: 67.6% Elapsed: 9 days, 7:45:49 Gen_loss: 1.332 Dis_loss: 1.464 Cls_loss: 1.86 Topk: N/A ada_p: 0.2341
[INFO] 2021-10-27 21:59:45 > Step: 675700 Progress: 67.6% Elapsed: 9 days, 7:47:24 Gen_loss: 1.955 Dis_loss: 1.319 Cls_loss: 1.893 Topk: N/A ada_p: 0.2304
[INFO] 2021-10-27 22:01:20 > Step: 675800 Progress: 67.6% Elapsed: 9 days, 7:48:59 Gen_loss: 3.359 Dis_loss: 0.8649 Cls_loss: 2.089 Topk: N/A ada_p: 0.2342
[INFO] 2021-10-27 22:03:05 > Step: 675900 Progress: 67.6% Elapsed: 9 days, 7:50:44 Gen_loss: 3.844 Dis_loss: 1.133 Cls_loss: 1.883 Topk: N/A ada_p: 0.2382
[INFO] 2021-10-27 22:04:40 > Step: 676000 Progress: 67.6% Elapsed: 9 days, 7:52:19 Gen_loss: 2.71 Dis_loss: 0.9007 Cls_loss: 1.863 Topk: N/A ada_p: 0.2361
[INFO] 2021-10-27 22:06:15 > Step: 676100 Progress: 67.6% Elapsed: 9 days, 7:53:54 Gen_loss: 3.81 Dis_loss: 1.237 Cls_loss: 1.952 Topk: N/A ada_p: 0.2337
[INFO] 2021-10-27 22:07:49 > Step: 676200 Progress: 67.6% Elapsed: 9 days, 7:55:28 Gen_loss: 3.454 Dis_loss: 1.424 Cls_loss: 2.19 Topk: N/A ada_p: 0.2478
[INFO] 2021-10-27 22:09:34 > Step: 676300 Progress: 67.6% Elapsed: 9 days, 7:57:13 Gen_loss: 1.433 Dis_loss: 1.048 Cls_loss: 1.729 Topk: N/A ada_p: 0.2402
[INFO] 2021-10-27 22:11:09 > Step: 676400 Progress: 67.6% Elapsed: 9 days, 7:58:47 Gen_loss: 2.813 Dis_loss: 2.086 Cls_loss: 1.773 Topk: N/A ada_p: 0.2456
[INFO] 2021-10-27 22:12:44 > Step: 676500 Progress: 67.7% Elapsed: 9 days, 8:00:23 Gen_loss: 0.9539 Dis_loss: 1.276 Cls_loss: 1.91 Topk: N/A ada_p: 0.2462
[INFO] 2021-10-27 22:14:19 > Step: 676600 Progress: 67.7% Elapsed: 9 days, 8:01:58 Gen_loss: 3.14 Dis_loss: 1.045 Cls_loss: 1.885 Topk: N/A ada_p: 0.238
[INFO] 2021-10-27 22:16:04 > Step: 676700 Progress: 67.7% Elapsed: 9 days, 8:03:42 Gen_loss: 2.445 Dis_loss: 1.011 Cls_loss: 1.79 Topk: N/A ada_p: 0.2348
[INFO] 2021-10-27 22:17:39 > Step: 676800 Progress: 67.7% Elapsed: 9 days, 8:05:18 Gen_loss: 1.549 Dis_loss: 1.163 Cls_loss: 2.052 Topk: N/A ada_p: 0.2384
[INFO] 2021-10-27 22:19:14 > Step: 676900 Progress: 67.7% Elapsed: 9 days, 8:06:53 Gen_loss: 1.556 Dis_loss: 0.6209 Cls_loss: 1.505 Topk: N/A ada_p: 0.2324
[INFO] 2021-10-27 22:20:49 > Step: 677000 Progress: 67.7% Elapsed: 9 days, 8:08:28 Gen_loss: 4.146 Dis_loss: 0.8675 Cls_loss: 2.293 Topk: N/A ada_p: 0.2357
[INFO] 2021-10-27 22:22:34 > Step: 677100 Progress: 67.7% Elapsed: 9 days, 8:10:13 Gen_loss: 3.295 Dis_loss: 0.6668 Cls_loss: 1.721 Topk: N/A ada_p: 0.2328
[INFO] 2021-10-27 22:24:09 > Step: 677200 Progress: 67.7% Elapsed: 9 days, 8:11:48 Gen_loss: 3.163 Dis_loss: 1.01 Cls_loss: 2.007 Topk: N/A ada_p: 0.2353
[INFO] 2021-10-27 22:25:45 > Step: 677300 Progress: 67.7% Elapsed: 9 days, 8:13:23 Gen_loss: 2.154 Dis_loss: 0.8071 Cls_loss: 1.944 Topk: N/A ada_p: 0.2352
[INFO] 2021-10-27 22:27:20 > Step: 677400 Progress: 67.7% Elapsed: 9 days, 8:14:59 Gen_loss: 3.842 Dis_loss: 0.8988 Cls_loss: 1.714 Topk: N/A ada_p: 0.2355
[INFO] 2021-10-27 22:29:05 > Step: 677500 Progress: 67.8% Elapsed: 9 days, 8:16:44 Gen_loss: 2.858 Dis_loss: 1.02 Cls_loss: 1.684 Topk: N/A ada_p: 0.2338
[INFO] 2021-10-27 22:30:41 > Step: 677600 Progress: 67.8% Elapsed: 9 days, 8:18:20 Gen_loss: 2.981 Dis_loss: 0.8551 Cls_loss: 1.862 Topk: N/A ada_p: 0.2361
[INFO] 2021-10-27 22:32:17 > Step: 677700 Progress: 67.8% Elapsed: 9 days, 8:19:56 Gen_loss: 2.487 Dis_loss: 1.406 Cls_loss: 1.682 Topk: N/A ada_p: 0.2329
[INFO] 2021-10-27 22:33:53 > Step: 677800 Progress: 67.8% Elapsed: 9 days, 8:21:32 Gen_loss: 2.901 Dis_loss: 0.6519 Cls_loss: 1.667 Topk: N/A ada_p: 0.2334
[INFO] 2021-10-27 22:35:38 > Step: 677900 Progress: 67.8% Elapsed: 9 days, 8:23:17 Gen_loss: 2.614 Dis_loss: 0.8482 Cls_loss: 1.59 Topk: N/A ada_p: 0.2379
[INFO] 2021-10-27 22:37:12 > Step: 678000 Progress: 67.8% Elapsed: 9 days, 8:24:51 Gen_loss: 3.328 Dis_loss: 1.305 Cls_loss: 2.15 Topk: N/A ada_p: 0.2377
[INFO] 2021-10-27 22:38:47 > Step: 678100 Progress: 67.8% Elapsed: 9 days, 8:26:26 Gen_loss: 2.179 Dis_loss: 1.037 Cls_loss: 1.654 Topk: N/A ada_p: 0.2383
[INFO] 2021-10-27 22:40:22 > Step: 678200 Progress: 67.8% Elapsed: 9 days, 8:28:01 Gen_loss: 2.445 Dis_loss: 1.061 Cls_loss: 1.702 Topk: N/A ada_p: 0.2362
[INFO] 2021-10-27 22:42:07 > Step: 678300 Progress: 67.8% Elapsed: 9 days, 8:29:46 Gen_loss: 1.632 Dis_loss: 1.167 Cls_loss: 1.701 Topk: N/A ada_p: 0.2397
[INFO] 2021-10-27 22:43:42 > Step: 678400 Progress: 67.8% Elapsed: 9 days, 8:31:20 Gen_loss: 2.569 Dis_loss: 0.9606 Cls_loss: 1.579 Topk: N/A ada_p: 0.2359
[INFO] 2021-10-27 22:45:16 > Step: 678500 Progress: 67.8% Elapsed: 9 days, 8:32:55 Gen_loss: 1.768 Dis_loss: 1.027 Cls_loss: 1.81 Topk: N/A ada_p: 0.2368
[INFO] 2021-10-27 22:46:51 > Step: 678600 Progress: 67.9% Elapsed: 9 days, 8:34:30 Gen_loss: 3.831 Dis_loss: 1.178 Cls_loss: 1.931 Topk: N/A ada_p: 0.2355
[INFO] 2021-10-27 22:48:35 > Step: 678700 Progress: 67.9% Elapsed: 9 days, 8:36:14 Gen_loss: 2.082 Dis_loss: 0.9659 Cls_loss: 1.844 Topk: N/A ada_p: 0.2364
[INFO] 2021-10-27 22:50:10 > Step: 678800 Progress: 67.9% Elapsed: 9 days, 8:37:49 Gen_loss: 3.082 Dis_loss: 0.7697 Cls_loss: 1.649 Topk: N/A ada_p: 0.2351
[INFO] 2021-10-27 22:51:44 > Step: 678900 Progress: 67.9% Elapsed: 9 days, 8:39:23 Gen_loss: 2.232 Dis_loss: 1.045 Cls_loss: 1.931 Topk: N/A ada_p: 0.2345
[INFO] 2021-10-27 22:53:28 > Step: 679000 Progress: 67.9% Elapsed: 9 days, 8:41:07 Gen_loss: 3.873 Dis_loss: 1.593 Cls_loss: 1.635 Topk: N/A ada_p: 0.2362
[INFO] 2021-10-27 22:55:02 > Step: 679100 Progress: 67.9% Elapsed: 9 days, 8:42:41 Gen_loss: 1.775 Dis_loss: 0.7759 Cls_loss: 1.515 Topk: N/A ada_p: 0.2377
[INFO] 2021-10-27 22:56:36 > Step: 679200 Progress: 67.9% Elapsed: 9 days, 8:44:15 Gen_loss: 2.848 Dis_loss: 0.8312 Cls_loss: 1.761 Topk: N/A ada_p: 0.2377
[INFO] 2021-10-27 22:58:11 > Step: 679300 Progress: 67.9% Elapsed: 9 days, 8:45:49 Gen_loss: 1.734 Dis_loss: 1.062 Cls_loss: 2.036 Topk: N/A ada_p: 0.2357
[INFO] 2021-10-27 22:59:55 > Step: 679400 Progress: 67.9% Elapsed: 9 days, 8:47:33 Gen_loss: 1.753 Dis_loss: 0.6854 Cls_loss: 1.716 Topk: N/A ada_p: 0.238
[INFO] 2021-10-27 23:01:29 > Step: 679500 Progress: 68.0% Elapsed: 9 days, 8:49:07 Gen_loss: 3.181 Dis_loss: 0.9475 Cls_loss: 1.717 Topk: N/A ada_p: 0.2359
[INFO] 2021-10-27 23:03:03 > Step: 679600 Progress: 68.0% Elapsed: 9 days, 8:50:41 Gen_loss: 1.887 Dis_loss: 1.013 Cls_loss: 2.141 Topk: N/A ada_p: 0.2415
[INFO] 2021-10-27 23:04:36 > Step: 679700 Progress: 68.0% Elapsed: 9 days, 8:52:15 Gen_loss: 1.902 Dis_loss: 0.9408 Cls_loss: 1.666 Topk: N/A ada_p: 0.2357
[INFO] 2021-10-27 23:06:19 > Step: 679800 Progress: 68.0% Elapsed: 9 days, 8:53:58 Gen_loss: 3.108 Dis_loss: 1.111 Cls_loss: 2.485 Topk: N/A ada_p: 0.2424
[INFO] 2021-10-27 23:07:55 > Step: 679900 Progress: 68.0% Elapsed: 9 days, 8:55:34 Gen_loss: 1.634 Dis_loss: 0.8987 Cls_loss: 1.772 Topk: N/A ada_p: 0.2423
[INFO] 2021-10-27 23:09:30 > Step: 680000 Progress: 68.0% Elapsed: 9 days, 8:57:08 Gen_loss: 1.451 Dis_loss: 0.6454 Cls_loss: 1.476 Topk: N/A ada_p: 0.2423
[INFO] 2021-10-27 23:09:31 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-27 23:09:31 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_680000.png
[INFO] 2021-10-27 23:09:31 > Start Evaluation (680000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-27 23:09:31 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-27 23:15:02 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-27 23:20:42 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-27 23:42:48 > Inception score (Step: 680000, 50000 generated images): 10.630242347717285
[INFO] 2021-10-27 23:42:48 > FID score (Step: 680000, Using train moments): 2.4901245762607687
[INFO] 2021-10-27 23:42:48 > Improved Precision (Step: 680000, Using train images): 0.76292
[INFO] 2021-10-27 23:42:48 > Improved Recall (Step: 680000, Using train images): 0.64038
[INFO] 2021-10-27 23:42:48 > Density (Step: 680000, Using train images): 1.088208
[INFO] 2021-10-27 23:42:48 > Coverage (Step: 680000, Using train images): 0.93202
[INFO] 2021-10-27 23:42:48 > Best FID score (Step: 670000, Using train moments): 2.4648883466090297
[INFO] 2021-10-27 23:42:58 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-27 23:44:32 > Step: 680100 Progress: 68.0% Elapsed: 9 days, 9:32:10 Gen_loss: 2.983 Dis_loss: 1.363 Cls_loss: 2.202 Topk: N/A ada_p: 0.2449
[INFO] 2021-10-27 23:46:23 > Step: 680200 Progress: 68.0% Elapsed: 9 days, 9:34:02 Gen_loss: 2.538 Dis_loss: 1.089 Cls_loss: 1.962 Topk: N/A ada_p: 0.2396
[INFO] 2021-10-27 23:47:58 > Step: 680300 Progress: 68.0% Elapsed: 9 days, 9:35:37 Gen_loss: 1.732 Dis_loss: 0.9057 Cls_loss: 1.845 Topk: N/A ada_p: 0.2341
[INFO] 2021-10-27 23:49:33 > Step: 680400 Progress: 68.0% Elapsed: 9 days, 9:37:11 Gen_loss: 1.99 Dis_loss: 0.908 Cls_loss: 2.189 Topk: N/A ada_p: 0.2423
[INFO] 2021-10-27 23:51:08 > Step: 680500 Progress: 68.0% Elapsed: 9 days, 9:38:47 Gen_loss: 2.059 Dis_loss: 1.079 Cls_loss: 1.961 Topk: N/A ada_p: 0.2419
[INFO] 2021-10-27 23:52:53 > Step: 680600 Progress: 68.1% Elapsed: 9 days, 9:40:32 Gen_loss: 2.33 Dis_loss: 1.272 Cls_loss: 1.915 Topk: N/A ada_p: 0.2383
[INFO] 2021-10-27 23:54:28 > Step: 680700 Progress: 68.1% Elapsed: 9 days, 9:42:07 Gen_loss: 2.11 Dis_loss: 1.111 Cls_loss: 1.91 Topk: N/A ada_p: 0.2433
[INFO] 2021-10-27 23:56:03 > Step: 680800 Progress: 68.1% Elapsed: 9 days, 9:43:42 Gen_loss: 1.798 Dis_loss: 0.7444 Cls_loss: 1.717 Topk: N/A ada_p: 0.242
[INFO] 2021-10-27 23:57:38 > Step: 680900 Progress: 68.1% Elapsed: 9 days, 9:45:16 Gen_loss: 2.245 Dis_loss: 0.6136 Cls_loss: 1.533 Topk: N/A ada_p: 0.2406
[INFO] 2021-10-27 23:59:23 > Step: 681000 Progress: 68.1% Elapsed: 9 days, 9:47:02 Gen_loss: 2.431 Dis_loss: 1.011 Cls_loss: 1.945 Topk: N/A ada_p: 0.2429
[INFO] 2021-10-28 00:00:58 > Step: 681100 Progress: 68.1% Elapsed: 9 days, 9:48:37 Gen_loss: 1.669 Dis_loss: 1.914 Cls_loss: 2.14 Topk: N/A ada_p: 0.2405
[INFO] 2021-10-28 00:02:33 > Step: 681200 Progress: 68.1% Elapsed: 9 days, 9:50:11 Gen_loss: 1.574 Dis_loss: 0.6292 Cls_loss: 1.791 Topk: N/A ada_p: 0.243
[INFO] 2021-10-28 00:04:07 > Step: 681300 Progress: 68.1% Elapsed: 9 days, 9:51:46 Gen_loss: 2.856 Dis_loss: 1.181 Cls_loss: 1.967 Topk: N/A ada_p: 0.2406
[INFO] 2021-10-28 00:05:53 > Step: 681400 Progress: 68.1% Elapsed: 9 days, 9:53:32 Gen_loss: 2.292 Dis_loss: 0.8924 Cls_loss: 1.644 Topk: N/A ada_p: 0.2411
[INFO] 2021-10-28 00:07:28 > Step: 681500 Progress: 68.2% Elapsed: 9 days, 9:55:06 Gen_loss: 2.955 Dis_loss: 0.9889 Cls_loss: 1.791 Topk: N/A ada_p: 0.2464
[INFO] 2021-10-28 00:09:03 > Step: 681600 Progress: 68.2% Elapsed: 9 days, 9:56:42 Gen_loss: 4.764 Dis_loss: 1.571 Cls_loss: 1.681 Topk: N/A ada_p: 0.2453
[INFO] 2021-10-28 00:10:38 > Step: 681700 Progress: 68.2% Elapsed: 9 days, 9:58:17 Gen_loss: 2.6 Dis_loss: 0.7066 Cls_loss: 1.545 Topk: N/A ada_p: 0.2416
[INFO] 2021-10-28 00:12:23 > Step: 681800 Progress: 68.2% Elapsed: 9 days, 10:00:01 Gen_loss: 1.611 Dis_loss: 1.703 Cls_loss: 2.008 Topk: N/A ada_p: 0.2444
[INFO] 2021-10-28 00:13:58 > Step: 681900 Progress: 68.2% Elapsed: 9 days, 10:01:36 Gen_loss: 3.559 Dis_loss: 0.937 Cls_loss: 1.56 Topk: N/A ada_p: 0.2397
[INFO] 2021-10-28 00:15:33 > Step: 682000 Progress: 68.2% Elapsed: 9 days, 10:03:11 Gen_loss: 4.203 Dis_loss: 1.729 Cls_loss: 1.882 Topk: N/A ada_p: 0.2443
[INFO] 2021-10-28 00:17:07 > Step: 682100 Progress: 68.2% Elapsed: 9 days, 10:04:46 Gen_loss: 3.056 Dis_loss: 1.327 Cls_loss: 1.977 Topk: N/A ada_p: 0.2465
[INFO] 2021-10-28 00:18:53 > Step: 682200 Progress: 68.2% Elapsed: 9 days, 10:06:32 Gen_loss: 2.216 Dis_loss: 1.094 Cls_loss: 1.868 Topk: N/A ada_p: 0.2424
[INFO] 2021-10-28 00:20:28 > Step: 682300 Progress: 68.2% Elapsed: 9 days, 10:08:07 Gen_loss: 2.49 Dis_loss: 1.703 Cls_loss: 1.952 Topk: N/A ada_p: 0.2415
[INFO] 2021-10-28 00:22:03 > Step: 682400 Progress: 68.2% Elapsed: 9 days, 10:09:42 Gen_loss: 3.286 Dis_loss: 1.094 Cls_loss: 2.056 Topk: N/A ada_p: 0.2481
[INFO] 2021-10-28 00:23:38 > Step: 682500 Progress: 68.2% Elapsed: 9 days, 10:11:17 Gen_loss: 1.94 Dis_loss: 1.07 Cls_loss: 2.223 Topk: N/A ada_p: 0.2421
[INFO] 2021-10-28 00:25:23 > Step: 682600 Progress: 68.3% Elapsed: 9 days, 10:13:02 Gen_loss: 2.109 Dis_loss: 1.208 Cls_loss: 1.963 Topk: N/A ada_p: 0.2424
[INFO] 2021-10-28 00:26:59 > Step: 682700 Progress: 68.3% Elapsed: 9 days, 10:14:37 Gen_loss: 1.332 Dis_loss: 1.016 Cls_loss: 1.687 Topk: N/A ada_p: 0.2402
[INFO] 2021-10-28 00:28:34 > Step: 682800 Progress: 68.3% Elapsed: 9 days, 10:16:12 Gen_loss: 2.507 Dis_loss: 1.108 Cls_loss: 1.886 Topk: N/A ada_p: 0.2448
[INFO] 2021-10-28 00:30:19 > Step: 682900 Progress: 68.3% Elapsed: 9 days, 10:17:57 Gen_loss: 1.66 Dis_loss: 0.8906 Cls_loss: 1.778 Topk: N/A ada_p: 0.2414
[INFO] 2021-10-28 00:31:53 > Step: 683000 Progress: 68.3% Elapsed: 9 days, 10:19:32 Gen_loss: 1.991 Dis_loss: 0.7876 Cls_loss: 1.701 Topk: N/A ada_p: 0.2498
[INFO] 2021-10-28 00:33:29 > Step: 683100 Progress: 68.3% Elapsed: 9 days, 10:21:07 Gen_loss: 1.18 Dis_loss: 1.52 Cls_loss: 1.834 Topk: N/A ada_p: 0.2481
[INFO] 2021-10-28 00:35:03 > Step: 683200 Progress: 68.3% Elapsed: 9 days, 10:22:42 Gen_loss: 2.222 Dis_loss: 0.9797 Cls_loss: 1.902 Topk: N/A ada_p: 0.2471
[INFO] 2021-10-28 00:36:48 > Step: 683300 Progress: 68.3% Elapsed: 9 days, 10:24:27 Gen_loss: 1.943 Dis_loss: 1.078 Cls_loss: 1.948 Topk: N/A ada_p: 0.246
[INFO] 2021-10-28 00:38:24 > Step: 683400 Progress: 68.3% Elapsed: 9 days, 10:26:02 Gen_loss: 3.411 Dis_loss: 1.18 Cls_loss: 1.678 Topk: N/A ada_p: 0.2488
[INFO] 2021-10-28 00:39:59 > Step: 683500 Progress: 68.3% Elapsed: 9 days, 10:27:38 Gen_loss: 1.952 Dis_loss: 0.9081 Cls_loss: 1.859 Topk: N/A ada_p: 0.2492
[INFO] 2021-10-28 00:41:34 > Step: 683600 Progress: 68.4% Elapsed: 9 days, 10:29:13 Gen_loss: 1.328 Dis_loss: 2.056 Cls_loss: 1.947 Topk: N/A ada_p: 0.251
[INFO] 2021-10-28 00:43:19 > Step: 683700 Progress: 68.4% Elapsed: 9 days, 10:30:58 Gen_loss: 2.712 Dis_loss: 1.222 Cls_loss: 2.258 Topk: N/A ada_p: 0.2498
[INFO] 2021-10-28 00:44:54 > Step: 683800 Progress: 68.4% Elapsed: 9 days, 10:32:33 Gen_loss: 3.428 Dis_loss: 1.159 Cls_loss: 2.016 Topk: N/A ada_p: 0.2526
[INFO] 2021-10-28 00:46:30 > Step: 683900 Progress: 68.4% Elapsed: 9 days, 10:34:08 Gen_loss: 2.036 Dis_loss: 0.7831 Cls_loss: 1.888 Topk: N/A ada_p: 0.2553
[INFO] 2021-10-28 00:48:06 > Step: 684000 Progress: 68.4% Elapsed: 9 days, 10:35:45 Gen_loss: 3.486 Dis_loss: 1.899 Cls_loss: 2.037 Topk: N/A ada_p: 0.2551
[INFO] 2021-10-28 00:49:50 > Step: 684100 Progress: 68.4% Elapsed: 9 days, 10:37:29 Gen_loss: 1.559 Dis_loss: 1.135 Cls_loss: 1.945 Topk: N/A ada_p: 0.2488
[INFO] 2021-10-28 00:51:25 > Step: 684200 Progress: 68.4% Elapsed: 9 days, 10:39:04 Gen_loss: 2.127 Dis_loss: 0.9142 Cls_loss: 1.554 Topk: N/A ada_p: 0.2437
[INFO] 2021-10-28 00:53:01 > Step: 684300 Progress: 68.4% Elapsed: 9 days, 10:40:40 Gen_loss: 2.311 Dis_loss: 0.8388 Cls_loss: 1.781 Topk: N/A ada_p: 0.2433
[INFO] 2021-10-28 00:54:35 > Step: 684400 Progress: 68.4% Elapsed: 9 days, 10:42:14 Gen_loss: 3.597 Dis_loss: 1.351 Cls_loss: 1.996 Topk: N/A ada_p: 0.2377
[INFO] 2021-10-28 00:56:20 > Step: 684500 Progress: 68.5% Elapsed: 9 days, 10:43:59 Gen_loss: 2.304 Dis_loss: 1.345 Cls_loss: 2.082 Topk: N/A ada_p: 0.2398
[INFO] 2021-10-28 00:57:55 > Step: 684600 Progress: 68.5% Elapsed: 9 days, 10:45:34 Gen_loss: 1.523 Dis_loss: 0.9944 Cls_loss: 1.647 Topk: N/A ada_p: 0.2429
[INFO] 2021-10-28 00:59:30 > Step: 684700 Progress: 68.5% Elapsed: 9 days, 10:47:08 Gen_loss: 2.824 Dis_loss: 1.74 Cls_loss: 2.004 Topk: N/A ada_p: 0.2423
[INFO] 2021-10-28 01:01:05 > Step: 684800 Progress: 68.5% Elapsed: 9 days, 10:48:43 Gen_loss: 2.035 Dis_loss: 0.8956 Cls_loss: 1.72 Topk: N/A ada_p: 0.2469
[INFO] 2021-10-28 01:02:50 > Step: 684900 Progress: 68.5% Elapsed: 9 days, 10:50:29 Gen_loss: 3.707 Dis_loss: 1.17 Cls_loss: 1.906 Topk: N/A ada_p: 0.2485
[INFO] 2021-10-28 01:04:25 > Step: 685000 Progress: 68.5% Elapsed: 9 days, 10:52:04 Gen_loss: 2.572 Dis_loss: 0.9612 Cls_loss: 2.234 Topk: N/A ada_p: 0.2475
[INFO] 2021-10-28 01:06:01 > Step: 685100 Progress: 68.5% Elapsed: 9 days, 10:53:40 Gen_loss: 2.996 Dis_loss: 0.9793 Cls_loss: 1.77 Topk: N/A ada_p: 0.2461
[INFO] 2021-10-28 01:07:36 > Step: 685200 Progress: 68.5% Elapsed: 9 days, 10:55:15 Gen_loss: 2.934 Dis_loss: 1.162 Cls_loss: 1.973 Topk: N/A ada_p: 0.2435
[INFO] 2021-10-28 01:09:21 > Step: 685300 Progress: 68.5% Elapsed: 9 days, 10:56:59 Gen_loss: 2.0 Dis_loss: 0.7544 Cls_loss: 1.623 Topk: N/A ada_p: 0.2426
[INFO] 2021-10-28 01:10:55 > Step: 685400 Progress: 68.5% Elapsed: 9 days, 10:58:34 Gen_loss: 2.476 Dis_loss: 0.9353 Cls_loss: 1.802 Topk: N/A ada_p: 0.2452
[INFO] 2021-10-28 01:12:31 > Step: 685500 Progress: 68.5% Elapsed: 9 days, 11:00:10 Gen_loss: 3.064 Dis_loss: 1.001 Cls_loss: 2.262 Topk: N/A ada_p: 0.2415
[INFO] 2021-10-28 01:14:06 > Step: 685600 Progress: 68.6% Elapsed: 9 days, 11:01:45 Gen_loss: 2.367 Dis_loss: 0.8298 Cls_loss: 1.702 Topk: N/A ada_p: 0.2417
[INFO] 2021-10-28 01:15:52 > Step: 685700 Progress: 68.6% Elapsed: 9 days, 11:03:30 Gen_loss: 3.053 Dis_loss: 0.8226 Cls_loss: 1.852 Topk: N/A ada_p: 0.2475
[INFO] 2021-10-28 01:17:26 > Step: 685800 Progress: 68.6% Elapsed: 9 days, 11:05:05 Gen_loss: 3.294 Dis_loss: 1.479 Cls_loss: 2.11 Topk: N/A ada_p: 0.2424
[INFO] 2021-10-28 01:19:01 > Step: 685900 Progress: 68.6% Elapsed: 9 days, 11:06:40 Gen_loss: 1.44 Dis_loss: 0.7359 Cls_loss: 2.104 Topk: N/A ada_p: 0.2389
[INFO] 2021-10-28 01:20:36 > Step: 686000 Progress: 68.6% Elapsed: 9 days, 11:08:15 Gen_loss: 2.611 Dis_loss: 0.6187 Cls_loss: 1.424 Topk: N/A ada_p: 0.2377
[INFO] 2021-10-28 01:22:22 > Step: 686100 Progress: 68.6% Elapsed: 9 days, 11:10:01 Gen_loss: 1.55 Dis_loss: 0.9148 Cls_loss: 1.863 Topk: N/A ada_p: 0.2393
[INFO] 2021-10-28 01:23:58 > Step: 686200 Progress: 68.6% Elapsed: 9 days, 11:11:37 Gen_loss: 3.559 Dis_loss: 1.137 Cls_loss: 1.651 Topk: N/A ada_p: 0.2396
[INFO] 2021-10-28 01:25:33 > Step: 686300 Progress: 68.6% Elapsed: 9 days, 11:13:12 Gen_loss: 1.583 Dis_loss: 1.145 Cls_loss: 1.579 Topk: N/A ada_p: 0.241
[INFO] 2021-10-28 01:27:08 > Step: 686400 Progress: 68.6% Elapsed: 9 days, 11:14:46 Gen_loss: 2.615 Dis_loss: 1.098 Cls_loss: 1.676 Topk: N/A ada_p: 0.2438
[INFO] 2021-10-28 01:28:53 > Step: 686500 Progress: 68.7% Elapsed: 9 days, 11:16:32 Gen_loss: 2.102 Dis_loss: 0.9701 Cls_loss: 2.048 Topk: N/A ada_p: 0.2457
[INFO] 2021-10-28 01:30:28 > Step: 686600 Progress: 68.7% Elapsed: 9 days, 11:18:06 Gen_loss: 1.514 Dis_loss: 0.8366 Cls_loss: 2.153 Topk: N/A ada_p: 0.2432
[INFO] 2021-10-28 01:32:03 > Step: 686700 Progress: 68.7% Elapsed: 9 days, 11:19:42 Gen_loss: 2.344 Dis_loss: 1.077 Cls_loss: 2.036 Topk: N/A ada_p: 0.2359
[INFO] 2021-10-28 01:33:48 > Step: 686800 Progress: 68.7% Elapsed: 9 days, 11:21:27 Gen_loss: 3.169 Dis_loss: 0.9568 Cls_loss: 2.152 Topk: N/A ada_p: 0.2364
[INFO] 2021-10-28 01:35:23 > Step: 686900 Progress: 68.7% Elapsed: 9 days, 11:23:02 Gen_loss: 2.417 Dis_loss: 1.044 Cls_loss: 2.027 Topk: N/A ada_p: 0.2411
[INFO] 2021-10-28 01:36:58 > Step: 687000 Progress: 68.7% Elapsed: 9 days, 11:24:37 Gen_loss: 3.681 Dis_loss: 1.19 Cls_loss: 1.776 Topk: N/A ada_p: 0.2465
[INFO] 2021-10-28 01:38:33 > Step: 687100 Progress: 68.7% Elapsed: 9 days, 11:26:12 Gen_loss: 2.626 Dis_loss: 0.8962 Cls_loss: 1.652 Topk: N/A ada_p: 0.2417
[INFO] 2021-10-28 01:40:18 > Step: 687200 Progress: 68.7% Elapsed: 9 days, 11:27:57 Gen_loss: 1.25 Dis_loss: 1.967 Cls_loss: 1.903 Topk: N/A ada_p: 0.2402
[INFO] 2021-10-28 01:41:53 > Step: 687300 Progress: 68.7% Elapsed: 9 days, 11:29:32 Gen_loss: 1.751 Dis_loss: 0.7621 Cls_loss: 2.062 Topk: N/A ada_p: 0.2403
[INFO] 2021-10-28 01:43:27 > Step: 687400 Progress: 68.7% Elapsed: 9 days, 11:31:06 Gen_loss: 3.434 Dis_loss: 1.161 Cls_loss: 2.175 Topk: N/A ada_p: 0.2455
[INFO] 2021-10-28 01:45:03 > Step: 687500 Progress: 68.8% Elapsed: 9 days, 11:32:42 Gen_loss: 4.002 Dis_loss: 1.331 Cls_loss: 2.253 Topk: N/A ada_p: 0.242
[INFO] 2021-10-28 01:46:48 > Step: 687600 Progress: 68.8% Elapsed: 9 days, 11:34:27 Gen_loss: 3.365 Dis_loss: 1.027 Cls_loss: 1.89 Topk: N/A ada_p: 0.2451
[INFO] 2021-10-28 01:48:23 > Step: 687700 Progress: 68.8% Elapsed: 9 days, 11:36:02 Gen_loss: 3.315 Dis_loss: 1.32 Cls_loss: 1.857 Topk: N/A ada_p: 0.2416
[INFO] 2021-10-28 01:49:58 > Step: 687800 Progress: 68.8% Elapsed: 9 days, 11:37:37 Gen_loss: 2.34 Dis_loss: 0.8789 Cls_loss: 1.915 Topk: N/A ada_p: 0.2368
[INFO] 2021-10-28 01:51:32 > Step: 687900 Progress: 68.8% Elapsed: 9 days, 11:39:11 Gen_loss: 2.614 Dis_loss: 1.15 Cls_loss: 1.686 Topk: N/A ada_p: 0.2394
[INFO] 2021-10-28 01:53:18 > Step: 688000 Progress: 68.8% Elapsed: 9 days, 11:40:57 Gen_loss: 3.137 Dis_loss: 1.339 Cls_loss: 1.825 Topk: N/A ada_p: 0.2387
[INFO] 2021-10-28 01:54:53 > Step: 688100 Progress: 68.8% Elapsed: 9 days, 11:42:32 Gen_loss: 2.551 Dis_loss: 0.7995 Cls_loss: 1.752 Topk: N/A ada_p: 0.2383
[INFO] 2021-10-28 01:56:27 > Step: 688200 Progress: 68.8% Elapsed: 9 days, 11:44:06 Gen_loss: 1.893 Dis_loss: 0.6704 Cls_loss: 1.687 Topk: N/A ada_p: 0.2375
[INFO] 2021-10-28 01:58:02 > Step: 688300 Progress: 68.8% Elapsed: 9 days, 11:45:41 Gen_loss: 1.771 Dis_loss: 0.8385 Cls_loss: 1.951 Topk: N/A ada_p: 0.2382
[INFO] 2021-10-28 01:59:46 > Step: 688400 Progress: 68.8% Elapsed: 9 days, 11:47:25 Gen_loss: 2.592 Dis_loss: 1.082 Cls_loss: 2.071 Topk: N/A ada_p: 0.2438
[INFO] 2021-10-28 02:01:21 > Step: 688500 Progress: 68.8% Elapsed: 9 days, 11:49:00 Gen_loss: 3.105 Dis_loss: 1.083 Cls_loss: 2.175 Topk: N/A ada_p: 0.2406
[INFO] 2021-10-28 02:02:56 > Step: 688600 Progress: 68.9% Elapsed: 9 days, 11:50:34 Gen_loss: 1.571 Dis_loss: 0.8038 Cls_loss: 1.841 Topk: N/A ada_p: 0.2426
[INFO] 2021-10-28 02:04:31 > Step: 688700 Progress: 68.9% Elapsed: 9 days, 11:52:09 Gen_loss: 1.278 Dis_loss: 1.39 Cls_loss: 2.299 Topk: N/A ada_p: 0.243
[INFO] 2021-10-28 02:06:15 > Step: 688800 Progress: 68.9% Elapsed: 9 days, 11:53:54 Gen_loss: 2.703 Dis_loss: 0.7031 Cls_loss: 1.923 Topk: N/A ada_p: 0.2407
[INFO] 2021-10-28 02:07:49 > Step: 688900 Progress: 68.9% Elapsed: 9 days, 11:55:28 Gen_loss: 1.772 Dis_loss: 0.5218 Cls_loss: 1.402 Topk: N/A ada_p: 0.2375
[INFO] 2021-10-28 02:09:23 > Step: 689000 Progress: 68.9% Elapsed: 9 days, 11:57:02 Gen_loss: 2.078 Dis_loss: 0.8075 Cls_loss: 1.869 Topk: N/A ada_p: 0.2393
[INFO] 2021-10-28 02:10:58 > Step: 689100 Progress: 68.9% Elapsed: 9 days, 11:58:37 Gen_loss: 1.787 Dis_loss: 0.5207 Cls_loss: 1.422 Topk: N/A ada_p: 0.2397
[INFO] 2021-10-28 02:12:42 > Step: 689200 Progress: 68.9% Elapsed: 9 days, 12:00:21 Gen_loss: 1.085 Dis_loss: 1.53 Cls_loss: 1.667 Topk: N/A ada_p: 0.2461
[INFO] 2021-10-28 02:14:16 > Step: 689300 Progress: 68.9% Elapsed: 9 days, 12:01:55 Gen_loss: 3.385 Dis_loss: 1.601 Cls_loss: 1.627 Topk: N/A ada_p: 0.2444
[INFO] 2021-10-28 02:15:50 > Step: 689400 Progress: 68.9% Elapsed: 9 days, 12:03:29 Gen_loss: 2.287 Dis_loss: 0.8535 Cls_loss: 1.747 Topk: N/A ada_p: 0.2434
[INFO] 2021-10-28 02:17:24 > Step: 689500 Progress: 69.0% Elapsed: 9 days, 12:05:03 Gen_loss: 1.805 Dis_loss: 2.118 Cls_loss: 2.193 Topk: N/A ada_p: 0.2487
[INFO] 2021-10-28 02:19:08 > Step: 689600 Progress: 69.0% Elapsed: 9 days, 12:06:47 Gen_loss: 2.948 Dis_loss: 0.9397 Cls_loss: 2.048 Topk: N/A ada_p: 0.2461
[INFO] 2021-10-28 02:20:42 > Step: 689700 Progress: 69.0% Elapsed: 9 days, 12:08:21 Gen_loss: 2.666 Dis_loss: 1.263 Cls_loss: 1.973 Topk: N/A ada_p: 0.2483
[INFO] 2021-10-28 02:22:16 > Step: 689800 Progress: 69.0% Elapsed: 9 days, 12:09:55 Gen_loss: 2.263 Dis_loss: 1.095 Cls_loss: 1.795 Topk: N/A ada_p: 0.245
[INFO] 2021-10-28 02:23:50 > Step: 689900 Progress: 69.0% Elapsed: 9 days, 12:11:29 Gen_loss: 3.415 Dis_loss: 1.014 Cls_loss: 1.923 Topk: N/A ada_p: 0.2464
[INFO] 2021-10-28 02:25:33 > Step: 690000 Progress: 69.0% Elapsed: 9 days, 12:13:12 Gen_loss: 2.12 Dis_loss: 0.744 Cls_loss: 1.767 Topk: N/A ada_p: 0.2458
[INFO] 2021-10-28 02:25:33 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-28 02:25:34 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_690000.png
[INFO] 2021-10-28 02:25:34 > Start Evaluation (690000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-28 02:25:34 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-28 02:31:05 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-28 02:36:42 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-28 02:58:16 > Inception score (Step: 690000, 50000 generated images): 10.663427352905273
[INFO] 2021-10-28 02:58:16 > FID score (Step: 690000, Using train moments): 2.4842393103243694
[INFO] 2021-10-28 02:58:16 > Improved Precision (Step: 690000, Using train images): 0.76452
[INFO] 2021-10-28 02:58:16 > Improved Recall (Step: 690000, Using train images): 0.63676
[INFO] 2021-10-28 02:58:16 > Density (Step: 690000, Using train images): 1.0832760000000001
[INFO] 2021-10-28 02:58:16 > Coverage (Step: 690000, Using train images): 0.9306
[INFO] 2021-10-28 02:58:16 > Best FID score (Step: 670000, Using train moments): 2.4648883466090297
[INFO] 2021-10-28 02:58:26 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-28 02:59:59 > Step: 690100 Progress: 69.0% Elapsed: 9 days, 12:47:38 Gen_loss: 2.134 Dis_loss: 1.117 Cls_loss: 1.807 Topk: N/A ada_p: 0.2501
[INFO] 2021-10-28 03:01:34 > Step: 690200 Progress: 69.0% Elapsed: 9 days, 12:49:13 Gen_loss: 2.751 Dis_loss: 1.507 Cls_loss: 1.958 Topk: N/A ada_p: 0.2452
[INFO] 2021-10-28 03:03:10 > Step: 690300 Progress: 69.0% Elapsed: 9 days, 12:50:49 Gen_loss: 1.601 Dis_loss: 1.156 Cls_loss: 1.778 Topk: N/A ada_p: 0.2423
[INFO] 2021-10-28 03:05:02 > Step: 690400 Progress: 69.0% Elapsed: 9 days, 12:52:40 Gen_loss: 3.125 Dis_loss: 0.8347 Cls_loss: 1.661 Topk: N/A ada_p: 0.2446
[INFO] 2021-10-28 03:06:38 > Step: 690500 Progress: 69.0% Elapsed: 9 days, 12:54:17 Gen_loss: 1.243 Dis_loss: 1.01 Cls_loss: 1.525 Topk: N/A ada_p: 0.2442
[INFO] 2021-10-28 03:08:12 > Step: 690600 Progress: 69.1% Elapsed: 9 days, 12:55:51 Gen_loss: 2.072 Dis_loss: 0.8646 Cls_loss: 2.258 Topk: N/A ada_p: 0.2473
[INFO] 2021-10-28 03:09:59 > Step: 690700 Progress: 69.1% Elapsed: 9 days, 12:57:37 Gen_loss: 1.692 Dis_loss: 1.003 Cls_loss: 1.667 Topk: N/A ada_p: 0.2482
[INFO] 2021-10-28 03:11:33 > Step: 690800 Progress: 69.1% Elapsed: 9 days, 12:59:12 Gen_loss: 3.499 Dis_loss: 1.234 Cls_loss: 1.826 Topk: N/A ada_p: 0.2456
[INFO] 2021-10-28 03:13:09 > Step: 690900 Progress: 69.1% Elapsed: 9 days, 13:00:47 Gen_loss: 1.329 Dis_loss: 1.032 Cls_loss: 2.123 Topk: N/A ada_p: 0.248
[INFO] 2021-10-28 03:14:43 > Step: 691000 Progress: 69.1% Elapsed: 9 days, 13:02:22 Gen_loss: 1.373 Dis_loss: 1.55 Cls_loss: 2.279 Topk: N/A ada_p: 0.2406
[INFO] 2021-10-28 03:16:28 > Step: 691100 Progress: 69.1% Elapsed: 9 days, 13:04:07 Gen_loss: 3.29 Dis_loss: 1.236 Cls_loss: 1.859 Topk: N/A ada_p: 0.2392
[INFO] 2021-10-28 03:18:03 > Step: 691200 Progress: 69.1% Elapsed: 9 days, 13:05:42 Gen_loss: 2.048 Dis_loss: 1.204 Cls_loss: 1.666 Topk: N/A ada_p: 0.2435
[INFO] 2021-10-28 03:19:38 > Step: 691300 Progress: 69.1% Elapsed: 9 days, 13:07:17 Gen_loss: 2.782 Dis_loss: 0.8658 Cls_loss: 1.346 Topk: N/A ada_p: 0.2434
[INFO] 2021-10-28 03:21:14 > Step: 691400 Progress: 69.1% Elapsed: 9 days, 13:08:53 Gen_loss: 2.5 Dis_loss: 1.137 Cls_loss: 2.151 Topk: N/A ada_p: 0.2439
[INFO] 2021-10-28 03:22:59 > Step: 691500 Progress: 69.2% Elapsed: 9 days, 13:10:38 Gen_loss: 3.381 Dis_loss: 1.059 Cls_loss: 1.749 Topk: N/A ada_p: 0.2441
[INFO] 2021-10-28 03:24:35 > Step: 691600 Progress: 69.2% Elapsed: 9 days, 13:12:14 Gen_loss: 4.373 Dis_loss: 0.7779 Cls_loss: 1.881 Topk: N/A ada_p: 0.2405
[INFO] 2021-10-28 03:26:10 > Step: 691700 Progress: 69.2% Elapsed: 9 days, 13:13:49 Gen_loss: 3.696 Dis_loss: 1.936 Cls_loss: 2.111 Topk: N/A ada_p: 0.2429
[INFO] 2021-10-28 03:27:45 > Step: 691800 Progress: 69.2% Elapsed: 9 days, 13:15:24 Gen_loss: 3.661 Dis_loss: 1.157 Cls_loss: 1.732 Topk: N/A ada_p: 0.2455
[INFO] 2021-10-28 03:29:31 > Step: 691900 Progress: 69.2% Elapsed: 9 days, 13:17:10 Gen_loss: 1.737 Dis_loss: 1.065 Cls_loss: 1.995 Topk: N/A ada_p: 0.2522
[INFO] 2021-10-28 03:31:06 > Step: 692000 Progress: 69.2% Elapsed: 9 days, 13:18:44 Gen_loss: 2.844 Dis_loss: 0.7856 Cls_loss: 1.742 Topk: N/A ada_p: 0.251
[INFO] 2021-10-28 03:32:41 > Step: 692100 Progress: 69.2% Elapsed: 9 days, 13:20:20 Gen_loss: 2.792 Dis_loss: 1.068 Cls_loss: 2.103 Topk: N/A ada_p: 0.2447
[INFO] 2021-10-28 03:34:16 > Step: 692200 Progress: 69.2% Elapsed: 9 days, 13:21:55 Gen_loss: 1.005 Dis_loss: 0.9899 Cls_loss: 2.174 Topk: N/A ada_p: 0.2442
[INFO] 2021-10-28 03:36:01 > Step: 692300 Progress: 69.2% Elapsed: 9 days, 13:23:40 Gen_loss: 1.988 Dis_loss: 1.224 Cls_loss: 1.833 Topk: N/A ada_p: 0.242
[INFO] 2021-10-28 03:37:36 > Step: 692400 Progress: 69.2% Elapsed: 9 days, 13:25:15 Gen_loss: 2.663 Dis_loss: 0.7713 Cls_loss: 2.208 Topk: N/A ada_p: 0.2412
[INFO] 2021-10-28 03:39:12 > Step: 692500 Progress: 69.2% Elapsed: 9 days, 13:26:50 Gen_loss: 2.916 Dis_loss: 0.7799 Cls_loss: 1.553 Topk: N/A ada_p: 0.245
[INFO] 2021-10-28 03:40:46 > Step: 692600 Progress: 69.3% Elapsed: 9 days, 13:28:25 Gen_loss: 4.088 Dis_loss: 0.7199 Cls_loss: 1.709 Topk: N/A ada_p: 0.2478
[INFO] 2021-10-28 03:42:31 > Step: 692700 Progress: 69.3% Elapsed: 9 days, 13:30:10 Gen_loss: 2.516 Dis_loss: 0.7659 Cls_loss: 1.704 Topk: N/A ada_p: 0.2505
[INFO] 2021-10-28 03:44:06 > Step: 692800 Progress: 69.3% Elapsed: 9 days, 13:31:45 Gen_loss: 2.24 Dis_loss: 1.341 Cls_loss: 2.196 Topk: N/A ada_p: 0.2528
[INFO] 2021-10-28 03:45:42 > Step: 692900 Progress: 69.3% Elapsed: 9 days, 13:33:21 Gen_loss: 2.235 Dis_loss: 0.8683 Cls_loss: 1.469 Topk: N/A ada_p: 0.2485
[INFO] 2021-10-28 03:47:17 > Step: 693000 Progress: 69.3% Elapsed: 9 days, 13:34:56 Gen_loss: 1.786 Dis_loss: 1.112 Cls_loss: 1.992 Topk: N/A ada_p: 0.2485
[INFO] 2021-10-28 03:49:03 > Step: 693100 Progress: 69.3% Elapsed: 9 days, 13:36:41 Gen_loss: 2.191 Dis_loss: 0.92 Cls_loss: 1.597 Topk: N/A ada_p: 0.2446
[INFO] 2021-10-28 03:50:37 > Step: 693200 Progress: 69.3% Elapsed: 9 days, 13:38:16 Gen_loss: 1.211 Dis_loss: 0.7155 Cls_loss: 1.535 Topk: N/A ada_p: 0.2433
[INFO] 2021-10-28 03:52:12 > Step: 693300 Progress: 69.3% Elapsed: 9 days, 13:39:51 Gen_loss: 2.614 Dis_loss: 0.9008 Cls_loss: 1.823 Topk: N/A ada_p: 0.246
[INFO] 2021-10-28 03:53:47 > Step: 693400 Progress: 69.3% Elapsed: 9 days, 13:41:26 Gen_loss: 2.251 Dis_loss: 0.9869 Cls_loss: 2.038 Topk: N/A ada_p: 0.2409
[INFO] 2021-10-28 03:55:32 > Step: 693500 Progress: 69.3% Elapsed: 9 days, 13:43:11 Gen_loss: 2.064 Dis_loss: 0.9668 Cls_loss: 1.591 Topk: N/A ada_p: 0.2423
[INFO] 2021-10-28 03:57:07 > Step: 693600 Progress: 69.4% Elapsed: 9 days, 13:44:46 Gen_loss: 3.016 Dis_loss: 0.9542 Cls_loss: 1.571 Topk: N/A ada_p: 0.2461
[INFO] 2021-10-28 03:58:42 > Step: 693700 Progress: 69.4% Elapsed: 9 days, 13:46:21 Gen_loss: 1.584 Dis_loss: 0.8779 Cls_loss: 1.861 Topk: N/A ada_p: 0.2457
[INFO] 2021-10-28 04:00:17 > Step: 693800 Progress: 69.4% Elapsed: 9 days, 13:47:56 Gen_loss: 3.672 Dis_loss: 1.085 Cls_loss: 2.393 Topk: N/A ada_p: 0.2439
[INFO] 2021-10-28 04:02:02 > Step: 693900 Progress: 69.4% Elapsed: 9 days, 13:49:41 Gen_loss: 2.077 Dis_loss: 1.332 Cls_loss: 1.571 Topk: N/A ada_p: 0.2502
[INFO] 2021-10-28 04:03:37 > Step: 694000 Progress: 69.4% Elapsed: 9 days, 13:51:16 Gen_loss: 3.188 Dis_loss: 0.9897 Cls_loss: 2.011 Topk: N/A ada_p: 0.2492
[INFO] 2021-10-28 04:05:12 > Step: 694100 Progress: 69.4% Elapsed: 9 days, 13:52:51 Gen_loss: 3.07 Dis_loss: 1.107 Cls_loss: 1.926 Topk: N/A ada_p: 0.2426
[INFO] 2021-10-28 04:06:48 > Step: 694200 Progress: 69.4% Elapsed: 9 days, 13:54:26 Gen_loss: 2.36 Dis_loss: 0.9386 Cls_loss: 1.669 Topk: N/A ada_p: 0.2357
[INFO] 2021-10-28 04:08:32 > Step: 694300 Progress: 69.4% Elapsed: 9 days, 13:56:11 Gen_loss: 3.514 Dis_loss: 0.9724 Cls_loss: 2.049 Topk: N/A ada_p: 0.2389
[INFO] 2021-10-28 04:10:07 > Step: 694400 Progress: 69.4% Elapsed: 9 days, 13:57:46 Gen_loss: 1.838 Dis_loss: 0.9225 Cls_loss: 1.717 Topk: N/A ada_p: 0.2323
[INFO] 2021-10-28 04:11:42 > Step: 694500 Progress: 69.5% Elapsed: 9 days, 13:59:21 Gen_loss: 2.807 Dis_loss: 1.271 Cls_loss: 1.621 Topk: N/A ada_p: 0.2365
[INFO] 2021-10-28 04:13:27 > Step: 694600 Progress: 69.5% Elapsed: 9 days, 14:01:06 Gen_loss: 2.415 Dis_loss: 0.8133 Cls_loss: 2.018 Topk: N/A ada_p: 0.2414
[INFO] 2021-10-28 04:15:02 > Step: 694700 Progress: 69.5% Elapsed: 9 days, 14:02:41 Gen_loss: 2.348 Dis_loss: 0.9018 Cls_loss: 1.827 Topk: N/A ada_p: 0.2433
[INFO] 2021-10-28 04:16:37 > Step: 694800 Progress: 69.5% Elapsed: 9 days, 14:04:16 Gen_loss: 2.507 Dis_loss: 1.026 Cls_loss: 1.597 Topk: N/A ada_p: 0.2351
[INFO] 2021-10-28 04:18:13 > Step: 694900 Progress: 69.5% Elapsed: 9 days, 14:05:51 Gen_loss: 1.555 Dis_loss: 1.038 Cls_loss: 1.824 Topk: N/A ada_p: 0.2286
[INFO] 2021-10-28 04:19:58 > Step: 695000 Progress: 69.5% Elapsed: 9 days, 14:07:36 Gen_loss: 1.651 Dis_loss: 1.087 Cls_loss: 1.668 Topk: N/A ada_p: 0.2293
[INFO] 2021-10-28 04:21:32 > Step: 695100 Progress: 69.5% Elapsed: 9 days, 14:09:11 Gen_loss: 2.015 Dis_loss: 1.031 Cls_loss: 1.741 Topk: N/A ada_p: 0.232
[INFO] 2021-10-28 04:23:08 > Step: 695200 Progress: 69.5% Elapsed: 9 days, 14:10:47 Gen_loss: 3.375 Dis_loss: 0.9516 Cls_loss: 1.847 Topk: N/A ada_p: 0.2359
[INFO] 2021-10-28 04:24:43 > Step: 695300 Progress: 69.5% Elapsed: 9 days, 14:12:22 Gen_loss: 1.976 Dis_loss: 0.9728 Cls_loss: 1.508 Topk: N/A ada_p: 0.237
[INFO] 2021-10-28 04:26:28 > Step: 695400 Progress: 69.5% Elapsed: 9 days, 14:14:07 Gen_loss: 2.677 Dis_loss: 1.112 Cls_loss: 1.819 Topk: N/A ada_p: 0.2437
[INFO] 2021-10-28 04:28:04 > Step: 695500 Progress: 69.5% Elapsed: 9 days, 14:15:42 Gen_loss: 2.712 Dis_loss: 1.25 Cls_loss: 1.621 Topk: N/A ada_p: 0.2451
[INFO] 2021-10-28 04:29:39 > Step: 695600 Progress: 69.6% Elapsed: 9 days, 14:17:17 Gen_loss: 2.106 Dis_loss: 0.7478 Cls_loss: 1.912 Topk: N/A ada_p: 0.2476
[INFO] 2021-10-28 04:31:15 > Step: 695700 Progress: 69.6% Elapsed: 9 days, 14:18:54 Gen_loss: 1.421 Dis_loss: 1.111 Cls_loss: 1.974 Topk: N/A ada_p: 0.2483
[INFO] 2021-10-28 04:33:02 > Step: 695800 Progress: 69.6% Elapsed: 9 days, 14:20:40 Gen_loss: 2.627 Dis_loss: 1.048 Cls_loss: 2.046 Topk: N/A ada_p: 0.2485
[INFO] 2021-10-28 04:34:37 > Step: 695900 Progress: 69.6% Elapsed: 9 days, 14:22:16 Gen_loss: 1.131 Dis_loss: 1.182 Cls_loss: 1.987 Topk: N/A ada_p: 0.2558
[INFO] 2021-10-28 04:36:12 > Step: 696000 Progress: 69.6% Elapsed: 9 days, 14:23:51 Gen_loss: 3.188 Dis_loss: 1.545 Cls_loss: 1.66 Topk: N/A ada_p: 0.2476
[INFO] 2021-10-28 04:37:47 > Step: 696100 Progress: 69.6% Elapsed: 9 days, 14:25:26 Gen_loss: 3.343 Dis_loss: 1.129 Cls_loss: 1.722 Topk: N/A ada_p: 0.2462
[INFO] 2021-10-28 04:39:32 > Step: 696200 Progress: 69.6% Elapsed: 9 days, 14:27:11 Gen_loss: 1.44 Dis_loss: 0.7841 Cls_loss: 2.033 Topk: N/A ada_p: 0.2455
[INFO] 2021-10-28 04:41:07 > Step: 696300 Progress: 69.6% Elapsed: 9 days, 14:28:46 Gen_loss: 3.747 Dis_loss: 1.425 Cls_loss: 1.943 Topk: N/A ada_p: 0.242
[INFO] 2021-10-28 04:42:42 > Step: 696400 Progress: 69.6% Elapsed: 9 days, 14:30:21 Gen_loss: 3.451 Dis_loss: 1.165 Cls_loss: 1.792 Topk: N/A ada_p: 0.2418
[INFO] 2021-10-28 04:44:17 > Step: 696500 Progress: 69.7% Elapsed: 9 days, 14:31:56 Gen_loss: 2.768 Dis_loss: 1.098 Cls_loss: 1.866 Topk: N/A ada_p: 0.2393
[INFO] 2021-10-28 04:46:02 > Step: 696600 Progress: 69.7% Elapsed: 9 days, 14:33:40 Gen_loss: 2.411 Dis_loss: 1.018 Cls_loss: 1.615 Topk: N/A ada_p: 0.2355
[INFO] 2021-10-28 04:47:37 > Step: 696700 Progress: 69.7% Elapsed: 9 days, 14:35:15 Gen_loss: 1.538 Dis_loss: 2.361 Cls_loss: 1.787 Topk: N/A ada_p: 0.2389
[INFO] 2021-10-28 04:49:12 > Step: 696800 Progress: 69.7% Elapsed: 9 days, 14:36:51 Gen_loss: 1.939 Dis_loss: 0.7919 Cls_loss: 2.095 Topk: N/A ada_p: 0.2392
[INFO] 2021-10-28 04:50:47 > Step: 696900 Progress: 69.7% Elapsed: 9 days, 14:38:26 Gen_loss: 2.263 Dis_loss: 0.9348 Cls_loss: 1.437 Topk: N/A ada_p: 0.2424
[INFO] 2021-10-28 04:52:32 > Step: 697000 Progress: 69.7% Elapsed: 9 days, 14:40:11 Gen_loss: 3.864 Dis_loss: 1.255 Cls_loss: 1.957 Topk: N/A ada_p: 0.2429
[INFO] 2021-10-28 04:54:07 > Step: 697100 Progress: 69.7% Elapsed: 9 days, 14:41:46 Gen_loss: 1.457 Dis_loss: 0.8834 Cls_loss: 2.085 Topk: N/A ada_p: 0.2343
[INFO] 2021-10-28 04:55:42 > Step: 697200 Progress: 69.7% Elapsed: 9 days, 14:43:21 Gen_loss: 1.52 Dis_loss: 2.024 Cls_loss: 1.868 Topk: N/A ada_p: 0.2374
[INFO] 2021-10-28 04:57:17 > Step: 697300 Progress: 69.7% Elapsed: 9 days, 14:44:56 Gen_loss: 1.383 Dis_loss: 0.828 Cls_loss: 1.571 Topk: N/A ada_p: 0.2416
[INFO] 2021-10-28 04:59:02 > Step: 697400 Progress: 69.7% Elapsed: 9 days, 14:46:41 Gen_loss: 1.901 Dis_loss: 1.434 Cls_loss: 2.146 Topk: N/A ada_p: 0.2406
[INFO] 2021-10-28 05:00:37 > Step: 697500 Progress: 69.8% Elapsed: 9 days, 14:48:16 Gen_loss: 2.239 Dis_loss: 1.046 Cls_loss: 1.493 Topk: N/A ada_p: 0.241
[INFO] 2021-10-28 05:02:12 > Step: 697600 Progress: 69.8% Elapsed: 9 days, 14:49:51 Gen_loss: 1.344 Dis_loss: 1.443 Cls_loss: 1.749 Topk: N/A ada_p: 0.24
[INFO] 2021-10-28 05:03:47 > Step: 697700 Progress: 69.8% Elapsed: 9 days, 14:51:26 Gen_loss: 3.625 Dis_loss: 1.094 Cls_loss: 1.701 Topk: N/A ada_p: 0.2362
[INFO] 2021-10-28 05:05:32 > Step: 697800 Progress: 69.8% Elapsed: 9 days, 14:53:11 Gen_loss: 1.446 Dis_loss: 1.35 Cls_loss: 1.731 Topk: N/A ada_p: 0.2396
[INFO] 2021-10-28 05:07:08 > Step: 697900 Progress: 69.8% Elapsed: 9 days, 14:54:47 Gen_loss: 2.529 Dis_loss: 1.015 Cls_loss: 1.659 Topk: N/A ada_p: 0.2333
[INFO] 2021-10-28 05:08:43 > Step: 698000 Progress: 69.8% Elapsed: 9 days, 14:56:22 Gen_loss: 0.9276 Dis_loss: 1.267 Cls_loss: 2.12 Topk: N/A ada_p: 0.2377
[INFO] 2021-10-28 05:10:18 > Step: 698100 Progress: 69.8% Elapsed: 9 days, 14:57:57 Gen_loss: 2.553 Dis_loss: 0.5903 Cls_loss: 1.555 Topk: N/A ada_p: 0.2342
[INFO] 2021-10-28 05:12:02 > Step: 698200 Progress: 69.8% Elapsed: 9 days, 14:59:41 Gen_loss: 2.802 Dis_loss: 0.9965 Cls_loss: 2.011 Topk: N/A ada_p: 0.2332
[INFO] 2021-10-28 05:13:37 > Step: 698300 Progress: 69.8% Elapsed: 9 days, 15:01:16 Gen_loss: 2.651 Dis_loss: 0.8893 Cls_loss: 1.813 Topk: N/A ada_p: 0.2392
[INFO] 2021-10-28 05:15:12 > Step: 698400 Progress: 69.8% Elapsed: 9 days, 15:02:51 Gen_loss: 2.202 Dis_loss: 1.201 Cls_loss: 1.845 Topk: N/A ada_p: 0.2369
[INFO] 2021-10-28 05:16:57 > Step: 698500 Progress: 69.8% Elapsed: 9 days, 15:04:36 Gen_loss: 2.454 Dis_loss: 1.226 Cls_loss: 2.022 Topk: N/A ada_p: 0.2375
[INFO] 2021-10-28 05:18:32 > Step: 698600 Progress: 69.9% Elapsed: 9 days, 15:06:11 Gen_loss: 1.172 Dis_loss: 1.532 Cls_loss: 2.053 Topk: N/A ada_p: 0.2432
[INFO] 2021-10-28 05:20:07 > Step: 698700 Progress: 69.9% Elapsed: 9 days, 15:07:45 Gen_loss: 1.248 Dis_loss: 1.211 Cls_loss: 1.577 Topk: N/A ada_p: 0.2458
[INFO] 2021-10-28 05:21:41 > Step: 698800 Progress: 69.9% Elapsed: 9 days, 15:09:20 Gen_loss: 1.2 Dis_loss: 1.023 Cls_loss: 2.165 Topk: N/A ada_p: 0.2522
[INFO] 2021-10-28 05:23:27 > Step: 698900 Progress: 69.9% Elapsed: 9 days, 15:11:06 Gen_loss: 2.787 Dis_loss: 0.635 Cls_loss: 1.457 Topk: N/A ada_p: 0.248
[INFO] 2021-10-28 05:25:01 > Step: 699000 Progress: 69.9% Elapsed: 9 days, 15:12:40 Gen_loss: 2.174 Dis_loss: 0.7743 Cls_loss: 1.667 Topk: N/A ada_p: 0.2426
[INFO] 2021-10-28 05:26:36 > Step: 699100 Progress: 69.9% Elapsed: 9 days, 15:14:15 Gen_loss: 2.599 Dis_loss: 1.078 Cls_loss: 1.787 Topk: N/A ada_p: 0.2476
[INFO] 2021-10-28 05:28:10 > Step: 699200 Progress: 69.9% Elapsed: 9 days, 15:15:49 Gen_loss: 2.619 Dis_loss: 0.9026 Cls_loss: 1.685 Topk: N/A ada_p: 0.2551
[INFO] 2021-10-28 05:29:54 > Step: 699300 Progress: 69.9% Elapsed: 9 days, 15:17:33 Gen_loss: 2.446 Dis_loss: 0.9243 Cls_loss: 1.909 Topk: N/A ada_p: 0.257
[INFO] 2021-10-28 05:31:29 > Step: 699400 Progress: 69.9% Elapsed: 9 days, 15:19:07 Gen_loss: 1.805 Dis_loss: 0.9555 Cls_loss: 2.14 Topk: N/A ada_p: 0.257
[INFO] 2021-10-28 05:33:03 > Step: 699500 Progress: 70.0% Elapsed: 9 days, 15:20:42 Gen_loss: 2.959 Dis_loss: 0.704 Cls_loss: 1.618 Topk: N/A ada_p: 0.2469
[INFO] 2021-10-28 05:34:37 > Step: 699600 Progress: 70.0% Elapsed: 9 days, 15:22:16 Gen_loss: 1.791 Dis_loss: 0.6201 Cls_loss: 1.66 Topk: N/A ada_p: 0.2464
[INFO] 2021-10-28 05:36:21 > Step: 699700 Progress: 70.0% Elapsed: 9 days, 15:24:00 Gen_loss: 1.483 Dis_loss: 0.7873 Cls_loss: 1.599 Topk: N/A ada_p: 0.2439
[INFO] 2021-10-28 05:37:55 > Step: 699800 Progress: 70.0% Elapsed: 9 days, 15:25:34 Gen_loss: 2.48 Dis_loss: 0.6146 Cls_loss: 1.793 Topk: N/A ada_p: 0.2483
[INFO] 2021-10-28 05:39:29 > Step: 699900 Progress: 70.0% Elapsed: 9 days, 15:27:08 Gen_loss: 1.923 Dis_loss: 1.041 Cls_loss: 1.52 Topk: N/A ada_p: 0.2474
[INFO] 2021-10-28 05:41:03 > Step: 700000 Progress: 70.0% Elapsed: 9 days, 15:28:42 Gen_loss: 1.167 Dis_loss: 0.7475 Cls_loss: 1.983 Topk: N/A ada_p: 0.2476
[INFO] 2021-10-28 05:41:04 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-28 05:41:04 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_700000.png
[INFO] 2021-10-28 05:41:04 > Start Evaluation (700000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-28 05:41:04 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-28 05:46:34 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-28 05:52:10 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-28 06:11:08 > Inception score (Step: 700000, 50000 generated images): 10.658239364624023
[INFO] 2021-10-28 06:11:08 > FID score (Step: 700000, Using train moments): 2.4498330450627464
[INFO] 2021-10-28 06:11:08 > Improved Precision (Step: 700000, Using train images): 0.76192
[INFO] 2021-10-28 06:11:08 > Improved Recall (Step: 700000, Using train images): 0.63916
[INFO] 2021-10-28 06:11:08 > Density (Step: 700000, Using train images): 1.096608
[INFO] 2021-10-28 06:11:08 > Coverage (Step: 700000, Using train images): 0.93432
[INFO] 2021-10-28 06:11:08 > Best FID score (Step: 700000, Using train moments): 2.4498330450627464
[INFO] 2021-10-28 06:11:29 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-28 06:14:33 > Step: 700100 Progress: 70.0% Elapsed: 9 days, 16:02:12 Gen_loss: 2.727 Dis_loss: 1.041 Cls_loss: 1.67 Topk: N/A ada_p: 0.2457
[INFO] 2021-10-28 06:16:09 > Step: 700200 Progress: 70.0% Elapsed: 9 days, 16:03:47 Gen_loss: 3.318 Dis_loss: 1.737 Cls_loss: 2.047 Topk: N/A ada_p: 0.2511
[INFO] 2021-10-28 06:17:43 > Step: 700300 Progress: 70.0% Elapsed: 9 days, 16:05:22 Gen_loss: 2.562 Dis_loss: 1.355 Cls_loss: 1.669 Topk: N/A ada_p: 0.2489
[INFO] 2021-10-28 06:19:18 > Step: 700400 Progress: 70.0% Elapsed: 9 days, 16:06:57 Gen_loss: 2.539 Dis_loss: 1.096 Cls_loss: 1.92 Topk: N/A ada_p: 0.242
[INFO] 2021-10-28 06:21:03 > Step: 700500 Progress: 70.0% Elapsed: 9 days, 16:08:41 Gen_loss: 2.67 Dis_loss: 1.146 Cls_loss: 1.982 Topk: N/A ada_p: 0.2419
[INFO] 2021-10-28 06:22:38 > Step: 700600 Progress: 70.1% Elapsed: 9 days, 16:10:17 Gen_loss: 2.772 Dis_loss: 0.8133 Cls_loss: 1.693 Topk: N/A ada_p: 0.2424
[INFO] 2021-10-28 06:24:14 > Step: 700700 Progress: 70.1% Elapsed: 9 days, 16:11:52 Gen_loss: 2.376 Dis_loss: 1.502 Cls_loss: 2.175 Topk: N/A ada_p: 0.2428
[INFO] 2021-10-28 06:25:48 > Step: 700800 Progress: 70.1% Elapsed: 9 days, 16:13:27 Gen_loss: 3.555 Dis_loss: 1.534 Cls_loss: 1.451 Topk: N/A ada_p: 0.2418
[INFO] 2021-10-28 06:27:33 > Step: 700900 Progress: 70.1% Elapsed: 9 days, 16:15:12 Gen_loss: 3.102 Dis_loss: 1.124 Cls_loss: 2.113 Topk: N/A ada_p: 0.2403
[INFO] 2021-10-28 06:29:08 > Step: 701000 Progress: 70.1% Elapsed: 9 days, 16:16:47 Gen_loss: 2.594 Dis_loss: 1.202 Cls_loss: 1.958 Topk: N/A ada_p: 0.2426
[INFO] 2021-10-28 06:30:43 > Step: 701100 Progress: 70.1% Elapsed: 9 days, 16:18:22 Gen_loss: 2.043 Dis_loss: 0.7444 Cls_loss: 1.885 Topk: N/A ada_p: 0.2499
[INFO] 2021-10-28 06:32:18 > Step: 701200 Progress: 70.1% Elapsed: 9 days, 16:19:57 Gen_loss: 1.848 Dis_loss: 0.9703 Cls_loss: 2.348 Topk: N/A ada_p: 0.2469
[INFO] 2021-10-28 06:34:03 > Step: 701300 Progress: 70.1% Elapsed: 9 days, 16:21:42 Gen_loss: 2.186 Dis_loss: 0.9022 Cls_loss: 1.659 Topk: N/A ada_p: 0.2465
[INFO] 2021-10-28 06:35:38 > Step: 701400 Progress: 70.1% Elapsed: 9 days, 16:23:16 Gen_loss: 2.301 Dis_loss: 0.7132 Cls_loss: 1.542 Topk: N/A ada_p: 0.2493
[INFO] 2021-10-28 06:37:13 > Step: 701500 Progress: 70.2% Elapsed: 9 days, 16:24:52 Gen_loss: 2.102 Dis_loss: 1.176 Cls_loss: 1.641 Topk: N/A ada_p: 0.2458
[INFO] 2021-10-28 06:38:48 > Step: 701600 Progress: 70.2% Elapsed: 9 days, 16:26:27 Gen_loss: 2.004 Dis_loss: 1.621 Cls_loss: 2.198 Topk: N/A ada_p: 0.2384
[INFO] 2021-10-28 06:40:33 > Step: 701700 Progress: 70.2% Elapsed: 9 days, 16:28:12 Gen_loss: 1.553 Dis_loss: 1.295 Cls_loss: 1.929 Topk: N/A ada_p: 0.2442
[INFO] 2021-10-28 06:42:08 > Step: 701800 Progress: 70.2% Elapsed: 9 days, 16:29:47 Gen_loss: 2.063 Dis_loss: 0.8708 Cls_loss: 1.68 Topk: N/A ada_p: 0.2465
[INFO] 2021-10-28 06:43:44 > Step: 701900 Progress: 70.2% Elapsed: 9 days, 16:31:22 Gen_loss: 3.337 Dis_loss: 0.6469 Cls_loss: 1.804 Topk: N/A ada_p: 0.2479
[INFO] 2021-10-28 06:45:19 > Step: 702000 Progress: 70.2% Elapsed: 9 days, 16:32:57 Gen_loss: 1.439 Dis_loss: 0.865 Cls_loss: 2.138 Topk: N/A ada_p: 0.243
[INFO] 2021-10-28 06:47:05 > Step: 702100 Progress: 70.2% Elapsed: 9 days, 16:34:44 Gen_loss: 3.75 Dis_loss: 0.9712 Cls_loss: 2.281 Topk: N/A ada_p: 0.2398
[INFO] 2021-10-28 06:48:40 > Step: 702200 Progress: 70.2% Elapsed: 9 days, 16:36:19 Gen_loss: 3.403 Dis_loss: 0.5993 Cls_loss: 1.494 Topk: N/A ada_p: 0.238
[INFO] 2021-10-28 06:50:15 > Step: 702300 Progress: 70.2% Elapsed: 9 days, 16:37:54 Gen_loss: 3.663 Dis_loss: 0.6699 Cls_loss: 1.733 Topk: N/A ada_p: 0.2359
[INFO] 2021-10-28 06:52:04 > Step: 702400 Progress: 70.2% Elapsed: 9 days, 16:39:43 Gen_loss: 3.591 Dis_loss: 1.166 Cls_loss: 1.971 Topk: N/A ada_p: 0.2423
[INFO] 2021-10-28 06:53:40 > Step: 702500 Progress: 70.2% Elapsed: 9 days, 16:41:19 Gen_loss: 1.892 Dis_loss: 0.8719 Cls_loss: 1.692 Topk: N/A ada_p: 0.2437
[INFO] 2021-10-28 06:55:15 > Step: 702600 Progress: 70.3% Elapsed: 9 days, 16:42:54 Gen_loss: 2.09 Dis_loss: 0.9031 Cls_loss: 1.836 Topk: N/A ada_p: 0.2398
[INFO] 2021-10-28 06:56:50 > Step: 702700 Progress: 70.3% Elapsed: 9 days, 16:44:29 Gen_loss: 2.126 Dis_loss: 0.935 Cls_loss: 1.467 Topk: N/A ada_p: 0.2387
[INFO] 2021-10-28 06:58:35 > Step: 702800 Progress: 70.3% Elapsed: 9 days, 16:46:14 Gen_loss: 3.072 Dis_loss: 0.7327 Cls_loss: 2.151 Topk: N/A ada_p: 0.2397
[INFO] 2021-10-28 07:00:11 > Step: 702900 Progress: 70.3% Elapsed: 9 days, 16:47:50 Gen_loss: 2.368 Dis_loss: 1.248 Cls_loss: 1.836 Topk: N/A ada_p: 0.2439
[INFO] 2021-10-28 07:01:46 > Step: 703000 Progress: 70.3% Elapsed: 9 days, 16:49:25 Gen_loss: 1.824 Dis_loss: 0.9695 Cls_loss: 1.674 Topk: N/A ada_p: 0.2416
[INFO] 2021-10-28 07:03:21 > Step: 703100 Progress: 70.3% Elapsed: 9 days, 16:51:00 Gen_loss: 1.628 Dis_loss: 0.9371 Cls_loss: 1.613 Topk: N/A ada_p: 0.2384
[INFO] 2021-10-28 07:05:07 > Step: 703200 Progress: 70.3% Elapsed: 9 days, 16:52:45 Gen_loss: 3.034 Dis_loss: 0.827 Cls_loss: 2.11 Topk: N/A ada_p: 0.2384
[INFO] 2021-10-28 07:06:41 > Step: 703300 Progress: 70.3% Elapsed: 9 days, 16:54:20 Gen_loss: 2.159 Dis_loss: 1.07 Cls_loss: 2.082 Topk: N/A ada_p: 0.2444
[INFO] 2021-10-28 07:08:16 > Step: 703400 Progress: 70.3% Elapsed: 9 days, 16:55:55 Gen_loss: 1.86 Dis_loss: 0.8125 Cls_loss: 1.35 Topk: N/A ada_p: 0.2429
[INFO] 2021-10-28 07:09:52 > Step: 703500 Progress: 70.3% Elapsed: 9 days, 16:57:30 Gen_loss: 1.635 Dis_loss: 1.017 Cls_loss: 1.864 Topk: N/A ada_p: 0.2389
[INFO] 2021-10-28 07:11:37 > Step: 703600 Progress: 70.4% Elapsed: 9 days, 16:59:15 Gen_loss: 3.23 Dis_loss: 0.9519 Cls_loss: 1.773 Topk: N/A ada_p: 0.2354
[INFO] 2021-10-28 07:13:12 > Step: 703700 Progress: 70.4% Elapsed: 9 days, 17:00:51 Gen_loss: 3.319 Dis_loss: 1.33 Cls_loss: 2.291 Topk: N/A ada_p: 0.2322
[INFO] 2021-10-28 07:14:46 > Step: 703800 Progress: 70.4% Elapsed: 9 days, 17:02:25 Gen_loss: 1.276 Dis_loss: 0.6478 Cls_loss: 1.628 Topk: N/A ada_p: 0.2337
[INFO] 2021-10-28 07:16:22 > Step: 703900 Progress: 70.4% Elapsed: 9 days, 17:04:00 Gen_loss: 2.941 Dis_loss: 0.968 Cls_loss: 1.753 Topk: N/A ada_p: 0.2338
[INFO] 2021-10-28 07:18:07 > Step: 704000 Progress: 70.4% Elapsed: 9 days, 17:05:45 Gen_loss: 2.364 Dis_loss: 0.9107 Cls_loss: 1.635 Topk: N/A ada_p: 0.2382
[INFO] 2021-10-28 07:19:41 > Step: 704100 Progress: 70.4% Elapsed: 9 days, 17:07:20 Gen_loss: 2.29 Dis_loss: 1.137 Cls_loss: 1.791 Topk: N/A ada_p: 0.2434
[INFO] 2021-10-28 07:21:17 > Step: 704200 Progress: 70.4% Elapsed: 9 days, 17:08:55 Gen_loss: 1.81 Dis_loss: 1.85 Cls_loss: 1.729 Topk: N/A ada_p: 0.2493
[INFO] 2021-10-28 07:22:52 > Step: 704300 Progress: 70.4% Elapsed: 9 days, 17:10:30 Gen_loss: 0.7213 Dis_loss: 1.713 Cls_loss: 1.961 Topk: N/A ada_p: 0.2499
[INFO] 2021-10-28 07:24:37 > Step: 704400 Progress: 70.4% Elapsed: 9 days, 17:12:16 Gen_loss: 3.519 Dis_loss: 1.289 Cls_loss: 1.783 Topk: N/A ada_p: 0.2441
[INFO] 2021-10-28 07:26:13 > Step: 704500 Progress: 70.5% Elapsed: 9 days, 17:13:51 Gen_loss: 2.632 Dis_loss: 1.166 Cls_loss: 1.768 Topk: N/A ada_p: 0.2383
[INFO] 2021-10-28 07:27:47 > Step: 704600 Progress: 70.5% Elapsed: 9 days, 17:15:26 Gen_loss: 2.636 Dis_loss: 0.629 Cls_loss: 1.573 Topk: N/A ada_p: 0.2386
[INFO] 2021-10-28 07:29:22 > Step: 704700 Progress: 70.5% Elapsed: 9 days, 17:17:01 Gen_loss: 2.228 Dis_loss: 1.032 Cls_loss: 2.022 Topk: N/A ada_p: 0.243
[INFO] 2021-10-28 07:31:06 > Step: 704800 Progress: 70.5% Elapsed: 9 days, 17:18:45 Gen_loss: 3.934 Dis_loss: 1.413 Cls_loss: 1.791 Topk: N/A ada_p: 0.2476
[INFO] 2021-10-28 07:32:41 > Step: 704900 Progress: 70.5% Elapsed: 9 days, 17:20:20 Gen_loss: 1.719 Dis_loss: 1.078 Cls_loss: 2.246 Topk: N/A ada_p: 0.2475
[INFO] 2021-10-28 07:34:17 > Step: 705000 Progress: 70.5% Elapsed: 9 days, 17:21:55 Gen_loss: 1.638 Dis_loss: 1.001 Cls_loss: 1.764 Topk: N/A ada_p: 0.2455
[INFO] 2021-10-28 07:35:52 > Step: 705100 Progress: 70.5% Elapsed: 9 days, 17:23:31 Gen_loss: 2.619 Dis_loss: 0.9688 Cls_loss: 2.132 Topk: N/A ada_p: 0.2415
[INFO] 2021-10-28 07:37:38 > Step: 705200 Progress: 70.5% Elapsed: 9 days, 17:25:16 Gen_loss: 2.997 Dis_loss: 1.195 Cls_loss: 2.248 Topk: N/A ada_p: 0.243
[INFO] 2021-10-28 07:39:13 > Step: 705300 Progress: 70.5% Elapsed: 9 days, 17:26:52 Gen_loss: 2.871 Dis_loss: 0.9793 Cls_loss: 1.833 Topk: N/A ada_p: 0.246
[INFO] 2021-10-28 07:40:48 > Step: 705400 Progress: 70.5% Elapsed: 9 days, 17:28:27 Gen_loss: 4.023 Dis_loss: 1.57 Cls_loss: 1.649 Topk: N/A ada_p: 0.2429
[INFO] 2021-10-28 07:42:23 > Step: 705500 Progress: 70.5% Elapsed: 9 days, 17:30:02 Gen_loss: 2.446 Dis_loss: 1.335 Cls_loss: 2.096 Topk: N/A ada_p: 0.2425
[INFO] 2021-10-28 07:44:09 > Step: 705600 Progress: 70.6% Elapsed: 9 days, 17:31:48 Gen_loss: 3.66 Dis_loss: 0.8612 Cls_loss: 1.815 Topk: N/A ada_p: 0.2374
[INFO] 2021-10-28 07:45:44 > Step: 705700 Progress: 70.6% Elapsed: 9 days, 17:33:23 Gen_loss: 2.382 Dis_loss: 0.9116 Cls_loss: 1.527 Topk: N/A ada_p: 0.2439
[INFO] 2021-10-28 07:47:19 > Step: 705800 Progress: 70.6% Elapsed: 9 days, 17:34:58 Gen_loss: 3.005 Dis_loss: 0.6393 Cls_loss: 1.72 Topk: N/A ada_p: 0.2452
[INFO] 2021-10-28 07:48:54 > Step: 705900 Progress: 70.6% Elapsed: 9 days, 17:36:33 Gen_loss: 3.844 Dis_loss: 1.425 Cls_loss: 1.938 Topk: N/A ada_p: 0.2446
[INFO] 2021-10-28 07:50:40 > Step: 706000 Progress: 70.6% Elapsed: 9 days, 17:38:19 Gen_loss: 2.884 Dis_loss: 1.646 Cls_loss: 1.993 Topk: N/A ada_p: 0.2456
[INFO] 2021-10-28 07:52:16 > Step: 706100 Progress: 70.6% Elapsed: 9 days, 17:39:55 Gen_loss: 1.962 Dis_loss: 1.195 Cls_loss: 2.06 Topk: N/A ada_p: 0.2419
[INFO] 2021-10-28 07:53:50 > Step: 706200 Progress: 70.6% Elapsed: 9 days, 17:41:29 Gen_loss: 2.783 Dis_loss: 0.9129 Cls_loss: 1.807 Topk: N/A ada_p: 0.245
[INFO] 2021-10-28 07:55:36 > Step: 706300 Progress: 70.6% Elapsed: 9 days, 17:43:14 Gen_loss: 1.731 Dis_loss: 0.9745 Cls_loss: 1.658 Topk: N/A ada_p: 0.2507
[INFO] 2021-10-28 07:57:10 > Step: 706400 Progress: 70.6% Elapsed: 9 days, 17:44:49 Gen_loss: 1.64 Dis_loss: 0.9487 Cls_loss: 1.952 Topk: N/A ada_p: 0.2489
[INFO] 2021-10-28 07:58:46 > Step: 706500 Progress: 70.7% Elapsed: 9 days, 17:46:24 Gen_loss: 3.034 Dis_loss: 1.432 Cls_loss: 2.248 Topk: N/A ada_p: 0.2432
[INFO] 2021-10-28 08:00:20 > Step: 706600 Progress: 70.7% Elapsed: 9 days, 17:47:59 Gen_loss: 1.691 Dis_loss: 1.624 Cls_loss: 1.673 Topk: N/A ada_p: 0.246
[INFO] 2021-10-28 08:02:06 > Step: 706700 Progress: 70.7% Elapsed: 9 days, 17:49:45 Gen_loss: 1.687 Dis_loss: 0.8323 Cls_loss: 1.843 Topk: N/A ada_p: 0.2479
[INFO] 2021-10-28 08:03:40 > Step: 706800 Progress: 70.7% Elapsed: 9 days, 17:51:19 Gen_loss: 2.237 Dis_loss: 0.7514 Cls_loss: 1.389 Topk: N/A ada_p: 0.2479
[INFO] 2021-10-28 08:05:15 > Step: 706900 Progress: 70.7% Elapsed: 9 days, 17:52:54 Gen_loss: 2.626 Dis_loss: 1.26 Cls_loss: 1.725 Topk: N/A ada_p: 0.2488
[INFO] 2021-10-28 08:06:50 > Step: 707000 Progress: 70.7% Elapsed: 9 days, 17:54:29 Gen_loss: 3.442 Dis_loss: 0.9566 Cls_loss: 1.793 Topk: N/A ada_p: 0.2455
[INFO] 2021-10-28 08:08:35 > Step: 707100 Progress: 70.7% Elapsed: 9 days, 17:56:14 Gen_loss: 1.248 Dis_loss: 1.227 Cls_loss: 2.013 Topk: N/A ada_p: 0.2471
[INFO] 2021-10-28 08:10:10 > Step: 707200 Progress: 70.7% Elapsed: 9 days, 17:57:49 Gen_loss: 2.147 Dis_loss: 1.386 Cls_loss: 1.501 Topk: N/A ada_p: 0.2451
[INFO] 2021-10-28 08:11:45 > Step: 707300 Progress: 70.7% Elapsed: 9 days, 17:59:24 Gen_loss: 2.253 Dis_loss: 1.268 Cls_loss: 1.774 Topk: N/A ada_p: 0.245
[INFO] 2021-10-28 08:13:20 > Step: 707400 Progress: 70.7% Elapsed: 9 days, 18:00:59 Gen_loss: 2.483 Dis_loss: 0.7273 Cls_loss: 1.647 Topk: N/A ada_p: 0.2465
[INFO] 2021-10-28 08:15:05 > Step: 707500 Progress: 70.8% Elapsed: 9 days, 18:02:44 Gen_loss: 2.369 Dis_loss: 0.8832 Cls_loss: 1.692 Topk: N/A ada_p: 0.251
[INFO] 2021-10-28 08:16:39 > Step: 707600 Progress: 70.8% Elapsed: 9 days, 18:04:18 Gen_loss: 2.794 Dis_loss: 0.9448 Cls_loss: 1.992 Topk: N/A ada_p: 0.2556
[INFO] 2021-10-28 08:18:14 > Step: 707700 Progress: 70.8% Elapsed: 9 days, 18:05:53 Gen_loss: 2.286 Dis_loss: 0.8851 Cls_loss: 2.179 Topk: N/A ada_p: 0.2562
[INFO] 2021-10-28 08:19:49 > Step: 707800 Progress: 70.8% Elapsed: 9 days, 18:07:28 Gen_loss: 3.311 Dis_loss: 0.7641 Cls_loss: 1.695 Topk: N/A ada_p: 0.2516
[INFO] 2021-10-28 08:21:34 > Step: 707900 Progress: 70.8% Elapsed: 9 days, 18:09:13 Gen_loss: 2.352 Dis_loss: 1.278 Cls_loss: 1.819 Topk: N/A ada_p: 0.2494
[INFO] 2021-10-28 08:23:11 > Step: 708000 Progress: 70.8% Elapsed: 9 days, 18:10:50 Gen_loss: 2.305 Dis_loss: 0.8025 Cls_loss: 1.622 Topk: N/A ada_p: 0.2507
[INFO] 2021-10-28 08:24:46 > Step: 708100 Progress: 70.8% Elapsed: 9 days, 18:12:25 Gen_loss: 2.085 Dis_loss: 1.063 Cls_loss: 1.933 Topk: N/A ada_p: 0.2531
[INFO] 2021-10-28 08:26:21 > Step: 708200 Progress: 70.8% Elapsed: 9 days, 18:14:00 Gen_loss: 2.789 Dis_loss: 0.7948 Cls_loss: 1.934 Topk: N/A ada_p: 0.2531
[INFO] 2021-10-28 08:28:07 > Step: 708300 Progress: 70.8% Elapsed: 9 days, 18:15:45 Gen_loss: 3.043 Dis_loss: 1.068 Cls_loss: 1.8 Topk: N/A ada_p: 0.2489
[INFO] 2021-10-28 08:29:41 > Step: 708400 Progress: 70.8% Elapsed: 9 days, 18:17:20 Gen_loss: 4.194 Dis_loss: 1.708 Cls_loss: 2.392 Topk: N/A ada_p: 0.2494
[INFO] 2021-10-28 08:31:16 > Step: 708500 Progress: 70.9% Elapsed: 9 days, 18:18:55 Gen_loss: 4.391 Dis_loss: 0.8861 Cls_loss: 1.58 Topk: N/A ada_p: 0.2493
[INFO] 2021-10-28 08:32:51 > Step: 708600 Progress: 70.9% Elapsed: 9 days, 18:20:30 Gen_loss: 3.909 Dis_loss: 1.026 Cls_loss: 1.941 Topk: N/A ada_p: 0.2439
[INFO] 2021-10-28 08:34:36 > Step: 708700 Progress: 70.9% Elapsed: 9 days, 18:22:15 Gen_loss: 2.17 Dis_loss: 0.9962 Cls_loss: 1.882 Topk: N/A ada_p: 0.2484
[INFO] 2021-10-28 08:36:10 > Step: 708800 Progress: 70.9% Elapsed: 9 days, 18:23:49 Gen_loss: 2.683 Dis_loss: 1.044 Cls_loss: 1.956 Topk: N/A ada_p: 0.2394
[INFO] 2021-10-28 08:37:46 > Step: 708900 Progress: 70.9% Elapsed: 9 days, 18:25:24 Gen_loss: 2.494 Dis_loss: 0.7088 Cls_loss: 1.709 Topk: N/A ada_p: 0.2414
[INFO] 2021-10-28 08:39:20 > Step: 709000 Progress: 70.9% Elapsed: 9 days, 18:26:59 Gen_loss: 1.582 Dis_loss: 0.4779 Cls_loss: 1.428 Topk: N/A ada_p: 0.2416
[INFO] 2021-10-28 08:41:05 > Step: 709100 Progress: 70.9% Elapsed: 9 days, 18:28:44 Gen_loss: 1.64 Dis_loss: 1.034 Cls_loss: 1.866 Topk: N/A ada_p: 0.2407
[INFO] 2021-10-28 08:42:40 > Step: 709200 Progress: 70.9% Elapsed: 9 days, 18:30:18 Gen_loss: 2.282 Dis_loss: 1.222 Cls_loss: 2.164 Topk: N/A ada_p: 0.2453
[INFO] 2021-10-28 08:44:14 > Step: 709300 Progress: 70.9% Elapsed: 9 days, 18:31:53 Gen_loss: 1.95 Dis_loss: 0.7698 Cls_loss: 1.747 Topk: N/A ada_p: 0.2365
[INFO] 2021-10-28 08:45:49 > Step: 709400 Progress: 70.9% Elapsed: 9 days, 18:33:27 Gen_loss: 2.554 Dis_loss: 1.14 Cls_loss: 2.163 Topk: N/A ada_p: 0.2429
[INFO] 2021-10-28 08:47:33 > Step: 709500 Progress: 71.0% Elapsed: 9 days, 18:35:12 Gen_loss: 2.567 Dis_loss: 1.227 Cls_loss: 1.851 Topk: N/A ada_p: 0.2428
[INFO] 2021-10-28 08:49:07 > Step: 709600 Progress: 71.0% Elapsed: 9 days, 18:36:46 Gen_loss: 1.395 Dis_loss: 1.643 Cls_loss: 1.785 Topk: N/A ada_p: 0.2446
[INFO] 2021-10-28 08:50:42 > Step: 709700 Progress: 71.0% Elapsed: 9 days, 18:38:21 Gen_loss: 1.732 Dis_loss: 0.9289 Cls_loss: 2.044 Topk: N/A ada_p: 0.2386
[INFO] 2021-10-28 08:52:16 > Step: 709800 Progress: 71.0% Elapsed: 9 days, 18:39:55 Gen_loss: 2.09 Dis_loss: 1.237 Cls_loss: 2.001 Topk: N/A ada_p: 0.2411
[INFO] 2021-10-28 08:54:01 > Step: 709900 Progress: 71.0% Elapsed: 9 days, 18:41:39 Gen_loss: 1.495 Dis_loss: 1.645 Cls_loss: 2.058 Topk: N/A ada_p: 0.2446
[INFO] 2021-10-28 08:55:35 > Step: 710000 Progress: 71.0% Elapsed: 9 days, 18:43:14 Gen_loss: 3.281 Dis_loss: 1.122 Cls_loss: 1.777 Topk: N/A ada_p: 0.2443
[INFO] 2021-10-28 08:55:35 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-28 08:55:35 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_710000.png
[INFO] 2021-10-28 08:55:35 > Start Evaluation (710000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-28 08:55:35 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-28 09:01:07 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-28 09:06:42 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-28 09:25:38 > Inception score (Step: 710000, 50000 generated images): 10.749932289123535
[INFO] 2021-10-28 09:25:38 > FID score (Step: 710000, Using train moments): 2.4544838309716397
[INFO] 2021-10-28 09:25:38 > Improved Precision (Step: 710000, Using train images): 0.76026
[INFO] 2021-10-28 09:25:38 > Improved Recall (Step: 710000, Using train images): 0.63958
[INFO] 2021-10-28 09:25:38 > Density (Step: 710000, Using train images): 1.0961560000000001
[INFO] 2021-10-28 09:25:38 > Coverage (Step: 710000, Using train images): 0.93452
[INFO] 2021-10-28 09:25:38 > Best FID score (Step: 700000, Using train moments): 2.4498330450627464
[INFO] 2021-10-28 09:25:48 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-28 09:29:08 > Step: 710100 Progress: 71.0% Elapsed: 9 days, 19:16:47 Gen_loss: 2.026 Dis_loss: 1.13 Cls_loss: 2.04 Topk: N/A ada_p: 0.2421
[INFO] 2021-10-28 09:31:00 > Step: 710200 Progress: 71.0% Elapsed: 9 days, 19:18:39 Gen_loss: 1.803 Dis_loss: 0.8079 Cls_loss: 1.661 Topk: N/A ada_p: 0.2424
[INFO] 2021-10-28 09:32:37 > Step: 710300 Progress: 71.0% Elapsed: 9 days, 19:20:15 Gen_loss: 2.372 Dis_loss: 0.7651 Cls_loss: 1.985 Topk: N/A ada_p: 0.2438
[INFO] 2021-10-28 09:34:11 > Step: 710400 Progress: 71.0% Elapsed: 9 days, 19:21:50 Gen_loss: 2.62 Dis_loss: 0.7934 Cls_loss: 1.756 Topk: N/A ada_p: 0.2415
[INFO] 2021-10-28 09:35:46 > Step: 710500 Progress: 71.0% Elapsed: 9 days, 19:23:25 Gen_loss: 2.607 Dis_loss: 1.206 Cls_loss: 2.121 Topk: N/A ada_p: 0.2506
[INFO] 2021-10-28 09:37:31 > Step: 710600 Progress: 71.1% Elapsed: 9 days, 19:25:09 Gen_loss: 2.972 Dis_loss: 1.269 Cls_loss: 1.587 Topk: N/A ada_p: 0.2514
[INFO] 2021-10-28 09:39:05 > Step: 710700 Progress: 71.1% Elapsed: 9 days, 19:26:44 Gen_loss: 2.609 Dis_loss: 0.9524 Cls_loss: 1.966 Topk: N/A ada_p: 0.2499
[INFO] 2021-10-28 09:40:40 > Step: 710800 Progress: 71.1% Elapsed: 9 days, 19:28:19 Gen_loss: 1.921 Dis_loss: 1.135 Cls_loss: 1.891 Topk: N/A ada_p: 0.2458
[INFO] 2021-10-28 09:42:14 > Step: 710900 Progress: 71.1% Elapsed: 9 days, 19:29:53 Gen_loss: 2.87 Dis_loss: 0.9615 Cls_loss: 1.755 Topk: N/A ada_p: 0.2455
[INFO] 2021-10-28 09:43:59 > Step: 711000 Progress: 71.1% Elapsed: 9 days, 19:31:38 Gen_loss: 1.325 Dis_loss: 0.9682 Cls_loss: 1.777 Topk: N/A ada_p: 0.2432
[INFO] 2021-10-28 09:45:34 > Step: 711100 Progress: 71.1% Elapsed: 9 days, 19:33:13 Gen_loss: 1.386 Dis_loss: 1.014 Cls_loss: 1.353 Topk: N/A ada_p: 0.2382
[INFO] 2021-10-28 09:47:09 > Step: 711200 Progress: 71.1% Elapsed: 9 days, 19:34:48 Gen_loss: 3.936 Dis_loss: 0.8679 Cls_loss: 1.9 Topk: N/A ada_p: 0.24
[INFO] 2021-10-28 09:48:44 > Step: 711300 Progress: 71.1% Elapsed: 9 days, 19:36:22 Gen_loss: 1.569 Dis_loss: 0.7147 Cls_loss: 1.57 Topk: N/A ada_p: 0.2432
[INFO] 2021-10-28 09:50:28 > Step: 711400 Progress: 71.1% Elapsed: 9 days, 19:38:07 Gen_loss: 2.28 Dis_loss: 1.15 Cls_loss: 2.491 Topk: N/A ada_p: 0.246
[INFO] 2021-10-28 09:52:03 > Step: 711500 Progress: 71.2% Elapsed: 9 days, 19:39:41 Gen_loss: 3.272 Dis_loss: 1.094 Cls_loss: 1.874 Topk: N/A ada_p: 0.2482
[INFO] 2021-10-28 09:53:37 > Step: 711600 Progress: 71.2% Elapsed: 9 days, 19:41:16 Gen_loss: 3.005 Dis_loss: 0.8867 Cls_loss: 2.014 Topk: N/A ada_p: 0.2441
[INFO] 2021-10-28 09:55:12 > Step: 711700 Progress: 71.2% Elapsed: 9 days, 19:42:51 Gen_loss: 2.363 Dis_loss: 1.005 Cls_loss: 1.543 Topk: N/A ada_p: 0.2426
[INFO] 2021-10-28 09:56:56 > Step: 711800 Progress: 71.2% Elapsed: 9 days, 19:44:35 Gen_loss: 2.754 Dis_loss: 1.527 Cls_loss: 1.936 Topk: N/A ada_p: 0.2447
[INFO] 2021-10-28 09:58:31 > Step: 711900 Progress: 71.2% Elapsed: 9 days, 19:46:10 Gen_loss: 2.63 Dis_loss: 0.9666 Cls_loss: 1.849 Topk: N/A ada_p: 0.2494
[INFO] 2021-10-28 10:00:07 > Step: 712000 Progress: 71.2% Elapsed: 9 days, 19:47:46 Gen_loss: 1.89 Dis_loss: 1.07 Cls_loss: 1.893 Topk: N/A ada_p: 0.2464
[INFO] 2021-10-28 10:01:42 > Step: 712100 Progress: 71.2% Elapsed: 9 days, 19:49:21 Gen_loss: 1.459 Dis_loss: 1.001 Cls_loss: 2.005 Topk: N/A ada_p: 0.247
[INFO] 2021-10-28 10:03:27 > Step: 712200 Progress: 71.2% Elapsed: 9 days, 19:51:06 Gen_loss: 1.443 Dis_loss: 0.9071 Cls_loss: 1.986 Topk: N/A ada_p: 0.2514
[INFO] 2021-10-28 10:05:02 > Step: 712300 Progress: 71.2% Elapsed: 9 days, 19:52:40 Gen_loss: 1.011 Dis_loss: 0.9505 Cls_loss: 2.135 Topk: N/A ada_p: 0.252
[INFO] 2021-10-28 10:06:36 > Step: 712400 Progress: 71.2% Elapsed: 9 days, 19:54:15 Gen_loss: 3.554 Dis_loss: 0.8022 Cls_loss: 1.748 Topk: N/A ada_p: 0.2512
[INFO] 2021-10-28 10:08:12 > Step: 712500 Progress: 71.2% Elapsed: 9 days, 19:55:50 Gen_loss: 2.02 Dis_loss: 1.199 Cls_loss: 2.323 Topk: N/A ada_p: 0.2562
[INFO] 2021-10-28 10:09:58 > Step: 712600 Progress: 71.3% Elapsed: 9 days, 19:57:37 Gen_loss: 1.654 Dis_loss: 0.9871 Cls_loss: 2.428 Topk: N/A ada_p: 0.2526
[INFO] 2021-10-28 10:11:33 > Step: 712700 Progress: 71.3% Elapsed: 9 days, 19:59:12 Gen_loss: 3.115 Dis_loss: 0.9877 Cls_loss: 1.999 Topk: N/A ada_p: 0.2533
[INFO] 2021-10-28 10:13:08 > Step: 712800 Progress: 71.3% Elapsed: 9 days, 20:00:47 Gen_loss: 4.514 Dis_loss: 1.617 Cls_loss: 2.049 Topk: N/A ada_p: 0.252
[INFO] 2021-10-28 10:14:43 > Step: 712900 Progress: 71.3% Elapsed: 9 days, 20:02:22 Gen_loss: 2.934 Dis_loss: 1.022 Cls_loss: 1.53 Topk: N/A ada_p: 0.2503
[INFO] 2021-10-28 10:16:28 > Step: 713000 Progress: 71.3% Elapsed: 9 days, 20:04:07 Gen_loss: 2.398 Dis_loss: 0.8876 Cls_loss: 1.914 Topk: N/A ada_p: 0.2488
[INFO] 2021-10-28 10:18:04 > Step: 713100 Progress: 71.3% Elapsed: 9 days, 20:05:43 Gen_loss: 2.286 Dis_loss: 1.434 Cls_loss: 1.821 Topk: N/A ada_p: 0.2487
[INFO] 2021-10-28 10:19:38 > Step: 713200 Progress: 71.3% Elapsed: 9 days, 20:07:17 Gen_loss: 2.829 Dis_loss: 1.234 Cls_loss: 2.03 Topk: N/A ada_p: 0.243
[INFO] 2021-10-28 10:21:14 > Step: 713300 Progress: 71.3% Elapsed: 9 days, 20:08:53 Gen_loss: 2.65 Dis_loss: 0.8611 Cls_loss: 2.06 Topk: N/A ada_p: 0.2467
[INFO] 2021-10-28 10:22:59 > Step: 713400 Progress: 71.3% Elapsed: 9 days, 20:10:38 Gen_loss: 1.608 Dis_loss: 0.7944 Cls_loss: 1.919 Topk: N/A ada_p: 0.2424
[INFO] 2021-10-28 10:24:34 > Step: 713500 Progress: 71.4% Elapsed: 9 days, 20:12:13 Gen_loss: 1.582 Dis_loss: 0.6133 Cls_loss: 1.527 Topk: N/A ada_p: 0.2418
[INFO] 2021-10-28 10:26:09 > Step: 713600 Progress: 71.4% Elapsed: 9 days, 20:13:48 Gen_loss: 2.124 Dis_loss: 1.128 Cls_loss: 1.736 Topk: N/A ada_p: 0.2394
[INFO] 2021-10-28 10:27:44 > Step: 713700 Progress: 71.4% Elapsed: 9 days, 20:15:23 Gen_loss: 1.766 Dis_loss: 0.9696 Cls_loss: 1.837 Topk: N/A ada_p: 0.2409
[INFO] 2021-10-28 10:29:29 > Step: 713800 Progress: 71.4% Elapsed: 9 days, 20:17:08 Gen_loss: 1.324 Dis_loss: 1.531 Cls_loss: 1.552 Topk: N/A ada_p: 0.2434
[INFO] 2021-10-28 10:31:04 > Step: 713900 Progress: 71.4% Elapsed: 9 days, 20:18:43 Gen_loss: 2.273 Dis_loss: 0.9587 Cls_loss: 2.009 Topk: N/A ada_p: 0.2418
[INFO] 2021-10-28 10:32:39 > Step: 714000 Progress: 71.4% Elapsed: 9 days, 20:20:18 Gen_loss: 3.538 Dis_loss: 1.216 Cls_loss: 2.119 Topk: N/A ada_p: 0.2487
[INFO] 2021-10-28 10:34:25 > Step: 714100 Progress: 71.4% Elapsed: 9 days, 20:22:04 Gen_loss: 3.608 Dis_loss: 1.192 Cls_loss: 1.983 Topk: N/A ada_p: 0.2462
[INFO] 2021-10-28 10:35:59 > Step: 714200 Progress: 71.4% Elapsed: 9 days, 20:23:38 Gen_loss: 1.496 Dis_loss: 1.18 Cls_loss: 1.782 Topk: N/A ada_p: 0.2447
[INFO] 2021-10-28 10:37:35 > Step: 714300 Progress: 71.4% Elapsed: 9 days, 20:25:13 Gen_loss: 2.596 Dis_loss: 0.6445 Cls_loss: 1.446 Topk: N/A ada_p: 0.243
[INFO] 2021-10-28 10:39:10 > Step: 714400 Progress: 71.4% Elapsed: 9 days, 20:26:49 Gen_loss: 3.209 Dis_loss: 0.7923 Cls_loss: 1.893 Topk: N/A ada_p: 0.2453
[INFO] 2021-10-28 10:40:56 > Step: 714500 Progress: 71.5% Elapsed: 9 days, 20:28:35 Gen_loss: 1.774 Dis_loss: 0.9209 Cls_loss: 1.836 Topk: N/A ada_p: 0.2462
[INFO] 2021-10-28 10:42:30 > Step: 714600 Progress: 71.5% Elapsed: 9 days, 20:30:09 Gen_loss: 1.228 Dis_loss: 1.542 Cls_loss: 1.835 Topk: N/A ada_p: 0.247
[INFO] 2021-10-28 10:44:05 > Step: 714700 Progress: 71.5% Elapsed: 9 days, 20:31:44 Gen_loss: 3.267 Dis_loss: 1.009 Cls_loss: 1.803 Topk: N/A ada_p: 0.2461
[INFO] 2021-10-28 10:45:40 > Step: 714800 Progress: 71.5% Elapsed: 9 days, 20:33:18 Gen_loss: 2.151 Dis_loss: 0.8113 Cls_loss: 1.852 Topk: N/A ada_p: 0.2392
[INFO] 2021-10-28 10:47:25 > Step: 714900 Progress: 71.5% Elapsed: 9 days, 20:35:03 Gen_loss: 3.783 Dis_loss: 1.021 Cls_loss: 1.712 Topk: N/A ada_p: 0.2426
[INFO] 2021-10-28 10:48:59 > Step: 715000 Progress: 71.5% Elapsed: 9 days, 20:36:38 Gen_loss: 1.677 Dis_loss: 0.7672 Cls_loss: 1.906 Topk: N/A ada_p: 0.2391
[INFO] 2021-10-28 10:50:34 > Step: 715100 Progress: 71.5% Elapsed: 9 days, 20:38:13 Gen_loss: 3.165 Dis_loss: 1.23 Cls_loss: 1.906 Topk: N/A ada_p: 0.2397
[INFO] 2021-10-28 10:52:09 > Step: 715200 Progress: 71.5% Elapsed: 9 days, 20:39:48 Gen_loss: 2.054 Dis_loss: 1.031 Cls_loss: 1.856 Topk: N/A ada_p: 0.2377
[INFO] 2021-10-28 10:53:53 > Step: 715300 Progress: 71.5% Elapsed: 9 days, 20:41:32 Gen_loss: 1.037 Dis_loss: 0.8367 Cls_loss: 2.214 Topk: N/A ada_p: 0.2391
[INFO] 2021-10-28 10:55:28 > Step: 715400 Progress: 71.5% Elapsed: 9 days, 20:43:07 Gen_loss: 3.035 Dis_loss: 1.378 Cls_loss: 1.796 Topk: N/A ada_p: 0.2398
[INFO] 2021-10-28 10:57:02 > Step: 715500 Progress: 71.5% Elapsed: 9 days, 20:44:41 Gen_loss: 2.944 Dis_loss: 0.8955 Cls_loss: 1.645 Topk: N/A ada_p: 0.2361
[INFO] 2021-10-28 10:58:37 > Step: 715600 Progress: 71.6% Elapsed: 9 days, 20:46:16 Gen_loss: 3.226 Dis_loss: 1.366 Cls_loss: 1.99 Topk: N/A ada_p: 0.2351
[INFO] 2021-10-28 11:00:22 > Step: 715700 Progress: 71.6% Elapsed: 9 days, 20:48:01 Gen_loss: 1.851 Dis_loss: 0.7182 Cls_loss: 1.768 Topk: N/A ada_p: 0.2316
[INFO] 2021-10-28 11:01:57 > Step: 715800 Progress: 71.6% Elapsed: 9 days, 20:49:36 Gen_loss: 1.811 Dis_loss: 0.965 Cls_loss: 1.865 Topk: N/A ada_p: 0.2365
[INFO] 2021-10-28 11:03:32 > Step: 715900 Progress: 71.6% Elapsed: 9 days, 20:51:11 Gen_loss: 2.707 Dis_loss: 0.8132 Cls_loss: 1.806 Topk: N/A ada_p: 0.2341
[INFO] 2021-10-28 11:05:07 > Step: 716000 Progress: 71.6% Elapsed: 9 days, 20:52:46 Gen_loss: 2.433 Dis_loss: 0.9115 Cls_loss: 1.94 Topk: N/A ada_p: 0.2392
[INFO] 2021-10-28 11:06:52 > Step: 716100 Progress: 71.6% Elapsed: 9 days, 20:54:31 Gen_loss: 2.807 Dis_loss: 1.242 Cls_loss: 2.079 Topk: N/A ada_p: 0.2419
[INFO] 2021-10-28 11:08:26 > Step: 716200 Progress: 71.6% Elapsed: 9 days, 20:56:05 Gen_loss: 2.752 Dis_loss: 0.8675 Cls_loss: 1.925 Topk: N/A ada_p: 0.2416
[INFO] 2021-10-28 11:10:01 > Step: 716300 Progress: 71.6% Elapsed: 9 days, 20:57:40 Gen_loss: 3.238 Dis_loss: 1.579 Cls_loss: 1.844 Topk: N/A ada_p: 0.2484
[INFO] 2021-10-28 11:11:36 > Step: 716400 Progress: 71.6% Elapsed: 9 days, 20:59:15 Gen_loss: 2.292 Dis_loss: 1.517 Cls_loss: 2.462 Topk: N/A ada_p: 0.2464
[INFO] 2021-10-28 11:13:21 > Step: 716500 Progress: 71.7% Elapsed: 9 days, 21:01:00 Gen_loss: 2.636 Dis_loss: 1.197 Cls_loss: 1.942 Topk: N/A ada_p: 0.2473
[INFO] 2021-10-28 11:14:57 > Step: 716600 Progress: 71.7% Elapsed: 9 days, 21:02:35 Gen_loss: 3.312 Dis_loss: 0.9812 Cls_loss: 2.04 Topk: N/A ada_p: 0.256
[INFO] 2021-10-28 11:16:32 > Step: 716700 Progress: 71.7% Elapsed: 9 days, 21:04:10 Gen_loss: 2.198 Dis_loss: 0.9276 Cls_loss: 1.912 Topk: N/A ada_p: 0.2489
[INFO] 2021-10-28 11:18:06 > Step: 716800 Progress: 71.7% Elapsed: 9 days, 21:05:45 Gen_loss: 2.04 Dis_loss: 0.817 Cls_loss: 1.712 Topk: N/A ada_p: 0.2453
[INFO] 2021-10-28 11:19:51 > Step: 716900 Progress: 71.7% Elapsed: 9 days, 21:07:30 Gen_loss: 1.287 Dis_loss: 0.9204 Cls_loss: 1.875 Topk: N/A ada_p: 0.2493
[INFO] 2021-10-28 11:21:27 > Step: 717000 Progress: 71.7% Elapsed: 9 days, 21:09:06 Gen_loss: 2.796 Dis_loss: 1.327 Cls_loss: 2.131 Topk: N/A ada_p: 0.2475
[INFO] 2021-10-28 11:23:02 > Step: 717100 Progress: 71.7% Elapsed: 9 days, 21:10:41 Gen_loss: 3.201 Dis_loss: 1.111 Cls_loss: 1.921 Topk: N/A ada_p: 0.2522
[INFO] 2021-10-28 11:24:37 > Step: 717200 Progress: 71.7% Elapsed: 9 days, 21:12:16 Gen_loss: 2.875 Dis_loss: 1.208 Cls_loss: 1.979 Topk: N/A ada_p: 0.2502
[INFO] 2021-10-28 11:26:22 > Step: 717300 Progress: 71.7% Elapsed: 9 days, 21:14:01 Gen_loss: 1.203 Dis_loss: 0.7856 Cls_loss: 2.061 Topk: N/A ada_p: 0.2452
[INFO] 2021-10-28 11:27:58 > Step: 717400 Progress: 71.7% Elapsed: 9 days, 21:15:37 Gen_loss: 3.156 Dis_loss: 0.9297 Cls_loss: 1.936 Topk: N/A ada_p: 0.2424
[INFO] 2021-10-28 11:29:33 > Step: 717500 Progress: 71.8% Elapsed: 9 days, 21:17:12 Gen_loss: 2.344 Dis_loss: 0.7686 Cls_loss: 1.861 Topk: N/A ada_p: 0.2423
[INFO] 2021-10-28 11:31:08 > Step: 717600 Progress: 71.8% Elapsed: 9 days, 21:18:47 Gen_loss: 1.898 Dis_loss: 1.299 Cls_loss: 1.85 Topk: N/A ada_p: 0.2466
[INFO] 2021-10-28 11:32:54 > Step: 717700 Progress: 71.8% Elapsed: 9 days, 21:20:32 Gen_loss: 1.626 Dis_loss: 1.076 Cls_loss: 1.992 Topk: N/A ada_p: 0.245
[INFO] 2021-10-28 11:34:29 > Step: 717800 Progress: 71.8% Elapsed: 9 days, 21:22:08 Gen_loss: 3.365 Dis_loss: 1.188 Cls_loss: 1.755 Topk: N/A ada_p: 0.2493
[INFO] 2021-10-28 11:36:04 > Step: 717900 Progress: 71.8% Elapsed: 9 days, 21:23:42 Gen_loss: 1.467 Dis_loss: 0.66 Cls_loss: 1.738 Topk: N/A ada_p: 0.2479
[INFO] 2021-10-28 11:37:49 > Step: 718000 Progress: 71.8% Elapsed: 9 days, 21:25:27 Gen_loss: 2.047 Dis_loss: 0.8811 Cls_loss: 1.838 Topk: N/A ada_p: 0.2528
[INFO] 2021-10-28 11:39:23 > Step: 718100 Progress: 71.8% Elapsed: 9 days, 21:27:02 Gen_loss: 2.225 Dis_loss: 0.91 Cls_loss: 1.857 Topk: N/A ada_p: 0.2557
[INFO] 2021-10-28 11:40:58 > Step: 718200 Progress: 71.8% Elapsed: 9 days, 21:28:37 Gen_loss: 4.352 Dis_loss: 1.714 Cls_loss: 1.744 Topk: N/A ada_p: 0.2506
[INFO] 2021-10-28 11:42:33 > Step: 718300 Progress: 71.8% Elapsed: 9 days, 21:30:12 Gen_loss: 2.86 Dis_loss: 0.7683 Cls_loss: 1.536 Topk: N/A ada_p: 0.2484
[INFO] 2021-10-28 11:44:18 > Step: 718400 Progress: 71.8% Elapsed: 9 days, 21:31:56 Gen_loss: 4.497 Dis_loss: 1.23 Cls_loss: 1.942 Topk: N/A ada_p: 0.2515
[INFO] 2021-10-28 11:45:52 > Step: 718500 Progress: 71.9% Elapsed: 9 days, 21:33:31 Gen_loss: 1.829 Dis_loss: 1.707 Cls_loss: 2.042 Topk: N/A ada_p: 0.249
[INFO] 2021-10-28 11:47:27 > Step: 718600 Progress: 71.9% Elapsed: 9 days, 21:35:06 Gen_loss: 2.714 Dis_loss: 1.125 Cls_loss: 2.105 Topk: N/A ada_p: 0.2434
[INFO] 2021-10-28 11:49:02 > Step: 718700 Progress: 71.9% Elapsed: 9 days, 21:36:40 Gen_loss: 1.732 Dis_loss: 0.894 Cls_loss: 2.183 Topk: N/A ada_p: 0.2479
[INFO] 2021-10-28 11:50:46 > Step: 718800 Progress: 71.9% Elapsed: 9 days, 21:38:25 Gen_loss: 3.199 Dis_loss: 1.009 Cls_loss: 2.401 Topk: N/A ada_p: 0.2466
[INFO] 2021-10-28 11:52:20 > Step: 718900 Progress: 71.9% Elapsed: 9 days, 21:39:59 Gen_loss: 2.532 Dis_loss: 1.474 Cls_loss: 2.391 Topk: N/A ada_p: 0.2424
[INFO] 2021-10-28 11:53:55 > Step: 719000 Progress: 71.9% Elapsed: 9 days, 21:41:34 Gen_loss: 3.306 Dis_loss: 0.8458 Cls_loss: 1.613 Topk: N/A ada_p: 0.2406
[INFO] 2021-10-28 11:55:30 > Step: 719100 Progress: 71.9% Elapsed: 9 days, 21:43:09 Gen_loss: 2.705 Dis_loss: 0.7683 Cls_loss: 1.831 Topk: N/A ada_p: 0.24
[INFO] 2021-10-28 11:57:14 > Step: 719200 Progress: 71.9% Elapsed: 9 days, 21:44:53 Gen_loss: 2.325 Dis_loss: 0.9203 Cls_loss: 1.485 Topk: N/A ada_p: 0.2402
[INFO] 2021-10-28 11:58:49 > Step: 719300 Progress: 71.9% Elapsed: 9 days, 21:46:27 Gen_loss: 0.888 Dis_loss: 1.744 Cls_loss: 2.026 Topk: N/A ada_p: 0.238
[INFO] 2021-10-28 12:00:23 > Step: 719400 Progress: 71.9% Elapsed: 9 days, 21:48:02 Gen_loss: 1.872 Dis_loss: 0.6714 Cls_loss: 1.843 Topk: N/A ada_p: 0.2406
[INFO] 2021-10-28 12:01:58 > Step: 719500 Progress: 72.0% Elapsed: 9 days, 21:49:36 Gen_loss: 1.673 Dis_loss: 0.8854 Cls_loss: 2.074 Topk: N/A ada_p: 0.2369
[INFO] 2021-10-28 12:03:42 > Step: 719600 Progress: 72.0% Elapsed: 9 days, 21:51:21 Gen_loss: 2.727 Dis_loss: 1.051 Cls_loss: 1.673 Topk: N/A ada_p: 0.2364
[INFO] 2021-10-28 12:05:17 > Step: 719700 Progress: 72.0% Elapsed: 9 days, 21:52:56 Gen_loss: 3.347 Dis_loss: 1.128 Cls_loss: 1.572 Topk: N/A ada_p: 0.2396
[INFO] 2021-10-28 12:06:52 > Step: 719800 Progress: 72.0% Elapsed: 9 days, 21:54:31 Gen_loss: 3.753 Dis_loss: 1.155 Cls_loss: 1.625 Topk: N/A ada_p: 0.2439
[INFO] 2021-10-28 12:08:27 > Step: 719900 Progress: 72.0% Elapsed: 9 days, 21:56:06 Gen_loss: 2.851 Dis_loss: 0.6777 Cls_loss: 1.705 Topk: N/A ada_p: 0.2382
[INFO] 2021-10-28 12:10:11 > Step: 720000 Progress: 72.0% Elapsed: 9 days, 21:57:50 Gen_loss: 1.424 Dis_loss: 1.151 Cls_loss: 2.407 Topk: N/A ada_p: 0.2435
[INFO] 2021-10-28 12:10:11 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-28 12:10:11 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_720000.png
[INFO] 2021-10-28 12:10:11 > Start Evaluation (720000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-28 12:10:11 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-28 12:15:43 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-28 12:21:19 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-28 12:40:35 > Inception score (Step: 720000, 50000 generated images): 10.616354942321777
[INFO] 2021-10-28 12:40:35 > FID score (Step: 720000, Using train moments): 2.4552838385952214
[INFO] 2021-10-28 12:40:35 > Improved Precision (Step: 720000, Using train images): 0.76202
[INFO] 2021-10-28 12:40:35 > Improved Recall (Step: 720000, Using train images): 0.64038
[INFO] 2021-10-28 12:40:35 > Density (Step: 720000, Using train images): 1.081364
[INFO] 2021-10-28 12:40:35 > Coverage (Step: 720000, Using train images): 0.9323
[INFO] 2021-10-28 12:40:35 > Best FID score (Step: 700000, Using train moments): 2.4498330450627464
[INFO] 2021-10-28 12:40:49 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-28 12:45:15 > Step: 720100 Progress: 72.0% Elapsed: 9 days, 22:32:54 Gen_loss: 1.727 Dis_loss: 1.008 Cls_loss: 2.217 Topk: N/A ada_p: 0.2434
[INFO] 2021-10-28 12:46:50 > Step: 720200 Progress: 72.0% Elapsed: 9 days, 22:34:29 Gen_loss: 1.688 Dis_loss: 0.7592 Cls_loss: 1.997 Topk: N/A ada_p: 0.247
[INFO] 2021-10-28 12:48:25 > Step: 720300 Progress: 72.0% Elapsed: 9 days, 22:36:03 Gen_loss: 2.464 Dis_loss: 0.9147 Cls_loss: 1.914 Topk: N/A ada_p: 0.253
[INFO] 2021-10-28 12:50:16 > Step: 720400 Progress: 72.0% Elapsed: 9 days, 22:37:55 Gen_loss: 2.378 Dis_loss: 0.9069 Cls_loss: 2.119 Topk: N/A ada_p: 0.2492
[INFO] 2021-10-28 12:51:51 > Step: 720500 Progress: 72.0% Elapsed: 9 days, 22:39:29 Gen_loss: 3.359 Dis_loss: 1.031 Cls_loss: 1.758 Topk: N/A ada_p: 0.246
[INFO] 2021-10-28 12:53:26 > Step: 720600 Progress: 72.1% Elapsed: 9 days, 22:41:04 Gen_loss: 1.199 Dis_loss: 0.7229 Cls_loss: 1.759 Topk: N/A ada_p: 0.2442
[INFO] 2021-10-28 12:55:01 > Step: 720700 Progress: 72.1% Elapsed: 9 days, 22:42:40 Gen_loss: 1.848 Dis_loss: 0.9021 Cls_loss: 1.593 Topk: N/A ada_p: 0.2402
[INFO] 2021-10-28 12:56:45 > Step: 720800 Progress: 72.1% Elapsed: 9 days, 22:44:24 Gen_loss: 0.7157 Dis_loss: 0.7913 Cls_loss: 2.086 Topk: N/A ada_p: 0.2359
[INFO] 2021-10-28 12:58:20 > Step: 720900 Progress: 72.1% Elapsed: 9 days, 22:45:59 Gen_loss: 3.178 Dis_loss: 1.256 Cls_loss: 1.931 Topk: N/A ada_p: 0.2429
[INFO] 2021-10-28 12:59:55 > Step: 721000 Progress: 72.1% Elapsed: 9 days, 22:47:33 Gen_loss: 1.76 Dis_loss: 1.029 Cls_loss: 2.051 Topk: N/A ada_p: 0.2398
[INFO] 2021-10-28 13:01:30 > Step: 721100 Progress: 72.1% Elapsed: 9 days, 22:49:09 Gen_loss: 2.565 Dis_loss: 1.156 Cls_loss: 2.071 Topk: N/A ada_p: 0.2325
[INFO] 2021-10-28 13:03:15 > Step: 721200 Progress: 72.1% Elapsed: 9 days, 22:50:53 Gen_loss: 2.083 Dis_loss: 0.8628 Cls_loss: 1.872 Topk: N/A ada_p: 0.2354
[INFO] 2021-10-28 13:04:50 > Step: 721300 Progress: 72.1% Elapsed: 9 days, 22:52:28 Gen_loss: 2.715 Dis_loss: 1.069 Cls_loss: 1.933 Topk: N/A ada_p: 0.238
[INFO] 2021-10-28 13:06:25 > Step: 721400 Progress: 72.1% Elapsed: 9 days, 22:54:04 Gen_loss: 2.99 Dis_loss: 1.811 Cls_loss: 1.91 Topk: N/A ada_p: 0.2345
[INFO] 2021-10-28 13:08:00 > Step: 721500 Progress: 72.2% Elapsed: 9 days, 22:55:39 Gen_loss: 1.335 Dis_loss: 1.192 Cls_loss: 2.36 Topk: N/A ada_p: 0.2366
[INFO] 2021-10-28 13:09:45 > Step: 721600 Progress: 72.2% Elapsed: 9 days, 22:57:24 Gen_loss: 1.673 Dis_loss: 0.8668 Cls_loss: 1.788 Topk: N/A ada_p: 0.2412
[INFO] 2021-10-28 13:11:20 > Step: 721700 Progress: 72.2% Elapsed: 9 days, 22:58:59 Gen_loss: 2.626 Dis_loss: 0.724 Cls_loss: 1.896 Topk: N/A ada_p: 0.2406
[INFO] 2021-10-28 13:12:55 > Step: 721800 Progress: 72.2% Elapsed: 9 days, 23:00:34 Gen_loss: 3.751 Dis_loss: 1.351 Cls_loss: 2.126 Topk: N/A ada_p: 0.247
[INFO] 2021-10-28 13:14:41 > Step: 721900 Progress: 72.2% Elapsed: 9 days, 23:02:20 Gen_loss: 3.169 Dis_loss: 0.8592 Cls_loss: 1.629 Topk: N/A ada_p: 0.2412
[INFO] 2021-10-28 13:16:15 > Step: 722000 Progress: 72.2% Elapsed: 9 days, 23:03:54 Gen_loss: 3.584 Dis_loss: 1.876 Cls_loss: 1.842 Topk: N/A ada_p: 0.2459
[INFO] 2021-10-28 13:17:51 > Step: 722100 Progress: 72.2% Elapsed: 9 days, 23:05:29 Gen_loss: 2.556 Dis_loss: 0.8659 Cls_loss: 1.729 Topk: N/A ada_p: 0.2429
[INFO] 2021-10-28 13:19:25 > Step: 722200 Progress: 72.2% Elapsed: 9 days, 23:07:04 Gen_loss: 0.8676 Dis_loss: 1.131 Cls_loss: 1.633 Topk: N/A ada_p: 0.2483
[INFO] 2021-10-28 13:21:10 > Step: 722300 Progress: 72.2% Elapsed: 9 days, 23:08:49 Gen_loss: 2.242 Dis_loss: 0.6345 Cls_loss: 1.663 Topk: N/A ada_p: 0.2476
[INFO] 2021-10-28 13:22:44 > Step: 722400 Progress: 72.2% Elapsed: 9 days, 23:10:23 Gen_loss: 1.621 Dis_loss: 1.514 Cls_loss: 1.823 Topk: N/A ada_p: 0.251
[INFO] 2021-10-28 13:24:20 > Step: 722500 Progress: 72.2% Elapsed: 9 days, 23:11:58 Gen_loss: 2.858 Dis_loss: 1.799 Cls_loss: 1.849 Topk: N/A ada_p: 0.247
[INFO] 2021-10-28 13:25:54 > Step: 722600 Progress: 72.3% Elapsed: 9 days, 23:13:33 Gen_loss: 2.323 Dis_loss: 0.7493 Cls_loss: 1.987 Topk: N/A ada_p: 0.2488
[INFO] 2021-10-28 13:27:39 > Step: 722700 Progress: 72.3% Elapsed: 9 days, 23:15:18 Gen_loss: 1.482 Dis_loss: 1.212 Cls_loss: 2.076 Topk: N/A ada_p: 0.2479
[INFO] 2021-10-28 13:29:14 > Step: 722800 Progress: 72.3% Elapsed: 9 days, 23:16:53 Gen_loss: 2.122 Dis_loss: 0.8175 Cls_loss: 1.808 Topk: N/A ada_p: 0.2441
[INFO] 2021-10-28 13:30:49 > Step: 722900 Progress: 72.3% Elapsed: 9 days, 23:18:28 Gen_loss: 1.05 Dis_loss: 0.8284 Cls_loss: 1.692 Topk: N/A ada_p: 0.248
[INFO] 2021-10-28 13:32:24 > Step: 723000 Progress: 72.3% Elapsed: 9 days, 23:20:03 Gen_loss: 0.9412 Dis_loss: 1.421 Cls_loss: 2.077 Topk: N/A ada_p: 0.2485
[INFO] 2021-10-28 13:34:09 > Step: 723100 Progress: 72.3% Elapsed: 9 days, 23:21:48 Gen_loss: 2.125 Dis_loss: 1.11 Cls_loss: 2.072 Topk: N/A ada_p: 0.2479
[INFO] 2021-10-28 13:35:44 > Step: 723200 Progress: 72.3% Elapsed: 9 days, 23:23:22 Gen_loss: 2.517 Dis_loss: 1.171 Cls_loss: 1.756 Topk: N/A ada_p: 0.2484
[INFO] 2021-10-28 13:37:19 > Step: 723300 Progress: 72.3% Elapsed: 9 days, 23:24:57 Gen_loss: 1.954 Dis_loss: 1.512 Cls_loss: 1.93 Topk: N/A ada_p: 0.2483
[INFO] 2021-10-28 13:38:54 > Step: 723400 Progress: 72.3% Elapsed: 9 days, 23:26:33 Gen_loss: 1.656 Dis_loss: 0.5827 Cls_loss: 1.78 Topk: N/A ada_p: 0.2475
[INFO] 2021-10-28 13:40:38 > Step: 723500 Progress: 72.4% Elapsed: 9 days, 23:28:17 Gen_loss: 2.732 Dis_loss: 0.69 Cls_loss: 1.432 Topk: N/A ada_p: 0.2435
[INFO] 2021-10-28 13:42:13 > Step: 723600 Progress: 72.4% Elapsed: 9 days, 23:29:52 Gen_loss: 2.678 Dis_loss: 0.8365 Cls_loss: 2.254 Topk: N/A ada_p: 0.2382
[INFO] 2021-10-28 13:43:48 > Step: 723700 Progress: 72.4% Elapsed: 9 days, 23:31:27 Gen_loss: 2.777 Dis_loss: 0.9715 Cls_loss: 1.58 Topk: N/A ada_p: 0.2427
[INFO] 2021-10-28 13:45:23 > Step: 723800 Progress: 72.4% Elapsed: 9 days, 23:33:02 Gen_loss: 2.71 Dis_loss: 1.125 Cls_loss: 2.04 Topk: N/A ada_p: 0.2347
[INFO] 2021-10-28 13:47:08 > Step: 723900 Progress: 72.4% Elapsed: 9 days, 23:34:46 Gen_loss: 1.983 Dis_loss: 0.6579 Cls_loss: 1.87 Topk: N/A ada_p: 0.2366
[INFO] 2021-10-28 13:48:42 > Step: 724000 Progress: 72.4% Elapsed: 9 days, 23:36:21 Gen_loss: 1.687 Dis_loss: 1.02 Cls_loss: 2.033 Topk: N/A ada_p: 0.2379
[INFO] 2021-10-28 13:50:18 > Step: 724100 Progress: 72.4% Elapsed: 9 days, 23:37:57 Gen_loss: 1.122 Dis_loss: 1.14 Cls_loss: 1.865 Topk: N/A ada_p: 0.236
[INFO] 2021-10-28 13:51:53 > Step: 724200 Progress: 72.4% Elapsed: 9 days, 23:39:32 Gen_loss: 1.203 Dis_loss: 1.2 Cls_loss: 1.762 Topk: N/A ada_p: 0.2383
[INFO] 2021-10-28 13:53:38 > Step: 724300 Progress: 72.4% Elapsed: 9 days, 23:41:16 Gen_loss: 0.9236 Dis_loss: 1.454 Cls_loss: 2.228 Topk: N/A ada_p: 0.2433
[INFO] 2021-10-28 13:55:12 > Step: 724400 Progress: 72.4% Elapsed: 9 days, 23:42:51 Gen_loss: 3.517 Dis_loss: 1.293 Cls_loss: 1.678 Topk: N/A ada_p: 0.2451
[INFO] 2021-10-28 13:56:47 > Step: 724500 Progress: 72.5% Elapsed: 9 days, 23:44:26 Gen_loss: 2.032 Dis_loss: 1.236 Cls_loss: 1.754 Topk: N/A ada_p: 0.247
[INFO] 2021-10-28 13:58:22 > Step: 724600 Progress: 72.5% Elapsed: 9 days, 23:46:01 Gen_loss: 1.663 Dis_loss: 1.887 Cls_loss: 2.37 Topk: N/A ada_p: 0.2514
[INFO] 2021-10-28 14:00:08 > Step: 724700 Progress: 72.5% Elapsed: 9 days, 23:47:46 Gen_loss: 1.69 Dis_loss: 1.32 Cls_loss: 2.101 Topk: N/A ada_p: 0.2535
[INFO] 2021-10-28 14:01:43 > Step: 724800 Progress: 72.5% Elapsed: 9 days, 23:49:22 Gen_loss: 2.827 Dis_loss: 0.9465 Cls_loss: 1.574 Topk: N/A ada_p: 0.2446
[INFO] 2021-10-28 14:03:18 > Step: 724900 Progress: 72.5% Elapsed: 9 days, 23:50:57 Gen_loss: 1.888 Dis_loss: 0.7692 Cls_loss: 1.61 Topk: N/A ada_p: 0.2398
[INFO] 2021-10-28 14:04:53 > Step: 725000 Progress: 72.5% Elapsed: 9 days, 23:52:32 Gen_loss: 1.244 Dis_loss: 1.111 Cls_loss: 1.795 Topk: N/A ada_p: 0.238
[INFO] 2021-10-28 14:06:38 > Step: 725100 Progress: 72.5% Elapsed: 9 days, 23:54:17 Gen_loss: 1.392 Dis_loss: 0.9359 Cls_loss: 1.703 Topk: N/A ada_p: 0.2484
[INFO] 2021-10-28 14:08:13 > Step: 725200 Progress: 72.5% Elapsed: 9 days, 23:55:52 Gen_loss: 1.959 Dis_loss: 0.8199 Cls_loss: 1.749 Topk: N/A ada_p: 0.2492
[INFO] 2021-10-28 14:09:48 > Step: 725300 Progress: 72.5% Elapsed: 9 days, 23:57:27 Gen_loss: 3.155 Dis_loss: 1.418 Cls_loss: 2.187 Topk: N/A ada_p: 0.2457
[INFO] 2021-10-28 14:11:23 > Step: 725400 Progress: 72.5% Elapsed: 9 days, 23:59:02 Gen_loss: 3.182 Dis_loss: 0.965 Cls_loss: 1.715 Topk: N/A ada_p: 0.2488
[INFO] 2021-10-28 14:13:08 > Step: 725500 Progress: 72.5% Elapsed: 10 days, 0:00:47 Gen_loss: 3.276 Dis_loss: 1.192 Cls_loss: 1.682 Topk: N/A ada_p: 0.2543
[INFO] 2021-10-28 14:14:43 > Step: 725600 Progress: 72.6% Elapsed: 10 days, 0:02:22 Gen_loss: 2.355 Dis_loss: 1.24 Cls_loss: 1.673 Topk: N/A ada_p: 0.251
[INFO] 2021-10-28 14:16:18 > Step: 725700 Progress: 72.6% Elapsed: 10 days, 0:03:57 Gen_loss: 3.2 Dis_loss: 1.275 Cls_loss: 1.976 Topk: N/A ada_p: 0.2485
[INFO] 2021-10-28 14:18:04 > Step: 725800 Progress: 72.6% Elapsed: 10 days, 0:05:42 Gen_loss: 1.73 Dis_loss: 0.9662 Cls_loss: 2.278 Topk: N/A ada_p: 0.2406
[INFO] 2021-10-28 14:19:38 > Step: 725900 Progress: 72.6% Elapsed: 10 days, 0:07:17 Gen_loss: 2.586 Dis_loss: 1.229 Cls_loss: 2.41 Topk: N/A ada_p: 0.2469
[INFO] 2021-10-28 14:21:13 > Step: 726000 Progress: 72.6% Elapsed: 10 days, 0:08:52 Gen_loss: 2.19 Dis_loss: 0.8698 Cls_loss: 1.868 Topk: N/A ada_p: 0.2517
[INFO] 2021-10-28 14:22:48 > Step: 726100 Progress: 72.6% Elapsed: 10 days, 0:10:27 Gen_loss: 1.874 Dis_loss: 0.8742 Cls_loss: 2.079 Topk: N/A ada_p: 0.257
[INFO] 2021-10-28 14:24:33 > Step: 726200 Progress: 72.6% Elapsed: 10 days, 0:12:11 Gen_loss: 3.0 Dis_loss: 1.234 Cls_loss: 2.061 Topk: N/A ada_p: 0.2542
[INFO] 2021-10-28 14:26:08 > Step: 726300 Progress: 72.6% Elapsed: 10 days, 0:13:47 Gen_loss: 2.397 Dis_loss: 1.274 Cls_loss: 2.13 Topk: N/A ada_p: 0.2451
[INFO] 2021-10-28 14:27:43 > Step: 726400 Progress: 72.6% Elapsed: 10 days, 0:15:21 Gen_loss: 1.784 Dis_loss: 0.9491 Cls_loss: 2.062 Topk: N/A ada_p: 0.2418
[INFO] 2021-10-28 14:29:18 > Step: 726500 Progress: 72.7% Elapsed: 10 days, 0:16:57 Gen_loss: 3.615 Dis_loss: 0.8972 Cls_loss: 1.822 Topk: N/A ada_p: 0.2444
[INFO] 2021-10-28 14:31:03 > Step: 726600 Progress: 72.7% Elapsed: 10 days, 0:18:42 Gen_loss: 2.861 Dis_loss: 1.765 Cls_loss: 2.06 Topk: N/A ada_p: 0.2421
[INFO] 2021-10-28 14:32:37 > Step: 726700 Progress: 72.7% Elapsed: 10 days, 0:20:16 Gen_loss: 2.744 Dis_loss: 0.8578 Cls_loss: 2.178 Topk: N/A ada_p: 0.2438
[INFO] 2021-10-28 14:34:12 > Step: 726800 Progress: 72.7% Elapsed: 10 days, 0:21:51 Gen_loss: 2.758 Dis_loss: 0.9368 Cls_loss: 1.726 Topk: N/A ada_p: 0.2438
[INFO] 2021-10-28 14:35:47 > Step: 726900 Progress: 72.7% Elapsed: 10 days, 0:23:25 Gen_loss: 1.535 Dis_loss: 1.667 Cls_loss: 1.913 Topk: N/A ada_p: 0.2442
[INFO] 2021-10-28 14:37:31 > Step: 727000 Progress: 72.7% Elapsed: 10 days, 0:25:10 Gen_loss: 4.277 Dis_loss: 1.927 Cls_loss: 1.798 Topk: N/A ada_p: 0.245
[INFO] 2021-10-28 14:39:06 > Step: 727100 Progress: 72.7% Elapsed: 10 days, 0:26:45 Gen_loss: 3.368 Dis_loss: 1.453 Cls_loss: 2.18 Topk: N/A ada_p: 0.2469
[INFO] 2021-10-28 14:40:41 > Step: 727200 Progress: 72.7% Elapsed: 10 days, 0:28:20 Gen_loss: 1.726 Dis_loss: 0.9291 Cls_loss: 1.642 Topk: N/A ada_p: 0.2459
[INFO] 2021-10-28 14:42:16 > Step: 727300 Progress: 72.7% Elapsed: 10 days, 0:29:55 Gen_loss: 3.508 Dis_loss: 1.036 Cls_loss: 1.876 Topk: N/A ada_p: 0.245
[INFO] 2021-10-28 14:44:00 > Step: 727400 Progress: 72.7% Elapsed: 10 days, 0:31:39 Gen_loss: 2.785 Dis_loss: 1.178 Cls_loss: 1.708 Topk: N/A ada_p: 0.2478
[INFO] 2021-10-28 14:45:35 > Step: 727500 Progress: 72.8% Elapsed: 10 days, 0:33:14 Gen_loss: 2.263 Dis_loss: 0.7611 Cls_loss: 1.822 Topk: N/A ada_p: 0.2533
[INFO] 2021-10-28 14:47:10 > Step: 727600 Progress: 72.8% Elapsed: 10 days, 0:34:49 Gen_loss: 2.506 Dis_loss: 0.7645 Cls_loss: 1.648 Topk: N/A ada_p: 0.2502
[INFO] 2021-10-28 14:48:45 > Step: 727700 Progress: 72.8% Elapsed: 10 days, 0:36:23 Gen_loss: 1.649 Dis_loss: 1.135 Cls_loss: 2.046 Topk: N/A ada_p: 0.2488
[INFO] 2021-10-28 14:50:30 > Step: 727800 Progress: 72.8% Elapsed: 10 days, 0:38:08 Gen_loss: 1.911 Dis_loss: 0.8676 Cls_loss: 1.614 Topk: N/A ada_p: 0.2457
[INFO] 2021-10-28 14:52:04 > Step: 727900 Progress: 72.8% Elapsed: 10 days, 0:39:43 Gen_loss: 3.081 Dis_loss: 1.387 Cls_loss: 1.908 Topk: N/A ada_p: 0.2505
[INFO] 2021-10-28 14:53:39 > Step: 728000 Progress: 72.8% Elapsed: 10 days, 0:41:18 Gen_loss: 1.597 Dis_loss: 1.21 Cls_loss: 1.898 Topk: N/A ada_p: 0.2474
[INFO] 2021-10-28 14:55:14 > Step: 728100 Progress: 72.8% Elapsed: 10 days, 0:42:53 Gen_loss: 2.246 Dis_loss: 0.9503 Cls_loss: 1.703 Topk: N/A ada_p: 0.2519
[INFO] 2021-10-28 14:56:59 > Step: 728200 Progress: 72.8% Elapsed: 10 days, 0:44:38 Gen_loss: 2.194 Dis_loss: 0.7885 Cls_loss: 1.821 Topk: N/A ada_p: 0.248
[INFO] 2021-10-28 14:58:34 > Step: 728300 Progress: 72.8% Elapsed: 10 days, 0:46:12 Gen_loss: 1.558 Dis_loss: 1.391 Cls_loss: 1.586 Topk: N/A ada_p: 0.2484
[INFO] 2021-10-28 15:00:09 > Step: 728400 Progress: 72.8% Elapsed: 10 days, 0:47:47 Gen_loss: 3.335 Dis_loss: 1.013 Cls_loss: 2.088 Topk: N/A ada_p: 0.2492
[INFO] 2021-10-28 15:01:44 > Step: 728500 Progress: 72.9% Elapsed: 10 days, 0:49:22 Gen_loss: 1.55 Dis_loss: 1.786 Cls_loss: 2.358 Topk: N/A ada_p: 0.2493
[INFO] 2021-10-28 15:03:29 > Step: 728600 Progress: 72.9% Elapsed: 10 days, 0:51:08 Gen_loss: 3.193 Dis_loss: 0.7989 Cls_loss: 1.838 Topk: N/A ada_p: 0.2473
[INFO] 2021-10-28 15:05:04 > Step: 728700 Progress: 72.9% Elapsed: 10 days, 0:52:43 Gen_loss: 1.144 Dis_loss: 1.101 Cls_loss: 1.901 Topk: N/A ada_p: 0.2453
[INFO] 2021-10-28 15:06:39 > Step: 728800 Progress: 72.9% Elapsed: 10 days, 0:54:17 Gen_loss: 1.503 Dis_loss: 0.5988 Cls_loss: 1.742 Topk: N/A ada_p: 0.2415
[INFO] 2021-10-28 15:08:14 > Step: 728900 Progress: 72.9% Elapsed: 10 days, 0:55:52 Gen_loss: 2.229 Dis_loss: 0.9376 Cls_loss: 1.801 Topk: N/A ada_p: 0.2475
[INFO] 2021-10-28 15:09:58 > Step: 729000 Progress: 72.9% Elapsed: 10 days, 0:57:37 Gen_loss: 2.351 Dis_loss: 0.8225 Cls_loss: 1.666 Topk: N/A ada_p: 0.2511
[INFO] 2021-10-28 15:11:34 > Step: 729100 Progress: 72.9% Elapsed: 10 days, 0:59:12 Gen_loss: 2.877 Dis_loss: 0.8448 Cls_loss: 1.711 Topk: N/A ada_p: 0.2497
[INFO] 2021-10-28 15:13:08 > Step: 729200 Progress: 72.9% Elapsed: 10 days, 1:00:47 Gen_loss: 1.902 Dis_loss: 0.6253 Cls_loss: 1.762 Topk: N/A ada_p: 0.2489
[INFO] 2021-10-28 15:14:43 > Step: 729300 Progress: 72.9% Elapsed: 10 days, 1:02:22 Gen_loss: 1.645 Dis_loss: 1.186 Cls_loss: 1.73 Topk: N/A ada_p: 0.248
[INFO] 2021-10-28 15:16:28 > Step: 729400 Progress: 72.9% Elapsed: 10 days, 1:04:07 Gen_loss: 2.219 Dis_loss: 1.018 Cls_loss: 1.798 Topk: N/A ada_p: 0.2496
[INFO] 2021-10-28 15:18:03 > Step: 729500 Progress: 73.0% Elapsed: 10 days, 1:05:42 Gen_loss: 2.482 Dis_loss: 0.9194 Cls_loss: 1.657 Topk: N/A ada_p: 0.2482
[INFO] 2021-10-28 15:19:37 > Step: 729600 Progress: 73.0% Elapsed: 10 days, 1:07:16 Gen_loss: 2.759 Dis_loss: 0.782 Cls_loss: 1.547 Topk: N/A ada_p: 0.2505
[INFO] 2021-10-28 15:21:22 > Step: 729700 Progress: 73.0% Elapsed: 10 days, 1:09:01 Gen_loss: 2.807 Dis_loss: 1.241 Cls_loss: 1.934 Topk: N/A ada_p: 0.2488
[INFO] 2021-10-28 15:22:56 > Step: 729800 Progress: 73.0% Elapsed: 10 days, 1:10:35 Gen_loss: 4.251 Dis_loss: 1.387 Cls_loss: 1.788 Topk: N/A ada_p: 0.2473
[INFO] 2021-10-28 15:24:31 > Step: 729900 Progress: 73.0% Elapsed: 10 days, 1:12:10 Gen_loss: 1.565 Dis_loss: 1.145 Cls_loss: 1.442 Topk: N/A ada_p: 0.2476
[INFO] 2021-10-28 15:26:05 > Step: 730000 Progress: 73.0% Elapsed: 10 days, 1:13:44 Gen_loss: 3.678 Dis_loss: 0.8566 Cls_loss: 2.027 Topk: N/A ada_p: 0.2505
[INFO] 2021-10-28 15:26:05 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-28 15:26:05 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_730000.png
[INFO] 2021-10-28 15:26:05 > Start Evaluation (730000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-28 15:26:05 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-28 15:31:37 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-28 15:37:14 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-28 15:59:56 > Inception score (Step: 730000, 50000 generated images): 10.520120620727539
[INFO] 2021-10-28 15:59:56 > FID score (Step: 730000, Using train moments): 2.445371970816609
[INFO] 2021-10-28 15:59:56 > Improved Precision (Step: 730000, Using train images): 0.76476
[INFO] 2021-10-28 15:59:56 > Improved Recall (Step: 730000, Using train images): 0.64234
[INFO] 2021-10-28 15:59:56 > Density (Step: 730000, Using train images): 1.081024
[INFO] 2021-10-28 15:59:56 > Coverage (Step: 730000, Using train images): 0.933
[INFO] 2021-10-28 15:59:56 > Best FID score (Step: 730000, Using train moments): 2.445371970816609
[INFO] 2021-10-28 16:00:20 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-28 16:04:56 > Step: 730100 Progress: 73.0% Elapsed: 10 days, 1:52:34 Gen_loss: 2.816 Dis_loss: 0.6701 Cls_loss: 1.769 Topk: N/A ada_p: 0.2521
[INFO] 2021-10-28 16:06:30 > Step: 730200 Progress: 73.0% Elapsed: 10 days, 1:54:09 Gen_loss: 4.142 Dis_loss: 1.175 Cls_loss: 1.894 Topk: N/A ada_p: 0.2529
[INFO] 2021-10-28 16:08:04 > Step: 730300 Progress: 73.0% Elapsed: 10 days, 1:55:43 Gen_loss: 2.137 Dis_loss: 1.161 Cls_loss: 1.692 Topk: N/A ada_p: 0.2502
[INFO] 2021-10-28 16:09:39 > Step: 730400 Progress: 73.0% Elapsed: 10 days, 1:57:18 Gen_loss: 2.845 Dis_loss: 0.9902 Cls_loss: 1.896 Topk: N/A ada_p: 0.2505
[INFO] 2021-10-28 16:11:24 > Step: 730500 Progress: 73.0% Elapsed: 10 days, 1:59:03 Gen_loss: 3.28 Dis_loss: 0.7452 Cls_loss: 1.652 Topk: N/A ada_p: 0.2485
[INFO] 2021-10-28 16:12:58 > Step: 730600 Progress: 73.1% Elapsed: 10 days, 2:00:37 Gen_loss: 1.571 Dis_loss: 1.077 Cls_loss: 2.019 Topk: N/A ada_p: 0.2452
[INFO] 2021-10-28 16:14:33 > Step: 730700 Progress: 73.1% Elapsed: 10 days, 2:02:12 Gen_loss: 3.118 Dis_loss: 1.065 Cls_loss: 1.799 Topk: N/A ada_p: 0.2425
[INFO] 2021-10-28 16:16:08 > Step: 730800 Progress: 73.1% Elapsed: 10 days, 2:03:47 Gen_loss: 3.674 Dis_loss: 0.6703 Cls_loss: 1.64 Topk: N/A ada_p: 0.2523
[INFO] 2021-10-28 16:17:53 > Step: 730900 Progress: 73.1% Elapsed: 10 days, 2:05:32 Gen_loss: 2.537 Dis_loss: 1.489 Cls_loss: 1.999 Topk: N/A ada_p: 0.2475
[INFO] 2021-10-28 16:19:28 > Step: 731000 Progress: 73.1% Elapsed: 10 days, 2:07:07 Gen_loss: 2.889 Dis_loss: 1.089 Cls_loss: 2.27 Topk: N/A ada_p: 0.2496
[INFO] 2021-10-28 16:21:04 > Step: 731100 Progress: 73.1% Elapsed: 10 days, 2:08:42 Gen_loss: 1.921 Dis_loss: 0.8777 Cls_loss: 1.969 Topk: N/A ada_p: 0.2441
[INFO] 2021-10-28 16:22:38 > Step: 731200 Progress: 73.1% Elapsed: 10 days, 2:10:17 Gen_loss: 1.864 Dis_loss: 0.9376 Cls_loss: 1.936 Topk: N/A ada_p: 0.2448
[INFO] 2021-10-28 16:24:23 > Step: 731300 Progress: 73.1% Elapsed: 10 days, 2:12:02 Gen_loss: 1.363 Dis_loss: 1.384 Cls_loss: 1.822 Topk: N/A ada_p: 0.2439
[INFO] 2021-10-28 16:25:57 > Step: 731400 Progress: 73.1% Elapsed: 10 days, 2:13:36 Gen_loss: 2.939 Dis_loss: 1.171 Cls_loss: 2.042 Topk: N/A ada_p: 0.2457
[INFO] 2021-10-28 16:27:32 > Step: 731500 Progress: 73.2% Elapsed: 10 days, 2:15:11 Gen_loss: 2.983 Dis_loss: 1.072 Cls_loss: 1.887 Topk: N/A ada_p: 0.2456
[INFO] 2021-10-28 16:29:08 > Step: 731600 Progress: 73.2% Elapsed: 10 days, 2:16:46 Gen_loss: 3.496 Dis_loss: 0.9951 Cls_loss: 1.666 Topk: N/A ada_p: 0.2482
[INFO] 2021-10-28 16:30:53 > Step: 731700 Progress: 73.2% Elapsed: 10 days, 2:18:32 Gen_loss: 2.304 Dis_loss: 0.8339 Cls_loss: 1.568 Topk: N/A ada_p: 0.2473
[INFO] 2021-10-28 16:32:27 > Step: 731800 Progress: 73.2% Elapsed: 10 days, 2:20:06 Gen_loss: 2.214 Dis_loss: 0.8998 Cls_loss: 1.52 Topk: N/A ada_p: 0.2475
[INFO] 2021-10-28 16:34:02 > Step: 731900 Progress: 73.2% Elapsed: 10 days, 2:21:41 Gen_loss: 1.579 Dis_loss: 1.037 Cls_loss: 2.125 Topk: N/A ada_p: 0.242
[INFO] 2021-10-28 16:35:37 > Step: 732000 Progress: 73.2% Elapsed: 10 days, 2:23:16 Gen_loss: 2.775 Dis_loss: 1.051 Cls_loss: 2.169 Topk: N/A ada_p: 0.2435
[INFO] 2021-10-28 16:37:22 > Step: 732100 Progress: 73.2% Elapsed: 10 days, 2:25:01 Gen_loss: 2.796 Dis_loss: 0.7607 Cls_loss: 2.156 Topk: N/A ada_p: 0.2424
[INFO] 2021-10-28 16:38:57 > Step: 732200 Progress: 73.2% Elapsed: 10 days, 2:26:36 Gen_loss: 3.64 Dis_loss: 0.8191 Cls_loss: 2.189 Topk: N/A ada_p: 0.245
[INFO] 2021-10-28 16:40:32 > Step: 732300 Progress: 73.2% Elapsed: 10 days, 2:28:11 Gen_loss: 2.322 Dis_loss: 1.034 Cls_loss: 1.84 Topk: N/A ada_p: 0.2484
[INFO] 2021-10-28 16:42:07 > Step: 732400 Progress: 73.2% Elapsed: 10 days, 2:29:45 Gen_loss: 1.791 Dis_loss: 1.03 Cls_loss: 1.92 Topk: N/A ada_p: 0.2451
[INFO] 2021-10-28 16:43:52 > Step: 732500 Progress: 73.2% Elapsed: 10 days, 2:31:30 Gen_loss: 1.124 Dis_loss: 1.558 Cls_loss: 1.918 Topk: N/A ada_p: 0.2467
[INFO] 2021-10-28 16:45:27 > Step: 732600 Progress: 73.3% Elapsed: 10 days, 2:33:05 Gen_loss: 2.663 Dis_loss: 1.153 Cls_loss: 2.072 Topk: N/A ada_p: 0.2444
[INFO] 2021-10-28 16:47:01 > Step: 732700 Progress: 73.3% Elapsed: 10 days, 2:34:40 Gen_loss: 2.757 Dis_loss: 1.261 Cls_loss: 2.09 Topk: N/A ada_p: 0.2479
[INFO] 2021-10-28 16:48:36 > Step: 732800 Progress: 73.3% Elapsed: 10 days, 2:36:15 Gen_loss: 1.892 Dis_loss: 0.7504 Cls_loss: 1.742 Topk: N/A ada_p: 0.2482
[INFO] 2021-10-28 16:50:21 > Step: 732900 Progress: 73.3% Elapsed: 10 days, 2:38:00 Gen_loss: 3.174 Dis_loss: 1.325 Cls_loss: 1.622 Topk: N/A ada_p: 0.2498
[INFO] 2021-10-28 16:51:55 > Step: 733000 Progress: 73.3% Elapsed: 10 days, 2:39:34 Gen_loss: 2.349 Dis_loss: 1.365 Cls_loss: 1.846 Topk: N/A ada_p: 0.248
[INFO] 2021-10-28 16:53:30 > Step: 733100 Progress: 73.3% Elapsed: 10 days, 2:41:09 Gen_loss: 3.061 Dis_loss: 0.8434 Cls_loss: 1.976 Topk: N/A ada_p: 0.2497
[INFO] 2021-10-28 16:55:05 > Step: 733200 Progress: 73.3% Elapsed: 10 days, 2:42:44 Gen_loss: 2.331 Dis_loss: 1.156 Cls_loss: 1.792 Topk: N/A ada_p: 0.2479
[INFO] 2021-10-28 16:56:50 > Step: 733300 Progress: 73.3% Elapsed: 10 days, 2:44:29 Gen_loss: 1.587 Dis_loss: 1.671 Cls_loss: 2.155 Topk: N/A ada_p: 0.2516
[INFO] 2021-10-28 16:58:24 > Step: 733400 Progress: 73.3% Elapsed: 10 days, 2:46:03 Gen_loss: 1.511 Dis_loss: 1.192 Cls_loss: 2.112 Topk: N/A ada_p: 0.2516
[INFO] 2021-10-28 16:59:59 > Step: 733500 Progress: 73.4% Elapsed: 10 days, 2:47:38 Gen_loss: 2.764 Dis_loss: 0.8236 Cls_loss: 2.261 Topk: N/A ada_p: 0.252
[INFO] 2021-10-28 17:01:44 > Step: 733600 Progress: 73.4% Elapsed: 10 days, 2:49:23 Gen_loss: 2.991 Dis_loss: 1.195 Cls_loss: 2.161 Topk: N/A ada_p: 0.252
[INFO] 2021-10-28 17:03:19 > Step: 733700 Progress: 73.4% Elapsed: 10 days, 2:50:57 Gen_loss: 1.938 Dis_loss: 1.133 Cls_loss: 1.748 Topk: N/A ada_p: 0.2508
[INFO] 2021-10-28 17:04:54 > Step: 733800 Progress: 73.4% Elapsed: 10 days, 2:52:33 Gen_loss: 3.068 Dis_loss: 0.8852 Cls_loss: 1.681 Topk: N/A ada_p: 0.2521
[INFO] 2021-10-28 17:06:30 > Step: 733900 Progress: 73.4% Elapsed: 10 days, 2:54:09 Gen_loss: 3.975 Dis_loss: 1.022 Cls_loss: 1.935 Topk: N/A ada_p: 0.2528
[INFO] 2021-10-28 17:08:15 > Step: 734000 Progress: 73.4% Elapsed: 10 days, 2:55:54 Gen_loss: 3.683 Dis_loss: 1.468 Cls_loss: 1.645 Topk: N/A ada_p: 0.2512
[INFO] 2021-10-28 17:09:50 > Step: 734100 Progress: 73.4% Elapsed: 10 days, 2:57:28 Gen_loss: 2.674 Dis_loss: 1.32 Cls_loss: 2.055 Topk: N/A ada_p: 0.2496
[INFO] 2021-10-28 17:11:25 > Step: 734200 Progress: 73.4% Elapsed: 10 days, 2:59:04 Gen_loss: 1.795 Dis_loss: 1.24 Cls_loss: 1.797 Topk: N/A ada_p: 0.2544
[INFO] 2021-10-28 17:13:00 > Step: 734300 Progress: 73.4% Elapsed: 10 days, 3:00:39 Gen_loss: 1.946 Dis_loss: 0.824 Cls_loss: 1.478 Topk: N/A ada_p: 0.2464
[INFO] 2021-10-28 17:14:45 > Step: 734400 Progress: 73.4% Elapsed: 10 days, 3:02:24 Gen_loss: 4.908 Dis_loss: 1.22 Cls_loss: 1.815 Topk: N/A ada_p: 0.2479
[INFO] 2021-10-28 17:16:21 > Step: 734500 Progress: 73.5% Elapsed: 10 days, 3:03:59 Gen_loss: 2.32 Dis_loss: 0.9585 Cls_loss: 2.063 Topk: N/A ada_p: 0.2539
[INFO] 2021-10-28 17:17:56 > Step: 734600 Progress: 73.5% Elapsed: 10 days, 3:05:34 Gen_loss: 1.245 Dis_loss: 1.391 Cls_loss: 2.047 Topk: N/A ada_p: 0.2555
[INFO] 2021-10-28 17:19:30 > Step: 734700 Progress: 73.5% Elapsed: 10 days, 3:07:09 Gen_loss: 2.423 Dis_loss: 1.224 Cls_loss: 2.332 Topk: N/A ada_p: 0.2525
[INFO] 2021-10-28 17:21:15 > Step: 734800 Progress: 73.5% Elapsed: 10 days, 3:08:54 Gen_loss: 1.44 Dis_loss: 0.8459 Cls_loss: 1.839 Topk: N/A ada_p: 0.2494
[INFO] 2021-10-28 17:22:50 > Step: 734900 Progress: 73.5% Elapsed: 10 days, 3:10:29 Gen_loss: 2.228 Dis_loss: 0.9868 Cls_loss: 2.024 Topk: N/A ada_p: 0.2503
[INFO] 2021-10-28 17:24:25 > Step: 735000 Progress: 73.5% Elapsed: 10 days, 3:12:04 Gen_loss: 3.042 Dis_loss: 1.239 Cls_loss: 2.2 Topk: N/A ada_p: 0.2496
[INFO] 2021-10-28 17:26:00 > Step: 735100 Progress: 73.5% Elapsed: 10 days, 3:13:39 Gen_loss: 1.907 Dis_loss: 1.155 Cls_loss: 1.779 Topk: N/A ada_p: 0.2448
[INFO] 2021-10-28 17:27:45 > Step: 735200 Progress: 73.5% Elapsed: 10 days, 3:15:24 Gen_loss: 1.213 Dis_loss: 0.7211 Cls_loss: 1.633 Topk: N/A ada_p: 0.2482
[INFO] 2021-10-28 17:29:20 > Step: 735300 Progress: 73.5% Elapsed: 10 days, 3:16:59 Gen_loss: 1.803 Dis_loss: 0.91 Cls_loss: 1.874 Topk: N/A ada_p: 0.2483
[INFO] 2021-10-28 17:30:54 > Step: 735400 Progress: 73.5% Elapsed: 10 days, 3:18:33 Gen_loss: 3.347 Dis_loss: 0.9487 Cls_loss: 1.755 Topk: N/A ada_p: 0.2506
[INFO] 2021-10-28 17:32:29 > Step: 735500 Progress: 73.6% Elapsed: 10 days, 3:20:08 Gen_loss: 2.366 Dis_loss: 1.073 Cls_loss: 2.025 Topk: N/A ada_p: 0.252
[INFO] 2021-10-28 17:34:14 > Step: 735600 Progress: 73.6% Elapsed: 10 days, 3:21:53 Gen_loss: 2.291 Dis_loss: 0.8112 Cls_loss: 1.814 Topk: N/A ada_p: 0.2489
[INFO] 2021-10-28 17:35:49 > Step: 735700 Progress: 73.6% Elapsed: 10 days, 3:23:28 Gen_loss: 2.333 Dis_loss: 1.028 Cls_loss: 2.007 Topk: N/A ada_p: 0.2514
[INFO] 2021-10-28 17:37:24 > Step: 735800 Progress: 73.6% Elapsed: 10 days, 3:25:03 Gen_loss: 3.236 Dis_loss: 0.8802 Cls_loss: 2.109 Topk: N/A ada_p: 0.2547
[INFO] 2021-10-28 17:38:59 > Step: 735900 Progress: 73.6% Elapsed: 10 days, 3:26:38 Gen_loss: 2.472 Dis_loss: 1.048 Cls_loss: 2.138 Topk: N/A ada_p: 0.2535
[INFO] 2021-10-28 17:40:44 > Step: 736000 Progress: 73.6% Elapsed: 10 days, 3:28:23 Gen_loss: 1.294 Dis_loss: 0.6505 Cls_loss: 1.858 Topk: N/A ada_p: 0.2499
[INFO] 2021-10-28 17:42:20 > Step: 736100 Progress: 73.6% Elapsed: 10 days, 3:29:59 Gen_loss: 2.059 Dis_loss: 0.5698 Cls_loss: 1.413 Topk: N/A ada_p: 0.2455
[INFO] 2021-10-28 17:43:55 > Step: 736200 Progress: 73.6% Elapsed: 10 days, 3:31:34 Gen_loss: 2.17 Dis_loss: 1.042 Cls_loss: 1.722 Topk: N/A ada_p: 0.247
[INFO] 2021-10-28 17:45:30 > Step: 736300 Progress: 73.6% Elapsed: 10 days, 3:33:09 Gen_loss: 1.912 Dis_loss: 1.206 Cls_loss: 1.769 Topk: N/A ada_p: 0.2484
[INFO] 2021-10-28 17:47:15 > Step: 736400 Progress: 73.6% Elapsed: 10 days, 3:34:54 Gen_loss: 2.829 Dis_loss: 1.115 Cls_loss: 1.594 Topk: N/A ada_p: 0.2543
[INFO] 2021-10-28 17:48:51 > Step: 736500 Progress: 73.7% Elapsed: 10 days, 3:36:29 Gen_loss: 2.226 Dis_loss: 0.8741 Cls_loss: 2.219 Topk: N/A ada_p: 0.2508
[INFO] 2021-10-28 17:50:26 > Step: 736600 Progress: 73.7% Elapsed: 10 days, 3:38:04 Gen_loss: 1.447 Dis_loss: 1.003 Cls_loss: 1.929 Topk: N/A ada_p: 0.2521
[INFO] 2021-10-28 17:52:01 > Step: 736700 Progress: 73.7% Elapsed: 10 days, 3:39:40 Gen_loss: 1.77 Dis_loss: 0.8747 Cls_loss: 2.107 Topk: N/A ada_p: 0.2528
[INFO] 2021-10-28 17:53:46 > Step: 736800 Progress: 73.7% Elapsed: 10 days, 3:41:25 Gen_loss: 1.597 Dis_loss: 0.9201 Cls_loss: 1.76 Topk: N/A ada_p: 0.2576
[INFO] 2021-10-28 17:55:22 > Step: 736900 Progress: 73.7% Elapsed: 10 days, 3:43:00 Gen_loss: 1.918 Dis_loss: 1.372 Cls_loss: 2.168 Topk: N/A ada_p: 0.2544
[INFO] 2021-10-28 17:56:58 > Step: 737000 Progress: 73.7% Elapsed: 10 days, 3:44:36 Gen_loss: 1.7 Dis_loss: 0.8246 Cls_loss: 1.885 Topk: N/A ada_p: 0.2498
[INFO] 2021-10-28 17:58:32 > Step: 737100 Progress: 73.7% Elapsed: 10 days, 3:46:11 Gen_loss: 2.214 Dis_loss: 0.9798 Cls_loss: 1.769 Topk: N/A ada_p: 0.2499
[INFO] 2021-10-28 18:00:18 > Step: 737200 Progress: 73.7% Elapsed: 10 days, 3:47:57 Gen_loss: 1.863 Dis_loss: 0.8877 Cls_loss: 1.673 Topk: N/A ada_p: 0.2523
[INFO] 2021-10-28 18:01:53 > Step: 737300 Progress: 73.7% Elapsed: 10 days, 3:49:32 Gen_loss: 2.663 Dis_loss: 1.292 Cls_loss: 2.058 Topk: N/A ada_p: 0.2511
[INFO] 2021-10-28 18:03:29 > Step: 737400 Progress: 73.7% Elapsed: 10 days, 3:51:08 Gen_loss: 2.151 Dis_loss: 0.8114 Cls_loss: 1.728 Topk: N/A ada_p: 0.2537
[INFO] 2021-10-28 18:05:15 > Step: 737500 Progress: 73.8% Elapsed: 10 days, 3:52:53 Gen_loss: 1.406 Dis_loss: 1.353 Cls_loss: 1.935 Topk: N/A ada_p: 0.2517
[INFO] 2021-10-28 18:06:49 > Step: 737600 Progress: 73.8% Elapsed: 10 days, 3:54:28 Gen_loss: 2.215 Dis_loss: 0.7404 Cls_loss: 1.873 Topk: N/A ada_p: 0.2487
[INFO] 2021-10-28 18:08:24 > Step: 737700 Progress: 73.8% Elapsed: 10 days, 3:56:03 Gen_loss: 2.506 Dis_loss: 1.228 Cls_loss: 1.988 Topk: N/A ada_p: 0.2457
[INFO] 2021-10-28 18:10:00 > Step: 737800 Progress: 73.8% Elapsed: 10 days, 3:57:39 Gen_loss: 3.172 Dis_loss: 0.9841 Cls_loss: 1.752 Topk: N/A ada_p: 0.2511
[INFO] 2021-10-28 18:11:45 > Step: 737900 Progress: 73.8% Elapsed: 10 days, 3:59:24 Gen_loss: 1.221 Dis_loss: 0.9583 Cls_loss: 1.757 Topk: N/A ada_p: 0.2474
[INFO] 2021-10-28 18:13:20 > Step: 738000 Progress: 73.8% Elapsed: 10 days, 4:00:59 Gen_loss: 2.103 Dis_loss: 1.023 Cls_loss: 1.496 Topk: N/A ada_p: 0.2464
[INFO] 2021-10-28 18:14:55 > Step: 738100 Progress: 73.8% Elapsed: 10 days, 4:02:34 Gen_loss: 1.842 Dis_loss: 0.9563 Cls_loss: 1.948 Topk: N/A ada_p: 0.2467
[INFO] 2021-10-28 18:16:31 > Step: 738200 Progress: 73.8% Elapsed: 10 days, 4:04:10 Gen_loss: 2.338 Dis_loss: 1.069 Cls_loss: 2.05 Topk: N/A ada_p: 0.248
[INFO] 2021-10-28 18:18:16 > Step: 738300 Progress: 73.8% Elapsed: 10 days, 4:05:55 Gen_loss: 2.598 Dis_loss: 1.123 Cls_loss: 1.837 Topk: N/A ada_p: 0.2418
[INFO] 2021-10-28 18:19:50 > Step: 738400 Progress: 73.8% Elapsed: 10 days, 4:07:29 Gen_loss: 2.369 Dis_loss: 0.8946 Cls_loss: 1.771 Topk: N/A ada_p: 0.241
[INFO] 2021-10-28 18:21:26 > Step: 738500 Progress: 73.9% Elapsed: 10 days, 4:09:04 Gen_loss: 1.36 Dis_loss: 0.8447 Cls_loss: 1.749 Topk: N/A ada_p: 0.2427
[INFO] 2021-10-28 18:23:00 > Step: 738600 Progress: 73.9% Elapsed: 10 days, 4:10:39 Gen_loss: 1.549 Dis_loss: 1.324 Cls_loss: 2.314 Topk: N/A ada_p: 0.2368
[INFO] 2021-10-28 18:24:45 > Step: 738700 Progress: 73.9% Elapsed: 10 days, 4:12:24 Gen_loss: 1.56 Dis_loss: 1.759 Cls_loss: 1.825 Topk: N/A ada_p: 0.2464
[INFO] 2021-10-28 18:26:20 > Step: 738800 Progress: 73.9% Elapsed: 10 days, 4:13:59 Gen_loss: 2.426 Dis_loss: 0.8035 Cls_loss: 1.939 Topk: N/A ada_p: 0.2425
[INFO] 2021-10-28 18:27:56 > Step: 738900 Progress: 73.9% Elapsed: 10 days, 4:15:34 Gen_loss: 1.523 Dis_loss: 1.513 Cls_loss: 1.711 Topk: N/A ada_p: 0.2373
[INFO] 2021-10-28 18:29:31 > Step: 739000 Progress: 73.9% Elapsed: 10 days, 4:17:09 Gen_loss: 3.042 Dis_loss: 1.595 Cls_loss: 1.939 Topk: N/A ada_p: 0.2437
[INFO] 2021-10-28 18:31:16 > Step: 739100 Progress: 73.9% Elapsed: 10 days, 4:18:54 Gen_loss: 1.909 Dis_loss: 0.6804 Cls_loss: 1.54 Topk: N/A ada_p: 0.24
[INFO] 2021-10-28 18:32:50 > Step: 739200 Progress: 73.9% Elapsed: 10 days, 4:20:28 Gen_loss: 1.151 Dis_loss: 1.039 Cls_loss: 1.397 Topk: N/A ada_p: 0.2453
[INFO] 2021-10-28 18:34:24 > Step: 739300 Progress: 73.9% Elapsed: 10 days, 4:22:03 Gen_loss: 2.096 Dis_loss: 1.137 Cls_loss: 1.983 Topk: N/A ada_p: 0.245
[INFO] 2021-10-28 18:35:59 > Step: 739400 Progress: 73.9% Elapsed: 10 days, 4:23:38 Gen_loss: 2.303 Dis_loss: 1.145 Cls_loss: 1.915 Topk: N/A ada_p: 0.2475
[INFO] 2021-10-28 18:37:43 > Step: 739500 Progress: 74.0% Elapsed: 10 days, 4:25:22 Gen_loss: 3.572 Dis_loss: 1.116 Cls_loss: 2.156 Topk: N/A ada_p: 0.2502
[INFO] 2021-10-28 18:39:17 > Step: 739600 Progress: 74.0% Elapsed: 10 days, 4:26:56 Gen_loss: 2.635 Dis_loss: 1.145 Cls_loss: 1.928 Topk: N/A ada_p: 0.2482
[INFO] 2021-10-28 18:40:52 > Step: 739700 Progress: 74.0% Elapsed: 10 days, 4:28:31 Gen_loss: 2.574 Dis_loss: 0.9589 Cls_loss: 1.493 Topk: N/A ada_p: 0.2511
[INFO] 2021-10-28 18:42:26 > Step: 739800 Progress: 74.0% Elapsed: 10 days, 4:30:05 Gen_loss: 1.358 Dis_loss: 1.025 Cls_loss: 1.522 Topk: N/A ada_p: 0.2419
[INFO] 2021-10-28 18:44:10 > Step: 739900 Progress: 74.0% Elapsed: 10 days, 4:31:49 Gen_loss: 2.9 Dis_loss: 0.8789 Cls_loss: 2.085 Topk: N/A ada_p: 0.2435
[INFO] 2021-10-28 18:45:44 > Step: 740000 Progress: 74.0% Elapsed: 10 days, 4:33:23 Gen_loss: 1.981 Dis_loss: 1.012 Cls_loss: 2.07 Topk: N/A ada_p: 0.2484
[INFO] 2021-10-28 18:45:44 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-28 18:45:44 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_740000.png
[INFO] 2021-10-28 18:45:44 > Start Evaluation (740000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-28 18:45:44 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-28 18:51:15 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-28 18:56:53 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-28 19:20:35 > Inception score (Step: 740000, 50000 generated images): 10.567841529846191
[INFO] 2021-10-28 19:20:35 > FID score (Step: 740000, Using train moments): 2.4131081742385163
[INFO] 2021-10-28 19:20:35 > Improved Precision (Step: 740000, Using train images): 0.76496
[INFO] 2021-10-28 19:20:35 > Improved Recall (Step: 740000, Using train images): 0.64058
[INFO] 2021-10-28 19:20:35 > Density (Step: 740000, Using train images): 1.082392
[INFO] 2021-10-28 19:20:35 > Coverage (Step: 740000, Using train images): 0.93436
[INFO] 2021-10-28 19:20:35 > Best FID score (Step: 740000, Using train moments): 2.4131081742385163
[INFO] 2021-10-28 19:20:56 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-28 19:25:48 > Step: 740100 Progress: 74.0% Elapsed: 10 days, 5:13:27 Gen_loss: 2.331 Dis_loss: 0.8615 Cls_loss: 1.87 Topk: N/A ada_p: 0.2478
[INFO] 2021-10-28 19:27:22 > Step: 740200 Progress: 74.0% Elapsed: 10 days, 5:15:01 Gen_loss: 3.806 Dis_loss: 1.773 Cls_loss: 1.936 Topk: N/A ada_p: 0.2467
[INFO] 2021-10-28 19:29:14 > Step: 740300 Progress: 74.0% Elapsed: 10 days, 5:16:53 Gen_loss: 2.421 Dis_loss: 0.5875 Cls_loss: 1.738 Topk: N/A ada_p: 0.2482
[INFO] 2021-10-28 19:30:48 > Step: 740400 Progress: 74.0% Elapsed: 10 days, 5:18:27 Gen_loss: 3.571 Dis_loss: 1.063 Cls_loss: 1.696 Topk: N/A ada_p: 0.2517
[INFO] 2021-10-28 19:32:24 > Step: 740500 Progress: 74.1% Elapsed: 10 days, 5:20:03 Gen_loss: 2.253 Dis_loss: 0.8764 Cls_loss: 1.999 Topk: N/A ada_p: 0.2496
[INFO] 2021-10-28 19:33:58 > Step: 740600 Progress: 74.1% Elapsed: 10 days, 5:21:37 Gen_loss: 3.251 Dis_loss: 1.065 Cls_loss: 2.11 Topk: N/A ada_p: 0.2506
[INFO] 2021-10-28 19:35:44 > Step: 740700 Progress: 74.1% Elapsed: 10 days, 5:23:22 Gen_loss: 2.867 Dis_loss: 1.512 Cls_loss: 2.545 Topk: N/A ada_p: 0.2538
[INFO] 2021-10-28 19:37:18 > Step: 740800 Progress: 74.1% Elapsed: 10 days, 5:24:57 Gen_loss: 2.632 Dis_loss: 1.109 Cls_loss: 1.964 Topk: N/A ada_p: 0.2556
[INFO] 2021-10-28 19:38:53 > Step: 740900 Progress: 74.1% Elapsed: 10 days, 5:26:32 Gen_loss: 1.754 Dis_loss: 1.015 Cls_loss: 1.751 Topk: N/A ada_p: 0.2521
[INFO] 2021-10-28 19:40:28 > Step: 741000 Progress: 74.1% Elapsed: 10 days, 5:28:07 Gen_loss: 3.158 Dis_loss: 1.861 Cls_loss: 1.85 Topk: N/A ada_p: 0.2491
[INFO] 2021-10-28 19:42:13 > Step: 741100 Progress: 74.1% Elapsed: 10 days, 5:29:52 Gen_loss: 1.499 Dis_loss: 1.388 Cls_loss: 2.246 Topk: N/A ada_p: 0.2464
[INFO] 2021-10-28 19:43:48 > Step: 741200 Progress: 74.1% Elapsed: 10 days, 5:31:27 Gen_loss: 2.331 Dis_loss: 1.408 Cls_loss: 1.969 Topk: N/A ada_p: 0.2476
[INFO] 2021-10-28 19:45:23 > Step: 741300 Progress: 74.1% Elapsed: 10 days, 5:33:02 Gen_loss: 2.197 Dis_loss: 0.872 Cls_loss: 1.732 Topk: N/A ada_p: 0.2465
[INFO] 2021-10-28 19:47:09 > Step: 741400 Progress: 74.1% Elapsed: 10 days, 5:34:47 Gen_loss: 2.224 Dis_loss: 0.7961 Cls_loss: 1.462 Topk: N/A ada_p: 0.2429
[INFO] 2021-10-28 19:48:44 > Step: 741500 Progress: 74.2% Elapsed: 10 days, 5:36:22 Gen_loss: 2.534 Dis_loss: 0.9467 Cls_loss: 1.758 Topk: N/A ada_p: 0.2366
[INFO] 2021-10-28 19:50:19 > Step: 741600 Progress: 74.2% Elapsed: 10 days, 5:37:57 Gen_loss: 1.951 Dis_loss: 0.9777 Cls_loss: 1.985 Topk: N/A ada_p: 0.2377
[INFO] 2021-10-28 19:51:54 > Step: 741700 Progress: 74.2% Elapsed: 10 days, 5:39:32 Gen_loss: 1.721 Dis_loss: 1.134 Cls_loss: 2.266 Topk: N/A ada_p: 0.2439
[INFO] 2021-10-28 19:53:38 > Step: 741800 Progress: 74.2% Elapsed: 10 days, 5:41:17 Gen_loss: 2.682 Dis_loss: 0.8618 Cls_loss: 1.825 Topk: N/A ada_p: 0.2424
[INFO] 2021-10-28 19:55:13 > Step: 741900 Progress: 74.2% Elapsed: 10 days, 5:42:52 Gen_loss: 3.46 Dis_loss: 0.9788 Cls_loss: 1.572 Topk: N/A ada_p: 0.2515
[INFO] 2021-10-28 19:56:48 > Step: 742000 Progress: 74.2% Elapsed: 10 days, 5:44:27 Gen_loss: 2.126 Dis_loss: 1.287 Cls_loss: 2.267 Topk: N/A ada_p: 0.2466
[INFO] 2021-10-28 19:58:23 > Step: 742100 Progress: 74.2% Elapsed: 10 days, 5:46:01 Gen_loss: 2.612 Dis_loss: 1.055 Cls_loss: 2.017 Topk: N/A ada_p: 0.2391
[INFO] 2021-10-28 20:00:07 > Step: 742200 Progress: 74.2% Elapsed: 10 days, 5:47:46 Gen_loss: 3.637 Dis_loss: 0.8205 Cls_loss: 1.936 Topk: N/A ada_p: 0.247
[INFO] 2021-10-28 20:01:42 > Step: 742300 Progress: 74.2% Elapsed: 10 days, 5:49:21 Gen_loss: 2.418 Dis_loss: 0.9605 Cls_loss: 1.404 Topk: N/A ada_p: 0.2443
[INFO] 2021-10-28 20:03:17 > Step: 742400 Progress: 74.2% Elapsed: 10 days, 5:50:56 Gen_loss: 3.076 Dis_loss: 0.6765 Cls_loss: 1.602 Topk: N/A ada_p: 0.2466
[INFO] 2021-10-28 20:04:52 > Step: 742500 Progress: 74.2% Elapsed: 10 days, 5:52:31 Gen_loss: 2.169 Dis_loss: 0.7952 Cls_loss: 1.717 Topk: N/A ada_p: 0.2478
[INFO] 2021-10-28 20:06:37 > Step: 742600 Progress: 74.3% Elapsed: 10 days, 5:54:16 Gen_loss: 1.599 Dis_loss: 1.129 Cls_loss: 1.877 Topk: N/A ada_p: 0.2511
[INFO] 2021-10-28 20:08:12 > Step: 742700 Progress: 74.3% Elapsed: 10 days, 5:55:51 Gen_loss: 1.996 Dis_loss: 0.8893 Cls_loss: 1.881 Topk: N/A ada_p: 0.2512
[INFO] 2021-10-28 20:09:47 > Step: 742800 Progress: 74.3% Elapsed: 10 days, 5:57:26 Gen_loss: 2.252 Dis_loss: 0.7111 Cls_loss: 1.853 Topk: N/A ada_p: 0.2461
[INFO] 2021-10-28 20:11:22 > Step: 742900 Progress: 74.3% Elapsed: 10 days, 5:59:00 Gen_loss: 1.755 Dis_loss: 0.8487 Cls_loss: 1.72 Topk: N/A ada_p: 0.2447
[INFO] 2021-10-28 20:13:06 > Step: 743000 Progress: 74.3% Elapsed: 10 days, 6:00:45 Gen_loss: 1.631 Dis_loss: 0.7759 Cls_loss: 1.827 Topk: N/A ada_p: 0.2467
[INFO] 2021-10-28 20:14:41 > Step: 743100 Progress: 74.3% Elapsed: 10 days, 6:02:20 Gen_loss: 3.911 Dis_loss: 1.504 Cls_loss: 1.602 Topk: N/A ada_p: 0.251
[INFO] 2021-10-28 20:16:16 > Step: 743200 Progress: 74.3% Elapsed: 10 days, 6:03:55 Gen_loss: 3.075 Dis_loss: 0.8161 Cls_loss: 1.539 Topk: N/A ada_p: 0.2484
[INFO] 2021-10-28 20:17:51 > Step: 743300 Progress: 74.3% Elapsed: 10 days, 6:05:30 Gen_loss: 1.257 Dis_loss: 1.028 Cls_loss: 2.003 Topk: N/A ada_p: 0.2427
[INFO] 2021-10-28 20:19:36 > Step: 743400 Progress: 74.3% Elapsed: 10 days, 6:07:15 Gen_loss: 2.04 Dis_loss: 1.161 Cls_loss: 1.912 Topk: N/A ada_p: 0.2465
[INFO] 2021-10-28 20:21:11 > Step: 743500 Progress: 74.4% Elapsed: 10 days, 6:08:50 Gen_loss: 1.596 Dis_loss: 1.055 Cls_loss: 1.89 Topk: N/A ada_p: 0.2479
[INFO] 2021-10-28 20:22:46 > Step: 743600 Progress: 74.4% Elapsed: 10 days, 6:10:25 Gen_loss: 3.3 Dis_loss: 0.9402 Cls_loss: 1.926 Topk: N/A ada_p: 0.2505
[INFO] 2021-10-28 20:24:22 > Step: 743700 Progress: 74.4% Elapsed: 10 days, 6:12:00 Gen_loss: 3.432 Dis_loss: 1.079 Cls_loss: 2.014 Topk: N/A ada_p: 0.2478
[INFO] 2021-10-28 20:26:06 > Step: 743800 Progress: 74.4% Elapsed: 10 days, 6:13:45 Gen_loss: 3.876 Dis_loss: 1.874 Cls_loss: 2.521 Topk: N/A ada_p: 0.2457
[INFO] 2021-10-28 20:27:42 > Step: 743900 Progress: 74.4% Elapsed: 10 days, 6:15:21 Gen_loss: 2.299 Dis_loss: 1.428 Cls_loss: 2.057 Topk: N/A ada_p: 0.2407
[INFO] 2021-10-28 20:29:16 > Step: 744000 Progress: 74.4% Elapsed: 10 days, 6:16:55 Gen_loss: 3.467 Dis_loss: 0.7228 Cls_loss: 1.652 Topk: N/A ada_p: 0.2379
[INFO] 2021-10-28 20:30:52 > Step: 744100 Progress: 74.4% Elapsed: 10 days, 6:18:31 Gen_loss: 1.976 Dis_loss: 0.9349 Cls_loss: 1.555 Topk: N/A ada_p: 0.2375
[INFO] 2021-10-28 20:32:37 > Step: 744200 Progress: 74.4% Elapsed: 10 days, 6:20:16 Gen_loss: 1.908 Dis_loss: 1.027 Cls_loss: 1.826 Topk: N/A ada_p: 0.2462
[INFO] 2021-10-28 20:34:12 > Step: 744300 Progress: 74.4% Elapsed: 10 days, 6:21:51 Gen_loss: 1.762 Dis_loss: 0.8089 Cls_loss: 2.156 Topk: N/A ada_p: 0.2546
[INFO] 2021-10-28 20:35:47 > Step: 744400 Progress: 74.4% Elapsed: 10 days, 6:23:26 Gen_loss: 3.482 Dis_loss: 1.257 Cls_loss: 1.92 Topk: N/A ada_p: 0.2487
[INFO] 2021-10-28 20:37:22 > Step: 744500 Progress: 74.5% Elapsed: 10 days, 6:25:01 Gen_loss: 1.796 Dis_loss: 0.6782 Cls_loss: 1.638 Topk: N/A ada_p: 0.2444
[INFO] 2021-10-28 20:39:07 > Step: 744600 Progress: 74.5% Elapsed: 10 days, 6:26:46 Gen_loss: 3.169 Dis_loss: 1.411 Cls_loss: 1.913 Topk: N/A ada_p: 0.2434
[INFO] 2021-10-28 20:40:42 > Step: 744700 Progress: 74.5% Elapsed: 10 days, 6:28:21 Gen_loss: 2.707 Dis_loss: 1.195 Cls_loss: 1.666 Topk: N/A ada_p: 0.242
[INFO] 2021-10-28 20:42:17 > Step: 744800 Progress: 74.5% Elapsed: 10 days, 6:29:56 Gen_loss: 2.261 Dis_loss: 1.373 Cls_loss: 2.135 Topk: N/A ada_p: 0.2428
[INFO] 2021-10-28 20:43:52 > Step: 744900 Progress: 74.5% Elapsed: 10 days, 6:31:31 Gen_loss: 5.005 Dis_loss: 1.004 Cls_loss: 2.27 Topk: N/A ada_p: 0.2363
[INFO] 2021-10-28 20:45:37 > Step: 745000 Progress: 74.5% Elapsed: 10 days, 6:33:16 Gen_loss: 2.115 Dis_loss: 0.9984 Cls_loss: 1.96 Topk: N/A ada_p: 0.2429
[INFO] 2021-10-28 20:47:12 > Step: 745100 Progress: 74.5% Elapsed: 10 days, 6:34:51 Gen_loss: 3.135 Dis_loss: 0.7158 Cls_loss: 1.742 Topk: N/A ada_p: 0.2428
[INFO] 2021-10-28 20:48:47 > Step: 745200 Progress: 74.5% Elapsed: 10 days, 6:36:25 Gen_loss: 3.924 Dis_loss: 0.937 Cls_loss: 2.346 Topk: N/A ada_p: 0.2451
[INFO] 2021-10-28 20:50:32 > Step: 745300 Progress: 74.5% Elapsed: 10 days, 6:38:11 Gen_loss: 0.8999 Dis_loss: 1.916 Cls_loss: 2.031 Topk: N/A ada_p: 0.2478
[INFO] 2021-10-28 20:52:06 > Step: 745400 Progress: 74.5% Elapsed: 10 days, 6:39:45 Gen_loss: 2.85 Dis_loss: 1.737 Cls_loss: 2.012 Topk: N/A ada_p: 0.2519
[INFO] 2021-10-28 20:53:41 > Step: 745500 Progress: 74.6% Elapsed: 10 days, 6:41:20 Gen_loss: 3.273 Dis_loss: 1.011 Cls_loss: 2.059 Topk: N/A ada_p: 0.2505
[INFO] 2021-10-28 20:55:16 > Step: 745600 Progress: 74.6% Elapsed: 10 days, 6:42:55 Gen_loss: 1.139 Dis_loss: 1.294 Cls_loss: 1.813 Topk: N/A ada_p: 0.2505
[INFO] 2021-10-28 20:57:01 > Step: 745700 Progress: 74.6% Elapsed: 10 days, 6:44:40 Gen_loss: 3.138 Dis_loss: 1.171 Cls_loss: 1.947 Topk: N/A ada_p: 0.2526
[INFO] 2021-10-28 20:58:36 > Step: 745800 Progress: 74.6% Elapsed: 10 days, 6:46:15 Gen_loss: 3.059 Dis_loss: 1.05 Cls_loss: 2.179 Topk: N/A ada_p: 0.2531
[INFO] 2021-10-28 21:00:11 > Step: 745900 Progress: 74.6% Elapsed: 10 days, 6:47:50 Gen_loss: 2.597 Dis_loss: 0.8182 Cls_loss: 1.944 Topk: N/A ada_p: 0.2581
[INFO] 2021-10-28 21:01:46 > Step: 746000 Progress: 74.6% Elapsed: 10 days, 6:49:25 Gen_loss: 2.532 Dis_loss: 0.8065 Cls_loss: 1.821 Topk: N/A ada_p: 0.254
[INFO] 2021-10-28 21:03:31 > Step: 746100 Progress: 74.6% Elapsed: 10 days, 6:51:10 Gen_loss: 2.735 Dis_loss: 0.8866 Cls_loss: 1.695 Topk: N/A ada_p: 0.2547
[INFO] 2021-10-28 21:05:06 > Step: 746200 Progress: 74.6% Elapsed: 10 days, 6:52:45 Gen_loss: 2.222 Dis_loss: 0.9518 Cls_loss: 1.981 Topk: N/A ada_p: 0.2514
[INFO] 2021-10-28 21:06:41 > Step: 746300 Progress: 74.6% Elapsed: 10 days, 6:54:20 Gen_loss: 2.591 Dis_loss: 0.83 Cls_loss: 2.106 Topk: N/A ada_p: 0.243
[INFO] 2021-10-28 21:08:16 > Step: 746400 Progress: 74.6% Elapsed: 10 days, 6:55:55 Gen_loss: 2.346 Dis_loss: 1.29 Cls_loss: 1.739 Topk: N/A ada_p: 0.2456
[INFO] 2021-10-28 21:10:01 > Step: 746500 Progress: 74.7% Elapsed: 10 days, 6:57:40 Gen_loss: 1.523 Dis_loss: 1.177 Cls_loss: 1.839 Topk: N/A ada_p: 0.2411
[INFO] 2021-10-28 21:11:36 > Step: 746600 Progress: 74.7% Elapsed: 10 days, 6:59:14 Gen_loss: 1.549 Dis_loss: 1.261 Cls_loss: 2.151 Topk: N/A ada_p: 0.237
[INFO] 2021-10-28 21:13:11 > Step: 746700 Progress: 74.7% Elapsed: 10 days, 7:00:49 Gen_loss: 3.876 Dis_loss: 1.949 Cls_loss: 1.962 Topk: N/A ada_p: 0.243
[INFO] 2021-10-28 21:14:45 > Step: 746800 Progress: 74.7% Elapsed: 10 days, 7:02:24 Gen_loss: 1.551 Dis_loss: 1.984 Cls_loss: 2.151 Topk: N/A ada_p: 0.2387
[INFO] 2021-10-28 21:16:31 > Step: 746900 Progress: 74.7% Elapsed: 10 days, 7:04:10 Gen_loss: 3.615 Dis_loss: 1.014 Cls_loss: 1.613 Topk: N/A ada_p: 0.2414
[INFO] 2021-10-28 21:18:06 > Step: 747000 Progress: 74.7% Elapsed: 10 days, 7:05:45 Gen_loss: 1.897 Dis_loss: 0.863 Cls_loss: 1.443 Topk: N/A ada_p: 0.238
[INFO] 2021-10-28 21:19:42 > Step: 747100 Progress: 74.7% Elapsed: 10 days, 7:07:20 Gen_loss: 1.452 Dis_loss: 0.8224 Cls_loss: 1.763 Topk: N/A ada_p: 0.241
[INFO] 2021-10-28 21:21:16 > Step: 747200 Progress: 74.7% Elapsed: 10 days, 7:08:55 Gen_loss: 4.07 Dis_loss: 1.161 Cls_loss: 1.717 Topk: N/A ada_p: 0.2374
[INFO] 2021-10-28 21:23:01 > Step: 747300 Progress: 74.7% Elapsed: 10 days, 7:10:40 Gen_loss: 1.304 Dis_loss: 0.644 Cls_loss: 1.756 Topk: N/A ada_p: 0.2388
[INFO] 2021-10-28 21:24:36 > Step: 747400 Progress: 74.7% Elapsed: 10 days, 7:12:15 Gen_loss: 2.426 Dis_loss: 0.7902 Cls_loss: 1.898 Topk: N/A ada_p: 0.2434
[INFO] 2021-10-28 21:26:11 > Step: 747500 Progress: 74.8% Elapsed: 10 days, 7:13:50 Gen_loss: 2.99 Dis_loss: 1.066 Cls_loss: 1.986 Topk: N/A ada_p: 0.2497
[INFO] 2021-10-28 21:27:46 > Step: 747600 Progress: 74.8% Elapsed: 10 days, 7:15:25 Gen_loss: 1.557 Dis_loss: 0.5671 Cls_loss: 1.76 Topk: N/A ada_p: 0.2497
[INFO] 2021-10-28 21:29:31 > Step: 747700 Progress: 74.8% Elapsed: 10 days, 7:17:10 Gen_loss: 1.202 Dis_loss: 1.165 Cls_loss: 2.29 Topk: N/A ada_p: 0.2493
[INFO] 2021-10-28 21:31:07 > Step: 747800 Progress: 74.8% Elapsed: 10 days, 7:18:45 Gen_loss: 2.268 Dis_loss: 0.7185 Cls_loss: 1.74 Topk: N/A ada_p: 0.2506
[INFO] 2021-10-28 21:32:42 > Step: 747900 Progress: 74.8% Elapsed: 10 days, 7:20:21 Gen_loss: 1.49 Dis_loss: 0.7427 Cls_loss: 1.955 Topk: N/A ada_p: 0.2569
[INFO] 2021-10-28 21:34:17 > Step: 748000 Progress: 74.8% Elapsed: 10 days, 7:21:56 Gen_loss: 2.95 Dis_loss: 1.126 Cls_loss: 2.041 Topk: N/A ada_p: 0.2576
[INFO] 2021-10-28 21:36:02 > Step: 748100 Progress: 74.8% Elapsed: 10 days, 7:23:41 Gen_loss: 1.828 Dis_loss: 1.163 Cls_loss: 1.833 Topk: N/A ada_p: 0.2565
[INFO] 2021-10-28 21:37:37 > Step: 748200 Progress: 74.8% Elapsed: 10 days, 7:25:16 Gen_loss: 2.029 Dis_loss: 1.179 Cls_loss: 2.033 Topk: N/A ada_p: 0.2465
[INFO] 2021-10-28 21:39:12 > Step: 748300 Progress: 74.8% Elapsed: 10 days, 7:26:51 Gen_loss: 2.807 Dis_loss: 1.067 Cls_loss: 1.421 Topk: N/A ada_p: 0.2489
[INFO] 2021-10-28 21:40:46 > Step: 748400 Progress: 74.8% Elapsed: 10 days, 7:28:25 Gen_loss: 2.638 Dis_loss: 1.033 Cls_loss: 2.268 Topk: N/A ada_p: 0.2446
[INFO] 2021-10-28 21:42:32 > Step: 748500 Progress: 74.9% Elapsed: 10 days, 7:30:10 Gen_loss: 2.421 Dis_loss: 1.045 Cls_loss: 2.051 Topk: N/A ada_p: 0.2501
[INFO] 2021-10-28 21:44:06 > Step: 748600 Progress: 74.9% Elapsed: 10 days, 7:31:45 Gen_loss: 2.316 Dis_loss: 0.636 Cls_loss: 1.428 Topk: N/A ada_p: 0.2498
[INFO] 2021-10-28 21:45:41 > Step: 748700 Progress: 74.9% Elapsed: 10 days, 7:33:19 Gen_loss: 3.781 Dis_loss: 1.33 Cls_loss: 1.912 Topk: N/A ada_p: 0.2502
[INFO] 2021-10-28 21:47:15 > Step: 748800 Progress: 74.9% Elapsed: 10 days, 7:34:54 Gen_loss: 1.926 Dis_loss: 0.9095 Cls_loss: 1.847 Topk: N/A ada_p: 0.2515
[INFO] 2021-10-28 21:49:00 > Step: 748900 Progress: 74.9% Elapsed: 10 days, 7:36:39 Gen_loss: 1.418 Dis_loss: 0.6128 Cls_loss: 1.52 Topk: N/A ada_p: 0.2483
[INFO] 2021-10-28 21:50:34 > Step: 749000 Progress: 74.9% Elapsed: 10 days, 7:38:13 Gen_loss: 1.117 Dis_loss: 1.919 Cls_loss: 2.394 Topk: N/A ada_p: 0.257
[INFO] 2021-10-28 21:52:09 > Step: 749100 Progress: 74.9% Elapsed: 10 days, 7:39:47 Gen_loss: 1.716 Dis_loss: 1.162 Cls_loss: 1.651 Topk: N/A ada_p: 0.2556
[INFO] 2021-10-28 21:53:53 > Step: 749200 Progress: 74.9% Elapsed: 10 days, 7:41:32 Gen_loss: 2.546 Dis_loss: 0.783 Cls_loss: 1.723 Topk: N/A ada_p: 0.254
[INFO] 2021-10-28 21:55:27 > Step: 749300 Progress: 74.9% Elapsed: 10 days, 7:43:06 Gen_loss: 2.727 Dis_loss: 1.755 Cls_loss: 1.777 Topk: N/A ada_p: 0.2457
[INFO] 2021-10-28 21:57:01 > Step: 749400 Progress: 74.9% Elapsed: 10 days, 7:44:40 Gen_loss: 2.964 Dis_loss: 0.8963 Cls_loss: 2.025 Topk: N/A ada_p: 0.247
[INFO] 2021-10-28 21:58:35 > Step: 749500 Progress: 75.0% Elapsed: 10 days, 7:46:14 Gen_loss: 2.426 Dis_loss: 0.7364 Cls_loss: 1.858 Topk: N/A ada_p: 0.2471
[INFO] 2021-10-28 22:00:20 > Step: 749600 Progress: 75.0% Elapsed: 10 days, 7:47:59 Gen_loss: 1.954 Dis_loss: 1.157 Cls_loss: 1.924 Topk: N/A ada_p: 0.2499
[INFO] 2021-10-28 22:01:54 > Step: 749700 Progress: 75.0% Elapsed: 10 days, 7:49:33 Gen_loss: 2.278 Dis_loss: 1.112 Cls_loss: 2.252 Topk: N/A ada_p: 0.246
[INFO] 2021-10-28 22:03:27 > Step: 749800 Progress: 75.0% Elapsed: 10 days, 7:51:06 Gen_loss: 1.694 Dis_loss: 0.9113 Cls_loss: 2.02 Topk: N/A ada_p: 0.2462
[INFO] 2021-10-28 22:05:01 > Step: 749900 Progress: 75.0% Elapsed: 10 days, 7:52:40 Gen_loss: 3.546 Dis_loss: 1.33 Cls_loss: 1.775 Topk: N/A ada_p: 0.2471
[INFO] 2021-10-28 22:06:45 > Step: 750000 Progress: 75.0% Elapsed: 10 days, 7:54:24 Gen_loss: 2.529 Dis_loss: 1.299 Cls_loss: 1.737 Topk: N/A ada_p: 0.2469
[INFO] 2021-10-28 22:06:46 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-28 22:06:46 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_750000.png
[INFO] 2021-10-28 22:06:46 > Start Evaluation (750000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-28 22:06:46 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-28 22:12:19 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-28 22:17:58 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-28 22:42:20 > Inception score (Step: 750000, 50000 generated images): 10.558603286743164
[INFO] 2021-10-28 22:42:20 > FID score (Step: 750000, Using train moments): 2.413284065331709
[INFO] 2021-10-28 22:42:20 > Improved Precision (Step: 750000, Using train images): 0.76476
[INFO] 2021-10-28 22:42:20 > Improved Recall (Step: 750000, Using train images): 0.64492
[INFO] 2021-10-28 22:42:20 > Density (Step: 750000, Using train images): 1.0721120000000002
[INFO] 2021-10-28 22:42:20 > Coverage (Step: 750000, Using train images): 0.9331
[INFO] 2021-10-28 22:42:20 > Best FID score (Step: 740000, Using train moments): 2.4131081742385163
[INFO] 2021-10-28 22:42:30 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-28 22:47:34 > Step: 750100 Progress: 75.0% Elapsed: 10 days, 8:35:13 Gen_loss: 2.916 Dis_loss: 0.6821 Cls_loss: 1.693 Topk: N/A ada_p: 0.2465
[INFO] 2021-10-28 22:49:09 > Step: 750200 Progress: 75.0% Elapsed: 10 days, 8:36:48 Gen_loss: 1.893 Dis_loss: 1.284 Cls_loss: 1.75 Topk: N/A ada_p: 0.2444
[INFO] 2021-10-28 22:50:44 > Step: 750300 Progress: 75.0% Elapsed: 10 days, 8:38:23 Gen_loss: 4.236 Dis_loss: 0.9605 Cls_loss: 1.633 Topk: N/A ada_p: 0.2479
[INFO] 2021-10-28 22:52:36 > Step: 750400 Progress: 75.0% Elapsed: 10 days, 8:40:14 Gen_loss: 1.934 Dis_loss: 0.7353 Cls_loss: 1.716 Topk: N/A ada_p: 0.2502
[INFO] 2021-10-28 22:54:10 > Step: 750500 Progress: 75.0% Elapsed: 10 days, 8:41:49 Gen_loss: 1.789 Dis_loss: 0.8496 Cls_loss: 1.503 Topk: N/A ada_p: 0.2519
[INFO] 2021-10-28 22:55:45 > Step: 750600 Progress: 75.1% Elapsed: 10 days, 8:43:24 Gen_loss: 1.133 Dis_loss: 1.782 Cls_loss: 1.951 Topk: N/A ada_p: 0.2575
[INFO] 2021-10-28 22:57:20 > Step: 750700 Progress: 75.1% Elapsed: 10 days, 8:44:59 Gen_loss: 1.364 Dis_loss: 0.9271 Cls_loss: 2.049 Topk: N/A ada_p: 0.2497
[INFO] 2021-10-28 22:59:05 > Step: 750800 Progress: 75.1% Elapsed: 10 days, 8:46:44 Gen_loss: 2.814 Dis_loss: 1.286 Cls_loss: 2.05 Topk: N/A ada_p: 0.2494
[INFO] 2021-10-28 23:00:40 > Step: 750900 Progress: 75.1% Elapsed: 10 days, 8:48:19 Gen_loss: 2.286 Dis_loss: 0.8791 Cls_loss: 1.933 Topk: N/A ada_p: 0.2508
[INFO] 2021-10-28 23:02:16 > Step: 751000 Progress: 75.1% Elapsed: 10 days, 8:49:55 Gen_loss: 3.227 Dis_loss: 0.993 Cls_loss: 2.057 Topk: N/A ada_p: 0.2521
[INFO] 2021-10-28 23:03:52 > Step: 751100 Progress: 75.1% Elapsed: 10 days, 8:51:30 Gen_loss: 1.44 Dis_loss: 1.214 Cls_loss: 1.804 Topk: N/A ada_p: 0.2576
[INFO] 2021-10-28 23:05:36 > Step: 751200 Progress: 75.1% Elapsed: 10 days, 8:53:15 Gen_loss: 2.636 Dis_loss: 1.078 Cls_loss: 1.898 Topk: N/A ada_p: 0.2589
[INFO] 2021-10-28 23:07:11 > Step: 751300 Progress: 75.1% Elapsed: 10 days, 8:54:50 Gen_loss: 1.981 Dis_loss: 0.8366 Cls_loss: 1.578 Topk: N/A ada_p: 0.259
[INFO] 2021-10-28 23:08:46 > Step: 751400 Progress: 75.1% Elapsed: 10 days, 8:56:25 Gen_loss: 1.364 Dis_loss: 1.476 Cls_loss: 1.628 Topk: N/A ada_p: 0.258
[INFO] 2021-10-28 23:10:21 > Step: 751500 Progress: 75.1% Elapsed: 10 days, 8:58:00 Gen_loss: 2.958 Dis_loss: 0.9638 Cls_loss: 2.214 Topk: N/A ada_p: 0.2563
[INFO] 2021-10-28 23:12:07 > Step: 751600 Progress: 75.2% Elapsed: 10 days, 8:59:46 Gen_loss: 2.336 Dis_loss: 0.9578 Cls_loss: 2.157 Topk: N/A ada_p: 0.2507
[INFO] 2021-10-28 23:13:42 > Step: 751700 Progress: 75.2% Elapsed: 10 days, 9:01:21 Gen_loss: 1.525 Dis_loss: 1.174 Cls_loss: 1.561 Topk: N/A ada_p: 0.2508
[INFO] 2021-10-28 23:15:17 > Step: 751800 Progress: 75.2% Elapsed: 10 days, 9:02:56 Gen_loss: 3.161 Dis_loss: 1.094 Cls_loss: 1.463 Topk: N/A ada_p: 0.2503
[INFO] 2021-10-28 23:16:52 > Step: 751900 Progress: 75.2% Elapsed: 10 days, 9:04:31 Gen_loss: 4.074 Dis_loss: 1.801 Cls_loss: 2.011 Topk: N/A ada_p: 0.2499
[INFO] 2021-10-28 23:18:37 > Step: 752000 Progress: 75.2% Elapsed: 10 days, 9:06:16 Gen_loss: 2.085 Dis_loss: 1.041 Cls_loss: 1.96 Topk: N/A ada_p: 0.2515
[INFO] 2021-10-28 23:20:12 > Step: 752100 Progress: 75.2% Elapsed: 10 days, 9:07:50 Gen_loss: 1.246 Dis_loss: 0.8919 Cls_loss: 1.9 Topk: N/A ada_p: 0.2544
[INFO] 2021-10-28 23:21:46 > Step: 752200 Progress: 75.2% Elapsed: 10 days, 9:09:25 Gen_loss: 1.789 Dis_loss: 0.8215 Cls_loss: 1.717 Topk: N/A ada_p: 0.2544
[INFO] 2021-10-28 23:23:21 > Step: 752300 Progress: 75.2% Elapsed: 10 days, 9:11:00 Gen_loss: 2.599 Dis_loss: 0.8717 Cls_loss: 2.173 Topk: N/A ada_p: 0.2505
[INFO] 2021-10-28 23:25:06 > Step: 752400 Progress: 75.2% Elapsed: 10 days, 9:12:44 Gen_loss: 3.161 Dis_loss: 1.456 Cls_loss: 1.696 Topk: N/A ada_p: 0.2469
[INFO] 2021-10-28 23:26:41 > Step: 752500 Progress: 75.2% Elapsed: 10 days, 9:14:20 Gen_loss: 1.64 Dis_loss: 1.157 Cls_loss: 2.032 Topk: N/A ada_p: 0.247
[INFO] 2021-10-28 23:28:16 > Step: 752600 Progress: 75.3% Elapsed: 10 days, 9:15:55 Gen_loss: 2.344 Dis_loss: 0.8904 Cls_loss: 1.6 Topk: N/A ada_p: 0.2478
[INFO] 2021-10-28 23:29:50 > Step: 752700 Progress: 75.3% Elapsed: 10 days, 9:17:29 Gen_loss: 3.093 Dis_loss: 1.331 Cls_loss: 2.025 Topk: N/A ada_p: 0.2464
[INFO] 2021-10-28 23:31:36 > Step: 752800 Progress: 75.3% Elapsed: 10 days, 9:19:14 Gen_loss: 1.944 Dis_loss: 1.118 Cls_loss: 1.797 Topk: N/A ada_p: 0.2407
[INFO] 2021-10-28 23:33:11 > Step: 752900 Progress: 75.3% Elapsed: 10 days, 9:20:49 Gen_loss: 1.896 Dis_loss: 1.064 Cls_loss: 1.676 Topk: N/A ada_p: 0.2386
[INFO] 2021-10-28 23:34:45 > Step: 753000 Progress: 75.3% Elapsed: 10 days, 9:22:24 Gen_loss: 4.715 Dis_loss: 1.059 Cls_loss: 1.726 Topk: N/A ada_p: 0.2414
[INFO] 2021-10-28 23:36:31 > Step: 753100 Progress: 75.3% Elapsed: 10 days, 9:24:10 Gen_loss: 1.931 Dis_loss: 0.8603 Cls_loss: 1.739 Topk: N/A ada_p: 0.2438
[INFO] 2021-10-28 23:38:06 > Step: 753200 Progress: 75.3% Elapsed: 10 days, 9:25:45 Gen_loss: 3.347 Dis_loss: 0.7973 Cls_loss: 1.549 Topk: N/A ada_p: 0.2397
[INFO] 2021-10-28 23:39:41 > Step: 753300 Progress: 75.3% Elapsed: 10 days, 9:27:20 Gen_loss: 2.992 Dis_loss: 1.175 Cls_loss: 2.091 Topk: N/A ada_p: 0.2406
[INFO] 2021-10-28 23:41:16 > Step: 753400 Progress: 75.3% Elapsed: 10 days, 9:28:55 Gen_loss: 3.17 Dis_loss: 1.077 Cls_loss: 1.783 Topk: N/A ada_p: 0.2429
[INFO] 2021-10-28 23:43:01 > Step: 753500 Progress: 75.3% Elapsed: 10 days, 9:30:40 Gen_loss: 3.169 Dis_loss: 0.8634 Cls_loss: 1.462 Topk: N/A ada_p: 0.2451
[INFO] 2021-10-28 23:44:36 > Step: 753600 Progress: 75.4% Elapsed: 10 days, 9:32:14 Gen_loss: 3.01 Dis_loss: 0.9423 Cls_loss: 1.643 Topk: N/A ada_p: 0.2374
[INFO] 2021-10-28 23:46:11 > Step: 753700 Progress: 75.4% Elapsed: 10 days, 9:33:50 Gen_loss: 1.102 Dis_loss: 1.174 Cls_loss: 1.706 Topk: N/A ada_p: 0.2432
[INFO] 2021-10-28 23:47:46 > Step: 753800 Progress: 75.4% Elapsed: 10 days, 9:35:25 Gen_loss: 1.989 Dis_loss: 0.958 Cls_loss: 1.584 Topk: N/A ada_p: 0.2416
[INFO] 2021-10-28 23:49:32 > Step: 753900 Progress: 75.4% Elapsed: 10 days, 9:37:10 Gen_loss: 1.239 Dis_loss: 0.8047 Cls_loss: 1.958 Topk: N/A ada_p: 0.2423
[INFO] 2021-10-28 23:51:06 > Step: 754000 Progress: 75.4% Elapsed: 10 days, 9:38:45 Gen_loss: 2.168 Dis_loss: 0.6058 Cls_loss: 1.897 Topk: N/A ada_p: 0.2484
[INFO] 2021-10-28 23:52:41 > Step: 754100 Progress: 75.4% Elapsed: 10 days, 9:40:20 Gen_loss: 2.219 Dis_loss: 1.245 Cls_loss: 1.511 Topk: N/A ada_p: 0.2465
[INFO] 2021-10-28 23:54:16 > Step: 754200 Progress: 75.4% Elapsed: 10 days, 9:41:55 Gen_loss: 2.298 Dis_loss: 0.9007 Cls_loss: 1.597 Topk: N/A ada_p: 0.2462
[INFO] 2021-10-28 23:56:01 > Step: 754300 Progress: 75.4% Elapsed: 10 days, 9:43:40 Gen_loss: 0.9667 Dis_loss: 1.829 Cls_loss: 2.123 Topk: N/A ada_p: 0.2523
[INFO] 2021-10-28 23:57:37 > Step: 754400 Progress: 75.4% Elapsed: 10 days, 9:45:15 Gen_loss: 2.16 Dis_loss: 1.153 Cls_loss: 2.269 Topk: N/A ada_p: 0.2543
[INFO] 2021-10-28 23:59:12 > Step: 754500 Progress: 75.4% Elapsed: 10 days, 9:46:50 Gen_loss: 2.419 Dis_loss: 1.327 Cls_loss: 1.593 Topk: N/A ada_p: 0.2514
[INFO] 2021-10-29 00:00:46 > Step: 754600 Progress: 75.5% Elapsed: 10 days, 9:48:25 Gen_loss: 3.293 Dis_loss: 1.231 Cls_loss: 1.479 Topk: N/A ada_p: 0.2491
[INFO] 2021-10-29 00:02:31 > Step: 754700 Progress: 75.5% Elapsed: 10 days, 9:50:10 Gen_loss: 2.405 Dis_loss: 0.8322 Cls_loss: 1.914 Topk: N/A ada_p: 0.2459
[INFO] 2021-10-29 00:04:06 > Step: 754800 Progress: 75.5% Elapsed: 10 days, 9:51:45 Gen_loss: 3.578 Dis_loss: 1.106 Cls_loss: 1.954 Topk: N/A ada_p: 0.2453
[INFO] 2021-10-29 00:05:42 > Step: 754900 Progress: 75.5% Elapsed: 10 days, 9:53:20 Gen_loss: 2.555 Dis_loss: 0.822 Cls_loss: 1.576 Topk: N/A ada_p: 0.2386
[INFO] 2021-10-29 00:07:17 > Step: 755000 Progress: 75.5% Elapsed: 10 days, 9:54:55 Gen_loss: 3.239 Dis_loss: 1.04 Cls_loss: 1.911 Topk: N/A ada_p: 0.2383
[INFO] 2021-10-29 00:09:02 > Step: 755100 Progress: 75.5% Elapsed: 10 days, 9:56:40 Gen_loss: 1.956 Dis_loss: 0.8009 Cls_loss: 1.599 Topk: N/A ada_p: 0.2371
[INFO] 2021-10-29 00:10:36 > Step: 755200 Progress: 75.5% Elapsed: 10 days, 9:58:15 Gen_loss: 2.762 Dis_loss: 1.197 Cls_loss: 2.317 Topk: N/A ada_p: 0.2384
[INFO] 2021-10-29 00:12:11 > Step: 755300 Progress: 75.5% Elapsed: 10 days, 9:59:50 Gen_loss: 2.347 Dis_loss: 0.9734 Cls_loss: 2.129 Topk: N/A ada_p: 0.2432
[INFO] 2021-10-29 00:13:46 > Step: 755400 Progress: 75.5% Elapsed: 10 days, 10:01:25 Gen_loss: 2.09 Dis_loss: 1.054 Cls_loss: 2.359 Topk: N/A ada_p: 0.247
[INFO] 2021-10-29 00:15:31 > Step: 755500 Progress: 75.5% Elapsed: 10 days, 10:03:10 Gen_loss: 2.257 Dis_loss: 0.8875 Cls_loss: 1.774 Topk: N/A ada_p: 0.2448
[INFO] 2021-10-29 00:17:07 > Step: 755600 Progress: 75.6% Elapsed: 10 days, 10:04:46 Gen_loss: 1.048 Dis_loss: 1.25 Cls_loss: 1.871 Topk: N/A ada_p: 0.242
[INFO] 2021-10-29 00:18:43 > Step: 755700 Progress: 75.6% Elapsed: 10 days, 10:06:22 Gen_loss: 1.774 Dis_loss: 0.8239 Cls_loss: 1.595 Topk: N/A ada_p: 0.2442
[INFO] 2021-10-29 00:20:18 > Step: 755800 Progress: 75.6% Elapsed: 10 days, 10:07:56 Gen_loss: 2.518 Dis_loss: 0.9514 Cls_loss: 1.677 Topk: N/A ada_p: 0.2442
[INFO] 2021-10-29 00:22:03 > Step: 755900 Progress: 75.6% Elapsed: 10 days, 10:09:42 Gen_loss: 2.743 Dis_loss: 1.213 Cls_loss: 1.833 Topk: N/A ada_p: 0.2405
[INFO] 2021-10-29 00:23:38 > Step: 756000 Progress: 75.6% Elapsed: 10 days, 10:11:16 Gen_loss: 3.129 Dis_loss: 0.9325 Cls_loss: 1.714 Topk: N/A ada_p: 0.2471
[INFO] 2021-10-29 00:25:13 > Step: 756100 Progress: 75.6% Elapsed: 10 days, 10:12:52 Gen_loss: 3.231 Dis_loss: 1.217 Cls_loss: 1.757 Topk: N/A ada_p: 0.2447
[INFO] 2021-10-29 00:26:48 > Step: 756200 Progress: 75.6% Elapsed: 10 days, 10:14:27 Gen_loss: 2.008 Dis_loss: 0.9096 Cls_loss: 1.715 Topk: N/A ada_p: 0.2373
[INFO] 2021-10-29 00:28:33 > Step: 756300 Progress: 75.6% Elapsed: 10 days, 10:16:12 Gen_loss: 2.638 Dis_loss: 0.7448 Cls_loss: 1.921 Topk: N/A ada_p: 0.2397
[INFO] 2021-10-29 00:30:08 > Step: 756400 Progress: 75.6% Elapsed: 10 days, 10:17:47 Gen_loss: 4.214 Dis_loss: 1.412 Cls_loss: 1.926 Topk: N/A ada_p: 0.2487
[INFO] 2021-10-29 00:31:43 > Step: 756500 Progress: 75.6% Elapsed: 10 days, 10:19:22 Gen_loss: 2.993 Dis_loss: 1.012 Cls_loss: 1.729 Topk: N/A ada_p: 0.2478
[INFO] 2021-10-29 00:33:19 > Step: 756600 Progress: 75.7% Elapsed: 10 days, 10:20:58 Gen_loss: 2.119 Dis_loss: 1.121 Cls_loss: 2.097 Topk: N/A ada_p: 0.2467
[INFO] 2021-10-29 00:35:04 > Step: 756700 Progress: 75.7% Elapsed: 10 days, 10:22:43 Gen_loss: 2.487 Dis_loss: 1.055 Cls_loss: 1.851 Topk: N/A ada_p: 0.2402
[INFO] 2021-10-29 00:36:40 > Step: 756800 Progress: 75.7% Elapsed: 10 days, 10:24:19 Gen_loss: 3.409 Dis_loss: 0.8439 Cls_loss: 1.717 Topk: N/A ada_p: 0.2448
[INFO] 2021-10-29 00:38:15 > Step: 756900 Progress: 75.7% Elapsed: 10 days, 10:25:54 Gen_loss: 1.827 Dis_loss: 1.015 Cls_loss: 1.687 Topk: N/A ada_p: 0.2475
[INFO] 2021-10-29 00:40:00 > Step: 757000 Progress: 75.7% Elapsed: 10 days, 10:27:39 Gen_loss: 1.976 Dis_loss: 1.351 Cls_loss: 2.337 Topk: N/A ada_p: 0.2501
[INFO] 2021-10-29 00:41:35 > Step: 757100 Progress: 75.7% Elapsed: 10 days, 10:29:14 Gen_loss: 1.669 Dis_loss: 1.085 Cls_loss: 1.908 Topk: N/A ada_p: 0.2441
[INFO] 2021-10-29 00:43:10 > Step: 757200 Progress: 75.7% Elapsed: 10 days, 10:30:49 Gen_loss: 3.078 Dis_loss: 0.8488 Cls_loss: 1.893 Topk: N/A ada_p: 0.2464
[INFO] 2021-10-29 00:44:45 > Step: 757300 Progress: 75.7% Elapsed: 10 days, 10:32:24 Gen_loss: 2.328 Dis_loss: 1.006 Cls_loss: 1.911 Topk: N/A ada_p: 0.2491
[INFO] 2021-10-29 00:46:30 > Step: 757400 Progress: 75.7% Elapsed: 10 days, 10:34:09 Gen_loss: 2.224 Dis_loss: 1.021 Cls_loss: 1.731 Topk: N/A ada_p: 0.2429
[INFO] 2021-10-29 00:48:05 > Step: 757500 Progress: 75.8% Elapsed: 10 days, 10:35:43 Gen_loss: 2.715 Dis_loss: 2.949 Cls_loss: 1.761 Topk: N/A ada_p: 0.2361
[INFO] 2021-10-29 00:49:40 > Step: 757600 Progress: 75.8% Elapsed: 10 days, 10:37:19 Gen_loss: 0.7462 Dis_loss: 0.798 Cls_loss: 1.833 Topk: N/A ada_p: 0.2415
[INFO] 2021-10-29 00:51:14 > Step: 757700 Progress: 75.8% Elapsed: 10 days, 10:38:53 Gen_loss: 1.327 Dis_loss: 1.88 Cls_loss: 1.909 Topk: N/A ada_p: 0.2442
[INFO] 2021-10-29 00:52:59 > Step: 757800 Progress: 75.8% Elapsed: 10 days, 10:40:38 Gen_loss: 3.069 Dis_loss: 0.8951 Cls_loss: 1.808 Topk: N/A ada_p: 0.2467
[INFO] 2021-10-29 00:54:34 > Step: 757900 Progress: 75.8% Elapsed: 10 days, 10:42:13 Gen_loss: 2.38 Dis_loss: 1.11 Cls_loss: 2.076 Topk: N/A ada_p: 0.2497
[INFO] 2021-10-29 00:56:09 > Step: 758000 Progress: 75.8% Elapsed: 10 days, 10:43:48 Gen_loss: 2.16 Dis_loss: 1.194 Cls_loss: 1.779 Topk: N/A ada_p: 0.2525
[INFO] 2021-10-29 00:57:44 > Step: 758100 Progress: 75.8% Elapsed: 10 days, 10:45:22 Gen_loss: 2.267 Dis_loss: 1.11 Cls_loss: 2.155 Topk: N/A ada_p: 0.2544
[INFO] 2021-10-29 00:59:29 > Step: 758200 Progress: 75.8% Elapsed: 10 days, 10:47:07 Gen_loss: 2.162 Dis_loss: 0.9 Cls_loss: 1.879 Topk: N/A ada_p: 0.2521
[INFO] 2021-10-29 01:01:03 > Step: 758300 Progress: 75.8% Elapsed: 10 days, 10:48:42 Gen_loss: 2.155 Dis_loss: 0.834 Cls_loss: 1.697 Topk: N/A ada_p: 0.2563
[INFO] 2021-10-29 01:02:38 > Step: 758400 Progress: 75.8% Elapsed: 10 days, 10:50:16 Gen_loss: 2.763 Dis_loss: 0.8913 Cls_loss: 2.033 Topk: N/A ada_p: 0.2553
[INFO] 2021-10-29 01:04:12 > Step: 758500 Progress: 75.8% Elapsed: 10 days, 10:51:51 Gen_loss: 2.178 Dis_loss: 1.079 Cls_loss: 1.997 Topk: N/A ada_p: 0.2608
[INFO] 2021-10-29 01:05:56 > Step: 758600 Progress: 75.9% Elapsed: 10 days, 10:53:35 Gen_loss: 3.579 Dis_loss: 1.358 Cls_loss: 1.892 Topk: N/A ada_p: 0.2608
[INFO] 2021-10-29 01:07:31 > Step: 758700 Progress: 75.9% Elapsed: 10 days, 10:55:09 Gen_loss: 3.741 Dis_loss: 0.876 Cls_loss: 1.666 Topk: N/A ada_p: 0.2587
[INFO] 2021-10-29 01:09:04 > Step: 758800 Progress: 75.9% Elapsed: 10 days, 10:56:43 Gen_loss: 1.461 Dis_loss: 1.693 Cls_loss: 1.976 Topk: N/A ada_p: 0.2507
[INFO] 2021-10-29 01:10:39 > Step: 758900 Progress: 75.9% Elapsed: 10 days, 10:58:18 Gen_loss: 2.222 Dis_loss: 1.235 Cls_loss: 2.006 Topk: N/A ada_p: 0.2467
[INFO] 2021-10-29 01:12:23 > Step: 759000 Progress: 75.9% Elapsed: 10 days, 11:00:02 Gen_loss: 3.094 Dis_loss: 1.056 Cls_loss: 2.191 Topk: N/A ada_p: 0.2493
[INFO] 2021-10-29 01:13:58 > Step: 759100 Progress: 75.9% Elapsed: 10 days, 11:01:37 Gen_loss: 2.68 Dis_loss: 0.6034 Cls_loss: 1.521 Topk: N/A ada_p: 0.2515
[INFO] 2021-10-29 01:15:33 > Step: 759200 Progress: 75.9% Elapsed: 10 days, 11:03:11 Gen_loss: 1.873 Dis_loss: 1.36 Cls_loss: 2.152 Topk: N/A ada_p: 0.2469
[INFO] 2021-10-29 01:17:06 > Step: 759300 Progress: 75.9% Elapsed: 10 days, 11:04:45 Gen_loss: 1.998 Dis_loss: 0.7216 Cls_loss: 1.447 Topk: N/A ada_p: 0.2411
[INFO] 2021-10-29 01:18:50 > Step: 759400 Progress: 75.9% Elapsed: 10 days, 11:06:29 Gen_loss: 1.928 Dis_loss: 0.9153 Cls_loss: 1.688 Topk: N/A ada_p: 0.2396
[INFO] 2021-10-29 01:20:24 > Step: 759500 Progress: 75.9% Elapsed: 10 days, 11:08:03 Gen_loss: 2.064 Dis_loss: 0.9115 Cls_loss: 1.858 Topk: N/A ada_p: 0.2461
[INFO] 2021-10-29 01:21:57 > Step: 759600 Progress: 76.0% Elapsed: 10 days, 11:09:36 Gen_loss: 3.198 Dis_loss: 0.9359 Cls_loss: 1.782 Topk: N/A ada_p: 0.251
[INFO] 2021-10-29 01:23:31 > Step: 759700 Progress: 76.0% Elapsed: 10 days, 11:11:10 Gen_loss: 1.038 Dis_loss: 1.012 Cls_loss: 1.619 Topk: N/A ada_p: 0.2562
[INFO] 2021-10-29 01:25:16 > Step: 759800 Progress: 76.0% Elapsed: 10 days, 11:12:55 Gen_loss: 4.498 Dis_loss: 1.164 Cls_loss: 2.137 Topk: N/A ada_p: 0.2578
[INFO] 2021-10-29 01:26:51 > Step: 759900 Progress: 76.0% Elapsed: 10 days, 11:14:30 Gen_loss: 3.334 Dis_loss: 1.378 Cls_loss: 2.043 Topk: N/A ada_p: 0.2469
[INFO] 2021-10-29 01:28:25 > Step: 760000 Progress: 76.0% Elapsed: 10 days, 11:16:04 Gen_loss: 2.082 Dis_loss: 1.385 Cls_loss: 1.868 Topk: N/A ada_p: 0.2415
[INFO] 2021-10-29 01:28:26 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-29 01:28:26 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_760000.png
[INFO] 2021-10-29 01:28:26 > Start Evaluation (760000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-29 01:28:26 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-29 01:33:59 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-29 01:39:39 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-29 02:04:11 > Inception score (Step: 760000, 50000 generated images): 10.599026679992676
[INFO] 2021-10-29 02:04:11 > FID score (Step: 760000, Using train moments): 2.4355917922257504
[INFO] 2021-10-29 02:04:11 > Improved Precision (Step: 760000, Using train images): 0.76388
[INFO] 2021-10-29 02:04:11 > Improved Recall (Step: 760000, Using train images): 0.6381
[INFO] 2021-10-29 02:04:11 > Density (Step: 760000, Using train images): 1.082356
[INFO] 2021-10-29 02:04:11 > Coverage (Step: 760000, Using train images): 0.9311
[INFO] 2021-10-29 02:04:11 > Best FID score (Step: 740000, Using train moments): 2.4131081742385163
[INFO] 2021-10-29 02:04:21 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-29 02:09:31 > Step: 760100 Progress: 76.0% Elapsed: 10 days, 11:57:10 Gen_loss: 3.18 Dis_loss: 0.9799 Cls_loss: 1.953 Topk: N/A ada_p: 0.245
[INFO] 2021-10-29 02:11:22 > Step: 760200 Progress: 76.0% Elapsed: 10 days, 11:59:01 Gen_loss: 4.035 Dis_loss: 1.089 Cls_loss: 1.73 Topk: N/A ada_p: 0.2455
[INFO] 2021-10-29 02:12:56 > Step: 760300 Progress: 76.0% Elapsed: 10 days, 12:00:35 Gen_loss: 1.178 Dis_loss: 0.9766 Cls_loss: 1.737 Topk: N/A ada_p: 0.2438
[INFO] 2021-10-29 02:14:30 > Step: 760400 Progress: 76.0% Elapsed: 10 days, 12:02:09 Gen_loss: 1.413 Dis_loss: 0.7656 Cls_loss: 1.923 Topk: N/A ada_p: 0.2446
[INFO] 2021-10-29 02:16:05 > Step: 760500 Progress: 76.0% Elapsed: 10 days, 12:03:44 Gen_loss: 2.825 Dis_loss: 1.091 Cls_loss: 1.788 Topk: N/A ada_p: 0.2416
[INFO] 2021-10-29 02:17:50 > Step: 760600 Progress: 76.1% Elapsed: 10 days, 12:05:29 Gen_loss: 4.55 Dis_loss: 1.394 Cls_loss: 1.884 Topk: N/A ada_p: 0.2473
[INFO] 2021-10-29 02:19:26 > Step: 760700 Progress: 76.1% Elapsed: 10 days, 12:07:05 Gen_loss: 2.057 Dis_loss: 0.7813 Cls_loss: 2.258 Topk: N/A ada_p: 0.2499
[INFO] 2021-10-29 02:21:01 > Step: 760800 Progress: 76.1% Elapsed: 10 days, 12:08:39 Gen_loss: 1.735 Dis_loss: 0.7742 Cls_loss: 1.66 Topk: N/A ada_p: 0.2484
[INFO] 2021-10-29 02:22:47 > Step: 760900 Progress: 76.1% Elapsed: 10 days, 12:10:25 Gen_loss: 3.643 Dis_loss: 0.7543 Cls_loss: 1.959 Topk: N/A ada_p: 0.2457
[INFO] 2021-10-29 02:24:21 > Step: 761000 Progress: 76.1% Elapsed: 10 days, 12:12:00 Gen_loss: 2.669 Dis_loss: 1.68 Cls_loss: 1.751 Topk: N/A ada_p: 0.2465
[INFO] 2021-10-29 02:25:56 > Step: 761100 Progress: 76.1% Elapsed: 10 days, 12:13:35 Gen_loss: 2.055 Dis_loss: 0.9734 Cls_loss: 1.745 Topk: N/A ada_p: 0.2512
[INFO] 2021-10-29 02:27:31 > Step: 761200 Progress: 76.1% Elapsed: 10 days, 12:15:10 Gen_loss: 2.169 Dis_loss: 0.9542 Cls_loss: 1.759 Topk: N/A ada_p: 0.2428
[INFO] 2021-10-29 02:29:16 > Step: 761300 Progress: 76.1% Elapsed: 10 days, 12:16:55 Gen_loss: 3.575 Dis_loss: 1.493 Cls_loss: 1.846 Topk: N/A ada_p: 0.2488
[INFO] 2021-10-29 02:30:51 > Step: 761400 Progress: 76.1% Elapsed: 10 days, 12:18:30 Gen_loss: 2.081 Dis_loss: 0.9634 Cls_loss: 1.798 Topk: N/A ada_p: 0.248
[INFO] 2021-10-29 02:32:26 > Step: 761500 Progress: 76.1% Elapsed: 10 days, 12:20:05 Gen_loss: 2.133 Dis_loss: 1.175 Cls_loss: 1.852 Topk: N/A ada_p: 0.2471
[INFO] 2021-10-29 02:34:01 > Step: 761600 Progress: 76.2% Elapsed: 10 days, 12:21:40 Gen_loss: 3.727 Dis_loss: 1.217 Cls_loss: 1.816 Topk: N/A ada_p: 0.2474
[INFO] 2021-10-29 02:35:46 > Step: 761700 Progress: 76.2% Elapsed: 10 days, 12:23:25 Gen_loss: 2.042 Dis_loss: 1.313 Cls_loss: 1.719 Topk: N/A ada_p: 0.2444
[INFO] 2021-10-29 02:37:21 > Step: 761800 Progress: 76.2% Elapsed: 10 days, 12:25:00 Gen_loss: 1.701 Dis_loss: 1.36 Cls_loss: 2.041 Topk: N/A ada_p: 0.2511
[INFO] 2021-10-29 02:38:56 > Step: 761900 Progress: 76.2% Elapsed: 10 days, 12:26:35 Gen_loss: 2.844 Dis_loss: 1.422 Cls_loss: 2.268 Topk: N/A ada_p: 0.2528
[INFO] 2021-10-29 02:40:32 > Step: 762000 Progress: 76.2% Elapsed: 10 days, 12:28:11 Gen_loss: 1.191 Dis_loss: 1.073 Cls_loss: 1.971 Topk: N/A ada_p: 0.2525
[INFO] 2021-10-29 02:42:17 > Step: 762100 Progress: 76.2% Elapsed: 10 days, 12:29:56 Gen_loss: 2.504 Dis_loss: 1.054 Cls_loss: 1.872 Topk: N/A ada_p: 0.2549
[INFO] 2021-10-29 02:43:52 > Step: 762200 Progress: 76.2% Elapsed: 10 days, 12:31:31 Gen_loss: 1.129 Dis_loss: 1.303 Cls_loss: 2.08 Topk: N/A ada_p: 0.2501
[INFO] 2021-10-29 02:45:28 > Step: 762300 Progress: 76.2% Elapsed: 10 days, 12:33:06 Gen_loss: 2.032 Dis_loss: 1.03 Cls_loss: 1.805 Topk: N/A ada_p: 0.2459
[INFO] 2021-10-29 02:47:02 > Step: 762400 Progress: 76.2% Elapsed: 10 days, 12:34:41 Gen_loss: 1.733 Dis_loss: 1.091 Cls_loss: 1.441 Topk: N/A ada_p: 0.2497
[INFO] 2021-10-29 02:48:48 > Step: 762500 Progress: 76.2% Elapsed: 10 days, 12:36:27 Gen_loss: 2.685 Dis_loss: 1.316 Cls_loss: 2.074 Topk: N/A ada_p: 0.2521
[INFO] 2021-10-29 02:50:23 > Step: 762600 Progress: 76.3% Elapsed: 10 days, 12:38:02 Gen_loss: 3.025 Dis_loss: 0.7928 Cls_loss: 1.947 Topk: N/A ada_p: 0.2488
[INFO] 2021-10-29 02:51:58 > Step: 762700 Progress: 76.3% Elapsed: 10 days, 12:39:37 Gen_loss: 1.509 Dis_loss: 1.117 Cls_loss: 2.015 Topk: N/A ada_p: 0.2459
[INFO] 2021-10-29 02:53:33 > Step: 762800 Progress: 76.3% Elapsed: 10 days, 12:41:12 Gen_loss: 1.558 Dis_loss: 0.6622 Cls_loss: 1.639 Topk: N/A ada_p: 0.2507
[INFO] 2021-10-29 02:55:18 > Step: 762900 Progress: 76.3% Elapsed: 10 days, 12:42:57 Gen_loss: 3.281 Dis_loss: 0.8407 Cls_loss: 1.746 Topk: N/A ada_p: 0.2514
[INFO] 2021-10-29 02:56:54 > Step: 763000 Progress: 76.3% Elapsed: 10 days, 12:44:33 Gen_loss: 2.141 Dis_loss: 0.9785 Cls_loss: 1.63 Topk: N/A ada_p: 0.2427
[INFO] 2021-10-29 02:58:29 > Step: 763100 Progress: 76.3% Elapsed: 10 days, 12:46:08 Gen_loss: 1.486 Dis_loss: 0.7838 Cls_loss: 1.896 Topk: N/A ada_p: 0.2466
[INFO] 2021-10-29 03:00:04 > Step: 763200 Progress: 76.3% Elapsed: 10 days, 12:47:43 Gen_loss: 2.786 Dis_loss: 0.8489 Cls_loss: 1.714 Topk: N/A ada_p: 0.2405
[INFO] 2021-10-29 03:01:49 > Step: 763300 Progress: 76.3% Elapsed: 10 days, 12:49:28 Gen_loss: 3.571 Dis_loss: 1.613 Cls_loss: 1.96 Topk: N/A ada_p: 0.2421
[INFO] 2021-10-29 03:03:24 > Step: 763400 Progress: 76.3% Elapsed: 10 days, 12:51:03 Gen_loss: 2.521 Dis_loss: 1.249 Cls_loss: 1.809 Topk: N/A ada_p: 0.2452
[INFO] 2021-10-29 03:04:59 > Step: 763500 Progress: 76.3% Elapsed: 10 days, 12:52:38 Gen_loss: 2.382 Dis_loss: 0.7018 Cls_loss: 1.465 Topk: N/A ada_p: 0.2482
[INFO] 2021-10-29 03:06:34 > Step: 763600 Progress: 76.4% Elapsed: 10 days, 12:54:13 Gen_loss: 3.022 Dis_loss: 0.9642 Cls_loss: 2.113 Topk: N/A ada_p: 0.2533
[INFO] 2021-10-29 03:08:20 > Step: 763700 Progress: 76.4% Elapsed: 10 days, 12:55:58 Gen_loss: 2.202 Dis_loss: 0.9015 Cls_loss: 1.61 Topk: N/A ada_p: 0.2498
[INFO] 2021-10-29 03:09:54 > Step: 763800 Progress: 76.4% Elapsed: 10 days, 12:57:33 Gen_loss: 2.574 Dis_loss: 1.37 Cls_loss: 1.792 Topk: N/A ada_p: 0.2547
[INFO] 2021-10-29 03:11:30 > Step: 763900 Progress: 76.4% Elapsed: 10 days, 12:59:08 Gen_loss: 1.879 Dis_loss: 1.776 Cls_loss: 1.956 Topk: N/A ada_p: 0.2533
[INFO] 2021-10-29 03:13:04 > Step: 764000 Progress: 76.4% Elapsed: 10 days, 13:00:43 Gen_loss: 1.916 Dis_loss: 1.274 Cls_loss: 1.738 Topk: N/A ada_p: 0.2517
[INFO] 2021-10-29 03:14:50 > Step: 764100 Progress: 76.4% Elapsed: 10 days, 13:02:28 Gen_loss: 2.793 Dis_loss: 1.209 Cls_loss: 2.126 Topk: N/A ada_p: 0.2493
[INFO] 2021-10-29 03:16:24 > Step: 764200 Progress: 76.4% Elapsed: 10 days, 13:04:03 Gen_loss: 1.069 Dis_loss: 1.348 Cls_loss: 1.824 Topk: N/A ada_p: 0.2508
[INFO] 2021-10-29 03:18:00 > Step: 764300 Progress: 76.4% Elapsed: 10 days, 13:05:38 Gen_loss: 2.494 Dis_loss: 1.33 Cls_loss: 1.831 Topk: N/A ada_p: 0.251
[INFO] 2021-10-29 03:19:34 > Step: 764400 Progress: 76.4% Elapsed: 10 days, 13:07:13 Gen_loss: 2.129 Dis_loss: 0.8891 Cls_loss: 1.668 Topk: N/A ada_p: 0.2502
[INFO] 2021-10-29 03:21:20 > Step: 764500 Progress: 76.4% Elapsed: 10 days, 13:08:59 Gen_loss: 3.463 Dis_loss: 1.065 Cls_loss: 1.697 Topk: N/A ada_p: 0.2521
[INFO] 2021-10-29 03:22:55 > Step: 764600 Progress: 76.5% Elapsed: 10 days, 13:10:34 Gen_loss: 3.186 Dis_loss: 0.766 Cls_loss: 1.778 Topk: N/A ada_p: 0.2539
[INFO] 2021-10-29 03:24:31 > Step: 764700 Progress: 76.5% Elapsed: 10 days, 13:12:10 Gen_loss: 1.866 Dis_loss: 0.9326 Cls_loss: 1.783 Topk: N/A ada_p: 0.2523
[INFO] 2021-10-29 03:26:16 > Step: 764800 Progress: 76.5% Elapsed: 10 days, 13:13:55 Gen_loss: 1.784 Dis_loss: 1.089 Cls_loss: 1.949 Topk: N/A ada_p: 0.2507
[INFO] 2021-10-29 03:27:50 > Step: 764900 Progress: 76.5% Elapsed: 10 days, 13:15:29 Gen_loss: 3.643 Dis_loss: 0.8394 Cls_loss: 1.924 Topk: N/A ada_p: 0.2516
[INFO] 2021-10-29 03:29:25 > Step: 765000 Progress: 76.5% Elapsed: 10 days, 13:17:04 Gen_loss: 1.635 Dis_loss: 1.156 Cls_loss: 1.986 Topk: N/A ada_p: 0.246
[INFO] 2021-10-29 03:31:01 > Step: 765100 Progress: 76.5% Elapsed: 10 days, 13:18:40 Gen_loss: 1.773 Dis_loss: 0.6121 Cls_loss: 1.5 Topk: N/A ada_p: 0.2528
[INFO] 2021-10-29 03:32:47 > Step: 765200 Progress: 76.5% Elapsed: 10 days, 13:20:25 Gen_loss: 1.982 Dis_loss: 0.8825 Cls_loss: 1.861 Topk: N/A ada_p: 0.2563
[INFO] 2021-10-29 03:34:21 > Step: 765300 Progress: 76.5% Elapsed: 10 days, 13:22:00 Gen_loss: 1.165 Dis_loss: 1.06 Cls_loss: 2.083 Topk: N/A ada_p: 0.257
[INFO] 2021-10-29 03:35:56 > Step: 765400 Progress: 76.5% Elapsed: 10 days, 13:23:35 Gen_loss: 2.921 Dis_loss: 1.708 Cls_loss: 2.011 Topk: N/A ada_p: 0.2578
[INFO] 2021-10-29 03:37:32 > Step: 765500 Progress: 76.5% Elapsed: 10 days, 13:25:10 Gen_loss: 1.832 Dis_loss: 1.361 Cls_loss: 2.03 Topk: N/A ada_p: 0.2553
[INFO] 2021-10-29 03:39:17 > Step: 765600 Progress: 76.6% Elapsed: 10 days, 13:26:56 Gen_loss: 2.129 Dis_loss: 1.3 Cls_loss: 1.977 Topk: N/A ada_p: 0.2551
[INFO] 2021-10-29 03:40:53 > Step: 765700 Progress: 76.6% Elapsed: 10 days, 13:28:31 Gen_loss: 1.06 Dis_loss: 1.373 Cls_loss: 1.987 Topk: N/A ada_p: 0.2516
[INFO] 2021-10-29 03:42:27 > Step: 765800 Progress: 76.6% Elapsed: 10 days, 13:30:06 Gen_loss: 1.119 Dis_loss: 1.489 Cls_loss: 2.007 Topk: N/A ada_p: 0.2595
[INFO] 2021-10-29 03:44:03 > Step: 765900 Progress: 76.6% Elapsed: 10 days, 13:31:42 Gen_loss: 1.437 Dis_loss: 0.8403 Cls_loss: 2.01 Topk: N/A ada_p: 0.2574
[INFO] 2021-10-29 03:45:48 > Step: 766000 Progress: 76.6% Elapsed: 10 days, 13:33:27 Gen_loss: 2.003 Dis_loss: 0.783 Cls_loss: 1.659 Topk: N/A ada_p: 0.2528
[INFO] 2021-10-29 03:47:25 > Step: 766100 Progress: 76.6% Elapsed: 10 days, 13:35:03 Gen_loss: 3.325 Dis_loss: 1.062 Cls_loss: 2.046 Topk: N/A ada_p: 0.2491
[INFO] 2021-10-29 03:49:00 > Step: 766200 Progress: 76.6% Elapsed: 10 days, 13:36:39 Gen_loss: 4.109 Dis_loss: 0.7684 Cls_loss: 1.595 Topk: N/A ada_p: 0.2444
[INFO] 2021-10-29 03:50:35 > Step: 766300 Progress: 76.6% Elapsed: 10 days, 13:38:14 Gen_loss: 1.496 Dis_loss: 0.8061 Cls_loss: 1.436 Topk: N/A ada_p: 0.2507
[INFO] 2021-10-29 03:52:21 > Step: 766400 Progress: 76.6% Elapsed: 10 days, 13:39:59 Gen_loss: 4.637 Dis_loss: 1.187 Cls_loss: 1.778 Topk: N/A ada_p: 0.2492
[INFO] 2021-10-29 03:53:56 > Step: 766500 Progress: 76.6% Elapsed: 10 days, 13:41:35 Gen_loss: 2.421 Dis_loss: 1.139 Cls_loss: 1.513 Topk: N/A ada_p: 0.2421
[INFO] 2021-10-29 03:55:31 > Step: 766600 Progress: 76.7% Elapsed: 10 days, 13:43:10 Gen_loss: 2.611 Dis_loss: 0.8809 Cls_loss: 1.721 Topk: N/A ada_p: 0.2411
[INFO] 2021-10-29 03:57:06 > Step: 766700 Progress: 76.7% Elapsed: 10 days, 13:44:45 Gen_loss: 1.817 Dis_loss: 0.8856 Cls_loss: 1.492 Topk: N/A ada_p: 0.2374
[INFO] 2021-10-29 03:58:53 > Step: 766800 Progress: 76.7% Elapsed: 10 days, 13:46:32 Gen_loss: 2.053 Dis_loss: 1.609 Cls_loss: 1.925 Topk: N/A ada_p: 0.241
[INFO] 2021-10-29 04:00:28 > Step: 766900 Progress: 76.7% Elapsed: 10 days, 13:48:07 Gen_loss: 1.768 Dis_loss: 1.139 Cls_loss: 1.732 Topk: N/A ada_p: 0.2391
[INFO] 2021-10-29 04:02:04 > Step: 767000 Progress: 76.7% Elapsed: 10 days, 13:49:42 Gen_loss: 2.691 Dis_loss: 0.772 Cls_loss: 1.713 Topk: N/A ada_p: 0.2414
[INFO] 2021-10-29 04:03:39 > Step: 767100 Progress: 76.7% Elapsed: 10 days, 13:51:17 Gen_loss: 2.466 Dis_loss: 0.8594 Cls_loss: 1.674 Topk: N/A ada_p: 0.243
[INFO] 2021-10-29 04:05:24 > Step: 767200 Progress: 76.7% Elapsed: 10 days, 13:53:03 Gen_loss: 1.364 Dis_loss: 0.7458 Cls_loss: 2.012 Topk: N/A ada_p: 0.2494
[INFO] 2021-10-29 04:06:59 > Step: 767300 Progress: 76.7% Elapsed: 10 days, 13:54:38 Gen_loss: 3.914 Dis_loss: 1.575 Cls_loss: 1.928 Topk: N/A ada_p: 0.2524
[INFO] 2021-10-29 04:08:33 > Step: 767400 Progress: 76.7% Elapsed: 10 days, 13:56:12 Gen_loss: 1.618 Dis_loss: 0.8938 Cls_loss: 1.629 Topk: N/A ada_p: 0.2596
[INFO] 2021-10-29 04:10:08 > Step: 767500 Progress: 76.8% Elapsed: 10 days, 13:57:47 Gen_loss: 1.227 Dis_loss: 1.248 Cls_loss: 1.801 Topk: N/A ada_p: 0.2579
[INFO] 2021-10-29 04:11:54 > Step: 767600 Progress: 76.8% Elapsed: 10 days, 13:59:33 Gen_loss: 2.314 Dis_loss: 1.009 Cls_loss: 1.887 Topk: N/A ada_p: 0.2579
[INFO] 2021-10-29 04:13:29 > Step: 767700 Progress: 76.8% Elapsed: 10 days, 14:01:08 Gen_loss: 2.959 Dis_loss: 1.168 Cls_loss: 1.823 Topk: N/A ada_p: 0.2539
[INFO] 2021-10-29 04:15:04 > Step: 767800 Progress: 76.8% Elapsed: 10 days, 14:02:42 Gen_loss: 1.786 Dis_loss: 1.533 Cls_loss: 1.961 Topk: N/A ada_p: 0.2552
[INFO] 2021-10-29 04:16:38 > Step: 767900 Progress: 76.8% Elapsed: 10 days, 14:04:17 Gen_loss: 2.225 Dis_loss: 1.032 Cls_loss: 2.238 Topk: N/A ada_p: 0.253
[INFO] 2021-10-29 04:18:23 > Step: 768000 Progress: 76.8% Elapsed: 10 days, 14:06:02 Gen_loss: 3.029 Dis_loss: 1.021 Cls_loss: 2.046 Topk: N/A ada_p: 0.2476
[INFO] 2021-10-29 04:19:58 > Step: 768100 Progress: 76.8% Elapsed: 10 days, 14:07:37 Gen_loss: 2.606 Dis_loss: 1.107 Cls_loss: 2.183 Topk: N/A ada_p: 0.2537
[INFO] 2021-10-29 04:21:32 > Step: 768200 Progress: 76.8% Elapsed: 10 days, 14:09:11 Gen_loss: 2.378 Dis_loss: 0.8377 Cls_loss: 1.934 Topk: N/A ada_p: 0.2488
[INFO] 2021-10-29 04:23:07 > Step: 768300 Progress: 76.8% Elapsed: 10 days, 14:10:45 Gen_loss: 2.153 Dis_loss: 0.8584 Cls_loss: 1.983 Topk: N/A ada_p: 0.2428
[INFO] 2021-10-29 04:24:51 > Step: 768400 Progress: 76.8% Elapsed: 10 days, 14:12:30 Gen_loss: 2.475 Dis_loss: 0.8637 Cls_loss: 1.867 Topk: N/A ada_p: 0.2448
[INFO] 2021-10-29 04:26:26 > Step: 768500 Progress: 76.8% Elapsed: 10 days, 14:14:05 Gen_loss: 3.641 Dis_loss: 1.1 Cls_loss: 1.932 Topk: N/A ada_p: 0.2432
[INFO] 2021-10-29 04:28:00 > Step: 768600 Progress: 76.9% Elapsed: 10 days, 14:15:39 Gen_loss: 2.819 Dis_loss: 1.088 Cls_loss: 1.942 Topk: N/A ada_p: 0.2444
[INFO] 2021-10-29 04:29:45 > Step: 768700 Progress: 76.9% Elapsed: 10 days, 14:17:23 Gen_loss: 2.11 Dis_loss: 1.129 Cls_loss: 1.815 Topk: N/A ada_p: 0.2418
[INFO] 2021-10-29 04:31:18 > Step: 768800 Progress: 76.9% Elapsed: 10 days, 14:18:57 Gen_loss: 2.985 Dis_loss: 1.118 Cls_loss: 1.944 Topk: N/A ada_p: 0.2484
[INFO] 2021-10-29 04:32:52 > Step: 768900 Progress: 76.9% Elapsed: 10 days, 14:20:31 Gen_loss: 1.489 Dis_loss: 1.124 Cls_loss: 1.71 Topk: N/A ada_p: 0.2491
[INFO] 2021-10-29 04:34:25 > Step: 769000 Progress: 76.9% Elapsed: 10 days, 14:22:04 Gen_loss: 1.988 Dis_loss: 0.9 Cls_loss: 1.965 Topk: N/A ada_p: 0.2462
[INFO] 2021-10-29 04:36:10 > Step: 769100 Progress: 76.9% Elapsed: 10 days, 14:23:48 Gen_loss: 2.507 Dis_loss: 0.9701 Cls_loss: 1.989 Topk: N/A ada_p: 0.2484
[INFO] 2021-10-29 04:37:44 > Step: 769200 Progress: 76.9% Elapsed: 10 days, 14:25:22 Gen_loss: 1.632 Dis_loss: 0.7767 Cls_loss: 1.657 Topk: N/A ada_p: 0.2464
[INFO] 2021-10-29 04:39:18 > Step: 769300 Progress: 76.9% Elapsed: 10 days, 14:26:56 Gen_loss: 2.625 Dis_loss: 1.119 Cls_loss: 1.64 Topk: N/A ada_p: 0.2483
[INFO] 2021-10-29 04:40:51 > Step: 769400 Progress: 76.9% Elapsed: 10 days, 14:28:30 Gen_loss: 1.705 Dis_loss: 0.6985 Cls_loss: 1.461 Topk: N/A ada_p: 0.2442
[INFO] 2021-10-29 04:42:37 > Step: 769500 Progress: 77.0% Elapsed: 10 days, 14:30:16 Gen_loss: 3.579 Dis_loss: 1.088 Cls_loss: 1.798 Topk: N/A ada_p: 0.2461
[INFO] 2021-10-29 04:44:11 > Step: 769600 Progress: 77.0% Elapsed: 10 days, 14:31:50 Gen_loss: 2.213 Dis_loss: 1.234 Cls_loss: 1.67 Topk: N/A ada_p: 0.2453
[INFO] 2021-10-29 04:45:46 > Step: 769700 Progress: 77.0% Elapsed: 10 days, 14:33:25 Gen_loss: 1.621 Dis_loss: 0.9126 Cls_loss: 1.788 Topk: N/A ada_p: 0.2442
[INFO] 2021-10-29 04:47:21 > Step: 769800 Progress: 77.0% Elapsed: 10 days, 14:35:00 Gen_loss: 2.778 Dis_loss: 1.256 Cls_loss: 2.081 Topk: N/A ada_p: 0.2483
[INFO] 2021-10-29 04:49:07 > Step: 769900 Progress: 77.0% Elapsed: 10 days, 14:36:45 Gen_loss: 2.048 Dis_loss: 0.7901 Cls_loss: 1.778 Topk: N/A ada_p: 0.25
[INFO] 2021-10-29 04:50:41 > Step: 770000 Progress: 77.0% Elapsed: 10 days, 14:38:20 Gen_loss: 3.716 Dis_loss: 1.528 Cls_loss: 1.699 Topk: N/A ada_p: 0.2428
[INFO] 2021-10-29 04:50:41 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-29 04:50:42 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_770000.png
[INFO] 2021-10-29 04:50:42 > Start Evaluation (770000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-29 04:50:42 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-29 04:56:15 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-29 05:01:55 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-29 05:26:24 > Inception score (Step: 770000, 50000 generated images): 10.54627513885498
[INFO] 2021-10-29 05:26:24 > FID score (Step: 770000, Using train moments): 2.3896542278210973
[INFO] 2021-10-29 05:26:24 > Improved Precision (Step: 770000, Using train images): 0.76096
[INFO] 2021-10-29 05:26:24 > Improved Recall (Step: 770000, Using train images): 0.63954
[INFO] 2021-10-29 05:26:24 > Density (Step: 770000, Using train images): 1.0769080000000002
[INFO] 2021-10-29 05:26:24 > Coverage (Step: 770000, Using train images): 0.93084
[INFO] 2021-10-29 05:26:24 > Best FID score (Step: 770000, Using train moments): 2.3896542278210973
[INFO] 2021-10-29 05:26:45 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-29 05:31:36 > Step: 770100 Progress: 77.0% Elapsed: 10 days, 15:19:14 Gen_loss: 2.461 Dis_loss: 1.139 Cls_loss: 1.738 Topk: N/A ada_p: 0.245
[INFO] 2021-10-29 05:33:10 > Step: 770200 Progress: 77.0% Elapsed: 10 days, 15:20:49 Gen_loss: 2.462 Dis_loss: 1.403 Cls_loss: 2.032 Topk: N/A ada_p: 0.2437
[INFO] 2021-10-29 05:35:02 > Step: 770300 Progress: 77.0% Elapsed: 10 days, 15:22:41 Gen_loss: 3.192 Dis_loss: 1.003 Cls_loss: 1.868 Topk: N/A ada_p: 0.2428
[INFO] 2021-10-29 05:36:36 > Step: 770400 Progress: 77.0% Elapsed: 10 days, 15:24:15 Gen_loss: 2.046 Dis_loss: 0.761 Cls_loss: 1.659 Topk: N/A ada_p: 0.2448
[INFO] 2021-10-29 05:38:11 > Step: 770500 Progress: 77.0% Elapsed: 10 days, 15:25:50 Gen_loss: 1.069 Dis_loss: 1.144 Cls_loss: 1.765 Topk: N/A ada_p: 0.2514
[INFO] 2021-10-29 05:39:46 > Step: 770600 Progress: 77.1% Elapsed: 10 days, 15:27:25 Gen_loss: 2.632 Dis_loss: 0.7992 Cls_loss: 1.923 Topk: N/A ada_p: 0.2532
[INFO] 2021-10-29 05:41:31 > Step: 770700 Progress: 77.1% Elapsed: 10 days, 15:29:09 Gen_loss: 3.004 Dis_loss: 1.068 Cls_loss: 1.695 Topk: N/A ada_p: 0.253
[INFO] 2021-10-29 05:43:05 > Step: 770800 Progress: 77.1% Elapsed: 10 days, 15:30:44 Gen_loss: 3.308 Dis_loss: 1.047 Cls_loss: 1.973 Topk: N/A ada_p: 0.253
[INFO] 2021-10-29 05:44:40 > Step: 770900 Progress: 77.1% Elapsed: 10 days, 15:32:19 Gen_loss: 2.947 Dis_loss: 0.9603 Cls_loss: 1.81 Topk: N/A ada_p: 0.2501
[INFO] 2021-10-29 05:46:15 > Step: 771000 Progress: 77.1% Elapsed: 10 days, 15:33:54 Gen_loss: 0.9965 Dis_loss: 1.968 Cls_loss: 2.096 Topk: N/A ada_p: 0.2537
[INFO] 2021-10-29 05:48:00 > Step: 771100 Progress: 77.1% Elapsed: 10 days, 15:35:39 Gen_loss: 2.417 Dis_loss: 1.319 Cls_loss: 1.84 Topk: N/A ada_p: 0.2489
[INFO] 2021-10-29 05:49:34 > Step: 771200 Progress: 77.1% Elapsed: 10 days, 15:37:13 Gen_loss: 2.411 Dis_loss: 0.6433 Cls_loss: 1.855 Topk: N/A ada_p: 0.2494
[INFO] 2021-10-29 05:51:10 > Step: 771300 Progress: 77.1% Elapsed: 10 days, 15:38:48 Gen_loss: 2.943 Dis_loss: 0.8391 Cls_loss: 1.976 Topk: N/A ada_p: 0.258
[INFO] 2021-10-29 05:52:44 > Step: 771400 Progress: 77.1% Elapsed: 10 days, 15:40:23 Gen_loss: 3.689 Dis_loss: 1.313 Cls_loss: 2.062 Topk: N/A ada_p: 0.2526
[INFO] 2021-10-29 05:54:29 > Step: 771500 Progress: 77.1% Elapsed: 10 days, 15:42:08 Gen_loss: 1.506 Dis_loss: 2.055 Cls_loss: 2.153 Topk: N/A ada_p: 0.2607
[INFO] 2021-10-29 05:56:04 > Step: 771600 Progress: 77.2% Elapsed: 10 days, 15:43:43 Gen_loss: 2.882 Dis_loss: 0.8289 Cls_loss: 1.936 Topk: N/A ada_p: 0.2628
[INFO] 2021-10-29 05:57:40 > Step: 771700 Progress: 77.2% Elapsed: 10 days, 15:45:19 Gen_loss: 2.042 Dis_loss: 1.245 Cls_loss: 2.199 Topk: N/A ada_p: 0.2562
[INFO] 2021-10-29 05:59:14 > Step: 771800 Progress: 77.2% Elapsed: 10 days, 15:46:53 Gen_loss: 2.232 Dis_loss: 0.8026 Cls_loss: 1.867 Topk: N/A ada_p: 0.2596
[INFO] 2021-10-29 06:01:00 > Step: 771900 Progress: 77.2% Elapsed: 10 days, 15:48:39 Gen_loss: 2.584 Dis_loss: 1.201 Cls_loss: 2.211 Topk: N/A ada_p: 0.2553
[INFO] 2021-10-29 06:02:35 > Step: 772000 Progress: 77.2% Elapsed: 10 days, 15:50:13 Gen_loss: 1.665 Dis_loss: 0.687 Cls_loss: 1.905 Topk: N/A ada_p: 0.2528
[INFO] 2021-10-29 06:04:10 > Step: 772100 Progress: 77.2% Elapsed: 10 days, 15:51:48 Gen_loss: 1.836 Dis_loss: 0.6602 Cls_loss: 1.879 Topk: N/A ada_p: 0.2539
[INFO] 2021-10-29 06:05:44 > Step: 772200 Progress: 77.2% Elapsed: 10 days, 15:53:23 Gen_loss: 1.299 Dis_loss: 1.75 Cls_loss: 2.06 Topk: N/A ada_p: 0.2542
[INFO] 2021-10-29 06:07:30 > Step: 772300 Progress: 77.2% Elapsed: 10 days, 15:55:08 Gen_loss: 3.758 Dis_loss: 0.6684 Cls_loss: 1.481 Topk: N/A ada_p: 0.2515
[INFO] 2021-10-29 06:09:04 > Step: 772400 Progress: 77.2% Elapsed: 10 days, 15:56:43 Gen_loss: 1.835 Dis_loss: 0.8676 Cls_loss: 1.961 Topk: N/A ada_p: 0.2515
[INFO] 2021-10-29 06:10:40 > Step: 772500 Progress: 77.2% Elapsed: 10 days, 15:58:19 Gen_loss: 2.982 Dis_loss: 1.199 Cls_loss: 1.749 Topk: N/A ada_p: 0.2529
[INFO] 2021-10-29 06:12:25 > Step: 772600 Progress: 77.3% Elapsed: 10 days, 16:00:04 Gen_loss: 2.833 Dis_loss: 1.099 Cls_loss: 2.087 Topk: N/A ada_p: 0.2539
[INFO] 2021-10-29 06:14:00 > Step: 772700 Progress: 77.3% Elapsed: 10 days, 16:01:39 Gen_loss: 3.105 Dis_loss: 1.169 Cls_loss: 1.829 Topk: N/A ada_p: 0.2507
[INFO] 2021-10-29 06:15:35 > Step: 772800 Progress: 77.3% Elapsed: 10 days, 16:03:13 Gen_loss: 2.676 Dis_loss: 0.9928 Cls_loss: 1.855 Topk: N/A ada_p: 0.2535
[INFO] 2021-10-29 06:17:10 > Step: 772900 Progress: 77.3% Elapsed: 10 days, 16:04:48 Gen_loss: 3.242 Dis_loss: 0.8288 Cls_loss: 1.862 Topk: N/A ada_p: 0.2508
[INFO] 2021-10-29 06:18:55 > Step: 773000 Progress: 77.3% Elapsed: 10 days, 16:06:33 Gen_loss: 2.06 Dis_loss: 0.8214 Cls_loss: 1.566 Topk: N/A ada_p: 0.2526
[INFO] 2021-10-29 06:20:30 > Step: 773100 Progress: 77.3% Elapsed: 10 days, 16:08:09 Gen_loss: 2.453 Dis_loss: 0.7381 Cls_loss: 1.638 Topk: N/A ada_p: 0.2538
[INFO] 2021-10-29 06:22:04 > Step: 773200 Progress: 77.3% Elapsed: 10 days, 16:09:43 Gen_loss: 2.519 Dis_loss: 1.365 Cls_loss: 2.112 Topk: N/A ada_p: 0.251
[INFO] 2021-10-29 06:23:39 > Step: 773300 Progress: 77.3% Elapsed: 10 days, 16:11:18 Gen_loss: 2.557 Dis_loss: 1.253 Cls_loss: 1.762 Topk: N/A ada_p: 0.257
[INFO] 2021-10-29 06:25:26 > Step: 773400 Progress: 77.3% Elapsed: 10 days, 16:13:04 Gen_loss: 2.758 Dis_loss: 0.971 Cls_loss: 1.786 Topk: N/A ada_p: 0.2596
[INFO] 2021-10-29 06:27:00 > Step: 773500 Progress: 77.3% Elapsed: 10 days, 16:14:39 Gen_loss: 3.353 Dis_loss: 1.156 Cls_loss: 2.022 Topk: N/A ada_p: 0.2594
[INFO] 2021-10-29 06:28:35 > Step: 773600 Progress: 77.4% Elapsed: 10 days, 16:16:14 Gen_loss: 1.976 Dis_loss: 0.725 Cls_loss: 1.945 Topk: N/A ada_p: 0.2569
[INFO] 2021-10-29 06:30:10 > Step: 773700 Progress: 77.4% Elapsed: 10 days, 16:17:49 Gen_loss: 1.479 Dis_loss: 1.187 Cls_loss: 1.886 Topk: N/A ada_p: 0.2511
[INFO] 2021-10-29 06:31:55 > Step: 773800 Progress: 77.4% Elapsed: 10 days, 16:19:34 Gen_loss: 3.423 Dis_loss: 1.337 Cls_loss: 1.824 Topk: N/A ada_p: 0.2483
[INFO] 2021-10-29 06:33:30 > Step: 773900 Progress: 77.4% Elapsed: 10 days, 16:21:09 Gen_loss: 3.282 Dis_loss: 0.9779 Cls_loss: 1.923 Topk: N/A ada_p: 0.2461
[INFO] 2021-10-29 06:35:05 > Step: 774000 Progress: 77.4% Elapsed: 10 days, 16:22:44 Gen_loss: 2.914 Dis_loss: 0.6182 Cls_loss: 1.73 Topk: N/A ada_p: 0.24
[INFO] 2021-10-29 06:36:40 > Step: 774100 Progress: 77.4% Elapsed: 10 days, 16:24:19 Gen_loss: 2.296 Dis_loss: 0.9574 Cls_loss: 1.945 Topk: N/A ada_p: 0.2483
[INFO] 2021-10-29 06:38:25 > Step: 774200 Progress: 77.4% Elapsed: 10 days, 16:26:04 Gen_loss: 1.325 Dis_loss: 2.272 Cls_loss: 2.282 Topk: N/A ada_p: 0.2473
[INFO] 2021-10-29 06:40:01 > Step: 774300 Progress: 77.4% Elapsed: 10 days, 16:27:40 Gen_loss: 1.953 Dis_loss: 1.655 Cls_loss: 2.023 Topk: N/A ada_p: 0.25
[INFO] 2021-10-29 06:41:36 > Step: 774400 Progress: 77.4% Elapsed: 10 days, 16:29:15 Gen_loss: 1.447 Dis_loss: 1.729 Cls_loss: 1.72 Topk: N/A ada_p: 0.2502
[INFO] 2021-10-29 06:43:11 > Step: 774500 Progress: 77.5% Elapsed: 10 days, 16:30:50 Gen_loss: 3.91 Dis_loss: 0.96 Cls_loss: 1.874 Topk: N/A ada_p: 0.2519
[INFO] 2021-10-29 06:44:56 > Step: 774600 Progress: 77.5% Elapsed: 10 days, 16:32:35 Gen_loss: 3.692 Dis_loss: 1.169 Cls_loss: 2.114 Topk: N/A ada_p: 0.245
[INFO] 2021-10-29 06:46:31 > Step: 774700 Progress: 77.5% Elapsed: 10 days, 16:34:10 Gen_loss: 2.973 Dis_loss: 0.9897 Cls_loss: 2.256 Topk: N/A ada_p: 0.2443
[INFO] 2021-10-29 06:48:06 > Step: 774800 Progress: 77.5% Elapsed: 10 days, 16:35:45 Gen_loss: 1.541 Dis_loss: 0.6798 Cls_loss: 1.693 Topk: N/A ada_p: 0.2484
[INFO] 2021-10-29 06:49:41 > Step: 774900 Progress: 77.5% Elapsed: 10 days, 16:37:20 Gen_loss: 2.61 Dis_loss: 1.001 Cls_loss: 1.944 Topk: N/A ada_p: 0.2516
[INFO] 2021-10-29 06:51:26 > Step: 775000 Progress: 77.5% Elapsed: 10 days, 16:39:05 Gen_loss: 2.583 Dis_loss: 0.6977 Cls_loss: 1.689 Topk: N/A ada_p: 0.2552
[INFO] 2021-10-29 06:53:01 > Step: 775100 Progress: 77.5% Elapsed: 10 days, 16:40:40 Gen_loss: 2.756 Dis_loss: 1.031 Cls_loss: 2.134 Topk: N/A ada_p: 0.2502
[INFO] 2021-10-29 06:54:36 > Step: 775200 Progress: 77.5% Elapsed: 10 days, 16:42:15 Gen_loss: 4.426 Dis_loss: 0.9215 Cls_loss: 1.663 Topk: N/A ada_p: 0.2489
[INFO] 2021-10-29 06:56:11 > Step: 775300 Progress: 77.5% Elapsed: 10 days, 16:43:50 Gen_loss: 1.676 Dis_loss: 1.307 Cls_loss: 1.803 Topk: N/A ada_p: 0.2542
[INFO] 2021-10-29 06:57:56 > Step: 775400 Progress: 77.5% Elapsed: 10 days, 16:45:35 Gen_loss: 2.079 Dis_loss: 0.8152 Cls_loss: 1.799 Topk: N/A ada_p: 0.2521
[INFO] 2021-10-29 06:59:31 > Step: 775500 Progress: 77.5% Elapsed: 10 days, 16:47:10 Gen_loss: 1.927 Dis_loss: 0.6639 Cls_loss: 1.766 Topk: N/A ada_p: 0.2604
[INFO] 2021-10-29 07:01:06 > Step: 775600 Progress: 77.6% Elapsed: 10 days, 16:48:45 Gen_loss: 1.276 Dis_loss: 1.096 Cls_loss: 2.379 Topk: N/A ada_p: 0.2476
[INFO] 2021-10-29 07:02:41 > Step: 775700 Progress: 77.6% Elapsed: 10 days, 16:50:20 Gen_loss: 1.251 Dis_loss: 0.882 Cls_loss: 1.478 Topk: N/A ada_p: 0.2432
[INFO] 2021-10-29 07:04:26 > Step: 775800 Progress: 77.6% Elapsed: 10 days, 16:52:05 Gen_loss: 3.901 Dis_loss: 1.114 Cls_loss: 2.027 Topk: N/A ada_p: 0.2447
[INFO] 2021-10-29 07:06:00 > Step: 775900 Progress: 77.6% Elapsed: 10 days, 16:53:39 Gen_loss: 3.863 Dis_loss: 1.13 Cls_loss: 1.87 Topk: N/A ada_p: 0.2428
[INFO] 2021-10-29 07:07:36 > Step: 776000 Progress: 77.6% Elapsed: 10 days, 16:55:15 Gen_loss: 1.709 Dis_loss: 0.8072 Cls_loss: 1.777 Topk: N/A ada_p: 0.2412
[INFO] 2021-10-29 07:09:11 > Step: 776100 Progress: 77.6% Elapsed: 10 days, 16:56:50 Gen_loss: 1.601 Dis_loss: 0.9706 Cls_loss: 2.103 Topk: N/A ada_p: 0.2414
[INFO] 2021-10-29 07:10:56 > Step: 776200 Progress: 77.6% Elapsed: 10 days, 16:58:35 Gen_loss: 1.804 Dis_loss: 0.9405 Cls_loss: 2.138 Topk: N/A ada_p: 0.245
[INFO] 2021-10-29 07:12:32 > Step: 776300 Progress: 77.6% Elapsed: 10 days, 17:00:11 Gen_loss: 3.537 Dis_loss: 1.119 Cls_loss: 1.947 Topk: N/A ada_p: 0.2482
[INFO] 2021-10-29 07:14:07 > Step: 776400 Progress: 77.6% Elapsed: 10 days, 17:01:46 Gen_loss: 2.953 Dis_loss: 0.7928 Cls_loss: 1.444 Topk: N/A ada_p: 0.2497
[INFO] 2021-10-29 07:15:53 > Step: 776500 Progress: 77.6% Elapsed: 10 days, 17:03:31 Gen_loss: 2.689 Dis_loss: 1.02 Cls_loss: 1.695 Topk: N/A ada_p: 0.2478
[INFO] 2021-10-29 07:17:27 > Step: 776600 Progress: 77.7% Elapsed: 10 days, 17:05:06 Gen_loss: 2.003 Dis_loss: 1.237 Cls_loss: 1.854 Topk: N/A ada_p: 0.2444
[INFO] 2021-10-29 07:19:02 > Step: 776700 Progress: 77.7% Elapsed: 10 days, 17:06:41 Gen_loss: 2.603 Dis_loss: 1.286 Cls_loss: 1.769 Topk: N/A ada_p: 0.2407
[INFO] 2021-10-29 07:20:37 > Step: 776800 Progress: 77.7% Elapsed: 10 days, 17:08:16 Gen_loss: 2.201 Dis_loss: 0.6818 Cls_loss: 1.663 Topk: N/A ada_p: 0.2448
[INFO] 2021-10-29 07:22:23 > Step: 776900 Progress: 77.7% Elapsed: 10 days, 17:10:02 Gen_loss: 2.553 Dis_loss: 1.118 Cls_loss: 1.908 Topk: N/A ada_p: 0.2462
[INFO] 2021-10-29 07:23:57 > Step: 777000 Progress: 77.7% Elapsed: 10 days, 17:11:36 Gen_loss: 2.491 Dis_loss: 1.011 Cls_loss: 2.054 Topk: N/A ada_p: 0.2468
[INFO] 2021-10-29 07:25:32 > Step: 777100 Progress: 77.7% Elapsed: 10 days, 17:13:11 Gen_loss: 1.906 Dis_loss: 0.9515 Cls_loss: 1.993 Topk: N/A ada_p: 0.2556
[INFO] 2021-10-29 07:27:07 > Step: 777200 Progress: 77.7% Elapsed: 10 days, 17:14:46 Gen_loss: 1.385 Dis_loss: 1.001 Cls_loss: 1.777 Topk: N/A ada_p: 0.252
[INFO] 2021-10-29 07:28:52 > Step: 777300 Progress: 77.7% Elapsed: 10 days, 17:16:31 Gen_loss: 3.416 Dis_loss: 1.019 Cls_loss: 1.569 Topk: N/A ada_p: 0.2529
[INFO] 2021-10-29 07:30:26 > Step: 777400 Progress: 77.7% Elapsed: 10 days, 17:18:05 Gen_loss: 2.656 Dis_loss: 1.163 Cls_loss: 2.117 Topk: N/A ada_p: 0.2493
[INFO] 2021-10-29 07:32:01 > Step: 777500 Progress: 77.8% Elapsed: 10 days, 17:19:40 Gen_loss: 1.665 Dis_loss: 0.8707 Cls_loss: 2.108 Topk: N/A ada_p: 0.2469
[INFO] 2021-10-29 07:33:35 > Step: 777600 Progress: 77.8% Elapsed: 10 days, 17:21:14 Gen_loss: 2.548 Dis_loss: 1.219 Cls_loss: 1.962 Topk: N/A ada_p: 0.2471
[INFO] 2021-10-29 07:35:20 > Step: 777700 Progress: 77.8% Elapsed: 10 days, 17:22:59 Gen_loss: 2.958 Dis_loss: 1.041 Cls_loss: 2.005 Topk: N/A ada_p: 0.2524
[INFO] 2021-10-29 07:36:55 > Step: 777800 Progress: 77.8% Elapsed: 10 days, 17:24:33 Gen_loss: 2.058 Dis_loss: 1.488 Cls_loss: 2.002 Topk: N/A ada_p: 0.2585
[INFO] 2021-10-29 07:38:29 > Step: 777900 Progress: 77.8% Elapsed: 10 days, 17:26:08 Gen_loss: 1.774 Dis_loss: 0.9117 Cls_loss: 1.952 Topk: N/A ada_p: 0.2551
[INFO] 2021-10-29 07:40:03 > Step: 778000 Progress: 77.8% Elapsed: 10 days, 17:27:42 Gen_loss: 2.48 Dis_loss: 1.942 Cls_loss: 1.939 Topk: N/A ada_p: 0.2571
[INFO] 2021-10-29 07:41:48 > Step: 778100 Progress: 77.8% Elapsed: 10 days, 17:29:27 Gen_loss: 1.997 Dis_loss: 0.9819 Cls_loss: 1.827 Topk: N/A ada_p: 0.2578
[INFO] 2021-10-29 07:43:23 > Step: 778200 Progress: 77.8% Elapsed: 10 days, 17:31:01 Gen_loss: 1.409 Dis_loss: 0.8362 Cls_loss: 2.011 Topk: N/A ada_p: 0.2539
[INFO] 2021-10-29 07:44:57 > Step: 778300 Progress: 77.8% Elapsed: 10 days, 17:32:35 Gen_loss: 2.558 Dis_loss: 0.7824 Cls_loss: 1.978 Topk: N/A ada_p: 0.251
[INFO] 2021-10-29 07:46:30 > Step: 778400 Progress: 77.8% Elapsed: 10 days, 17:34:09 Gen_loss: 2.037 Dis_loss: 0.7934 Cls_loss: 1.716 Topk: N/A ada_p: 0.2497
[INFO] 2021-10-29 07:48:16 > Step: 778500 Progress: 77.8% Elapsed: 10 days, 17:35:54 Gen_loss: 1.935 Dis_loss: 1.242 Cls_loss: 1.975 Topk: N/A ada_p: 0.2506
[INFO] 2021-10-29 07:49:50 > Step: 778600 Progress: 77.9% Elapsed: 10 days, 17:37:29 Gen_loss: 3.1 Dis_loss: 0.9805 Cls_loss: 1.987 Topk: N/A ada_p: 0.2532
[INFO] 2021-10-29 07:51:24 > Step: 778700 Progress: 77.9% Elapsed: 10 days, 17:39:03 Gen_loss: 3.004 Dis_loss: 0.9109 Cls_loss: 1.749 Topk: N/A ada_p: 0.2594
[INFO] 2021-10-29 07:52:57 > Step: 778800 Progress: 77.9% Elapsed: 10 days, 17:40:36 Gen_loss: 3.452 Dis_loss: 1.005 Cls_loss: 1.655 Topk: N/A ada_p: 0.2558
[INFO] 2021-10-29 07:54:42 > Step: 778900 Progress: 77.9% Elapsed: 10 days, 17:42:20 Gen_loss: 2.737 Dis_loss: 0.8665 Cls_loss: 1.902 Topk: N/A ada_p: 0.2514
[INFO] 2021-10-29 07:56:17 > Step: 779000 Progress: 77.9% Elapsed: 10 days, 17:43:55 Gen_loss: 2.095 Dis_loss: 1.042 Cls_loss: 1.794 Topk: N/A ada_p: 0.2519
[INFO] 2021-10-29 07:57:51 > Step: 779100 Progress: 77.9% Elapsed: 10 days, 17:45:30 Gen_loss: 3.813 Dis_loss: 1.6 Cls_loss: 1.956 Topk: N/A ada_p: 0.2484
[INFO] 2021-10-29 07:59:27 > Step: 779200 Progress: 77.9% Elapsed: 10 days, 17:47:05 Gen_loss: 1.603 Dis_loss: 0.8341 Cls_loss: 1.806 Topk: N/A ada_p: 0.2502
[INFO] 2021-10-29 08:01:12 > Step: 779300 Progress: 77.9% Elapsed: 10 days, 17:48:50 Gen_loss: 2.178 Dis_loss: 1.109 Cls_loss: 1.82 Topk: N/A ada_p: 0.2462
[INFO] 2021-10-29 08:02:46 > Step: 779400 Progress: 77.9% Elapsed: 10 days, 17:50:25 Gen_loss: 0.9551 Dis_loss: 2.02 Cls_loss: 2.174 Topk: N/A ada_p: 0.2455
[INFO] 2021-10-29 08:04:21 > Step: 779500 Progress: 78.0% Elapsed: 10 days, 17:52:00 Gen_loss: 1.702 Dis_loss: 1.388 Cls_loss: 2.017 Topk: N/A ada_p: 0.2476
[INFO] 2021-10-29 08:05:56 > Step: 779600 Progress: 78.0% Elapsed: 10 days, 17:53:34 Gen_loss: 2.44 Dis_loss: 0.9488 Cls_loss: 1.896 Topk: N/A ada_p: 0.2517
[INFO] 2021-10-29 08:07:41 > Step: 779700 Progress: 78.0% Elapsed: 10 days, 17:55:20 Gen_loss: 2.234 Dis_loss: 0.885 Cls_loss: 1.629 Topk: N/A ada_p: 0.247
[INFO] 2021-10-29 08:09:16 > Step: 779800 Progress: 78.0% Elapsed: 10 days, 17:56:54 Gen_loss: 3.113 Dis_loss: 0.8872 Cls_loss: 1.738 Topk: N/A ada_p: 0.2493
[INFO] 2021-10-29 08:10:50 > Step: 779900 Progress: 78.0% Elapsed: 10 days, 17:58:29 Gen_loss: 2.262 Dis_loss: 1.249 Cls_loss: 2.115 Topk: N/A ada_p: 0.2576
[INFO] 2021-10-29 08:12:26 > Step: 780000 Progress: 78.0% Elapsed: 10 days, 18:00:04 Gen_loss: 1.919 Dis_loss: 0.9281 Cls_loss: 1.414 Topk: N/A ada_p: 0.2574
[INFO] 2021-10-29 08:12:26 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-29 08:12:26 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_780000.png
[INFO] 2021-10-29 08:12:26 > Start Evaluation (780000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-29 08:12:26 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-29 08:18:00 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-29 08:23:39 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-29 08:47:44 > Inception score (Step: 780000, 50000 generated images): 10.601436614990234
[INFO] 2021-10-29 08:47:44 > FID score (Step: 780000, Using train moments): 2.3746075871417816
[INFO] 2021-10-29 08:47:44 > Improved Precision (Step: 780000, Using train images): 0.76372
[INFO] 2021-10-29 08:47:44 > Improved Recall (Step: 780000, Using train images): 0.6433
[INFO] 2021-10-29 08:47:44 > Density (Step: 780000, Using train images): 1.0631000000000002
[INFO] 2021-10-29 08:47:44 > Coverage (Step: 780000, Using train images): 0.93044
[INFO] 2021-10-29 08:47:44 > Best FID score (Step: 780000, Using train moments): 2.3746075871417816
[INFO] 2021-10-29 08:48:05 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-29 08:53:27 > Step: 780100 Progress: 78.0% Elapsed: 10 days, 18:41:06 Gen_loss: 3.357 Dis_loss: 1.092 Cls_loss: 1.809 Topk: N/A ada_p: 0.2603
[INFO] 2021-10-29 08:55:01 > Step: 780200 Progress: 78.0% Elapsed: 10 days, 18:42:40 Gen_loss: 1.361 Dis_loss: 0.71 Cls_loss: 1.909 Topk: N/A ada_p: 0.2616
[INFO] 2021-10-29 08:56:36 > Step: 780300 Progress: 78.0% Elapsed: 10 days, 18:44:15 Gen_loss: 2.17 Dis_loss: 1.008 Cls_loss: 2.065 Topk: N/A ada_p: 0.2561
[INFO] 2021-10-29 08:58:21 > Step: 780400 Progress: 78.0% Elapsed: 10 days, 18:46:00 Gen_loss: 3.366 Dis_loss: 1.087 Cls_loss: 2.13 Topk: N/A ada_p: 0.2551
[INFO] 2021-10-29 08:59:56 > Step: 780500 Progress: 78.0% Elapsed: 10 days, 18:47:35 Gen_loss: 1.793 Dis_loss: 0.9756 Cls_loss: 1.462 Topk: N/A ada_p: 0.248
[INFO] 2021-10-29 09:01:31 > Step: 780600 Progress: 78.1% Elapsed: 10 days, 18:49:10 Gen_loss: 2.619 Dis_loss: 0.8429 Cls_loss: 1.844 Topk: N/A ada_p: 0.2488
[INFO] 2021-10-29 09:03:06 > Step: 780700 Progress: 78.1% Elapsed: 10 days, 18:50:44 Gen_loss: 2.108 Dis_loss: 1.304 Cls_loss: 1.684 Topk: N/A ada_p: 0.2456
[INFO] 2021-10-29 09:04:51 > Step: 780800 Progress: 78.1% Elapsed: 10 days, 18:52:30 Gen_loss: 3.249 Dis_loss: 0.7817 Cls_loss: 1.989 Topk: N/A ada_p: 0.2492
[INFO] 2021-10-29 09:06:26 > Step: 780900 Progress: 78.1% Elapsed: 10 days, 18:54:05 Gen_loss: 2.326 Dis_loss: 1.058 Cls_loss: 1.856 Topk: N/A ada_p: 0.2532
[INFO] 2021-10-29 09:08:01 > Step: 781000 Progress: 78.1% Elapsed: 10 days, 18:55:40 Gen_loss: 1.935 Dis_loss: 1.151 Cls_loss: 1.857 Topk: N/A ada_p: 0.2519
[INFO] 2021-10-29 09:09:36 > Step: 781100 Progress: 78.1% Elapsed: 10 days, 18:57:15 Gen_loss: 2.633 Dis_loss: 0.8545 Cls_loss: 2.006 Topk: N/A ada_p: 0.2505
[INFO] 2021-10-29 09:11:21 > Step: 781200 Progress: 78.1% Elapsed: 10 days, 18:59:00 Gen_loss: 2.304 Dis_loss: 0.8243 Cls_loss: 1.844 Topk: N/A ada_p: 0.2507
[INFO] 2021-10-29 09:12:56 > Step: 781300 Progress: 78.1% Elapsed: 10 days, 19:00:35 Gen_loss: 2.233 Dis_loss: 0.9364 Cls_loss: 1.742 Topk: N/A ada_p: 0.2501
[INFO] 2021-10-29 09:14:30 > Step: 781400 Progress: 78.1% Elapsed: 10 days, 19:02:09 Gen_loss: 2.563 Dis_loss: 0.8515 Cls_loss: 1.983 Topk: N/A ada_p: 0.2514
[INFO] 2021-10-29 09:16:05 > Step: 781500 Progress: 78.1% Elapsed: 10 days, 19:03:44 Gen_loss: 1.1 Dis_loss: 0.91 Cls_loss: 2.119 Topk: N/A ada_p: 0.2487
[INFO] 2021-10-29 09:17:50 > Step: 781600 Progress: 78.2% Elapsed: 10 days, 19:05:29 Gen_loss: 5.153 Dis_loss: 0.8284 Cls_loss: 1.716 Topk: N/A ada_p: 0.2466
[INFO] 2021-10-29 09:19:25 > Step: 781700 Progress: 78.2% Elapsed: 10 days, 19:07:03 Gen_loss: 2.487 Dis_loss: 1.038 Cls_loss: 1.862 Topk: N/A ada_p: 0.2493
[INFO] 2021-10-29 09:21:00 > Step: 781800 Progress: 78.2% Elapsed: 10 days, 19:08:38 Gen_loss: 1.629 Dis_loss: 0.8684 Cls_loss: 1.963 Topk: N/A ada_p: 0.2429
[INFO] 2021-10-29 09:22:34 > Step: 781900 Progress: 78.2% Elapsed: 10 days, 19:10:13 Gen_loss: 2.455 Dis_loss: 1.48 Cls_loss: 1.729 Topk: N/A ada_p: 0.2433
[INFO] 2021-10-29 09:24:19 > Step: 782000 Progress: 78.2% Elapsed: 10 days, 19:11:58 Gen_loss: 1.391 Dis_loss: 1.03 Cls_loss: 1.856 Topk: N/A ada_p: 0.2392
[INFO] 2021-10-29 09:25:54 > Step: 782100 Progress: 78.2% Elapsed: 10 days, 19:13:33 Gen_loss: 2.276 Dis_loss: 2.171 Cls_loss: 2.326 Topk: N/A ada_p: 0.2424
[INFO] 2021-10-29 09:27:29 > Step: 782200 Progress: 78.2% Elapsed: 10 days, 19:15:07 Gen_loss: 1.074 Dis_loss: 1.39 Cls_loss: 1.951 Topk: N/A ada_p: 0.2424
[INFO] 2021-10-29 09:29:04 > Step: 782300 Progress: 78.2% Elapsed: 10 days, 19:16:42 Gen_loss: 2.521 Dis_loss: 1.05 Cls_loss: 1.874 Topk: N/A ada_p: 0.2464
[INFO] 2021-10-29 09:30:49 > Step: 782400 Progress: 78.2% Elapsed: 10 days, 19:18:28 Gen_loss: 2.981 Dis_loss: 1.002 Cls_loss: 1.739 Topk: N/A ada_p: 0.2397
[INFO] 2021-10-29 09:32:24 > Step: 782500 Progress: 78.2% Elapsed: 10 days, 19:20:03 Gen_loss: 2.235 Dis_loss: 1.217 Cls_loss: 1.89 Topk: N/A ada_p: 0.2429
[INFO] 2021-10-29 09:33:58 > Step: 782600 Progress: 78.3% Elapsed: 10 days, 19:21:37 Gen_loss: 1.779 Dis_loss: 0.7453 Cls_loss: 1.768 Topk: N/A ada_p: 0.2485
[INFO] 2021-10-29 09:35:34 > Step: 782700 Progress: 78.3% Elapsed: 10 days, 19:23:12 Gen_loss: 2.709 Dis_loss: 0.876 Cls_loss: 1.956 Topk: N/A ada_p: 0.2469
[INFO] 2021-10-29 09:37:19 > Step: 782800 Progress: 78.3% Elapsed: 10 days, 19:24:57 Gen_loss: 2.789 Dis_loss: 0.6456 Cls_loss: 1.519 Topk: N/A ada_p: 0.2487
[INFO] 2021-10-29 09:38:54 > Step: 782900 Progress: 78.3% Elapsed: 10 days, 19:26:33 Gen_loss: 1.462 Dis_loss: 0.8307 Cls_loss: 1.621 Topk: N/A ada_p: 0.2529
[INFO] 2021-10-29 09:40:29 > Step: 783000 Progress: 78.3% Elapsed: 10 days, 19:28:08 Gen_loss: 1.015 Dis_loss: 1.068 Cls_loss: 1.653 Topk: N/A ada_p: 0.2567
[INFO] 2021-10-29 09:42:04 > Step: 783100 Progress: 78.3% Elapsed: 10 days, 19:29:43 Gen_loss: 1.552 Dis_loss: 1.224 Cls_loss: 2.226 Topk: N/A ada_p: 0.2592
[INFO] 2021-10-29 09:43:49 > Step: 783200 Progress: 78.3% Elapsed: 10 days, 19:31:28 Gen_loss: 2.313 Dis_loss: 1.219 Cls_loss: 1.695 Topk: N/A ada_p: 0.2597
[INFO] 2021-10-29 09:45:24 > Step: 783300 Progress: 78.3% Elapsed: 10 days, 19:33:03 Gen_loss: 1.01 Dis_loss: 2.405 Cls_loss: 2.16 Topk: N/A ada_p: 0.2519
[INFO] 2021-10-29 09:46:59 > Step: 783400 Progress: 78.3% Elapsed: 10 days, 19:34:38 Gen_loss: 2.707 Dis_loss: 1.19 Cls_loss: 1.714 Topk: N/A ada_p: 0.2491
[INFO] 2021-10-29 09:48:35 > Step: 783500 Progress: 78.3% Elapsed: 10 days, 19:36:13 Gen_loss: 2.331 Dis_loss: 1.223 Cls_loss: 2.081 Topk: N/A ada_p: 0.2507
[INFO] 2021-10-29 09:50:19 > Step: 783600 Progress: 78.4% Elapsed: 10 days, 19:37:58 Gen_loss: 2.202 Dis_loss: 0.8152 Cls_loss: 1.479 Topk: N/A ada_p: 0.2538
[INFO] 2021-10-29 09:51:55 > Step: 783700 Progress: 78.4% Elapsed: 10 days, 19:39:33 Gen_loss: 1.735 Dis_loss: 1.233 Cls_loss: 2.014 Topk: N/A ada_p: 0.258
[INFO] 2021-10-29 09:53:30 > Step: 783800 Progress: 78.4% Elapsed: 10 days, 19:41:09 Gen_loss: 1.731 Dis_loss: 0.9894 Cls_loss: 1.869 Topk: N/A ada_p: 0.2575
[INFO] 2021-10-29 09:55:05 > Step: 783900 Progress: 78.4% Elapsed: 10 days, 19:42:44 Gen_loss: 2.952 Dis_loss: 1.698 Cls_loss: 1.877 Topk: N/A ada_p: 0.2566
[INFO] 2021-10-29 09:56:50 > Step: 784000 Progress: 78.4% Elapsed: 10 days, 19:44:29 Gen_loss: 2.556 Dis_loss: 1.572 Cls_loss: 2.049 Topk: N/A ada_p: 0.2625
[INFO] 2021-10-29 09:58:25 > Step: 784100 Progress: 78.4% Elapsed: 10 days, 19:46:04 Gen_loss: 2.445 Dis_loss: 0.905 Cls_loss: 1.982 Topk: N/A ada_p: 0.2611
[INFO] 2021-10-29 10:00:01 > Step: 784200 Progress: 78.4% Elapsed: 10 days, 19:47:40 Gen_loss: 2.222 Dis_loss: 1.711 Cls_loss: 1.828 Topk: N/A ada_p: 0.2634
[INFO] 2021-10-29 10:01:47 > Step: 784300 Progress: 78.4% Elapsed: 10 days, 19:49:26 Gen_loss: 3.476 Dis_loss: 1.14 Cls_loss: 1.811 Topk: N/A ada_p: 0.2574
[INFO] 2021-10-29 10:03:21 > Step: 784400 Progress: 78.4% Elapsed: 10 days, 19:51:00 Gen_loss: 3.288 Dis_loss: 0.6285 Cls_loss: 1.593 Topk: N/A ada_p: 0.252
[INFO] 2021-10-29 10:04:56 > Step: 784500 Progress: 78.5% Elapsed: 10 days, 19:52:35 Gen_loss: 2.488 Dis_loss: 1.069 Cls_loss: 1.977 Topk: N/A ada_p: 0.2483
[INFO] 2021-10-29 10:06:32 > Step: 784600 Progress: 78.5% Elapsed: 10 days, 19:54:10 Gen_loss: 3.584 Dis_loss: 0.9442 Cls_loss: 1.919 Topk: N/A ada_p: 0.2496
[INFO] 2021-10-29 10:08:17 > Step: 784700 Progress: 78.5% Elapsed: 10 days, 19:55:56 Gen_loss: 2.192 Dis_loss: 1.106 Cls_loss: 1.977 Topk: N/A ada_p: 0.2497
[INFO] 2021-10-29 10:09:52 > Step: 784800 Progress: 78.5% Elapsed: 10 days, 19:57:30 Gen_loss: 1.947 Dis_loss: 0.8575 Cls_loss: 1.839 Topk: N/A ada_p: 0.2546
[INFO] 2021-10-29 10:11:27 > Step: 784900 Progress: 78.5% Elapsed: 10 days, 19:59:05 Gen_loss: 2.974 Dis_loss: 1.018 Cls_loss: 2.128 Topk: N/A ada_p: 0.2575
[INFO] 2021-10-29 10:13:01 > Step: 785000 Progress: 78.5% Elapsed: 10 days, 20:00:40 Gen_loss: 1.732 Dis_loss: 1.132 Cls_loss: 1.91 Topk: N/A ada_p: 0.2508
[INFO] 2021-10-29 10:14:47 > Step: 785100 Progress: 78.5% Elapsed: 10 days, 20:02:26 Gen_loss: 2.715 Dis_loss: 1.171 Cls_loss: 2.072 Topk: N/A ada_p: 0.2517
[INFO] 2021-10-29 10:16:22 > Step: 785200 Progress: 78.5% Elapsed: 10 days, 20:04:01 Gen_loss: 1.867 Dis_loss: 0.857 Cls_loss: 1.841 Topk: N/A ada_p: 0.2476
[INFO] 2021-10-29 10:17:57 > Step: 785300 Progress: 78.5% Elapsed: 10 days, 20:05:36 Gen_loss: 2.531 Dis_loss: 1.307 Cls_loss: 1.837 Topk: N/A ada_p: 0.248
[INFO] 2021-10-29 10:19:32 > Step: 785400 Progress: 78.5% Elapsed: 10 days, 20:07:11 Gen_loss: 2.367 Dis_loss: 0.6061 Cls_loss: 1.822 Topk: N/A ada_p: 0.2455
[INFO] 2021-10-29 10:21:18 > Step: 785500 Progress: 78.5% Elapsed: 10 days, 20:08:57 Gen_loss: 4.192 Dis_loss: 1.434 Cls_loss: 1.822 Topk: N/A ada_p: 0.2494
[INFO] 2021-10-29 10:22:54 > Step: 785600 Progress: 78.6% Elapsed: 10 days, 20:10:32 Gen_loss: 3.73 Dis_loss: 2.005 Cls_loss: 1.872 Topk: N/A ada_p: 0.252
[INFO] 2021-10-29 10:24:28 > Step: 785700 Progress: 78.6% Elapsed: 10 days, 20:12:07 Gen_loss: 3.219 Dis_loss: 0.8255 Cls_loss: 1.604 Topk: N/A ada_p: 0.2529
[INFO] 2021-10-29 10:26:03 > Step: 785800 Progress: 78.6% Elapsed: 10 days, 20:13:42 Gen_loss: 1.789 Dis_loss: 1.223 Cls_loss: 2.045 Topk: N/A ada_p: 0.2544
[INFO] 2021-10-29 10:27:49 > Step: 785900 Progress: 78.6% Elapsed: 10 days, 20:15:27 Gen_loss: 3.501 Dis_loss: 1.027 Cls_loss: 1.641 Topk: N/A ada_p: 0.2535
[INFO] 2021-10-29 10:29:23 > Step: 786000 Progress: 78.6% Elapsed: 10 days, 20:17:02 Gen_loss: 3.905 Dis_loss: 0.9634 Cls_loss: 1.863 Topk: N/A ada_p: 0.2543
[INFO] 2021-10-29 10:30:59 > Step: 786100 Progress: 78.6% Elapsed: 10 days, 20:18:37 Gen_loss: 1.256 Dis_loss: 1.17 Cls_loss: 1.834 Topk: N/A ada_p: 0.2575
[INFO] 2021-10-29 10:32:33 > Step: 786200 Progress: 78.6% Elapsed: 10 days, 20:20:12 Gen_loss: 1.859 Dis_loss: 1.037 Cls_loss: 2.032 Topk: N/A ada_p: 0.2457
[INFO] 2021-10-29 10:34:18 > Step: 786300 Progress: 78.6% Elapsed: 10 days, 20:21:57 Gen_loss: 1.978 Dis_loss: 1.367 Cls_loss: 1.938 Topk: N/A ada_p: 0.2484
[INFO] 2021-10-29 10:35:53 > Step: 786400 Progress: 78.6% Elapsed: 10 days, 20:23:32 Gen_loss: 2.052 Dis_loss: 0.7981 Cls_loss: 1.66 Topk: N/A ada_p: 0.2448
[INFO] 2021-10-29 10:37:28 > Step: 786500 Progress: 78.6% Elapsed: 10 days, 20:25:07 Gen_loss: 3.662 Dis_loss: 1.141 Cls_loss: 1.865 Topk: N/A ada_p: 0.2473
[INFO] 2021-10-29 10:39:02 > Step: 786600 Progress: 78.7% Elapsed: 10 days, 20:26:41 Gen_loss: 1.436 Dis_loss: 0.8929 Cls_loss: 1.795 Topk: N/A ada_p: 0.2521
[INFO] 2021-10-29 10:40:47 > Step: 786700 Progress: 78.7% Elapsed: 10 days, 20:28:26 Gen_loss: 3.328 Dis_loss: 1.131 Cls_loss: 1.736 Topk: N/A ada_p: 0.2546
[INFO] 2021-10-29 10:42:22 > Step: 786800 Progress: 78.7% Elapsed: 10 days, 20:30:01 Gen_loss: 2.631 Dis_loss: 0.9216 Cls_loss: 1.845 Topk: N/A ada_p: 0.2494
[INFO] 2021-10-29 10:43:57 > Step: 786900 Progress: 78.7% Elapsed: 10 days, 20:31:36 Gen_loss: 1.806 Dis_loss: 1.024 Cls_loss: 1.971 Topk: N/A ada_p: 0.2493
[INFO] 2021-10-29 10:45:31 > Step: 787000 Progress: 78.7% Elapsed: 10 days, 20:33:10 Gen_loss: 2.567 Dis_loss: 1.367 Cls_loss: 2.103 Topk: N/A ada_p: 0.2542
[INFO] 2021-10-29 10:47:16 > Step: 787100 Progress: 78.7% Elapsed: 10 days, 20:34:55 Gen_loss: 2.287 Dis_loss: 1.206 Cls_loss: 1.704 Topk: N/A ada_p: 0.2489
[INFO] 2021-10-29 10:48:51 > Step: 787200 Progress: 78.7% Elapsed: 10 days, 20:36:29 Gen_loss: 3.234 Dis_loss: 1.589 Cls_loss: 1.826 Topk: N/A ada_p: 0.2556
[INFO] 2021-10-29 10:50:25 > Step: 787300 Progress: 78.7% Elapsed: 10 days, 20:38:04 Gen_loss: 2.108 Dis_loss: 0.7733 Cls_loss: 1.748 Topk: N/A ada_p: 0.2598
[INFO] 2021-10-29 10:51:59 > Step: 787400 Progress: 78.7% Elapsed: 10 days, 20:39:38 Gen_loss: 1.484 Dis_loss: 1.014 Cls_loss: 1.983 Topk: N/A ada_p: 0.259
[INFO] 2021-10-29 10:53:45 > Step: 787500 Progress: 78.8% Elapsed: 10 days, 20:41:24 Gen_loss: 1.762 Dis_loss: 1.028 Cls_loss: 1.769 Topk: N/A ada_p: 0.2625
[INFO] 2021-10-29 10:55:19 > Step: 787600 Progress: 78.8% Elapsed: 10 days, 20:42:58 Gen_loss: 2.83 Dis_loss: 1.349 Cls_loss: 1.999 Topk: N/A ada_p: 0.264
[INFO] 2021-10-29 10:56:53 > Step: 787700 Progress: 78.8% Elapsed: 10 days, 20:44:32 Gen_loss: 1.381 Dis_loss: 1.614 Cls_loss: 1.855 Topk: N/A ada_p: 0.2634
[INFO] 2021-10-29 10:58:27 > Step: 787800 Progress: 78.8% Elapsed: 10 days, 20:46:06 Gen_loss: 0.9707 Dis_loss: 0.8755 Cls_loss: 2.156 Topk: N/A ada_p: 0.2621
[INFO] 2021-10-29 11:00:11 > Step: 787900 Progress: 78.8% Elapsed: 10 days, 20:47:50 Gen_loss: 1.73 Dis_loss: 1.625 Cls_loss: 2.01 Topk: N/A ada_p: 0.251
[INFO] 2021-10-29 11:01:45 > Step: 788000 Progress: 78.8% Elapsed: 10 days, 20:49:24 Gen_loss: 2.522 Dis_loss: 1.104 Cls_loss: 2.007 Topk: N/A ada_p: 0.2535
[INFO] 2021-10-29 11:03:19 > Step: 788100 Progress: 78.8% Elapsed: 10 days, 20:50:58 Gen_loss: 2.96 Dis_loss: 1.261 Cls_loss: 2.014 Topk: N/A ada_p: 0.2516
[INFO] 2021-10-29 11:05:03 > Step: 788200 Progress: 78.8% Elapsed: 10 days, 20:52:42 Gen_loss: 2.88 Dis_loss: 1.097 Cls_loss: 2.066 Topk: N/A ada_p: 0.2552
[INFO] 2021-10-29 11:06:37 > Step: 788300 Progress: 78.8% Elapsed: 10 days, 20:54:16 Gen_loss: 1.993 Dis_loss: 0.9948 Cls_loss: 2.169 Topk: N/A ada_p: 0.2535
[INFO] 2021-10-29 11:08:12 > Step: 788400 Progress: 78.8% Elapsed: 10 days, 20:55:50 Gen_loss: 2.65 Dis_loss: 0.8884 Cls_loss: 1.946 Topk: N/A ada_p: 0.2546
[INFO] 2021-10-29 11:09:46 > Step: 788500 Progress: 78.8% Elapsed: 10 days, 20:57:25 Gen_loss: 2.392 Dis_loss: 0.9725 Cls_loss: 2.082 Topk: N/A ada_p: 0.2421
[INFO] 2021-10-29 11:11:32 > Step: 788600 Progress: 78.9% Elapsed: 10 days, 20:59:10 Gen_loss: 1.568 Dis_loss: 0.7498 Cls_loss: 2.248 Topk: N/A ada_p: 0.2386
[INFO] 2021-10-29 11:13:07 > Step: 788700 Progress: 78.9% Elapsed: 10 days, 21:00:46 Gen_loss: 3.468 Dis_loss: 1.076 Cls_loss: 1.972 Topk: N/A ada_p: 0.243
[INFO] 2021-10-29 11:14:42 > Step: 788800 Progress: 78.9% Elapsed: 10 days, 21:02:21 Gen_loss: 3.066 Dis_loss: 0.8979 Cls_loss: 1.881 Topk: N/A ada_p: 0.2456
[INFO] 2021-10-29 11:16:17 > Step: 788900 Progress: 78.9% Elapsed: 10 days, 21:03:56 Gen_loss: 2.937 Dis_loss: 1.011 Cls_loss: 1.793 Topk: N/A ada_p: 0.246
[INFO] 2021-10-29 11:18:02 > Step: 789000 Progress: 78.9% Elapsed: 10 days, 21:05:41 Gen_loss: 2.259 Dis_loss: 0.9996 Cls_loss: 1.91 Topk: N/A ada_p: 0.2437
[INFO] 2021-10-29 11:19:37 > Step: 789100 Progress: 78.9% Elapsed: 10 days, 21:07:15 Gen_loss: 3.083 Dis_loss: 1.137 Cls_loss: 1.818 Topk: N/A ada_p: 0.2482
[INFO] 2021-10-29 11:21:11 > Step: 789200 Progress: 78.9% Elapsed: 10 days, 21:08:50 Gen_loss: 1.542 Dis_loss: 0.8159 Cls_loss: 1.808 Topk: N/A ada_p: 0.2476
[INFO] 2021-10-29 11:22:47 > Step: 789300 Progress: 78.9% Elapsed: 10 days, 21:10:25 Gen_loss: 2.791 Dis_loss: 1.027 Cls_loss: 1.803 Topk: N/A ada_p: 0.2475
[INFO] 2021-10-29 11:24:32 > Step: 789400 Progress: 78.9% Elapsed: 10 days, 21:12:10 Gen_loss: 2.605 Dis_loss: 1.024 Cls_loss: 1.623 Topk: N/A ada_p: 0.2526
[INFO] 2021-10-29 11:26:08 > Step: 789500 Progress: 79.0% Elapsed: 10 days, 21:13:47 Gen_loss: 2.478 Dis_loss: 1.54 Cls_loss: 2.333 Topk: N/A ada_p: 0.2492
[INFO] 2021-10-29 11:27:44 > Step: 789600 Progress: 79.0% Elapsed: 10 days, 21:15:23 Gen_loss: 4.006 Dis_loss: 1.669 Cls_loss: 1.703 Topk: N/A ada_p: 0.2464
[INFO] 2021-10-29 11:29:20 > Step: 789700 Progress: 79.0% Elapsed: 10 days, 21:16:59 Gen_loss: 1.159 Dis_loss: 1.148 Cls_loss: 1.905 Topk: N/A ada_p: 0.2516
[INFO] 2021-10-29 11:31:05 > Step: 789800 Progress: 79.0% Elapsed: 10 days, 21:18:44 Gen_loss: 2.474 Dis_loss: 1.081 Cls_loss: 1.955 Topk: N/A ada_p: 0.247
[INFO] 2021-10-29 11:32:40 > Step: 789900 Progress: 79.0% Elapsed: 10 days, 21:20:19 Gen_loss: 2.427 Dis_loss: 1.184 Cls_loss: 1.93 Topk: N/A ada_p: 0.2466
[INFO] 2021-10-29 11:34:15 > Step: 790000 Progress: 79.0% Elapsed: 10 days, 21:21:54 Gen_loss: 3.866 Dis_loss: 1.52 Cls_loss: 1.926 Topk: N/A ada_p: 0.2474
[INFO] 2021-10-29 11:34:16 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-29 11:34:16 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_790000.png
[INFO] 2021-10-29 11:34:16 > Start Evaluation (790000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-29 11:34:16 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-29 11:39:49 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-29 11:45:29 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-29 12:09:57 > Inception score (Step: 790000, 50000 generated images): 10.57231616973877
[INFO] 2021-10-29 12:09:57 > FID score (Step: 790000, Using train moments): 2.425475686946811
[INFO] 2021-10-29 12:09:57 > Improved Precision (Step: 790000, Using train images): 0.76344
[INFO] 2021-10-29 12:09:57 > Improved Recall (Step: 790000, Using train images): 0.64156
[INFO] 2021-10-29 12:09:57 > Density (Step: 790000, Using train images): 1.057264
[INFO] 2021-10-29 12:09:57 > Coverage (Step: 790000, Using train images): 0.93008
[INFO] 2021-10-29 12:09:57 > Best FID score (Step: 780000, Using train moments): 2.3746075871417816
[INFO] 2021-10-29 12:10:09 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-29 12:15:00 > Step: 790100 Progress: 79.0% Elapsed: 10 days, 22:02:39 Gen_loss: 3.568 Dis_loss: 1.111 Cls_loss: 2.114 Topk: N/A ada_p: 0.2501
[INFO] 2021-10-29 12:16:52 > Step: 790200 Progress: 79.0% Elapsed: 10 days, 22:04:30 Gen_loss: 2.506 Dis_loss: 1.076 Cls_loss: 1.921 Topk: N/A ada_p: 0.2524
[INFO] 2021-10-29 12:18:28 > Step: 790300 Progress: 79.0% Elapsed: 10 days, 22:06:06 Gen_loss: 2.294 Dis_loss: 1.523 Cls_loss: 2.286 Topk: N/A ada_p: 0.2535
[INFO] 2021-10-29 12:20:02 > Step: 790400 Progress: 79.0% Elapsed: 10 days, 22:07:40 Gen_loss: 3.238 Dis_loss: 1.141 Cls_loss: 1.75 Topk: N/A ada_p: 0.2523
[INFO] 2021-10-29 12:21:37 > Step: 790500 Progress: 79.0% Elapsed: 10 days, 22:09:15 Gen_loss: 2.292 Dis_loss: 1.052 Cls_loss: 2.309 Topk: N/A ada_p: 0.2547
[INFO] 2021-10-29 12:23:21 > Step: 790600 Progress: 79.1% Elapsed: 10 days, 22:11:00 Gen_loss: 1.307 Dis_loss: 0.7794 Cls_loss: 2.124 Topk: N/A ada_p: 0.2498
[INFO] 2021-10-29 12:24:56 > Step: 790700 Progress: 79.1% Elapsed: 10 days, 22:12:34 Gen_loss: 2.651 Dis_loss: 0.8528 Cls_loss: 1.895 Topk: N/A ada_p: 0.2484
[INFO] 2021-10-29 12:26:30 > Step: 790800 Progress: 79.1% Elapsed: 10 days, 22:14:09 Gen_loss: 1.752 Dis_loss: 0.9259 Cls_loss: 1.728 Topk: N/A ada_p: 0.2412
[INFO] 2021-10-29 12:28:04 > Step: 790900 Progress: 79.1% Elapsed: 10 days, 22:15:43 Gen_loss: 3.112 Dis_loss: 1.176 Cls_loss: 1.727 Topk: N/A ada_p: 0.2468
[INFO] 2021-10-29 12:29:49 > Step: 791000 Progress: 79.1% Elapsed: 10 days, 22:17:28 Gen_loss: 1.347 Dis_loss: 0.8124 Cls_loss: 1.686 Topk: N/A ada_p: 0.2508
[INFO] 2021-10-29 12:31:25 > Step: 791100 Progress: 79.1% Elapsed: 10 days, 22:19:03 Gen_loss: 2.126 Dis_loss: 1.071 Cls_loss: 2.269 Topk: N/A ada_p: 0.2505
[INFO] 2021-10-29 12:32:59 > Step: 791200 Progress: 79.1% Elapsed: 10 days, 22:20:38 Gen_loss: 3.016 Dis_loss: 0.6082 Cls_loss: 1.55 Topk: N/A ada_p: 0.2528
[INFO] 2021-10-29 12:34:34 > Step: 791300 Progress: 79.1% Elapsed: 10 days, 22:22:13 Gen_loss: 2.037 Dis_loss: 0.8682 Cls_loss: 1.685 Topk: N/A ada_p: 0.2501
[INFO] 2021-10-29 12:36:19 > Step: 791400 Progress: 79.1% Elapsed: 10 days, 22:23:57 Gen_loss: 1.788 Dis_loss: 1.156 Cls_loss: 1.857 Topk: N/A ada_p: 0.2468
[INFO] 2021-10-29 12:37:54 > Step: 791500 Progress: 79.1% Elapsed: 10 days, 22:25:33 Gen_loss: 2.375 Dis_loss: 1.387 Cls_loss: 2.2 Topk: N/A ada_p: 0.2489
[INFO] 2021-10-29 12:39:29 > Step: 791600 Progress: 79.2% Elapsed: 10 days, 22:27:08 Gen_loss: 2.219 Dis_loss: 1.187 Cls_loss: 1.886 Topk: N/A ada_p: 0.2507
[INFO] 2021-10-29 12:41:04 > Step: 791700 Progress: 79.2% Elapsed: 10 days, 22:28:42 Gen_loss: 2.117 Dis_loss: 0.8671 Cls_loss: 2.116 Topk: N/A ada_p: 0.2462
[INFO] 2021-10-29 12:42:49 > Step: 791800 Progress: 79.2% Elapsed: 10 days, 22:30:27 Gen_loss: 3.143 Dis_loss: 0.8083 Cls_loss: 1.728 Topk: N/A ada_p: 0.2473
[INFO] 2021-10-29 12:44:24 > Step: 791900 Progress: 79.2% Elapsed: 10 days, 22:32:02 Gen_loss: 1.939 Dis_loss: 0.7734 Cls_loss: 1.803 Topk: N/A ada_p: 0.2461
[INFO] 2021-10-29 12:45:58 > Step: 792000 Progress: 79.2% Elapsed: 10 days, 22:33:37 Gen_loss: 2.035 Dis_loss: 1.352 Cls_loss: 1.808 Topk: N/A ada_p: 0.2533
[INFO] 2021-10-29 12:47:44 > Step: 792100 Progress: 79.2% Elapsed: 10 days, 22:35:23 Gen_loss: 3.596 Dis_loss: 1.221 Cls_loss: 1.741 Topk: N/A ada_p: 0.2524
[INFO] 2021-10-29 12:49:19 > Step: 792200 Progress: 79.2% Elapsed: 10 days, 22:36:57 Gen_loss: 3.44 Dis_loss: 1.526 Cls_loss: 2.077 Topk: N/A ada_p: 0.2596
[INFO] 2021-10-29 12:50:54 > Step: 792300 Progress: 79.2% Elapsed: 10 days, 22:38:33 Gen_loss: 2.479 Dis_loss: 0.8968 Cls_loss: 1.753 Topk: N/A ada_p: 0.2561
[INFO] 2021-10-29 12:52:29 > Step: 792400 Progress: 79.2% Elapsed: 10 days, 22:40:08 Gen_loss: 3.942 Dis_loss: 1.352 Cls_loss: 2.009 Topk: N/A ada_p: 0.2548
[INFO] 2021-10-29 12:54:16 > Step: 792500 Progress: 79.2% Elapsed: 10 days, 22:41:54 Gen_loss: 1.064 Dis_loss: 0.8259 Cls_loss: 1.668 Topk: N/A ada_p: 0.2565
[INFO] 2021-10-29 12:55:50 > Step: 792600 Progress: 79.3% Elapsed: 10 days, 22:43:29 Gen_loss: 2.015 Dis_loss: 1.021 Cls_loss: 1.911 Topk: N/A ada_p: 0.2557
[INFO] 2021-10-29 12:57:25 > Step: 792700 Progress: 79.3% Elapsed: 10 days, 22:45:04 Gen_loss: 1.685 Dis_loss: 0.7871 Cls_loss: 2.007 Topk: N/A ada_p: 0.2574
[INFO] 2021-10-29 12:59:00 > Step: 792800 Progress: 79.3% Elapsed: 10 days, 22:46:39 Gen_loss: 2.557 Dis_loss: 0.9862 Cls_loss: 2.112 Topk: N/A ada_p: 0.2566
[INFO] 2021-10-29 13:00:45 > Step: 792900 Progress: 79.3% Elapsed: 10 days, 22:48:24 Gen_loss: 2.775 Dis_loss: 0.7529 Cls_loss: 1.546 Topk: N/A ada_p: 0.2585
[INFO] 2021-10-29 13:02:20 > Step: 793000 Progress: 79.3% Elapsed: 10 days, 22:49:59 Gen_loss: 1.445 Dis_loss: 1.612 Cls_loss: 1.718 Topk: N/A ada_p: 0.259
[INFO] 2021-10-29 13:03:55 > Step: 793100 Progress: 79.3% Elapsed: 10 days, 22:51:34 Gen_loss: 1.685 Dis_loss: 1.255 Cls_loss: 2.065 Topk: N/A ada_p: 0.2584
[INFO] 2021-10-29 13:05:30 > Step: 793200 Progress: 79.3% Elapsed: 10 days, 22:53:09 Gen_loss: 2.382 Dis_loss: 1.077 Cls_loss: 2.169 Topk: N/A ada_p: 0.2464
[INFO] 2021-10-29 13:07:15 > Step: 793300 Progress: 79.3% Elapsed: 10 days, 22:54:54 Gen_loss: 2.514 Dis_loss: 1.126 Cls_loss: 1.719 Topk: N/A ada_p: 0.2526
[INFO] 2021-10-29 13:08:49 > Step: 793400 Progress: 79.3% Elapsed: 10 days, 22:56:28 Gen_loss: 2.264 Dis_loss: 0.9239 Cls_loss: 1.83 Topk: N/A ada_p: 0.2506
[INFO] 2021-10-29 13:10:24 > Step: 793500 Progress: 79.3% Elapsed: 10 days, 22:58:03 Gen_loss: 2.788 Dis_loss: 1.281 Cls_loss: 2.115 Topk: N/A ada_p: 0.251
[INFO] 2021-10-29 13:11:59 > Step: 793600 Progress: 79.4% Elapsed: 10 days, 22:59:38 Gen_loss: 2.818 Dis_loss: 0.7668 Cls_loss: 1.709 Topk: N/A ada_p: 0.2535
[INFO] 2021-10-29 13:13:45 > Step: 793700 Progress: 79.4% Elapsed: 10 days, 23:01:23 Gen_loss: 2.144 Dis_loss: 1.224 Cls_loss: 1.791 Topk: N/A ada_p: 0.2524
[INFO] 2021-10-29 13:15:20 > Step: 793800 Progress: 79.4% Elapsed: 10 days, 23:02:58 Gen_loss: 2.185 Dis_loss: 1.202 Cls_loss: 1.966 Topk: N/A ada_p: 0.2516
[INFO] 2021-10-29 13:16:55 > Step: 793900 Progress: 79.4% Elapsed: 10 days, 23:04:34 Gen_loss: 2.867 Dis_loss: 1.469 Cls_loss: 2.283 Topk: N/A ada_p: 0.2469
[INFO] 2021-10-29 13:18:29 > Step: 794000 Progress: 79.4% Elapsed: 10 days, 23:06:08 Gen_loss: 3.601 Dis_loss: 0.7416 Cls_loss: 1.705 Topk: N/A ada_p: 0.2433
[INFO] 2021-10-29 13:20:15 > Step: 794100 Progress: 79.4% Elapsed: 10 days, 23:07:53 Gen_loss: 2.049 Dis_loss: 0.9121 Cls_loss: 1.541 Topk: N/A ada_p: 0.2452
[INFO] 2021-10-29 13:21:49 > Step: 794200 Progress: 79.4% Elapsed: 10 days, 23:09:28 Gen_loss: 3.344 Dis_loss: 0.9318 Cls_loss: 1.81 Topk: N/A ada_p: 0.2496
[INFO] 2021-10-29 13:23:24 > Step: 794300 Progress: 79.4% Elapsed: 10 days, 23:11:03 Gen_loss: 1.38 Dis_loss: 1.188 Cls_loss: 2.207 Topk: N/A ada_p: 0.2466
[INFO] 2021-10-29 13:24:59 > Step: 794400 Progress: 79.4% Elapsed: 10 days, 23:12:38 Gen_loss: 2.948 Dis_loss: 1.179 Cls_loss: 1.815 Topk: N/A ada_p: 0.2441
[INFO] 2021-10-29 13:26:45 > Step: 794500 Progress: 79.5% Elapsed: 10 days, 23:14:23 Gen_loss: 2.849 Dis_loss: 0.8264 Cls_loss: 1.553 Topk: N/A ada_p: 0.2427
[INFO] 2021-10-29 13:28:20 > Step: 794600 Progress: 79.5% Elapsed: 10 days, 23:15:59 Gen_loss: 3.741 Dis_loss: 1.617 Cls_loss: 1.882 Topk: N/A ada_p: 0.2388
[INFO] 2021-10-29 13:29:55 > Step: 794700 Progress: 79.5% Elapsed: 10 days, 23:17:34 Gen_loss: 2.429 Dis_loss: 0.9739 Cls_loss: 1.859 Topk: N/A ada_p: 0.2397
[INFO] 2021-10-29 13:31:30 > Step: 794800 Progress: 79.5% Elapsed: 10 days, 23:19:09 Gen_loss: 1.918 Dis_loss: 0.98 Cls_loss: 1.449 Topk: N/A ada_p: 0.2395
[INFO] 2021-10-29 13:33:16 > Step: 794900 Progress: 79.5% Elapsed: 10 days, 23:20:55 Gen_loss: 3.227 Dis_loss: 0.8898 Cls_loss: 1.978 Topk: N/A ada_p: 0.2393
[INFO] 2021-10-29 13:34:51 > Step: 795000 Progress: 79.5% Elapsed: 10 days, 23:22:30 Gen_loss: 3.093 Dis_loss: 0.9147 Cls_loss: 1.622 Topk: N/A ada_p: 0.2444
[INFO] 2021-10-29 13:36:26 > Step: 795100 Progress: 79.5% Elapsed: 10 days, 23:24:05 Gen_loss: 2.238 Dis_loss: 1.315 Cls_loss: 2.026 Topk: N/A ada_p: 0.2438
[INFO] 2021-10-29 13:38:01 > Step: 795200 Progress: 79.5% Elapsed: 10 days, 23:25:40 Gen_loss: 1.784 Dis_loss: 0.9675 Cls_loss: 1.657 Topk: N/A ada_p: 0.2453
[INFO] 2021-10-29 13:39:47 > Step: 795300 Progress: 79.5% Elapsed: 10 days, 23:27:25 Gen_loss: 2.765 Dis_loss: 1.078 Cls_loss: 1.376 Topk: N/A ada_p: 0.2419
[INFO] 2021-10-29 13:41:21 > Step: 795400 Progress: 79.5% Elapsed: 10 days, 23:29:00 Gen_loss: 2.815 Dis_loss: 1.255 Cls_loss: 1.809 Topk: N/A ada_p: 0.2478
[INFO] 2021-10-29 13:42:56 > Step: 795500 Progress: 79.5% Elapsed: 10 days, 23:30:35 Gen_loss: 2.336 Dis_loss: 0.8706 Cls_loss: 2.037 Topk: N/A ada_p: 0.2502
[INFO] 2021-10-29 13:44:32 > Step: 795600 Progress: 79.6% Elapsed: 10 days, 23:32:11 Gen_loss: 1.965 Dis_loss: 0.8738 Cls_loss: 1.861 Topk: N/A ada_p: 0.2517
[INFO] 2021-10-29 13:46:17 > Step: 795700 Progress: 79.6% Elapsed: 10 days, 23:33:55 Gen_loss: 1.8 Dis_loss: 1.084 Cls_loss: 1.776 Topk: N/A ada_p: 0.258
[INFO] 2021-10-29 13:47:52 > Step: 795800 Progress: 79.6% Elapsed: 10 days, 23:35:30 Gen_loss: 1.32 Dis_loss: 2.388 Cls_loss: 1.917 Topk: N/A ada_p: 0.2567
[INFO] 2021-10-29 13:49:26 > Step: 795900 Progress: 79.6% Elapsed: 10 days, 23:37:05 Gen_loss: 1.132 Dis_loss: 1.118 Cls_loss: 1.59 Topk: N/A ada_p: 0.2589
[INFO] 2021-10-29 13:51:11 > Step: 796000 Progress: 79.6% Elapsed: 10 days, 23:38:50 Gen_loss: 3.786 Dis_loss: 1.743 Cls_loss: 2.068 Topk: N/A ada_p: 0.2594
[INFO] 2021-10-29 13:52:46 > Step: 796100 Progress: 79.6% Elapsed: 10 days, 23:40:24 Gen_loss: 1.988 Dis_loss: 0.8318 Cls_loss: 2.041 Topk: N/A ada_p: 0.2557
[INFO] 2021-10-29 13:54:20 > Step: 796200 Progress: 79.6% Elapsed: 10 days, 23:41:59 Gen_loss: 3.367 Dis_loss: 1.439 Cls_loss: 1.71 Topk: N/A ada_p: 0.2588
[INFO] 2021-10-29 13:55:55 > Step: 796300 Progress: 79.6% Elapsed: 10 days, 23:43:34 Gen_loss: 1.748 Dis_loss: 0.8574 Cls_loss: 1.727 Topk: N/A ada_p: 0.2548
[INFO] 2021-10-29 13:57:40 > Step: 796400 Progress: 79.6% Elapsed: 10 days, 23:45:18 Gen_loss: 1.311 Dis_loss: 1.395 Cls_loss: 1.676 Topk: N/A ada_p: 0.2579
[INFO] 2021-10-29 13:59:14 > Step: 796500 Progress: 79.7% Elapsed: 10 days, 23:46:53 Gen_loss: 2.525 Dis_loss: 1.244 Cls_loss: 2.031 Topk: N/A ada_p: 0.2598
[INFO] 2021-10-29 14:00:49 > Step: 796600 Progress: 79.7% Elapsed: 10 days, 23:48:28 Gen_loss: 2.958 Dis_loss: 1.017 Cls_loss: 1.798 Topk: N/A ada_p: 0.256
[INFO] 2021-10-29 14:02:23 > Step: 796700 Progress: 79.7% Elapsed: 10 days, 23:50:02 Gen_loss: 1.025 Dis_loss: 1.208 Cls_loss: 1.681 Topk: N/A ada_p: 0.2604
[INFO] 2021-10-29 14:04:08 > Step: 796800 Progress: 79.7% Elapsed: 10 days, 23:51:46 Gen_loss: 2.331 Dis_loss: 0.6994 Cls_loss: 1.841 Topk: N/A ada_p: 0.2512
[INFO] 2021-10-29 14:05:42 > Step: 796900 Progress: 79.7% Elapsed: 10 days, 23:53:21 Gen_loss: 1.533 Dis_loss: 1.421 Cls_loss: 2.013 Topk: N/A ada_p: 0.2542
[INFO] 2021-10-29 14:07:16 > Step: 797000 Progress: 79.7% Elapsed: 10 days, 23:54:55 Gen_loss: 2.501 Dis_loss: 0.8578 Cls_loss: 1.647 Topk: N/A ada_p: 0.2478
[INFO] 2021-10-29 14:08:51 > Step: 797100 Progress: 79.7% Elapsed: 10 days, 23:56:30 Gen_loss: 1.944 Dis_loss: 1.092 Cls_loss: 1.823 Topk: N/A ada_p: 0.2564
[INFO] 2021-10-29 14:10:35 > Step: 797200 Progress: 79.7% Elapsed: 10 days, 23:58:13 Gen_loss: 0.8773 Dis_loss: 1.308 Cls_loss: 1.776 Topk: N/A ada_p: 0.2551
[INFO] 2021-10-29 14:12:08 > Step: 797300 Progress: 79.7% Elapsed: 10 days, 23:59:47 Gen_loss: 2.725 Dis_loss: 0.837 Cls_loss: 1.164 Topk: N/A ada_p: 0.2532
[INFO] 2021-10-29 14:13:42 > Step: 797400 Progress: 79.7% Elapsed: 11 days, 0:01:21 Gen_loss: 2.795 Dis_loss: 0.7308 Cls_loss: 1.735 Topk: N/A ada_p: 0.2539
[INFO] 2021-10-29 14:15:15 > Step: 797500 Progress: 79.8% Elapsed: 11 days, 0:02:54 Gen_loss: 2.009 Dis_loss: 0.6309 Cls_loss: 1.755 Topk: N/A ada_p: 0.2574
[INFO] 2021-10-29 14:16:59 > Step: 797600 Progress: 79.8% Elapsed: 11 days, 0:04:38 Gen_loss: 3.14 Dis_loss: 0.9696 Cls_loss: 2.035 Topk: N/A ada_p: 0.2579
[INFO] 2021-10-29 14:18:33 > Step: 797700 Progress: 79.8% Elapsed: 11 days, 0:06:11 Gen_loss: 1.401 Dis_loss: 0.9509 Cls_loss: 1.721 Topk: N/A ada_p: 0.2583
[INFO] 2021-10-29 14:20:07 > Step: 797800 Progress: 79.8% Elapsed: 11 days, 0:07:45 Gen_loss: 3.018 Dis_loss: 0.7887 Cls_loss: 1.758 Topk: N/A ada_p: 0.2496
[INFO] 2021-10-29 14:21:42 > Step: 797900 Progress: 79.8% Elapsed: 11 days, 0:09:21 Gen_loss: 2.23 Dis_loss: 1.558 Cls_loss: 2.004 Topk: N/A ada_p: 0.2456
[INFO] 2021-10-29 14:23:27 > Step: 798000 Progress: 79.8% Elapsed: 11 days, 0:11:06 Gen_loss: 1.671 Dis_loss: 0.7377 Cls_loss: 1.92 Topk: N/A ada_p: 0.2523
[INFO] 2021-10-29 14:25:03 > Step: 798100 Progress: 79.8% Elapsed: 11 days, 0:12:41 Gen_loss: 2.78 Dis_loss: 0.9382 Cls_loss: 1.628 Topk: N/A ada_p: 0.2547
[INFO] 2021-10-29 14:26:38 > Step: 798200 Progress: 79.8% Elapsed: 11 days, 0:14:17 Gen_loss: 2.605 Dis_loss: 1.349 Cls_loss: 2.094 Topk: N/A ada_p: 0.2555
[INFO] 2021-10-29 14:28:14 > Step: 798300 Progress: 79.8% Elapsed: 11 days, 0:15:53 Gen_loss: 3.669 Dis_loss: 0.9139 Cls_loss: 2.202 Topk: N/A ada_p: 0.2538
[INFO] 2021-10-29 14:29:59 > Step: 798400 Progress: 79.8% Elapsed: 11 days, 0:17:38 Gen_loss: 2.493 Dis_loss: 1.167 Cls_loss: 1.873 Topk: N/A ada_p: 0.2607
[INFO] 2021-10-29 14:31:35 > Step: 798500 Progress: 79.8% Elapsed: 11 days, 0:19:14 Gen_loss: 3.269 Dis_loss: 1.143 Cls_loss: 1.854 Topk: N/A ada_p: 0.2583
[INFO] 2021-10-29 14:33:10 > Step: 798600 Progress: 79.9% Elapsed: 11 days, 0:20:49 Gen_loss: 2.42 Dis_loss: 1.013 Cls_loss: 2.028 Topk: N/A ada_p: 0.257
[INFO] 2021-10-29 14:34:45 > Step: 798700 Progress: 79.9% Elapsed: 11 days, 0:22:24 Gen_loss: 2.656 Dis_loss: 0.9084 Cls_loss: 1.656 Topk: N/A ada_p: 0.2564
[INFO] 2021-10-29 14:36:31 > Step: 798800 Progress: 79.9% Elapsed: 11 days, 0:24:10 Gen_loss: 1.94 Dis_loss: 0.7698 Cls_loss: 1.822 Topk: N/A ada_p: 0.2525
[INFO] 2021-10-29 14:38:06 > Step: 798900 Progress: 79.9% Elapsed: 11 days, 0:25:45 Gen_loss: 2.0 Dis_loss: 0.893 Cls_loss: 1.909 Topk: N/A ada_p: 0.2511
[INFO] 2021-10-29 14:39:40 > Step: 799000 Progress: 79.9% Elapsed: 11 days, 0:27:19 Gen_loss: 3.328 Dis_loss: 1.181 Cls_loss: 1.739 Topk: N/A ada_p: 0.2514
[INFO] 2021-10-29 14:41:16 > Step: 799100 Progress: 79.9% Elapsed: 11 days, 0:28:55 Gen_loss: 2.087 Dis_loss: 1.052 Cls_loss: 2.071 Topk: N/A ada_p: 0.2584
[INFO] 2021-10-29 14:43:01 > Step: 799200 Progress: 79.9% Elapsed: 11 days, 0:30:39 Gen_loss: 2.997 Dis_loss: 0.8644 Cls_loss: 1.686 Topk: N/A ada_p: 0.2561
[INFO] 2021-10-29 14:44:36 > Step: 799300 Progress: 79.9% Elapsed: 11 days, 0:32:14 Gen_loss: 0.8178 Dis_loss: 1.393 Cls_loss: 1.764 Topk: N/A ada_p: 0.2585
[INFO] 2021-10-29 14:46:11 > Step: 799400 Progress: 79.9% Elapsed: 11 days, 0:33:49 Gen_loss: 2.106 Dis_loss: 1.09 Cls_loss: 1.912 Topk: N/A ada_p: 0.2585
[INFO] 2021-10-29 14:47:46 > Step: 799500 Progress: 80.0% Elapsed: 11 days, 0:35:25 Gen_loss: 3.823 Dis_loss: 1.456 Cls_loss: 1.991 Topk: N/A ada_p: 0.2546
[INFO] 2021-10-29 14:49:31 > Step: 799600 Progress: 80.0% Elapsed: 11 days, 0:37:10 Gen_loss: 3.997 Dis_loss: 0.8706 Cls_loss: 2.175 Topk: N/A ada_p: 0.2523
[INFO] 2021-10-29 14:51:06 > Step: 799700 Progress: 80.0% Elapsed: 11 days, 0:38:45 Gen_loss: 1.84 Dis_loss: 0.8372 Cls_loss: 1.992 Topk: N/A ada_p: 0.2588
[INFO] 2021-10-29 14:52:41 > Step: 799800 Progress: 80.0% Elapsed: 11 days, 0:40:20 Gen_loss: 1.09 Dis_loss: 1.64 Cls_loss: 2.058 Topk: N/A ada_p: 0.2537
[INFO] 2021-10-29 14:54:27 > Step: 799900 Progress: 80.0% Elapsed: 11 days, 0:42:06 Gen_loss: 2.945 Dis_loss: 1.073 Cls_loss: 1.914 Topk: N/A ada_p: 0.251
[INFO] 2021-10-29 14:56:01 > Step: 800000 Progress: 80.0% Elapsed: 11 days, 0:43:40 Gen_loss: 3.61 Dis_loss: 0.7102 Cls_loss: 1.582 Topk: N/A ada_p: 0.2528
[INFO] 2021-10-29 14:56:02 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-29 14:56:02 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_800000.png
[INFO] 2021-10-29 14:56:02 > Start Evaluation (800000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-29 14:56:02 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-29 15:01:36 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-29 15:07:16 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-29 15:31:26 > Inception score (Step: 800000, 50000 generated images): 10.586840629577637
[INFO] 2021-10-29 15:31:26 > FID score (Step: 800000, Using train moments): 2.3800149170977534
[INFO] 2021-10-29 15:31:26 > Improved Precision (Step: 800000, Using train images): 0.76448
[INFO] 2021-10-29 15:31:26 > Improved Recall (Step: 800000, Using train images): 0.63786
[INFO] 2021-10-29 15:31:26 > Density (Step: 800000, Using train images): 1.078076
[INFO] 2021-10-29 15:31:26 > Coverage (Step: 800000, Using train images): 0.93264
[INFO] 2021-10-29 15:31:26 > Best FID score (Step: 780000, Using train moments): 2.3746075871417816
[INFO] 2021-10-29 15:31:38 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-29 15:36:35 > Step: 800100 Progress: 80.0% Elapsed: 11 days, 1:24:14 Gen_loss: 2.617 Dis_loss: 1.364 Cls_loss: 1.843 Topk: N/A ada_p: 0.2552
[INFO] 2021-10-29 15:38:09 > Step: 800200 Progress: 80.0% Elapsed: 11 days, 1:25:48 Gen_loss: 3.799 Dis_loss: 1.201 Cls_loss: 2.003 Topk: N/A ada_p: 0.2532
[INFO] 2021-10-29 15:40:01 > Step: 800300 Progress: 80.0% Elapsed: 11 days, 1:27:40 Gen_loss: 1.364 Dis_loss: 1.927 Cls_loss: 1.959 Topk: N/A ada_p: 0.2538
[INFO] 2021-10-29 15:41:35 > Step: 800400 Progress: 80.0% Elapsed: 11 days, 1:29:14 Gen_loss: 1.944 Dis_loss: 0.9018 Cls_loss: 1.732 Topk: N/A ada_p: 0.25
[INFO] 2021-10-29 15:43:10 > Step: 800500 Progress: 80.0% Elapsed: 11 days, 1:30:49 Gen_loss: 1.26 Dis_loss: 0.8587 Cls_loss: 1.485 Topk: N/A ada_p: 0.2511
[INFO] 2021-10-29 15:44:45 > Step: 800600 Progress: 80.1% Elapsed: 11 days, 1:32:24 Gen_loss: 1.768 Dis_loss: 0.8266 Cls_loss: 2.169 Topk: N/A ada_p: 0.2514
[INFO] 2021-10-29 15:46:31 > Step: 800700 Progress: 80.1% Elapsed: 11 days, 1:34:09 Gen_loss: 2.217 Dis_loss: 1.217 Cls_loss: 1.782 Topk: N/A ada_p: 0.2533
[INFO] 2021-10-29 15:48:05 > Step: 800800 Progress: 80.1% Elapsed: 11 days, 1:35:44 Gen_loss: 4.572 Dis_loss: 1.225 Cls_loss: 2.154 Topk: N/A ada_p: 0.252
[INFO] 2021-10-29 15:49:40 > Step: 800900 Progress: 80.1% Elapsed: 11 days, 1:37:19 Gen_loss: 2.79 Dis_loss: 0.8745 Cls_loss: 1.866 Topk: N/A ada_p: 0.246
[INFO] 2021-10-29 15:51:14 > Step: 801000 Progress: 80.1% Elapsed: 11 days, 1:38:53 Gen_loss: 4.097 Dis_loss: 2.043 Cls_loss: 1.93 Topk: N/A ada_p: 0.2468
[INFO] 2021-10-29 15:53:00 > Step: 801100 Progress: 80.1% Elapsed: 11 days, 1:40:38 Gen_loss: 2.364 Dis_loss: 0.6106 Cls_loss: 1.39 Topk: N/A ada_p: 0.2448
[INFO] 2021-10-29 15:54:34 > Step: 801200 Progress: 80.1% Elapsed: 11 days, 1:42:13 Gen_loss: 3.776 Dis_loss: 1.248 Cls_loss: 1.766 Topk: N/A ada_p: 0.2474
[INFO] 2021-10-29 15:56:09 > Step: 801300 Progress: 80.1% Elapsed: 11 days, 1:43:48 Gen_loss: 1.343 Dis_loss: 0.9197 Cls_loss: 1.933 Topk: N/A ada_p: 0.2532
[INFO] 2021-10-29 15:57:44 > Step: 801400 Progress: 80.1% Elapsed: 11 days, 1:45:23 Gen_loss: 2.556 Dis_loss: 0.7684 Cls_loss: 1.862 Topk: N/A ada_p: 0.2534
[INFO] 2021-10-29 15:59:29 > Step: 801500 Progress: 80.2% Elapsed: 11 days, 1:47:08 Gen_loss: 1.99 Dis_loss: 1.529 Cls_loss: 1.634 Topk: N/A ada_p: 0.2466
[INFO] 2021-10-29 16:01:04 > Step: 801600 Progress: 80.2% Elapsed: 11 days, 1:48:43 Gen_loss: 2.525 Dis_loss: 0.8797 Cls_loss: 1.71 Topk: N/A ada_p: 0.2451
[INFO] 2021-10-29 16:02:39 > Step: 801700 Progress: 80.2% Elapsed: 11 days, 1:50:18 Gen_loss: 3.076 Dis_loss: 1.993 Cls_loss: 1.9 Topk: N/A ada_p: 0.2491
[INFO] 2021-10-29 16:04:15 > Step: 801800 Progress: 80.2% Elapsed: 11 days, 1:51:53 Gen_loss: 2.503 Dis_loss: 0.897 Cls_loss: 2.237 Topk: N/A ada_p: 0.2444
[INFO] 2021-10-29 16:06:02 > Step: 801900 Progress: 80.2% Elapsed: 11 days, 1:53:40 Gen_loss: 3.201 Dis_loss: 0.9828 Cls_loss: 1.571 Topk: N/A ada_p: 0.2446
[INFO] 2021-10-29 16:07:37 > Step: 802000 Progress: 80.2% Elapsed: 11 days, 1:55:15 Gen_loss: 2.283 Dis_loss: 1.093 Cls_loss: 1.722 Topk: N/A ada_p: 0.2451
[INFO] 2021-10-29 16:09:12 > Step: 802100 Progress: 80.2% Elapsed: 11 days, 1:56:51 Gen_loss: 2.31 Dis_loss: 1.19 Cls_loss: 2.41 Topk: N/A ada_p: 0.2488
[INFO] 2021-10-29 16:10:47 > Step: 802200 Progress: 80.2% Elapsed: 11 days, 1:58:25 Gen_loss: 2.22 Dis_loss: 0.8725 Cls_loss: 1.693 Topk: N/A ada_p: 0.2478
[INFO] 2021-10-29 16:12:32 > Step: 802300 Progress: 80.2% Elapsed: 11 days, 2:00:11 Gen_loss: 3.483 Dis_loss: 0.8571 Cls_loss: 1.418 Topk: N/A ada_p: 0.2466
[INFO] 2021-10-29 16:14:07 > Step: 802400 Progress: 80.2% Elapsed: 11 days, 2:01:45 Gen_loss: 2.106 Dis_loss: 1.489 Cls_loss: 1.929 Topk: N/A ada_p: 0.2487
[INFO] 2021-10-29 16:15:42 > Step: 802500 Progress: 80.2% Elapsed: 11 days, 2:03:21 Gen_loss: 4.243 Dis_loss: 1.086 Cls_loss: 2.298 Topk: N/A ada_p: 0.2491
[INFO] 2021-10-29 16:17:17 > Step: 802600 Progress: 80.3% Elapsed: 11 days, 2:04:55 Gen_loss: 2.866 Dis_loss: 0.7729 Cls_loss: 1.897 Topk: N/A ada_p: 0.247
[INFO] 2021-10-29 16:19:02 > Step: 802700 Progress: 80.3% Elapsed: 11 days, 2:06:41 Gen_loss: 1.643 Dis_loss: 1.152 Cls_loss: 2.326 Topk: N/A ada_p: 0.2569
[INFO] 2021-10-29 16:20:37 > Step: 802800 Progress: 80.3% Elapsed: 11 days, 2:08:16 Gen_loss: 2.551 Dis_loss: 0.9517 Cls_loss: 1.952 Topk: N/A ada_p: 0.2546
[INFO] 2021-10-29 16:22:12 > Step: 802900 Progress: 80.3% Elapsed: 11 days, 2:09:51 Gen_loss: 2.903 Dis_loss: 0.7726 Cls_loss: 1.718 Topk: N/A ada_p: 0.2526
[INFO] 2021-10-29 16:23:47 > Step: 803000 Progress: 80.3% Elapsed: 11 days, 2:11:26 Gen_loss: 3.397 Dis_loss: 1.151 Cls_loss: 2.196 Topk: N/A ada_p: 0.257
[INFO] 2021-10-29 16:25:32 > Step: 803100 Progress: 80.3% Elapsed: 11 days, 2:13:11 Gen_loss: 1.708 Dis_loss: 0.8643 Cls_loss: 1.972 Topk: N/A ada_p: 0.2564
[INFO] 2021-10-29 16:27:07 > Step: 803200 Progress: 80.3% Elapsed: 11 days, 2:14:46 Gen_loss: 1.379 Dis_loss: 1.039 Cls_loss: 1.762 Topk: N/A ada_p: 0.254
[INFO] 2021-10-29 16:28:42 > Step: 803300 Progress: 80.3% Elapsed: 11 days, 2:16:21 Gen_loss: 1.918 Dis_loss: 1.114 Cls_loss: 1.818 Topk: N/A ada_p: 0.2506
[INFO] 2021-10-29 16:30:16 > Step: 803400 Progress: 80.3% Elapsed: 11 days, 2:17:55 Gen_loss: 2.462 Dis_loss: 0.9483 Cls_loss: 2.027 Topk: N/A ada_p: 0.2506
[INFO] 2021-10-29 16:32:01 > Step: 803500 Progress: 80.3% Elapsed: 11 days, 2:19:40 Gen_loss: 1.288 Dis_loss: 0.9439 Cls_loss: 1.868 Topk: N/A ada_p: 0.2553
[INFO] 2021-10-29 16:33:36 > Step: 803600 Progress: 80.4% Elapsed: 11 days, 2:21:15 Gen_loss: 1.668 Dis_loss: 0.9724 Cls_loss: 1.774 Topk: N/A ada_p: 0.2597
[INFO] 2021-10-29 16:35:11 > Step: 803700 Progress: 80.4% Elapsed: 11 days, 2:22:50 Gen_loss: 3.232 Dis_loss: 1.007 Cls_loss: 2.147 Topk: N/A ada_p: 0.2567
[INFO] 2021-10-29 16:36:57 > Step: 803800 Progress: 80.4% Elapsed: 11 days, 2:24:35 Gen_loss: 1.415 Dis_loss: 0.8083 Cls_loss: 1.426 Topk: N/A ada_p: 0.2552
[INFO] 2021-10-29 16:38:31 > Step: 803900 Progress: 80.4% Elapsed: 11 days, 2:26:10 Gen_loss: 3.98 Dis_loss: 0.8442 Cls_loss: 2.098 Topk: N/A ada_p: 0.2571
[INFO] 2021-10-29 16:40:06 > Step: 804000 Progress: 80.4% Elapsed: 11 days, 2:27:45 Gen_loss: 1.405 Dis_loss: 1.299 Cls_loss: 1.717 Topk: N/A ada_p: 0.261
[INFO] 2021-10-29 16:41:42 > Step: 804100 Progress: 80.4% Elapsed: 11 days, 2:29:20 Gen_loss: 2.179 Dis_loss: 0.8369 Cls_loss: 1.84 Topk: N/A ada_p: 0.259
[INFO] 2021-10-29 16:43:27 > Step: 804200 Progress: 80.4% Elapsed: 11 days, 2:31:06 Gen_loss: 1.953 Dis_loss: 0.807 Cls_loss: 1.661 Topk: N/A ada_p: 0.2626
[INFO] 2021-10-29 16:45:02 > Step: 804300 Progress: 80.4% Elapsed: 11 days, 2:32:40 Gen_loss: 2.979 Dis_loss: 1.37 Cls_loss: 1.928 Topk: N/A ada_p: 0.2589
[INFO] 2021-10-29 16:46:36 > Step: 804400 Progress: 80.4% Elapsed: 11 days, 2:34:15 Gen_loss: 1.168 Dis_loss: 2.141 Cls_loss: 2.069 Topk: N/A ada_p: 0.2617
[INFO] 2021-10-29 16:48:13 > Step: 804500 Progress: 80.5% Elapsed: 11 days, 2:35:52 Gen_loss: 2.308 Dis_loss: 1.053 Cls_loss: 1.981 Topk: N/A ada_p: 0.259
[INFO] 2021-10-29 16:49:58 > Step: 804600 Progress: 80.5% Elapsed: 11 days, 2:37:37 Gen_loss: 1.248 Dis_loss: 0.9043 Cls_loss: 2.152 Topk: N/A ada_p: 0.2575
[INFO] 2021-10-29 16:51:33 > Step: 804700 Progress: 80.5% Elapsed: 11 days, 2:39:11 Gen_loss: 1.166 Dis_loss: 0.6245 Cls_loss: 1.701 Topk: N/A ada_p: 0.262
[INFO] 2021-10-29 16:53:08 > Step: 804800 Progress: 80.5% Elapsed: 11 days, 2:40:47 Gen_loss: 2.093 Dis_loss: 0.7764 Cls_loss: 1.756 Topk: N/A ada_p: 0.2599
[INFO] 2021-10-29 16:54:43 > Step: 804900 Progress: 80.5% Elapsed: 11 days, 2:42:22 Gen_loss: 2.459 Dis_loss: 1.043 Cls_loss: 2.205 Topk: N/A ada_p: 0.2598
[INFO] 2021-10-29 16:56:28 > Step: 805000 Progress: 80.5% Elapsed: 11 days, 2:44:07 Gen_loss: 2.671 Dis_loss: 1.004 Cls_loss: 2.128 Topk: N/A ada_p: 0.2603
[INFO] 2021-10-29 16:58:03 > Step: 805100 Progress: 80.5% Elapsed: 11 days, 2:45:42 Gen_loss: 2.013 Dis_loss: 0.8506 Cls_loss: 1.865 Topk: N/A ada_p: 0.2556
[INFO] 2021-10-29 16:59:38 > Step: 805200 Progress: 80.5% Elapsed: 11 days, 2:47:17 Gen_loss: 0.8311 Dis_loss: 1.277 Cls_loss: 2.086 Topk: N/A ada_p: 0.2599
[INFO] 2021-10-29 17:01:13 > Step: 805300 Progress: 80.5% Elapsed: 11 days, 2:48:52 Gen_loss: 2.157 Dis_loss: 1.123 Cls_loss: 1.971 Topk: N/A ada_p: 0.258
[INFO] 2021-10-29 17:02:59 > Step: 805400 Progress: 80.5% Elapsed: 11 days, 2:50:38 Gen_loss: 2.578 Dis_loss: 1.233 Cls_loss: 1.705 Topk: N/A ada_p: 0.2542
[INFO] 2021-10-29 17:04:34 > Step: 805500 Progress: 80.5% Elapsed: 11 days, 2:52:13 Gen_loss: 1.824 Dis_loss: 0.8816 Cls_loss: 1.841 Topk: N/A ada_p: 0.2546
[INFO] 2021-10-29 17:06:08 > Step: 805600 Progress: 80.6% Elapsed: 11 days, 2:53:47 Gen_loss: 3.132 Dis_loss: 1.101 Cls_loss: 2.078 Topk: N/A ada_p: 0.242
[INFO] 2021-10-29 17:07:43 > Step: 805700 Progress: 80.6% Elapsed: 11 days, 2:55:22 Gen_loss: 3.223 Dis_loss: 1.105 Cls_loss: 1.673 Topk: N/A ada_p: 0.2483
[INFO] 2021-10-29 17:09:28 > Step: 805800 Progress: 80.6% Elapsed: 11 days, 2:57:07 Gen_loss: 1.982 Dis_loss: 0.6334 Cls_loss: 1.236 Topk: N/A ada_p: 0.2524
[INFO] 2021-10-29 17:11:03 > Step: 805900 Progress: 80.6% Elapsed: 11 days, 2:58:42 Gen_loss: 3.239 Dis_loss: 1.004 Cls_loss: 1.825 Topk: N/A ada_p: 0.2505
[INFO] 2021-10-29 17:12:38 > Step: 806000 Progress: 80.6% Elapsed: 11 days, 3:00:17 Gen_loss: 2.95 Dis_loss: 1.117 Cls_loss: 1.983 Topk: N/A ada_p: 0.2448
[INFO] 2021-10-29 17:14:12 > Step: 806100 Progress: 80.6% Elapsed: 11 days, 3:01:51 Gen_loss: 1.846 Dis_loss: 0.8444 Cls_loss: 1.673 Topk: N/A ada_p: 0.2457
[INFO] 2021-10-29 17:15:57 > Step: 806200 Progress: 80.6% Elapsed: 11 days, 3:03:36 Gen_loss: 2.538 Dis_loss: 0.8274 Cls_loss: 1.832 Topk: N/A ada_p: 0.2503
[INFO] 2021-10-29 17:17:32 > Step: 806300 Progress: 80.6% Elapsed: 11 days, 3:05:10 Gen_loss: 2.002 Dis_loss: 0.9167 Cls_loss: 1.713 Topk: N/A ada_p: 0.2494
[INFO] 2021-10-29 17:19:06 > Step: 806400 Progress: 80.6% Elapsed: 11 days, 3:06:45 Gen_loss: 2.836 Dis_loss: 0.9729 Cls_loss: 1.938 Topk: N/A ada_p: 0.2489
[INFO] 2021-10-29 17:20:41 > Step: 806500 Progress: 80.7% Elapsed: 11 days, 3:08:19 Gen_loss: 2.4 Dis_loss: 1.05 Cls_loss: 1.902 Topk: N/A ada_p: 0.246
[INFO] 2021-10-29 17:22:25 > Step: 806600 Progress: 80.7% Elapsed: 11 days, 3:10:04 Gen_loss: 3.071 Dis_loss: 1.489 Cls_loss: 1.604 Topk: N/A ada_p: 0.2521
[INFO] 2021-10-29 17:23:59 > Step: 806700 Progress: 80.7% Elapsed: 11 days, 3:11:37 Gen_loss: 3.185 Dis_loss: 0.8894 Cls_loss: 1.948 Topk: N/A ada_p: 0.254
[INFO] 2021-10-29 17:25:32 > Step: 806800 Progress: 80.7% Elapsed: 11 days, 3:13:11 Gen_loss: 2.986 Dis_loss: 1.21 Cls_loss: 1.88 Topk: N/A ada_p: 0.2543
[INFO] 2021-10-29 17:27:06 > Step: 806900 Progress: 80.7% Elapsed: 11 days, 3:14:45 Gen_loss: 1.99 Dis_loss: 1.028 Cls_loss: 2.282 Topk: N/A ada_p: 0.2519
[INFO] 2021-10-29 17:28:50 > Step: 807000 Progress: 80.7% Elapsed: 11 days, 3:16:29 Gen_loss: 3.722 Dis_loss: 0.7378 Cls_loss: 1.949 Topk: N/A ada_p: 0.2585
[INFO] 2021-10-29 17:30:24 > Step: 807100 Progress: 80.7% Elapsed: 11 days, 3:18:03 Gen_loss: 1.535 Dis_loss: 0.8732 Cls_loss: 1.718 Topk: N/A ada_p: 0.2571
[INFO] 2021-10-29 17:31:58 > Step: 807200 Progress: 80.7% Elapsed: 11 days, 3:19:37 Gen_loss: 2.313 Dis_loss: 1.219 Cls_loss: 1.891 Topk: N/A ada_p: 0.2533
[INFO] 2021-10-29 17:33:33 > Step: 807300 Progress: 80.7% Elapsed: 11 days, 3:21:11 Gen_loss: 2.316 Dis_loss: 0.9581 Cls_loss: 2.045 Topk: N/A ada_p: 0.2537
[INFO] 2021-10-29 17:35:17 > Step: 807400 Progress: 80.7% Elapsed: 11 days, 3:22:56 Gen_loss: 2.58 Dis_loss: 0.8543 Cls_loss: 1.669 Topk: N/A ada_p: 0.2534
[INFO] 2021-10-29 17:36:52 > Step: 807500 Progress: 80.8% Elapsed: 11 days, 3:24:31 Gen_loss: 1.107 Dis_loss: 1.146 Cls_loss: 2.016 Topk: N/A ada_p: 0.2551
[INFO] 2021-10-29 17:38:26 > Step: 807600 Progress: 80.8% Elapsed: 11 days, 3:26:05 Gen_loss: 2.132 Dis_loss: 1.339 Cls_loss: 1.776 Topk: N/A ada_p: 0.2492
[INFO] 2021-10-29 17:40:12 > Step: 807700 Progress: 80.8% Elapsed: 11 days, 3:27:51 Gen_loss: 1.845 Dis_loss: 0.8213 Cls_loss: 1.781 Topk: N/A ada_p: 0.2485
[INFO] 2021-10-29 17:41:46 > Step: 807800 Progress: 80.8% Elapsed: 11 days, 3:29:25 Gen_loss: 2.873 Dis_loss: 1.098 Cls_loss: 2.297 Topk: N/A ada_p: 0.2506
[INFO] 2021-10-29 17:43:21 > Step: 807900 Progress: 80.8% Elapsed: 11 days, 3:31:00 Gen_loss: 2.3 Dis_loss: 1.046 Cls_loss: 2.392 Topk: N/A ada_p: 0.2515
[INFO] 2021-10-29 17:44:56 > Step: 808000 Progress: 80.8% Elapsed: 11 days, 3:32:35 Gen_loss: 1.433 Dis_loss: 1.458 Cls_loss: 2.042 Topk: N/A ada_p: 0.252
[INFO] 2021-10-29 17:46:41 > Step: 808100 Progress: 80.8% Elapsed: 11 days, 3:34:20 Gen_loss: 2.269 Dis_loss: 0.8622 Cls_loss: 1.56 Topk: N/A ada_p: 0.2542
[INFO] 2021-10-29 17:48:15 > Step: 808200 Progress: 80.8% Elapsed: 11 days, 3:35:54 Gen_loss: 1.448 Dis_loss: 1.155 Cls_loss: 2.258 Topk: N/A ada_p: 0.258
[INFO] 2021-10-29 17:49:51 > Step: 808300 Progress: 80.8% Elapsed: 11 days, 3:37:29 Gen_loss: 3.242 Dis_loss: 0.9981 Cls_loss: 1.864 Topk: N/A ada_p: 0.2548
[INFO] 2021-10-29 17:51:25 > Step: 808400 Progress: 80.8% Elapsed: 11 days, 3:39:04 Gen_loss: 1.41 Dis_loss: 0.96 Cls_loss: 1.377 Topk: N/A ada_p: 0.2551
[INFO] 2021-10-29 17:53:10 > Step: 808500 Progress: 80.8% Elapsed: 11 days, 3:40:49 Gen_loss: 3.241 Dis_loss: 1.4 Cls_loss: 1.885 Topk: N/A ada_p: 0.2619
[INFO] 2021-10-29 17:54:45 > Step: 808600 Progress: 80.9% Elapsed: 11 days, 3:42:24 Gen_loss: 2.629 Dis_loss: 1.159 Cls_loss: 2.093 Topk: N/A ada_p: 0.2636
[INFO] 2021-10-29 17:56:20 > Step: 808700 Progress: 80.9% Elapsed: 11 days, 3:43:59 Gen_loss: 1.744 Dis_loss: 1.377 Cls_loss: 1.54 Topk: N/A ada_p: 0.2592
[INFO] 2021-10-29 17:57:56 > Step: 808800 Progress: 80.9% Elapsed: 11 days, 3:45:34 Gen_loss: 2.91 Dis_loss: 0.9865 Cls_loss: 1.856 Topk: N/A ada_p: 0.2602
[INFO] 2021-10-29 17:59:41 > Step: 808900 Progress: 80.9% Elapsed: 11 days, 3:47:19 Gen_loss: 1.644 Dis_loss: 0.9833 Cls_loss: 1.75 Topk: N/A ada_p: 0.2534
[INFO] 2021-10-29 18:01:15 > Step: 809000 Progress: 80.9% Elapsed: 11 days, 3:48:54 Gen_loss: 2.345 Dis_loss: 1.054 Cls_loss: 1.952 Topk: N/A ada_p: 0.2555
[INFO] 2021-10-29 18:02:50 > Step: 809100 Progress: 80.9% Elapsed: 11 days, 3:50:29 Gen_loss: 2.867 Dis_loss: 1.032 Cls_loss: 1.901 Topk: N/A ada_p: 0.2558
[INFO] 2021-10-29 18:04:25 > Step: 809200 Progress: 80.9% Elapsed: 11 days, 3:52:04 Gen_loss: 2.937 Dis_loss: 1.348 Cls_loss: 2.152 Topk: N/A ada_p: 0.2538
[INFO] 2021-10-29 18:06:10 > Step: 809300 Progress: 80.9% Elapsed: 11 days, 3:53:49 Gen_loss: 2.515 Dis_loss: 1.298 Cls_loss: 1.965 Topk: N/A ada_p: 0.2572
[INFO] 2021-10-29 18:07:45 > Step: 809400 Progress: 80.9% Elapsed: 11 days, 3:55:23 Gen_loss: 3.306 Dis_loss: 1.509 Cls_loss: 1.659 Topk: N/A ada_p: 0.2555
[INFO] 2021-10-29 18:09:20 > Step: 809500 Progress: 81.0% Elapsed: 11 days, 3:56:59 Gen_loss: 2.177 Dis_loss: 0.8716 Cls_loss: 1.966 Topk: N/A ada_p: 0.2592
[INFO] 2021-10-29 18:10:55 > Step: 809600 Progress: 81.0% Elapsed: 11 days, 3:58:34 Gen_loss: 1.199 Dis_loss: 1.764 Cls_loss: 1.773 Topk: N/A ada_p: 0.2592
[INFO] 2021-10-29 18:12:40 > Step: 809700 Progress: 81.0% Elapsed: 11 days, 4:00:19 Gen_loss: 3.076 Dis_loss: 0.9069 Cls_loss: 1.825 Topk: N/A ada_p: 0.2601
[INFO] 2021-10-29 18:14:15 > Step: 809800 Progress: 81.0% Elapsed: 11 days, 4:01:54 Gen_loss: 3.632 Dis_loss: 1.361 Cls_loss: 1.915 Topk: N/A ada_p: 0.2567
[INFO] 2021-10-29 18:15:50 > Step: 809900 Progress: 81.0% Elapsed: 11 days, 4:03:29 Gen_loss: 1.656 Dis_loss: 1.052 Cls_loss: 1.954 Topk: N/A ada_p: 0.2461
[INFO] 2021-10-29 18:17:26 > Step: 810000 Progress: 81.0% Elapsed: 11 days, 4:05:05 Gen_loss: 2.198 Dis_loss: 0.9875 Cls_loss: 1.923 Topk: N/A ada_p: 0.2476
[INFO] 2021-10-29 18:17:26 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-29 18:17:26 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_810000.png
[INFO] 2021-10-29 18:17:26 > Start Evaluation (810000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-29 18:17:26 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-29 18:23:00 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-29 18:28:40 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-29 18:52:45 > Inception score (Step: 810000, 50000 generated images): 10.579751968383789
[INFO] 2021-10-29 18:52:45 > FID score (Step: 810000, Using train moments): 2.3942919133178293
[INFO] 2021-10-29 18:52:45 > Improved Precision (Step: 810000, Using train images): 0.76084
[INFO] 2021-10-29 18:52:45 > Improved Recall (Step: 810000, Using train images): 0.64312
[INFO] 2021-10-29 18:52:45 > Density (Step: 810000, Using train images): 1.0652760000000001
[INFO] 2021-10-29 18:52:45 > Coverage (Step: 810000, Using train images): 0.9304
[INFO] 2021-10-29 18:52:45 > Best FID score (Step: 780000, Using train moments): 2.3746075871417816
[INFO] 2021-10-29 18:52:59 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-29 18:57:57 > Step: 810100 Progress: 81.0% Elapsed: 11 days, 4:45:36 Gen_loss: 2.914 Dis_loss: 0.8981 Cls_loss: 2.072 Topk: N/A ada_p: 0.246
[INFO] 2021-10-29 18:59:31 > Step: 810200 Progress: 81.0% Elapsed: 11 days, 4:47:10 Gen_loss: 2.662 Dis_loss: 1.364 Cls_loss: 1.797 Topk: N/A ada_p: 0.245
[INFO] 2021-10-29 19:01:06 > Step: 810300 Progress: 81.0% Elapsed: 11 days, 4:48:45 Gen_loss: 2.778 Dis_loss: 1.313 Cls_loss: 1.792 Topk: N/A ada_p: 0.2461
[INFO] 2021-10-29 19:02:40 > Step: 810400 Progress: 81.0% Elapsed: 11 days, 4:50:19 Gen_loss: 1.617 Dis_loss: 1.278 Cls_loss: 1.881 Topk: N/A ada_p: 0.2466
[INFO] 2021-10-29 19:04:25 > Step: 810500 Progress: 81.0% Elapsed: 11 days, 4:52:04 Gen_loss: 2.454 Dis_loss: 1.021 Cls_loss: 1.952 Topk: N/A ada_p: 0.2524
[INFO] 2021-10-29 19:06:00 > Step: 810600 Progress: 81.1% Elapsed: 11 days, 4:53:38 Gen_loss: 2.954 Dis_loss: 0.6477 Cls_loss: 1.544 Topk: N/A ada_p: 0.2473
[INFO] 2021-10-29 19:07:34 > Step: 810700 Progress: 81.1% Elapsed: 11 days, 4:55:13 Gen_loss: 2.789 Dis_loss: 0.7995 Cls_loss: 1.526 Topk: N/A ada_p: 0.2464
[INFO] 2021-10-29 19:09:09 > Step: 810800 Progress: 81.1% Elapsed: 11 days, 4:56:47 Gen_loss: 1.971 Dis_loss: 1.359 Cls_loss: 1.917 Topk: N/A ada_p: 0.2494
[INFO] 2021-10-29 19:10:53 > Step: 810900 Progress: 81.1% Elapsed: 11 days, 4:58:32 Gen_loss: 2.064 Dis_loss: 1.024 Cls_loss: 1.755 Topk: N/A ada_p: 0.2437
[INFO] 2021-10-29 19:12:29 > Step: 811000 Progress: 81.1% Elapsed: 11 days, 5:00:07 Gen_loss: 1.703 Dis_loss: 0.7167 Cls_loss: 1.749 Topk: N/A ada_p: 0.2483
[INFO] 2021-10-29 19:14:04 > Step: 811100 Progress: 81.1% Elapsed: 11 days, 5:01:42 Gen_loss: 3.27 Dis_loss: 1.528 Cls_loss: 1.752 Topk: N/A ada_p: 0.2523
[INFO] 2021-10-29 19:15:39 > Step: 811200 Progress: 81.1% Elapsed: 11 days, 5:03:17 Gen_loss: 2.653 Dis_loss: 1.027 Cls_loss: 1.696 Topk: N/A ada_p: 0.2487
[INFO] 2021-10-29 19:17:24 > Step: 811300 Progress: 81.1% Elapsed: 11 days, 5:05:03 Gen_loss: 1.854 Dis_loss: 1.267 Cls_loss: 1.73 Topk: N/A ada_p: 0.2524
[INFO] 2021-10-29 19:19:00 > Step: 811400 Progress: 81.1% Elapsed: 11 days, 5:06:38 Gen_loss: 3.294 Dis_loss: 0.9175 Cls_loss: 1.916 Topk: N/A ada_p: 0.2516
[INFO] 2021-10-29 19:20:35 > Step: 811500 Progress: 81.2% Elapsed: 11 days, 5:08:14 Gen_loss: 1.159 Dis_loss: 1.236 Cls_loss: 1.626 Topk: N/A ada_p: 0.2564
[INFO] 2021-10-29 19:22:21 > Step: 811600 Progress: 81.2% Elapsed: 11 days, 5:10:00 Gen_loss: 0.7763 Dis_loss: 1.737 Cls_loss: 2.262 Topk: N/A ada_p: 0.2566
[INFO] 2021-10-29 19:23:55 > Step: 811700 Progress: 81.2% Elapsed: 11 days, 5:11:34 Gen_loss: 2.416 Dis_loss: 1.076 Cls_loss: 1.673 Topk: N/A ada_p: 0.2562
[INFO] 2021-10-29 19:25:30 > Step: 811800 Progress: 81.2% Elapsed: 11 days, 5:13:09 Gen_loss: 2.272 Dis_loss: 1.256 Cls_loss: 1.775 Topk: N/A ada_p: 0.2552
[INFO] 2021-10-29 19:27:06 > Step: 811900 Progress: 81.2% Elapsed: 11 days, 5:14:45 Gen_loss: 2.757 Dis_loss: 0.7526 Cls_loss: 1.654 Topk: N/A ada_p: 0.2587
[INFO] 2021-10-29 19:28:51 > Step: 812000 Progress: 81.2% Elapsed: 11 days, 5:16:30 Gen_loss: 3.366 Dis_loss: 2.786 Cls_loss: 1.975 Topk: N/A ada_p: 0.2574
[INFO] 2021-10-29 19:30:26 > Step: 812100 Progress: 81.2% Elapsed: 11 days, 5:18:05 Gen_loss: 2.913 Dis_loss: 1.104 Cls_loss: 2.072 Topk: N/A ada_p: 0.2606
[INFO] 2021-10-29 19:32:00 > Step: 812200 Progress: 81.2% Elapsed: 11 days, 5:19:39 Gen_loss: 1.022 Dis_loss: 1.056 Cls_loss: 1.689 Topk: N/A ada_p: 0.2652
[INFO] 2021-10-29 19:33:35 > Step: 812300 Progress: 81.2% Elapsed: 11 days, 5:21:14 Gen_loss: 2.551 Dis_loss: 0.7578 Cls_loss: 1.855 Topk: N/A ada_p: 0.2656
[INFO] 2021-10-29 19:35:20 > Step: 812400 Progress: 81.2% Elapsed: 11 days, 5:22:59 Gen_loss: 3.408 Dis_loss: 1.007 Cls_loss: 1.918 Topk: N/A ada_p: 0.2643
[INFO] 2021-10-29 19:36:55 > Step: 812500 Progress: 81.2% Elapsed: 11 days, 5:24:34 Gen_loss: 1.571 Dis_loss: 1.413 Cls_loss: 1.709 Topk: N/A ada_p: 0.2598
[INFO] 2021-10-29 19:38:31 > Step: 812600 Progress: 81.3% Elapsed: 11 days, 5:26:10 Gen_loss: 2.189 Dis_loss: 0.7951 Cls_loss: 1.804 Topk: N/A ada_p: 0.2606
[INFO] 2021-10-29 19:40:06 > Step: 812700 Progress: 81.3% Elapsed: 11 days, 5:27:45 Gen_loss: 2.144 Dis_loss: 0.7351 Cls_loss: 1.731 Topk: N/A ada_p: 0.2576
[INFO] 2021-10-29 19:41:51 > Step: 812800 Progress: 81.3% Elapsed: 11 days, 5:29:30 Gen_loss: 2.563 Dis_loss: 1.086 Cls_loss: 1.61 Topk: N/A ada_p: 0.2579
[INFO] 2021-10-29 19:43:25 > Step: 812900 Progress: 81.3% Elapsed: 11 days, 5:31:04 Gen_loss: 2.734 Dis_loss: 0.7733 Cls_loss: 1.954 Topk: N/A ada_p: 0.2611
[INFO] 2021-10-29 19:45:00 > Step: 813000 Progress: 81.3% Elapsed: 11 days, 5:32:39 Gen_loss: 3.834 Dis_loss: 1.212 Cls_loss: 2.051 Topk: N/A ada_p: 0.2549
[INFO] 2021-10-29 19:46:36 > Step: 813100 Progress: 81.3% Elapsed: 11 days, 5:34:15 Gen_loss: 1.932 Dis_loss: 1.166 Cls_loss: 1.967 Topk: N/A ada_p: 0.2543
[INFO] 2021-10-29 19:48:21 > Step: 813200 Progress: 81.3% Elapsed: 11 days, 5:36:00 Gen_loss: 1.164 Dis_loss: 0.8891 Cls_loss: 1.636 Topk: N/A ada_p: 0.254
[INFO] 2021-10-29 19:49:56 > Step: 813300 Progress: 81.3% Elapsed: 11 days, 5:37:35 Gen_loss: 2.913 Dis_loss: 1.079 Cls_loss: 2.118 Topk: N/A ada_p: 0.2565
[INFO] 2021-10-29 19:51:31 > Step: 813400 Progress: 81.3% Elapsed: 11 days, 5:39:10 Gen_loss: 1.582 Dis_loss: 0.6144 Cls_loss: 1.743 Topk: N/A ada_p: 0.2634
[INFO] 2021-10-29 19:53:06 > Step: 813500 Progress: 81.3% Elapsed: 11 days, 5:40:45 Gen_loss: 2.825 Dis_loss: 1.174 Cls_loss: 1.754 Topk: N/A ada_p: 0.2674
[INFO] 2021-10-29 19:54:51 > Step: 813600 Progress: 81.4% Elapsed: 11 days, 5:42:30 Gen_loss: 2.776 Dis_loss: 0.6799 Cls_loss: 1.622 Topk: N/A ada_p: 0.2643
[INFO] 2021-10-29 19:56:26 > Step: 813700 Progress: 81.4% Elapsed: 11 days, 5:44:05 Gen_loss: 2.131 Dis_loss: 1.058 Cls_loss: 1.793 Topk: N/A ada_p: 0.2555
[INFO] 2021-10-29 19:58:01 > Step: 813800 Progress: 81.4% Elapsed: 11 days, 5:45:39 Gen_loss: 3.233 Dis_loss: 0.9115 Cls_loss: 1.738 Topk: N/A ada_p: 0.2488
[INFO] 2021-10-29 19:59:37 > Step: 813900 Progress: 81.4% Elapsed: 11 days, 5:47:16 Gen_loss: 1.749 Dis_loss: 1.016 Cls_loss: 1.93 Topk: N/A ada_p: 0.2569
[INFO] 2021-10-29 20:01:22 > Step: 814000 Progress: 81.4% Elapsed: 11 days, 5:49:00 Gen_loss: 1.738 Dis_loss: 2.207 Cls_loss: 2.096 Topk: N/A ada_p: 0.2543
[INFO] 2021-10-29 20:02:57 > Step: 814100 Progress: 81.4% Elapsed: 11 days, 5:50:35 Gen_loss: 2.521 Dis_loss: 0.8906 Cls_loss: 1.943 Topk: N/A ada_p: 0.2534
[INFO] 2021-10-29 20:04:31 > Step: 814200 Progress: 81.4% Elapsed: 11 days, 5:52:10 Gen_loss: 1.835 Dis_loss: 0.5954 Cls_loss: 1.44 Topk: N/A ada_p: 0.2567
[INFO] 2021-10-29 20:06:06 > Step: 814300 Progress: 81.4% Elapsed: 11 days, 5:53:45 Gen_loss: 3.015 Dis_loss: 0.8233 Cls_loss: 1.55 Topk: N/A ada_p: 0.2576
[INFO] 2021-10-29 20:07:51 > Step: 814400 Progress: 81.4% Elapsed: 11 days, 5:55:30 Gen_loss: 1.797 Dis_loss: 0.6114 Cls_loss: 1.796 Topk: N/A ada_p: 0.2592
[INFO] 2021-10-29 20:09:26 > Step: 814500 Progress: 81.5% Elapsed: 11 days, 5:57:05 Gen_loss: 2.252 Dis_loss: 0.9928 Cls_loss: 1.895 Topk: N/A ada_p: 0.259
[INFO] 2021-10-29 20:11:02 > Step: 814600 Progress: 81.5% Elapsed: 11 days, 5:58:40 Gen_loss: 3.085 Dis_loss: 1.243 Cls_loss: 1.936 Topk: N/A ada_p: 0.2619
[INFO] 2021-10-29 20:12:36 > Step: 814700 Progress: 81.5% Elapsed: 11 days, 6:00:15 Gen_loss: 2.533 Dis_loss: 0.8372 Cls_loss: 1.56 Topk: N/A ada_p: 0.2569
[INFO] 2021-10-29 20:14:21 > Step: 814800 Progress: 81.5% Elapsed: 11 days, 6:02:00 Gen_loss: 1.167 Dis_loss: 1.103 Cls_loss: 2.104 Topk: N/A ada_p: 0.2561
[INFO] 2021-10-29 20:15:56 > Step: 814900 Progress: 81.5% Elapsed: 11 days, 6:03:35 Gen_loss: 1.053 Dis_loss: 1.009 Cls_loss: 2.13 Topk: N/A ada_p: 0.2498
[INFO] 2021-10-29 20:17:31 > Step: 815000 Progress: 81.5% Elapsed: 11 days, 6:05:09 Gen_loss: 1.643 Dis_loss: 0.7245 Cls_loss: 1.737 Topk: N/A ada_p: 0.2544
[INFO] 2021-10-29 20:19:05 > Step: 815100 Progress: 81.5% Elapsed: 11 days, 6:06:44 Gen_loss: 2.239 Dis_loss: 0.8048 Cls_loss: 1.589 Topk: N/A ada_p: 0.2528
[INFO] 2021-10-29 20:20:50 > Step: 815200 Progress: 81.5% Elapsed: 11 days, 6:08:29 Gen_loss: 2.332 Dis_loss: 0.7583 Cls_loss: 2.091 Topk: N/A ada_p: 0.251
[INFO] 2021-10-29 20:22:25 > Step: 815300 Progress: 81.5% Elapsed: 11 days, 6:10:04 Gen_loss: 2.192 Dis_loss: 0.96 Cls_loss: 1.877 Topk: N/A ada_p: 0.2539
[INFO] 2021-10-29 20:23:59 > Step: 815400 Progress: 81.5% Elapsed: 11 days, 6:11:38 Gen_loss: 2.588 Dis_loss: 1.219 Cls_loss: 2.067 Topk: N/A ada_p: 0.2462
[INFO] 2021-10-29 20:25:44 > Step: 815500 Progress: 81.5% Elapsed: 11 days, 6:13:23 Gen_loss: 2.741 Dis_loss: 1.208 Cls_loss: 1.794 Topk: N/A ada_p: 0.2448
[INFO] 2021-10-29 20:27:18 > Step: 815600 Progress: 81.6% Elapsed: 11 days, 6:14:57 Gen_loss: 2.728 Dis_loss: 0.9862 Cls_loss: 1.663 Topk: N/A ada_p: 0.2443
[INFO] 2021-10-29 20:28:53 > Step: 815700 Progress: 81.6% Elapsed: 11 days, 6:16:32 Gen_loss: 1.051 Dis_loss: 1.155 Cls_loss: 2.022 Topk: N/A ada_p: 0.2452
[INFO] 2021-10-29 20:30:27 > Step: 815800 Progress: 81.6% Elapsed: 11 days, 6:18:06 Gen_loss: 2.867 Dis_loss: 0.8674 Cls_loss: 2.177 Topk: N/A ada_p: 0.2432
[INFO] 2021-10-29 20:32:12 > Step: 815900 Progress: 81.6% Elapsed: 11 days, 6:19:50 Gen_loss: 2.226 Dis_loss: 0.768 Cls_loss: 1.748 Topk: N/A ada_p: 0.2507
[INFO] 2021-10-29 20:33:46 > Step: 816000 Progress: 81.6% Elapsed: 11 days, 6:21:24 Gen_loss: 2.337 Dis_loss: 0.6986 Cls_loss: 1.588 Topk: N/A ada_p: 0.251
[INFO] 2021-10-29 20:35:20 > Step: 816100 Progress: 81.6% Elapsed: 11 days, 6:22:59 Gen_loss: 1.863 Dis_loss: 1.051 Cls_loss: 1.866 Topk: N/A ada_p: 0.2483
[INFO] 2021-10-29 20:36:54 > Step: 816200 Progress: 81.6% Elapsed: 11 days, 6:24:32 Gen_loss: 1.37 Dis_loss: 1.27 Cls_loss: 1.796 Topk: N/A ada_p: 0.2406
[INFO] 2021-10-29 20:38:37 > Step: 816300 Progress: 81.6% Elapsed: 11 days, 6:26:16 Gen_loss: 1.136 Dis_loss: 1.947 Cls_loss: 2.091 Topk: N/A ada_p: 0.2415
[INFO] 2021-10-29 20:40:11 > Step: 816400 Progress: 81.6% Elapsed: 11 days, 6:27:50 Gen_loss: 1.607 Dis_loss: 0.6442 Cls_loss: 1.722 Topk: N/A ada_p: 0.2453
[INFO] 2021-10-29 20:41:45 > Step: 816500 Progress: 81.7% Elapsed: 11 days, 6:29:24 Gen_loss: 2.546 Dis_loss: 1.222 Cls_loss: 2.14 Topk: N/A ada_p: 0.2475
[INFO] 2021-10-29 20:43:18 > Step: 816600 Progress: 81.7% Elapsed: 11 days, 6:30:57 Gen_loss: 2.03 Dis_loss: 0.7891 Cls_loss: 1.927 Topk: N/A ada_p: 0.2491
[INFO] 2021-10-29 20:45:02 > Step: 816700 Progress: 81.7% Elapsed: 11 days, 6:32:41 Gen_loss: 2.971 Dis_loss: 0.8302 Cls_loss: 1.894 Topk: N/A ada_p: 0.2525
[INFO] 2021-10-29 20:46:37 > Step: 816800 Progress: 81.7% Elapsed: 11 days, 6:34:15 Gen_loss: 1.444 Dis_loss: 1.489 Cls_loss: 1.581 Topk: N/A ada_p: 0.2535
[INFO] 2021-10-29 20:48:12 > Step: 816900 Progress: 81.7% Elapsed: 11 days, 6:35:50 Gen_loss: 2.718 Dis_loss: 0.8344 Cls_loss: 2.018 Topk: N/A ada_p: 0.2485
[INFO] 2021-10-29 20:49:47 > Step: 817000 Progress: 81.7% Elapsed: 11 days, 6:37:26 Gen_loss: 4.71 Dis_loss: 0.7726 Cls_loss: 1.891 Topk: N/A ada_p: 0.2434
[INFO] 2021-10-29 20:51:31 > Step: 817100 Progress: 81.7% Elapsed: 11 days, 6:39:10 Gen_loss: 3.537 Dis_loss: 0.8701 Cls_loss: 1.443 Topk: N/A ada_p: 0.2402
[INFO] 2021-10-29 20:53:06 > Step: 817200 Progress: 81.7% Elapsed: 11 days, 6:40:45 Gen_loss: 2.142 Dis_loss: 0.8976 Cls_loss: 1.865 Topk: N/A ada_p: 0.2382
[INFO] 2021-10-29 20:54:41 > Step: 817300 Progress: 81.7% Elapsed: 11 days, 6:42:20 Gen_loss: 2.406 Dis_loss: 0.65 Cls_loss: 1.717 Topk: N/A ada_p: 0.2419
[INFO] 2021-10-29 20:56:16 > Step: 817400 Progress: 81.7% Elapsed: 11 days, 6:43:54 Gen_loss: 2.057 Dis_loss: 0.9398 Cls_loss: 1.784 Topk: N/A ada_p: 0.2452
[INFO] 2021-10-29 20:58:01 > Step: 817500 Progress: 81.8% Elapsed: 11 days, 6:45:39 Gen_loss: 1.232 Dis_loss: 1.198 Cls_loss: 1.656 Topk: N/A ada_p: 0.2423
[INFO] 2021-10-29 20:59:35 > Step: 817600 Progress: 81.8% Elapsed: 11 days, 6:47:14 Gen_loss: 1.403 Dis_loss: 0.7879 Cls_loss: 1.628 Topk: N/A ada_p: 0.2507
[INFO] 2021-10-29 21:01:11 > Step: 817700 Progress: 81.8% Elapsed: 11 days, 6:48:49 Gen_loss: 2.874 Dis_loss: 0.8388 Cls_loss: 1.6 Topk: N/A ada_p: 0.2506
[INFO] 2021-10-29 21:02:46 > Step: 817800 Progress: 81.8% Elapsed: 11 days, 6:50:24 Gen_loss: 2.377 Dis_loss: 0.9227 Cls_loss: 2.286 Topk: N/A ada_p: 0.2503
[INFO] 2021-10-29 21:04:31 > Step: 817900 Progress: 81.8% Elapsed: 11 days, 6:52:09 Gen_loss: 2.615 Dis_loss: 1.053 Cls_loss: 2.001 Topk: N/A ada_p: 0.2515
[INFO] 2021-10-29 21:06:06 > Step: 818000 Progress: 81.8% Elapsed: 11 days, 6:53:44 Gen_loss: 2.724 Dis_loss: 0.946 Cls_loss: 1.894 Topk: N/A ada_p: 0.252
[INFO] 2021-10-29 21:07:41 > Step: 818100 Progress: 81.8% Elapsed: 11 days, 6:55:20 Gen_loss: 2.001 Dis_loss: 1.013 Cls_loss: 2.333 Topk: N/A ada_p: 0.2524
[INFO] 2021-10-29 21:09:16 > Step: 818200 Progress: 81.8% Elapsed: 11 days, 6:56:55 Gen_loss: 2.474 Dis_loss: 0.6393 Cls_loss: 1.736 Topk: N/A ada_p: 0.2547
[INFO] 2021-10-29 21:11:01 > Step: 818300 Progress: 81.8% Elapsed: 11 days, 6:58:40 Gen_loss: 2.255 Dis_loss: 0.7863 Cls_loss: 1.833 Topk: N/A ada_p: 0.2576
[INFO] 2021-10-29 21:12:36 > Step: 818400 Progress: 81.8% Elapsed: 11 days, 7:00:14 Gen_loss: 1.55 Dis_loss: 0.9829 Cls_loss: 1.554 Topk: N/A ada_p: 0.2597
[INFO] 2021-10-29 21:14:11 > Step: 818500 Progress: 81.8% Elapsed: 11 days, 7:01:50 Gen_loss: 3.367 Dis_loss: 1.29 Cls_loss: 1.811 Topk: N/A ada_p: 0.2613
[INFO] 2021-10-29 21:15:45 > Step: 818600 Progress: 81.9% Elapsed: 11 days, 7:03:24 Gen_loss: 2.0 Dis_loss: 0.9554 Cls_loss: 1.971 Topk: N/A ada_p: 0.2616
[INFO] 2021-10-29 21:17:31 > Step: 818700 Progress: 81.9% Elapsed: 11 days, 7:05:10 Gen_loss: 2.391 Dis_loss: 1.047 Cls_loss: 2.011 Topk: N/A ada_p: 0.2622
[INFO] 2021-10-29 21:19:06 > Step: 818800 Progress: 81.9% Elapsed: 11 days, 7:06:45 Gen_loss: 1.633 Dis_loss: 0.7733 Cls_loss: 1.797 Topk: N/A ada_p: 0.254
[INFO] 2021-10-29 21:20:41 > Step: 818900 Progress: 81.9% Elapsed: 11 days, 7:08:20 Gen_loss: 1.912 Dis_loss: 0.9223 Cls_loss: 1.701 Topk: N/A ada_p: 0.256
[INFO] 2021-10-29 21:22:16 > Step: 819000 Progress: 81.9% Elapsed: 11 days, 7:09:55 Gen_loss: 2.112 Dis_loss: 0.6379 Cls_loss: 1.746 Topk: N/A ada_p: 0.2521
[INFO] 2021-10-29 21:24:01 > Step: 819100 Progress: 81.9% Elapsed: 11 days, 7:11:40 Gen_loss: 2.697 Dis_loss: 0.9122 Cls_loss: 1.775 Topk: N/A ada_p: 0.2505
[INFO] 2021-10-29 21:25:37 > Step: 819200 Progress: 81.9% Elapsed: 11 days, 7:13:15 Gen_loss: 1.66 Dis_loss: 1.653 Cls_loss: 2.113 Topk: N/A ada_p: 0.2553
[INFO] 2021-10-29 21:27:12 > Step: 819300 Progress: 81.9% Elapsed: 11 days, 7:14:50 Gen_loss: 2.029 Dis_loss: 1.296 Cls_loss: 1.998 Topk: N/A ada_p: 0.2537
[INFO] 2021-10-29 21:28:56 > Step: 819400 Progress: 81.9% Elapsed: 11 days, 7:16:35 Gen_loss: 3.017 Dis_loss: 0.7912 Cls_loss: 2.156 Topk: N/A ada_p: 0.2506
[INFO] 2021-10-29 21:30:32 > Step: 819500 Progress: 82.0% Elapsed: 11 days, 7:18:11 Gen_loss: 2.3 Dis_loss: 0.8814 Cls_loss: 1.911 Topk: N/A ada_p: 0.2558
[INFO] 2021-10-29 21:32:07 > Step: 819600 Progress: 82.0% Elapsed: 11 days, 7:19:46 Gen_loss: 1.621 Dis_loss: 1.05 Cls_loss: 1.799 Topk: N/A ada_p: 0.2558
[INFO] 2021-10-29 21:33:42 > Step: 819700 Progress: 82.0% Elapsed: 11 days, 7:21:21 Gen_loss: 1.143 Dis_loss: 0.8351 Cls_loss: 1.693 Topk: N/A ada_p: 0.2611
[INFO] 2021-10-29 21:35:27 > Step: 819800 Progress: 82.0% Elapsed: 11 days, 7:23:06 Gen_loss: 0.9692 Dis_loss: 1.458 Cls_loss: 2.146 Topk: N/A ada_p: 0.2578
[INFO] 2021-10-29 21:37:02 > Step: 819900 Progress: 82.0% Elapsed: 11 days, 7:24:41 Gen_loss: 1.614 Dis_loss: 0.9817 Cls_loss: 1.94 Topk: N/A ada_p: 0.2561
[INFO] 2021-10-29 21:38:37 > Step: 820000 Progress: 82.0% Elapsed: 11 days, 7:26:16 Gen_loss: 2.451 Dis_loss: 1.261 Cls_loss: 2.051 Topk: N/A ada_p: 0.2561
[INFO] 2021-10-29 21:38:37 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-29 21:38:37 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_820000.png
[INFO] 2021-10-29 21:38:37 > Start Evaluation (820000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-29 21:38:38 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-29 21:44:11 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-29 21:49:50 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-29 22:13:29 > Inception score (Step: 820000, 50000 generated images): 10.495503425598145
[INFO] 2021-10-29 22:13:29 > FID score (Step: 820000, Using train moments): 2.3804460754349748
[INFO] 2021-10-29 22:13:29 > Improved Precision (Step: 820000, Using train images): 0.76236
[INFO] 2021-10-29 22:13:29 > Improved Recall (Step: 820000, Using train images): 0.64294
[INFO] 2021-10-29 22:13:29 > Density (Step: 820000, Using train images): 1.0611840000000001
[INFO] 2021-10-29 22:13:29 > Coverage (Step: 820000, Using train images): 0.93196
[INFO] 2021-10-29 22:13:29 > Best FID score (Step: 780000, Using train moments): 2.3746075871417816
[INFO] 2021-10-29 22:13:39 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-29 22:18:51 > Step: 820100 Progress: 82.0% Elapsed: 11 days, 8:06:29 Gen_loss: 2.627 Dis_loss: 0.8939 Cls_loss: 1.775 Topk: N/A ada_p: 0.2619
[INFO] 2021-10-29 22:20:41 > Step: 820200 Progress: 82.0% Elapsed: 11 days, 8:08:20 Gen_loss: 2.437 Dis_loss: 1.401 Cls_loss: 2.209 Topk: N/A ada_p: 0.2601
[INFO] 2021-10-29 22:22:16 > Step: 820300 Progress: 82.0% Elapsed: 11 days, 8:09:54 Gen_loss: 1.961 Dis_loss: 0.9139 Cls_loss: 1.788 Topk: N/A ada_p: 0.2543
[INFO] 2021-10-29 22:23:50 > Step: 820400 Progress: 82.0% Elapsed: 11 days, 8:11:29 Gen_loss: 2.3 Dis_loss: 0.8011 Cls_loss: 1.602 Topk: N/A ada_p: 0.2474
[INFO] 2021-10-29 22:25:25 > Step: 820500 Progress: 82.0% Elapsed: 11 days, 8:13:03 Gen_loss: 2.199 Dis_loss: 0.983 Cls_loss: 2.069 Topk: N/A ada_p: 0.2468
[INFO] 2021-10-29 22:27:09 > Step: 820600 Progress: 82.1% Elapsed: 11 days, 8:14:48 Gen_loss: 2.143 Dis_loss: 0.7091 Cls_loss: 1.791 Topk: N/A ada_p: 0.2503
[INFO] 2021-10-29 22:28:45 > Step: 820700 Progress: 82.1% Elapsed: 11 days, 8:16:23 Gen_loss: 1.315 Dis_loss: 2.02 Cls_loss: 2.046 Topk: N/A ada_p: 0.2569
[INFO] 2021-10-29 22:30:19 > Step: 820800 Progress: 82.1% Elapsed: 11 days, 8:17:58 Gen_loss: 2.462 Dis_loss: 1.166 Cls_loss: 2.013 Topk: N/A ada_p: 0.2564
[INFO] 2021-10-29 22:31:54 > Step: 820900 Progress: 82.1% Elapsed: 11 days, 8:19:33 Gen_loss: 1.911 Dis_loss: 0.9544 Cls_loss: 1.613 Topk: N/A ada_p: 0.2578
[INFO] 2021-10-29 22:33:39 > Step: 821000 Progress: 82.1% Elapsed: 11 days, 8:21:18 Gen_loss: 2.12 Dis_loss: 1.074 Cls_loss: 1.639 Topk: N/A ada_p: 0.2585
[INFO] 2021-10-29 22:35:14 > Step: 821100 Progress: 82.1% Elapsed: 11 days, 8:22:52 Gen_loss: 2.243 Dis_loss: 1.076 Cls_loss: 1.948 Topk: N/A ada_p: 0.2594
[INFO] 2021-10-29 22:36:49 > Step: 821200 Progress: 82.1% Elapsed: 11 days, 8:24:27 Gen_loss: 1.744 Dis_loss: 1.32 Cls_loss: 1.837 Topk: N/A ada_p: 0.2553
[INFO] 2021-10-29 22:38:24 > Step: 821300 Progress: 82.1% Elapsed: 11 days, 8:26:02 Gen_loss: 2.201 Dis_loss: 0.8681 Cls_loss: 1.868 Topk: N/A ada_p: 0.259
[INFO] 2021-10-29 22:40:08 > Step: 821400 Progress: 82.1% Elapsed: 11 days, 8:27:47 Gen_loss: 2.16 Dis_loss: 1.003 Cls_loss: 1.677 Topk: N/A ada_p: 0.2562
[INFO] 2021-10-29 22:41:43 > Step: 821500 Progress: 82.2% Elapsed: 11 days, 8:29:22 Gen_loss: 2.949 Dis_loss: 0.7594 Cls_loss: 1.514 Topk: N/A ada_p: 0.2574
[INFO] 2021-10-29 22:43:17 > Step: 821600 Progress: 82.2% Elapsed: 11 days, 8:30:56 Gen_loss: 3.226 Dis_loss: 0.9967 Cls_loss: 2.111 Topk: N/A ada_p: 0.2535
[INFO] 2021-10-29 22:44:53 > Step: 821700 Progress: 82.2% Elapsed: 11 days, 8:32:31 Gen_loss: 2.099 Dis_loss: 0.8555 Cls_loss: 1.7 Topk: N/A ada_p: 0.2521
[INFO] 2021-10-29 22:46:38 > Step: 821800 Progress: 82.2% Elapsed: 11 days, 8:34:17 Gen_loss: 2.853 Dis_loss: 0.8321 Cls_loss: 1.867 Topk: N/A ada_p: 0.2503
[INFO] 2021-10-29 22:48:13 > Step: 821900 Progress: 82.2% Elapsed: 11 days, 8:35:52 Gen_loss: 2.775 Dis_loss: 0.982 Cls_loss: 2.186 Topk: N/A ada_p: 0.2469
[INFO] 2021-10-29 22:49:48 > Step: 822000 Progress: 82.2% Elapsed: 11 days, 8:37:27 Gen_loss: 5.429 Dis_loss: 1.951 Cls_loss: 1.889 Topk: N/A ada_p: 0.2443
[INFO] 2021-10-29 22:51:22 > Step: 822100 Progress: 82.2% Elapsed: 11 days, 8:39:01 Gen_loss: 3.007 Dis_loss: 1.346 Cls_loss: 1.682 Topk: N/A ada_p: 0.2447
[INFO] 2021-10-29 22:53:07 > Step: 822200 Progress: 82.2% Elapsed: 11 days, 8:40:46 Gen_loss: 1.69 Dis_loss: 0.6553 Cls_loss: 1.595 Topk: N/A ada_p: 0.2498
[INFO] 2021-10-29 22:54:42 > Step: 822300 Progress: 82.2% Elapsed: 11 days, 8:42:21 Gen_loss: 3.346 Dis_loss: 1.073 Cls_loss: 1.909 Topk: N/A ada_p: 0.2482
[INFO] 2021-10-29 22:56:17 > Step: 822400 Progress: 82.2% Elapsed: 11 days, 8:43:56 Gen_loss: 2.176 Dis_loss: 0.8117 Cls_loss: 1.686 Topk: N/A ada_p: 0.2489
[INFO] 2021-10-29 22:57:52 > Step: 822500 Progress: 82.2% Elapsed: 11 days, 8:45:30 Gen_loss: 2.288 Dis_loss: 1.154 Cls_loss: 2.028 Topk: N/A ada_p: 0.2468
[INFO] 2021-10-29 22:59:37 > Step: 822600 Progress: 82.3% Elapsed: 11 days, 8:47:16 Gen_loss: 0.9964 Dis_loss: 2.252 Cls_loss: 2.107 Topk: N/A ada_p: 0.2555
[INFO] 2021-10-29 23:01:12 > Step: 822700 Progress: 82.3% Elapsed: 11 days, 8:48:51 Gen_loss: 2.434 Dis_loss: 0.9552 Cls_loss: 1.81 Topk: N/A ada_p: 0.2517
[INFO] 2021-10-29 23:02:47 > Step: 822800 Progress: 82.3% Elapsed: 11 days, 8:50:25 Gen_loss: 1.542 Dis_loss: 1.157 Cls_loss: 1.882 Topk: N/A ada_p: 0.2517
[INFO] 2021-10-29 23:04:22 > Step: 822900 Progress: 82.3% Elapsed: 11 days, 8:52:00 Gen_loss: 2.081 Dis_loss: 1.098 Cls_loss: 1.841 Topk: N/A ada_p: 0.2508
[INFO] 2021-10-29 23:06:07 > Step: 823000 Progress: 82.3% Elapsed: 11 days, 8:53:46 Gen_loss: 2.26 Dis_loss: 0.7738 Cls_loss: 2.031 Topk: N/A ada_p: 0.2529
[INFO] 2021-10-29 23:07:42 > Step: 823100 Progress: 82.3% Elapsed: 11 days, 8:55:21 Gen_loss: 1.437 Dis_loss: 1.187 Cls_loss: 1.652 Topk: N/A ada_p: 0.251
[INFO] 2021-10-29 23:09:17 > Step: 823200 Progress: 82.3% Elapsed: 11 days, 8:56:55 Gen_loss: 0.7469 Dis_loss: 1.491 Cls_loss: 1.744 Topk: N/A ada_p: 0.2556
[INFO] 2021-10-29 23:11:02 > Step: 823300 Progress: 82.3% Elapsed: 11 days, 8:58:41 Gen_loss: 2.535 Dis_loss: 0.8407 Cls_loss: 1.85 Topk: N/A ada_p: 0.256
[INFO] 2021-10-29 23:12:37 > Step: 823400 Progress: 82.3% Elapsed: 11 days, 9:00:16 Gen_loss: 1.809 Dis_loss: 1.122 Cls_loss: 1.804 Topk: N/A ada_p: 0.259
[INFO] 2021-10-29 23:14:12 > Step: 823500 Progress: 82.3% Elapsed: 11 days, 9:01:51 Gen_loss: 3.102 Dis_loss: 0.9506 Cls_loss: 1.747 Topk: N/A ada_p: 0.253
[INFO] 2021-10-29 23:15:47 > Step: 823600 Progress: 82.4% Elapsed: 11 days, 9:03:26 Gen_loss: 1.452 Dis_loss: 1.184 Cls_loss: 2.062 Topk: N/A ada_p: 0.254
[INFO] 2021-10-29 23:17:33 > Step: 823700 Progress: 82.4% Elapsed: 11 days, 9:05:11 Gen_loss: 3.246 Dis_loss: 0.922 Cls_loss: 1.703 Topk: N/A ada_p: 0.2521
[INFO] 2021-10-29 23:19:09 > Step: 823800 Progress: 82.4% Elapsed: 11 days, 9:06:48 Gen_loss: 2.384 Dis_loss: 0.8533 Cls_loss: 1.57 Topk: N/A ada_p: 0.2483
[INFO] 2021-10-29 23:20:44 > Step: 823900 Progress: 82.4% Elapsed: 11 days, 9:08:23 Gen_loss: 2.707 Dis_loss: 0.9437 Cls_loss: 1.915 Topk: N/A ada_p: 0.2561
[INFO] 2021-10-29 23:22:20 > Step: 824000 Progress: 82.4% Elapsed: 11 days, 9:09:59 Gen_loss: 0.7542 Dis_loss: 1.824 Cls_loss: 2.011 Topk: N/A ada_p: 0.2543
[INFO] 2021-10-29 23:24:05 > Step: 824100 Progress: 82.4% Elapsed: 11 days, 9:11:44 Gen_loss: 3.02 Dis_loss: 1.199 Cls_loss: 1.522 Topk: N/A ada_p: 0.2626
[INFO] 2021-10-29 23:25:40 > Step: 824200 Progress: 82.4% Elapsed: 11 days, 9:13:19 Gen_loss: 2.217 Dis_loss: 0.8944 Cls_loss: 2.064 Topk: N/A ada_p: 0.2611
[INFO] 2021-10-29 23:27:14 > Step: 824300 Progress: 82.4% Elapsed: 11 days, 9:14:53 Gen_loss: 2.413 Dis_loss: 0.9634 Cls_loss: 1.902 Topk: N/A ada_p: 0.2597
[INFO] 2021-10-29 23:28:50 > Step: 824400 Progress: 82.4% Elapsed: 11 days, 9:16:28 Gen_loss: 1.918 Dis_loss: 0.8535 Cls_loss: 1.593 Topk: N/A ada_p: 0.2576
[INFO] 2021-10-29 23:30:34 > Step: 824500 Progress: 82.5% Elapsed: 11 days, 9:18:13 Gen_loss: 3.56 Dis_loss: 1.017 Cls_loss: 2.068 Topk: N/A ada_p: 0.259
[INFO] 2021-10-29 23:32:09 > Step: 824600 Progress: 82.5% Elapsed: 11 days, 9:19:47 Gen_loss: 1.684 Dis_loss: 0.7017 Cls_loss: 1.896 Topk: N/A ada_p: 0.2539
[INFO] 2021-10-29 23:33:43 > Step: 824700 Progress: 82.5% Elapsed: 11 days, 9:21:22 Gen_loss: 2.597 Dis_loss: 1.658 Cls_loss: 2.338 Topk: N/A ada_p: 0.252
[INFO] 2021-10-29 23:35:18 > Step: 824800 Progress: 82.5% Elapsed: 11 days, 9:22:57 Gen_loss: 2.038 Dis_loss: 0.7475 Cls_loss: 1.948 Topk: N/A ada_p: 0.254
[INFO] 2021-10-29 23:37:03 > Step: 824900 Progress: 82.5% Elapsed: 11 days, 9:24:41 Gen_loss: 4.078 Dis_loss: 1.485 Cls_loss: 1.893 Topk: N/A ada_p: 0.257
[INFO] 2021-10-29 23:38:38 > Step: 825000 Progress: 82.5% Elapsed: 11 days, 9:26:17 Gen_loss: 1.804 Dis_loss: 0.8529 Cls_loss: 1.999 Topk: N/A ada_p: 0.2565
[INFO] 2021-10-29 23:40:12 > Step: 825100 Progress: 82.5% Elapsed: 11 days, 9:27:51 Gen_loss: 3.306 Dis_loss: 1.117 Cls_loss: 1.93 Topk: N/A ada_p: 0.2556
[INFO] 2021-10-29 23:41:46 > Step: 825200 Progress: 82.5% Elapsed: 11 days, 9:29:25 Gen_loss: 1.272 Dis_loss: 1.687 Cls_loss: 2.105 Topk: N/A ada_p: 0.2633
[INFO] 2021-10-29 23:43:31 > Step: 825300 Progress: 82.5% Elapsed: 11 days, 9:31:09 Gen_loss: 3.065 Dis_loss: 0.7411 Cls_loss: 1.787 Topk: N/A ada_p: 0.2557
[INFO] 2021-10-29 23:45:05 > Step: 825400 Progress: 82.5% Elapsed: 11 days, 9:32:44 Gen_loss: 3.101 Dis_loss: 0.7717 Cls_loss: 1.668 Topk: N/A ada_p: 0.2593
[INFO] 2021-10-29 23:46:39 > Step: 825500 Progress: 82.5% Elapsed: 11 days, 9:34:18 Gen_loss: 2.645 Dis_loss: 0.7715 Cls_loss: 1.792 Topk: N/A ada_p: 0.2576
[INFO] 2021-10-29 23:48:13 > Step: 825600 Progress: 82.6% Elapsed: 11 days, 9:35:52 Gen_loss: 3.064 Dis_loss: 0.9372 Cls_loss: 2.076 Topk: N/A ada_p: 0.262
[INFO] 2021-10-29 23:49:57 > Step: 825700 Progress: 82.6% Elapsed: 11 days, 9:37:36 Gen_loss: 1.61 Dis_loss: 0.7965 Cls_loss: 1.636 Topk: N/A ada_p: 0.2578
[INFO] 2021-10-29 23:51:31 > Step: 825800 Progress: 82.6% Elapsed: 11 days, 9:39:10 Gen_loss: 2.962 Dis_loss: 1.133 Cls_loss: 2.257 Topk: N/A ada_p: 0.256
[INFO] 2021-10-29 23:53:06 > Step: 825900 Progress: 82.6% Elapsed: 11 days, 9:40:45 Gen_loss: 3.17 Dis_loss: 0.9798 Cls_loss: 1.853 Topk: N/A ada_p: 0.2594
[INFO] 2021-10-29 23:54:39 > Step: 826000 Progress: 82.6% Elapsed: 11 days, 9:42:18 Gen_loss: 4.306 Dis_loss: 1.556 Cls_loss: 2.048 Topk: N/A ada_p: 0.2592
[INFO] 2021-10-29 23:56:23 > Step: 826100 Progress: 82.6% Elapsed: 11 days, 9:44:02 Gen_loss: 2.193 Dis_loss: 1.201 Cls_loss: 1.978 Topk: N/A ada_p: 0.2642
[INFO] 2021-10-29 23:57:57 > Step: 826200 Progress: 82.6% Elapsed: 11 days, 9:45:35 Gen_loss: 1.973 Dis_loss: 0.7743 Cls_loss: 1.813 Topk: N/A ada_p: 0.2626
[INFO] 2021-10-29 23:59:30 > Step: 826300 Progress: 82.6% Elapsed: 11 days, 9:47:09 Gen_loss: 1.542 Dis_loss: 1.742 Cls_loss: 2.231 Topk: N/A ada_p: 0.2564
[INFO] 2021-10-30 00:01:03 > Step: 826400 Progress: 82.6% Elapsed: 11 days, 9:48:42 Gen_loss: 3.684 Dis_loss: 1.02 Cls_loss: 1.453 Topk: N/A ada_p: 0.2571
[INFO] 2021-10-30 00:02:47 > Step: 826500 Progress: 82.7% Elapsed: 11 days, 9:50:26 Gen_loss: 3.607 Dis_loss: 1.197 Cls_loss: 2.141 Topk: N/A ada_p: 0.2588
[INFO] 2021-10-30 00:04:22 > Step: 826600 Progress: 82.7% Elapsed: 11 days, 9:52:00 Gen_loss: 3.217 Dis_loss: 1.58 Cls_loss: 2.055 Topk: N/A ada_p: 0.2537
[INFO] 2021-10-30 00:05:57 > Step: 826700 Progress: 82.7% Elapsed: 11 days, 9:53:36 Gen_loss: 2.16 Dis_loss: 1.083 Cls_loss: 2.103 Topk: N/A ada_p: 0.2551
[INFO] 2021-10-30 00:07:31 > Step: 826800 Progress: 82.7% Elapsed: 11 days, 9:55:10 Gen_loss: 2.911 Dis_loss: 0.7868 Cls_loss: 1.562 Topk: N/A ada_p: 0.2597
[INFO] 2021-10-30 00:09:16 > Step: 826900 Progress: 82.7% Elapsed: 11 days, 9:56:55 Gen_loss: 3.137 Dis_loss: 1.152 Cls_loss: 1.844 Topk: N/A ada_p: 0.2575
[INFO] 2021-10-30 00:10:51 > Step: 827000 Progress: 82.7% Elapsed: 11 days, 9:58:30 Gen_loss: 2.833 Dis_loss: 1.333 Cls_loss: 1.678 Topk: N/A ada_p: 0.2601
[INFO] 2021-10-30 00:12:27 > Step: 827100 Progress: 82.7% Elapsed: 11 days, 10:00:06 Gen_loss: 2.278 Dis_loss: 1.43 Cls_loss: 2.057 Topk: N/A ada_p: 0.262
[INFO] 2021-10-30 00:14:12 > Step: 827200 Progress: 82.7% Elapsed: 11 days, 10:01:51 Gen_loss: 3.658 Dis_loss: 1.134 Cls_loss: 1.992 Topk: N/A ada_p: 0.2566
[INFO] 2021-10-30 00:15:48 > Step: 827300 Progress: 82.7% Elapsed: 11 days, 10:03:26 Gen_loss: 2.84 Dis_loss: 1.158 Cls_loss: 2.23 Topk: N/A ada_p: 0.256
[INFO] 2021-10-30 00:17:22 > Step: 827400 Progress: 82.7% Elapsed: 11 days, 10:05:01 Gen_loss: 0.8661 Dis_loss: 0.8682 Cls_loss: 1.366 Topk: N/A ada_p: 0.2534
[INFO] 2021-10-30 00:18:58 > Step: 827500 Progress: 82.8% Elapsed: 11 days, 10:06:37 Gen_loss: 2.416 Dis_loss: 1.232 Cls_loss: 2.408 Topk: N/A ada_p: 0.2576
[INFO] 2021-10-30 00:20:43 > Step: 827600 Progress: 82.8% Elapsed: 11 days, 10:08:22 Gen_loss: 1.387 Dis_loss: 0.739 Cls_loss: 1.635 Topk: N/A ada_p: 0.2566
[INFO] 2021-10-30 00:22:19 > Step: 827700 Progress: 82.8% Elapsed: 11 days, 10:09:58 Gen_loss: 3.203 Dis_loss: 1.241 Cls_loss: 1.993 Topk: N/A ada_p: 0.2567
[INFO] 2021-10-30 00:23:54 > Step: 827800 Progress: 82.8% Elapsed: 11 days, 10:11:33 Gen_loss: 0.8518 Dis_loss: 1.324 Cls_loss: 2.074 Topk: N/A ada_p: 0.2549
[INFO] 2021-10-30 00:25:29 > Step: 827900 Progress: 82.8% Elapsed: 11 days, 10:13:08 Gen_loss: 1.452 Dis_loss: 0.6605 Cls_loss: 1.47 Topk: N/A ada_p: 0.2553
[INFO] 2021-10-30 00:27:14 > Step: 828000 Progress: 82.8% Elapsed: 11 days, 10:14:53 Gen_loss: 1.778 Dis_loss: 1.414 Cls_loss: 2.593 Topk: N/A ada_p: 0.2571
[INFO] 2021-10-30 00:28:50 > Step: 828100 Progress: 82.8% Elapsed: 11 days, 10:16:28 Gen_loss: 1.448 Dis_loss: 0.7572 Cls_loss: 1.599 Topk: N/A ada_p: 0.2567
[INFO] 2021-10-30 00:30:24 > Step: 828200 Progress: 82.8% Elapsed: 11 days, 10:18:03 Gen_loss: 1.922 Dis_loss: 2.384 Cls_loss: 1.8 Topk: N/A ada_p: 0.2552
[INFO] 2021-10-30 00:31:59 > Step: 828300 Progress: 82.8% Elapsed: 11 days, 10:19:38 Gen_loss: 3.37 Dis_loss: 1.245 Cls_loss: 1.837 Topk: N/A ada_p: 0.2538
[INFO] 2021-10-30 00:33:44 > Step: 828400 Progress: 82.8% Elapsed: 11 days, 10:21:23 Gen_loss: 3.71 Dis_loss: 1.376 Cls_loss: 1.576 Topk: N/A ada_p: 0.2492
[INFO] 2021-10-30 00:35:20 > Step: 828500 Progress: 82.8% Elapsed: 11 days, 10:22:59 Gen_loss: 2.379 Dis_loss: 0.8876 Cls_loss: 1.691 Topk: N/A ada_p: 0.248
[INFO] 2021-10-30 00:36:54 > Step: 828600 Progress: 82.9% Elapsed: 11 days, 10:24:33 Gen_loss: 1.485 Dis_loss: 0.6591 Cls_loss: 1.355 Topk: N/A ada_p: 0.2442
[INFO] 2021-10-30 00:38:29 > Step: 828700 Progress: 82.9% Elapsed: 11 days, 10:26:08 Gen_loss: 3.013 Dis_loss: 1.052 Cls_loss: 1.773 Topk: N/A ada_p: 0.2464
[INFO] 2021-10-30 00:40:14 > Step: 828800 Progress: 82.9% Elapsed: 11 days, 10:27:53 Gen_loss: 2.073 Dis_loss: 0.9028 Cls_loss: 1.953 Topk: N/A ada_p: 0.25
[INFO] 2021-10-30 00:41:49 > Step: 828900 Progress: 82.9% Elapsed: 11 days, 10:29:28 Gen_loss: 3.046 Dis_loss: 1.094 Cls_loss: 1.799 Topk: N/A ada_p: 0.2508
[INFO] 2021-10-30 00:43:24 > Step: 829000 Progress: 82.9% Elapsed: 11 days, 10:31:03 Gen_loss: 1.531 Dis_loss: 0.7683 Cls_loss: 1.663 Topk: N/A ada_p: 0.2562
[INFO] 2021-10-30 00:44:59 > Step: 829100 Progress: 82.9% Elapsed: 11 days, 10:32:38 Gen_loss: 2.458 Dis_loss: 1.154 Cls_loss: 1.976 Topk: N/A ada_p: 0.2574
[INFO] 2021-10-30 00:46:44 > Step: 829200 Progress: 82.9% Elapsed: 11 days, 10:34:23 Gen_loss: 3.35 Dis_loss: 0.9361 Cls_loss: 2.114 Topk: N/A ada_p: 0.252
[INFO] 2021-10-30 00:48:19 > Step: 829300 Progress: 82.9% Elapsed: 11 days, 10:35:58 Gen_loss: 2.934 Dis_loss: 1.938 Cls_loss: 1.918 Topk: N/A ada_p: 0.256
[INFO] 2021-10-30 00:49:54 > Step: 829400 Progress: 82.9% Elapsed: 11 days, 10:37:33 Gen_loss: 2.221 Dis_loss: 1.396 Cls_loss: 2.126 Topk: N/A ada_p: 0.2572
[INFO] 2021-10-30 00:51:29 > Step: 829500 Progress: 83.0% Elapsed: 11 days, 10:39:07 Gen_loss: 2.515 Dis_loss: 1.471 Cls_loss: 1.914 Topk: N/A ada_p: 0.2489
[INFO] 2021-10-30 00:53:14 > Step: 829600 Progress: 83.0% Elapsed: 11 days, 10:40:53 Gen_loss: 4.533 Dis_loss: 1.012 Cls_loss: 1.82 Topk: N/A ada_p: 0.2482
[INFO] 2021-10-30 00:54:49 > Step: 829700 Progress: 83.0% Elapsed: 11 days, 10:42:28 Gen_loss: 2.117 Dis_loss: 1.45 Cls_loss: 1.879 Topk: N/A ada_p: 0.2447
[INFO] 2021-10-30 00:56:24 > Step: 829800 Progress: 83.0% Elapsed: 11 days, 10:44:03 Gen_loss: 2.448 Dis_loss: 1.388 Cls_loss: 1.983 Topk: N/A ada_p: 0.2496
[INFO] 2021-10-30 00:57:59 > Step: 829900 Progress: 83.0% Elapsed: 11 days, 10:45:38 Gen_loss: 1.891 Dis_loss: 0.8181 Cls_loss: 1.983 Topk: N/A ada_p: 0.2525
[INFO] 2021-10-30 00:59:44 > Step: 830000 Progress: 83.0% Elapsed: 11 days, 10:47:23 Gen_loss: 2.409 Dis_loss: 1.168 Cls_loss: 1.952 Topk: N/A ada_p: 0.2543
[INFO] 2021-10-30 00:59:44 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-30 00:59:44 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_830000.png
[INFO] 2021-10-30 00:59:44 > Start Evaluation (830000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-30 00:59:44 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-30 01:05:18 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-30 01:10:58 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-30 01:35:12 > Inception score (Step: 830000, 50000 generated images): 10.606475830078125
[INFO] 2021-10-30 01:35:12 > FID score (Step: 830000, Using train moments): 2.3846651373615373
[INFO] 2021-10-30 01:35:12 > Improved Precision (Step: 830000, Using train images): 0.75986
[INFO] 2021-10-30 01:35:12 > Improved Recall (Step: 830000, Using train images): 0.64446
[INFO] 2021-10-30 01:35:12 > Density (Step: 830000, Using train images): 1.068896
[INFO] 2021-10-30 01:35:12 > Coverage (Step: 830000, Using train images): 0.93164
[INFO] 2021-10-30 01:35:12 > Best FID score (Step: 780000, Using train moments): 2.3746075871417816
[INFO] 2021-10-30 01:35:22 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-30 01:40:13 > Step: 830100 Progress: 83.0% Elapsed: 11 days, 11:27:52 Gen_loss: 1.654 Dis_loss: 0.996 Cls_loss: 1.856 Topk: N/A ada_p: 0.2552
[INFO] 2021-10-30 01:41:48 > Step: 830200 Progress: 83.0% Elapsed: 11 days, 11:29:27 Gen_loss: 2.62 Dis_loss: 1.077 Cls_loss: 1.788 Topk: N/A ada_p: 0.2616
[INFO] 2021-10-30 01:43:22 > Step: 830300 Progress: 83.0% Elapsed: 11 days, 11:31:01 Gen_loss: 3.056 Dis_loss: 1.117 Cls_loss: 1.699 Topk: N/A ada_p: 0.2546
[INFO] 2021-10-30 01:45:14 > Step: 830400 Progress: 83.0% Elapsed: 11 days, 11:32:52 Gen_loss: 2.199 Dis_loss: 0.8824 Cls_loss: 1.72 Topk: N/A ada_p: 0.2546
[INFO] 2021-10-30 01:46:49 > Step: 830500 Progress: 83.0% Elapsed: 11 days, 11:34:28 Gen_loss: 1.667 Dis_loss: 0.8474 Cls_loss: 1.645 Topk: N/A ada_p: 0.259
[INFO] 2021-10-30 01:48:24 > Step: 830600 Progress: 83.1% Elapsed: 11 days, 11:36:03 Gen_loss: 2.02 Dis_loss: 0.9572 Cls_loss: 1.998 Topk: N/A ada_p: 0.2644
[INFO] 2021-10-30 01:49:59 > Step: 830700 Progress: 83.1% Elapsed: 11 days, 11:37:37 Gen_loss: 3.004 Dis_loss: 0.9727 Cls_loss: 1.944 Topk: N/A ada_p: 0.2633
[INFO] 2021-10-30 01:51:43 > Step: 830800 Progress: 83.1% Elapsed: 11 days, 11:39:22 Gen_loss: 3.053 Dis_loss: 0.8479 Cls_loss: 1.737 Topk: N/A ada_p: 0.2666
[INFO] 2021-10-30 01:53:18 > Step: 830900 Progress: 83.1% Elapsed: 11 days, 11:40:57 Gen_loss: 3.479 Dis_loss: 1.685 Cls_loss: 1.92 Topk: N/A ada_p: 0.2675
[INFO] 2021-10-30 01:54:53 > Step: 831000 Progress: 83.1% Elapsed: 11 days, 11:42:32 Gen_loss: 1.55 Dis_loss: 1.335 Cls_loss: 1.785 Topk: N/A ada_p: 0.2665
[INFO] 2021-10-30 01:56:38 > Step: 831100 Progress: 83.1% Elapsed: 11 days, 11:44:17 Gen_loss: 2.489 Dis_loss: 0.9329 Cls_loss: 1.817 Topk: N/A ada_p: 0.2602
[INFO] 2021-10-30 01:58:13 > Step: 831200 Progress: 83.1% Elapsed: 11 days, 11:45:52 Gen_loss: 2.865 Dis_loss: 1.726 Cls_loss: 2.357 Topk: N/A ada_p: 0.2576
[INFO] 2021-10-30 01:59:48 > Step: 831300 Progress: 83.1% Elapsed: 11 days, 11:47:27 Gen_loss: 3.016 Dis_loss: 1.045 Cls_loss: 1.919 Topk: N/A ada_p: 0.2567
[INFO] 2021-10-30 02:01:23 > Step: 831400 Progress: 83.1% Elapsed: 11 days, 11:49:01 Gen_loss: 2.887 Dis_loss: 1.187 Cls_loss: 1.934 Topk: N/A ada_p: 0.2608
[INFO] 2021-10-30 02:03:08 > Step: 831500 Progress: 83.2% Elapsed: 11 days, 11:50:46 Gen_loss: 1.348 Dis_loss: 0.8532 Cls_loss: 1.718 Topk: N/A ada_p: 0.2656
[INFO] 2021-10-30 02:04:42 > Step: 831600 Progress: 83.2% Elapsed: 11 days, 11:52:21 Gen_loss: 2.201 Dis_loss: 0.9195 Cls_loss: 1.924 Topk: N/A ada_p: 0.2638
[INFO] 2021-10-30 02:06:17 > Step: 831700 Progress: 83.2% Elapsed: 11 days, 11:53:56 Gen_loss: 3.692 Dis_loss: 1.016 Cls_loss: 2.262 Topk: N/A ada_p: 0.2626
[INFO] 2021-10-30 02:07:52 > Step: 831800 Progress: 83.2% Elapsed: 11 days, 11:55:31 Gen_loss: 1.663 Dis_loss: 0.8918 Cls_loss: 2.085 Topk: N/A ada_p: 0.2639
[INFO] 2021-10-30 02:09:37 > Step: 831900 Progress: 83.2% Elapsed: 11 days, 11:57:15 Gen_loss: 2.924 Dis_loss: 1.316 Cls_loss: 1.698 Topk: N/A ada_p: 0.2561
[INFO] 2021-10-30 02:11:12 > Step: 832000 Progress: 83.2% Elapsed: 11 days, 11:58:51 Gen_loss: 3.384 Dis_loss: 0.8994 Cls_loss: 1.827 Topk: N/A ada_p: 0.2553
[INFO] 2021-10-30 02:12:47 > Step: 832100 Progress: 83.2% Elapsed: 11 days, 12:00:26 Gen_loss: 1.765 Dis_loss: 1.453 Cls_loss: 1.89 Topk: N/A ada_p: 0.2575
[INFO] 2021-10-30 02:14:22 > Step: 832200 Progress: 83.2% Elapsed: 11 days, 12:02:01 Gen_loss: 2.383 Dis_loss: 0.8344 Cls_loss: 1.996 Topk: N/A ada_p: 0.2519
[INFO] 2021-10-30 02:16:07 > Step: 832300 Progress: 83.2% Elapsed: 11 days, 12:03:45 Gen_loss: 2.566 Dis_loss: 0.9633 Cls_loss: 1.759 Topk: N/A ada_p: 0.2543
[INFO] 2021-10-30 02:17:42 > Step: 832400 Progress: 83.2% Elapsed: 11 days, 12:05:20 Gen_loss: 3.209 Dis_loss: 0.777 Cls_loss: 1.874 Topk: N/A ada_p: 0.2617
[INFO] 2021-10-30 02:19:17 > Step: 832500 Progress: 83.2% Elapsed: 11 days, 12:06:56 Gen_loss: 2.689 Dis_loss: 0.931 Cls_loss: 2.039 Topk: N/A ada_p: 0.2539
[INFO] 2021-10-30 02:20:52 > Step: 832600 Progress: 83.3% Elapsed: 11 days, 12:08:30 Gen_loss: 1.42 Dis_loss: 0.6919 Cls_loss: 1.83 Topk: N/A ada_p: 0.2552
[INFO] 2021-10-30 02:22:37 > Step: 832700 Progress: 83.3% Elapsed: 11 days, 12:10:16 Gen_loss: 1.586 Dis_loss: 1.249 Cls_loss: 1.929 Topk: N/A ada_p: 0.2579
[INFO] 2021-10-30 02:24:12 > Step: 832800 Progress: 83.3% Elapsed: 11 days, 12:11:50 Gen_loss: 2.826 Dis_loss: 1.091 Cls_loss: 2.122 Topk: N/A ada_p: 0.2599
[INFO] 2021-10-30 02:25:47 > Step: 832900 Progress: 83.3% Elapsed: 11 days, 12:13:26 Gen_loss: 2.654 Dis_loss: 1.156 Cls_loss: 2.02 Topk: N/A ada_p: 0.2593
[INFO] 2021-10-30 02:27:22 > Step: 833000 Progress: 83.3% Elapsed: 11 days, 12:15:01 Gen_loss: 3.121 Dis_loss: 1.031 Cls_loss: 2.115 Topk: N/A ada_p: 0.2552
[INFO] 2021-10-30 02:29:08 > Step: 833100 Progress: 83.3% Elapsed: 11 days, 12:16:46 Gen_loss: 3.069 Dis_loss: 0.8401 Cls_loss: 1.918 Topk: N/A ada_p: 0.2515
[INFO] 2021-10-30 02:30:42 > Step: 833200 Progress: 83.3% Elapsed: 11 days, 12:18:21 Gen_loss: 3.109 Dis_loss: 0.8363 Cls_loss: 1.701 Topk: N/A ada_p: 0.2489
[INFO] 2021-10-30 02:32:17 > Step: 833300 Progress: 83.3% Elapsed: 11 days, 12:19:56 Gen_loss: 3.686 Dis_loss: 0.8396 Cls_loss: 1.514 Topk: N/A ada_p: 0.2488
[INFO] 2021-10-30 02:33:52 > Step: 833400 Progress: 83.3% Elapsed: 11 days, 12:21:31 Gen_loss: 2.771 Dis_loss: 1.016 Cls_loss: 2.155 Topk: N/A ada_p: 0.2575
[INFO] 2021-10-30 02:35:37 > Step: 833500 Progress: 83.4% Elapsed: 11 days, 12:23:16 Gen_loss: 3.215 Dis_loss: 1.381 Cls_loss: 1.857 Topk: N/A ada_p: 0.2484
[INFO] 2021-10-30 02:37:12 > Step: 833600 Progress: 83.4% Elapsed: 11 days, 12:24:51 Gen_loss: 1.994 Dis_loss: 1.283 Cls_loss: 1.721 Topk: N/A ada_p: 0.2489
[INFO] 2021-10-30 02:38:47 > Step: 833700 Progress: 83.4% Elapsed: 11 days, 12:26:26 Gen_loss: 2.12 Dis_loss: 0.9893 Cls_loss: 1.695 Topk: N/A ada_p: 0.2475
[INFO] 2021-10-30 02:40:22 > Step: 833800 Progress: 83.4% Elapsed: 11 days, 12:28:01 Gen_loss: 3.09 Dis_loss: 0.7762 Cls_loss: 1.763 Topk: N/A ada_p: 0.2485
[INFO] 2021-10-30 02:42:07 > Step: 833900 Progress: 83.4% Elapsed: 11 days, 12:29:46 Gen_loss: 1.213 Dis_loss: 0.8944 Cls_loss: 1.879 Topk: N/A ada_p: 0.2558
[INFO] 2021-10-30 02:43:42 > Step: 834000 Progress: 83.4% Elapsed: 11 days, 12:31:21 Gen_loss: 1.915 Dis_loss: 1.13 Cls_loss: 1.703 Topk: N/A ada_p: 0.2528
[INFO] 2021-10-30 02:45:17 > Step: 834100 Progress: 83.4% Elapsed: 11 days, 12:32:55 Gen_loss: 3.147 Dis_loss: 0.8206 Cls_loss: 2.234 Topk: N/A ada_p: 0.2526
[INFO] 2021-10-30 02:46:51 > Step: 834200 Progress: 83.4% Elapsed: 11 days, 12:34:30 Gen_loss: 2.442 Dis_loss: 0.9625 Cls_loss: 1.632 Topk: N/A ada_p: 0.2493
[INFO] 2021-10-30 02:48:36 > Step: 834300 Progress: 83.4% Elapsed: 11 days, 12:36:14 Gen_loss: 3.179 Dis_loss: 1.104 Cls_loss: 1.6 Topk: N/A ada_p: 0.2482
[INFO] 2021-10-30 02:50:10 > Step: 834400 Progress: 83.4% Elapsed: 11 days, 12:37:49 Gen_loss: 2.826 Dis_loss: 1.112 Cls_loss: 1.736 Topk: N/A ada_p: 0.254
[INFO] 2021-10-30 02:51:45 > Step: 834500 Progress: 83.5% Elapsed: 11 days, 12:39:24 Gen_loss: 2.357 Dis_loss: 0.9132 Cls_loss: 2.011 Topk: N/A ada_p: 0.2583
[INFO] 2021-10-30 02:53:20 > Step: 834600 Progress: 83.5% Elapsed: 11 days, 12:40:59 Gen_loss: 2.414 Dis_loss: 1.162 Cls_loss: 2.172 Topk: N/A ada_p: 0.2578
[INFO] 2021-10-30 02:55:05 > Step: 834700 Progress: 83.5% Elapsed: 11 days, 12:42:44 Gen_loss: 1.724 Dis_loss: 1.15 Cls_loss: 2.041 Topk: N/A ada_p: 0.2587
[INFO] 2021-10-30 02:56:39 > Step: 834800 Progress: 83.5% Elapsed: 11 days, 12:44:18 Gen_loss: 1.056 Dis_loss: 0.982 Cls_loss: 1.847 Topk: N/A ada_p: 0.2612
[INFO] 2021-10-30 02:58:14 > Step: 834900 Progress: 83.5% Elapsed: 11 days, 12:45:53 Gen_loss: 1.226 Dis_loss: 1.209 Cls_loss: 1.694 Topk: N/A ada_p: 0.267
[INFO] 2021-10-30 02:59:58 > Step: 835000 Progress: 83.5% Elapsed: 11 days, 12:47:37 Gen_loss: 2.515 Dis_loss: 0.8014 Cls_loss: 2.022 Topk: N/A ada_p: 0.2652
[INFO] 2021-10-30 03:01:32 > Step: 835100 Progress: 83.5% Elapsed: 11 days, 12:49:11 Gen_loss: 1.882 Dis_loss: 1.254 Cls_loss: 1.769 Topk: N/A ada_p: 0.2656
[INFO] 2021-10-30 03:03:06 > Step: 835200 Progress: 83.5% Elapsed: 11 days, 12:50:45 Gen_loss: 2.737 Dis_loss: 1.054 Cls_loss: 1.701 Topk: N/A ada_p: 0.2566
[INFO] 2021-10-30 03:04:40 > Step: 835300 Progress: 83.5% Elapsed: 11 days, 12:52:19 Gen_loss: 2.74 Dis_loss: 0.6926 Cls_loss: 1.524 Topk: N/A ada_p: 0.2624
[INFO] 2021-10-30 03:06:24 > Step: 835400 Progress: 83.5% Elapsed: 11 days, 12:54:03 Gen_loss: 1.269 Dis_loss: 1.214 Cls_loss: 2.007 Topk: N/A ada_p: 0.259
[INFO] 2021-10-30 03:07:58 > Step: 835500 Progress: 83.5% Elapsed: 11 days, 12:55:37 Gen_loss: 1.558 Dis_loss: 0.8732 Cls_loss: 1.695 Topk: N/A ada_p: 0.2594
[INFO] 2021-10-30 03:09:32 > Step: 835600 Progress: 83.6% Elapsed: 11 days, 12:57:11 Gen_loss: 2.016 Dis_loss: 0.8762 Cls_loss: 1.905 Topk: N/A ada_p: 0.2587
[INFO] 2021-10-30 03:11:06 > Step: 835700 Progress: 83.6% Elapsed: 11 days, 12:58:45 Gen_loss: 2.764 Dis_loss: 1.18 Cls_loss: 1.712 Topk: N/A ada_p: 0.2542
[INFO] 2021-10-30 03:12:50 > Step: 835800 Progress: 83.6% Elapsed: 11 days, 13:00:29 Gen_loss: 1.598 Dis_loss: 0.7197 Cls_loss: 1.66 Topk: N/A ada_p: 0.2572
[INFO] 2021-10-30 03:14:25 > Step: 835900 Progress: 83.6% Elapsed: 11 days, 13:02:04 Gen_loss: 2.102 Dis_loss: 0.8434 Cls_loss: 1.859 Topk: N/A ada_p: 0.2597
[INFO] 2021-10-30 03:15:58 > Step: 836000 Progress: 83.6% Elapsed: 11 days, 13:03:37 Gen_loss: 3.651 Dis_loss: 1.26 Cls_loss: 2.117 Topk: N/A ada_p: 0.2602
[INFO] 2021-10-30 03:17:32 > Step: 836100 Progress: 83.6% Elapsed: 11 days, 13:05:11 Gen_loss: 2.187 Dis_loss: 0.9723 Cls_loss: 1.792 Topk: N/A ada_p: 0.2588
[INFO] 2021-10-30 03:19:17 > Step: 836200 Progress: 83.6% Elapsed: 11 days, 13:06:56 Gen_loss: 1.796 Dis_loss: 2.047 Cls_loss: 1.756 Topk: N/A ada_p: 0.2552
[INFO] 2021-10-30 03:20:51 > Step: 836300 Progress: 83.6% Elapsed: 11 days, 13:08:30 Gen_loss: 2.562 Dis_loss: 0.943 Cls_loss: 1.885 Topk: N/A ada_p: 0.2548
[INFO] 2021-10-30 03:22:25 > Step: 836400 Progress: 83.6% Elapsed: 11 days, 13:10:04 Gen_loss: 1.523 Dis_loss: 0.7756 Cls_loss: 1.806 Topk: N/A ada_p: 0.2574
[INFO] 2021-10-30 03:23:59 > Step: 836500 Progress: 83.7% Elapsed: 11 days, 13:11:37 Gen_loss: 2.378 Dis_loss: 0.876 Cls_loss: 1.678 Topk: N/A ada_p: 0.2555
[INFO] 2021-10-30 03:25:43 > Step: 836600 Progress: 83.7% Elapsed: 11 days, 13:13:22 Gen_loss: 2.682 Dis_loss: 0.8065 Cls_loss: 1.539 Topk: N/A ada_p: 0.2547
[INFO] 2021-10-30 03:27:17 > Step: 836700 Progress: 83.7% Elapsed: 11 days, 13:14:56 Gen_loss: 2.13 Dis_loss: 1.301 Cls_loss: 2.204 Topk: N/A ada_p: 0.2535
[INFO] 2021-10-30 03:28:50 > Step: 836800 Progress: 83.7% Elapsed: 11 days, 13:16:29 Gen_loss: 1.241 Dis_loss: 0.6074 Cls_loss: 1.654 Topk: N/A ada_p: 0.254
[INFO] 2021-10-30 03:30:24 > Step: 836900 Progress: 83.7% Elapsed: 11 days, 13:18:03 Gen_loss: 2.83 Dis_loss: 1.953 Cls_loss: 2.049 Topk: N/A ada_p: 0.258
[INFO] 2021-10-30 03:32:07 > Step: 837000 Progress: 83.7% Elapsed: 11 days, 13:19:46 Gen_loss: 2.043 Dis_loss: 0.8516 Cls_loss: 2.017 Topk: N/A ada_p: 0.2583
[INFO] 2021-10-30 03:33:42 > Step: 837100 Progress: 83.7% Elapsed: 11 days, 13:21:20 Gen_loss: 1.473 Dis_loss: 1.22 Cls_loss: 2.113 Topk: N/A ada_p: 0.2648
[INFO] 2021-10-30 03:35:15 > Step: 837200 Progress: 83.7% Elapsed: 11 days, 13:22:54 Gen_loss: 1.809 Dis_loss: 0.622 Cls_loss: 1.838 Topk: N/A ada_p: 0.2658
[INFO] 2021-10-30 03:36:49 > Step: 837300 Progress: 83.7% Elapsed: 11 days, 13:24:27 Gen_loss: 2.476 Dis_loss: 1.288 Cls_loss: 2.486 Topk: N/A ada_p: 0.2649
[INFO] 2021-10-30 03:38:32 > Step: 837400 Progress: 83.7% Elapsed: 11 days, 13:26:11 Gen_loss: 1.629 Dis_loss: 1.36 Cls_loss: 1.844 Topk: N/A ada_p: 0.2683
[INFO] 2021-10-30 03:40:06 > Step: 837500 Progress: 83.8% Elapsed: 11 days, 13:27:45 Gen_loss: 3.818 Dis_loss: 0.9542 Cls_loss: 1.9 Topk: N/A ada_p: 0.2635
[INFO] 2021-10-30 03:41:39 > Step: 837600 Progress: 83.8% Elapsed: 11 days, 13:29:18 Gen_loss: 2.261 Dis_loss: 0.9028 Cls_loss: 1.664 Topk: N/A ada_p: 0.2638
[INFO] 2021-10-30 03:43:13 > Step: 837700 Progress: 83.8% Elapsed: 11 days, 13:30:52 Gen_loss: 1.514 Dis_loss: 1.6 Cls_loss: 1.686 Topk: N/A ada_p: 0.2644
[INFO] 2021-10-30 03:44:56 > Step: 837800 Progress: 83.8% Elapsed: 11 days, 13:32:35 Gen_loss: 2.557 Dis_loss: 0.951 Cls_loss: 1.742 Topk: N/A ada_p: 0.2616
[INFO] 2021-10-30 03:46:31 > Step: 837900 Progress: 83.8% Elapsed: 11 days, 13:34:09 Gen_loss: 1.872 Dis_loss: 1.067 Cls_loss: 1.726 Topk: N/A ada_p: 0.261
[INFO] 2021-10-30 03:48:04 > Step: 838000 Progress: 83.8% Elapsed: 11 days, 13:35:43 Gen_loss: 2.296 Dis_loss: 0.9043 Cls_loss: 1.768 Topk: N/A ada_p: 0.2564
[INFO] 2021-10-30 03:49:38 > Step: 838100 Progress: 83.8% Elapsed: 11 days, 13:37:16 Gen_loss: 2.104 Dis_loss: 0.8447 Cls_loss: 1.646 Topk: N/A ada_p: 0.2585
[INFO] 2021-10-30 03:51:21 > Step: 838200 Progress: 83.8% Elapsed: 11 days, 13:39:00 Gen_loss: 2.671 Dis_loss: 0.9051 Cls_loss: 1.897 Topk: N/A ada_p: 0.2583
[INFO] 2021-10-30 03:52:55 > Step: 838300 Progress: 83.8% Elapsed: 11 days, 13:40:34 Gen_loss: 2.255 Dis_loss: 1.175 Cls_loss: 1.812 Topk: N/A ada_p: 0.2517
[INFO] 2021-10-30 03:54:29 > Step: 838400 Progress: 83.8% Elapsed: 11 days, 13:42:08 Gen_loss: 2.293 Dis_loss: 1.121 Cls_loss: 2.174 Topk: N/A ada_p: 0.251
[INFO] 2021-10-30 03:56:03 > Step: 838500 Progress: 83.9% Elapsed: 11 days, 13:43:42 Gen_loss: 1.725 Dis_loss: 1.15 Cls_loss: 2.215 Topk: N/A ada_p: 0.2534
[INFO] 2021-10-30 03:57:46 > Step: 838600 Progress: 83.9% Elapsed: 11 days, 13:45:25 Gen_loss: 4.565 Dis_loss: 0.833 Cls_loss: 1.964 Topk: N/A ada_p: 0.2539
[INFO] 2021-10-30 03:59:20 > Step: 838700 Progress: 83.9% Elapsed: 11 days, 13:46:59 Gen_loss: 2.374 Dis_loss: 0.9794 Cls_loss: 2.016 Topk: N/A ada_p: 0.2525
[INFO] 2021-10-30 04:00:54 > Step: 838800 Progress: 83.9% Elapsed: 11 days, 13:48:33 Gen_loss: 3.394 Dis_loss: 0.8831 Cls_loss: 1.601 Topk: N/A ada_p: 0.2538
[INFO] 2021-10-30 04:02:38 > Step: 838900 Progress: 83.9% Elapsed: 11 days, 13:50:17 Gen_loss: 3.191 Dis_loss: 1.124 Cls_loss: 1.886 Topk: N/A ada_p: 0.2534
[INFO] 2021-10-30 04:04:11 > Step: 839000 Progress: 83.9% Elapsed: 11 days, 13:51:50 Gen_loss: 2.346 Dis_loss: 0.8991 Cls_loss: 1.82 Topk: N/A ada_p: 0.258
[INFO] 2021-10-30 04:05:45 > Step: 839100 Progress: 83.9% Elapsed: 11 days, 13:53:24 Gen_loss: 2.932 Dis_loss: 0.8798 Cls_loss: 1.914 Topk: N/A ada_p: 0.2592
[INFO] 2021-10-30 04:07:18 > Step: 839200 Progress: 83.9% Elapsed: 11 days, 13:54:57 Gen_loss: 2.221 Dis_loss: 0.9451 Cls_loss: 2.173 Topk: N/A ada_p: 0.2584
[INFO] 2021-10-30 04:09:02 > Step: 839300 Progress: 83.9% Elapsed: 11 days, 13:56:41 Gen_loss: 2.804 Dis_loss: 0.8315 Cls_loss: 1.926 Topk: N/A ada_p: 0.259
[INFO] 2021-10-30 04:10:35 > Step: 839400 Progress: 83.9% Elapsed: 11 days, 13:58:14 Gen_loss: 3.556 Dis_loss: 0.8926 Cls_loss: 2.117 Topk: N/A ada_p: 0.2572
[INFO] 2021-10-30 04:12:09 > Step: 839500 Progress: 84.0% Elapsed: 11 days, 13:59:48 Gen_loss: 2.647 Dis_loss: 0.9245 Cls_loss: 1.576 Topk: N/A ada_p: 0.2607
[INFO] 2021-10-30 04:13:42 > Step: 839600 Progress: 84.0% Elapsed: 11 days, 14:01:21 Gen_loss: 1.546 Dis_loss: 1.205 Cls_loss: 1.999 Topk: N/A ada_p: 0.2587
[INFO] 2021-10-30 04:15:26 > Step: 839700 Progress: 84.0% Elapsed: 11 days, 14:03:05 Gen_loss: 1.079 Dis_loss: 0.9871 Cls_loss: 1.968 Topk: N/A ada_p: 0.2606
[INFO] 2021-10-30 04:17:00 > Step: 839800 Progress: 84.0% Elapsed: 11 days, 14:04:38 Gen_loss: 3.744 Dis_loss: 0.8646 Cls_loss: 1.812 Topk: N/A ada_p: 0.2567
[INFO] 2021-10-30 04:18:33 > Step: 839900 Progress: 84.0% Elapsed: 11 days, 14:06:12 Gen_loss: 3.448 Dis_loss: 0.8303 Cls_loss: 1.875 Topk: N/A ada_p: 0.2569
[INFO] 2021-10-30 04:20:07 > Step: 840000 Progress: 84.0% Elapsed: 11 days, 14:07:46 Gen_loss: 2.419 Dis_loss: 0.9336 Cls_loss: 1.82 Topk: N/A ada_p: 0.2533
[INFO] 2021-10-30 04:20:07 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-30 04:20:08 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_840000.png
[INFO] 2021-10-30 04:20:08 > Start Evaluation (840000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-30 04:20:08 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-30 04:25:38 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-30 04:31:14 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-30 04:54:50 > Inception score (Step: 840000, 50000 generated images): 10.577555656433105
[INFO] 2021-10-30 04:54:50 > FID score (Step: 840000, Using train moments): 2.3843291241644238
[INFO] 2021-10-30 04:54:50 > Improved Precision (Step: 840000, Using train images): 0.75718
[INFO] 2021-10-30 04:54:50 > Improved Recall (Step: 840000, Using train images): 0.6478
[INFO] 2021-10-30 04:54:50 > Density (Step: 840000, Using train images): 1.04762
[INFO] 2021-10-30 04:54:50 > Coverage (Step: 840000, Using train images): 0.92906
[INFO] 2021-10-30 04:54:50 > Best FID score (Step: 780000, Using train moments): 2.3746075871417816
[INFO] 2021-10-30 04:55:02 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-30 05:00:30 > Step: 840100 Progress: 84.0% Elapsed: 11 days, 14:48:09 Gen_loss: 3.564 Dis_loss: 1.032 Cls_loss: 1.516 Topk: N/A ada_p: 0.256
[INFO] 2021-10-30 05:02:03 > Step: 840200 Progress: 84.0% Elapsed: 11 days, 14:49:42 Gen_loss: 2.606 Dis_loss: 1.21 Cls_loss: 1.754 Topk: N/A ada_p: 0.2588
[INFO] 2021-10-30 05:03:37 > Step: 840300 Progress: 84.0% Elapsed: 11 days, 14:51:16 Gen_loss: 2.311 Dis_loss: 1.327 Cls_loss: 1.97 Topk: N/A ada_p: 0.2571
[INFO] 2021-10-30 05:05:11 > Step: 840400 Progress: 84.0% Elapsed: 11 days, 14:52:49 Gen_loss: 2.977 Dis_loss: 1.226 Cls_loss: 1.959 Topk: N/A ada_p: 0.2574
[INFO] 2021-10-30 05:06:55 > Step: 840500 Progress: 84.0% Elapsed: 11 days, 14:54:33 Gen_loss: 2.447 Dis_loss: 1.001 Cls_loss: 2.18 Topk: N/A ada_p: 0.2572
[INFO] 2021-10-30 05:08:28 > Step: 840600 Progress: 84.1% Elapsed: 11 days, 14:56:07 Gen_loss: 1.988 Dis_loss: 0.9268 Cls_loss: 1.982 Topk: N/A ada_p: 0.257
[INFO] 2021-10-30 05:10:03 > Step: 840700 Progress: 84.1% Elapsed: 11 days, 14:57:41 Gen_loss: 2.513 Dis_loss: 0.834 Cls_loss: 1.689 Topk: N/A ada_p: 0.2587
[INFO] 2021-10-30 05:11:36 > Step: 840800 Progress: 84.1% Elapsed: 11 days, 14:59:15 Gen_loss: 1.837 Dis_loss: 1.134 Cls_loss: 1.888 Topk: N/A ada_p: 0.261
[INFO] 2021-10-30 05:13:20 > Step: 840900 Progress: 84.1% Elapsed: 11 days, 15:00:59 Gen_loss: 3.222 Dis_loss: 1.438 Cls_loss: 1.88 Topk: N/A ada_p: 0.2616
[INFO] 2021-10-30 05:14:54 > Step: 841000 Progress: 84.1% Elapsed: 11 days, 15:02:32 Gen_loss: 2.94 Dis_loss: 0.8092 Cls_loss: 1.922 Topk: N/A ada_p: 0.256
[INFO] 2021-10-30 05:16:27 > Step: 841100 Progress: 84.1% Elapsed: 11 days, 15:04:06 Gen_loss: 2.095 Dis_loss: 0.8196 Cls_loss: 2.141 Topk: N/A ada_p: 0.253
[INFO] 2021-10-30 05:18:00 > Step: 841200 Progress: 84.1% Elapsed: 11 days, 15:05:39 Gen_loss: 2.303 Dis_loss: 1.306 Cls_loss: 1.749 Topk: N/A ada_p: 0.2482
[INFO] 2021-10-30 05:19:45 > Step: 841300 Progress: 84.1% Elapsed: 11 days, 15:07:24 Gen_loss: 2.342 Dis_loss: 0.8095 Cls_loss: 1.603 Topk: N/A ada_p: 0.2557
[INFO] 2021-10-30 05:21:18 > Step: 841400 Progress: 84.1% Elapsed: 11 days, 15:08:57 Gen_loss: 1.15 Dis_loss: 1.748 Cls_loss: 2.03 Topk: N/A ada_p: 0.2578
[INFO] 2021-10-30 05:22:52 > Step: 841500 Progress: 84.2% Elapsed: 11 days, 15:10:31 Gen_loss: 1.788 Dis_loss: 0.8028 Cls_loss: 1.84 Topk: N/A ada_p: 0.2546
[INFO] 2021-10-30 05:24:25 > Step: 841600 Progress: 84.2% Elapsed: 11 days, 15:12:04 Gen_loss: 3.583 Dis_loss: 1.445 Cls_loss: 1.866 Topk: N/A ada_p: 0.2622
[INFO] 2021-10-30 05:26:09 > Step: 841700 Progress: 84.2% Elapsed: 11 days, 15:13:48 Gen_loss: 2.885 Dis_loss: 1.561 Cls_loss: 2.078 Topk: N/A ada_p: 0.2619
[INFO] 2021-10-30 05:27:42 > Step: 841800 Progress: 84.2% Elapsed: 11 days, 15:15:21 Gen_loss: 1.245 Dis_loss: 1.332 Cls_loss: 1.558 Topk: N/A ada_p: 0.2613
[INFO] 2021-10-30 05:29:16 > Step: 841900 Progress: 84.2% Elapsed: 11 days, 15:16:55 Gen_loss: 3.335 Dis_loss: 0.7525 Cls_loss: 1.743 Topk: N/A ada_p: 0.2574
[INFO] 2021-10-30 05:30:49 > Step: 842000 Progress: 84.2% Elapsed: 11 days, 15:18:28 Gen_loss: 1.345 Dis_loss: 0.9855 Cls_loss: 2.038 Topk: N/A ada_p: 0.2604
[INFO] 2021-10-30 05:32:33 > Step: 842100 Progress: 84.2% Elapsed: 11 days, 15:20:12 Gen_loss: 1.589 Dis_loss: 1.555 Cls_loss: 1.703 Topk: N/A ada_p: 0.2514
[INFO] 2021-10-30 05:34:06 > Step: 842200 Progress: 84.2% Elapsed: 11 days, 15:21:45 Gen_loss: 3.115 Dis_loss: 1.041 Cls_loss: 2.289 Topk: N/A ada_p: 0.247
[INFO] 2021-10-30 05:35:40 > Step: 842300 Progress: 84.2% Elapsed: 11 days, 15:23:19 Gen_loss: 1.769 Dis_loss: 0.7193 Cls_loss: 1.669 Topk: N/A ada_p: 0.2474
[INFO] 2021-10-30 05:37:13 > Step: 842400 Progress: 84.2% Elapsed: 11 days, 15:24:52 Gen_loss: 2.174 Dis_loss: 0.8894 Cls_loss: 1.68 Topk: N/A ada_p: 0.2453
[INFO] 2021-10-30 05:38:57 > Step: 842500 Progress: 84.2% Elapsed: 11 days, 15:26:36 Gen_loss: 1.636 Dis_loss: 0.9271 Cls_loss: 1.511 Topk: N/A ada_p: 0.245
[INFO] 2021-10-30 05:40:30 > Step: 842600 Progress: 84.3% Elapsed: 11 days, 15:28:09 Gen_loss: 2.171 Dis_loss: 0.7998 Cls_loss: 1.859 Topk: N/A ada_p: 0.2526
[INFO] 2021-10-30 05:42:04 > Step: 842700 Progress: 84.3% Elapsed: 11 days, 15:29:43 Gen_loss: 1.254 Dis_loss: 0.9275 Cls_loss: 2.329 Topk: N/A ada_p: 0.2546
[INFO] 2021-10-30 05:43:49 > Step: 842800 Progress: 84.3% Elapsed: 11 days, 15:31:27 Gen_loss: 4.421 Dis_loss: 1.198 Cls_loss: 2.01 Topk: N/A ada_p: 0.2571
[INFO] 2021-10-30 05:45:22 > Step: 842900 Progress: 84.3% Elapsed: 11 days, 15:33:01 Gen_loss: 1.974 Dis_loss: 1.475 Cls_loss: 1.92 Topk: N/A ada_p: 0.2532
[INFO] 2021-10-30 05:46:56 > Step: 843000 Progress: 84.3% Elapsed: 11 days, 15:34:34 Gen_loss: 2.311 Dis_loss: 0.8386 Cls_loss: 1.943 Topk: N/A ada_p: 0.2585
[INFO] 2021-10-30 05:48:29 > Step: 843100 Progress: 84.3% Elapsed: 11 days, 15:36:08 Gen_loss: 1.727 Dis_loss: 1.109 Cls_loss: 1.531 Topk: N/A ada_p: 0.2571
[INFO] 2021-10-30 05:50:13 > Step: 843200 Progress: 84.3% Elapsed: 11 days, 15:37:52 Gen_loss: 3.086 Dis_loss: 0.9886 Cls_loss: 1.741 Topk: N/A ada_p: 0.25
[INFO] 2021-10-30 05:51:47 > Step: 843300 Progress: 84.3% Elapsed: 11 days, 15:39:25 Gen_loss: 1.912 Dis_loss: 0.7473 Cls_loss: 1.88 Topk: N/A ada_p: 0.2542
[INFO] 2021-10-30 05:53:20 > Step: 843400 Progress: 84.3% Elapsed: 11 days, 15:40:59 Gen_loss: 2.021 Dis_loss: 0.9453 Cls_loss: 1.86 Topk: N/A ada_p: 0.2547
[INFO] 2021-10-30 05:54:54 > Step: 843500 Progress: 84.4% Elapsed: 11 days, 15:42:33 Gen_loss: 1.769 Dis_loss: 0.8344 Cls_loss: 1.469 Topk: N/A ada_p: 0.2515
[INFO] 2021-10-30 05:56:38 > Step: 843600 Progress: 84.4% Elapsed: 11 days, 15:44:16 Gen_loss: 4.264 Dis_loss: 0.5388 Cls_loss: 1.535 Topk: N/A ada_p: 0.2453
[INFO] 2021-10-30 05:58:12 > Step: 843700 Progress: 84.4% Elapsed: 11 days, 15:45:51 Gen_loss: 1.521 Dis_loss: 1.02 Cls_loss: 1.896 Topk: N/A ada_p: 0.2508
[INFO] 2021-10-30 05:59:46 > Step: 843800 Progress: 84.4% Elapsed: 11 days, 15:47:25 Gen_loss: 1.321 Dis_loss: 0.875 Cls_loss: 1.739 Topk: N/A ada_p: 0.2462
[INFO] 2021-10-30 06:01:20 > Step: 843900 Progress: 84.4% Elapsed: 11 days, 15:48:58 Gen_loss: 1.462 Dis_loss: 0.7125 Cls_loss: 1.676 Topk: N/A ada_p: 0.243
[INFO] 2021-10-30 06:03:04 > Step: 844000 Progress: 84.4% Elapsed: 11 days, 15:50:42 Gen_loss: 2.024 Dis_loss: 1.364 Cls_loss: 1.825 Topk: N/A ada_p: 0.2453
[INFO] 2021-10-30 06:04:38 > Step: 844100 Progress: 84.4% Elapsed: 11 days, 15:52:16 Gen_loss: 2.019 Dis_loss: 0.825 Cls_loss: 1.688 Topk: N/A ada_p: 0.2488
[INFO] 2021-10-30 06:06:11 > Step: 844200 Progress: 84.4% Elapsed: 11 days, 15:53:50 Gen_loss: 3.004 Dis_loss: 1.172 Cls_loss: 1.89 Topk: N/A ada_p: 0.2519
[INFO] 2021-10-30 06:07:45 > Step: 844300 Progress: 84.4% Elapsed: 11 days, 15:55:23 Gen_loss: 1.944 Dis_loss: 1.673 Cls_loss: 1.453 Topk: N/A ada_p: 0.2548
[INFO] 2021-10-30 06:09:28 > Step: 844400 Progress: 84.4% Elapsed: 11 days, 15:57:07 Gen_loss: 2.978 Dis_loss: 1.718 Cls_loss: 2.171 Topk: N/A ada_p: 0.2505
[INFO] 2021-10-30 06:11:03 > Step: 844500 Progress: 84.5% Elapsed: 11 days, 15:58:42 Gen_loss: 2.053 Dis_loss: 1.054 Cls_loss: 1.655 Topk: N/A ada_p: 0.2511
[INFO] 2021-10-30 06:12:36 > Step: 844600 Progress: 84.5% Elapsed: 11 days, 16:00:15 Gen_loss: 2.233 Dis_loss: 1.275 Cls_loss: 2.298 Topk: N/A ada_p: 0.2565
[INFO] 2021-10-30 06:14:10 > Step: 844700 Progress: 84.5% Elapsed: 11 days, 16:01:49 Gen_loss: 2.489 Dis_loss: 0.9477 Cls_loss: 1.752 Topk: N/A ada_p: 0.2574
[INFO] 2021-10-30 06:15:54 > Step: 844800 Progress: 84.5% Elapsed: 11 days, 16:03:33 Gen_loss: 2.131 Dis_loss: 0.9115 Cls_loss: 2.003 Topk: N/A ada_p: 0.2602
[INFO] 2021-10-30 06:17:27 > Step: 844900 Progress: 84.5% Elapsed: 11 days, 16:05:06 Gen_loss: 3.019 Dis_loss: 0.9954 Cls_loss: 1.442 Topk: N/A ada_p: 0.2537
[INFO] 2021-10-30 06:19:01 > Step: 845000 Progress: 84.5% Elapsed: 11 days, 16:06:40 Gen_loss: 2.222 Dis_loss: 0.9533 Cls_loss: 1.777 Topk: N/A ada_p: 0.2524
[INFO] 2021-10-30 06:20:34 > Step: 845100 Progress: 84.5% Elapsed: 11 days, 16:08:13 Gen_loss: 1.392 Dis_loss: 1.168 Cls_loss: 1.806 Topk: N/A ada_p: 0.2476
[INFO] 2021-10-30 06:22:18 > Step: 845200 Progress: 84.5% Elapsed: 11 days, 16:09:57 Gen_loss: 2.272 Dis_loss: 1.009 Cls_loss: 1.684 Topk: N/A ada_p: 0.2446
[INFO] 2021-10-30 06:23:52 > Step: 845300 Progress: 84.5% Elapsed: 11 days, 16:11:30 Gen_loss: 1.774 Dis_loss: 1.154 Cls_loss: 1.697 Topk: N/A ada_p: 0.2496
[INFO] 2021-10-30 06:25:25 > Step: 845400 Progress: 84.5% Elapsed: 11 days, 16:13:04 Gen_loss: 2.9 Dis_loss: 0.8896 Cls_loss: 1.829 Topk: N/A ada_p: 0.2516
[INFO] 2021-10-30 06:26:59 > Step: 845500 Progress: 84.5% Elapsed: 11 days, 16:14:37 Gen_loss: 2.354 Dis_loss: 1.044 Cls_loss: 2.038 Topk: N/A ada_p: 0.253
[INFO] 2021-10-30 06:28:42 > Step: 845600 Progress: 84.6% Elapsed: 11 days, 16:16:21 Gen_loss: 2.129 Dis_loss: 0.9606 Cls_loss: 2.054 Topk: N/A ada_p: 0.2517
[INFO] 2021-10-30 06:30:16 > Step: 845700 Progress: 84.6% Elapsed: 11 days, 16:17:55 Gen_loss: 4.038 Dis_loss: 1.297 Cls_loss: 1.568 Topk: N/A ada_p: 0.2526
[INFO] 2021-10-30 06:31:50 > Step: 845800 Progress: 84.6% Elapsed: 11 days, 16:19:28 Gen_loss: 1.11 Dis_loss: 0.9813 Cls_loss: 2.067 Topk: N/A ada_p: 0.2521
[INFO] 2021-10-30 06:33:24 > Step: 845900 Progress: 84.6% Elapsed: 11 days, 16:21:03 Gen_loss: 2.299 Dis_loss: 1.036 Cls_loss: 1.663 Topk: N/A ada_p: 0.2564
[INFO] 2021-10-30 06:35:09 > Step: 846000 Progress: 84.6% Elapsed: 11 days, 16:22:47 Gen_loss: 2.97 Dis_loss: 1.289 Cls_loss: 1.828 Topk: N/A ada_p: 0.2579
[INFO] 2021-10-30 06:36:43 > Step: 846100 Progress: 84.6% Elapsed: 11 days, 16:24:21 Gen_loss: 2.98 Dis_loss: 1.557 Cls_loss: 2.181 Topk: N/A ada_p: 0.2631
[INFO] 2021-10-30 06:38:16 > Step: 846200 Progress: 84.6% Elapsed: 11 days, 16:25:55 Gen_loss: 2.787 Dis_loss: 0.9248 Cls_loss: 1.926 Topk: N/A ada_p: 0.2647
[INFO] 2021-10-30 06:39:50 > Step: 846300 Progress: 84.6% Elapsed: 11 days, 16:27:29 Gen_loss: 2.086 Dis_loss: 0.7814 Cls_loss: 1.801 Topk: N/A ada_p: 0.2615
[INFO] 2021-10-30 06:41:34 > Step: 846400 Progress: 84.6% Elapsed: 11 days, 16:29:13 Gen_loss: 1.873 Dis_loss: 1.178 Cls_loss: 1.574 Topk: N/A ada_p: 0.2643
[INFO] 2021-10-30 06:43:07 > Step: 846500 Progress: 84.7% Elapsed: 11 days, 16:30:46 Gen_loss: 2.419 Dis_loss: 0.9372 Cls_loss: 1.719 Topk: N/A ada_p: 0.2644
[INFO] 2021-10-30 06:44:41 > Step: 846600 Progress: 84.7% Elapsed: 11 days, 16:32:19 Gen_loss: 2.588 Dis_loss: 1.022 Cls_loss: 2.074 Topk: N/A ada_p: 0.2601
[INFO] 2021-10-30 06:46:25 > Step: 846700 Progress: 84.7% Elapsed: 11 days, 16:34:03 Gen_loss: 2.76 Dis_loss: 0.8818 Cls_loss: 1.466 Topk: N/A ada_p: 0.263
[INFO] 2021-10-30 06:47:58 > Step: 846800 Progress: 84.7% Elapsed: 11 days, 16:35:37 Gen_loss: 4.216 Dis_loss: 0.9247 Cls_loss: 1.854 Topk: N/A ada_p: 0.262
[INFO] 2021-10-30 06:49:32 > Step: 846900 Progress: 84.7% Elapsed: 11 days, 16:37:11 Gen_loss: 1.956 Dis_loss: 1.006 Cls_loss: 1.508 Topk: N/A ada_p: 0.2588
[INFO] 2021-10-30 06:51:05 > Step: 847000 Progress: 84.7% Elapsed: 11 days, 16:38:44 Gen_loss: 4.109 Dis_loss: 1.131 Cls_loss: 2.192 Topk: N/A ada_p: 0.2578
[INFO] 2021-10-30 06:52:49 > Step: 847100 Progress: 84.7% Elapsed: 11 days, 16:40:28 Gen_loss: 1.509 Dis_loss: 0.85 Cls_loss: 1.742 Topk: N/A ada_p: 0.2589
[INFO] 2021-10-30 06:54:23 > Step: 847200 Progress: 84.7% Elapsed: 11 days, 16:42:01 Gen_loss: 4.326 Dis_loss: 0.7999 Cls_loss: 1.627 Topk: N/A ada_p: 0.2566
[INFO] 2021-10-30 06:55:56 > Step: 847300 Progress: 84.7% Elapsed: 11 days, 16:43:35 Gen_loss: 1.996 Dis_loss: 1.294 Cls_loss: 1.732 Topk: N/A ada_p: 0.2572
[INFO] 2021-10-30 06:57:30 > Step: 847400 Progress: 84.7% Elapsed: 11 days, 16:45:09 Gen_loss: 1.942 Dis_loss: 0.7363 Cls_loss: 1.784 Topk: N/A ada_p: 0.2596
[INFO] 2021-10-30 06:59:14 > Step: 847500 Progress: 84.8% Elapsed: 11 days, 16:46:52 Gen_loss: 2.334 Dis_loss: 1.034 Cls_loss: 2.156 Topk: N/A ada_p: 0.2579
[INFO] 2021-10-30 07:00:47 > Step: 847600 Progress: 84.8% Elapsed: 11 days, 16:48:26 Gen_loss: 1.857 Dis_loss: 0.7692 Cls_loss: 1.585 Topk: N/A ada_p: 0.2574
[INFO] 2021-10-30 07:02:21 > Step: 847700 Progress: 84.8% Elapsed: 11 days, 16:50:00 Gen_loss: 2.139 Dis_loss: 0.933 Cls_loss: 2.009 Topk: N/A ada_p: 0.2629
[INFO] 2021-10-30 07:03:54 > Step: 847800 Progress: 84.8% Elapsed: 11 days, 16:51:33 Gen_loss: 2.446 Dis_loss: 0.9388 Cls_loss: 2.127 Topk: N/A ada_p: 0.266
[INFO] 2021-10-30 07:05:38 > Step: 847900 Progress: 84.8% Elapsed: 11 days, 16:53:17 Gen_loss: 2.295 Dis_loss: 0.8875 Cls_loss: 2.212 Topk: N/A ada_p: 0.263
[INFO] 2021-10-30 07:07:12 > Step: 848000 Progress: 84.8% Elapsed: 11 days, 16:54:50 Gen_loss: 4.006 Dis_loss: 0.8708 Cls_loss: 1.89 Topk: N/A ada_p: 0.2612
[INFO] 2021-10-30 07:08:45 > Step: 848100 Progress: 84.8% Elapsed: 11 days, 16:56:24 Gen_loss: 3.44 Dis_loss: 0.9326 Cls_loss: 1.728 Topk: N/A ada_p: 0.2603
[INFO] 2021-10-30 07:10:18 > Step: 848200 Progress: 84.8% Elapsed: 11 days, 16:57:57 Gen_loss: 3.743 Dis_loss: 1.157 Cls_loss: 1.762 Topk: N/A ada_p: 0.2613
[INFO] 2021-10-30 07:12:03 > Step: 848300 Progress: 84.8% Elapsed: 11 days, 16:59:42 Gen_loss: 2.272 Dis_loss: 0.8487 Cls_loss: 1.766 Topk: N/A ada_p: 0.2658
[INFO] 2021-10-30 07:13:36 > Step: 848400 Progress: 84.8% Elapsed: 11 days, 17:01:15 Gen_loss: 3.302 Dis_loss: 0.8475 Cls_loss: 1.956 Topk: N/A ada_p: 0.2625
[INFO] 2021-10-30 07:15:10 > Step: 848500 Progress: 84.9% Elapsed: 11 days, 17:02:49 Gen_loss: 2.273 Dis_loss: 0.6909 Cls_loss: 1.826 Topk: N/A ada_p: 0.2606
[INFO] 2021-10-30 07:16:43 > Step: 848600 Progress: 84.9% Elapsed: 11 days, 17:04:22 Gen_loss: 1.64 Dis_loss: 0.8387 Cls_loss: 1.524 Topk: N/A ada_p: 0.2598
[INFO] 2021-10-30 07:18:27 > Step: 848700 Progress: 84.9% Elapsed: 11 days, 17:06:06 Gen_loss: 1.73 Dis_loss: 0.5635 Cls_loss: 1.495 Topk: N/A ada_p: 0.2607
[INFO] 2021-10-30 07:20:01 > Step: 848800 Progress: 84.9% Elapsed: 11 days, 17:07:40 Gen_loss: 2.363 Dis_loss: 0.7273 Cls_loss: 1.958 Topk: N/A ada_p: 0.2643
[INFO] 2021-10-30 07:21:35 > Step: 848900 Progress: 84.9% Elapsed: 11 days, 17:09:14 Gen_loss: 2.934 Dis_loss: 0.8114 Cls_loss: 1.744 Topk: N/A ada_p: 0.2629
[INFO] 2021-10-30 07:23:09 > Step: 849000 Progress: 84.9% Elapsed: 11 days, 17:10:47 Gen_loss: 0.9767 Dis_loss: 0.9926 Cls_loss: 1.933 Topk: N/A ada_p: 0.2562
[INFO] 2021-10-30 07:24:53 > Step: 849100 Progress: 84.9% Elapsed: 11 days, 17:12:31 Gen_loss: 3.621 Dis_loss: 1.485 Cls_loss: 1.865 Topk: N/A ada_p: 0.2543
[INFO] 2021-10-30 07:26:26 > Step: 849200 Progress: 84.9% Elapsed: 11 days, 17:14:05 Gen_loss: 3.015 Dis_loss: 0.997 Cls_loss: 2.188 Topk: N/A ada_p: 0.25
[INFO] 2021-10-30 07:28:00 > Step: 849300 Progress: 84.9% Elapsed: 11 days, 17:15:39 Gen_loss: 3.248 Dis_loss: 1.28 Cls_loss: 1.871 Topk: N/A ada_p: 0.2534
[INFO] 2021-10-30 07:29:33 > Step: 849400 Progress: 84.9% Elapsed: 11 days, 17:17:12 Gen_loss: 3.414 Dis_loss: 1.762 Cls_loss: 2.581 Topk: N/A ada_p: 0.2549
[INFO] 2021-10-30 07:31:18 > Step: 849500 Progress: 85.0% Elapsed: 11 days, 17:18:57 Gen_loss: 4.117 Dis_loss: 0.7275 Cls_loss: 1.681 Topk: N/A ada_p: 0.2576
[INFO] 2021-10-30 07:32:51 > Step: 849600 Progress: 85.0% Elapsed: 11 days, 17:20:30 Gen_loss: 3.107 Dis_loss: 1.135 Cls_loss: 2.396 Topk: N/A ada_p: 0.2556
[INFO] 2021-10-30 07:34:26 > Step: 849700 Progress: 85.0% Elapsed: 11 days, 17:22:05 Gen_loss: 2.55 Dis_loss: 1.168 Cls_loss: 2.225 Topk: N/A ada_p: 0.2524
[INFO] 2021-10-30 07:36:01 > Step: 849800 Progress: 85.0% Elapsed: 11 days, 17:23:39 Gen_loss: 1.64 Dis_loss: 0.6573 Cls_loss: 1.656 Topk: N/A ada_p: 0.2537
[INFO] 2021-10-30 07:37:45 > Step: 849900 Progress: 85.0% Elapsed: 11 days, 17:25:23 Gen_loss: 2.184 Dis_loss: 0.9417 Cls_loss: 1.996 Topk: N/A ada_p: 0.2648
[INFO] 2021-10-30 07:39:18 > Step: 850000 Progress: 85.0% Elapsed: 11 days, 17:26:57 Gen_loss: 1.867 Dis_loss: 1.028 Cls_loss: 2.122 Topk: N/A ada_p: 0.2697
[INFO] 2021-10-30 07:39:18 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-30 07:39:18 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_850000.png
[INFO] 2021-10-30 07:39:18 > Start Evaluation (850000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-30 07:39:18 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-30 07:44:49 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-30 07:50:25 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-30 08:14:42 > Inception score (Step: 850000, 50000 generated images): 10.547884941101074
[INFO] 2021-10-30 08:14:42 > FID score (Step: 850000, Using train moments): 2.370472991872532
[INFO] 2021-10-30 08:14:42 > Improved Precision (Step: 850000, Using train images): 0.76408
[INFO] 2021-10-30 08:14:42 > Improved Recall (Step: 850000, Using train images): 0.6439
[INFO] 2021-10-30 08:14:42 > Density (Step: 850000, Using train images): 1.064344
[INFO] 2021-10-30 08:14:42 > Coverage (Step: 850000, Using train images): 0.93188
[INFO] 2021-10-30 08:14:42 > Best FID score (Step: 850000, Using train moments): 2.370472991872532
[INFO] 2021-10-30 08:15:04 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-30 08:19:42 > Step: 850100 Progress: 85.0% Elapsed: 11 days, 18:07:20 Gen_loss: 2.034 Dis_loss: 0.9904 Cls_loss: 1.832 Topk: N/A ada_p: 0.2677
[INFO] 2021-10-30 08:21:16 > Step: 850200 Progress: 85.0% Elapsed: 11 days, 18:08:55 Gen_loss: 2.548 Dis_loss: 1.243 Cls_loss: 1.738 Topk: N/A ada_p: 0.2565
[INFO] 2021-10-30 08:23:07 > Step: 850300 Progress: 85.0% Elapsed: 11 days, 18:10:45 Gen_loss: 1.578 Dis_loss: 1.154 Cls_loss: 1.753 Topk: N/A ada_p: 0.2625
[INFO] 2021-10-30 08:24:40 > Step: 850400 Progress: 85.0% Elapsed: 11 days, 18:12:19 Gen_loss: 1.394 Dis_loss: 0.9214 Cls_loss: 2.033 Topk: N/A ada_p: 0.2635
[INFO] 2021-10-30 08:26:14 > Step: 850500 Progress: 85.0% Elapsed: 11 days, 18:13:52 Gen_loss: 2.232 Dis_loss: 1.561 Cls_loss: 2.253 Topk: N/A ada_p: 0.2647
[INFO] 2021-10-30 08:27:57 > Step: 850600 Progress: 85.1% Elapsed: 11 days, 18:15:36 Gen_loss: 2.24 Dis_loss: 0.9033 Cls_loss: 1.788 Topk: N/A ada_p: 0.257
[INFO] 2021-10-30 08:29:30 > Step: 850700 Progress: 85.1% Elapsed: 11 days, 18:17:09 Gen_loss: 2.137 Dis_loss: 0.9874 Cls_loss: 1.812 Topk: N/A ada_p: 0.2569
[INFO] 2021-10-30 08:31:05 > Step: 850800 Progress: 85.1% Elapsed: 11 days, 18:18:44 Gen_loss: 1.49 Dis_loss: 1.096 Cls_loss: 2.109 Topk: N/A ada_p: 0.2558
[INFO] 2021-10-30 08:32:39 > Step: 850900 Progress: 85.1% Elapsed: 11 days, 18:20:18 Gen_loss: 2.389 Dis_loss: 1.218 Cls_loss: 2.141 Topk: N/A ada_p: 0.2537
[INFO] 2021-10-30 08:34:23 > Step: 851000 Progress: 85.1% Elapsed: 11 days, 18:22:01 Gen_loss: 1.799 Dis_loss: 1.303 Cls_loss: 1.819 Topk: N/A ada_p: 0.2616
[INFO] 2021-10-30 08:35:56 > Step: 851100 Progress: 85.1% Elapsed: 11 days, 18:23:35 Gen_loss: 2.722 Dis_loss: 0.9938 Cls_loss: 1.915 Topk: N/A ada_p: 0.2579
[INFO] 2021-10-30 08:37:29 > Step: 851200 Progress: 85.1% Elapsed: 11 days, 18:25:08 Gen_loss: 2.716 Dis_loss: 0.8177 Cls_loss: 1.629 Topk: N/A ada_p: 0.2556
[INFO] 2021-10-30 08:39:03 > Step: 851300 Progress: 85.1% Elapsed: 11 days, 18:26:42 Gen_loss: 3.445 Dis_loss: 1.033 Cls_loss: 1.96 Topk: N/A ada_p: 0.2629
[INFO] 2021-10-30 08:40:47 > Step: 851400 Progress: 85.1% Elapsed: 11 days, 18:28:26 Gen_loss: 4.274 Dis_loss: 1.856 Cls_loss: 1.715 Topk: N/A ada_p: 0.2654
[INFO] 2021-10-30 08:42:21 > Step: 851500 Progress: 85.2% Elapsed: 11 days, 18:29:59 Gen_loss: 2.49 Dis_loss: 0.9897 Cls_loss: 1.961 Topk: N/A ada_p: 0.2684
[INFO] 2021-10-30 08:43:54 > Step: 851600 Progress: 85.2% Elapsed: 11 days, 18:31:33 Gen_loss: 2.324 Dis_loss: 1.276 Cls_loss: 2.149 Topk: N/A ada_p: 0.2689
[INFO] 2021-10-30 08:45:28 > Step: 851700 Progress: 85.2% Elapsed: 11 days, 18:33:06 Gen_loss: 1.868 Dis_loss: 1.26 Cls_loss: 1.613 Topk: N/A ada_p: 0.2624
[INFO] 2021-10-30 08:47:11 > Step: 851800 Progress: 85.2% Elapsed: 11 days, 18:34:50 Gen_loss: 2.058 Dis_loss: 1.067 Cls_loss: 1.581 Topk: N/A ada_p: 0.2649
[INFO] 2021-10-30 08:48:45 > Step: 851900 Progress: 85.2% Elapsed: 11 days, 18:36:24 Gen_loss: 2.1 Dis_loss: 1.294 Cls_loss: 1.848 Topk: N/A ada_p: 0.2668
[INFO] 2021-10-30 08:50:18 > Step: 852000 Progress: 85.2% Elapsed: 11 days, 18:37:57 Gen_loss: 2.085 Dis_loss: 1.21 Cls_loss: 1.937 Topk: N/A ada_p: 0.2671
[INFO] 2021-10-30 08:51:52 > Step: 852100 Progress: 85.2% Elapsed: 11 days, 18:39:31 Gen_loss: 2.432 Dis_loss: 1.028 Cls_loss: 1.746 Topk: N/A ada_p: 0.2734
[INFO] 2021-10-30 08:53:35 > Step: 852200 Progress: 85.2% Elapsed: 11 days, 18:41:14 Gen_loss: 1.791 Dis_loss: 1.526 Cls_loss: 2.434 Topk: N/A ada_p: 0.2716
[INFO] 2021-10-30 08:55:09 > Step: 852300 Progress: 85.2% Elapsed: 11 days, 18:42:48 Gen_loss: 2.574 Dis_loss: 0.8971 Cls_loss: 1.827 Topk: N/A ada_p: 0.2645
[INFO] 2021-10-30 08:56:44 > Step: 852400 Progress: 85.2% Elapsed: 11 days, 18:44:23 Gen_loss: 3.595 Dis_loss: 1.072 Cls_loss: 1.852 Topk: N/A ada_p: 0.2607
[INFO] 2021-10-30 08:58:18 > Step: 852500 Progress: 85.2% Elapsed: 11 days, 18:45:56 Gen_loss: 1.977 Dis_loss: 1.188 Cls_loss: 2.131 Topk: N/A ada_p: 0.2636
[INFO] 2021-10-30 09:00:01 > Step: 852600 Progress: 85.3% Elapsed: 11 days, 18:47:40 Gen_loss: 2.562 Dis_loss: 0.8443 Cls_loss: 2.233 Topk: N/A ada_p: 0.2616
[INFO] 2021-10-30 09:01:35 > Step: 852700 Progress: 85.3% Elapsed: 11 days, 18:49:14 Gen_loss: 3.348 Dis_loss: 1.013 Cls_loss: 1.476 Topk: N/A ada_p: 0.2622
[INFO] 2021-10-30 09:03:08 > Step: 852800 Progress: 85.3% Elapsed: 11 days, 18:50:47 Gen_loss: 0.7585 Dis_loss: 1.117 Cls_loss: 2.028 Topk: N/A ada_p: 0.2607
[INFO] 2021-10-30 09:04:42 > Step: 852900 Progress: 85.3% Elapsed: 11 days, 18:52:21 Gen_loss: 2.506 Dis_loss: 1.052 Cls_loss: 1.783 Topk: N/A ada_p: 0.2588
[INFO] 2021-10-30 09:06:26 > Step: 853000 Progress: 85.3% Elapsed: 11 days, 18:54:05 Gen_loss: 1.992 Dis_loss: 1.08 Cls_loss: 1.648 Topk: N/A ada_p: 0.2596
[INFO] 2021-10-30 09:08:00 > Step: 853100 Progress: 85.3% Elapsed: 11 days, 18:55:39 Gen_loss: 2.654 Dis_loss: 0.9872 Cls_loss: 1.793 Topk: N/A ada_p: 0.2502
[INFO] 2021-10-30 09:09:33 > Step: 853200 Progress: 85.3% Elapsed: 11 days, 18:57:12 Gen_loss: 1.44 Dis_loss: 0.9619 Cls_loss: 1.638 Topk: N/A ada_p: 0.2489
[INFO] 2021-10-30 09:11:07 > Step: 853300 Progress: 85.3% Elapsed: 11 days, 18:58:46 Gen_loss: 2.33 Dis_loss: 1.067 Cls_loss: 1.686 Topk: N/A ada_p: 0.247
[INFO] 2021-10-30 09:12:51 > Step: 853400 Progress: 85.3% Elapsed: 11 days, 19:00:30 Gen_loss: 1.056 Dis_loss: 1.493 Cls_loss: 1.99 Topk: N/A ada_p: 0.2485
[INFO] 2021-10-30 09:14:25 > Step: 853500 Progress: 85.4% Elapsed: 11 days, 19:02:03 Gen_loss: 3.129 Dis_loss: 1.003 Cls_loss: 1.502 Topk: N/A ada_p: 0.2412
[INFO] 2021-10-30 09:15:58 > Step: 853600 Progress: 85.4% Elapsed: 11 days, 19:03:37 Gen_loss: 3.791 Dis_loss: 0.8908 Cls_loss: 1.805 Topk: N/A ada_p: 0.2474
[INFO] 2021-10-30 09:17:32 > Step: 853700 Progress: 85.4% Elapsed: 11 days, 19:05:11 Gen_loss: 3.899 Dis_loss: 0.9862 Cls_loss: 1.986 Topk: N/A ada_p: 0.2516
[INFO] 2021-10-30 09:19:15 > Step: 853800 Progress: 85.4% Elapsed: 11 days, 19:06:54 Gen_loss: 1.348 Dis_loss: 1.655 Cls_loss: 1.678 Topk: N/A ada_p: 0.2485
[INFO] 2021-10-30 09:20:49 > Step: 853900 Progress: 85.4% Elapsed: 11 days, 19:08:28 Gen_loss: 1.218 Dis_loss: 0.9115 Cls_loss: 2.073 Topk: N/A ada_p: 0.2535
[INFO] 2021-10-30 09:22:22 > Step: 854000 Progress: 85.4% Elapsed: 11 days, 19:10:01 Gen_loss: 2.206 Dis_loss: 0.935 Cls_loss: 1.559 Topk: N/A ada_p: 0.2533
[INFO] 2021-10-30 09:23:56 > Step: 854100 Progress: 85.4% Elapsed: 11 days, 19:11:35 Gen_loss: 2.405 Dis_loss: 0.9359 Cls_loss: 1.694 Topk: N/A ada_p: 0.2529
[INFO] 2021-10-30 09:25:40 > Step: 854200 Progress: 85.4% Elapsed: 11 days, 19:13:19 Gen_loss: 1.234 Dis_loss: 1.814 Cls_loss: 2.318 Topk: N/A ada_p: 0.2488
[INFO] 2021-10-30 09:27:13 > Step: 854300 Progress: 85.4% Elapsed: 11 days, 19:14:52 Gen_loss: 2.148 Dis_loss: 1.257 Cls_loss: 2.038 Topk: N/A ada_p: 0.252
[INFO] 2021-10-30 09:28:47 > Step: 854400 Progress: 85.4% Elapsed: 11 days, 19:16:25 Gen_loss: 3.846 Dis_loss: 0.8423 Cls_loss: 2.054 Topk: N/A ada_p: 0.2535
[INFO] 2021-10-30 09:30:31 > Step: 854500 Progress: 85.5% Elapsed: 11 days, 19:18:10 Gen_loss: 2.343 Dis_loss: 0.8515 Cls_loss: 1.714 Topk: N/A ada_p: 0.2578
[INFO] 2021-10-30 09:32:05 > Step: 854600 Progress: 85.5% Elapsed: 11 days, 19:19:43 Gen_loss: 1.931 Dis_loss: 0.6992 Cls_loss: 1.74 Topk: N/A ada_p: 0.2552
[INFO] 2021-10-30 09:33:38 > Step: 854700 Progress: 85.5% Elapsed: 11 days, 19:21:17 Gen_loss: 1.959 Dis_loss: 1.34 Cls_loss: 1.904 Topk: N/A ada_p: 0.2592
[INFO] 2021-10-30 09:35:12 > Step: 854800 Progress: 85.5% Elapsed: 11 days, 19:22:50 Gen_loss: 1.829 Dis_loss: 0.9114 Cls_loss: 1.464 Topk: N/A ada_p: 0.2548
[INFO] 2021-10-30 09:36:56 > Step: 854900 Progress: 85.5% Elapsed: 11 days, 19:24:35 Gen_loss: 1.773 Dis_loss: 0.8706 Cls_loss: 1.702 Topk: N/A ada_p: 0.2593
[INFO] 2021-10-30 09:38:30 > Step: 855000 Progress: 85.5% Elapsed: 11 days, 19:26:09 Gen_loss: 2.577 Dis_loss: 1.166 Cls_loss: 1.866 Topk: N/A ada_p: 0.2596
[INFO] 2021-10-30 09:40:04 > Step: 855100 Progress: 85.5% Elapsed: 11 days, 19:27:42 Gen_loss: 1.345 Dis_loss: 1.704 Cls_loss: 1.762 Topk: N/A ada_p: 0.2628
[INFO] 2021-10-30 09:41:37 > Step: 855200 Progress: 85.5% Elapsed: 11 days, 19:29:16 Gen_loss: 2.837 Dis_loss: 1.206 Cls_loss: 2.031 Topk: N/A ada_p: 0.2651
[INFO] 2021-10-30 09:43:23 > Step: 855300 Progress: 85.5% Elapsed: 11 days, 19:31:02 Gen_loss: 2.32 Dis_loss: 1.328 Cls_loss: 2.414 Topk: N/A ada_p: 0.2667
[INFO] 2021-10-30 09:44:56 > Step: 855400 Progress: 85.5% Elapsed: 11 days, 19:32:35 Gen_loss: 1.911 Dis_loss: 0.7421 Cls_loss: 1.702 Topk: N/A ada_p: 0.2619
[INFO] 2021-10-30 09:46:31 > Step: 855500 Progress: 85.5% Elapsed: 11 days, 19:34:09 Gen_loss: 2.475 Dis_loss: 0.9518 Cls_loss: 1.767 Topk: N/A ada_p: 0.2607
[INFO] 2021-10-30 09:48:04 > Step: 855600 Progress: 85.6% Elapsed: 11 days, 19:35:43 Gen_loss: 1.723 Dis_loss: 1.067 Cls_loss: 1.654 Topk: N/A ada_p: 0.2576
[INFO] 2021-10-30 09:49:48 > Step: 855700 Progress: 85.6% Elapsed: 11 days, 19:37:27 Gen_loss: 2.687 Dis_loss: 0.9784 Cls_loss: 1.879 Topk: N/A ada_p: 0.2606
[INFO] 2021-10-30 09:51:21 > Step: 855800 Progress: 85.6% Elapsed: 11 days, 19:39:00 Gen_loss: 1.404 Dis_loss: 1.16 Cls_loss: 1.792 Topk: N/A ada_p: 0.2565
[INFO] 2021-10-30 09:52:55 > Step: 855900 Progress: 85.6% Elapsed: 11 days, 19:40:34 Gen_loss: 2.711 Dis_loss: 1.127 Cls_loss: 2.167 Topk: N/A ada_p: 0.2594
[INFO] 2021-10-30 09:54:29 > Step: 856000 Progress: 85.6% Elapsed: 11 days, 19:42:08 Gen_loss: 1.037 Dis_loss: 1.684 Cls_loss: 2.247 Topk: N/A ada_p: 0.2643
[INFO] 2021-10-30 09:56:14 > Step: 856100 Progress: 85.6% Elapsed: 11 days, 19:43:52 Gen_loss: 1.322 Dis_loss: 1.009 Cls_loss: 1.655 Topk: N/A ada_p: 0.2677
[INFO] 2021-10-30 09:57:47 > Step: 856200 Progress: 85.6% Elapsed: 11 days, 19:45:26 Gen_loss: 1.465 Dis_loss: 1.06 Cls_loss: 1.621 Topk: N/A ada_p: 0.2616
[INFO] 2021-10-30 09:59:21 > Step: 856300 Progress: 85.6% Elapsed: 11 days, 19:47:00 Gen_loss: 3.061 Dis_loss: 1.251 Cls_loss: 1.583 Topk: N/A ada_p: 0.2602
[INFO] 2021-10-30 10:00:54 > Step: 856400 Progress: 85.6% Elapsed: 11 days, 19:48:33 Gen_loss: 1.046 Dis_loss: 1.028 Cls_loss: 1.919 Topk: N/A ada_p: 0.2599
[INFO] 2021-10-30 10:02:38 > Step: 856500 Progress: 85.7% Elapsed: 11 days, 19:50:17 Gen_loss: 2.487 Dis_loss: 1.283 Cls_loss: 2.144 Topk: N/A ada_p: 0.2593
[INFO] 2021-10-30 10:04:12 > Step: 856600 Progress: 85.7% Elapsed: 11 days, 19:51:51 Gen_loss: 1.998 Dis_loss: 1.217 Cls_loss: 2.058 Topk: N/A ada_p: 0.2565
[INFO] 2021-10-30 10:05:46 > Step: 856700 Progress: 85.7% Elapsed: 11 days, 19:53:24 Gen_loss: 2.424 Dis_loss: 1.275 Cls_loss: 1.906 Topk: N/A ada_p: 0.2528
[INFO] 2021-10-30 10:07:19 > Step: 856800 Progress: 85.7% Elapsed: 11 days, 19:54:58 Gen_loss: 2.611 Dis_loss: 1.107 Cls_loss: 1.994 Topk: N/A ada_p: 0.2587
[INFO] 2021-10-30 10:09:03 > Step: 856900 Progress: 85.7% Elapsed: 11 days, 19:56:42 Gen_loss: 2.03 Dis_loss: 1.041 Cls_loss: 1.816 Topk: N/A ada_p: 0.2552
[INFO] 2021-10-30 10:10:37 > Step: 857000 Progress: 85.7% Elapsed: 11 days, 19:58:15 Gen_loss: 2.44 Dis_loss: 0.9844 Cls_loss: 1.819 Topk: N/A ada_p: 0.2575
[INFO] 2021-10-30 10:12:10 > Step: 857100 Progress: 85.7% Elapsed: 11 days, 19:59:49 Gen_loss: 1.31 Dis_loss: 0.5902 Cls_loss: 1.479 Topk: N/A ada_p: 0.2556
[INFO] 2021-10-30 10:13:44 > Step: 857200 Progress: 85.7% Elapsed: 11 days, 20:01:23 Gen_loss: 2.466 Dis_loss: 1.271 Cls_loss: 1.99 Topk: N/A ada_p: 0.2507
[INFO] 2021-10-30 10:15:28 > Step: 857300 Progress: 85.7% Elapsed: 11 days, 20:03:06 Gen_loss: 0.9693 Dis_loss: 0.8302 Cls_loss: 1.743 Topk: N/A ada_p: 0.2514
[INFO] 2021-10-30 10:17:01 > Step: 857400 Progress: 85.7% Elapsed: 11 days, 20:04:40 Gen_loss: 2.277 Dis_loss: 0.9447 Cls_loss: 1.469 Topk: N/A ada_p: 0.2462
[INFO] 2021-10-30 10:18:34 > Step: 857500 Progress: 85.8% Elapsed: 11 days, 20:06:13 Gen_loss: 2.45 Dis_loss: 1.351 Cls_loss: 2.09 Topk: N/A ada_p: 0.2492
[INFO] 2021-10-30 10:20:08 > Step: 857600 Progress: 85.8% Elapsed: 11 days, 20:07:47 Gen_loss: 1.315 Dis_loss: 1.449 Cls_loss: 1.608 Topk: N/A ada_p: 0.2515
[INFO] 2021-10-30 10:21:52 > Step: 857700 Progress: 85.8% Elapsed: 11 days, 20:09:31 Gen_loss: 1.216 Dis_loss: 1.07 Cls_loss: 2.109 Topk: N/A ada_p: 0.2501
[INFO] 2021-10-30 10:23:25 > Step: 857800 Progress: 85.8% Elapsed: 11 days, 20:11:04 Gen_loss: 2.153 Dis_loss: 1.037 Cls_loss: 2.134 Topk: N/A ada_p: 0.2529
[INFO] 2021-10-30 10:24:59 > Step: 857900 Progress: 85.8% Elapsed: 11 days, 20:12:38 Gen_loss: 2.26 Dis_loss: 0.8453 Cls_loss: 1.667 Topk: N/A ada_p: 0.2564
[INFO] 2021-10-30 10:26:32 > Step: 858000 Progress: 85.8% Elapsed: 11 days, 20:14:11 Gen_loss: 1.85 Dis_loss: 0.9709 Cls_loss: 2.156 Topk: N/A ada_p: 0.2592
[INFO] 2021-10-30 10:28:17 > Step: 858100 Progress: 85.8% Elapsed: 11 days, 20:15:56 Gen_loss: 3.363 Dis_loss: 0.9455 Cls_loss: 1.618 Topk: N/A ada_p: 0.2534
[INFO] 2021-10-30 10:29:50 > Step: 858200 Progress: 85.8% Elapsed: 11 days, 20:17:29 Gen_loss: 1.129 Dis_loss: 1.286 Cls_loss: 2.062 Topk: N/A ada_p: 0.2598
[INFO] 2021-10-30 10:31:24 > Step: 858300 Progress: 85.8% Elapsed: 11 days, 20:19:03 Gen_loss: 3.151 Dis_loss: 0.971 Cls_loss: 2.175 Topk: N/A ada_p: 0.2571
[INFO] 2021-10-30 10:33:08 > Step: 858400 Progress: 85.8% Elapsed: 11 days, 20:20:47 Gen_loss: 3.036 Dis_loss: 0.8198 Cls_loss: 1.663 Topk: N/A ada_p: 0.2533
[INFO] 2021-10-30 10:34:42 > Step: 858500 Progress: 85.9% Elapsed: 11 days, 20:22:20 Gen_loss: 3.336 Dis_loss: 0.7183 Cls_loss: 1.502 Topk: N/A ada_p: 0.2557
[INFO] 2021-10-30 10:36:15 > Step: 858600 Progress: 85.9% Elapsed: 11 days, 20:23:54 Gen_loss: 2.803 Dis_loss: 0.7864 Cls_loss: 1.592 Topk: N/A ada_p: 0.2639
[INFO] 2021-10-30 10:37:49 > Step: 858700 Progress: 85.9% Elapsed: 11 days, 20:25:27 Gen_loss: 2.944 Dis_loss: 0.8701 Cls_loss: 1.782 Topk: N/A ada_p: 0.2612
[INFO] 2021-10-30 10:39:32 > Step: 858800 Progress: 85.9% Elapsed: 11 days, 20:27:11 Gen_loss: 1.568 Dis_loss: 0.8604 Cls_loss: 1.959 Topk: N/A ada_p: 0.2602
[INFO] 2021-10-30 10:41:06 > Step: 858900 Progress: 85.9% Elapsed: 11 days, 20:28:45 Gen_loss: 2.255 Dis_loss: 1.161 Cls_loss: 1.888 Topk: N/A ada_p: 0.2562
[INFO] 2021-10-30 10:42:41 > Step: 859000 Progress: 85.9% Elapsed: 11 days, 20:30:20 Gen_loss: 3.67 Dis_loss: 0.6669 Cls_loss: 1.76 Topk: N/A ada_p: 0.2557
[INFO] 2021-10-30 10:44:15 > Step: 859100 Progress: 85.9% Elapsed: 11 days, 20:31:53 Gen_loss: 2.312 Dis_loss: 0.8412 Cls_loss: 1.824 Topk: N/A ada_p: 0.2604
[INFO] 2021-10-30 10:45:58 > Step: 859200 Progress: 85.9% Elapsed: 11 days, 20:33:37 Gen_loss: 3.299 Dis_loss: 0.5164 Cls_loss: 1.803 Topk: N/A ada_p: 0.2571
[INFO] 2021-10-30 10:47:32 > Step: 859300 Progress: 85.9% Elapsed: 11 days, 20:35:11 Gen_loss: 2.353 Dis_loss: 0.8365 Cls_loss: 1.725 Topk: N/A ada_p: 0.2634
[INFO] 2021-10-30 10:49:05 > Step: 859400 Progress: 85.9% Elapsed: 11 days, 20:36:44 Gen_loss: 3.172 Dis_loss: 1.047 Cls_loss: 1.885 Topk: N/A ada_p: 0.2557
[INFO] 2021-10-30 10:50:39 > Step: 859500 Progress: 86.0% Elapsed: 11 days, 20:38:18 Gen_loss: 2.895 Dis_loss: 0.9317 Cls_loss: 2.006 Topk: N/A ada_p: 0.2571
[INFO] 2021-10-30 10:52:23 > Step: 859600 Progress: 86.0% Elapsed: 11 days, 20:40:02 Gen_loss: 3.053 Dis_loss: 0.9096 Cls_loss: 1.817 Topk: N/A ada_p: 0.2569
[INFO] 2021-10-30 10:53:57 > Step: 859700 Progress: 86.0% Elapsed: 11 days, 20:41:36 Gen_loss: 2.433 Dis_loss: 0.902 Cls_loss: 2.002 Topk: N/A ada_p: 0.2657
[INFO] 2021-10-30 10:55:31 > Step: 859800 Progress: 86.0% Elapsed: 11 days, 20:43:10 Gen_loss: 2.059 Dis_loss: 0.9988 Cls_loss: 2.319 Topk: N/A ada_p: 0.2639
[INFO] 2021-10-30 10:57:05 > Step: 859900 Progress: 86.0% Elapsed: 11 days, 20:44:44 Gen_loss: 2.403 Dis_loss: 1.236 Cls_loss: 2.208 Topk: N/A ada_p: 0.2625
[INFO] 2021-10-30 10:58:48 > Step: 860000 Progress: 86.0% Elapsed: 11 days, 20:46:27 Gen_loss: 1.99 Dis_loss: 0.7135 Cls_loss: 1.952 Topk: N/A ada_p: 0.2656
[INFO] 2021-10-30 10:58:49 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-30 10:58:49 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_860000.png
[INFO] 2021-10-30 10:58:49 > Start Evaluation (860000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-30 10:58:49 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-30 11:04:19 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-30 11:09:55 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-30 11:33:58 > Inception score (Step: 860000, 50000 generated images): 10.58578109741211
[INFO] 2021-10-30 11:33:58 > FID score (Step: 860000, Using train moments): 2.363189777693435
[INFO] 2021-10-30 11:33:58 > Improved Precision (Step: 860000, Using train images): 0.76058
[INFO] 2021-10-30 11:33:58 > Improved Recall (Step: 860000, Using train images): 0.64314
[INFO] 2021-10-30 11:33:58 > Density (Step: 860000, Using train images): 1.04638
[INFO] 2021-10-30 11:33:58 > Coverage (Step: 860000, Using train images): 0.9314
[INFO] 2021-10-30 11:33:58 > Best FID score (Step: 860000, Using train moments): 2.363189777693435
[INFO] 2021-10-30 11:34:22 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-30 11:39:05 > Step: 860100 Progress: 86.0% Elapsed: 11 days, 21:26:44 Gen_loss: 2.551 Dis_loss: 0.8644 Cls_loss: 1.718 Topk: N/A ada_p: 0.267
[INFO] 2021-10-30 11:40:38 > Step: 860200 Progress: 86.0% Elapsed: 11 days, 21:28:17 Gen_loss: 2.744 Dis_loss: 1.525 Cls_loss: 1.994 Topk: N/A ada_p: 0.2601
[INFO] 2021-10-30 11:42:12 > Step: 860300 Progress: 86.0% Elapsed: 11 days, 21:29:51 Gen_loss: 3.286 Dis_loss: 1.468 Cls_loss: 2.089 Topk: N/A ada_p: 0.2592
[INFO] 2021-10-30 11:44:02 > Step: 860400 Progress: 86.0% Elapsed: 11 days, 21:31:41 Gen_loss: 2.363 Dis_loss: 0.6634 Cls_loss: 1.761 Topk: N/A ada_p: 0.262
[INFO] 2021-10-30 11:45:36 > Step: 860500 Progress: 86.1% Elapsed: 11 days, 21:33:15 Gen_loss: 1.927 Dis_loss: 0.9594 Cls_loss: 1.969 Topk: N/A ada_p: 0.2619
[INFO] 2021-10-30 11:47:10 > Step: 860600 Progress: 86.1% Elapsed: 11 days, 21:34:48 Gen_loss: 2.314 Dis_loss: 1.023 Cls_loss: 2.006 Topk: N/A ada_p: 0.2613
[INFO] 2021-10-30 11:48:44 > Step: 860700 Progress: 86.1% Elapsed: 11 days, 21:36:23 Gen_loss: 2.039 Dis_loss: 1.037 Cls_loss: 1.814 Topk: N/A ada_p: 0.262
[INFO] 2021-10-30 11:50:28 > Step: 860800 Progress: 86.1% Elapsed: 11 days, 21:38:07 Gen_loss: 2.038 Dis_loss: 0.5994 Cls_loss: 1.625 Topk: N/A ada_p: 0.261
[INFO] 2021-10-30 11:52:02 > Step: 860900 Progress: 86.1% Elapsed: 11 days, 21:39:41 Gen_loss: 4.303 Dis_loss: 0.9446 Cls_loss: 2.005 Topk: N/A ada_p: 0.2557
[INFO] 2021-10-30 11:53:35 > Step: 861000 Progress: 86.1% Elapsed: 11 days, 21:41:14 Gen_loss: 3.633 Dis_loss: 1.009 Cls_loss: 2.224 Topk: N/A ada_p: 0.2555
[INFO] 2021-10-30 11:55:09 > Step: 861100 Progress: 86.1% Elapsed: 11 days, 21:42:48 Gen_loss: 3.507 Dis_loss: 1.263 Cls_loss: 1.92 Topk: N/A ada_p: 0.2566
[INFO] 2021-10-30 11:56:53 > Step: 861200 Progress: 86.1% Elapsed: 11 days, 21:44:32 Gen_loss: 2.426 Dis_loss: 1.018 Cls_loss: 1.751 Topk: N/A ada_p: 0.2551
[INFO] 2021-10-30 11:58:27 > Step: 861300 Progress: 86.1% Elapsed: 11 days, 21:46:05 Gen_loss: 1.901 Dis_loss: 1.023 Cls_loss: 1.78 Topk: N/A ada_p: 0.2572
[INFO] 2021-10-30 12:00:00 > Step: 861400 Progress: 86.1% Elapsed: 11 days, 21:47:39 Gen_loss: 2.159 Dis_loss: 0.973 Cls_loss: 1.81 Topk: N/A ada_p: 0.2626
[INFO] 2021-10-30 12:01:33 > Step: 861500 Progress: 86.2% Elapsed: 11 days, 21:49:12 Gen_loss: 1.215 Dis_loss: 1.281 Cls_loss: 2.561 Topk: N/A ada_p: 0.2681
[INFO] 2021-10-30 12:03:18 > Step: 861600 Progress: 86.2% Elapsed: 11 days, 21:50:56 Gen_loss: 3.335 Dis_loss: 1.173 Cls_loss: 2.215 Topk: N/A ada_p: 0.2681
[INFO] 2021-10-30 12:04:52 > Step: 861700 Progress: 86.2% Elapsed: 11 days, 21:52:31 Gen_loss: 2.098 Dis_loss: 1.065 Cls_loss: 1.41 Topk: N/A ada_p: 0.2693
[INFO] 2021-10-30 12:06:25 > Step: 861800 Progress: 86.2% Elapsed: 11 days, 21:54:04 Gen_loss: 3.414 Dis_loss: 1.061 Cls_loss: 1.862 Topk: N/A ada_p: 0.2654
[INFO] 2021-10-30 12:07:58 > Step: 861900 Progress: 86.2% Elapsed: 11 days, 21:55:37 Gen_loss: 1.802 Dis_loss: 0.7186 Cls_loss: 1.953 Topk: N/A ada_p: 0.2656
[INFO] 2021-10-30 12:09:43 > Step: 862000 Progress: 86.2% Elapsed: 11 days, 21:57:22 Gen_loss: 1.462 Dis_loss: 1.108 Cls_loss: 2.037 Topk: N/A ada_p: 0.2622
[INFO] 2021-10-30 12:11:17 > Step: 862100 Progress: 86.2% Elapsed: 11 days, 21:58:56 Gen_loss: 2.268 Dis_loss: 1.314 Cls_loss: 2.456 Topk: N/A ada_p: 0.2634
[INFO] 2021-10-30 12:12:50 > Step: 862200 Progress: 86.2% Elapsed: 11 days, 22:00:29 Gen_loss: 1.157 Dis_loss: 2.259 Cls_loss: 2.083 Topk: N/A ada_p: 0.2537
[INFO] 2021-10-30 12:14:34 > Step: 862300 Progress: 86.2% Elapsed: 11 days, 22:02:13 Gen_loss: 1.772 Dis_loss: 1.337 Cls_loss: 2.076 Topk: N/A ada_p: 0.2528
[INFO] 2021-10-30 12:16:08 > Step: 862400 Progress: 86.2% Elapsed: 11 days, 22:03:46 Gen_loss: 1.689 Dis_loss: 1.155 Cls_loss: 2.502 Topk: N/A ada_p: 0.2592
[INFO] 2021-10-30 12:17:41 > Step: 862500 Progress: 86.2% Elapsed: 11 days, 22:05:20 Gen_loss: 1.445 Dis_loss: 0.8241 Cls_loss: 1.719 Topk: N/A ada_p: 0.2557
[INFO] 2021-10-30 12:19:15 > Step: 862600 Progress: 86.3% Elapsed: 11 days, 22:06:54 Gen_loss: 1.811 Dis_loss: 0.7032 Cls_loss: 1.854 Topk: N/A ada_p: 0.2613
[INFO] 2021-10-30 12:20:59 > Step: 862700 Progress: 86.3% Elapsed: 11 days, 22:08:38 Gen_loss: 3.118 Dis_loss: 1.032 Cls_loss: 1.842 Topk: N/A ada_p: 0.2587
[INFO] 2021-10-30 12:22:33 > Step: 862800 Progress: 86.3% Elapsed: 11 days, 22:10:12 Gen_loss: 2.231 Dis_loss: 1.091 Cls_loss: 2.082 Topk: N/A ada_p: 0.2589
[INFO] 2021-10-30 12:24:06 > Step: 862900 Progress: 86.3% Elapsed: 11 days, 22:11:45 Gen_loss: 1.672 Dis_loss: 0.957 Cls_loss: 2.197 Topk: N/A ada_p: 0.2593
[INFO] 2021-10-30 12:25:40 > Step: 863000 Progress: 86.3% Elapsed: 11 days, 22:13:18 Gen_loss: 1.951 Dis_loss: 1.027 Cls_loss: 2.034 Topk: N/A ada_p: 0.2593
[INFO] 2021-10-30 12:27:24 > Step: 863100 Progress: 86.3% Elapsed: 11 days, 22:15:03 Gen_loss: 2.142 Dis_loss: 1.023 Cls_loss: 1.736 Topk: N/A ada_p: 0.264
[INFO] 2021-10-30 12:28:58 > Step: 863200 Progress: 86.3% Elapsed: 11 days, 22:16:37 Gen_loss: 3.574 Dis_loss: 1.016 Cls_loss: 2.039 Topk: N/A ada_p: 0.2543
[INFO] 2021-10-30 12:30:31 > Step: 863300 Progress: 86.3% Elapsed: 11 days, 22:18:10 Gen_loss: 2.96 Dis_loss: 1.002 Cls_loss: 2.193 Topk: N/A ada_p: 0.2575
[INFO] 2021-10-30 12:32:06 > Step: 863400 Progress: 86.3% Elapsed: 11 days, 22:19:45 Gen_loss: 3.774 Dis_loss: 1.34 Cls_loss: 2.046 Topk: N/A ada_p: 0.2593
[INFO] 2021-10-30 12:33:50 > Step: 863500 Progress: 86.4% Elapsed: 11 days, 22:21:29 Gen_loss: 2.279 Dis_loss: 0.8862 Cls_loss: 1.787 Topk: N/A ada_p: 0.263
[INFO] 2021-10-30 12:35:24 > Step: 863600 Progress: 86.4% Elapsed: 11 days, 22:23:03 Gen_loss: 2.644 Dis_loss: 1.069 Cls_loss: 2.261 Topk: N/A ada_p: 0.2597
[INFO] 2021-10-30 12:36:57 > Step: 863700 Progress: 86.4% Elapsed: 11 days, 22:24:36 Gen_loss: 1.114 Dis_loss: 0.9116 Cls_loss: 1.915 Topk: N/A ada_p: 0.2588
[INFO] 2021-10-30 12:38:31 > Step: 863800 Progress: 86.4% Elapsed: 11 days, 22:26:10 Gen_loss: 2.193 Dis_loss: 1.239 Cls_loss: 1.61 Topk: N/A ada_p: 0.2575
[INFO] 2021-10-30 12:40:16 > Step: 863900 Progress: 86.4% Elapsed: 11 days, 22:27:54 Gen_loss: 1.794 Dis_loss: 1.193 Cls_loss: 1.871 Topk: N/A ada_p: 0.2576
[INFO] 2021-10-30 12:41:49 > Step: 864000 Progress: 86.4% Elapsed: 11 days, 22:29:28 Gen_loss: 1.84 Dis_loss: 1.266 Cls_loss: 2.233 Topk: N/A ada_p: 0.262
[INFO] 2021-10-30 12:43:23 > Step: 864100 Progress: 86.4% Elapsed: 11 days, 22:31:02 Gen_loss: 2.339 Dis_loss: 0.7953 Cls_loss: 1.744 Topk: N/A ada_p: 0.2606
[INFO] 2021-10-30 12:44:56 > Step: 864200 Progress: 86.4% Elapsed: 11 days, 22:32:35 Gen_loss: 1.236 Dis_loss: 2.232 Cls_loss: 2.086 Topk: N/A ada_p: 0.2613
[INFO] 2021-10-30 12:46:41 > Step: 864300 Progress: 86.4% Elapsed: 11 days, 22:34:20 Gen_loss: 2.568 Dis_loss: 0.8695 Cls_loss: 1.819 Topk: N/A ada_p: 0.2633
[INFO] 2021-10-30 12:48:15 > Step: 864400 Progress: 86.4% Elapsed: 11 days, 22:35:54 Gen_loss: 2.617 Dis_loss: 0.6437 Cls_loss: 1.759 Topk: N/A ada_p: 0.261
[INFO] 2021-10-30 12:49:49 > Step: 864500 Progress: 86.5% Elapsed: 11 days, 22:37:28 Gen_loss: 0.9771 Dis_loss: 0.7283 Cls_loss: 1.937 Topk: N/A ada_p: 0.2616
[INFO] 2021-10-30 12:51:23 > Step: 864600 Progress: 86.5% Elapsed: 11 days, 22:39:01 Gen_loss: 1.708 Dis_loss: 1.093 Cls_loss: 1.661 Topk: N/A ada_p: 0.2575
[INFO] 2021-10-30 12:53:07 > Step: 864700 Progress: 86.5% Elapsed: 11 days, 22:40:46 Gen_loss: 2.864 Dis_loss: 0.7106 Cls_loss: 1.61 Topk: N/A ada_p: 0.261
[INFO] 2021-10-30 12:54:41 > Step: 864800 Progress: 86.5% Elapsed: 11 days, 22:42:19 Gen_loss: 2.239 Dis_loss: 1.241 Cls_loss: 1.863 Topk: N/A ada_p: 0.2517
[INFO] 2021-10-30 12:56:14 > Step: 864900 Progress: 86.5% Elapsed: 11 days, 22:43:53 Gen_loss: 2.781 Dis_loss: 0.8272 Cls_loss: 2.011 Topk: N/A ada_p: 0.2511
[INFO] 2021-10-30 12:57:47 > Step: 865000 Progress: 86.5% Elapsed: 11 days, 22:45:26 Gen_loss: 2.982 Dis_loss: 0.9973 Cls_loss: 1.91 Topk: N/A ada_p: 0.2585
[INFO] 2021-10-30 12:59:32 > Step: 865100 Progress: 86.5% Elapsed: 11 days, 22:47:11 Gen_loss: 1.351 Dis_loss: 1.306 Cls_loss: 2.006 Topk: N/A ada_p: 0.2597
[INFO] 2021-10-30 13:01:06 > Step: 865200 Progress: 86.5% Elapsed: 11 days, 22:48:44 Gen_loss: 1.834 Dis_loss: 0.788 Cls_loss: 1.775 Topk: N/A ada_p: 0.2599
[INFO] 2021-10-30 13:02:40 > Step: 865300 Progress: 86.5% Elapsed: 11 days, 22:50:19 Gen_loss: 1.895 Dis_loss: 0.9385 Cls_loss: 1.657 Topk: N/A ada_p: 0.2619
[INFO] 2021-10-30 13:04:14 > Step: 865400 Progress: 86.5% Elapsed: 11 days, 22:51:53 Gen_loss: 4.45 Dis_loss: 1.213 Cls_loss: 2.122 Topk: N/A ada_p: 0.2572
[INFO] 2021-10-30 13:05:59 > Step: 865500 Progress: 86.6% Elapsed: 11 days, 22:53:38 Gen_loss: 1.309 Dis_loss: 1.706 Cls_loss: 1.967 Topk: N/A ada_p: 0.2617
[INFO] 2021-10-30 13:07:33 > Step: 865600 Progress: 86.6% Elapsed: 11 days, 22:55:12 Gen_loss: 3.361 Dis_loss: 0.7785 Cls_loss: 1.933 Topk: N/A ada_p: 0.2648
[INFO] 2021-10-30 13:09:07 > Step: 865700 Progress: 86.6% Elapsed: 11 days, 22:56:45 Gen_loss: 3.18 Dis_loss: 1.217 Cls_loss: 1.562 Topk: N/A ada_p: 0.2652
[INFO] 2021-10-30 13:10:40 > Step: 865800 Progress: 86.6% Elapsed: 11 days, 22:58:19 Gen_loss: 2.791 Dis_loss: 1.104 Cls_loss: 2.016 Topk: N/A ada_p: 0.266
[INFO] 2021-10-30 13:12:24 > Step: 865900 Progress: 86.6% Elapsed: 11 days, 23:00:03 Gen_loss: 1.353 Dis_loss: 0.8196 Cls_loss: 1.908 Topk: N/A ada_p: 0.2576
[INFO] 2021-10-30 13:13:58 > Step: 866000 Progress: 86.6% Elapsed: 11 days, 23:01:37 Gen_loss: 2.514 Dis_loss: 1.511 Cls_loss: 2.384 Topk: N/A ada_p: 0.2528
[INFO] 2021-10-30 13:15:32 > Step: 866100 Progress: 86.6% Elapsed: 11 days, 23:03:10 Gen_loss: 3.18 Dis_loss: 0.9739 Cls_loss: 1.725 Topk: N/A ada_p: 0.2516
[INFO] 2021-10-30 13:17:15 > Step: 866200 Progress: 86.6% Elapsed: 11 days, 23:04:54 Gen_loss: 1.377 Dis_loss: 1.055 Cls_loss: 1.995 Topk: N/A ada_p: 0.2539
[INFO] 2021-10-30 13:18:49 > Step: 866300 Progress: 86.6% Elapsed: 11 days, 23:06:28 Gen_loss: 2.565 Dis_loss: 1.072 Cls_loss: 1.889 Topk: N/A ada_p: 0.2533
[INFO] 2021-10-30 13:20:22 > Step: 866400 Progress: 86.6% Elapsed: 11 days, 23:08:01 Gen_loss: 3.866 Dis_loss: 0.6084 Cls_loss: 1.522 Topk: N/A ada_p: 0.251
[INFO] 2021-10-30 13:21:56 > Step: 866500 Progress: 86.7% Elapsed: 11 days, 23:09:35 Gen_loss: 2.291 Dis_loss: 1.12 Cls_loss: 2.312 Topk: N/A ada_p: 0.2583
[INFO] 2021-10-30 13:23:40 > Step: 866600 Progress: 86.7% Elapsed: 11 days, 23:11:19 Gen_loss: 2.887 Dis_loss: 0.8357 Cls_loss: 1.825 Topk: N/A ada_p: 0.2585
[INFO] 2021-10-30 13:25:15 > Step: 866700 Progress: 86.7% Elapsed: 11 days, 23:12:53 Gen_loss: 2.018 Dis_loss: 1.006 Cls_loss: 1.868 Topk: N/A ada_p: 0.2576
[INFO] 2021-10-30 13:26:48 > Step: 866800 Progress: 86.7% Elapsed: 11 days, 23:14:27 Gen_loss: 2.905 Dis_loss: 1.079 Cls_loss: 2.115 Topk: N/A ada_p: 0.2546
[INFO] 2021-10-30 13:28:22 > Step: 866900 Progress: 86.7% Elapsed: 11 days, 23:16:01 Gen_loss: 1.562 Dis_loss: 1.551 Cls_loss: 2.405 Topk: N/A ada_p: 0.2555
[INFO] 2021-10-30 13:30:06 > Step: 867000 Progress: 86.7% Elapsed: 11 days, 23:17:45 Gen_loss: 2.033 Dis_loss: 0.9377 Cls_loss: 2.147 Topk: N/A ada_p: 0.2572
[INFO] 2021-10-30 13:31:40 > Step: 867100 Progress: 86.7% Elapsed: 11 days, 23:19:19 Gen_loss: 1.802 Dis_loss: 0.7348 Cls_loss: 1.71 Topk: N/A ada_p: 0.2622
[INFO] 2021-10-30 13:33:14 > Step: 867200 Progress: 86.7% Elapsed: 11 days, 23:20:52 Gen_loss: 3.34 Dis_loss: 1.208 Cls_loss: 1.434 Topk: N/A ada_p: 0.2599
[INFO] 2021-10-30 13:34:48 > Step: 867300 Progress: 86.7% Elapsed: 11 days, 23:22:26 Gen_loss: 2.826 Dis_loss: 1.581 Cls_loss: 1.46 Topk: N/A ada_p: 0.2562
[INFO] 2021-10-30 13:36:31 > Step: 867400 Progress: 86.7% Elapsed: 11 days, 23:24:10 Gen_loss: 3.021 Dis_loss: 0.978 Cls_loss: 1.905 Topk: N/A ada_p: 0.2549
[INFO] 2021-10-30 13:38:06 > Step: 867500 Progress: 86.8% Elapsed: 11 days, 23:25:45 Gen_loss: 1.963 Dis_loss: 1.188 Cls_loss: 2.106 Topk: N/A ada_p: 0.2535
[INFO] 2021-10-30 13:39:39 > Step: 867600 Progress: 86.8% Elapsed: 11 days, 23:27:18 Gen_loss: 3.746 Dis_loss: 1.163 Cls_loss: 2.21 Topk: N/A ada_p: 0.2538
[INFO] 2021-10-30 13:41:13 > Step: 867700 Progress: 86.8% Elapsed: 11 days, 23:28:52 Gen_loss: 1.964 Dis_loss: 1.158 Cls_loss: 1.889 Topk: N/A ada_p: 0.2624
[INFO] 2021-10-30 13:42:57 > Step: 867800 Progress: 86.8% Elapsed: 11 days, 23:30:36 Gen_loss: 2.724 Dis_loss: 0.975 Cls_loss: 1.977 Topk: N/A ada_p: 0.2598
[INFO] 2021-10-30 13:44:31 > Step: 867900 Progress: 86.8% Elapsed: 11 days, 23:32:10 Gen_loss: 2.048 Dis_loss: 0.6017 Cls_loss: 1.495 Topk: N/A ada_p: 0.2607
[INFO] 2021-10-30 13:46:04 > Step: 868000 Progress: 86.8% Elapsed: 11 days, 23:33:43 Gen_loss: 3.325 Dis_loss: 0.7557 Cls_loss: 1.733 Topk: N/A ada_p: 0.2576
[INFO] 2021-10-30 13:47:38 > Step: 868100 Progress: 86.8% Elapsed: 11 days, 23:35:17 Gen_loss: 2.152 Dis_loss: 1.525 Cls_loss: 1.862 Topk: N/A ada_p: 0.2603
[INFO] 2021-10-30 13:49:22 > Step: 868200 Progress: 86.8% Elapsed: 11 days, 23:37:01 Gen_loss: 3.819 Dis_loss: 1.121 Cls_loss: 2.121 Topk: N/A ada_p: 0.2572
[INFO] 2021-10-30 13:50:55 > Step: 868300 Progress: 86.8% Elapsed: 11 days, 23:38:34 Gen_loss: 2.403 Dis_loss: 0.8249 Cls_loss: 2.155 Topk: N/A ada_p: 0.2589
[INFO] 2021-10-30 13:52:29 > Step: 868400 Progress: 86.8% Elapsed: 11 days, 23:40:08 Gen_loss: 1.497 Dis_loss: 1.364 Cls_loss: 2.181 Topk: N/A ada_p: 0.2604
[INFO] 2021-10-30 13:54:02 > Step: 868500 Progress: 86.9% Elapsed: 11 days, 23:41:41 Gen_loss: 1.58 Dis_loss: 0.7673 Cls_loss: 1.679 Topk: N/A ada_p: 0.2606
[INFO] 2021-10-30 13:55:46 > Step: 868600 Progress: 86.9% Elapsed: 11 days, 23:43:25 Gen_loss: 2.878 Dis_loss: 1.203 Cls_loss: 2.198 Topk: N/A ada_p: 0.2616
[INFO] 2021-10-30 13:57:20 > Step: 868700 Progress: 86.9% Elapsed: 11 days, 23:44:59 Gen_loss: 4.158 Dis_loss: 1.154 Cls_loss: 2.046 Topk: N/A ada_p: 0.2625
[INFO] 2021-10-30 13:58:53 > Step: 868800 Progress: 86.9% Elapsed: 11 days, 23:46:32 Gen_loss: 3.402 Dis_loss: 1.244 Cls_loss: 2.231 Topk: N/A ada_p: 0.2638
[INFO] 2021-10-30 14:00:27 > Step: 868900 Progress: 86.9% Elapsed: 11 days, 23:48:06 Gen_loss: 1.327 Dis_loss: 1.166 Cls_loss: 1.731 Topk: N/A ada_p: 0.2675
[INFO] 2021-10-30 14:02:11 > Step: 869000 Progress: 86.9% Elapsed: 11 days, 23:49:50 Gen_loss: 1.189 Dis_loss: 1.142 Cls_loss: 1.868 Topk: N/A ada_p: 0.2608
[INFO] 2021-10-30 14:03:45 > Step: 869100 Progress: 86.9% Elapsed: 11 days, 23:51:23 Gen_loss: 2.746 Dis_loss: 0.8031 Cls_loss: 1.801 Topk: N/A ada_p: 0.2574
[INFO] 2021-10-30 14:05:18 > Step: 869200 Progress: 86.9% Elapsed: 11 days, 23:52:57 Gen_loss: 3.105 Dis_loss: 0.8365 Cls_loss: 2.047 Topk: N/A ada_p: 0.2602
[INFO] 2021-10-30 14:06:52 > Step: 869300 Progress: 86.9% Elapsed: 11 days, 23:54:31 Gen_loss: 2.17 Dis_loss: 1.134 Cls_loss: 1.91 Topk: N/A ada_p: 0.2624
[INFO] 2021-10-30 14:08:36 > Step: 869400 Progress: 86.9% Elapsed: 11 days, 23:56:15 Gen_loss: 2.565 Dis_loss: 1.34 Cls_loss: 2.171 Topk: N/A ada_p: 0.2657
[INFO] 2021-10-30 14:10:10 > Step: 869500 Progress: 87.0% Elapsed: 11 days, 23:57:49 Gen_loss: 2.079 Dis_loss: 1.517 Cls_loss: 2.184 Topk: N/A ada_p: 0.2674
[INFO] 2021-10-30 14:11:44 > Step: 869600 Progress: 87.0% Elapsed: 11 days, 23:59:23 Gen_loss: 3.919 Dis_loss: 0.8671 Cls_loss: 1.4 Topk: N/A ada_p: 0.2671
[INFO] 2021-10-30 14:13:17 > Step: 869700 Progress: 87.0% Elapsed: 12 days, 0:00:56 Gen_loss: 2.391 Dis_loss: 1.056 Cls_loss: 2.025 Topk: N/A ada_p: 0.2642
[INFO] 2021-10-30 14:15:01 > Step: 869800 Progress: 87.0% Elapsed: 12 days, 0:02:40 Gen_loss: 1.818 Dis_loss: 1.344 Cls_loss: 2.103 Topk: N/A ada_p: 0.2683
[INFO] 2021-10-30 14:16:35 > Step: 869900 Progress: 87.0% Elapsed: 12 days, 0:04:14 Gen_loss: 3.404 Dis_loss: 0.9296 Cls_loss: 2.047 Topk: N/A ada_p: 0.2625
[INFO] 2021-10-30 14:18:09 > Step: 870000 Progress: 87.0% Elapsed: 12 days, 0:05:47 Gen_loss: 3.335 Dis_loss: 1.218 Cls_loss: 1.979 Topk: N/A ada_p: 0.2653
[INFO] 2021-10-30 14:18:09 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-30 14:18:09 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_870000.png
[INFO] 2021-10-30 14:18:09 > Start Evaluation (870000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-30 14:18:09 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-30 14:23:39 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-30 14:29:15 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-30 14:53:42 > Inception score (Step: 870000, 50000 generated images): 10.6334867477417
[INFO] 2021-10-30 14:53:42 > FID score (Step: 870000, Using train moments): 2.353653441993913
[INFO] 2021-10-30 14:53:42 > Improved Precision (Step: 870000, Using train images): 0.7618
[INFO] 2021-10-30 14:53:42 > Improved Recall (Step: 870000, Using train images): 0.64304
[INFO] 2021-10-30 14:53:42 > Density (Step: 870000, Using train images): 1.0670520000000001
[INFO] 2021-10-30 14:53:42 > Coverage (Step: 870000, Using train images): 0.93206
[INFO] 2021-10-30 14:53:42 > Best FID score (Step: 870000, Using train moments): 2.353653441993913
[INFO] 2021-10-30 14:54:04 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-30 14:59:06 > Step: 870100 Progress: 87.0% Elapsed: 12 days, 0:46:44 Gen_loss: 2.687 Dis_loss: 0.7156 Cls_loss: 1.625 Topk: N/A ada_p: 0.2613
[INFO] 2021-10-30 15:00:39 > Step: 870200 Progress: 87.0% Elapsed: 12 days, 0:48:18 Gen_loss: 2.54 Dis_loss: 0.7623 Cls_loss: 2.088 Topk: N/A ada_p: 0.2657
[INFO] 2021-10-30 15:02:12 > Step: 870300 Progress: 87.0% Elapsed: 12 days, 0:49:51 Gen_loss: 2.619 Dis_loss: 1.211 Cls_loss: 1.762 Topk: N/A ada_p: 0.2617
[INFO] 2021-10-30 15:03:46 > Step: 870400 Progress: 87.0% Elapsed: 12 days, 0:51:25 Gen_loss: 2.638 Dis_loss: 0.7578 Cls_loss: 1.836 Topk: N/A ada_p: 0.2612
[INFO] 2021-10-30 15:05:30 > Step: 870500 Progress: 87.1% Elapsed: 12 days, 0:53:09 Gen_loss: 1.853 Dis_loss: 1.618 Cls_loss: 2.237 Topk: N/A ada_p: 0.2593
[INFO] 2021-10-30 15:07:03 > Step: 870600 Progress: 87.1% Elapsed: 12 days, 0:54:42 Gen_loss: 2.001 Dis_loss: 1.271 Cls_loss: 2.239 Topk: N/A ada_p: 0.2606
[INFO] 2021-10-30 15:08:37 > Step: 870700 Progress: 87.1% Elapsed: 12 days, 0:56:15 Gen_loss: 2.211 Dis_loss: 1.224 Cls_loss: 1.967 Topk: N/A ada_p: 0.2602
[INFO] 2021-10-30 15:10:10 > Step: 870800 Progress: 87.1% Elapsed: 12 days, 0:57:49 Gen_loss: 2.235 Dis_loss: 1.216 Cls_loss: 1.848 Topk: N/A ada_p: 0.2597
[INFO] 2021-10-30 15:11:55 > Step: 870900 Progress: 87.1% Elapsed: 12 days, 0:59:34 Gen_loss: 2.176 Dis_loss: 0.7231 Cls_loss: 1.761 Topk: N/A ada_p: 0.2601
[INFO] 2021-10-30 15:13:28 > Step: 871000 Progress: 87.1% Elapsed: 12 days, 1:01:07 Gen_loss: 2.234 Dis_loss: 1.236 Cls_loss: 2.319 Topk: N/A ada_p: 0.2583
[INFO] 2021-10-30 15:15:02 > Step: 871100 Progress: 87.1% Elapsed: 12 days, 1:02:41 Gen_loss: 1.4 Dis_loss: 1.018 Cls_loss: 1.663 Topk: N/A ada_p: 0.2625
[INFO] 2021-10-30 15:16:36 > Step: 871200 Progress: 87.1% Elapsed: 12 days, 1:04:15 Gen_loss: 1.137 Dis_loss: 1.9 Cls_loss: 2.101 Topk: N/A ada_p: 0.2612
[INFO] 2021-10-30 15:18:22 > Step: 871300 Progress: 87.1% Elapsed: 12 days, 1:06:01 Gen_loss: 3.079 Dis_loss: 1.391 Cls_loss: 2.002 Topk: N/A ada_p: 0.2544
[INFO] 2021-10-30 15:19:55 > Step: 871400 Progress: 87.1% Elapsed: 12 days, 1:07:34 Gen_loss: 2.948 Dis_loss: 0.6507 Cls_loss: 1.348 Topk: N/A ada_p: 0.2567
[INFO] 2021-10-30 15:21:29 > Step: 871500 Progress: 87.2% Elapsed: 12 days, 1:09:08 Gen_loss: 3.306 Dis_loss: 0.8985 Cls_loss: 1.892 Topk: N/A ada_p: 0.2505
[INFO] 2021-10-30 15:23:02 > Step: 871600 Progress: 87.2% Elapsed: 12 days, 1:10:41 Gen_loss: 1.888 Dis_loss: 1.329 Cls_loss: 1.714 Topk: N/A ada_p: 0.2551
[INFO] 2021-10-30 15:24:47 > Step: 871700 Progress: 87.2% Elapsed: 12 days, 1:12:25 Gen_loss: 2.614 Dis_loss: 0.7677 Cls_loss: 1.679 Topk: N/A ada_p: 0.2598
[INFO] 2021-10-30 15:26:21 > Step: 871800 Progress: 87.2% Elapsed: 12 days, 1:14:00 Gen_loss: 2.005 Dis_loss: 1.137 Cls_loss: 2.002 Topk: N/A ada_p: 0.2629
[INFO] 2021-10-30 15:27:55 > Step: 871900 Progress: 87.2% Elapsed: 12 days, 1:15:34 Gen_loss: 2.073 Dis_loss: 0.7513 Cls_loss: 1.844 Topk: N/A ada_p: 0.2602
[INFO] 2021-10-30 15:29:29 > Step: 872000 Progress: 87.2% Elapsed: 12 days, 1:17:07 Gen_loss: 2.658 Dis_loss: 1.088 Cls_loss: 1.613 Topk: N/A ada_p: 0.2528
[INFO] 2021-10-30 15:31:13 > Step: 872100 Progress: 87.2% Elapsed: 12 days, 1:18:51 Gen_loss: 3.181 Dis_loss: 0.6942 Cls_loss: 1.818 Topk: N/A ada_p: 0.2567
[INFO] 2021-10-30 15:32:46 > Step: 872200 Progress: 87.2% Elapsed: 12 days, 1:20:25 Gen_loss: 1.152 Dis_loss: 1.056 Cls_loss: 1.724 Topk: N/A ada_p: 0.2572
[INFO] 2021-10-30 15:34:20 > Step: 872300 Progress: 87.2% Elapsed: 12 days, 1:21:59 Gen_loss: 3.521 Dis_loss: 0.604 Cls_loss: 1.442 Topk: N/A ada_p: 0.2574
[INFO] 2021-10-30 15:35:54 > Step: 872400 Progress: 87.2% Elapsed: 12 days, 1:23:33 Gen_loss: 2.634 Dis_loss: 1.07 Cls_loss: 1.953 Topk: N/A ada_p: 0.2599
[INFO] 2021-10-30 15:37:38 > Step: 872500 Progress: 87.2% Elapsed: 12 days, 1:25:17 Gen_loss: 2.467 Dis_loss: 0.9885 Cls_loss: 1.795 Topk: N/A ada_p: 0.2616
[INFO] 2021-10-30 15:39:11 > Step: 872600 Progress: 87.3% Elapsed: 12 days, 1:26:50 Gen_loss: 2.725 Dis_loss: 0.7608 Cls_loss: 1.593 Topk: N/A ada_p: 0.2657
[INFO] 2021-10-30 15:40:45 > Step: 872700 Progress: 87.3% Elapsed: 12 days, 1:28:24 Gen_loss: 1.729 Dis_loss: 1.284 Cls_loss: 2.458 Topk: N/A ada_p: 0.2651
[INFO] 2021-10-30 15:42:19 > Step: 872800 Progress: 87.3% Elapsed: 12 days, 1:29:58 Gen_loss: 3.175 Dis_loss: 0.9268 Cls_loss: 2.29 Topk: N/A ada_p: 0.2587
[INFO] 2021-10-30 15:44:03 > Step: 872900 Progress: 87.3% Elapsed: 12 days, 1:31:42 Gen_loss: 1.475 Dis_loss: 1.139 Cls_loss: 1.783 Topk: N/A ada_p: 0.2565
[INFO] 2021-10-30 15:45:37 > Step: 873000 Progress: 87.3% Elapsed: 12 days, 1:33:16 Gen_loss: 2.552 Dis_loss: 0.7241 Cls_loss: 1.718 Topk: N/A ada_p: 0.2521
[INFO] 2021-10-30 15:47:10 > Step: 873100 Progress: 87.3% Elapsed: 12 days, 1:34:49 Gen_loss: 1.579 Dis_loss: 0.7448 Cls_loss: 1.742 Topk: N/A ada_p: 0.2528
[INFO] 2021-10-30 15:48:44 > Step: 873200 Progress: 87.3% Elapsed: 12 days, 1:36:22 Gen_loss: 3.513 Dis_loss: 0.8712 Cls_loss: 1.997 Topk: N/A ada_p: 0.2535
[INFO] 2021-10-30 15:50:28 > Step: 873300 Progress: 87.3% Elapsed: 12 days, 1:38:07 Gen_loss: 2.86 Dis_loss: 0.9186 Cls_loss: 1.759 Topk: N/A ada_p: 0.2555
[INFO] 2021-10-30 15:52:02 > Step: 873400 Progress: 87.3% Elapsed: 12 days, 1:39:41 Gen_loss: 2.269 Dis_loss: 0.9921 Cls_loss: 1.967 Topk: N/A ada_p: 0.2578
[INFO] 2021-10-30 15:53:36 > Step: 873500 Progress: 87.4% Elapsed: 12 days, 1:41:15 Gen_loss: 2.247 Dis_loss: 0.8999 Cls_loss: 1.813 Topk: N/A ada_p: 0.2599
[INFO] 2021-10-30 15:55:09 > Step: 873600 Progress: 87.4% Elapsed: 12 days, 1:42:48 Gen_loss: 3.463 Dis_loss: 2.001 Cls_loss: 2.241 Topk: N/A ada_p: 0.2617
[INFO] 2021-10-30 15:56:53 > Step: 873700 Progress: 87.4% Elapsed: 12 days, 1:44:32 Gen_loss: 2.046 Dis_loss: 0.9571 Cls_loss: 2.027 Topk: N/A ada_p: 0.2619
[INFO] 2021-10-30 15:58:27 > Step: 873800 Progress: 87.4% Elapsed: 12 days, 1:46:05 Gen_loss: 1.864 Dis_loss: 1.349 Cls_loss: 1.757 Topk: N/A ada_p: 0.2565
[INFO] 2021-10-30 16:00:00 > Step: 873900 Progress: 87.4% Elapsed: 12 days, 1:47:39 Gen_loss: 1.945 Dis_loss: 1.033 Cls_loss: 1.691 Topk: N/A ada_p: 0.251
[INFO] 2021-10-30 16:01:44 > Step: 874000 Progress: 87.4% Elapsed: 12 days, 1:49:23 Gen_loss: 1.935 Dis_loss: 0.914 Cls_loss: 1.616 Topk: N/A ada_p: 0.2574
[INFO] 2021-10-30 16:03:18 > Step: 874100 Progress: 87.4% Elapsed: 12 days, 1:50:57 Gen_loss: 4.102 Dis_loss: 1.204 Cls_loss: 1.974 Topk: N/A ada_p: 0.2613
[INFO] 2021-10-30 16:04:53 > Step: 874200 Progress: 87.4% Elapsed: 12 days, 1:52:32 Gen_loss: 1.791 Dis_loss: 0.5662 Cls_loss: 1.409 Topk: N/A ada_p: 0.2608
[INFO] 2021-10-30 16:06:27 > Step: 874300 Progress: 87.4% Elapsed: 12 days, 1:54:05 Gen_loss: 3.176 Dis_loss: 2.183 Cls_loss: 1.778 Topk: N/A ada_p: 0.2635
[INFO] 2021-10-30 16:08:10 > Step: 874400 Progress: 87.4% Elapsed: 12 days, 1:55:49 Gen_loss: 2.616 Dis_loss: 0.7546 Cls_loss: 1.894 Topk: N/A ada_p: 0.2661
[INFO] 2021-10-30 16:09:44 > Step: 874500 Progress: 87.5% Elapsed: 12 days, 1:57:23 Gen_loss: 2.787 Dis_loss: 1.371 Cls_loss: 1.894 Topk: N/A ada_p: 0.2665
[INFO] 2021-10-30 16:11:18 > Step: 874600 Progress: 87.5% Elapsed: 12 days, 1:58:57 Gen_loss: 3.059 Dis_loss: 1.118 Cls_loss: 1.966 Topk: N/A ada_p: 0.2621
[INFO] 2021-10-30 16:12:51 > Step: 874700 Progress: 87.5% Elapsed: 12 days, 2:00:30 Gen_loss: 2.346 Dis_loss: 1.434 Cls_loss: 1.922 Topk: N/A ada_p: 0.2653
[INFO] 2021-10-30 16:14:36 > Step: 874800 Progress: 87.5% Elapsed: 12 days, 2:02:14 Gen_loss: 1.753 Dis_loss: 0.9059 Cls_loss: 1.651 Topk: N/A ada_p: 0.2645
[INFO] 2021-10-30 16:16:09 > Step: 874900 Progress: 87.5% Elapsed: 12 days, 2:03:48 Gen_loss: 1.845 Dis_loss: 1.254 Cls_loss: 1.767 Topk: N/A ada_p: 0.2683
[INFO] 2021-10-30 16:17:43 > Step: 875000 Progress: 87.5% Elapsed: 12 days, 2:05:22 Gen_loss: 2.761 Dis_loss: 0.9396 Cls_loss: 1.99 Topk: N/A ada_p: 0.2713
[INFO] 2021-10-30 16:19:17 > Step: 875100 Progress: 87.5% Elapsed: 12 days, 2:06:56 Gen_loss: 3.092 Dis_loss: 1.167 Cls_loss: 2.148 Topk: N/A ada_p: 0.2574
[INFO] 2021-10-30 16:21:01 > Step: 875200 Progress: 87.5% Elapsed: 12 days, 2:08:40 Gen_loss: 2.623 Dis_loss: 1.008 Cls_loss: 1.735 Topk: N/A ada_p: 0.2607
[INFO] 2021-10-30 16:22:35 > Step: 875300 Progress: 87.5% Elapsed: 12 days, 2:10:13 Gen_loss: 1.482 Dis_loss: 1.143 Cls_loss: 1.899 Topk: N/A ada_p: 0.2603
[INFO] 2021-10-30 16:24:08 > Step: 875400 Progress: 87.5% Elapsed: 12 days, 2:11:47 Gen_loss: 4.192 Dis_loss: 0.9244 Cls_loss: 2.119 Topk: N/A ada_p: 0.2547
[INFO] 2021-10-30 16:25:42 > Step: 875500 Progress: 87.5% Elapsed: 12 days, 2:13:21 Gen_loss: 1.628 Dis_loss: 1.037 Cls_loss: 2.009 Topk: N/A ada_p: 0.2612
[INFO] 2021-10-30 16:27:26 > Step: 875600 Progress: 87.6% Elapsed: 12 days, 2:15:05 Gen_loss: 2.543 Dis_loss: 0.9117 Cls_loss: 1.942 Topk: N/A ada_p: 0.2587
[INFO] 2021-10-30 16:29:00 > Step: 875700 Progress: 87.6% Elapsed: 12 days, 2:16:38 Gen_loss: 3.108 Dis_loss: 1.008 Cls_loss: 1.783 Topk: N/A ada_p: 0.2596
[INFO] 2021-10-30 16:30:33 > Step: 875800 Progress: 87.6% Elapsed: 12 days, 2:18:12 Gen_loss: 3.714 Dis_loss: 1.383 Cls_loss: 1.9 Topk: N/A ada_p: 0.2639
[INFO] 2021-10-30 16:32:08 > Step: 875900 Progress: 87.6% Elapsed: 12 days, 2:19:47 Gen_loss: 1.92 Dis_loss: 1.031 Cls_loss: 1.93 Topk: N/A ada_p: 0.2587
[INFO] 2021-10-30 16:33:53 > Step: 876000 Progress: 87.6% Elapsed: 12 days, 2:21:32 Gen_loss: 1.967 Dis_loss: 1.348 Cls_loss: 2.117 Topk: N/A ada_p: 0.263
[INFO] 2021-10-30 16:35:28 > Step: 876100 Progress: 87.6% Elapsed: 12 days, 2:23:07 Gen_loss: 1.784 Dis_loss: 1.128 Cls_loss: 1.892 Topk: N/A ada_p: 0.2575
[INFO] 2021-10-30 16:37:02 > Step: 876200 Progress: 87.6% Elapsed: 12 days, 2:24:41 Gen_loss: 3.402 Dis_loss: 1.455 Cls_loss: 1.801 Topk: N/A ada_p: 0.2537
[INFO] 2021-10-30 16:38:35 > Step: 876300 Progress: 87.6% Elapsed: 12 days, 2:26:14 Gen_loss: 3.124 Dis_loss: 1.421 Cls_loss: 2.066 Topk: N/A ada_p: 0.2525
[INFO] 2021-10-30 16:40:20 > Step: 876400 Progress: 87.6% Elapsed: 12 days, 2:27:59 Gen_loss: 1.393 Dis_loss: 1.185 Cls_loss: 1.98 Topk: N/A ada_p: 0.2533
[INFO] 2021-10-30 16:41:54 > Step: 876500 Progress: 87.6% Elapsed: 12 days, 2:29:32 Gen_loss: 3.369 Dis_loss: 1.295 Cls_loss: 2.19 Topk: N/A ada_p: 0.2539
[INFO] 2021-10-30 16:43:27 > Step: 876600 Progress: 87.7% Elapsed: 12 days, 2:31:06 Gen_loss: 2.962 Dis_loss: 0.7424 Cls_loss: 1.925 Topk: N/A ada_p: 0.246
[INFO] 2021-10-30 16:45:01 > Step: 876700 Progress: 87.7% Elapsed: 12 days, 2:32:40 Gen_loss: 2.877 Dis_loss: 0.8961 Cls_loss: 2.073 Topk: N/A ada_p: 0.2466
[INFO] 2021-10-30 16:46:46 > Step: 876800 Progress: 87.7% Elapsed: 12 days, 2:34:25 Gen_loss: 2.395 Dis_loss: 1.518 Cls_loss: 2.214 Topk: N/A ada_p: 0.2525
[INFO] 2021-10-30 16:48:20 > Step: 876900 Progress: 87.7% Elapsed: 12 days, 2:35:59 Gen_loss: 3.382 Dis_loss: 1.521 Cls_loss: 2.023 Topk: N/A ada_p: 0.2565
[INFO] 2021-10-30 16:49:54 > Step: 877000 Progress: 87.7% Elapsed: 12 days, 2:37:32 Gen_loss: 1.903 Dis_loss: 0.8298 Cls_loss: 2.119 Topk: N/A ada_p: 0.2562
[INFO] 2021-10-30 16:51:27 > Step: 877100 Progress: 87.7% Elapsed: 12 days, 2:39:06 Gen_loss: 2.571 Dis_loss: 1.123 Cls_loss: 2.062 Topk: N/A ada_p: 0.2584
[INFO] 2021-10-30 16:53:11 > Step: 877200 Progress: 87.7% Elapsed: 12 days, 2:40:50 Gen_loss: 3.093 Dis_loss: 1.367 Cls_loss: 2.239 Topk: N/A ada_p: 0.2553
[INFO] 2021-10-30 16:54:45 > Step: 877300 Progress: 87.7% Elapsed: 12 days, 2:42:24 Gen_loss: 3.325 Dis_loss: 1.213 Cls_loss: 2.238 Topk: N/A ada_p: 0.2552
[INFO] 2021-10-30 16:56:18 > Step: 877400 Progress: 87.7% Elapsed: 12 days, 2:43:57 Gen_loss: 3.194 Dis_loss: 1.273 Cls_loss: 1.556 Topk: N/A ada_p: 0.259
[INFO] 2021-10-30 16:57:52 > Step: 877500 Progress: 87.8% Elapsed: 12 days, 2:45:31 Gen_loss: 3.384 Dis_loss: 0.6673 Cls_loss: 1.747 Topk: N/A ada_p: 0.2602
[INFO] 2021-10-30 16:59:36 > Step: 877600 Progress: 87.8% Elapsed: 12 days, 2:47:15 Gen_loss: 2.56 Dis_loss: 1.167 Cls_loss: 2.015 Topk: N/A ada_p: 0.2599
[INFO] 2021-10-30 17:01:10 > Step: 877700 Progress: 87.8% Elapsed: 12 days, 2:48:49 Gen_loss: 2.774 Dis_loss: 0.9262 Cls_loss: 1.789 Topk: N/A ada_p: 0.2631
[INFO] 2021-10-30 17:02:44 > Step: 877800 Progress: 87.8% Elapsed: 12 days, 2:50:23 Gen_loss: 3.851 Dis_loss: 1.174 Cls_loss: 1.822 Topk: N/A ada_p: 0.2565
[INFO] 2021-10-30 17:04:29 > Step: 877900 Progress: 87.8% Elapsed: 12 days, 2:52:08 Gen_loss: 2.86 Dis_loss: 1.001 Cls_loss: 1.66 Topk: N/A ada_p: 0.2581
[INFO] 2021-10-30 17:06:03 > Step: 878000 Progress: 87.8% Elapsed: 12 days, 2:53:41 Gen_loss: 2.074 Dis_loss: 0.7102 Cls_loss: 1.764 Topk: N/A ada_p: 0.2553
[INFO] 2021-10-30 17:07:37 > Step: 878100 Progress: 87.8% Elapsed: 12 days, 2:55:15 Gen_loss: 1.241 Dis_loss: 1.499 Cls_loss: 2.266 Topk: N/A ada_p: 0.2555
[INFO] 2021-10-30 17:09:11 > Step: 878200 Progress: 87.8% Elapsed: 12 days, 2:56:50 Gen_loss: 3.494 Dis_loss: 1.732 Cls_loss: 2.31 Topk: N/A ada_p: 0.257
[INFO] 2021-10-30 17:10:55 > Step: 878300 Progress: 87.8% Elapsed: 12 days, 2:58:34 Gen_loss: 2.091 Dis_loss: 0.9028 Cls_loss: 2.018 Topk: N/A ada_p: 0.2584
[INFO] 2021-10-30 17:12:29 > Step: 878400 Progress: 87.8% Elapsed: 12 days, 3:00:08 Gen_loss: 2.123 Dis_loss: 0.8423 Cls_loss: 1.718 Topk: N/A ada_p: 0.2604
[INFO] 2021-10-30 17:14:03 > Step: 878500 Progress: 87.8% Elapsed: 12 days, 3:01:42 Gen_loss: 2.271 Dis_loss: 0.6623 Cls_loss: 1.8 Topk: N/A ada_p: 0.2649
[INFO] 2021-10-30 17:15:37 > Step: 878600 Progress: 87.9% Elapsed: 12 days, 3:03:16 Gen_loss: 2.51 Dis_loss: 1.358 Cls_loss: 1.981 Topk: N/A ada_p: 0.2672
[INFO] 2021-10-30 17:17:22 > Step: 878700 Progress: 87.9% Elapsed: 12 days, 3:05:00 Gen_loss: 2.691 Dis_loss: 1.474 Cls_loss: 2.067 Topk: N/A ada_p: 0.2663
[INFO] 2021-10-30 17:18:56 > Step: 878800 Progress: 87.9% Elapsed: 12 days, 3:06:34 Gen_loss: 3.793 Dis_loss: 0.8813 Cls_loss: 1.669 Topk: N/A ada_p: 0.261
[INFO] 2021-10-30 17:20:29 > Step: 878900 Progress: 87.9% Elapsed: 12 days, 3:08:08 Gen_loss: 1.282 Dis_loss: 0.9298 Cls_loss: 1.902 Topk: N/A ada_p: 0.2636
[INFO] 2021-10-30 17:22:03 > Step: 879000 Progress: 87.9% Elapsed: 12 days, 3:09:42 Gen_loss: 1.996 Dis_loss: 0.8443 Cls_loss: 1.974 Topk: N/A ada_p: 0.2683
[INFO] 2021-10-30 17:23:47 > Step: 879100 Progress: 87.9% Elapsed: 12 days, 3:11:26 Gen_loss: 4.256 Dis_loss: 1.145 Cls_loss: 1.849 Topk: N/A ada_p: 0.2671
[INFO] 2021-10-30 17:25:21 > Step: 879200 Progress: 87.9% Elapsed: 12 days, 3:12:59 Gen_loss: 4.037 Dis_loss: 0.8263 Cls_loss: 1.723 Topk: N/A ada_p: 0.2676
[INFO] 2021-10-30 17:26:54 > Step: 879300 Progress: 87.9% Elapsed: 12 days, 3:14:33 Gen_loss: 1.924 Dis_loss: 0.9901 Cls_loss: 1.838 Topk: N/A ada_p: 0.2744
[INFO] 2021-10-30 17:28:28 > Step: 879400 Progress: 87.9% Elapsed: 12 days, 3:16:07 Gen_loss: 1.284 Dis_loss: 1.508 Cls_loss: 2.0 Topk: N/A ada_p: 0.2736
[INFO] 2021-10-30 17:30:12 > Step: 879500 Progress: 87.9% Elapsed: 12 days, 3:17:51 Gen_loss: 2.559 Dis_loss: 1.263 Cls_loss: 2.233 Topk: N/A ada_p: 0.274
[INFO] 2021-10-30 17:31:46 > Step: 879600 Progress: 88.0% Elapsed: 12 days, 3:19:25 Gen_loss: 1.681 Dis_loss: 0.7651 Cls_loss: 2.179 Topk: N/A ada_p: 0.2743
[INFO] 2021-10-30 17:33:20 > Step: 879700 Progress: 88.0% Elapsed: 12 days, 3:20:59 Gen_loss: 3.48 Dis_loss: 1.489 Cls_loss: 2.328 Topk: N/A ada_p: 0.2621
[INFO] 2021-10-30 17:34:53 > Step: 879800 Progress: 88.0% Elapsed: 12 days, 3:22:32 Gen_loss: 1.6 Dis_loss: 1.095 Cls_loss: 1.812 Topk: N/A ada_p: 0.2603
[INFO] 2021-10-30 17:36:37 > Step: 879900 Progress: 88.0% Elapsed: 12 days, 3:24:16 Gen_loss: 1.774 Dis_loss: 0.7102 Cls_loss: 1.818 Topk: N/A ada_p: 0.2543
[INFO] 2021-10-30 17:38:11 > Step: 880000 Progress: 88.0% Elapsed: 12 days, 3:25:50 Gen_loss: 1.741 Dis_loss: 1.584 Cls_loss: 1.73 Topk: N/A ada_p: 0.2633
[INFO] 2021-10-30 17:38:11 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-30 17:38:12 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_880000.png
[INFO] 2021-10-30 17:38:12 > Start Evaluation (880000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-30 17:38:12 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-30 17:43:43 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-30 17:49:19 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-30 18:13:19 > Inception score (Step: 880000, 50000 generated images): 10.5845308303833
[INFO] 2021-10-30 18:13:19 > FID score (Step: 880000, Using train moments): 2.3824276164962157
[INFO] 2021-10-30 18:13:19 > Improved Precision (Step: 880000, Using train images): 0.76134
[INFO] 2021-10-30 18:13:19 > Improved Recall (Step: 880000, Using train images): 0.64824
[INFO] 2021-10-30 18:13:19 > Density (Step: 880000, Using train images): 1.0541800000000001
[INFO] 2021-10-30 18:13:19 > Coverage (Step: 880000, Using train images): 0.93226
[INFO] 2021-10-30 18:13:19 > Best FID score (Step: 870000, Using train moments): 2.353653441993913
[INFO] 2021-10-30 18:13:31 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-30 18:18:44 > Step: 880100 Progress: 88.0% Elapsed: 12 days, 4:06:23 Gen_loss: 2.708 Dis_loss: 0.9309 Cls_loss: 2.166 Topk: N/A ada_p: 0.2667
[INFO] 2021-10-30 18:20:17 > Step: 880200 Progress: 88.0% Elapsed: 12 days, 4:07:56 Gen_loss: 2.008 Dis_loss: 0.8131 Cls_loss: 1.813 Topk: N/A ada_p: 0.2649
[INFO] 2021-10-30 18:22:07 > Step: 880300 Progress: 88.0% Elapsed: 12 days, 4:09:46 Gen_loss: 1.634 Dis_loss: 0.9545 Cls_loss: 1.684 Topk: N/A ada_p: 0.2697
[INFO] 2021-10-30 18:23:41 > Step: 880400 Progress: 88.0% Elapsed: 12 days, 4:11:20 Gen_loss: 1.419 Dis_loss: 0.9098 Cls_loss: 1.913 Topk: N/A ada_p: 0.2676
[INFO] 2021-10-30 18:25:15 > Step: 880500 Progress: 88.0% Elapsed: 12 days, 4:12:54 Gen_loss: 3.513 Dis_loss: 0.8373 Cls_loss: 2.094 Topk: N/A ada_p: 0.2642
[INFO] 2021-10-30 18:26:48 > Step: 880600 Progress: 88.1% Elapsed: 12 days, 4:14:27 Gen_loss: 3.062 Dis_loss: 0.9675 Cls_loss: 1.919 Topk: N/A ada_p: 0.2642
[INFO] 2021-10-30 18:28:33 > Step: 880700 Progress: 88.1% Elapsed: 12 days, 4:16:12 Gen_loss: 1.762 Dis_loss: 0.989 Cls_loss: 1.751 Topk: N/A ada_p: 0.2681
[INFO] 2021-10-30 18:30:07 > Step: 880800 Progress: 88.1% Elapsed: 12 days, 4:17:45 Gen_loss: 2.561 Dis_loss: 1.035 Cls_loss: 1.966 Topk: N/A ada_p: 0.261
[INFO] 2021-10-30 18:31:41 > Step: 880900 Progress: 88.1% Elapsed: 12 days, 4:19:19 Gen_loss: 1.312 Dis_loss: 1.464 Cls_loss: 1.698 Topk: N/A ada_p: 0.2629
[INFO] 2021-10-30 18:33:14 > Step: 881000 Progress: 88.1% Elapsed: 12 days, 4:20:53 Gen_loss: 2.788 Dis_loss: 0.9987 Cls_loss: 1.986 Topk: N/A ada_p: 0.2636
[INFO] 2021-10-30 18:34:58 > Step: 881100 Progress: 88.1% Elapsed: 12 days, 4:22:37 Gen_loss: 3.148 Dis_loss: 1.152 Cls_loss: 1.952 Topk: N/A ada_p: 0.2699
[INFO] 2021-10-30 18:36:32 > Step: 881200 Progress: 88.1% Elapsed: 12 days, 4:24:11 Gen_loss: 2.562 Dis_loss: 1.261 Cls_loss: 2.166 Topk: N/A ada_p: 0.2635
[INFO] 2021-10-30 18:38:06 > Step: 881300 Progress: 88.1% Elapsed: 12 days, 4:25:45 Gen_loss: 1.455 Dis_loss: 0.9027 Cls_loss: 1.976 Topk: N/A ada_p: 0.2711
[INFO] 2021-10-30 18:39:39 > Step: 881400 Progress: 88.1% Elapsed: 12 days, 4:27:18 Gen_loss: 3.266 Dis_loss: 0.843 Cls_loss: 1.867 Topk: N/A ada_p: 0.2652
[INFO] 2021-10-30 18:41:24 > Step: 881500 Progress: 88.1% Elapsed: 12 days, 4:29:03 Gen_loss: 2.339 Dis_loss: 1.589 Cls_loss: 2.002 Topk: N/A ada_p: 0.2689
[INFO] 2021-10-30 18:42:58 > Step: 881600 Progress: 88.2% Elapsed: 12 days, 4:30:36 Gen_loss: 2.482 Dis_loss: 0.9569 Cls_loss: 2.039 Topk: N/A ada_p: 0.2617
[INFO] 2021-10-30 18:44:31 > Step: 881700 Progress: 88.2% Elapsed: 12 days, 4:32:10 Gen_loss: 1.718 Dis_loss: 1.047 Cls_loss: 1.995 Topk: N/A ada_p: 0.2588
[INFO] 2021-10-30 18:46:16 > Step: 881800 Progress: 88.2% Elapsed: 12 days, 4:33:54 Gen_loss: 2.253 Dis_loss: 1.688 Cls_loss: 1.733 Topk: N/A ada_p: 0.2652
[INFO] 2021-10-30 18:47:49 > Step: 881900 Progress: 88.2% Elapsed: 12 days, 4:35:28 Gen_loss: 2.358 Dis_loss: 1.068 Cls_loss: 2.198 Topk: N/A ada_p: 0.2707
[INFO] 2021-10-30 18:49:23 > Step: 882000 Progress: 88.2% Elapsed: 12 days, 4:37:02 Gen_loss: 1.32 Dis_loss: 0.7916 Cls_loss: 1.627 Topk: N/A ada_p: 0.2686
[INFO] 2021-10-30 18:50:57 > Step: 882100 Progress: 88.2% Elapsed: 12 days, 4:38:36 Gen_loss: 3.065 Dis_loss: 0.8594 Cls_loss: 2.037 Topk: N/A ada_p: 0.2685
[INFO] 2021-10-30 18:52:41 > Step: 882200 Progress: 88.2% Elapsed: 12 days, 4:40:20 Gen_loss: 2.712 Dis_loss: 0.869 Cls_loss: 1.877 Topk: N/A ada_p: 0.268
[INFO] 2021-10-30 18:54:15 > Step: 882300 Progress: 88.2% Elapsed: 12 days, 4:41:54 Gen_loss: 2.257 Dis_loss: 1.291 Cls_loss: 1.729 Topk: N/A ada_p: 0.2684
[INFO] 2021-10-30 18:55:49 > Step: 882400 Progress: 88.2% Elapsed: 12 days, 4:43:27 Gen_loss: 2.384 Dis_loss: 1.416 Cls_loss: 2.236 Topk: N/A ada_p: 0.2653
[INFO] 2021-10-30 18:57:23 > Step: 882500 Progress: 88.2% Elapsed: 12 days, 4:45:01 Gen_loss: 2.605 Dis_loss: 0.8786 Cls_loss: 2.008 Topk: N/A ada_p: 0.2652
[INFO] 2021-10-30 18:59:07 > Step: 882600 Progress: 88.3% Elapsed: 12 days, 4:46:46 Gen_loss: 2.23 Dis_loss: 0.8841 Cls_loss: 1.88 Topk: N/A ada_p: 0.266
[INFO] 2021-10-30 19:00:41 > Step: 882700 Progress: 88.3% Elapsed: 12 days, 4:48:20 Gen_loss: 2.732 Dis_loss: 1.075 Cls_loss: 1.765 Topk: N/A ada_p: 0.2676
[INFO] 2021-10-30 19:02:14 > Step: 882800 Progress: 88.3% Elapsed: 12 days, 4:49:53 Gen_loss: 1.852 Dis_loss: 0.9146 Cls_loss: 1.636 Topk: N/A ada_p: 0.2666
[INFO] 2021-10-30 19:03:48 > Step: 882900 Progress: 88.3% Elapsed: 12 days, 4:51:27 Gen_loss: 1.587 Dis_loss: 0.8866 Cls_loss: 2.016 Topk: N/A ada_p: 0.2688
[INFO] 2021-10-30 19:05:33 > Step: 883000 Progress: 88.3% Elapsed: 12 days, 4:53:11 Gen_loss: 3.212 Dis_loss: 1.028 Cls_loss: 2.173 Topk: N/A ada_p: 0.266
[INFO] 2021-10-30 19:07:06 > Step: 883100 Progress: 88.3% Elapsed: 12 days, 4:54:45 Gen_loss: 1.964 Dis_loss: 0.9227 Cls_loss: 2.321 Topk: N/A ada_p: 0.2604
[INFO] 2021-10-30 19:08:40 > Step: 883200 Progress: 88.3% Elapsed: 12 days, 4:56:19 Gen_loss: 4.283 Dis_loss: 1.198 Cls_loss: 2.005 Topk: N/A ada_p: 0.2561
[INFO] 2021-10-30 19:10:14 > Step: 883300 Progress: 88.3% Elapsed: 12 days, 4:57:52 Gen_loss: 3.615 Dis_loss: 1.226 Cls_loss: 1.617 Topk: N/A ada_p: 0.2537
[INFO] 2021-10-30 19:11:59 > Step: 883400 Progress: 88.3% Elapsed: 12 days, 4:59:37 Gen_loss: 3.089 Dis_loss: 1.248 Cls_loss: 2.137 Topk: N/A ada_p: 0.2524
[INFO] 2021-10-30 19:13:32 > Step: 883500 Progress: 88.3% Elapsed: 12 days, 5:01:11 Gen_loss: 2.244 Dis_loss: 1.161 Cls_loss: 2.084 Topk: N/A ada_p: 0.2525
[INFO] 2021-10-30 19:15:06 > Step: 883600 Progress: 88.4% Elapsed: 12 days, 5:02:45 Gen_loss: 4.456 Dis_loss: 1.369 Cls_loss: 2.127 Topk: N/A ada_p: 0.2587
[INFO] 2021-10-30 19:16:40 > Step: 883700 Progress: 88.4% Elapsed: 12 days, 5:04:19 Gen_loss: 2.987 Dis_loss: 0.9562 Cls_loss: 2.154 Topk: N/A ada_p: 0.2544
[INFO] 2021-10-30 19:18:24 > Step: 883800 Progress: 88.4% Elapsed: 12 days, 5:06:03 Gen_loss: 2.645 Dis_loss: 1.024 Cls_loss: 1.974 Topk: N/A ada_p: 0.2521
[INFO] 2021-10-30 19:19:58 > Step: 883900 Progress: 88.4% Elapsed: 12 days, 5:07:37 Gen_loss: 2.18 Dis_loss: 0.9764 Cls_loss: 2.066 Topk: N/A ada_p: 0.2576
[INFO] 2021-10-30 19:21:31 > Step: 884000 Progress: 88.4% Elapsed: 12 days, 5:09:10 Gen_loss: 2.827 Dis_loss: 1.342 Cls_loss: 1.984 Topk: N/A ada_p: 0.2546
[INFO] 2021-10-30 19:23:05 > Step: 884100 Progress: 88.4% Elapsed: 12 days, 5:10:44 Gen_loss: 2.301 Dis_loss: 0.9429 Cls_loss: 1.931 Topk: N/A ada_p: 0.2572
[INFO] 2021-10-30 19:24:50 > Step: 884200 Progress: 88.4% Elapsed: 12 days, 5:12:28 Gen_loss: 1.936 Dis_loss: 1.336 Cls_loss: 1.952 Topk: N/A ada_p: 0.2547
[INFO] 2021-10-30 19:26:23 > Step: 884300 Progress: 88.4% Elapsed: 12 days, 5:14:02 Gen_loss: 2.009 Dis_loss: 1.229 Cls_loss: 1.85 Topk: N/A ada_p: 0.2602
[INFO] 2021-10-30 19:27:57 > Step: 884400 Progress: 88.4% Elapsed: 12 days, 5:15:36 Gen_loss: 2.625 Dis_loss: 0.838 Cls_loss: 1.913 Topk: N/A ada_p: 0.2571
[INFO] 2021-10-30 19:29:31 > Step: 884500 Progress: 88.4% Elapsed: 12 days, 5:17:09 Gen_loss: 3.493 Dis_loss: 1.152 Cls_loss: 2.174 Topk: N/A ada_p: 0.2611
[INFO] 2021-10-30 19:31:15 > Step: 884600 Progress: 88.5% Elapsed: 12 days, 5:18:53 Gen_loss: 3.585 Dis_loss: 1.388 Cls_loss: 2.563 Topk: N/A ada_p: 0.2611
[INFO] 2021-10-30 19:32:48 > Step: 884700 Progress: 88.5% Elapsed: 12 days, 5:20:27 Gen_loss: 2.031 Dis_loss: 1.337 Cls_loss: 1.892 Topk: N/A ada_p: 0.2638
[INFO] 2021-10-30 19:34:22 > Step: 884800 Progress: 88.5% Elapsed: 12 days, 5:22:01 Gen_loss: 2.78 Dis_loss: 1.039 Cls_loss: 2.238 Topk: N/A ada_p: 0.2633
[INFO] 2021-10-30 19:35:56 > Step: 884900 Progress: 88.5% Elapsed: 12 days, 5:23:35 Gen_loss: 2.201 Dis_loss: 0.9655 Cls_loss: 1.737 Topk: N/A ada_p: 0.2644
[INFO] 2021-10-30 19:37:41 > Step: 885000 Progress: 88.5% Elapsed: 12 days, 5:25:19 Gen_loss: 2.727 Dis_loss: 1.057 Cls_loss: 1.72 Topk: N/A ada_p: 0.2636
[INFO] 2021-10-30 19:39:15 > Step: 885100 Progress: 88.5% Elapsed: 12 days, 5:26:53 Gen_loss: 3.457 Dis_loss: 0.978 Cls_loss: 1.779 Topk: N/A ada_p: 0.2617
[INFO] 2021-10-30 19:40:48 > Step: 885200 Progress: 88.5% Elapsed: 12 days, 5:28:27 Gen_loss: 3.423 Dis_loss: 1.212 Cls_loss: 1.507 Topk: N/A ada_p: 0.2579
[INFO] 2021-10-30 19:42:23 > Step: 885300 Progress: 88.5% Elapsed: 12 days, 5:30:02 Gen_loss: 2.421 Dis_loss: 0.888 Cls_loss: 1.662 Topk: N/A ada_p: 0.2631
[INFO] 2021-10-30 19:44:07 > Step: 885400 Progress: 88.5% Elapsed: 12 days, 5:31:45 Gen_loss: 1.522 Dis_loss: 1.861 Cls_loss: 2.05 Topk: N/A ada_p: 0.2603
[INFO] 2021-10-30 19:45:40 > Step: 885500 Progress: 88.5% Elapsed: 12 days, 5:33:19 Gen_loss: 1.811 Dis_loss: 0.9722 Cls_loss: 1.778 Topk: N/A ada_p: 0.2564
[INFO] 2021-10-30 19:47:14 > Step: 885600 Progress: 88.6% Elapsed: 12 days, 5:34:53 Gen_loss: 2.583 Dis_loss: 0.8849 Cls_loss: 2.02 Topk: N/A ada_p: 0.2558
[INFO] 2021-10-30 19:48:58 > Step: 885700 Progress: 88.6% Elapsed: 12 days, 5:36:37 Gen_loss: 2.986 Dis_loss: 1.092 Cls_loss: 1.577 Topk: N/A ada_p: 0.2567
[INFO] 2021-10-30 19:50:31 > Step: 885800 Progress: 88.6% Elapsed: 12 days, 5:38:10 Gen_loss: 3.885 Dis_loss: 1.512 Cls_loss: 1.822 Topk: N/A ada_p: 0.2596
[INFO] 2021-10-30 19:52:05 > Step: 885900 Progress: 88.6% Elapsed: 12 days, 5:39:44 Gen_loss: 3.323 Dis_loss: 1.027 Cls_loss: 1.947 Topk: N/A ada_p: 0.254
[INFO] 2021-10-30 19:53:39 > Step: 886000 Progress: 88.6% Elapsed: 12 days, 5:41:18 Gen_loss: 4.713 Dis_loss: 1.552 Cls_loss: 1.596 Topk: N/A ada_p: 0.2512
[INFO] 2021-10-30 19:55:23 > Step: 886100 Progress: 88.6% Elapsed: 12 days, 5:43:02 Gen_loss: 1.688 Dis_loss: 1.0 Cls_loss: 1.537 Topk: N/A ada_p: 0.2521
[INFO] 2021-10-30 19:56:57 > Step: 886200 Progress: 88.6% Elapsed: 12 days, 5:44:36 Gen_loss: 1.351 Dis_loss: 0.8193 Cls_loss: 1.647 Topk: N/A ada_p: 0.2511
[INFO] 2021-10-30 19:58:31 > Step: 886300 Progress: 88.6% Elapsed: 12 days, 5:46:10 Gen_loss: 1.733 Dis_loss: 0.7588 Cls_loss: 1.778 Topk: N/A ada_p: 0.25
[INFO] 2021-10-30 20:00:04 > Step: 886400 Progress: 88.6% Elapsed: 12 days, 5:47:43 Gen_loss: 1.803 Dis_loss: 0.8104 Cls_loss: 1.941 Topk: N/A ada_p: 0.2589
[INFO] 2021-10-30 20:01:49 > Step: 886500 Progress: 88.6% Elapsed: 12 days, 5:49:27 Gen_loss: 1.745 Dis_loss: 1.068 Cls_loss: 2.038 Topk: N/A ada_p: 0.2616
[INFO] 2021-10-30 20:03:22 > Step: 886600 Progress: 88.7% Elapsed: 12 days, 5:51:01 Gen_loss: 2.847 Dis_loss: 0.8842 Cls_loss: 1.664 Topk: N/A ada_p: 0.2647
[INFO] 2021-10-30 20:04:56 > Step: 886700 Progress: 88.7% Elapsed: 12 days, 5:52:35 Gen_loss: 2.897 Dis_loss: 1.049 Cls_loss: 1.803 Topk: N/A ada_p: 0.2612
[INFO] 2021-10-30 20:06:29 > Step: 886800 Progress: 88.7% Elapsed: 12 days, 5:54:08 Gen_loss: 2.659 Dis_loss: 1.041 Cls_loss: 1.688 Topk: N/A ada_p: 0.2615
[INFO] 2021-10-30 20:08:14 > Step: 886900 Progress: 88.7% Elapsed: 12 days, 5:55:52 Gen_loss: 3.132 Dis_loss: 0.7443 Cls_loss: 1.4 Topk: N/A ada_p: 0.2578
[INFO] 2021-10-30 20:09:47 > Step: 887000 Progress: 88.7% Elapsed: 12 days, 5:57:26 Gen_loss: 2.12 Dis_loss: 0.9617 Cls_loss: 1.93 Topk: N/A ada_p: 0.2601
[INFO] 2021-10-30 20:11:21 > Step: 887100 Progress: 88.7% Elapsed: 12 days, 5:59:00 Gen_loss: 3.576 Dis_loss: 0.7092 Cls_loss: 1.812 Topk: N/A ada_p: 0.2569
[INFO] 2021-10-30 20:12:54 > Step: 887200 Progress: 88.7% Elapsed: 12 days, 6:00:33 Gen_loss: 2.533 Dis_loss: 1.189 Cls_loss: 2.171 Topk: N/A ada_p: 0.2635
[INFO] 2021-10-30 20:14:39 > Step: 887300 Progress: 88.7% Elapsed: 12 days, 6:02:18 Gen_loss: 3.208 Dis_loss: 0.9533 Cls_loss: 2.191 Topk: N/A ada_p: 0.2583
[INFO] 2021-10-30 20:16:13 > Step: 887400 Progress: 88.7% Elapsed: 12 days, 6:03:52 Gen_loss: 1.948 Dis_loss: 0.8895 Cls_loss: 1.749 Topk: N/A ada_p: 0.2601
[INFO] 2021-10-30 20:17:47 > Step: 887500 Progress: 88.8% Elapsed: 12 days, 6:05:26 Gen_loss: 1.982 Dis_loss: 1.154 Cls_loss: 1.771 Topk: N/A ada_p: 0.2628
[INFO] 2021-10-30 20:19:20 > Step: 887600 Progress: 88.8% Elapsed: 12 days, 6:06:59 Gen_loss: 2.858 Dis_loss: 0.9242 Cls_loss: 1.691 Topk: N/A ada_p: 0.2645
[INFO] 2021-10-30 20:21:04 > Step: 887700 Progress: 88.8% Elapsed: 12 days, 6:08:43 Gen_loss: 2.811 Dis_loss: 1.054 Cls_loss: 1.989 Topk: N/A ada_p: 0.2636
[INFO] 2021-10-30 20:22:38 > Step: 887800 Progress: 88.8% Elapsed: 12 days, 6:10:17 Gen_loss: 3.369 Dis_loss: 1.029 Cls_loss: 1.945 Topk: N/A ada_p: 0.2606
[INFO] 2021-10-30 20:24:12 > Step: 887900 Progress: 88.8% Elapsed: 12 days, 6:11:50 Gen_loss: 3.426 Dis_loss: 1.105 Cls_loss: 1.316 Topk: N/A ada_p: 0.2651
[INFO] 2021-10-30 20:25:45 > Step: 888000 Progress: 88.8% Elapsed: 12 days, 6:13:24 Gen_loss: 2.118 Dis_loss: 0.9138 Cls_loss: 1.72 Topk: N/A ada_p: 0.2551
[INFO] 2021-10-30 20:27:29 > Step: 888100 Progress: 88.8% Elapsed: 12 days, 6:15:08 Gen_loss: 1.959 Dis_loss: 0.6671 Cls_loss: 1.886 Topk: N/A ada_p: 0.2578
[INFO] 2021-10-30 20:29:02 > Step: 888200 Progress: 88.8% Elapsed: 12 days, 6:16:41 Gen_loss: 2.335 Dis_loss: 1.559 Cls_loss: 2.063 Topk: N/A ada_p: 0.2593
[INFO] 2021-10-30 20:30:36 > Step: 888300 Progress: 88.8% Elapsed: 12 days, 6:18:15 Gen_loss: 3.414 Dis_loss: 1.408 Cls_loss: 2.236 Topk: N/A ada_p: 0.2625
[INFO] 2021-10-30 20:32:10 > Step: 888400 Progress: 88.8% Elapsed: 12 days, 6:19:48 Gen_loss: 4.567 Dis_loss: 1.086 Cls_loss: 1.592 Topk: N/A ada_p: 0.2633
[INFO] 2021-10-30 20:33:54 > Step: 888500 Progress: 88.8% Elapsed: 12 days, 6:21:33 Gen_loss: 2.143 Dis_loss: 0.8029 Cls_loss: 1.567 Topk: N/A ada_p: 0.2675
[INFO] 2021-10-30 20:35:27 > Step: 888600 Progress: 88.9% Elapsed: 12 days, 6:23:06 Gen_loss: 2.332 Dis_loss: 0.9199 Cls_loss: 1.837 Topk: N/A ada_p: 0.2654
[INFO] 2021-10-30 20:37:01 > Step: 888700 Progress: 88.9% Elapsed: 12 days, 6:24:40 Gen_loss: 1.476 Dis_loss: 1.216 Cls_loss: 1.962 Topk: N/A ada_p: 0.2671
[INFO] 2021-10-30 20:38:34 > Step: 888800 Progress: 88.9% Elapsed: 12 days, 6:26:13 Gen_loss: 1.084 Dis_loss: 1.452 Cls_loss: 2.347 Topk: N/A ada_p: 0.2648
[INFO] 2021-10-30 20:40:18 > Step: 888900 Progress: 88.9% Elapsed: 12 days, 6:27:57 Gen_loss: 2.519 Dis_loss: 0.9838 Cls_loss: 1.963 Topk: N/A ada_p: 0.2665
[INFO] 2021-10-30 20:41:52 > Step: 889000 Progress: 88.9% Elapsed: 12 days, 6:29:30 Gen_loss: 1.833 Dis_loss: 1.014 Cls_loss: 1.709 Topk: N/A ada_p: 0.2598
[INFO] 2021-10-30 20:43:25 > Step: 889100 Progress: 88.9% Elapsed: 12 days, 6:31:04 Gen_loss: 1.595 Dis_loss: 0.8485 Cls_loss: 2.069 Topk: N/A ada_p: 0.2589
[INFO] 2021-10-30 20:44:58 > Step: 889200 Progress: 88.9% Elapsed: 12 days, 6:32:37 Gen_loss: 1.76 Dis_loss: 1.759 Cls_loss: 2.094 Topk: N/A ada_p: 0.2617
[INFO] 2021-10-30 20:46:42 > Step: 889300 Progress: 88.9% Elapsed: 12 days, 6:34:21 Gen_loss: 2.893 Dis_loss: 0.9061 Cls_loss: 1.852 Topk: N/A ada_p: 0.2644
[INFO] 2021-10-30 20:48:16 > Step: 889400 Progress: 88.9% Elapsed: 12 days, 6:35:55 Gen_loss: 1.889 Dis_loss: 0.9125 Cls_loss: 1.857 Topk: N/A ada_p: 0.2639
[INFO] 2021-10-30 20:49:50 > Step: 889500 Progress: 88.9% Elapsed: 12 days, 6:37:29 Gen_loss: 1.838 Dis_loss: 0.9294 Cls_loss: 1.874 Topk: N/A ada_p: 0.2625
[INFO] 2021-10-30 20:51:34 > Step: 889600 Progress: 89.0% Elapsed: 12 days, 6:39:13 Gen_loss: 1.79 Dis_loss: 0.7221 Cls_loss: 1.811 Topk: N/A ada_p: 0.2656
[INFO] 2021-10-30 20:53:07 > Step: 889700 Progress: 89.0% Elapsed: 12 days, 6:40:46 Gen_loss: 2.152 Dis_loss: 1.531 Cls_loss: 1.945 Topk: N/A ada_p: 0.2616
[INFO] 2021-10-30 20:54:41 > Step: 889800 Progress: 89.0% Elapsed: 12 days, 6:42:20 Gen_loss: 3.41 Dis_loss: 1.081 Cls_loss: 1.657 Topk: N/A ada_p: 0.2619
[INFO] 2021-10-30 20:56:15 > Step: 889900 Progress: 89.0% Elapsed: 12 days, 6:43:53 Gen_loss: 2.176 Dis_loss: 0.9949 Cls_loss: 1.733 Topk: N/A ada_p: 0.2628
[INFO] 2021-10-30 20:57:58 > Step: 890000 Progress: 89.0% Elapsed: 12 days, 6:45:37 Gen_loss: 3.262 Dis_loss: 1.15 Cls_loss: 1.918 Topk: N/A ada_p: 0.2617
[INFO] 2021-10-30 20:57:58 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-30 20:57:59 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_890000.png
[INFO] 2021-10-30 20:57:59 > Start Evaluation (890000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-30 20:57:59 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-30 21:03:30 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-30 21:09:05 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-30 21:33:40 > Inception score (Step: 890000, 50000 generated images): 10.582868576049805
[INFO] 2021-10-30 21:33:40 > FID score (Step: 890000, Using train moments): 2.351705951652036
[INFO] 2021-10-30 21:33:40 > Improved Precision (Step: 890000, Using train images): 0.7621
[INFO] 2021-10-30 21:33:40 > Improved Recall (Step: 890000, Using train images): 0.64064
[INFO] 2021-10-30 21:33:40 > Density (Step: 890000, Using train images): 1.067072
[INFO] 2021-10-30 21:33:40 > Coverage (Step: 890000, Using train images): 0.93206
[INFO] 2021-10-30 21:33:40 > Best FID score (Step: 890000, Using train moments): 2.351705951652036
[INFO] 2021-10-30 21:34:01 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-30 21:38:48 > Step: 890100 Progress: 89.0% Elapsed: 12 days, 7:26:27 Gen_loss: 1.455 Dis_loss: 1.241 Cls_loss: 1.966 Topk: N/A ada_p: 0.2555
[INFO] 2021-10-30 21:40:22 > Step: 890200 Progress: 89.0% Elapsed: 12 days, 7:28:01 Gen_loss: 2.455 Dis_loss: 1.481 Cls_loss: 1.698 Topk: N/A ada_p: 0.266
[INFO] 2021-10-30 21:41:55 > Step: 890300 Progress: 89.0% Elapsed: 12 days, 7:29:34 Gen_loss: 3.524 Dis_loss: 1.328 Cls_loss: 1.953 Topk: N/A ada_p: 0.264
[INFO] 2021-10-30 21:43:46 > Step: 890400 Progress: 89.0% Elapsed: 12 days, 7:31:24 Gen_loss: 3.093 Dis_loss: 1.022 Cls_loss: 2.161 Topk: N/A ada_p: 0.2681
[INFO] 2021-10-30 21:45:20 > Step: 890500 Progress: 89.0% Elapsed: 12 days, 7:32:58 Gen_loss: 3.865 Dis_loss: 0.9009 Cls_loss: 1.505 Topk: N/A ada_p: 0.27
[INFO] 2021-10-30 21:46:53 > Step: 890600 Progress: 89.1% Elapsed: 12 days, 7:34:32 Gen_loss: 1.33 Dis_loss: 0.8164 Cls_loss: 1.843 Topk: N/A ada_p: 0.2688
[INFO] 2021-10-30 21:48:27 > Step: 890700 Progress: 89.1% Elapsed: 12 days, 7:36:05 Gen_loss: 1.795 Dis_loss: 0.8986 Cls_loss: 1.721 Topk: N/A ada_p: 0.2656
[INFO] 2021-10-30 21:50:10 > Step: 890800 Progress: 89.1% Elapsed: 12 days, 7:37:49 Gen_loss: 1.71 Dis_loss: 1.036 Cls_loss: 2.362 Topk: N/A ada_p: 0.2684
[INFO] 2021-10-30 21:51:45 > Step: 890900 Progress: 89.1% Elapsed: 12 days, 7:39:23 Gen_loss: 2.596 Dis_loss: 1.188 Cls_loss: 2.059 Topk: N/A ada_p: 0.2667
[INFO] 2021-10-30 21:53:18 > Step: 891000 Progress: 89.1% Elapsed: 12 days, 7:40:57 Gen_loss: 3.428 Dis_loss: 0.8516 Cls_loss: 1.557 Topk: N/A ada_p: 0.2616
[INFO] 2021-10-30 21:54:52 > Step: 891100 Progress: 89.1% Elapsed: 12 days, 7:42:31 Gen_loss: 2.529 Dis_loss: 0.9087 Cls_loss: 2.013 Topk: N/A ada_p: 0.2643
[INFO] 2021-10-30 21:56:36 > Step: 891200 Progress: 89.1% Elapsed: 12 days, 7:44:15 Gen_loss: 3.207 Dis_loss: 0.9691 Cls_loss: 1.663 Topk: N/A ada_p: 0.2612
[INFO] 2021-10-30 21:58:10 > Step: 891300 Progress: 89.1% Elapsed: 12 days, 7:45:49 Gen_loss: 3.124 Dis_loss: 1.286 Cls_loss: 2.008 Topk: N/A ada_p: 0.2642
[INFO] 2021-10-30 21:59:43 > Step: 891400 Progress: 89.1% Elapsed: 12 days, 7:47:22 Gen_loss: 3.023 Dis_loss: 0.9274 Cls_loss: 1.989 Topk: N/A ada_p: 0.2624
[INFO] 2021-10-30 22:01:18 > Step: 891500 Progress: 89.1% Elapsed: 12 days, 7:48:57 Gen_loss: 2.217 Dis_loss: 0.8311 Cls_loss: 1.917 Topk: N/A ada_p: 0.2648
[INFO] 2021-10-30 22:03:02 > Step: 891600 Progress: 89.2% Elapsed: 12 days, 7:50:40 Gen_loss: 2.2 Dis_loss: 2.352 Cls_loss: 1.817 Topk: N/A ada_p: 0.2576
[INFO] 2021-10-30 22:04:36 > Step: 891700 Progress: 89.2% Elapsed: 12 days, 7:52:14 Gen_loss: 2.774 Dis_loss: 1.376 Cls_loss: 2.334 Topk: N/A ada_p: 0.2619
[INFO] 2021-10-30 22:06:09 > Step: 891800 Progress: 89.2% Elapsed: 12 days, 7:53:48 Gen_loss: 2.999 Dis_loss: 1.37 Cls_loss: 2.196 Topk: N/A ada_p: 0.2677
[INFO] 2021-10-30 22:07:43 > Step: 891900 Progress: 89.2% Elapsed: 12 days, 7:55:21 Gen_loss: 2.94 Dis_loss: 1.093 Cls_loss: 2.29 Topk: N/A ada_p: 0.2651
[INFO] 2021-10-30 22:09:27 > Step: 892000 Progress: 89.2% Elapsed: 12 days, 7:57:05 Gen_loss: 1.952 Dis_loss: 1.377 Cls_loss: 2.104 Topk: N/A ada_p: 0.2635
[INFO] 2021-10-30 22:11:01 > Step: 892100 Progress: 89.2% Elapsed: 12 days, 7:58:39 Gen_loss: 2.501 Dis_loss: 1.32 Cls_loss: 1.904 Topk: N/A ada_p: 0.2677
[INFO] 2021-10-30 22:12:34 > Step: 892200 Progress: 89.2% Elapsed: 12 days, 8:00:13 Gen_loss: 1.218 Dis_loss: 1.77 Cls_loss: 2.127 Topk: N/A ada_p: 0.2713
[INFO] 2021-10-30 22:14:08 > Step: 892300 Progress: 89.2% Elapsed: 12 days, 8:01:47 Gen_loss: 2.305 Dis_loss: 0.9698 Cls_loss: 2.276 Topk: N/A ada_p: 0.2607
[INFO] 2021-10-30 22:15:52 > Step: 892400 Progress: 89.2% Elapsed: 12 days, 8:03:31 Gen_loss: 2.639 Dis_loss: 1.031 Cls_loss: 1.626 Topk: N/A ada_p: 0.2625
[INFO] 2021-10-30 22:17:26 > Step: 892500 Progress: 89.2% Elapsed: 12 days, 8:05:05 Gen_loss: 1.805 Dis_loss: 0.6436 Cls_loss: 1.69 Topk: N/A ada_p: 0.2639
[INFO] 2021-10-30 22:19:00 > Step: 892600 Progress: 89.3% Elapsed: 12 days, 8:06:38 Gen_loss: 2.301 Dis_loss: 0.8407 Cls_loss: 1.519 Topk: N/A ada_p: 0.2665
[INFO] 2021-10-30 22:20:33 > Step: 892700 Progress: 89.3% Elapsed: 12 days, 8:08:12 Gen_loss: 2.159 Dis_loss: 0.8256 Cls_loss: 1.794 Topk: N/A ada_p: 0.2617
[INFO] 2021-10-30 22:22:17 > Step: 892800 Progress: 89.3% Elapsed: 12 days, 8:09:56 Gen_loss: 3.023 Dis_loss: 0.9105 Cls_loss: 1.737 Topk: N/A ada_p: 0.2599
[INFO] 2021-10-30 22:23:51 > Step: 892900 Progress: 89.3% Elapsed: 12 days, 8:11:30 Gen_loss: 1.968 Dis_loss: 0.9801 Cls_loss: 2.091 Topk: N/A ada_p: 0.2557
[INFO] 2021-10-30 22:25:25 > Step: 893000 Progress: 89.3% Elapsed: 12 days, 8:13:03 Gen_loss: 2.084 Dis_loss: 1.041 Cls_loss: 1.599 Topk: N/A ada_p: 0.2549
[INFO] 2021-10-30 22:26:58 > Step: 893100 Progress: 89.3% Elapsed: 12 days, 8:14:37 Gen_loss: 1.147 Dis_loss: 0.8257 Cls_loss: 1.513 Topk: N/A ada_p: 0.2556
[INFO] 2021-10-30 22:28:42 > Step: 893200 Progress: 89.3% Elapsed: 12 days, 8:16:20 Gen_loss: 2.274 Dis_loss: 0.8285 Cls_loss: 1.843 Topk: N/A ada_p: 0.2523
[INFO] 2021-10-30 22:30:15 > Step: 893300 Progress: 89.3% Elapsed: 12 days, 8:17:54 Gen_loss: 3.545 Dis_loss: 1.225 Cls_loss: 2.359 Topk: N/A ada_p: 0.2565
[INFO] 2021-10-30 22:31:49 > Step: 893400 Progress: 89.3% Elapsed: 12 days, 8:19:28 Gen_loss: 2.033 Dis_loss: 0.6694 Cls_loss: 1.762 Topk: N/A ada_p: 0.2567
[INFO] 2021-10-30 22:33:34 > Step: 893500 Progress: 89.3% Elapsed: 12 days, 8:21:12 Gen_loss: 2.038 Dis_loss: 0.9887 Cls_loss: 1.773 Topk: N/A ada_p: 0.2564
[INFO] 2021-10-30 22:35:07 > Step: 893600 Progress: 89.4% Elapsed: 12 days, 8:22:46 Gen_loss: 2.198 Dis_loss: 0.8497 Cls_loss: 1.788 Topk: N/A ada_p: 0.2576
[INFO] 2021-10-30 22:36:41 > Step: 893700 Progress: 89.4% Elapsed: 12 days, 8:24:19 Gen_loss: 1.109 Dis_loss: 1.193 Cls_loss: 1.736 Topk: N/A ada_p: 0.2624
[INFO] 2021-10-30 22:38:14 > Step: 893800 Progress: 89.4% Elapsed: 12 days, 8:25:53 Gen_loss: 1.999 Dis_loss: 1.24 Cls_loss: 1.826 Topk: N/A ada_p: 0.268
[INFO] 2021-10-30 22:39:58 > Step: 893900 Progress: 89.4% Elapsed: 12 days, 8:27:37 Gen_loss: 1.441 Dis_loss: 1.04 Cls_loss: 1.728 Topk: N/A ada_p: 0.2674
[INFO] 2021-10-30 22:41:32 > Step: 894000 Progress: 89.4% Elapsed: 12 days, 8:29:10 Gen_loss: 3.744 Dis_loss: 1.081 Cls_loss: 2.014 Topk: N/A ada_p: 0.2686
[INFO] 2021-10-30 22:43:05 > Step: 894100 Progress: 89.4% Elapsed: 12 days, 8:30:44 Gen_loss: 2.406 Dis_loss: 0.7415 Cls_loss: 1.909 Topk: N/A ada_p: 0.2639
[INFO] 2021-10-30 22:44:39 > Step: 894200 Progress: 89.4% Elapsed: 12 days, 8:32:18 Gen_loss: 3.976 Dis_loss: 0.6786 Cls_loss: 1.784 Topk: N/A ada_p: 0.2619
[INFO] 2021-10-30 22:46:23 > Step: 894300 Progress: 89.4% Elapsed: 12 days, 8:34:01 Gen_loss: 1.906 Dis_loss: 0.7158 Cls_loss: 1.59 Topk: N/A ada_p: 0.2569
[INFO] 2021-10-30 22:47:57 > Step: 894400 Progress: 89.4% Elapsed: 12 days, 8:35:36 Gen_loss: 1.467 Dis_loss: 0.8418 Cls_loss: 1.716 Topk: N/A ada_p: 0.2602
[INFO] 2021-10-30 22:49:31 > Step: 894500 Progress: 89.5% Elapsed: 12 days, 8:37:10 Gen_loss: 1.027 Dis_loss: 0.6034 Cls_loss: 1.615 Topk: N/A ada_p: 0.2608
[INFO] 2021-10-30 22:51:05 > Step: 894600 Progress: 89.5% Elapsed: 12 days, 8:38:44 Gen_loss: 1.591 Dis_loss: 0.9962 Cls_loss: 1.633 Topk: N/A ada_p: 0.2611
[INFO] 2021-10-30 22:52:49 > Step: 894700 Progress: 89.5% Elapsed: 12 days, 8:40:28 Gen_loss: 2.404 Dis_loss: 1.225 Cls_loss: 2.13 Topk: N/A ada_p: 0.2589
[INFO] 2021-10-30 22:54:23 > Step: 894800 Progress: 89.5% Elapsed: 12 days, 8:42:02 Gen_loss: 3.467 Dis_loss: 1.474 Cls_loss: 2.077 Topk: N/A ada_p: 0.2579
[INFO] 2021-10-30 22:55:57 > Step: 894900 Progress: 89.5% Elapsed: 12 days, 8:43:36 Gen_loss: 3.269 Dis_loss: 1.081 Cls_loss: 1.825 Topk: N/A ada_p: 0.2542
[INFO] 2021-10-30 22:57:30 > Step: 895000 Progress: 89.5% Elapsed: 12 days, 8:45:09 Gen_loss: 2.611 Dis_loss: 0.6698 Cls_loss: 1.738 Topk: N/A ada_p: 0.2572
[INFO] 2021-10-30 22:59:14 > Step: 895100 Progress: 89.5% Elapsed: 12 days, 8:46:53 Gen_loss: 3.814 Dis_loss: 0.8137 Cls_loss: 1.868 Topk: N/A ada_p: 0.2594
[INFO] 2021-10-30 23:00:48 > Step: 895200 Progress: 89.5% Elapsed: 12 days, 8:48:27 Gen_loss: 3.356 Dis_loss: 1.042 Cls_loss: 2.148 Topk: N/A ada_p: 0.2602
[INFO] 2021-10-30 23:02:22 > Step: 895300 Progress: 89.5% Elapsed: 12 days, 8:50:01 Gen_loss: 1.793 Dis_loss: 0.7625 Cls_loss: 1.607 Topk: N/A ada_p: 0.2636
[INFO] 2021-10-30 23:03:57 > Step: 895400 Progress: 89.5% Elapsed: 12 days, 8:51:36 Gen_loss: 2.983 Dis_loss: 1.169 Cls_loss: 2.104 Topk: N/A ada_p: 0.2598
[INFO] 2021-10-30 23:05:41 > Step: 895500 Progress: 89.5% Elapsed: 12 days, 8:53:20 Gen_loss: 1.38 Dis_loss: 0.8701 Cls_loss: 1.859 Topk: N/A ada_p: 0.2628
[INFO] 2021-10-30 23:07:14 > Step: 895600 Progress: 89.6% Elapsed: 12 days, 8:54:53 Gen_loss: 3.885 Dis_loss: 1.394 Cls_loss: 1.729 Topk: N/A ada_p: 0.2587
[INFO] 2021-10-30 23:08:48 > Step: 895700 Progress: 89.6% Elapsed: 12 days, 8:56:27 Gen_loss: 3.287 Dis_loss: 0.9739 Cls_loss: 2.125 Topk: N/A ada_p: 0.2557
[INFO] 2021-10-30 23:10:22 > Step: 895800 Progress: 89.6% Elapsed: 12 days, 8:58:01 Gen_loss: 2.168 Dis_loss: 1.034 Cls_loss: 1.652 Topk: N/A ada_p: 0.2532
[INFO] 2021-10-30 23:12:09 > Step: 895900 Progress: 89.6% Elapsed: 12 days, 8:59:48 Gen_loss: 3.268 Dis_loss: 0.8883 Cls_loss: 1.812 Topk: N/A ada_p: 0.2561
[INFO] 2021-10-30 23:13:43 > Step: 896000 Progress: 89.6% Elapsed: 12 days, 9:01:22 Gen_loss: 1.929 Dis_loss: 1.352 Cls_loss: 2.549 Topk: N/A ada_p: 0.2587
[INFO] 2021-10-30 23:15:17 > Step: 896100 Progress: 89.6% Elapsed: 12 days, 9:02:55 Gen_loss: 1.749 Dis_loss: 0.9755 Cls_loss: 1.911 Topk: N/A ada_p: 0.2583
[INFO] 2021-10-30 23:16:50 > Step: 896200 Progress: 89.6% Elapsed: 12 days, 9:04:29 Gen_loss: 3.244 Dis_loss: 1.842 Cls_loss: 1.79 Topk: N/A ada_p: 0.2634
[INFO] 2021-10-30 23:18:34 > Step: 896300 Progress: 89.6% Elapsed: 12 days, 9:06:13 Gen_loss: 2.145 Dis_loss: 1.066 Cls_loss: 1.954 Topk: N/A ada_p: 0.2653
[INFO] 2021-10-30 23:20:07 > Step: 896400 Progress: 89.6% Elapsed: 12 days, 9:07:46 Gen_loss: 2.021 Dis_loss: 0.9519 Cls_loss: 1.624 Topk: N/A ada_p: 0.2666
[INFO] 2021-10-30 23:21:41 > Step: 896500 Progress: 89.6% Elapsed: 12 days, 9:09:20 Gen_loss: 1.543 Dis_loss: 1.167 Cls_loss: 1.556 Topk: N/A ada_p: 0.266
[INFO] 2021-10-30 23:23:15 > Step: 896600 Progress: 89.7% Elapsed: 12 days, 9:10:54 Gen_loss: 2.238 Dis_loss: 0.8111 Cls_loss: 2.232 Topk: N/A ada_p: 0.2626
[INFO] 2021-10-30 23:25:00 > Step: 896700 Progress: 89.7% Elapsed: 12 days, 9:12:39 Gen_loss: 1.655 Dis_loss: 1.439 Cls_loss: 2.066 Topk: N/A ada_p: 0.2625
[INFO] 2021-10-30 23:26:34 > Step: 896800 Progress: 89.7% Elapsed: 12 days, 9:14:12 Gen_loss: 2.817 Dis_loss: 1.069 Cls_loss: 1.964 Topk: N/A ada_p: 0.2571
[INFO] 2021-10-30 23:28:08 > Step: 896900 Progress: 89.7% Elapsed: 12 days, 9:15:46 Gen_loss: 3.004 Dis_loss: 0.9364 Cls_loss: 1.439 Topk: N/A ada_p: 0.2657
[INFO] 2021-10-30 23:29:41 > Step: 897000 Progress: 89.7% Elapsed: 12 days, 9:17:20 Gen_loss: 1.82 Dis_loss: 0.9209 Cls_loss: 1.742 Topk: N/A ada_p: 0.2665
[INFO] 2021-10-30 23:31:25 > Step: 897100 Progress: 89.7% Elapsed: 12 days, 9:19:04 Gen_loss: 3.044 Dis_loss: 1.007 Cls_loss: 1.8 Topk: N/A ada_p: 0.2694
[INFO] 2021-10-30 23:32:59 > Step: 897200 Progress: 89.7% Elapsed: 12 days, 9:20:37 Gen_loss: 4.669 Dis_loss: 1.488 Cls_loss: 2.098 Topk: N/A ada_p: 0.2717
[INFO] 2021-10-30 23:34:32 > Step: 897300 Progress: 89.7% Elapsed: 12 days, 9:22:11 Gen_loss: 4.32 Dis_loss: 0.8958 Cls_loss: 1.896 Topk: N/A ada_p: 0.2672
[INFO] 2021-10-30 23:36:16 > Step: 897400 Progress: 89.7% Elapsed: 12 days, 9:23:55 Gen_loss: 2.511 Dis_loss: 0.9194 Cls_loss: 1.938 Topk: N/A ada_p: 0.2667
[INFO] 2021-10-30 23:37:50 > Step: 897500 Progress: 89.8% Elapsed: 12 days, 9:25:29 Gen_loss: 2.165 Dis_loss: 0.9328 Cls_loss: 1.762 Topk: N/A ada_p: 0.2699
[INFO] 2021-10-30 23:39:24 > Step: 897600 Progress: 89.8% Elapsed: 12 days, 9:27:02 Gen_loss: 2.491 Dis_loss: 0.6824 Cls_loss: 1.992 Topk: N/A ada_p: 0.2625
[INFO] 2021-10-30 23:40:57 > Step: 897700 Progress: 89.8% Elapsed: 12 days, 9:28:36 Gen_loss: 2.326 Dis_loss: 1.898 Cls_loss: 2.072 Topk: N/A ada_p: 0.2662
[INFO] 2021-10-30 23:42:41 > Step: 897800 Progress: 89.8% Elapsed: 12 days, 9:30:20 Gen_loss: 3.271 Dis_loss: 1.129 Cls_loss: 2.288 Topk: N/A ada_p: 0.2688
[INFO] 2021-10-30 23:44:15 > Step: 897900 Progress: 89.8% Elapsed: 12 days, 9:31:54 Gen_loss: 1.789 Dis_loss: 1.022 Cls_loss: 1.783 Topk: N/A ada_p: 0.2745
[INFO] 2021-10-30 23:45:49 > Step: 898000 Progress: 89.8% Elapsed: 12 days, 9:33:27 Gen_loss: 1.716 Dis_loss: 0.7971 Cls_loss: 2.165 Topk: N/A ada_p: 0.2709
[INFO] 2021-10-30 23:47:22 > Step: 898100 Progress: 89.8% Elapsed: 12 days, 9:35:01 Gen_loss: 1.059 Dis_loss: 1.317 Cls_loss: 1.795 Topk: N/A ada_p: 0.2693
[INFO] 2021-10-30 23:49:06 > Step: 898200 Progress: 89.8% Elapsed: 12 days, 9:36:45 Gen_loss: 4.367 Dis_loss: 0.718 Cls_loss: 1.809 Topk: N/A ada_p: 0.2729
[INFO] 2021-10-30 23:50:41 > Step: 898300 Progress: 89.8% Elapsed: 12 days, 9:38:20 Gen_loss: 3.033 Dis_loss: 1.318 Cls_loss: 2.011 Topk: N/A ada_p: 0.2635
[INFO] 2021-10-30 23:52:15 > Step: 898400 Progress: 89.8% Elapsed: 12 days, 9:39:54 Gen_loss: 2.213 Dis_loss: 0.6713 Cls_loss: 1.471 Topk: N/A ada_p: 0.2656
[INFO] 2021-10-30 23:53:49 > Step: 898500 Progress: 89.8% Elapsed: 12 days, 9:41:28 Gen_loss: 1.922 Dis_loss: 1.899 Cls_loss: 2.245 Topk: N/A ada_p: 0.2624
[INFO] 2021-10-30 23:55:33 > Step: 898600 Progress: 89.9% Elapsed: 12 days, 9:43:12 Gen_loss: 2.655 Dis_loss: 0.9046 Cls_loss: 1.717 Topk: N/A ada_p: 0.2549
[INFO] 2021-10-30 23:57:07 > Step: 898700 Progress: 89.9% Elapsed: 12 days, 9:44:46 Gen_loss: 1.838 Dis_loss: 0.9536 Cls_loss: 1.887 Topk: N/A ada_p: 0.2625
[INFO] 2021-10-30 23:58:41 > Step: 898800 Progress: 89.9% Elapsed: 12 days, 9:46:20 Gen_loss: 4.089 Dis_loss: 0.6108 Cls_loss: 1.701 Topk: N/A ada_p: 0.2589
[INFO] 2021-10-31 00:00:14 > Step: 898900 Progress: 89.9% Elapsed: 12 days, 9:47:53 Gen_loss: 2.019 Dis_loss: 1.305 Cls_loss: 2.288 Topk: N/A ada_p: 0.2621
[INFO] 2021-10-31 00:01:58 > Step: 899000 Progress: 89.9% Elapsed: 12 days, 9:49:37 Gen_loss: 1.309 Dis_loss: 1.16 Cls_loss: 1.979 Topk: N/A ada_p: 0.2616
[INFO] 2021-10-31 00:03:32 > Step: 899100 Progress: 89.9% Elapsed: 12 days, 9:51:10 Gen_loss: 2.942 Dis_loss: 1.212 Cls_loss: 2.136 Topk: N/A ada_p: 0.2546
[INFO] 2021-10-31 00:05:05 > Step: 899200 Progress: 89.9% Elapsed: 12 days, 9:52:44 Gen_loss: 2.407 Dis_loss: 1.169 Cls_loss: 1.982 Topk: N/A ada_p: 0.2628
[INFO] 2021-10-31 00:06:39 > Step: 899300 Progress: 89.9% Elapsed: 12 days, 9:54:18 Gen_loss: 2.525 Dis_loss: 0.8826 Cls_loss: 1.945 Topk: N/A ada_p: 0.2611
[INFO] 2021-10-31 00:08:23 > Step: 899400 Progress: 89.9% Elapsed: 12 days, 9:56:01 Gen_loss: 1.973 Dis_loss: 0.7884 Cls_loss: 2.092 Topk: N/A ada_p: 0.269
[INFO] 2021-10-31 00:09:57 > Step: 899500 Progress: 90.0% Elapsed: 12 days, 9:57:36 Gen_loss: 1.832 Dis_loss: 0.9934 Cls_loss: 1.842 Topk: N/A ada_p: 0.272
[INFO] 2021-10-31 00:11:30 > Step: 899600 Progress: 90.0% Elapsed: 12 days, 9:59:09 Gen_loss: 2.96 Dis_loss: 1.045 Cls_loss: 1.948 Topk: N/A ada_p: 0.2702
[INFO] 2021-10-31 00:13:04 > Step: 899700 Progress: 90.0% Elapsed: 12 days, 10:00:43 Gen_loss: 0.986 Dis_loss: 1.0 Cls_loss: 1.918 Topk: N/A ada_p: 0.2688
[INFO] 2021-10-31 00:14:48 > Step: 899800 Progress: 90.0% Elapsed: 12 days, 10:02:26 Gen_loss: 0.8129 Dis_loss: 1.812 Cls_loss: 1.634 Topk: N/A ada_p: 0.2657
[INFO] 2021-10-31 00:16:21 > Step: 899900 Progress: 90.0% Elapsed: 12 days, 10:04:00 Gen_loss: 3.109 Dis_loss: 1.248 Cls_loss: 1.898 Topk: N/A ada_p: 0.2676
[INFO] 2021-10-31 00:17:55 > Step: 900000 Progress: 90.0% Elapsed: 12 days, 10:05:34 Gen_loss: 1.696 Dis_loss: 0.8255 Cls_loss: 1.851 Topk: N/A ada_p: 0.2663
[INFO] 2021-10-31 00:17:55 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-31 00:17:55 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_900000.png
[INFO] 2021-10-31 00:17:55 > Start Evaluation (900000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-31 00:17:55 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-31 00:23:26 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-31 00:29:02 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-31 00:53:36 > Inception score (Step: 900000, 50000 generated images): 10.550459861755371
[INFO] 2021-10-31 00:53:36 > FID score (Step: 900000, Using train moments): 2.3649179838017744
[INFO] 2021-10-31 00:53:36 > Improved Precision (Step: 900000, Using train images): 0.75924
[INFO] 2021-10-31 00:53:36 > Improved Recall (Step: 900000, Using train images): 0.64844
[INFO] 2021-10-31 00:53:36 > Density (Step: 900000, Using train images): 1.063536
[INFO] 2021-10-31 00:53:36 > Coverage (Step: 900000, Using train images): 0.92986
[INFO] 2021-10-31 00:53:36 > Best FID score (Step: 890000, Using train moments): 2.351705951652036
[INFO] 2021-10-31 00:53:47 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-31 00:59:08 > Step: 900100 Progress: 90.0% Elapsed: 12 days, 10:46:46 Gen_loss: 2.868 Dis_loss: 1.028 Cls_loss: 1.795 Topk: N/A ada_p: 0.2675
[INFO] 2021-10-31 01:00:57 > Step: 900200 Progress: 90.0% Elapsed: 12 days, 10:48:36 Gen_loss: 1.641 Dis_loss: 0.819 Cls_loss: 1.598 Topk: N/A ada_p: 0.2662
[INFO] 2021-10-31 01:02:30 > Step: 900300 Progress: 90.0% Elapsed: 12 days, 10:50:09 Gen_loss: 2.484 Dis_loss: 1.24 Cls_loss: 1.708 Topk: N/A ada_p: 0.2697
[INFO] 2021-10-31 01:04:04 > Step: 900400 Progress: 90.0% Elapsed: 12 days, 10:51:42 Gen_loss: 3.21 Dis_loss: 1.455 Cls_loss: 1.781 Topk: N/A ada_p: 0.2668
[INFO] 2021-10-31 01:05:37 > Step: 900500 Progress: 90.0% Elapsed: 12 days, 10:53:16 Gen_loss: 0.9575 Dis_loss: 1.09 Cls_loss: 1.957 Topk: N/A ada_p: 0.2596
[INFO] 2021-10-31 01:07:21 > Step: 900600 Progress: 90.1% Elapsed: 12 days, 10:55:00 Gen_loss: 2.417 Dis_loss: 1.237 Cls_loss: 1.989 Topk: N/A ada_p: 0.2613
[INFO] 2021-10-31 01:08:55 > Step: 900700 Progress: 90.1% Elapsed: 12 days, 10:56:34 Gen_loss: 1.606 Dis_loss: 1.104 Cls_loss: 1.903 Topk: N/A ada_p: 0.2604
[INFO] 2021-10-31 01:10:29 > Step: 900800 Progress: 90.1% Elapsed: 12 days, 10:58:07 Gen_loss: 1.968 Dis_loss: 1.059 Cls_loss: 1.72 Topk: N/A ada_p: 0.2633
[INFO] 2021-10-31 01:12:02 > Step: 900900 Progress: 90.1% Elapsed: 12 days, 10:59:41 Gen_loss: 1.104 Dis_loss: 0.8625 Cls_loss: 2.006 Topk: N/A ada_p: 0.2529
[INFO] 2021-10-31 01:13:47 > Step: 901000 Progress: 90.1% Elapsed: 12 days, 11:01:25 Gen_loss: 2.363 Dis_loss: 0.6189 Cls_loss: 1.399 Topk: N/A ada_p: 0.2473
[INFO] 2021-10-31 01:15:21 > Step: 901100 Progress: 90.1% Elapsed: 12 days, 11:02:59 Gen_loss: 2.613 Dis_loss: 0.9807 Cls_loss: 1.76 Topk: N/A ada_p: 0.2574
[INFO] 2021-10-31 01:16:54 > Step: 901200 Progress: 90.1% Elapsed: 12 days, 11:04:33 Gen_loss: 2.572 Dis_loss: 0.8128 Cls_loss: 1.862 Topk: N/A ada_p: 0.2569
[INFO] 2021-10-31 01:18:38 > Step: 901300 Progress: 90.1% Elapsed: 12 days, 11:06:17 Gen_loss: 2.798 Dis_loss: 1.086 Cls_loss: 2.088 Topk: N/A ada_p: 0.2567
[INFO] 2021-10-31 01:20:12 > Step: 901400 Progress: 90.1% Elapsed: 12 days, 11:07:51 Gen_loss: 2.539 Dis_loss: 1.032 Cls_loss: 1.822 Topk: N/A ada_p: 0.2552
[INFO] 2021-10-31 01:21:46 > Step: 901500 Progress: 90.1% Elapsed: 12 days, 11:09:25 Gen_loss: 2.528 Dis_loss: 1.505 Cls_loss: 2.219 Topk: N/A ada_p: 0.254
[INFO] 2021-10-31 01:23:20 > Step: 901600 Progress: 90.2% Elapsed: 12 days, 11:10:59 Gen_loss: 1.325 Dis_loss: 0.7012 Cls_loss: 1.547 Topk: N/A ada_p: 0.2589
[INFO] 2021-10-31 01:25:04 > Step: 901700 Progress: 90.2% Elapsed: 12 days, 11:12:43 Gen_loss: 2.857 Dis_loss: 0.8161 Cls_loss: 1.542 Topk: N/A ada_p: 0.2619
[INFO] 2021-10-31 01:26:37 > Step: 901800 Progress: 90.2% Elapsed: 12 days, 11:14:16 Gen_loss: 2.014 Dis_loss: 0.9159 Cls_loss: 1.825 Topk: N/A ada_p: 0.2613
[INFO] 2021-10-31 01:28:11 > Step: 901900 Progress: 90.2% Elapsed: 12 days, 11:15:50 Gen_loss: 1.985 Dis_loss: 0.9272 Cls_loss: 1.888 Topk: N/A ada_p: 0.2715
[INFO] 2021-10-31 01:29:45 > Step: 902000 Progress: 90.2% Elapsed: 12 days, 11:17:24 Gen_loss: 3.379 Dis_loss: 1.152 Cls_loss: 2.041 Topk: N/A ada_p: 0.273
[INFO] 2021-10-31 01:31:29 > Step: 902100 Progress: 90.2% Elapsed: 12 days, 11:19:08 Gen_loss: 3.262 Dis_loss: 1.468 Cls_loss: 1.944 Topk: N/A ada_p: 0.2662
[INFO] 2021-10-31 01:33:03 > Step: 902200 Progress: 90.2% Elapsed: 12 days, 11:20:42 Gen_loss: 1.581 Dis_loss: 1.004 Cls_loss: 1.853 Topk: N/A ada_p: 0.2703
[INFO] 2021-10-31 01:34:37 > Step: 902300 Progress: 90.2% Elapsed: 12 days, 11:22:16 Gen_loss: 3.975 Dis_loss: 1.255 Cls_loss: 1.964 Topk: N/A ada_p: 0.2743
[INFO] 2021-10-31 01:36:10 > Step: 902400 Progress: 90.2% Elapsed: 12 days, 11:23:49 Gen_loss: 1.45 Dis_loss: 2.644 Cls_loss: 2.354 Topk: N/A ada_p: 0.2681
[INFO] 2021-10-31 01:37:55 > Step: 902500 Progress: 90.2% Elapsed: 12 days, 11:25:33 Gen_loss: 2.111 Dis_loss: 1.037 Cls_loss: 1.923 Topk: N/A ada_p: 0.2675
[INFO] 2021-10-31 01:39:28 > Step: 902600 Progress: 90.3% Elapsed: 12 days, 11:27:07 Gen_loss: 2.055 Dis_loss: 1.805 Cls_loss: 2.388 Topk: N/A ada_p: 0.266
[INFO] 2021-10-31 01:41:02 > Step: 902700 Progress: 90.3% Elapsed: 12 days, 11:28:41 Gen_loss: 2.119 Dis_loss: 1.511 Cls_loss: 2.071 Topk: N/A ada_p: 0.263
[INFO] 2021-10-31 01:42:36 > Step: 902800 Progress: 90.3% Elapsed: 12 days, 11:30:14 Gen_loss: 2.146 Dis_loss: 0.889 Cls_loss: 1.843 Topk: N/A ada_p: 0.2564
[INFO] 2021-10-31 01:44:20 > Step: 902900 Progress: 90.3% Elapsed: 12 days, 11:31:59 Gen_loss: 2.748 Dis_loss: 1.058 Cls_loss: 1.793 Topk: N/A ada_p: 0.2567
[INFO] 2021-10-31 01:45:53 > Step: 903000 Progress: 90.3% Elapsed: 12 days, 11:33:32 Gen_loss: 1.485 Dis_loss: 0.6773 Cls_loss: 1.794 Topk: N/A ada_p: 0.2532
[INFO] 2021-10-31 01:47:27 > Step: 903100 Progress: 90.3% Elapsed: 12 days, 11:35:06 Gen_loss: 3.228 Dis_loss: 0.9118 Cls_loss: 1.617 Topk: N/A ada_p: 0.2558
[INFO] 2021-10-31 01:49:00 > Step: 903200 Progress: 90.3% Elapsed: 12 days, 11:36:39 Gen_loss: 2.315 Dis_loss: 1.062 Cls_loss: 2.016 Topk: N/A ada_p: 0.2566
[INFO] 2021-10-31 01:50:45 > Step: 903300 Progress: 90.3% Elapsed: 12 days, 11:38:23 Gen_loss: 3.36 Dis_loss: 0.6717 Cls_loss: 1.649 Topk: N/A ada_p: 0.2585
[INFO] 2021-10-31 01:52:18 > Step: 903400 Progress: 90.3% Elapsed: 12 days, 11:39:57 Gen_loss: 1.608 Dis_loss: 0.9316 Cls_loss: 2.263 Topk: N/A ada_p: 0.2555
[INFO] 2021-10-31 01:53:52 > Step: 903500 Progress: 90.3% Elapsed: 12 days, 11:41:31 Gen_loss: 3.655 Dis_loss: 1.091 Cls_loss: 2.026 Topk: N/A ada_p: 0.2625
[INFO] 2021-10-31 01:55:25 > Step: 903600 Progress: 90.4% Elapsed: 12 days, 11:43:04 Gen_loss: 2.434 Dis_loss: 0.91 Cls_loss: 2.189 Topk: N/A ada_p: 0.2635
[INFO] 2021-10-31 01:57:09 > Step: 903700 Progress: 90.4% Elapsed: 12 days, 11:44:48 Gen_loss: 4.137 Dis_loss: 0.913 Cls_loss: 1.668 Topk: N/A ada_p: 0.268
[INFO] 2021-10-31 01:58:43 > Step: 903800 Progress: 90.4% Elapsed: 12 days, 11:46:22 Gen_loss: 3.429 Dis_loss: 1.205 Cls_loss: 2.222 Topk: N/A ada_p: 0.2741
[INFO] 2021-10-31 02:00:16 > Step: 903900 Progress: 90.4% Elapsed: 12 days, 11:47:55 Gen_loss: 1.983 Dis_loss: 0.8669 Cls_loss: 1.943 Topk: N/A ada_p: 0.2653
[INFO] 2021-10-31 02:01:50 > Step: 904000 Progress: 90.4% Elapsed: 12 days, 11:49:29 Gen_loss: 1.865 Dis_loss: 1.495 Cls_loss: 2.055 Topk: N/A ada_p: 0.2697
[INFO] 2021-10-31 02:03:34 > Step: 904100 Progress: 90.4% Elapsed: 12 days, 11:51:13 Gen_loss: 2.422 Dis_loss: 1.067 Cls_loss: 1.996 Topk: N/A ada_p: 0.2657
[INFO] 2021-10-31 02:05:08 > Step: 904200 Progress: 90.4% Elapsed: 12 days, 11:52:46 Gen_loss: 2.929 Dis_loss: 0.9977 Cls_loss: 1.736 Topk: N/A ada_p: 0.2698
[INFO] 2021-10-31 02:06:41 > Step: 904300 Progress: 90.4% Elapsed: 12 days, 11:54:20 Gen_loss: 2.67 Dis_loss: 1.35 Cls_loss: 1.928 Topk: N/A ada_p: 0.2645
[INFO] 2021-10-31 02:08:15 > Step: 904400 Progress: 90.4% Elapsed: 12 days, 11:55:53 Gen_loss: 1.072 Dis_loss: 0.9884 Cls_loss: 1.913 Topk: N/A ada_p: 0.2635
[INFO] 2021-10-31 02:09:59 > Step: 904500 Progress: 90.5% Elapsed: 12 days, 11:57:38 Gen_loss: 5.248 Dis_loss: 2.217 Cls_loss: 1.676 Topk: N/A ada_p: 0.2665
[INFO] 2021-10-31 02:11:33 > Step: 904600 Progress: 90.5% Elapsed: 12 days, 11:59:11 Gen_loss: 2.044 Dis_loss: 1.123 Cls_loss: 1.877 Topk: N/A ada_p: 0.2598
[INFO] 2021-10-31 02:13:06 > Step: 904700 Progress: 90.5% Elapsed: 12 days, 12:00:45 Gen_loss: 1.359 Dis_loss: 1.19 Cls_loss: 1.895 Topk: N/A ada_p: 0.2625
[INFO] 2021-10-31 02:14:40 > Step: 904800 Progress: 90.5% Elapsed: 12 days, 12:02:18 Gen_loss: 2.044 Dis_loss: 0.7479 Cls_loss: 1.549 Topk: N/A ada_p: 0.2656
[INFO] 2021-10-31 02:16:24 > Step: 904900 Progress: 90.5% Elapsed: 12 days, 12:04:03 Gen_loss: 2.46 Dis_loss: 0.7622 Cls_loss: 1.551 Topk: N/A ada_p: 0.268
[INFO] 2021-10-31 02:17:58 > Step: 905000 Progress: 90.5% Elapsed: 12 days, 12:05:36 Gen_loss: 1.57 Dis_loss: 1.442 Cls_loss: 1.984 Topk: N/A ada_p: 0.2695
[INFO] 2021-10-31 02:19:31 > Step: 905100 Progress: 90.5% Elapsed: 12 days, 12:07:10 Gen_loss: 2.257 Dis_loss: 0.8262 Cls_loss: 1.968 Topk: N/A ada_p: 0.2709
[INFO] 2021-10-31 02:21:16 > Step: 905200 Progress: 90.5% Elapsed: 12 days, 12:08:54 Gen_loss: 1.01 Dis_loss: 0.7723 Cls_loss: 1.875 Topk: N/A ada_p: 0.2715
[INFO] 2021-10-31 02:22:49 > Step: 905300 Progress: 90.5% Elapsed: 12 days, 12:10:28 Gen_loss: 2.361 Dis_loss: 0.8264 Cls_loss: 1.971 Topk: N/A ada_p: 0.2598
[INFO] 2021-10-31 02:24:23 > Step: 905400 Progress: 90.5% Elapsed: 12 days, 12:12:02 Gen_loss: 2.388 Dis_loss: 0.7734 Cls_loss: 1.847 Topk: N/A ada_p: 0.259
[INFO] 2021-10-31 02:25:57 > Step: 905500 Progress: 90.5% Elapsed: 12 days, 12:13:36 Gen_loss: 2.872 Dis_loss: 0.8834 Cls_loss: 2.045 Topk: N/A ada_p: 0.2574
[INFO] 2021-10-31 02:27:41 > Step: 905600 Progress: 90.6% Elapsed: 12 days, 12:15:20 Gen_loss: 2.259 Dis_loss: 1.573 Cls_loss: 2.464 Topk: N/A ada_p: 0.2653
[INFO] 2021-10-31 02:29:15 > Step: 905700 Progress: 90.6% Elapsed: 12 days, 12:16:54 Gen_loss: 2.395 Dis_loss: 1.408 Cls_loss: 2.154 Topk: N/A ada_p: 0.268
[INFO] 2021-10-31 02:30:48 > Step: 905800 Progress: 90.6% Elapsed: 12 days, 12:18:27 Gen_loss: 2.957 Dis_loss: 1.244 Cls_loss: 2.305 Topk: N/A ada_p: 0.267
[INFO] 2021-10-31 02:32:23 > Step: 905900 Progress: 90.6% Elapsed: 12 days, 12:20:01 Gen_loss: 2.227 Dis_loss: 0.9526 Cls_loss: 1.97 Topk: N/A ada_p: 0.2615
[INFO] 2021-10-31 02:34:07 > Step: 906000 Progress: 90.6% Elapsed: 12 days, 12:21:46 Gen_loss: 2.611 Dis_loss: 0.8656 Cls_loss: 1.946 Topk: N/A ada_p: 0.2661
[INFO] 2021-10-31 02:35:41 > Step: 906100 Progress: 90.6% Elapsed: 12 days, 12:23:19 Gen_loss: 3.169 Dis_loss: 1.343 Cls_loss: 2.008 Topk: N/A ada_p: 0.266
[INFO] 2021-10-31 02:37:14 > Step: 906200 Progress: 90.6% Elapsed: 12 days, 12:24:53 Gen_loss: 1.75 Dis_loss: 1.042 Cls_loss: 1.667 Topk: N/A ada_p: 0.2629
[INFO] 2021-10-31 02:38:48 > Step: 906300 Progress: 90.6% Elapsed: 12 days, 12:26:27 Gen_loss: 2.239 Dis_loss: 0.9196 Cls_loss: 1.764 Topk: N/A ada_p: 0.2602
[INFO] 2021-10-31 02:40:32 > Step: 906400 Progress: 90.6% Elapsed: 12 days, 12:28:11 Gen_loss: 2.742 Dis_loss: 1.05 Cls_loss: 1.757 Topk: N/A ada_p: 0.2546
[INFO] 2021-10-31 02:42:06 > Step: 906500 Progress: 90.6% Elapsed: 12 days, 12:29:45 Gen_loss: 3.182 Dis_loss: 1.174 Cls_loss: 2.29 Topk: N/A ada_p: 0.2575
[INFO] 2021-10-31 02:43:40 > Step: 906600 Progress: 90.7% Elapsed: 12 days, 12:31:19 Gen_loss: 2.872 Dis_loss: 0.7567 Cls_loss: 2.097 Topk: N/A ada_p: 0.256
[INFO] 2021-10-31 02:45:14 > Step: 906700 Progress: 90.7% Elapsed: 12 days, 12:32:52 Gen_loss: 1.858 Dis_loss: 0.721 Cls_loss: 2.188 Topk: N/A ada_p: 0.2581
[INFO] 2021-10-31 02:46:58 > Step: 906800 Progress: 90.7% Elapsed: 12 days, 12:34:37 Gen_loss: 1.962 Dis_loss: 1.547 Cls_loss: 1.97 Topk: N/A ada_p: 0.262
[INFO] 2021-10-31 02:48:32 > Step: 906900 Progress: 90.7% Elapsed: 12 days, 12:36:11 Gen_loss: 2.187 Dis_loss: 1.312 Cls_loss: 1.697 Topk: N/A ada_p: 0.2593
[INFO] 2021-10-31 02:50:06 > Step: 907000 Progress: 90.7% Elapsed: 12 days, 12:37:45 Gen_loss: 3.778 Dis_loss: 0.9297 Cls_loss: 1.986 Topk: N/A ada_p: 0.2667
[INFO] 2021-10-31 02:51:40 > Step: 907100 Progress: 90.7% Elapsed: 12 days, 12:39:18 Gen_loss: 2.729 Dis_loss: 0.9133 Cls_loss: 1.709 Topk: N/A ada_p: 0.2684
[INFO] 2021-10-31 02:53:24 > Step: 907200 Progress: 90.7% Elapsed: 12 days, 12:41:03 Gen_loss: 1.394 Dis_loss: 3.052 Cls_loss: 1.814 Topk: N/A ada_p: 0.2692
[INFO] 2021-10-31 02:54:58 > Step: 907300 Progress: 90.7% Elapsed: 12 days, 12:42:37 Gen_loss: 2.03 Dis_loss: 1.455 Cls_loss: 1.993 Topk: N/A ada_p: 0.2731
[INFO] 2021-10-31 02:56:32 > Step: 907400 Progress: 90.7% Elapsed: 12 days, 12:44:11 Gen_loss: 2.783 Dis_loss: 0.9115 Cls_loss: 1.763 Topk: N/A ada_p: 0.2675
[INFO] 2021-10-31 02:58:06 > Step: 907500 Progress: 90.8% Elapsed: 12 days, 12:45:45 Gen_loss: 3.309 Dis_loss: 1.198 Cls_loss: 1.698 Topk: N/A ada_p: 0.2679
[INFO] 2021-10-31 02:59:50 > Step: 907600 Progress: 90.8% Elapsed: 12 days, 12:47:29 Gen_loss: 2.723 Dis_loss: 1.056 Cls_loss: 1.897 Topk: N/A ada_p: 0.2648
[INFO] 2021-10-31 03:01:24 > Step: 907700 Progress: 90.8% Elapsed: 12 days, 12:49:03 Gen_loss: 1.269 Dis_loss: 0.7255 Cls_loss: 1.741 Topk: N/A ada_p: 0.2667
[INFO] 2021-10-31 03:02:58 > Step: 907800 Progress: 90.8% Elapsed: 12 days, 12:50:37 Gen_loss: 1.249 Dis_loss: 1.279 Cls_loss: 2.415 Topk: N/A ada_p: 0.2688
[INFO] 2021-10-31 03:04:32 > Step: 907900 Progress: 90.8% Elapsed: 12 days, 12:52:11 Gen_loss: 2.219 Dis_loss: 3.276 Cls_loss: 2.388 Topk: N/A ada_p: 0.2628
[INFO] 2021-10-31 03:06:17 > Step: 908000 Progress: 90.8% Elapsed: 12 days, 12:53:55 Gen_loss: 4.152 Dis_loss: 1.002 Cls_loss: 1.793 Topk: N/A ada_p: 0.2645
[INFO] 2021-10-31 03:07:50 > Step: 908100 Progress: 90.8% Elapsed: 12 days, 12:55:29 Gen_loss: 3.291 Dis_loss: 1.096 Cls_loss: 1.924 Topk: N/A ada_p: 0.2603
[INFO] 2021-10-31 03:09:24 > Step: 908200 Progress: 90.8% Elapsed: 12 days, 12:57:03 Gen_loss: 2.949 Dis_loss: 1.365 Cls_loss: 1.729 Topk: N/A ada_p: 0.2601
[INFO] 2021-10-31 03:10:58 > Step: 908300 Progress: 90.8% Elapsed: 12 days, 12:58:37 Gen_loss: 3.461 Dis_loss: 0.8791 Cls_loss: 2.11 Topk: N/A ada_p: 0.2594
[INFO] 2021-10-31 03:12:42 > Step: 908400 Progress: 90.8% Elapsed: 12 days, 13:00:21 Gen_loss: 3.304 Dis_loss: 1.767 Cls_loss: 1.836 Topk: N/A ada_p: 0.2617
[INFO] 2021-10-31 03:14:16 > Step: 908500 Progress: 90.8% Elapsed: 12 days, 13:01:54 Gen_loss: 2.814 Dis_loss: 1.317 Cls_loss: 2.102 Topk: N/A ada_p: 0.2606
[INFO] 2021-10-31 03:15:49 > Step: 908600 Progress: 90.9% Elapsed: 12 days, 13:03:28 Gen_loss: 2.543 Dis_loss: 0.7817 Cls_loss: 2.175 Topk: N/A ada_p: 0.2539
[INFO] 2021-10-31 03:17:23 > Step: 908700 Progress: 90.9% Elapsed: 12 days, 13:05:01 Gen_loss: 2.622 Dis_loss: 1.05 Cls_loss: 1.486 Topk: N/A ada_p: 0.2517
[INFO] 2021-10-31 03:19:07 > Step: 908800 Progress: 90.9% Elapsed: 12 days, 13:06:46 Gen_loss: 1.656 Dis_loss: 1.041 Cls_loss: 1.95 Topk: N/A ada_p: 0.2574
[INFO] 2021-10-31 03:20:41 > Step: 908900 Progress: 90.9% Elapsed: 12 days, 13:08:20 Gen_loss: 2.437 Dis_loss: 0.6532 Cls_loss: 1.703 Topk: N/A ada_p: 0.2601
[INFO] 2021-10-31 03:22:14 > Step: 909000 Progress: 90.9% Elapsed: 12 days, 13:09:53 Gen_loss: 1.852 Dis_loss: 1.217 Cls_loss: 2.107 Topk: N/A ada_p: 0.2611
[INFO] 2021-10-31 03:23:59 > Step: 909100 Progress: 90.9% Elapsed: 12 days, 13:11:37 Gen_loss: 1.482 Dis_loss: 1.091 Cls_loss: 2.217 Topk: N/A ada_p: 0.2576
[INFO] 2021-10-31 03:25:32 > Step: 909200 Progress: 90.9% Elapsed: 12 days, 13:13:11 Gen_loss: 1.85 Dis_loss: 1.034 Cls_loss: 1.905 Topk: N/A ada_p: 0.2576
[INFO] 2021-10-31 03:27:06 > Step: 909300 Progress: 90.9% Elapsed: 12 days, 13:14:45 Gen_loss: 2.084 Dis_loss: 0.9757 Cls_loss: 2.252 Topk: N/A ada_p: 0.2593
[INFO] 2021-10-31 03:28:39 > Step: 909400 Progress: 90.9% Elapsed: 12 days, 13:16:18 Gen_loss: 2.532 Dis_loss: 0.8653 Cls_loss: 1.767 Topk: N/A ada_p: 0.2572
[INFO] 2021-10-31 03:30:24 > Step: 909500 Progress: 91.0% Elapsed: 12 days, 13:18:03 Gen_loss: 2.98 Dis_loss: 1.285 Cls_loss: 2.198 Topk: N/A ada_p: 0.2564
[INFO] 2021-10-31 03:31:57 > Step: 909600 Progress: 91.0% Elapsed: 12 days, 13:19:36 Gen_loss: 3.508 Dis_loss: 0.9209 Cls_loss: 1.486 Topk: N/A ada_p: 0.2579
[INFO] 2021-10-31 03:33:31 > Step: 909700 Progress: 91.0% Elapsed: 12 days, 13:21:10 Gen_loss: 1.881 Dis_loss: 0.9847 Cls_loss: 2.06 Topk: N/A ada_p: 0.2603
[INFO] 2021-10-31 03:35:05 > Step: 909800 Progress: 91.0% Elapsed: 12 days, 13:22:43 Gen_loss: 3.425 Dis_loss: 1.172 Cls_loss: 2.142 Topk: N/A ada_p: 0.2585
[INFO] 2021-10-31 03:36:49 > Step: 909900 Progress: 91.0% Elapsed: 12 days, 13:24:28 Gen_loss: 1.677 Dis_loss: 1.052 Cls_loss: 1.523 Topk: N/A ada_p: 0.2576
[INFO] 2021-10-31 03:38:23 > Step: 910000 Progress: 91.0% Elapsed: 12 days, 13:26:01 Gen_loss: 1.84 Dis_loss: 0.8015 Cls_loss: 1.742 Topk: N/A ada_p: 0.264
[INFO] 2021-10-31 03:38:23 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-31 03:38:23 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_910000.png
[INFO] 2021-10-31 03:38:23 > Start Evaluation (910000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-31 03:38:23 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-31 03:43:54 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-31 03:49:29 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-31 04:14:03 > Inception score (Step: 910000, 50000 generated images): 10.521798133850098
[INFO] 2021-10-31 04:14:03 > FID score (Step: 910000, Using train moments): 2.3564990161056585
[INFO] 2021-10-31 04:14:03 > Improved Precision (Step: 910000, Using train images): 0.75932
[INFO] 2021-10-31 04:14:03 > Improved Recall (Step: 910000, Using train images): 0.64446
[INFO] 2021-10-31 04:14:03 > Density (Step: 910000, Using train images): 1.0537
[INFO] 2021-10-31 04:14:03 > Coverage (Step: 910000, Using train images): 0.92994
[INFO] 2021-10-31 04:14:03 > Best FID score (Step: 890000, Using train moments): 2.351705951652036
[INFO] 2021-10-31 04:14:14 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-31 04:19:24 > Step: 910100 Progress: 91.0% Elapsed: 12 days, 14:07:02 Gen_loss: 2.93 Dis_loss: 0.9599 Cls_loss: 1.774 Topk: N/A ada_p: 0.2613
[INFO] 2021-10-31 04:20:57 > Step: 910200 Progress: 91.0% Elapsed: 12 days, 14:08:36 Gen_loss: 3.315 Dis_loss: 1.054 Cls_loss: 1.897 Topk: N/A ada_p: 0.2575
[INFO] 2021-10-31 04:22:48 > Step: 910300 Progress: 91.0% Elapsed: 12 days, 14:10:26 Gen_loss: 1.624 Dis_loss: 1.552 Cls_loss: 2.3 Topk: N/A ada_p: 0.2604
[INFO] 2021-10-31 04:24:21 > Step: 910400 Progress: 91.0% Elapsed: 12 days, 14:12:00 Gen_loss: 1.99 Dis_loss: 1.259 Cls_loss: 1.949 Topk: N/A ada_p: 0.2556
[INFO] 2021-10-31 04:25:55 > Step: 910500 Progress: 91.0% Elapsed: 12 days, 14:13:34 Gen_loss: 2.425 Dis_loss: 1.124 Cls_loss: 1.906 Topk: N/A ada_p: 0.2634
[INFO] 2021-10-31 04:27:28 > Step: 910600 Progress: 91.1% Elapsed: 12 days, 14:15:07 Gen_loss: 1.841 Dis_loss: 0.7878 Cls_loss: 1.543 Topk: N/A ada_p: 0.2611
[INFO] 2021-10-31 04:29:12 > Step: 910700 Progress: 91.1% Elapsed: 12 days, 14:16:51 Gen_loss: 1.165 Dis_loss: 0.7728 Cls_loss: 1.84 Topk: N/A ada_p: 0.253
[INFO] 2021-10-31 04:30:46 > Step: 910800 Progress: 91.1% Elapsed: 12 days, 14:18:25 Gen_loss: 2.679 Dis_loss: 1.561 Cls_loss: 1.999 Topk: N/A ada_p: 0.2576
[INFO] 2021-10-31 04:32:21 > Step: 910900 Progress: 91.1% Elapsed: 12 days, 14:19:59 Gen_loss: 3.02 Dis_loss: 0.7634 Cls_loss: 1.482 Topk: N/A ada_p: 0.2549
[INFO] 2021-10-31 04:33:54 > Step: 911000 Progress: 91.1% Elapsed: 12 days, 14:21:33 Gen_loss: 3.532 Dis_loss: 1.004 Cls_loss: 1.978 Topk: N/A ada_p: 0.258
[INFO] 2021-10-31 04:35:38 > Step: 911100 Progress: 91.1% Elapsed: 12 days, 14:23:17 Gen_loss: 2.691 Dis_loss: 1.089 Cls_loss: 1.745 Topk: N/A ada_p: 0.2584
[INFO] 2021-10-31 04:37:12 > Step: 911200 Progress: 91.1% Elapsed: 12 days, 14:24:51 Gen_loss: 1.941 Dis_loss: 0.9456 Cls_loss: 1.842 Topk: N/A ada_p: 0.2543
[INFO] 2021-10-31 04:38:46 > Step: 911300 Progress: 91.1% Elapsed: 12 days, 14:26:25 Gen_loss: 1.965 Dis_loss: 0.8824 Cls_loss: 1.96 Topk: N/A ada_p: 0.2532
[INFO] 2021-10-31 04:40:19 > Step: 911400 Progress: 91.1% Elapsed: 12 days, 14:27:58 Gen_loss: 2.034 Dis_loss: 0.5431 Cls_loss: 1.578 Topk: N/A ada_p: 0.2537
[INFO] 2021-10-31 04:42:04 > Step: 911500 Progress: 91.1% Elapsed: 12 days, 14:29:43 Gen_loss: 3.325 Dis_loss: 1.135 Cls_loss: 1.576 Topk: N/A ada_p: 0.2564
[INFO] 2021-10-31 04:43:38 > Step: 911600 Progress: 91.2% Elapsed: 12 days, 14:31:17 Gen_loss: 2.115 Dis_loss: 0.8519 Cls_loss: 1.739 Topk: N/A ada_p: 0.2656
[INFO] 2021-10-31 04:45:12 > Step: 911700 Progress: 91.2% Elapsed: 12 days, 14:32:51 Gen_loss: 2.254 Dis_loss: 0.9568 Cls_loss: 2.01 Topk: N/A ada_p: 0.2639
[INFO] 2021-10-31 04:46:46 > Step: 911800 Progress: 91.2% Elapsed: 12 days, 14:34:25 Gen_loss: 2.71 Dis_loss: 1.021 Cls_loss: 1.877 Topk: N/A ada_p: 0.2596
[INFO] 2021-10-31 04:48:31 > Step: 911900 Progress: 91.2% Elapsed: 12 days, 14:36:10 Gen_loss: 1.862 Dis_loss: 1.012 Cls_loss: 2.269 Topk: N/A ada_p: 0.2638
[INFO] 2021-10-31 04:50:04 > Step: 912000 Progress: 91.2% Elapsed: 12 days, 14:37:43 Gen_loss: 2.068 Dis_loss: 0.9532 Cls_loss: 1.787 Topk: N/A ada_p: 0.2643
[INFO] 2021-10-31 04:51:38 > Step: 912100 Progress: 91.2% Elapsed: 12 days, 14:39:17 Gen_loss: 3.594 Dis_loss: 0.9434 Cls_loss: 1.812 Topk: N/A ada_p: 0.2624
[INFO] 2021-10-31 04:53:12 > Step: 912200 Progress: 91.2% Elapsed: 12 days, 14:40:51 Gen_loss: 2.053 Dis_loss: 1.778 Cls_loss: 1.961 Topk: N/A ada_p: 0.2626
[INFO] 2021-10-31 04:54:56 > Step: 912300 Progress: 91.2% Elapsed: 12 days, 14:42:35 Gen_loss: 1.973 Dis_loss: 1.125 Cls_loss: 2.022 Topk: N/A ada_p: 0.2668
[INFO] 2021-10-31 04:56:30 > Step: 912400 Progress: 91.2% Elapsed: 12 days, 14:44:09 Gen_loss: 1.364 Dis_loss: 1.273 Cls_loss: 1.845 Topk: N/A ada_p: 0.2715
[INFO] 2021-10-31 04:58:04 > Step: 912500 Progress: 91.2% Elapsed: 12 days, 14:45:43 Gen_loss: 2.506 Dis_loss: 0.8288 Cls_loss: 2.219 Topk: N/A ada_p: 0.27
[INFO] 2021-10-31 04:59:39 > Step: 912600 Progress: 91.3% Elapsed: 12 days, 14:47:17 Gen_loss: 1.821 Dis_loss: 1.179 Cls_loss: 2.249 Topk: N/A ada_p: 0.2649
[INFO] 2021-10-31 05:01:23 > Step: 912700 Progress: 91.3% Elapsed: 12 days, 14:49:02 Gen_loss: 1.782 Dis_loss: 0.9986 Cls_loss: 2.184 Topk: N/A ada_p: 0.2661
[INFO] 2021-10-31 05:02:57 > Step: 912800 Progress: 91.3% Elapsed: 12 days, 14:50:36 Gen_loss: 3.094 Dis_loss: 0.7121 Cls_loss: 1.74 Topk: N/A ada_p: 0.2638
[INFO] 2021-10-31 05:04:31 > Step: 912900 Progress: 91.3% Elapsed: 12 days, 14:52:10 Gen_loss: 2.37 Dis_loss: 1.357 Cls_loss: 1.656 Topk: N/A ada_p: 0.2677
[INFO] 2021-10-31 05:06:16 > Step: 913000 Progress: 91.3% Elapsed: 12 days, 14:53:54 Gen_loss: 2.525 Dis_loss: 0.9537 Cls_loss: 1.963 Topk: N/A ada_p: 0.2649
[INFO] 2021-10-31 05:07:49 > Step: 913100 Progress: 91.3% Elapsed: 12 days, 14:55:28 Gen_loss: 1.936 Dis_loss: 0.8084 Cls_loss: 2.334 Topk: N/A ada_p: 0.2712
[INFO] 2021-10-31 05:09:23 > Step: 913200 Progress: 91.3% Elapsed: 12 days, 14:57:02 Gen_loss: 3.27 Dis_loss: 1.07 Cls_loss: 2.064 Topk: N/A ada_p: 0.2674
[INFO] 2021-10-31 05:10:57 > Step: 913300 Progress: 91.3% Elapsed: 12 days, 14:58:36 Gen_loss: 2.123 Dis_loss: 0.854 Cls_loss: 1.808 Topk: N/A ada_p: 0.2644
[INFO] 2021-10-31 05:12:41 > Step: 913400 Progress: 91.3% Elapsed: 12 days, 15:00:20 Gen_loss: 2.351 Dis_loss: 0.8304 Cls_loss: 1.594 Topk: N/A ada_p: 0.2583
[INFO] 2021-10-31 05:14:15 > Step: 913500 Progress: 91.3% Elapsed: 12 days, 15:01:53 Gen_loss: 3.619 Dis_loss: 0.8086 Cls_loss: 1.737 Topk: N/A ada_p: 0.2556
[INFO] 2021-10-31 05:15:48 > Step: 913600 Progress: 91.4% Elapsed: 12 days, 15:03:27 Gen_loss: 4.498 Dis_loss: 0.8545 Cls_loss: 1.787 Topk: N/A ada_p: 0.2546
[INFO] 2021-10-31 05:17:22 > Step: 913700 Progress: 91.4% Elapsed: 12 days, 15:05:01 Gen_loss: 3.06 Dis_loss: 1.299 Cls_loss: 2.141 Topk: N/A ada_p: 0.2613
[INFO] 2021-10-31 05:19:06 > Step: 913800 Progress: 91.4% Elapsed: 12 days, 15:06:45 Gen_loss: 2.48 Dis_loss: 1.165 Cls_loss: 2.056 Topk: N/A ada_p: 0.2629
[INFO] 2021-10-31 05:20:40 > Step: 913900 Progress: 91.4% Elapsed: 12 days, 15:08:19 Gen_loss: 2.304 Dis_loss: 3.193 Cls_loss: 1.766 Topk: N/A ada_p: 0.2638
[INFO] 2021-10-31 05:22:14 > Step: 914000 Progress: 91.4% Elapsed: 12 days, 15:09:53 Gen_loss: 3.629 Dis_loss: 1.386 Cls_loss: 1.837 Topk: N/A ada_p: 0.2699
[INFO] 2021-10-31 05:23:48 > Step: 914100 Progress: 91.4% Elapsed: 12 days, 15:11:27 Gen_loss: 2.172 Dis_loss: 1.238 Cls_loss: 1.98 Topk: N/A ada_p: 0.2711
[INFO] 2021-10-31 05:25:32 > Step: 914200 Progress: 91.4% Elapsed: 12 days, 15:13:11 Gen_loss: 3.91 Dis_loss: 1.71 Cls_loss: 2.2 Topk: N/A ada_p: 0.268
[INFO] 2021-10-31 05:27:06 > Step: 914300 Progress: 91.4% Elapsed: 12 days, 15:14:45 Gen_loss: 1.948 Dis_loss: 0.9527 Cls_loss: 1.907 Topk: N/A ada_p: 0.2674
[INFO] 2021-10-31 05:28:39 > Step: 914400 Progress: 91.4% Elapsed: 12 days, 15:16:18 Gen_loss: 3.316 Dis_loss: 1.351 Cls_loss: 2.189 Topk: N/A ada_p: 0.2671
[INFO] 2021-10-31 05:30:13 > Step: 914500 Progress: 91.5% Elapsed: 12 days, 15:17:52 Gen_loss: 3.038 Dis_loss: 1.172 Cls_loss: 2.194 Topk: N/A ada_p: 0.2695
[INFO] 2021-10-31 05:31:57 > Step: 914600 Progress: 91.5% Elapsed: 12 days, 15:19:36 Gen_loss: 2.805 Dis_loss: 0.9477 Cls_loss: 2.017 Topk: N/A ada_p: 0.2703
[INFO] 2021-10-31 05:33:31 > Step: 914700 Progress: 91.5% Elapsed: 12 days, 15:21:10 Gen_loss: 2.547 Dis_loss: 1.121 Cls_loss: 2.266 Topk: N/A ada_p: 0.2689
[INFO] 2021-10-31 05:35:05 > Step: 914800 Progress: 91.5% Elapsed: 12 days, 15:22:43 Gen_loss: 1.372 Dis_loss: 1.276 Cls_loss: 1.873 Topk: N/A ada_p: 0.2692
[INFO] 2021-10-31 05:36:38 > Step: 914900 Progress: 91.5% Elapsed: 12 days, 15:24:17 Gen_loss: 1.48 Dis_loss: 1.056 Cls_loss: 1.949 Topk: N/A ada_p: 0.2672
[INFO] 2021-10-31 05:38:22 > Step: 915000 Progress: 91.5% Elapsed: 12 days, 15:26:01 Gen_loss: 2.43 Dis_loss: 1.2 Cls_loss: 2.291 Topk: N/A ada_p: 0.2616
[INFO] 2021-10-31 05:39:56 > Step: 915100 Progress: 91.5% Elapsed: 12 days, 15:27:35 Gen_loss: 3.476 Dis_loss: 0.9702 Cls_loss: 1.529 Topk: N/A ada_p: 0.2679
[INFO] 2021-10-31 05:41:31 > Step: 915200 Progress: 91.5% Elapsed: 12 days, 15:29:10 Gen_loss: 4.196 Dis_loss: 1.419 Cls_loss: 1.919 Topk: N/A ada_p: 0.2717
[INFO] 2021-10-31 05:43:05 > Step: 915300 Progress: 91.5% Elapsed: 12 days, 15:30:44 Gen_loss: 1.684 Dis_loss: 1.367 Cls_loss: 1.989 Topk: N/A ada_p: 0.2677
[INFO] 2021-10-31 05:44:49 > Step: 915400 Progress: 91.5% Elapsed: 12 days, 15:32:28 Gen_loss: 1.227 Dis_loss: 0.9342 Cls_loss: 2.185 Topk: N/A ada_p: 0.2703
[INFO] 2021-10-31 05:46:23 > Step: 915500 Progress: 91.5% Elapsed: 12 days, 15:34:02 Gen_loss: 1.982 Dis_loss: 1.195 Cls_loss: 1.85 Topk: N/A ada_p: 0.2668
[INFO] 2021-10-31 05:47:57 > Step: 915600 Progress: 91.6% Elapsed: 12 days, 15:35:36 Gen_loss: 3.434 Dis_loss: 1.262 Cls_loss: 1.79 Topk: N/A ada_p: 0.2656
[INFO] 2021-10-31 05:49:31 > Step: 915700 Progress: 91.6% Elapsed: 12 days, 15:37:10 Gen_loss: 1.217 Dis_loss: 1.08 Cls_loss: 2.134 Topk: N/A ada_p: 0.2639
[INFO] 2021-10-31 05:51:16 > Step: 915800 Progress: 91.6% Elapsed: 12 days, 15:38:55 Gen_loss: 2.323 Dis_loss: 1.058 Cls_loss: 1.751 Topk: N/A ada_p: 0.2606
[INFO] 2021-10-31 05:52:50 > Step: 915900 Progress: 91.6% Elapsed: 12 days, 15:40:28 Gen_loss: 1.698 Dis_loss: 0.9704 Cls_loss: 1.755 Topk: N/A ada_p: 0.2579
[INFO] 2021-10-31 05:54:23 > Step: 916000 Progress: 91.6% Elapsed: 12 days, 15:42:02 Gen_loss: 2.332 Dis_loss: 1.015 Cls_loss: 2.164 Topk: N/A ada_p: 0.2592
[INFO] 2021-10-31 05:55:57 > Step: 916100 Progress: 91.6% Elapsed: 12 days, 15:43:36 Gen_loss: 2.064 Dis_loss: 1.089 Cls_loss: 1.949 Topk: N/A ada_p: 0.259
[INFO] 2021-10-31 05:57:41 > Step: 916200 Progress: 91.6% Elapsed: 12 days, 15:45:19 Gen_loss: 3.04 Dis_loss: 0.807 Cls_loss: 1.816 Topk: N/A ada_p: 0.2606
[INFO] 2021-10-31 05:59:15 > Step: 916300 Progress: 91.6% Elapsed: 12 days, 15:46:53 Gen_loss: 2.595 Dis_loss: 0.7586 Cls_loss: 1.737 Topk: N/A ada_p: 0.2592
[INFO] 2021-10-31 06:00:48 > Step: 916400 Progress: 91.6% Elapsed: 12 days, 15:48:27 Gen_loss: 1.535 Dis_loss: 1.069 Cls_loss: 1.52 Topk: N/A ada_p: 0.2686
[INFO] 2021-10-31 06:02:22 > Step: 916500 Progress: 91.6% Elapsed: 12 days, 15:50:01 Gen_loss: 2.166 Dis_loss: 0.7204 Cls_loss: 1.978 Topk: N/A ada_p: 0.2677
[INFO] 2021-10-31 06:04:07 > Step: 916600 Progress: 91.7% Elapsed: 12 days, 15:51:45 Gen_loss: 1.031 Dis_loss: 1.049 Cls_loss: 1.989 Topk: N/A ada_p: 0.268
[INFO] 2021-10-31 06:05:41 > Step: 916700 Progress: 91.7% Elapsed: 12 days, 15:53:20 Gen_loss: 1.836 Dis_loss: 0.7492 Cls_loss: 1.801 Topk: N/A ada_p: 0.2592
[INFO] 2021-10-31 06:07:15 > Step: 916800 Progress: 91.7% Elapsed: 12 days, 15:54:53 Gen_loss: 2.32 Dis_loss: 0.9077 Cls_loss: 1.773 Topk: N/A ada_p: 0.2533
[INFO] 2021-10-31 06:08:59 > Step: 916900 Progress: 91.7% Elapsed: 12 days, 15:56:38 Gen_loss: 3.007 Dis_loss: 1.257 Cls_loss: 1.776 Topk: N/A ada_p: 0.2532
[INFO] 2021-10-31 06:10:33 > Step: 917000 Progress: 91.7% Elapsed: 12 days, 15:58:11 Gen_loss: 1.984 Dis_loss: 0.8112 Cls_loss: 1.961 Topk: N/A ada_p: 0.258
[INFO] 2021-10-31 06:12:07 > Step: 917100 Progress: 91.7% Elapsed: 12 days, 15:59:46 Gen_loss: 3.276 Dis_loss: 1.308 Cls_loss: 2.162 Topk: N/A ada_p: 0.2543
[INFO] 2021-10-31 06:13:41 > Step: 917200 Progress: 91.7% Elapsed: 12 days, 16:01:20 Gen_loss: 1.55 Dis_loss: 1.072 Cls_loss: 2.057 Topk: N/A ada_p: 0.2566
[INFO] 2021-10-31 06:15:26 > Step: 917300 Progress: 91.7% Elapsed: 12 days, 16:03:05 Gen_loss: 2.505 Dis_loss: 0.655 Cls_loss: 1.845 Topk: N/A ada_p: 0.2596
[INFO] 2021-10-31 06:17:00 > Step: 917400 Progress: 91.7% Elapsed: 12 days, 16:04:39 Gen_loss: 2.227 Dis_loss: 1.554 Cls_loss: 1.93 Topk: N/A ada_p: 0.2598
[INFO] 2021-10-31 06:18:34 > Step: 917500 Progress: 91.8% Elapsed: 12 days, 16:06:13 Gen_loss: 2.727 Dis_loss: 2.158 Cls_loss: 2.338 Topk: N/A ada_p: 0.261
[INFO] 2021-10-31 06:20:08 > Step: 917600 Progress: 91.8% Elapsed: 12 days, 16:07:47 Gen_loss: 2.268 Dis_loss: 1.097 Cls_loss: 2.021 Topk: N/A ada_p: 0.2592
[INFO] 2021-10-31 06:21:52 > Step: 917700 Progress: 91.8% Elapsed: 12 days, 16:09:31 Gen_loss: 2.932 Dis_loss: 0.7632 Cls_loss: 1.795 Topk: N/A ada_p: 0.2565
[INFO] 2021-10-31 06:23:26 > Step: 917800 Progress: 91.8% Elapsed: 12 days, 16:11:05 Gen_loss: 2.015 Dis_loss: 0.8546 Cls_loss: 1.937 Topk: N/A ada_p: 0.2552
[INFO] 2021-10-31 06:25:00 > Step: 917900 Progress: 91.8% Elapsed: 12 days, 16:12:39 Gen_loss: 1.799 Dis_loss: 0.7229 Cls_loss: 1.863 Topk: N/A ada_p: 0.2551
[INFO] 2021-10-31 06:26:35 > Step: 918000 Progress: 91.8% Elapsed: 12 days, 16:14:13 Gen_loss: 3.685 Dis_loss: 1.013 Cls_loss: 2.062 Topk: N/A ada_p: 0.2584
[INFO] 2021-10-31 06:28:19 > Step: 918100 Progress: 91.8% Elapsed: 12 days, 16:15:57 Gen_loss: 0.9573 Dis_loss: 1.714 Cls_loss: 2.237 Topk: N/A ada_p: 0.259
[INFO] 2021-10-31 06:29:52 > Step: 918200 Progress: 91.8% Elapsed: 12 days, 16:17:31 Gen_loss: 1.934 Dis_loss: 1.35 Cls_loss: 2.474 Topk: N/A ada_p: 0.2621
[INFO] 2021-10-31 06:31:26 > Step: 918300 Progress: 91.8% Elapsed: 12 days, 16:19:05 Gen_loss: 2.877 Dis_loss: 1.609 Cls_loss: 2.148 Topk: N/A ada_p: 0.2656
[INFO] 2021-10-31 06:33:00 > Step: 918400 Progress: 91.8% Elapsed: 12 days, 16:20:39 Gen_loss: 1.228 Dis_loss: 0.7693 Cls_loss: 2.015 Topk: N/A ada_p: 0.2699
[INFO] 2021-10-31 06:34:44 > Step: 918500 Progress: 91.8% Elapsed: 12 days, 16:22:23 Gen_loss: 1.925 Dis_loss: 0.9508 Cls_loss: 1.897 Topk: N/A ada_p: 0.2718
[INFO] 2021-10-31 06:36:18 > Step: 918600 Progress: 91.9% Elapsed: 12 days, 16:23:57 Gen_loss: 2.031 Dis_loss: 1.211 Cls_loss: 1.884 Topk: N/A ada_p: 0.266
[INFO] 2021-10-31 06:37:52 > Step: 918700 Progress: 91.9% Elapsed: 12 days, 16:25:31 Gen_loss: 1.468 Dis_loss: 0.8673 Cls_loss: 1.58 Topk: N/A ada_p: 0.2599
[INFO] 2021-10-31 06:39:26 > Step: 918800 Progress: 91.9% Elapsed: 12 days, 16:27:05 Gen_loss: 3.789 Dis_loss: 0.715 Cls_loss: 1.93 Topk: N/A ada_p: 0.2602
[INFO] 2021-10-31 06:41:10 > Step: 918900 Progress: 91.9% Elapsed: 12 days, 16:28:49 Gen_loss: 1.707 Dis_loss: 0.7367 Cls_loss: 1.912 Topk: N/A ada_p: 0.2629
[INFO] 2021-10-31 06:42:44 > Step: 919000 Progress: 91.9% Elapsed: 12 days, 16:30:23 Gen_loss: 2.686 Dis_loss: 1.568 Cls_loss: 1.942 Topk: N/A ada_p: 0.2619
[INFO] 2021-10-31 06:44:18 > Step: 919100 Progress: 91.9% Elapsed: 12 days, 16:31:57 Gen_loss: 2.19 Dis_loss: 2.726 Cls_loss: 1.884 Topk: N/A ada_p: 0.2584
[INFO] 2021-10-31 06:45:51 > Step: 919200 Progress: 91.9% Elapsed: 12 days, 16:33:30 Gen_loss: 3.369 Dis_loss: 0.8088 Cls_loss: 1.62 Topk: N/A ada_p: 0.2576
[INFO] 2021-10-31 06:47:35 > Step: 919300 Progress: 91.9% Elapsed: 12 days, 16:35:14 Gen_loss: 2.873 Dis_loss: 1.239 Cls_loss: 1.916 Topk: N/A ada_p: 0.259
[INFO] 2021-10-31 06:49:09 > Step: 919400 Progress: 91.9% Elapsed: 12 days, 16:36:48 Gen_loss: 2.429 Dis_loss: 0.7076 Cls_loss: 1.669 Topk: N/A ada_p: 0.2572
[INFO] 2021-10-31 06:50:43 > Step: 919500 Progress: 92.0% Elapsed: 12 days, 16:38:22 Gen_loss: 1.249 Dis_loss: 1.231 Cls_loss: 2.154 Topk: N/A ada_p: 0.2604
[INFO] 2021-10-31 06:52:17 > Step: 919600 Progress: 92.0% Elapsed: 12 days, 16:39:55 Gen_loss: 2.854 Dis_loss: 0.856 Cls_loss: 1.816 Topk: N/A ada_p: 0.2566
[INFO] 2021-10-31 06:54:01 > Step: 919700 Progress: 92.0% Elapsed: 12 days, 16:41:40 Gen_loss: 2.448 Dis_loss: 0.7317 Cls_loss: 1.723 Topk: N/A ada_p: 0.2575
[INFO] 2021-10-31 06:55:35 > Step: 919800 Progress: 92.0% Elapsed: 12 days, 16:43:13 Gen_loss: 3.569 Dis_loss: 0.8952 Cls_loss: 1.891 Topk: N/A ada_p: 0.2619
[INFO] 2021-10-31 06:57:08 > Step: 919900 Progress: 92.0% Elapsed: 12 days, 16:44:47 Gen_loss: 2.329 Dis_loss: 1.096 Cls_loss: 1.734 Topk: N/A ada_p: 0.2604
[INFO] 2021-10-31 06:58:42 > Step: 920000 Progress: 92.0% Elapsed: 12 days, 16:46:21 Gen_loss: 3.09 Dis_loss: 0.7965 Cls_loss: 1.997 Topk: N/A ada_p: 0.2625
[INFO] 2021-10-31 06:58:42 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-31 06:58:43 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_920000.png
[INFO] 2021-10-31 06:58:43 > Start Evaluation (920000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-31 06:58:43 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-31 07:04:13 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-31 07:09:50 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-31 07:34:12 > Inception score (Step: 920000, 50000 generated images): 10.477794647216797
[INFO] 2021-10-31 07:34:12 > FID score (Step: 920000, Using train moments): 2.3633613474030426
[INFO] 2021-10-31 07:34:12 > Improved Precision (Step: 920000, Using train images): 0.75964
[INFO] 2021-10-31 07:34:12 > Improved Recall (Step: 920000, Using train images): 0.64992
[INFO] 2021-10-31 07:34:12 > Density (Step: 920000, Using train images): 1.05262
[INFO] 2021-10-31 07:34:12 > Coverage (Step: 920000, Using train images): 0.92926
[INFO] 2021-10-31 07:34:12 > Best FID score (Step: 890000, Using train moments): 2.351705951652036
[INFO] 2021-10-31 07:34:23 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-31 07:39:33 > Step: 920100 Progress: 92.0% Elapsed: 12 days, 17:27:12 Gen_loss: 3.172 Dis_loss: 0.9742 Cls_loss: 1.838 Topk: N/A ada_p: 0.2644
[INFO] 2021-10-31 07:41:06 > Step: 920200 Progress: 92.0% Elapsed: 12 days, 17:28:45 Gen_loss: 2.665 Dis_loss: 0.7673 Cls_loss: 2.04 Topk: N/A ada_p: 0.2647
[INFO] 2021-10-31 07:42:40 > Step: 920300 Progress: 92.0% Elapsed: 12 days, 17:30:19 Gen_loss: 2.789 Dis_loss: 1.174 Cls_loss: 2.073 Topk: N/A ada_p: 0.2674
[INFO] 2021-10-31 07:44:13 > Step: 920400 Progress: 92.0% Elapsed: 12 days, 17:31:52 Gen_loss: 1.976 Dis_loss: 0.8719 Cls_loss: 1.722 Topk: N/A ada_p: 0.2653
[INFO] 2021-10-31 07:45:58 > Step: 920500 Progress: 92.0% Elapsed: 12 days, 17:33:37 Gen_loss: 3.163 Dis_loss: 1.613 Cls_loss: 2.144 Topk: N/A ada_p: 0.269
[INFO] 2021-10-31 07:47:32 > Step: 920600 Progress: 92.1% Elapsed: 12 days, 17:35:11 Gen_loss: 1.906 Dis_loss: 1.387 Cls_loss: 2.235 Topk: N/A ada_p: 0.2636
[INFO] 2021-10-31 07:49:05 > Step: 920700 Progress: 92.1% Elapsed: 12 days, 17:36:44 Gen_loss: 1.306 Dis_loss: 0.7667 Cls_loss: 1.743 Topk: N/A ada_p: 0.2676
[INFO] 2021-10-31 07:50:49 > Step: 920800 Progress: 92.1% Elapsed: 12 days, 17:38:28 Gen_loss: 3.01 Dis_loss: 0.9282 Cls_loss: 1.782 Topk: N/A ada_p: 0.2643
[INFO] 2021-10-31 07:52:23 > Step: 920900 Progress: 92.1% Elapsed: 12 days, 17:40:02 Gen_loss: 4.238 Dis_loss: 1.471 Cls_loss: 1.96 Topk: N/A ada_p: 0.2649
[INFO] 2021-10-31 07:53:56 > Step: 921000 Progress: 92.1% Elapsed: 12 days, 17:41:35 Gen_loss: 1.342 Dis_loss: 0.9092 Cls_loss: 1.828 Topk: N/A ada_p: 0.2629
[INFO] 2021-10-31 07:55:30 > Step: 921100 Progress: 92.1% Elapsed: 12 days, 17:43:09 Gen_loss: 2.333 Dis_loss: 0.8932 Cls_loss: 1.878 Topk: N/A ada_p: 0.262
[INFO] 2021-10-31 07:57:14 > Step: 921200 Progress: 92.1% Elapsed: 12 days, 17:44:53 Gen_loss: 1.06 Dis_loss: 1.396 Cls_loss: 2.068 Topk: N/A ada_p: 0.2599
[INFO] 2021-10-31 07:58:48 > Step: 921300 Progress: 92.1% Elapsed: 12 days, 17:46:27 Gen_loss: 2.647 Dis_loss: 0.8373 Cls_loss: 1.86 Topk: N/A ada_p: 0.2603
[INFO] 2021-10-31 08:00:21 > Step: 921400 Progress: 92.1% Elapsed: 12 days, 17:48:00 Gen_loss: 2.434 Dis_loss: 0.6678 Cls_loss: 1.721 Topk: N/A ada_p: 0.2596
[INFO] 2021-10-31 08:01:55 > Step: 921500 Progress: 92.2% Elapsed: 12 days, 17:49:34 Gen_loss: 1.305 Dis_loss: 1.168 Cls_loss: 1.614 Topk: N/A ada_p: 0.2648
[INFO] 2021-10-31 08:03:39 > Step: 921600 Progress: 92.2% Elapsed: 12 days, 17:51:18 Gen_loss: 1.458 Dis_loss: 0.959 Cls_loss: 2.011 Topk: N/A ada_p: 0.2628
[INFO] 2021-10-31 08:05:13 > Step: 921700 Progress: 92.2% Elapsed: 12 days, 17:52:51 Gen_loss: 2.726 Dis_loss: 0.7512 Cls_loss: 1.866 Topk: N/A ada_p: 0.2634
[INFO] 2021-10-31 08:06:46 > Step: 921800 Progress: 92.2% Elapsed: 12 days, 17:54:25 Gen_loss: 1.622 Dis_loss: 1.085 Cls_loss: 1.924 Topk: N/A ada_p: 0.2619
[INFO] 2021-10-31 08:08:20 > Step: 921900 Progress: 92.2% Elapsed: 12 days, 17:55:58 Gen_loss: 2.694 Dis_loss: 0.8884 Cls_loss: 1.899 Topk: N/A ada_p: 0.2653
[INFO] 2021-10-31 08:10:04 > Step: 922000 Progress: 92.2% Elapsed: 12 days, 17:57:43 Gen_loss: 4.064 Dis_loss: 0.7704 Cls_loss: 1.48 Topk: N/A ada_p: 0.2622
[INFO] 2021-10-31 08:11:38 > Step: 922100 Progress: 92.2% Elapsed: 12 days, 17:59:17 Gen_loss: 1.105 Dis_loss: 0.5957 Cls_loss: 1.448 Topk: N/A ada_p: 0.2598
[INFO] 2021-10-31 08:13:11 > Step: 922200 Progress: 92.2% Elapsed: 12 days, 18:00:50 Gen_loss: 3.363 Dis_loss: 0.8111 Cls_loss: 1.66 Topk: N/A ada_p: 0.2583
[INFO] 2021-10-31 08:14:45 > Step: 922300 Progress: 92.2% Elapsed: 12 days, 18:02:24 Gen_loss: 1.904 Dis_loss: 0.795 Cls_loss: 1.973 Topk: N/A ada_p: 0.2597
[INFO] 2021-10-31 08:16:29 > Step: 922400 Progress: 92.2% Elapsed: 12 days, 18:04:08 Gen_loss: 2.242 Dis_loss: 0.8501 Cls_loss: 1.847 Topk: N/A ada_p: 0.2597
[INFO] 2021-10-31 08:18:03 > Step: 922500 Progress: 92.2% Elapsed: 12 days, 18:05:42 Gen_loss: 1.846 Dis_loss: 1.5 Cls_loss: 1.938 Topk: N/A ada_p: 0.267
[INFO] 2021-10-31 08:19:37 > Step: 922600 Progress: 92.3% Elapsed: 12 days, 18:07:15 Gen_loss: 3.548 Dis_loss: 1.19 Cls_loss: 1.566 Topk: N/A ada_p: 0.2672
[INFO] 2021-10-31 08:21:10 > Step: 922700 Progress: 92.3% Elapsed: 12 days, 18:08:49 Gen_loss: 1.641 Dis_loss: 0.8404 Cls_loss: 1.916 Topk: N/A ada_p: 0.2681
[INFO] 2021-10-31 08:22:54 > Step: 922800 Progress: 92.3% Elapsed: 12 days, 18:10:33 Gen_loss: 2.252 Dis_loss: 0.867 Cls_loss: 1.966 Topk: N/A ada_p: 0.2661
[INFO] 2021-10-31 08:24:29 > Step: 922900 Progress: 92.3% Elapsed: 12 days, 18:12:07 Gen_loss: 2.324 Dis_loss: 1.083 Cls_loss: 2.117 Topk: N/A ada_p: 0.269
[INFO] 2021-10-31 08:26:02 > Step: 923000 Progress: 92.3% Elapsed: 12 days, 18:13:41 Gen_loss: 1.048 Dis_loss: 1.117 Cls_loss: 1.988 Topk: N/A ada_p: 0.2703
[INFO] 2021-10-31 08:27:36 > Step: 923100 Progress: 92.3% Elapsed: 12 days, 18:15:15 Gen_loss: 2.271 Dis_loss: 0.6089 Cls_loss: 1.61 Topk: N/A ada_p: 0.2648
[INFO] 2021-10-31 08:29:21 > Step: 923200 Progress: 92.3% Elapsed: 12 days, 18:17:00 Gen_loss: 1.687 Dis_loss: 0.8228 Cls_loss: 1.63 Topk: N/A ada_p: 0.2648
[INFO] 2021-10-31 08:30:55 > Step: 923300 Progress: 92.3% Elapsed: 12 days, 18:18:34 Gen_loss: 1.986 Dis_loss: 0.5965 Cls_loss: 1.625 Topk: N/A ada_p: 0.2677
[INFO] 2021-10-31 08:32:28 > Step: 923400 Progress: 92.3% Elapsed: 12 days, 18:20:07 Gen_loss: 5.038 Dis_loss: 0.8734 Cls_loss: 1.816 Topk: N/A ada_p: 0.2652
[INFO] 2021-10-31 08:34:02 > Step: 923500 Progress: 92.3% Elapsed: 12 days, 18:21:40 Gen_loss: 1.74 Dis_loss: 1.425 Cls_loss: 2.318 Topk: N/A ada_p: 0.2604
[INFO] 2021-10-31 08:35:46 > Step: 923600 Progress: 92.4% Elapsed: 12 days, 18:23:25 Gen_loss: 3.349 Dis_loss: 2.006 Cls_loss: 2.189 Topk: N/A ada_p: 0.264
[INFO] 2021-10-31 08:37:20 > Step: 923700 Progress: 92.4% Elapsed: 12 days, 18:24:59 Gen_loss: 1.677 Dis_loss: 0.833 Cls_loss: 1.694 Topk: N/A ada_p: 0.2578
[INFO] 2021-10-31 08:38:53 > Step: 923800 Progress: 92.4% Elapsed: 12 days, 18:26:32 Gen_loss: 1.024 Dis_loss: 1.264 Cls_loss: 2.192 Topk: N/A ada_p: 0.2567
[INFO] 2021-10-31 08:40:27 > Step: 923900 Progress: 92.4% Elapsed: 12 days, 18:28:05 Gen_loss: 1.396 Dis_loss: 1.055 Cls_loss: 1.627 Topk: N/A ada_p: 0.2625
[INFO] 2021-10-31 08:42:10 > Step: 924000 Progress: 92.4% Elapsed: 12 days, 18:29:49 Gen_loss: 4.046 Dis_loss: 1.691 Cls_loss: 2.262 Topk: N/A ada_p: 0.2656
[INFO] 2021-10-31 08:43:45 > Step: 924100 Progress: 92.4% Elapsed: 12 days, 18:31:24 Gen_loss: 2.314 Dis_loss: 1.477 Cls_loss: 1.965 Topk: N/A ada_p: 0.266
[INFO] 2021-10-31 08:45:20 > Step: 924200 Progress: 92.4% Elapsed: 12 days, 18:32:59 Gen_loss: 2.314 Dis_loss: 0.6792 Cls_loss: 1.741 Topk: N/A ada_p: 0.2629
[INFO] 2021-10-31 08:46:55 > Step: 924300 Progress: 92.4% Elapsed: 12 days, 18:34:33 Gen_loss: 1.735 Dis_loss: 2.155 Cls_loss: 1.983 Topk: N/A ada_p: 0.262
[INFO] 2021-10-31 08:48:38 > Step: 924400 Progress: 92.4% Elapsed: 12 days, 18:36:17 Gen_loss: 3.477 Dis_loss: 1.309 Cls_loss: 2.12 Topk: N/A ada_p: 0.2556
[INFO] 2021-10-31 08:50:12 > Step: 924500 Progress: 92.5% Elapsed: 12 days, 18:37:51 Gen_loss: 1.772 Dis_loss: 1.175 Cls_loss: 1.882 Topk: N/A ada_p: 0.2557
[INFO] 2021-10-31 08:51:46 > Step: 924600 Progress: 92.5% Elapsed: 12 days, 18:39:25 Gen_loss: 4.286 Dis_loss: 1.42 Cls_loss: 1.699 Topk: N/A ada_p: 0.2557
[INFO] 2021-10-31 08:53:30 > Step: 924700 Progress: 92.5% Elapsed: 12 days, 18:41:09 Gen_loss: 2.468 Dis_loss: 0.6813 Cls_loss: 1.797 Topk: N/A ada_p: 0.2594
[INFO] 2021-10-31 08:55:04 > Step: 924800 Progress: 92.5% Elapsed: 12 days, 18:42:43 Gen_loss: 1.166 Dis_loss: 0.6106 Cls_loss: 1.576 Topk: N/A ada_p: 0.2617
[INFO] 2021-10-31 08:56:38 > Step: 924900 Progress: 92.5% Elapsed: 12 days, 18:44:17 Gen_loss: 2.963 Dis_loss: 0.9754 Cls_loss: 1.948 Topk: N/A ada_p: 0.2572
[INFO] 2021-10-31 08:58:12 > Step: 925000 Progress: 92.5% Elapsed: 12 days, 18:45:51 Gen_loss: 2.972 Dis_loss: 1.208 Cls_loss: 1.931 Topk: N/A ada_p: 0.2593
[INFO] 2021-10-31 08:59:56 > Step: 925100 Progress: 92.5% Elapsed: 12 days, 18:47:35 Gen_loss: 2.699 Dis_loss: 0.7871 Cls_loss: 1.764 Topk: N/A ada_p: 0.2512
[INFO] 2021-10-31 09:01:29 > Step: 925200 Progress: 92.5% Elapsed: 12 days, 18:49:08 Gen_loss: 2.949 Dis_loss: 0.6104 Cls_loss: 1.646 Topk: N/A ada_p: 0.262
[INFO] 2021-10-31 09:03:03 > Step: 925300 Progress: 92.5% Elapsed: 12 days, 18:50:42 Gen_loss: 2.743 Dis_loss: 1.006 Cls_loss: 1.984 Topk: N/A ada_p: 0.2613
[INFO] 2021-10-31 09:04:37 > Step: 925400 Progress: 92.5% Elapsed: 12 days, 18:52:15 Gen_loss: 2.907 Dis_loss: 0.7131 Cls_loss: 1.785 Topk: N/A ada_p: 0.259
[INFO] 2021-10-31 09:06:21 > Step: 925500 Progress: 92.5% Elapsed: 12 days, 18:54:00 Gen_loss: 1.456 Dis_loss: 1.072 Cls_loss: 1.767 Topk: N/A ada_p: 0.2615
[INFO] 2021-10-31 09:07:55 > Step: 925600 Progress: 92.6% Elapsed: 12 days, 18:55:33 Gen_loss: 2.061 Dis_loss: 0.9611 Cls_loss: 2.124 Topk: N/A ada_p: 0.2643
[INFO] 2021-10-31 09:09:28 > Step: 925700 Progress: 92.6% Elapsed: 12 days, 18:57:07 Gen_loss: 3.208 Dis_loss: 1.24 Cls_loss: 2.14 Topk: N/A ada_p: 0.2616
[INFO] 2021-10-31 09:11:02 > Step: 925800 Progress: 92.6% Elapsed: 12 days, 18:58:41 Gen_loss: 3.083 Dis_loss: 0.8965 Cls_loss: 1.938 Topk: N/A ada_p: 0.2636
[INFO] 2021-10-31 09:12:47 > Step: 925900 Progress: 92.6% Elapsed: 12 days, 19:00:25 Gen_loss: 2.533 Dis_loss: 0.9534 Cls_loss: 2.167 Topk: N/A ada_p: 0.2579
[INFO] 2021-10-31 09:14:21 > Step: 926000 Progress: 92.6% Elapsed: 12 days, 19:02:00 Gen_loss: 1.613 Dis_loss: 1.053 Cls_loss: 1.924 Topk: N/A ada_p: 0.2604
[INFO] 2021-10-31 09:15:55 > Step: 926100 Progress: 92.6% Elapsed: 12 days, 19:03:33 Gen_loss: 2.214 Dis_loss: 0.8067 Cls_loss: 1.896 Topk: N/A ada_p: 0.2636
[INFO] 2021-10-31 09:17:28 > Step: 926200 Progress: 92.6% Elapsed: 12 days, 19:05:07 Gen_loss: 1.675 Dis_loss: 1.093 Cls_loss: 1.965 Topk: N/A ada_p: 0.2665
[INFO] 2021-10-31 09:19:12 > Step: 926300 Progress: 92.6% Elapsed: 12 days, 19:06:51 Gen_loss: 3.119 Dis_loss: 0.7535 Cls_loss: 1.959 Topk: N/A ada_p: 0.2663
[INFO] 2021-10-31 09:20:46 > Step: 926400 Progress: 92.6% Elapsed: 12 days, 19:08:24 Gen_loss: 1.457 Dis_loss: 1.128 Cls_loss: 1.664 Topk: N/A ada_p: 0.2679
[INFO] 2021-10-31 09:22:19 > Step: 926500 Progress: 92.7% Elapsed: 12 days, 19:09:58 Gen_loss: 1.879 Dis_loss: 1.171 Cls_loss: 2.294 Topk: N/A ada_p: 0.2695
[INFO] 2021-10-31 09:23:53 > Step: 926600 Progress: 92.7% Elapsed: 12 days, 19:11:32 Gen_loss: 4.156 Dis_loss: 0.9124 Cls_loss: 1.91 Topk: N/A ada_p: 0.27
[INFO] 2021-10-31 09:25:37 > Step: 926700 Progress: 92.7% Elapsed: 12 days, 19:13:16 Gen_loss: 1.805 Dis_loss: 1.43 Cls_loss: 2.042 Topk: N/A ada_p: 0.2753
[INFO] 2021-10-31 09:27:11 > Step: 926800 Progress: 92.7% Elapsed: 12 days, 19:14:50 Gen_loss: 2.659 Dis_loss: 1.336 Cls_loss: 2.062 Topk: N/A ada_p: 0.264
[INFO] 2021-10-31 09:28:45 > Step: 926900 Progress: 92.7% Elapsed: 12 days, 19:16:24 Gen_loss: 3.421 Dis_loss: 1.513 Cls_loss: 1.88 Topk: N/A ada_p: 0.2634
[INFO] 2021-10-31 09:30:19 > Step: 927000 Progress: 92.7% Elapsed: 12 days, 19:17:58 Gen_loss: 0.8597 Dis_loss: 0.7435 Cls_loss: 1.768 Topk: N/A ada_p: 0.2677
[INFO] 2021-10-31 09:32:03 > Step: 927100 Progress: 92.7% Elapsed: 12 days, 19:19:42 Gen_loss: 1.569 Dis_loss: 1.526 Cls_loss: 2.064 Topk: N/A ada_p: 0.2679
[INFO] 2021-10-31 09:33:37 > Step: 927200 Progress: 92.7% Elapsed: 12 days, 19:21:16 Gen_loss: 2.909 Dis_loss: 1.371 Cls_loss: 1.454 Topk: N/A ada_p: 0.2717
[INFO] 2021-10-31 09:35:11 > Step: 927300 Progress: 92.7% Elapsed: 12 days, 19:22:50 Gen_loss: 1.945 Dis_loss: 1.294 Cls_loss: 1.508 Topk: N/A ada_p: 0.2752
[INFO] 2021-10-31 09:36:45 > Step: 927400 Progress: 92.7% Elapsed: 12 days, 19:24:23 Gen_loss: 2.461 Dis_loss: 0.7805 Cls_loss: 1.795 Topk: N/A ada_p: 0.2718
[INFO] 2021-10-31 09:38:29 > Step: 927500 Progress: 92.8% Elapsed: 12 days, 19:26:08 Gen_loss: 1.639 Dis_loss: 1.199 Cls_loss: 1.831 Topk: N/A ada_p: 0.2745
[INFO] 2021-10-31 09:40:03 > Step: 927600 Progress: 92.8% Elapsed: 12 days, 19:27:41 Gen_loss: 1.82 Dis_loss: 0.9091 Cls_loss: 1.957 Topk: N/A ada_p: 0.2712
[INFO] 2021-10-31 09:41:36 > Step: 927700 Progress: 92.8% Elapsed: 12 days, 19:29:15 Gen_loss: 2.996 Dis_loss: 1.041 Cls_loss: 2.031 Topk: N/A ada_p: 0.268
[INFO] 2021-10-31 09:43:10 > Step: 927800 Progress: 92.8% Elapsed: 12 days, 19:30:48 Gen_loss: 3.498 Dis_loss: 1.105 Cls_loss: 1.785 Topk: N/A ada_p: 0.2631
[INFO] 2021-10-31 09:44:53 > Step: 927900 Progress: 92.8% Elapsed: 12 days, 19:32:32 Gen_loss: 2.406 Dis_loss: 0.6405 Cls_loss: 1.604 Topk: N/A ada_p: 0.2648
[INFO] 2021-10-31 09:46:27 > Step: 928000 Progress: 92.8% Elapsed: 12 days, 19:34:06 Gen_loss: 2.76 Dis_loss: 1.087 Cls_loss: 1.929 Topk: N/A ada_p: 0.2658
[INFO] 2021-10-31 09:48:01 > Step: 928100 Progress: 92.8% Elapsed: 12 days, 19:35:39 Gen_loss: 2.294 Dis_loss: 1.207 Cls_loss: 1.698 Topk: N/A ada_p: 0.2629
[INFO] 2021-10-31 09:49:34 > Step: 928200 Progress: 92.8% Elapsed: 12 days, 19:37:13 Gen_loss: 2.388 Dis_loss: 1.52 Cls_loss: 2.37 Topk: N/A ada_p: 0.267
[INFO] 2021-10-31 09:51:18 > Step: 928300 Progress: 92.8% Elapsed: 12 days, 19:38:57 Gen_loss: 2.761 Dis_loss: 1.007 Cls_loss: 1.994 Topk: N/A ada_p: 0.2622
[INFO] 2021-10-31 09:52:51 > Step: 928400 Progress: 92.8% Elapsed: 12 days, 19:40:30 Gen_loss: 1.736 Dis_loss: 1.071 Cls_loss: 1.825 Topk: N/A ada_p: 0.2584
[INFO] 2021-10-31 09:54:25 > Step: 928500 Progress: 92.8% Elapsed: 12 days, 19:42:04 Gen_loss: 2.154 Dis_loss: 0.9143 Cls_loss: 1.991 Topk: N/A ada_p: 0.2598
[INFO] 2021-10-31 09:56:09 > Step: 928600 Progress: 92.9% Elapsed: 12 days, 19:43:47 Gen_loss: 3.189 Dis_loss: 0.9512 Cls_loss: 2.171 Topk: N/A ada_p: 0.2652
[INFO] 2021-10-31 09:57:42 > Step: 928700 Progress: 92.9% Elapsed: 12 days, 19:45:21 Gen_loss: 2.254 Dis_loss: 0.8223 Cls_loss: 1.738 Topk: N/A ada_p: 0.2643
[INFO] 2021-10-31 09:59:15 > Step: 928800 Progress: 92.9% Elapsed: 12 days, 19:46:54 Gen_loss: 2.551 Dis_loss: 1.075 Cls_loss: 2.028 Topk: N/A ada_p: 0.2628
[INFO] 2021-10-31 10:00:49 > Step: 928900 Progress: 92.9% Elapsed: 12 days, 19:48:28 Gen_loss: 2.533 Dis_loss: 0.7511 Cls_loss: 1.709 Topk: N/A ada_p: 0.2647
[INFO] 2021-10-31 10:02:33 > Step: 929000 Progress: 92.9% Elapsed: 12 days, 19:50:11 Gen_loss: 1.359 Dis_loss: 0.9675 Cls_loss: 1.813 Topk: N/A ada_p: 0.2695
[INFO] 2021-10-31 10:04:06 > Step: 929100 Progress: 92.9% Elapsed: 12 days, 19:51:45 Gen_loss: 2.852 Dis_loss: 1.502 Cls_loss: 2.134 Topk: N/A ada_p: 0.2732
[INFO] 2021-10-31 10:05:40 > Step: 929200 Progress: 92.9% Elapsed: 12 days, 19:53:19 Gen_loss: 1.52 Dis_loss: 2.065 Cls_loss: 1.963 Topk: N/A ada_p: 0.2694
[INFO] 2021-10-31 10:07:14 > Step: 929300 Progress: 92.9% Elapsed: 12 days, 19:54:52 Gen_loss: 3.487 Dis_loss: 1.114 Cls_loss: 2.305 Topk: N/A ada_p: 0.267
[INFO] 2021-10-31 10:08:57 > Step: 929400 Progress: 92.9% Elapsed: 12 days, 19:56:36 Gen_loss: 3.071 Dis_loss: 1.414 Cls_loss: 2.51 Topk: N/A ada_p: 0.2729
[INFO] 2021-10-31 10:10:31 > Step: 929500 Progress: 93.0% Elapsed: 12 days, 19:58:10 Gen_loss: 3.014 Dis_loss: 0.8299 Cls_loss: 2.117 Topk: N/A ada_p: 0.2668
[INFO] 2021-10-31 10:12:05 > Step: 929600 Progress: 93.0% Elapsed: 12 days, 19:59:44 Gen_loss: 2.374 Dis_loss: 1.16 Cls_loss: 1.873 Topk: N/A ada_p: 0.2684
[INFO] 2021-10-31 10:13:39 > Step: 929700 Progress: 93.0% Elapsed: 12 days, 20:01:18 Gen_loss: 3.259 Dis_loss: 0.7264 Cls_loss: 1.71 Topk: N/A ada_p: 0.2642
[INFO] 2021-10-31 10:15:23 > Step: 929800 Progress: 93.0% Elapsed: 12 days, 20:03:02 Gen_loss: 2.162 Dis_loss: 1.335 Cls_loss: 2.22 Topk: N/A ada_p: 0.2634
[INFO] 2021-10-31 10:16:57 > Step: 929900 Progress: 93.0% Elapsed: 12 days, 20:04:36 Gen_loss: 1.933 Dis_loss: 0.6921 Cls_loss: 1.794 Topk: N/A ada_p: 0.2697
[INFO] 2021-10-31 10:18:31 > Step: 930000 Progress: 93.0% Elapsed: 12 days, 20:06:09 Gen_loss: 1.687 Dis_loss: 0.6175 Cls_loss: 1.658 Topk: N/A ada_p: 0.2648
[INFO] 2021-10-31 10:18:31 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-31 10:18:31 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_930000.png
[INFO] 2021-10-31 10:18:31 > Start Evaluation (930000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-31 10:18:31 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-31 10:24:02 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-31 10:29:38 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-31 10:54:07 > Inception score (Step: 930000, 50000 generated images): 10.60865306854248
[INFO] 2021-10-31 10:54:07 > FID score (Step: 930000, Using train moments): 2.3507290751163055
[INFO] 2021-10-31 10:54:07 > Improved Precision (Step: 930000, Using train images): 0.76148
[INFO] 2021-10-31 10:54:07 > Improved Recall (Step: 930000, Using train images): 0.64478
[INFO] 2021-10-31 10:54:07 > Density (Step: 930000, Using train images): 1.071992
[INFO] 2021-10-31 10:54:07 > Coverage (Step: 930000, Using train images): 0.93162
[INFO] 2021-10-31 10:54:07 > Best FID score (Step: 930000, Using train moments): 2.3507290751163055
[INFO] 2021-10-31 10:54:32 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-31 10:59:06 > Step: 930100 Progress: 93.0% Elapsed: 12 days, 20:46:45 Gen_loss: 2.076 Dis_loss: 0.8122 Cls_loss: 1.836 Topk: N/A ada_p: 0.267
[INFO] 2021-10-31 11:00:56 > Step: 930200 Progress: 93.0% Elapsed: 12 days, 20:48:35 Gen_loss: 1.077 Dis_loss: 1.346 Cls_loss: 2.571 Topk: N/A ada_p: 0.2741
[INFO] 2021-10-31 11:02:30 > Step: 930300 Progress: 93.0% Elapsed: 12 days, 20:50:09 Gen_loss: 1.81 Dis_loss: 0.9095 Cls_loss: 1.856 Topk: N/A ada_p: 0.2756
[INFO] 2021-10-31 11:04:04 > Step: 930400 Progress: 93.0% Elapsed: 12 days, 20:51:43 Gen_loss: 1.909 Dis_loss: 1.041 Cls_loss: 1.93 Topk: N/A ada_p: 0.2738
[INFO] 2021-10-31 11:05:38 > Step: 930500 Progress: 93.0% Elapsed: 12 days, 20:53:17 Gen_loss: 2.523 Dis_loss: 0.8542 Cls_loss: 1.663 Topk: N/A ada_p: 0.2739
[INFO] 2021-10-31 11:07:21 > Step: 930600 Progress: 93.1% Elapsed: 12 days, 20:55:00 Gen_loss: 1.895 Dis_loss: 1.295 Cls_loss: 1.925 Topk: N/A ada_p: 0.2731
[INFO] 2021-10-31 11:08:55 > Step: 930700 Progress: 93.1% Elapsed: 12 days, 20:56:34 Gen_loss: 1.686 Dis_loss: 1.103 Cls_loss: 1.695 Topk: N/A ada_p: 0.2707
[INFO] 2021-10-31 11:10:28 > Step: 930800 Progress: 93.1% Elapsed: 12 days, 20:58:07 Gen_loss: 2.08 Dis_loss: 1.138 Cls_loss: 2.276 Topk: N/A ada_p: 0.2653
[INFO] 2021-10-31 11:12:02 > Step: 930900 Progress: 93.1% Elapsed: 12 days, 20:59:41 Gen_loss: 0.959 Dis_loss: 0.6001 Cls_loss: 1.627 Topk: N/A ada_p: 0.2613
[INFO] 2021-10-31 11:13:46 > Step: 931000 Progress: 93.1% Elapsed: 12 days, 21:01:25 Gen_loss: 2.924 Dis_loss: 1.069 Cls_loss: 1.742 Topk: N/A ada_p: 0.2611
[INFO] 2021-10-31 11:15:20 > Step: 931100 Progress: 93.1% Elapsed: 12 days, 21:02:58 Gen_loss: 3.81 Dis_loss: 0.8851 Cls_loss: 2.134 Topk: N/A ada_p: 0.2566
[INFO] 2021-10-31 11:16:54 > Step: 931200 Progress: 93.1% Elapsed: 12 days, 21:04:33 Gen_loss: 3.975 Dis_loss: 1.627 Cls_loss: 2.454 Topk: N/A ada_p: 0.2543
[INFO] 2021-10-31 11:18:28 > Step: 931300 Progress: 93.1% Elapsed: 12 days, 21:06:06 Gen_loss: 1.554 Dis_loss: 0.7729 Cls_loss: 1.701 Topk: N/A ada_p: 0.2498
[INFO] 2021-10-31 11:20:12 > Step: 931400 Progress: 93.1% Elapsed: 12 days, 21:07:51 Gen_loss: 3.356 Dis_loss: 0.9797 Cls_loss: 1.783 Topk: N/A ada_p: 0.2547
[INFO] 2021-10-31 11:21:46 > Step: 931500 Progress: 93.2% Elapsed: 12 days, 21:09:25 Gen_loss: 2.037 Dis_loss: 0.9602 Cls_loss: 2.014 Topk: N/A ada_p: 0.251
[INFO] 2021-10-31 11:23:19 > Step: 931600 Progress: 93.2% Elapsed: 12 days, 21:10:58 Gen_loss: 2.832 Dis_loss: 0.7047 Cls_loss: 1.616 Topk: N/A ada_p: 0.2492
[INFO] 2021-10-31 11:24:53 > Step: 931700 Progress: 93.2% Elapsed: 12 days, 21:12:32 Gen_loss: 1.456 Dis_loss: 1.067 Cls_loss: 2.209 Topk: N/A ada_p: 0.2534
[INFO] 2021-10-31 11:26:37 > Step: 931800 Progress: 93.2% Elapsed: 12 days, 21:14:16 Gen_loss: 3.244 Dis_loss: 0.7797 Cls_loss: 1.699 Topk: N/A ada_p: 0.2555
[INFO] 2021-10-31 11:28:11 > Step: 931900 Progress: 93.2% Elapsed: 12 days, 21:15:49 Gen_loss: 2.503 Dis_loss: 1.167 Cls_loss: 2.108 Topk: N/A ada_p: 0.2599
[INFO] 2021-10-31 11:29:44 > Step: 932000 Progress: 93.2% Elapsed: 12 days, 21:17:23 Gen_loss: 3.302 Dis_loss: 0.8948 Cls_loss: 2.015 Topk: N/A ada_p: 0.2666
[INFO] 2021-10-31 11:31:18 > Step: 932100 Progress: 93.2% Elapsed: 12 days, 21:18:57 Gen_loss: 1.524 Dis_loss: 0.6405 Cls_loss: 1.532 Topk: N/A ada_p: 0.266
[INFO] 2021-10-31 11:33:02 > Step: 932200 Progress: 93.2% Elapsed: 12 days, 21:20:41 Gen_loss: 2.117 Dis_loss: 0.7285 Cls_loss: 1.844 Topk: N/A ada_p: 0.259
[INFO] 2021-10-31 11:34:36 > Step: 932300 Progress: 93.2% Elapsed: 12 days, 21:22:15 Gen_loss: 1.62 Dis_loss: 1.201 Cls_loss: 1.904 Topk: N/A ada_p: 0.2564
[INFO] 2021-10-31 11:36:11 > Step: 932400 Progress: 93.2% Elapsed: 12 days, 21:23:49 Gen_loss: 3.031 Dis_loss: 1.002 Cls_loss: 1.881 Topk: N/A ada_p: 0.2571
[INFO] 2021-10-31 11:37:55 > Step: 932500 Progress: 93.2% Elapsed: 12 days, 21:25:34 Gen_loss: 2.808 Dis_loss: 0.8431 Cls_loss: 1.757 Topk: N/A ada_p: 0.2588
[INFO] 2021-10-31 11:39:28 > Step: 932600 Progress: 93.3% Elapsed: 12 days, 21:27:07 Gen_loss: 1.256 Dis_loss: 0.9512 Cls_loss: 1.789 Topk: N/A ada_p: 0.2611
[INFO] 2021-10-31 11:41:02 > Step: 932700 Progress: 93.3% Elapsed: 12 days, 21:28:41 Gen_loss: 1.723 Dis_loss: 1.114 Cls_loss: 1.92 Topk: N/A ada_p: 0.2597
[INFO] 2021-10-31 11:42:36 > Step: 932800 Progress: 93.3% Elapsed: 12 days, 21:30:15 Gen_loss: 2.926 Dis_loss: 1.755 Cls_loss: 1.747 Topk: N/A ada_p: 0.2594
[INFO] 2021-10-31 11:44:20 > Step: 932900 Progress: 93.3% Elapsed: 12 days, 21:31:59 Gen_loss: 0.8882 Dis_loss: 1.03 Cls_loss: 1.952 Topk: N/A ada_p: 0.2675
[INFO] 2021-10-31 11:45:53 > Step: 933000 Progress: 93.3% Elapsed: 12 days, 21:33:32 Gen_loss: 2.864 Dis_loss: 0.8365 Cls_loss: 2.094 Topk: N/A ada_p: 0.2629
[INFO] 2021-10-31 11:47:27 > Step: 933100 Progress: 93.3% Elapsed: 12 days, 21:35:06 Gen_loss: 2.75 Dis_loss: 1.073 Cls_loss: 1.812 Topk: N/A ada_p: 0.2633
[INFO] 2021-10-31 11:49:01 > Step: 933200 Progress: 93.3% Elapsed: 12 days, 21:36:40 Gen_loss: 1.975 Dis_loss: 1.202 Cls_loss: 2.241 Topk: N/A ada_p: 0.2581
[INFO] 2021-10-31 11:50:45 > Step: 933300 Progress: 93.3% Elapsed: 12 days, 21:38:23 Gen_loss: 1.18 Dis_loss: 0.9542 Cls_loss: 1.648 Topk: N/A ada_p: 0.2593
[INFO] 2021-10-31 11:52:19 > Step: 933400 Progress: 93.3% Elapsed: 12 days, 21:39:58 Gen_loss: 3.221 Dis_loss: 1.343 Cls_loss: 1.616 Topk: N/A ada_p: 0.2596
[INFO] 2021-10-31 11:53:53 > Step: 933500 Progress: 93.3% Elapsed: 12 days, 21:41:32 Gen_loss: 2.817 Dis_loss: 0.967 Cls_loss: 2.057 Topk: N/A ada_p: 0.2569
[INFO] 2021-10-31 11:55:26 > Step: 933600 Progress: 93.4% Elapsed: 12 days, 21:43:05 Gen_loss: 2.469 Dis_loss: 1.026 Cls_loss: 1.663 Topk: N/A ada_p: 0.2553
[INFO] 2021-10-31 11:57:10 > Step: 933700 Progress: 93.4% Elapsed: 12 days, 21:44:49 Gen_loss: 2.093 Dis_loss: 0.9966 Cls_loss: 2.263 Topk: N/A ada_p: 0.2588
[INFO] 2021-10-31 11:58:44 > Step: 933800 Progress: 93.4% Elapsed: 12 days, 21:46:23 Gen_loss: 2.749 Dis_loss: 0.7636 Cls_loss: 1.491 Topk: N/A ada_p: 0.2567
[INFO] 2021-10-31 12:00:18 > Step: 933900 Progress: 93.4% Elapsed: 12 days, 21:47:57 Gen_loss: 1.089 Dis_loss: 1.207 Cls_loss: 1.768 Topk: N/A ada_p: 0.2566
[INFO] 2021-10-31 12:01:52 > Step: 934000 Progress: 93.4% Elapsed: 12 days, 21:49:30 Gen_loss: 2.854 Dis_loss: 1.139 Cls_loss: 2.373 Topk: N/A ada_p: 0.2517
[INFO] 2021-10-31 12:03:36 > Step: 934100 Progress: 93.4% Elapsed: 12 days, 21:51:14 Gen_loss: 3.785 Dis_loss: 1.009 Cls_loss: 1.769 Topk: N/A ada_p: 0.2524
[INFO] 2021-10-31 12:05:09 > Step: 934200 Progress: 93.4% Elapsed: 12 days, 21:52:48 Gen_loss: 3.863 Dis_loss: 0.8428 Cls_loss: 2.002 Topk: N/A ada_p: 0.2516
[INFO] 2021-10-31 12:06:43 > Step: 934300 Progress: 93.4% Elapsed: 12 days, 21:54:22 Gen_loss: 1.878 Dis_loss: 1.66 Cls_loss: 1.818 Topk: N/A ada_p: 0.2564
[INFO] 2021-10-31 12:08:17 > Step: 934400 Progress: 93.4% Elapsed: 12 days, 21:55:56 Gen_loss: 1.477 Dis_loss: 1.148 Cls_loss: 1.674 Topk: N/A ada_p: 0.2566
[INFO] 2021-10-31 12:10:01 > Step: 934500 Progress: 93.5% Elapsed: 12 days, 21:57:40 Gen_loss: 2.092 Dis_loss: 0.8353 Cls_loss: 1.918 Topk: N/A ada_p: 0.2639
[INFO] 2021-10-31 12:11:35 > Step: 934600 Progress: 93.5% Elapsed: 12 days, 21:59:13 Gen_loss: 1.487 Dis_loss: 0.8155 Cls_loss: 1.548 Topk: N/A ada_p: 0.2672
[INFO] 2021-10-31 12:13:08 > Step: 934700 Progress: 93.5% Elapsed: 12 days, 22:00:47 Gen_loss: 1.512 Dis_loss: 1.199 Cls_loss: 1.684 Topk: N/A ada_p: 0.2599
[INFO] 2021-10-31 12:14:42 > Step: 934800 Progress: 93.5% Elapsed: 12 days, 22:02:20 Gen_loss: 3.18 Dis_loss: 1.38 Cls_loss: 2.073 Topk: N/A ada_p: 0.2622
[INFO] 2021-10-31 12:16:26 > Step: 934900 Progress: 93.5% Elapsed: 12 days, 22:04:05 Gen_loss: 2.837 Dis_loss: 1.143 Cls_loss: 1.828 Topk: N/A ada_p: 0.2634
[INFO] 2021-10-31 12:18:00 > Step: 935000 Progress: 93.5% Elapsed: 12 days, 22:05:39 Gen_loss: 3.107 Dis_loss: 1.171 Cls_loss: 1.985 Topk: N/A ada_p: 0.2683
[INFO] 2021-10-31 12:19:34 > Step: 935100 Progress: 93.5% Elapsed: 12 days, 22:07:13 Gen_loss: 1.599 Dis_loss: 1.792 Cls_loss: 2.139 Topk: N/A ada_p: 0.2668
[INFO] 2021-10-31 12:21:07 > Step: 935200 Progress: 93.5% Elapsed: 12 days, 22:08:46 Gen_loss: 1.647 Dis_loss: 0.9992 Cls_loss: 1.819 Topk: N/A ada_p: 0.2617
[INFO] 2021-10-31 12:22:52 > Step: 935300 Progress: 93.5% Elapsed: 12 days, 22:10:30 Gen_loss: 2.105 Dis_loss: 1.016 Cls_loss: 1.661 Topk: N/A ada_p: 0.2629
[INFO] 2021-10-31 12:24:25 > Step: 935400 Progress: 93.5% Elapsed: 12 days, 22:12:04 Gen_loss: 2.711 Dis_loss: 1.689 Cls_loss: 2.148 Topk: N/A ada_p: 0.259
[INFO] 2021-10-31 12:25:59 > Step: 935500 Progress: 93.5% Elapsed: 12 days, 22:13:37 Gen_loss: 3.31 Dis_loss: 1.169 Cls_loss: 1.92 Topk: N/A ada_p: 0.2635
[INFO] 2021-10-31 12:27:32 > Step: 935600 Progress: 93.6% Elapsed: 12 days, 22:15:11 Gen_loss: 2.204 Dis_loss: 0.8099 Cls_loss: 1.731 Topk: N/A ada_p: 0.2707
[INFO] 2021-10-31 12:29:16 > Step: 935700 Progress: 93.6% Elapsed: 12 days, 22:16:55 Gen_loss: 2.202 Dis_loss: 0.9275 Cls_loss: 1.594 Topk: N/A ada_p: 0.2695
[INFO] 2021-10-31 12:30:49 > Step: 935800 Progress: 93.6% Elapsed: 12 days, 22:18:28 Gen_loss: 2.98 Dis_loss: 0.8965 Cls_loss: 2.126 Topk: N/A ada_p: 0.2688
[INFO] 2021-10-31 12:32:23 > Step: 935900 Progress: 93.6% Elapsed: 12 days, 22:20:02 Gen_loss: 2.423 Dis_loss: 0.6295 Cls_loss: 1.592 Topk: N/A ada_p: 0.2702
[INFO] 2021-10-31 12:33:57 > Step: 936000 Progress: 93.6% Elapsed: 12 days, 22:21:36 Gen_loss: 4.981 Dis_loss: 2.301 Cls_loss: 1.994 Topk: N/A ada_p: 0.2643
[INFO] 2021-10-31 12:35:41 > Step: 936100 Progress: 93.6% Elapsed: 12 days, 22:23:20 Gen_loss: 1.714 Dis_loss: 1.153 Cls_loss: 1.971 Topk: N/A ada_p: 0.2672
[INFO] 2021-10-31 12:37:15 > Step: 936200 Progress: 93.6% Elapsed: 12 days, 22:24:54 Gen_loss: 2.631 Dis_loss: 0.8349 Cls_loss: 1.47 Topk: N/A ada_p: 0.2636
[INFO] 2021-10-31 12:38:49 > Step: 936300 Progress: 93.6% Elapsed: 12 days, 22:26:28 Gen_loss: 1.935 Dis_loss: 0.9327 Cls_loss: 1.94 Topk: N/A ada_p: 0.2674
[INFO] 2021-10-31 12:40:33 > Step: 936400 Progress: 93.6% Elapsed: 12 days, 22:28:12 Gen_loss: 3.046 Dis_loss: 0.8642 Cls_loss: 1.945 Topk: N/A ada_p: 0.2658
[INFO] 2021-10-31 12:42:06 > Step: 936500 Progress: 93.7% Elapsed: 12 days, 22:29:45 Gen_loss: 1.908 Dis_loss: 0.8097 Cls_loss: 1.88 Topk: N/A ada_p: 0.2611
[INFO] 2021-10-31 12:43:40 > Step: 936600 Progress: 93.7% Elapsed: 12 days, 22:31:19 Gen_loss: 2.392 Dis_loss: 0.7279 Cls_loss: 1.966 Topk: N/A ada_p: 0.2578
[INFO] 2021-10-31 12:45:14 > Step: 936700 Progress: 93.7% Elapsed: 12 days, 22:32:53 Gen_loss: 2.258 Dis_loss: 1.108 Cls_loss: 1.88 Topk: N/A ada_p: 0.2579
[INFO] 2021-10-31 12:46:58 > Step: 936800 Progress: 93.7% Elapsed: 12 days, 22:34:37 Gen_loss: 1.808 Dis_loss: 0.7786 Cls_loss: 1.632 Topk: N/A ada_p: 0.2512
[INFO] 2021-10-31 12:48:31 > Step: 936900 Progress: 93.7% Elapsed: 12 days, 22:36:10 Gen_loss: 3.573 Dis_loss: 0.9242 Cls_loss: 1.458 Topk: N/A ada_p: 0.256
[INFO] 2021-10-31 12:50:05 > Step: 937000 Progress: 93.7% Elapsed: 12 days, 22:37:44 Gen_loss: 2.285 Dis_loss: 0.7668 Cls_loss: 1.875 Topk: N/A ada_p: 0.2598
[INFO] 2021-10-31 12:51:39 > Step: 937100 Progress: 93.7% Elapsed: 12 days, 22:39:18 Gen_loss: 1.604 Dis_loss: 1.036 Cls_loss: 1.746 Topk: N/A ada_p: 0.2622
[INFO] 2021-10-31 12:53:23 > Step: 937200 Progress: 93.7% Elapsed: 12 days, 22:41:02 Gen_loss: 3.061 Dis_loss: 1.144 Cls_loss: 2.012 Topk: N/A ada_p: 0.2622
[INFO] 2021-10-31 12:54:57 > Step: 937300 Progress: 93.7% Elapsed: 12 days, 22:42:36 Gen_loss: 2.111 Dis_loss: 0.9382 Cls_loss: 2.181 Topk: N/A ada_p: 0.2672
[INFO] 2021-10-31 12:56:31 > Step: 937400 Progress: 93.7% Elapsed: 12 days, 22:44:10 Gen_loss: 2.586 Dis_loss: 0.7841 Cls_loss: 2.196 Topk: N/A ada_p: 0.2665
[INFO] 2021-10-31 12:58:05 > Step: 937500 Progress: 93.8% Elapsed: 12 days, 22:45:44 Gen_loss: 2.929 Dis_loss: 0.8748 Cls_loss: 2.077 Topk: N/A ada_p: 0.261
[INFO] 2021-10-31 12:59:49 > Step: 937600 Progress: 93.8% Elapsed: 12 days, 22:47:28 Gen_loss: 2.743 Dis_loss: 0.7917 Cls_loss: 1.611 Topk: N/A ada_p: 0.2576
[INFO] 2021-10-31 13:01:23 > Step: 937700 Progress: 93.8% Elapsed: 12 days, 22:49:02 Gen_loss: 2.892 Dis_loss: 0.9521 Cls_loss: 1.615 Topk: N/A ada_p: 0.2578
[INFO] 2021-10-31 13:02:57 > Step: 937800 Progress: 93.8% Elapsed: 12 days, 22:50:35 Gen_loss: 0.9169 Dis_loss: 1.11 Cls_loss: 1.782 Topk: N/A ada_p: 0.2549
[INFO] 2021-10-31 13:04:30 > Step: 937900 Progress: 93.8% Elapsed: 12 days, 22:52:09 Gen_loss: 2.343 Dis_loss: 1.161 Cls_loss: 2.021 Topk: N/A ada_p: 0.2581
[INFO] 2021-10-31 13:06:14 > Step: 938000 Progress: 93.8% Elapsed: 12 days, 22:53:53 Gen_loss: 4.086 Dis_loss: 1.193 Cls_loss: 1.909 Topk: N/A ada_p: 0.2656
[INFO] 2021-10-31 13:07:48 > Step: 938100 Progress: 93.8% Elapsed: 12 days, 22:55:26 Gen_loss: 3.437 Dis_loss: 0.9425 Cls_loss: 2.025 Topk: N/A ada_p: 0.2657
[INFO] 2021-10-31 13:09:21 > Step: 938200 Progress: 93.8% Elapsed: 12 days, 22:57:00 Gen_loss: 1.513 Dis_loss: 1.21 Cls_loss: 1.986 Topk: N/A ada_p: 0.267
[INFO] 2021-10-31 13:10:55 > Step: 938300 Progress: 93.8% Elapsed: 12 days, 22:58:34 Gen_loss: 3.43 Dis_loss: 0.8852 Cls_loss: 1.813 Topk: N/A ada_p: 0.2674
[INFO] 2021-10-31 13:12:40 > Step: 938400 Progress: 93.8% Elapsed: 12 days, 23:00:18 Gen_loss: 1.291 Dis_loss: 0.8545 Cls_loss: 1.945 Topk: N/A ada_p: 0.2638
[INFO] 2021-10-31 13:14:13 > Step: 938500 Progress: 93.8% Elapsed: 12 days, 23:01:52 Gen_loss: 1.99 Dis_loss: 1.854 Cls_loss: 2.231 Topk: N/A ada_p: 0.268
[INFO] 2021-10-31 13:15:47 > Step: 938600 Progress: 93.9% Elapsed: 12 days, 23:03:26 Gen_loss: 2.681 Dis_loss: 0.7974 Cls_loss: 1.932 Topk: N/A ada_p: 0.2749
[INFO] 2021-10-31 13:17:20 > Step: 938700 Progress: 93.9% Elapsed: 12 days, 23:04:59 Gen_loss: 2.607 Dis_loss: 1.166 Cls_loss: 2.282 Topk: N/A ada_p: 0.2748
[INFO] 2021-10-31 13:19:04 > Step: 938800 Progress: 93.9% Elapsed: 12 days, 23:06:43 Gen_loss: 1.348 Dis_loss: 1.133 Cls_loss: 1.728 Topk: N/A ada_p: 0.2679
[INFO] 2021-10-31 13:20:38 > Step: 938900 Progress: 93.9% Elapsed: 12 days, 23:08:17 Gen_loss: 1.661 Dis_loss: 1.091 Cls_loss: 2.059 Topk: N/A ada_p: 0.2662
[INFO] 2021-10-31 13:22:12 > Step: 939000 Progress: 93.9% Elapsed: 12 days, 23:09:50 Gen_loss: 3.238 Dis_loss: 1.062 Cls_loss: 1.885 Topk: N/A ada_p: 0.2683
[INFO] 2021-10-31 13:23:45 > Step: 939100 Progress: 93.9% Elapsed: 12 days, 23:11:24 Gen_loss: 3.415 Dis_loss: 0.7148 Cls_loss: 1.887 Topk: N/A ada_p: 0.2663
[INFO] 2021-10-31 13:25:29 > Step: 939200 Progress: 93.9% Elapsed: 12 days, 23:13:08 Gen_loss: 3.81 Dis_loss: 1.901 Cls_loss: 1.961 Topk: N/A ada_p: 0.2727
[INFO] 2021-10-31 13:27:03 > Step: 939300 Progress: 93.9% Elapsed: 12 days, 23:14:41 Gen_loss: 2.004 Dis_loss: 0.8114 Cls_loss: 1.957 Topk: N/A ada_p: 0.2736
[INFO] 2021-10-31 13:28:36 > Step: 939400 Progress: 93.9% Elapsed: 12 days, 23:16:15 Gen_loss: 2.799 Dis_loss: 0.8503 Cls_loss: 2.07 Topk: N/A ada_p: 0.27
[INFO] 2021-10-31 13:30:10 > Step: 939500 Progress: 94.0% Elapsed: 12 days, 23:17:49 Gen_loss: 2.206 Dis_loss: 0.8924 Cls_loss: 1.952 Topk: N/A ada_p: 0.2707
[INFO] 2021-10-31 13:31:54 > Step: 939600 Progress: 94.0% Elapsed: 12 days, 23:19:32 Gen_loss: 2.145 Dis_loss: 1.045 Cls_loss: 1.917 Topk: N/A ada_p: 0.2722
[INFO] 2021-10-31 13:33:28 > Step: 939700 Progress: 94.0% Elapsed: 12 days, 23:21:07 Gen_loss: 2.115 Dis_loss: 0.9527 Cls_loss: 1.714 Topk: N/A ada_p: 0.2698
[INFO] 2021-10-31 13:35:01 > Step: 939800 Progress: 94.0% Elapsed: 12 days, 23:22:40 Gen_loss: 2.204 Dis_loss: 1.059 Cls_loss: 2.083 Topk: N/A ada_p: 0.2642
[INFO] 2021-10-31 13:36:35 > Step: 939900 Progress: 94.0% Elapsed: 12 days, 23:24:14 Gen_loss: 4.187 Dis_loss: 0.9308 Cls_loss: 1.995 Topk: N/A ada_p: 0.2633
[INFO] 2021-10-31 13:38:19 > Step: 940000 Progress: 94.0% Elapsed: 12 days, 23:25:57 Gen_loss: 2.675 Dis_loss: 0.9307 Cls_loss: 1.794 Topk: N/A ada_p: 0.2656
[INFO] 2021-10-31 13:38:19 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-31 13:38:19 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_940000.png
[INFO] 2021-10-31 13:38:19 > Start Evaluation (940000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-31 13:38:19 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-31 13:43:50 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-31 13:49:26 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-31 14:13:33 > Inception score (Step: 940000, 50000 generated images): 10.617955207824707
[INFO] 2021-10-31 14:13:33 > FID score (Step: 940000, Using train moments): 2.359032926155521
[INFO] 2021-10-31 14:13:33 > Improved Precision (Step: 940000, Using train images): 0.75768
[INFO] 2021-10-31 14:13:33 > Improved Recall (Step: 940000, Using train images): 0.64664
[INFO] 2021-10-31 14:13:33 > Density (Step: 940000, Using train images): 1.05314
[INFO] 2021-10-31 14:13:33 > Coverage (Step: 940000, Using train images): 0.93114
[INFO] 2021-10-31 14:13:33 > Best FID score (Step: 930000, Using train moments): 2.3507290751163055
[INFO] 2021-10-31 14:13:43 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-31 14:18:35 > Step: 940100 Progress: 94.0% Elapsed: 13 days, 0:06:14 Gen_loss: 2.561 Dis_loss: 0.89 Cls_loss: 1.996 Topk: N/A ada_p: 0.2621
[INFO] 2021-10-31 14:20:08 > Step: 940200 Progress: 94.0% Elapsed: 13 days, 0:07:47 Gen_loss: 2.136 Dis_loss: 1.183 Cls_loss: 2.146 Topk: N/A ada_p: 0.2585
[INFO] 2021-10-31 14:21:58 > Step: 940300 Progress: 94.0% Elapsed: 13 days, 0:09:37 Gen_loss: 1.784 Dis_loss: 1.028 Cls_loss: 2.217 Topk: N/A ada_p: 0.2571
[INFO] 2021-10-31 14:23:32 > Step: 940400 Progress: 94.0% Elapsed: 13 days, 0:11:10 Gen_loss: 3.983 Dis_loss: 0.6093 Cls_loss: 1.597 Topk: N/A ada_p: 0.2612
[INFO] 2021-10-31 14:25:05 > Step: 940500 Progress: 94.0% Elapsed: 13 days, 0:12:44 Gen_loss: 3.576 Dis_loss: 1.084 Cls_loss: 2.11 Topk: N/A ada_p: 0.267
[INFO] 2021-10-31 14:26:39 > Step: 940600 Progress: 94.1% Elapsed: 13 days, 0:14:18 Gen_loss: 2.432 Dis_loss: 0.8603 Cls_loss: 1.656 Topk: N/A ada_p: 0.2713
[INFO] 2021-10-31 14:28:23 > Step: 940700 Progress: 94.1% Elapsed: 13 days, 0:16:02 Gen_loss: 1.561 Dis_loss: 1.238 Cls_loss: 2.048 Topk: N/A ada_p: 0.2648
[INFO] 2021-10-31 14:29:57 > Step: 940800 Progress: 94.1% Elapsed: 13 days, 0:17:35 Gen_loss: 2.915 Dis_loss: 1.106 Cls_loss: 1.817 Topk: N/A ada_p: 0.2576
[INFO] 2021-10-31 14:31:31 > Step: 940900 Progress: 94.1% Elapsed: 13 days, 0:19:09 Gen_loss: 3.072 Dis_loss: 1.306 Cls_loss: 1.942 Topk: N/A ada_p: 0.2593
[INFO] 2021-10-31 14:33:04 > Step: 941000 Progress: 94.1% Elapsed: 13 days, 0:20:43 Gen_loss: 2.033 Dis_loss: 1.294 Cls_loss: 1.836 Topk: N/A ada_p: 0.2598
[INFO] 2021-10-31 14:34:48 > Step: 941100 Progress: 94.1% Elapsed: 13 days, 0:22:27 Gen_loss: 1.805 Dis_loss: 1.026 Cls_loss: 1.839 Topk: N/A ada_p: 0.2569
[INFO] 2021-10-31 14:36:22 > Step: 941200 Progress: 94.1% Elapsed: 13 days, 0:24:01 Gen_loss: 1.961 Dis_loss: 0.7821 Cls_loss: 1.728 Topk: N/A ada_p: 0.2592
[INFO] 2021-10-31 14:37:56 > Step: 941300 Progress: 94.1% Elapsed: 13 days, 0:25:34 Gen_loss: 3.261 Dis_loss: 0.8639 Cls_loss: 1.524 Topk: N/A ada_p: 0.2634
[INFO] 2021-10-31 14:39:29 > Step: 941400 Progress: 94.1% Elapsed: 13 days, 0:27:08 Gen_loss: 1.861 Dis_loss: 0.8801 Cls_loss: 1.832 Topk: N/A ada_p: 0.2654
[INFO] 2021-10-31 14:41:13 > Step: 941500 Progress: 94.2% Elapsed: 13 days, 0:28:52 Gen_loss: 1.305 Dis_loss: 0.8666 Cls_loss: 2.006 Topk: N/A ada_p: 0.262
[INFO] 2021-10-31 14:42:47 > Step: 941600 Progress: 94.2% Elapsed: 13 days, 0:30:25 Gen_loss: 3.26 Dis_loss: 1.535 Cls_loss: 2.164 Topk: N/A ada_p: 0.2589
[INFO] 2021-10-31 14:44:20 > Step: 941700 Progress: 94.2% Elapsed: 13 days, 0:31:59 Gen_loss: 3.205 Dis_loss: 1.291 Cls_loss: 2.112 Topk: N/A ada_p: 0.2593
[INFO] 2021-10-31 14:45:54 > Step: 941800 Progress: 94.2% Elapsed: 13 days, 0:33:33 Gen_loss: 3.223 Dis_loss: 1.558 Cls_loss: 2.215 Topk: N/A ada_p: 0.2601
[INFO] 2021-10-31 14:47:38 > Step: 941900 Progress: 94.2% Elapsed: 13 days, 0:35:17 Gen_loss: 3.366 Dis_loss: 1.58 Cls_loss: 2.051 Topk: N/A ada_p: 0.264
[INFO] 2021-10-31 14:49:12 > Step: 942000 Progress: 94.2% Elapsed: 13 days, 0:36:50 Gen_loss: 3.145 Dis_loss: 0.8427 Cls_loss: 2.15 Topk: N/A ada_p: 0.2656
[INFO] 2021-10-31 14:50:45 > Step: 942100 Progress: 94.2% Elapsed: 13 days, 0:38:24 Gen_loss: 1.152 Dis_loss: 0.9841 Cls_loss: 2.006 Topk: N/A ada_p: 0.27
[INFO] 2021-10-31 14:52:19 > Step: 942200 Progress: 94.2% Elapsed: 13 days, 0:39:58 Gen_loss: 1.096 Dis_loss: 0.7664 Cls_loss: 1.856 Topk: N/A ada_p: 0.267
[INFO] 2021-10-31 14:54:03 > Step: 942300 Progress: 94.2% Elapsed: 13 days, 0:41:42 Gen_loss: 2.724 Dis_loss: 1.016 Cls_loss: 1.757 Topk: N/A ada_p: 0.2643
[INFO] 2021-10-31 14:55:37 > Step: 942400 Progress: 94.2% Elapsed: 13 days, 0:43:15 Gen_loss: 3.743 Dis_loss: 1.814 Cls_loss: 2.137 Topk: N/A ada_p: 0.2684
[INFO] 2021-10-31 14:57:10 > Step: 942500 Progress: 94.2% Elapsed: 13 days, 0:44:49 Gen_loss: 3.638 Dis_loss: 0.8231 Cls_loss: 1.774 Topk: N/A ada_p: 0.2619
[INFO] 2021-10-31 14:58:43 > Step: 942600 Progress: 94.3% Elapsed: 13 days, 0:46:22 Gen_loss: 3.307 Dis_loss: 0.9862 Cls_loss: 1.983 Topk: N/A ada_p: 0.2603
[INFO] 2021-10-31 15:00:27 > Step: 942700 Progress: 94.3% Elapsed: 13 days, 0:48:06 Gen_loss: 2.003 Dis_loss: 0.9604 Cls_loss: 2.042 Topk: N/A ada_p: 0.2656
[INFO] 2021-10-31 15:02:01 > Step: 942800 Progress: 94.3% Elapsed: 13 days, 0:49:40 Gen_loss: 1.656 Dis_loss: 0.7824 Cls_loss: 2.113 Topk: N/A ada_p: 0.2715
[INFO] 2021-10-31 15:03:35 > Step: 942900 Progress: 94.3% Elapsed: 13 days, 0:51:13 Gen_loss: 1.907 Dis_loss: 1.651 Cls_loss: 1.938 Topk: N/A ada_p: 0.2729
[INFO] 2021-10-31 15:05:08 > Step: 943000 Progress: 94.3% Elapsed: 13 days, 0:52:47 Gen_loss: 1.959 Dis_loss: 0.7922 Cls_loss: 1.812 Topk: N/A ada_p: 0.2683
[INFO] 2021-10-31 15:06:52 > Step: 943100 Progress: 94.3% Elapsed: 13 days, 0:54:31 Gen_loss: 1.385 Dis_loss: 1.406 Cls_loss: 2.165 Topk: N/A ada_p: 0.2676
[INFO] 2021-10-31 15:08:26 > Step: 943200 Progress: 94.3% Elapsed: 13 days, 0:56:05 Gen_loss: 1.419 Dis_loss: 0.8401 Cls_loss: 1.993 Topk: N/A ada_p: 0.2628
[INFO] 2021-10-31 15:10:00 > Step: 943300 Progress: 94.3% Elapsed: 13 days, 0:57:39 Gen_loss: 2.079 Dis_loss: 1.091 Cls_loss: 1.825 Topk: N/A ada_p: 0.2624
[INFO] 2021-10-31 15:11:33 > Step: 943400 Progress: 94.3% Elapsed: 13 days, 0:59:12 Gen_loss: 2.743 Dis_loss: 1.204 Cls_loss: 1.759 Topk: N/A ada_p: 0.2626
[INFO] 2021-10-31 15:13:17 > Step: 943500 Progress: 94.3% Elapsed: 13 days, 1:00:56 Gen_loss: 1.314 Dis_loss: 0.7704 Cls_loss: 2.006 Topk: N/A ada_p: 0.2607
[INFO] 2021-10-31 15:14:51 > Step: 943600 Progress: 94.4% Elapsed: 13 days, 1:02:30 Gen_loss: 2.78 Dis_loss: 0.7494 Cls_loss: 1.563 Topk: N/A ada_p: 0.262
[INFO] 2021-10-31 15:16:25 > Step: 943700 Progress: 94.4% Elapsed: 13 days, 1:04:04 Gen_loss: 0.9771 Dis_loss: 1.652 Cls_loss: 2.167 Topk: N/A ada_p: 0.268
[INFO] 2021-10-31 15:17:58 > Step: 943800 Progress: 94.4% Elapsed: 13 days, 1:05:37 Gen_loss: 1.031 Dis_loss: 1.237 Cls_loss: 1.498 Topk: N/A ada_p: 0.2665
[INFO] 2021-10-31 15:19:44 > Step: 943900 Progress: 94.4% Elapsed: 13 days, 1:07:23 Gen_loss: 2.885 Dis_loss: 1.028 Cls_loss: 1.886 Topk: N/A ada_p: 0.2663
[INFO] 2021-10-31 15:21:17 > Step: 944000 Progress: 94.4% Elapsed: 13 days, 1:08:56 Gen_loss: 4.336 Dis_loss: 0.9418 Cls_loss: 1.654 Topk: N/A ada_p: 0.2707
[INFO] 2021-10-31 15:22:51 > Step: 944100 Progress: 94.4% Elapsed: 13 days, 1:10:30 Gen_loss: 3.958 Dis_loss: 0.9732 Cls_loss: 1.983 Topk: N/A ada_p: 0.2652
[INFO] 2021-10-31 15:24:35 > Step: 944200 Progress: 94.4% Elapsed: 13 days, 1:12:14 Gen_loss: 3.626 Dis_loss: 0.7443 Cls_loss: 1.636 Topk: N/A ada_p: 0.2585
[INFO] 2021-10-31 15:26:08 > Step: 944300 Progress: 94.4% Elapsed: 13 days, 1:13:47 Gen_loss: 2.629 Dis_loss: 1.282 Cls_loss: 2.484 Topk: N/A ada_p: 0.2594
[INFO] 2021-10-31 15:27:41 > Step: 944400 Progress: 94.4% Elapsed: 13 days, 1:15:20 Gen_loss: 1.384 Dis_loss: 1.582 Cls_loss: 1.89 Topk: N/A ada_p: 0.2592
[INFO] 2021-10-31 15:29:15 > Step: 944500 Progress: 94.5% Elapsed: 13 days, 1:16:54 Gen_loss: 2.658 Dis_loss: 1.337 Cls_loss: 1.959 Topk: N/A ada_p: 0.2534
[INFO] 2021-10-31 15:30:59 > Step: 944600 Progress: 94.5% Elapsed: 13 days, 1:18:38 Gen_loss: 0.9675 Dis_loss: 1.435 Cls_loss: 2.249 Topk: N/A ada_p: 0.256
[INFO] 2021-10-31 15:32:33 > Step: 944700 Progress: 94.5% Elapsed: 13 days, 1:20:12 Gen_loss: 2.884 Dis_loss: 1.125 Cls_loss: 2.028 Topk: N/A ada_p: 0.2643
[INFO] 2021-10-31 15:34:06 > Step: 944800 Progress: 94.5% Elapsed: 13 days, 1:21:45 Gen_loss: 2.761 Dis_loss: 0.8778 Cls_loss: 2.029 Topk: N/A ada_p: 0.263
[INFO] 2021-10-31 15:35:40 > Step: 944900 Progress: 94.5% Elapsed: 13 days, 1:23:19 Gen_loss: 1.435 Dis_loss: 1.233 Cls_loss: 1.745 Topk: N/A ada_p: 0.2575
[INFO] 2021-10-31 15:37:24 > Step: 945000 Progress: 94.5% Elapsed: 13 days, 1:25:03 Gen_loss: 3.486 Dis_loss: 1.054 Cls_loss: 2.093 Topk: N/A ada_p: 0.2616
[INFO] 2021-10-31 15:38:58 > Step: 945100 Progress: 94.5% Elapsed: 13 days, 1:26:36 Gen_loss: 3.162 Dis_loss: 1.024 Cls_loss: 1.967 Topk: N/A ada_p: 0.2651
[INFO] 2021-10-31 15:40:31 > Step: 945200 Progress: 94.5% Elapsed: 13 days, 1:28:10 Gen_loss: 3.628 Dis_loss: 1.005 Cls_loss: 2.094 Topk: N/A ada_p: 0.2666
[INFO] 2021-10-31 15:42:04 > Step: 945300 Progress: 94.5% Elapsed: 13 days, 1:29:43 Gen_loss: 2.306 Dis_loss: 1.636 Cls_loss: 2.423 Topk: N/A ada_p: 0.2601
[INFO] 2021-10-31 15:43:48 > Step: 945400 Progress: 94.5% Elapsed: 13 days, 1:31:27 Gen_loss: 1.582 Dis_loss: 1.043 Cls_loss: 2.246 Topk: N/A ada_p: 0.266
[INFO] 2021-10-31 15:45:22 > Step: 945500 Progress: 94.5% Elapsed: 13 days, 1:33:01 Gen_loss: 3.175 Dis_loss: 1.131 Cls_loss: 1.728 Topk: N/A ada_p: 0.2692
[INFO] 2021-10-31 15:46:55 > Step: 945600 Progress: 94.6% Elapsed: 13 days, 1:34:34 Gen_loss: 1.869 Dis_loss: 1.012 Cls_loss: 1.768 Topk: N/A ada_p: 0.2674
[INFO] 2021-10-31 15:48:29 > Step: 945700 Progress: 94.6% Elapsed: 13 days, 1:36:08 Gen_loss: 2.063 Dis_loss: 0.8359 Cls_loss: 1.763 Topk: N/A ada_p: 0.2677
[INFO] 2021-10-31 15:50:12 > Step: 945800 Progress: 94.6% Elapsed: 13 days, 1:37:51 Gen_loss: 2.4 Dis_loss: 1.082 Cls_loss: 1.432 Topk: N/A ada_p: 0.2644
[INFO] 2021-10-31 15:51:46 > Step: 945900 Progress: 94.6% Elapsed: 13 days, 1:39:25 Gen_loss: 2.731 Dis_loss: 1.176 Cls_loss: 1.699 Topk: N/A ada_p: 0.264
[INFO] 2021-10-31 15:53:19 > Step: 946000 Progress: 94.6% Elapsed: 13 days, 1:40:58 Gen_loss: 2.691 Dis_loss: 1.345 Cls_loss: 2.208 Topk: N/A ada_p: 0.2661
[INFO] 2021-10-31 15:54:53 > Step: 946100 Progress: 94.6% Elapsed: 13 days, 1:42:32 Gen_loss: 2.058 Dis_loss: 1.139 Cls_loss: 2.163 Topk: N/A ada_p: 0.2683
[INFO] 2021-10-31 15:56:37 > Step: 946200 Progress: 94.6% Elapsed: 13 days, 1:44:16 Gen_loss: 1.687 Dis_loss: 0.8943 Cls_loss: 1.458 Topk: N/A ada_p: 0.2621
[INFO] 2021-10-31 15:58:11 > Step: 946300 Progress: 94.6% Elapsed: 13 days, 1:45:49 Gen_loss: 2.606 Dis_loss: 0.9847 Cls_loss: 1.78 Topk: N/A ada_p: 0.2612
[INFO] 2021-10-31 15:59:44 > Step: 946400 Progress: 94.6% Elapsed: 13 days, 1:47:23 Gen_loss: 2.231 Dis_loss: 1.308 Cls_loss: 1.878 Topk: N/A ada_p: 0.2602
[INFO] 2021-10-31 16:01:18 > Step: 946500 Progress: 94.7% Elapsed: 13 days, 1:48:56 Gen_loss: 1.885 Dis_loss: 1.274 Cls_loss: 2.01 Topk: N/A ada_p: 0.2608
[INFO] 2021-10-31 16:03:01 > Step: 946600 Progress: 94.7% Elapsed: 13 days, 1:50:40 Gen_loss: 2.376 Dis_loss: 0.8808 Cls_loss: 1.985 Topk: N/A ada_p: 0.2537
[INFO] 2021-10-31 16:04:35 > Step: 946700 Progress: 94.7% Elapsed: 13 days, 1:52:14 Gen_loss: 3.001 Dis_loss: 1.113 Cls_loss: 1.73 Topk: N/A ada_p: 0.2535
[INFO] 2021-10-31 16:06:08 > Step: 946800 Progress: 94.7% Elapsed: 13 days, 1:53:47 Gen_loss: 1.718 Dis_loss: 0.6527 Cls_loss: 1.451 Topk: N/A ada_p: 0.2558
[INFO] 2021-10-31 16:07:42 > Step: 946900 Progress: 94.7% Elapsed: 13 days, 1:55:21 Gen_loss: 2.297 Dis_loss: 0.8724 Cls_loss: 1.79 Topk: N/A ada_p: 0.2565
[INFO] 2021-10-31 16:09:26 > Step: 947000 Progress: 94.7% Elapsed: 13 days, 1:57:05 Gen_loss: 1.532 Dis_loss: 1.182 Cls_loss: 1.611 Topk: N/A ada_p: 0.2598
[INFO] 2021-10-31 16:11:00 > Step: 947100 Progress: 94.7% Elapsed: 13 days, 1:58:38 Gen_loss: 3.456 Dis_loss: 1.439 Cls_loss: 2.384 Topk: N/A ada_p: 0.2679
[INFO] 2021-10-31 16:12:33 > Step: 947200 Progress: 94.7% Elapsed: 13 days, 2:00:12 Gen_loss: 1.809 Dis_loss: 0.7274 Cls_loss: 1.924 Topk: N/A ada_p: 0.274
[INFO] 2021-10-31 16:14:07 > Step: 947300 Progress: 94.7% Elapsed: 13 days, 2:01:45 Gen_loss: 2.565 Dis_loss: 0.7283 Cls_loss: 1.931 Topk: N/A ada_p: 0.2708
[INFO] 2021-10-31 16:15:50 > Step: 947400 Progress: 94.7% Elapsed: 13 days, 2:03:29 Gen_loss: 2.053 Dis_loss: 0.8891 Cls_loss: 1.831 Topk: N/A ada_p: 0.2726
[INFO] 2021-10-31 16:17:24 > Step: 947500 Progress: 94.8% Elapsed: 13 days, 2:05:03 Gen_loss: 2.377 Dis_loss: 0.6312 Cls_loss: 1.507 Topk: N/A ada_p: 0.2697
[INFO] 2021-10-31 16:18:58 > Step: 947600 Progress: 94.8% Elapsed: 13 days, 2:06:36 Gen_loss: 1.648 Dis_loss: 1.516 Cls_loss: 2.026 Topk: N/A ada_p: 0.2679
[INFO] 2021-10-31 16:20:31 > Step: 947700 Progress: 94.8% Elapsed: 13 days, 2:08:10 Gen_loss: 1.99 Dis_loss: 0.9828 Cls_loss: 2.017 Topk: N/A ada_p: 0.2693
[INFO] 2021-10-31 16:22:15 > Step: 947800 Progress: 94.8% Elapsed: 13 days, 2:09:54 Gen_loss: 3.316 Dis_loss: 1.622 Cls_loss: 1.52 Topk: N/A ada_p: 0.2726
[INFO] 2021-10-31 16:23:49 > Step: 947900 Progress: 94.8% Elapsed: 13 days, 2:11:27 Gen_loss: 1.174 Dis_loss: 0.796 Cls_loss: 2.367 Topk: N/A ada_p: 0.2789
[INFO] 2021-10-31 16:25:22 > Step: 948000 Progress: 94.8% Elapsed: 13 days, 2:13:01 Gen_loss: 2.456 Dis_loss: 0.7563 Cls_loss: 1.72 Topk: N/A ada_p: 0.2727
[INFO] 2021-10-31 16:27:06 > Step: 948100 Progress: 94.8% Elapsed: 13 days, 2:14:45 Gen_loss: 1.332 Dis_loss: 0.8735 Cls_loss: 1.502 Topk: N/A ada_p: 0.2749
[INFO] 2021-10-31 16:28:40 > Step: 948200 Progress: 94.8% Elapsed: 13 days, 2:16:19 Gen_loss: 2.301 Dis_loss: 0.9343 Cls_loss: 1.757 Topk: N/A ada_p: 0.2724
[INFO] 2021-10-31 16:30:14 > Step: 948300 Progress: 94.8% Elapsed: 13 days, 2:17:53 Gen_loss: 2.284 Dis_loss: 1.307 Cls_loss: 1.914 Topk: N/A ada_p: 0.2753
[INFO] 2021-10-31 16:31:47 > Step: 948400 Progress: 94.8% Elapsed: 13 days, 2:19:26 Gen_loss: 2.142 Dis_loss: 0.936 Cls_loss: 2.072 Topk: N/A ada_p: 0.2717
[INFO] 2021-10-31 16:33:32 > Step: 948500 Progress: 94.8% Elapsed: 13 days, 2:21:11 Gen_loss: 2.296 Dis_loss: 0.8916 Cls_loss: 2.092 Topk: N/A ada_p: 0.2672
[INFO] 2021-10-31 16:35:06 > Step: 948600 Progress: 94.9% Elapsed: 13 days, 2:22:45 Gen_loss: 2.615 Dis_loss: 1.001 Cls_loss: 2.094 Topk: N/A ada_p: 0.2724
[INFO] 2021-10-31 16:36:40 > Step: 948700 Progress: 94.9% Elapsed: 13 days, 2:24:19 Gen_loss: 2.777 Dis_loss: 1.217 Cls_loss: 2.229 Topk: N/A ada_p: 0.2761
[INFO] 2021-10-31 16:38:13 > Step: 948800 Progress: 94.9% Elapsed: 13 days, 2:25:52 Gen_loss: 3.377 Dis_loss: 1.137 Cls_loss: 1.776 Topk: N/A ada_p: 0.275
[INFO] 2021-10-31 16:39:57 > Step: 948900 Progress: 94.9% Elapsed: 13 days, 2:27:36 Gen_loss: 1.505 Dis_loss: 0.9682 Cls_loss: 2.128 Topk: N/A ada_p: 0.2711
[INFO] 2021-10-31 16:41:31 > Step: 949000 Progress: 94.9% Elapsed: 13 days, 2:29:09 Gen_loss: 1.14 Dis_loss: 0.8302 Cls_loss: 1.681 Topk: N/A ada_p: 0.2716
[INFO] 2021-10-31 16:43:04 > Step: 949100 Progress: 94.9% Elapsed: 13 days, 2:30:43 Gen_loss: 1.379 Dis_loss: 0.9462 Cls_loss: 2.076 Topk: N/A ada_p: 0.2671
[INFO] 2021-10-31 16:44:37 > Step: 949200 Progress: 94.9% Elapsed: 13 days, 2:32:16 Gen_loss: 1.9 Dis_loss: 0.6628 Cls_loss: 1.743 Topk: N/A ada_p: 0.2651
[INFO] 2021-10-31 16:46:22 > Step: 949300 Progress: 94.9% Elapsed: 13 days, 2:34:01 Gen_loss: 2.215 Dis_loss: 1.355 Cls_loss: 2.074 Topk: N/A ada_p: 0.2698
[INFO] 2021-10-31 16:47:56 > Step: 949400 Progress: 94.9% Elapsed: 13 days, 2:35:35 Gen_loss: 3.284 Dis_loss: 0.9303 Cls_loss: 1.683 Topk: N/A ada_p: 0.2688
[INFO] 2021-10-31 16:49:30 > Step: 949500 Progress: 95.0% Elapsed: 13 days, 2:37:09 Gen_loss: 1.155 Dis_loss: 1.455 Cls_loss: 2.401 Topk: N/A ada_p: 0.2717
[INFO] 2021-10-31 16:51:03 > Step: 949600 Progress: 95.0% Elapsed: 13 days, 2:38:42 Gen_loss: 1.796 Dis_loss: 1.062 Cls_loss: 2.102 Topk: N/A ada_p: 0.2666
[INFO] 2021-10-31 16:52:48 > Step: 949700 Progress: 95.0% Elapsed: 13 days, 2:40:27 Gen_loss: 1.478 Dis_loss: 1.351 Cls_loss: 1.823 Topk: N/A ada_p: 0.2685
[INFO] 2021-10-31 16:54:22 > Step: 949800 Progress: 95.0% Elapsed: 13 days, 2:42:01 Gen_loss: 2.808 Dis_loss: 1.225 Cls_loss: 2.003 Topk: N/A ada_p: 0.2657
[INFO] 2021-10-31 16:55:56 > Step: 949900 Progress: 95.0% Elapsed: 13 days, 2:43:34 Gen_loss: 2.376 Dis_loss: 1.741 Cls_loss: 1.585 Topk: N/A ada_p: 0.2645
[INFO] 2021-10-31 16:57:29 > Step: 950000 Progress: 95.0% Elapsed: 13 days, 2:45:08 Gen_loss: 1.15 Dis_loss: 1.321 Cls_loss: 1.937 Topk: N/A ada_p: 0.2633
[INFO] 2021-10-31 16:57:29 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-31 16:57:29 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_950000.png
[INFO] 2021-10-31 16:57:29 > Start Evaluation (950000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-31 16:57:29 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-31 17:03:01 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-31 17:08:38 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-31 17:33:10 > Inception score (Step: 950000, 50000 generated images): 10.490389823913574
[INFO] 2021-10-31 17:33:10 > FID score (Step: 950000, Using train moments): 2.356755591329204
[INFO] 2021-10-31 17:33:10 > Improved Precision (Step: 950000, Using train images): 0.76266
[INFO] 2021-10-31 17:33:10 > Improved Recall (Step: 950000, Using train images): 0.6431
[INFO] 2021-10-31 17:33:10 > Density (Step: 950000, Using train images): 1.06336
[INFO] 2021-10-31 17:33:10 > Coverage (Step: 950000, Using train images): 0.93472
[INFO] 2021-10-31 17:33:10 > Best FID score (Step: 930000, Using train moments): 2.3507290751163055
[INFO] 2021-10-31 17:33:21 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-31 17:38:26 > Step: 950100 Progress: 95.0% Elapsed: 13 days, 3:26:05 Gen_loss: 1.668 Dis_loss: 0.8257 Cls_loss: 2.059 Topk: N/A ada_p: 0.2629
[INFO] 2021-10-31 17:39:59 > Step: 950200 Progress: 95.0% Elapsed: 13 days, 3:27:38 Gen_loss: 3.641 Dis_loss: 1.399 Cls_loss: 2.025 Topk: N/A ada_p: 0.2621
[INFO] 2021-10-31 17:41:33 > Step: 950300 Progress: 95.0% Elapsed: 13 days, 3:29:12 Gen_loss: 2.254 Dis_loss: 0.9273 Cls_loss: 1.839 Topk: N/A ada_p: 0.2668
[INFO] 2021-10-31 17:43:07 > Step: 950400 Progress: 95.0% Elapsed: 13 days, 3:30:45 Gen_loss: 2.361 Dis_loss: 1.043 Cls_loss: 1.996 Topk: N/A ada_p: 0.2699
[INFO] 2021-10-31 17:44:52 > Step: 950500 Progress: 95.0% Elapsed: 13 days, 3:32:31 Gen_loss: 2.675 Dis_loss: 1.116 Cls_loss: 1.914 Topk: N/A ada_p: 0.2721
[INFO] 2021-10-31 17:46:26 > Step: 950600 Progress: 95.1% Elapsed: 13 days, 3:34:05 Gen_loss: 1.915 Dis_loss: 0.7353 Cls_loss: 1.752 Topk: N/A ada_p: 0.2683
[INFO] 2021-10-31 17:48:00 > Step: 950700 Progress: 95.1% Elapsed: 13 days, 3:35:38 Gen_loss: 2.436 Dis_loss: 1.097 Cls_loss: 1.8 Topk: N/A ada_p: 0.261
[INFO] 2021-10-31 17:49:33 > Step: 950800 Progress: 95.1% Elapsed: 13 days, 3:37:12 Gen_loss: 1.694 Dis_loss: 1.129 Cls_loss: 1.933 Topk: N/A ada_p: 0.2676
[INFO] 2021-10-31 17:51:17 > Step: 950900 Progress: 95.1% Elapsed: 13 days, 3:38:56 Gen_loss: 2.6 Dis_loss: 1.117 Cls_loss: 1.95 Topk: N/A ada_p: 0.27
[INFO] 2021-10-31 17:52:51 > Step: 951000 Progress: 95.1% Elapsed: 13 days, 3:40:30 Gen_loss: 2.503 Dis_loss: 0.9959 Cls_loss: 1.541 Topk: N/A ada_p: 0.2703
[INFO] 2021-10-31 17:54:25 > Step: 951100 Progress: 95.1% Elapsed: 13 days, 3:42:03 Gen_loss: 2.721 Dis_loss: 0.9969 Cls_loss: 2.155 Topk: N/A ada_p: 0.2692
[INFO] 2021-10-31 17:55:58 > Step: 951200 Progress: 95.1% Elapsed: 13 days, 3:43:37 Gen_loss: 3.651 Dis_loss: 1.144 Cls_loss: 2.044 Topk: N/A ada_p: 0.2661
[INFO] 2021-10-31 17:57:42 > Step: 951300 Progress: 95.1% Elapsed: 13 days, 3:45:21 Gen_loss: 2.5 Dis_loss: 1.237 Cls_loss: 2.211 Topk: N/A ada_p: 0.2654
[INFO] 2021-10-31 17:59:16 > Step: 951400 Progress: 95.1% Elapsed: 13 days, 3:46:55 Gen_loss: 1.704 Dis_loss: 0.6327 Cls_loss: 1.598 Topk: N/A ada_p: 0.2665
[INFO] 2021-10-31 18:00:50 > Step: 951500 Progress: 95.2% Elapsed: 13 days, 3:48:29 Gen_loss: 2.432 Dis_loss: 1.018 Cls_loss: 1.975 Topk: N/A ada_p: 0.2699
[INFO] 2021-10-31 18:02:23 > Step: 951600 Progress: 95.2% Elapsed: 13 days, 3:50:02 Gen_loss: 2.251 Dis_loss: 0.7282 Cls_loss: 1.712 Topk: N/A ada_p: 0.2592
[INFO] 2021-10-31 18:04:07 > Step: 951700 Progress: 95.2% Elapsed: 13 days, 3:51:46 Gen_loss: 1.682 Dis_loss: 1.479 Cls_loss: 1.934 Topk: N/A ada_p: 0.2619
[INFO] 2021-10-31 18:05:40 > Step: 951800 Progress: 95.2% Elapsed: 13 days, 3:53:19 Gen_loss: 2.709 Dis_loss: 0.7654 Cls_loss: 1.682 Topk: N/A ada_p: 0.2619
[INFO] 2021-10-31 18:07:13 > Step: 951900 Progress: 95.2% Elapsed: 13 days, 3:54:52 Gen_loss: 2.29 Dis_loss: 1.079 Cls_loss: 2.146 Topk: N/A ada_p: 0.2676
[INFO] 2021-10-31 18:08:58 > Step: 952000 Progress: 95.2% Elapsed: 13 days, 3:56:37 Gen_loss: 3.107 Dis_loss: 0.7957 Cls_loss: 1.871 Topk: N/A ada_p: 0.2679
[INFO] 2021-10-31 18:10:31 > Step: 952100 Progress: 95.2% Elapsed: 13 days, 3:58:10 Gen_loss: 2.438 Dis_loss: 0.868 Cls_loss: 2.23 Topk: N/A ada_p: 0.2662
[INFO] 2021-10-31 18:12:05 > Step: 952200 Progress: 95.2% Elapsed: 13 days, 3:59:44 Gen_loss: 1.787 Dis_loss: 0.8466 Cls_loss: 1.941 Topk: N/A ada_p: 0.2667
[INFO] 2021-10-31 18:13:39 > Step: 952300 Progress: 95.2% Elapsed: 13 days, 4:01:17 Gen_loss: 2.181 Dis_loss: 1.187 Cls_loss: 2.207 Topk: N/A ada_p: 0.2607
[INFO] 2021-10-31 18:15:22 > Step: 952400 Progress: 95.2% Elapsed: 13 days, 4:03:01 Gen_loss: 3.575 Dis_loss: 0.7421 Cls_loss: 1.962 Topk: N/A ada_p: 0.261
[INFO] 2021-10-31 18:16:56 > Step: 952500 Progress: 95.2% Elapsed: 13 days, 4:04:35 Gen_loss: 1.788 Dis_loss: 1.344 Cls_loss: 1.796 Topk: N/A ada_p: 0.2608
[INFO] 2021-10-31 18:18:29 > Step: 952600 Progress: 95.3% Elapsed: 13 days, 4:06:08 Gen_loss: 2.119 Dis_loss: 0.9319 Cls_loss: 2.168 Topk: N/A ada_p: 0.2603
[INFO] 2021-10-31 18:20:03 > Step: 952700 Progress: 95.3% Elapsed: 13 days, 4:07:42 Gen_loss: 2.474 Dis_loss: 0.821 Cls_loss: 1.792 Topk: N/A ada_p: 0.2587
[INFO] 2021-10-31 18:21:47 > Step: 952800 Progress: 95.3% Elapsed: 13 days, 4:09:25 Gen_loss: 3.717 Dis_loss: 0.8702 Cls_loss: 1.795 Topk: N/A ada_p: 0.2556
[INFO] 2021-10-31 18:23:21 > Step: 952900 Progress: 95.3% Elapsed: 13 days, 4:11:00 Gen_loss: 1.295 Dis_loss: 0.6237 Cls_loss: 1.814 Topk: N/A ada_p: 0.2611
[INFO] 2021-10-31 18:24:55 > Step: 953000 Progress: 95.3% Elapsed: 13 days, 4:12:33 Gen_loss: 2.461 Dis_loss: 0.8476 Cls_loss: 1.9 Topk: N/A ada_p: 0.2616
[INFO] 2021-10-31 18:26:28 > Step: 953100 Progress: 95.3% Elapsed: 13 days, 4:14:07 Gen_loss: 1.662 Dis_loss: 0.908 Cls_loss: 1.833 Topk: N/A ada_p: 0.2674
[INFO] 2021-10-31 18:28:12 > Step: 953200 Progress: 95.3% Elapsed: 13 days, 4:15:50 Gen_loss: 1.122 Dis_loss: 1.369 Cls_loss: 1.863 Topk: N/A ada_p: 0.2704
[INFO] 2021-10-31 18:29:45 > Step: 953300 Progress: 95.3% Elapsed: 13 days, 4:17:24 Gen_loss: 2.941 Dis_loss: 1.427 Cls_loss: 2.029 Topk: N/A ada_p: 0.2762
[INFO] 2021-10-31 18:31:19 > Step: 953400 Progress: 95.3% Elapsed: 13 days, 4:18:57 Gen_loss: 1.567 Dis_loss: 1.004 Cls_loss: 1.706 Topk: N/A ada_p: 0.2793
[INFO] 2021-10-31 18:32:52 > Step: 953500 Progress: 95.3% Elapsed: 13 days, 4:20:31 Gen_loss: 0.8922 Dis_loss: 1.164 Cls_loss: 1.795 Topk: N/A ada_p: 0.273
[INFO] 2021-10-31 18:34:36 > Step: 953600 Progress: 95.4% Elapsed: 13 days, 4:22:14 Gen_loss: 2.4 Dis_loss: 0.9208 Cls_loss: 1.954 Topk: N/A ada_p: 0.2694
[INFO] 2021-10-31 18:36:10 > Step: 953700 Progress: 95.4% Elapsed: 13 days, 4:23:48 Gen_loss: 1.56 Dis_loss: 0.96 Cls_loss: 1.763 Topk: N/A ada_p: 0.2634
[INFO] 2021-10-31 18:37:44 > Step: 953800 Progress: 95.4% Elapsed: 13 days, 4:25:22 Gen_loss: 1.277 Dis_loss: 0.7922 Cls_loss: 1.512 Topk: N/A ada_p: 0.2621
[INFO] 2021-10-31 18:39:18 > Step: 953900 Progress: 95.4% Elapsed: 13 days, 4:26:57 Gen_loss: 1.883 Dis_loss: 0.7257 Cls_loss: 1.606 Topk: N/A ada_p: 0.2648
[INFO] 2021-10-31 18:41:02 > Step: 954000 Progress: 95.4% Elapsed: 13 days, 4:28:40 Gen_loss: 1.188 Dis_loss: 0.8335 Cls_loss: 1.785 Topk: N/A ada_p: 0.2625
[INFO] 2021-10-31 18:42:36 > Step: 954100 Progress: 95.4% Elapsed: 13 days, 4:30:14 Gen_loss: 2.739 Dis_loss: 0.9173 Cls_loss: 1.781 Topk: N/A ada_p: 0.2616
[INFO] 2021-10-31 18:44:09 > Step: 954200 Progress: 95.4% Elapsed: 13 days, 4:31:48 Gen_loss: 1.928 Dis_loss: 1.008 Cls_loss: 1.95 Topk: N/A ada_p: 0.2631
[INFO] 2021-10-31 18:45:43 > Step: 954300 Progress: 95.4% Elapsed: 13 days, 4:33:21 Gen_loss: 1.751 Dis_loss: 1.205 Cls_loss: 1.849 Topk: N/A ada_p: 0.2633
[INFO] 2021-10-31 18:47:26 > Step: 954400 Progress: 95.4% Elapsed: 13 days, 4:35:05 Gen_loss: 2.776 Dis_loss: 1.546 Cls_loss: 1.972 Topk: N/A ada_p: 0.2584
[INFO] 2021-10-31 18:49:00 > Step: 954500 Progress: 95.5% Elapsed: 13 days, 4:36:39 Gen_loss: 1.974 Dis_loss: 0.9229 Cls_loss: 2.061 Topk: N/A ada_p: 0.259
[INFO] 2021-10-31 18:50:33 > Step: 954600 Progress: 95.5% Elapsed: 13 days, 4:38:12 Gen_loss: 1.463 Dis_loss: 0.779 Cls_loss: 1.962 Topk: N/A ada_p: 0.2601
[INFO] 2021-10-31 18:52:07 > Step: 954700 Progress: 95.5% Elapsed: 13 days, 4:39:46 Gen_loss: 2.1 Dis_loss: 0.963 Cls_loss: 2.271 Topk: N/A ada_p: 0.2589
[INFO] 2021-10-31 18:53:51 > Step: 954800 Progress: 95.5% Elapsed: 13 days, 4:41:30 Gen_loss: 3.943 Dis_loss: 1.48 Cls_loss: 1.777 Topk: N/A ada_p: 0.263
[INFO] 2021-10-31 18:55:24 > Step: 954900 Progress: 95.5% Elapsed: 13 days, 4:43:03 Gen_loss: 2.206 Dis_loss: 0.8751 Cls_loss: 2.064 Topk: N/A ada_p: 0.2657
[INFO] 2021-10-31 18:56:58 > Step: 955000 Progress: 95.5% Elapsed: 13 days, 4:44:37 Gen_loss: 1.452 Dis_loss: 0.8824 Cls_loss: 1.871 Topk: N/A ada_p: 0.267
[INFO] 2021-10-31 18:58:32 > Step: 955100 Progress: 95.5% Elapsed: 13 days, 4:46:11 Gen_loss: 2.16 Dis_loss: 1.0 Cls_loss: 2.062 Topk: N/A ada_p: 0.2676
[INFO] 2021-10-31 19:00:16 > Step: 955200 Progress: 95.5% Elapsed: 13 days, 4:47:54 Gen_loss: 2.783 Dis_loss: 1.035 Cls_loss: 1.872 Topk: N/A ada_p: 0.2622
[INFO] 2021-10-31 19:01:49 > Step: 955300 Progress: 95.5% Elapsed: 13 days, 4:49:28 Gen_loss: 2.866 Dis_loss: 0.8381 Cls_loss: 1.786 Topk: N/A ada_p: 0.2606
[INFO] 2021-10-31 19:03:23 > Step: 955400 Progress: 95.5% Elapsed: 13 days, 4:51:02 Gen_loss: 1.489 Dis_loss: 0.9985 Cls_loss: 1.723 Topk: N/A ada_p: 0.2634
[INFO] 2021-10-31 19:04:56 > Step: 955500 Progress: 95.5% Elapsed: 13 days, 4:52:35 Gen_loss: 3.21 Dis_loss: 0.9866 Cls_loss: 2.406 Topk: N/A ada_p: 0.2676
[INFO] 2021-10-31 19:06:40 > Step: 955600 Progress: 95.6% Elapsed: 13 days, 4:54:19 Gen_loss: 2.166 Dis_loss: 1.44 Cls_loss: 1.845 Topk: N/A ada_p: 0.2689
[INFO] 2021-10-31 19:08:13 > Step: 955700 Progress: 95.6% Elapsed: 13 days, 4:55:52 Gen_loss: 1.985 Dis_loss: 1.384 Cls_loss: 1.737 Topk: N/A ada_p: 0.2672
[INFO] 2021-10-31 19:09:48 > Step: 955800 Progress: 95.6% Elapsed: 13 days, 4:57:26 Gen_loss: 1.305 Dis_loss: 0.8895 Cls_loss: 1.908 Topk: N/A ada_p: 0.2634
[INFO] 2021-10-31 19:11:32 > Step: 955900 Progress: 95.6% Elapsed: 13 days, 4:59:10 Gen_loss: 1.898 Dis_loss: 1.104 Cls_loss: 1.655 Topk: N/A ada_p: 0.2676
[INFO] 2021-10-31 19:13:05 > Step: 956000 Progress: 95.6% Elapsed: 13 days, 5:00:44 Gen_loss: 1.574 Dis_loss: 0.911 Cls_loss: 1.556 Topk: N/A ada_p: 0.2715
[INFO] 2021-10-31 19:14:39 > Step: 956100 Progress: 95.6% Elapsed: 13 days, 5:02:18 Gen_loss: 3.325 Dis_loss: 0.8992 Cls_loss: 1.865 Topk: N/A ada_p: 0.2683
[INFO] 2021-10-31 19:16:13 > Step: 956200 Progress: 95.6% Elapsed: 13 days, 5:03:51 Gen_loss: 2.793 Dis_loss: 1.091 Cls_loss: 1.936 Topk: N/A ada_p: 0.2685
[INFO] 2021-10-31 19:17:58 > Step: 956300 Progress: 95.6% Elapsed: 13 days, 5:05:37 Gen_loss: 1.348 Dis_loss: 0.6983 Cls_loss: 2.235 Topk: N/A ada_p: 0.2656
[INFO] 2021-10-31 19:19:32 > Step: 956400 Progress: 95.6% Elapsed: 13 days, 5:07:10 Gen_loss: 1.065 Dis_loss: 1.553 Cls_loss: 1.884 Topk: N/A ada_p: 0.2707
[INFO] 2021-10-31 19:21:06 > Step: 956500 Progress: 95.7% Elapsed: 13 days, 5:08:45 Gen_loss: 2.821 Dis_loss: 0.7904 Cls_loss: 1.818 Topk: N/A ada_p: 0.2695
[INFO] 2021-10-31 19:22:39 > Step: 956600 Progress: 95.7% Elapsed: 13 days, 5:10:18 Gen_loss: 3.228 Dis_loss: 1.821 Cls_loss: 2.544 Topk: N/A ada_p: 0.2693
[INFO] 2021-10-31 19:24:23 > Step: 956700 Progress: 95.7% Elapsed: 13 days, 5:12:02 Gen_loss: 2.538 Dis_loss: 1.611 Cls_loss: 1.57 Topk: N/A ada_p: 0.2622
[INFO] 2021-10-31 19:25:57 > Step: 956800 Progress: 95.7% Elapsed: 13 days, 5:13:35 Gen_loss: 1.882 Dis_loss: 1.263 Cls_loss: 1.896 Topk: N/A ada_p: 0.2574
[INFO] 2021-10-31 19:27:31 > Step: 956900 Progress: 95.7% Elapsed: 13 days, 5:15:09 Gen_loss: 2.283 Dis_loss: 1.166 Cls_loss: 2.212 Topk: N/A ada_p: 0.2626
[INFO] 2021-10-31 19:29:05 > Step: 957000 Progress: 95.7% Elapsed: 13 days, 5:16:43 Gen_loss: 1.996 Dis_loss: 1.04 Cls_loss: 2.009 Topk: N/A ada_p: 0.2644
[INFO] 2021-10-31 19:30:48 > Step: 957100 Progress: 95.7% Elapsed: 13 days, 5:18:27 Gen_loss: 1.398 Dis_loss: 1.238 Cls_loss: 2.239 Topk: N/A ada_p: 0.2651
[INFO] 2021-10-31 19:32:23 > Step: 957200 Progress: 95.7% Elapsed: 13 days, 5:20:01 Gen_loss: 1.718 Dis_loss: 0.8544 Cls_loss: 1.952 Topk: N/A ada_p: 0.2661
[INFO] 2021-10-31 19:33:57 > Step: 957300 Progress: 95.7% Elapsed: 13 days, 5:21:36 Gen_loss: 2.044 Dis_loss: 0.9628 Cls_loss: 1.904 Topk: N/A ada_p: 0.2654
[INFO] 2021-10-31 19:35:30 > Step: 957400 Progress: 95.7% Elapsed: 13 days, 5:23:09 Gen_loss: 2.978 Dis_loss: 0.6641 Cls_loss: 1.774 Topk: N/A ada_p: 0.2672
[INFO] 2021-10-31 19:37:14 > Step: 957500 Progress: 95.8% Elapsed: 13 days, 5:24:53 Gen_loss: 1.989 Dis_loss: 0.9656 Cls_loss: 2.442 Topk: N/A ada_p: 0.2697
[INFO] 2021-10-31 19:38:48 > Step: 957600 Progress: 95.8% Elapsed: 13 days, 5:26:26 Gen_loss: 3.878 Dis_loss: 0.7484 Cls_loss: 1.909 Topk: N/A ada_p: 0.2712
[INFO] 2021-10-31 19:40:21 > Step: 957700 Progress: 95.8% Elapsed: 13 days, 5:28:00 Gen_loss: 3.177 Dis_loss: 0.8874 Cls_loss: 1.923 Topk: N/A ada_p: 0.2683
[INFO] 2021-10-31 19:41:54 > Step: 957800 Progress: 95.8% Elapsed: 13 days, 5:29:33 Gen_loss: 1.975 Dis_loss: 1.198 Cls_loss: 1.845 Topk: N/A ada_p: 0.2626
[INFO] 2021-10-31 19:43:38 > Step: 957900 Progress: 95.8% Elapsed: 13 days, 5:31:17 Gen_loss: 2.858 Dis_loss: 1.059 Cls_loss: 1.965 Topk: N/A ada_p: 0.2653
[INFO] 2021-10-31 19:45:12 > Step: 958000 Progress: 95.8% Elapsed: 13 days, 5:32:50 Gen_loss: 3.517 Dis_loss: 0.8258 Cls_loss: 1.626 Topk: N/A ada_p: 0.2692
[INFO] 2021-10-31 19:46:46 > Step: 958100 Progress: 95.8% Elapsed: 13 days, 5:34:24 Gen_loss: 2.094 Dis_loss: 1.612 Cls_loss: 2.495 Topk: N/A ada_p: 0.2695
[INFO] 2021-10-31 19:48:19 > Step: 958200 Progress: 95.8% Elapsed: 13 days, 5:35:58 Gen_loss: 1.59 Dis_loss: 1.018 Cls_loss: 2.056 Topk: N/A ada_p: 0.2657
[INFO] 2021-10-31 19:50:03 > Step: 958300 Progress: 95.8% Elapsed: 13 days, 5:37:41 Gen_loss: 2.728 Dis_loss: 1.182 Cls_loss: 2.13 Topk: N/A ada_p: 0.272
[INFO] 2021-10-31 19:51:36 > Step: 958400 Progress: 95.8% Elapsed: 13 days, 5:39:15 Gen_loss: 2.056 Dis_loss: 0.8231 Cls_loss: 1.832 Topk: N/A ada_p: 0.2712
[INFO] 2021-10-31 19:53:10 > Step: 958500 Progress: 95.9% Elapsed: 13 days, 5:40:48 Gen_loss: 3.569 Dis_loss: 1.629 Cls_loss: 1.87 Topk: N/A ada_p: 0.2711
[INFO] 2021-10-31 19:54:43 > Step: 958600 Progress: 95.9% Elapsed: 13 days, 5:42:22 Gen_loss: 2.158 Dis_loss: 1.509 Cls_loss: 1.751 Topk: N/A ada_p: 0.2677
[INFO] 2021-10-31 19:56:26 > Step: 958700 Progress: 95.9% Elapsed: 13 days, 5:44:05 Gen_loss: 1.447 Dis_loss: 1.173 Cls_loss: 2.204 Topk: N/A ada_p: 0.2658
[INFO] 2021-10-31 19:58:00 > Step: 958800 Progress: 95.9% Elapsed: 13 days, 5:45:39 Gen_loss: 3.712 Dis_loss: 0.8245 Cls_loss: 1.96 Topk: N/A ada_p: 0.2643
[INFO] 2021-10-31 19:59:33 > Step: 958900 Progress: 95.9% Elapsed: 13 days, 5:47:12 Gen_loss: 1.856 Dis_loss: 1.017 Cls_loss: 2.174 Topk: N/A ada_p: 0.2649
[INFO] 2021-10-31 20:01:07 > Step: 959000 Progress: 95.9% Elapsed: 13 days, 5:48:46 Gen_loss: 1.741 Dis_loss: 1.034 Cls_loss: 1.867 Topk: N/A ada_p: 0.2652
[INFO] 2021-10-31 20:02:51 > Step: 959100 Progress: 95.9% Elapsed: 13 days, 5:50:29 Gen_loss: 1.19 Dis_loss: 1.198 Cls_loss: 2.295 Topk: N/A ada_p: 0.2651
[INFO] 2021-10-31 20:04:24 > Step: 959200 Progress: 95.9% Elapsed: 13 days, 5:52:03 Gen_loss: 3.101 Dis_loss: 0.8054 Cls_loss: 1.863 Topk: N/A ada_p: 0.2633
[INFO] 2021-10-31 20:05:58 > Step: 959300 Progress: 95.9% Elapsed: 13 days, 5:53:37 Gen_loss: 3.978 Dis_loss: 0.8653 Cls_loss: 1.645 Topk: N/A ada_p: 0.266
[INFO] 2021-10-31 20:07:31 > Step: 959400 Progress: 95.9% Elapsed: 13 days, 5:55:10 Gen_loss: 2.472 Dis_loss: 1.184 Cls_loss: 2.005 Topk: N/A ada_p: 0.2652
[INFO] 2021-10-31 20:09:15 > Step: 959500 Progress: 96.0% Elapsed: 13 days, 5:56:54 Gen_loss: 2.246 Dis_loss: 0.7925 Cls_loss: 2.141 Topk: N/A ada_p: 0.2617
[INFO] 2021-10-31 20:10:50 > Step: 959600 Progress: 96.0% Elapsed: 13 days, 5:58:28 Gen_loss: 3.241 Dis_loss: 0.7037 Cls_loss: 1.915 Topk: N/A ada_p: 0.2604
[INFO] 2021-10-31 20:12:23 > Step: 959700 Progress: 96.0% Elapsed: 13 days, 6:00:02 Gen_loss: 1.715 Dis_loss: 1.059 Cls_loss: 1.906 Topk: N/A ada_p: 0.2649
[INFO] 2021-10-31 20:14:07 > Step: 959800 Progress: 96.0% Elapsed: 13 days, 6:01:45 Gen_loss: 3.001 Dis_loss: 1.014 Cls_loss: 1.833 Topk: N/A ada_p: 0.2647
[INFO] 2021-10-31 20:15:41 > Step: 959900 Progress: 96.0% Elapsed: 13 days, 6:03:20 Gen_loss: 3.257 Dis_loss: 0.7205 Cls_loss: 2.057 Topk: N/A ada_p: 0.261
[INFO] 2021-10-31 20:17:15 > Step: 960000 Progress: 96.0% Elapsed: 13 days, 6:04:53 Gen_loss: 3.161 Dis_loss: 1.233 Cls_loss: 1.936 Topk: N/A ada_p: 0.2584
[INFO] 2021-10-31 20:17:15 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-31 20:17:15 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_960000.png
[INFO] 2021-10-31 20:17:15 > Start Evaluation (960000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-31 20:17:15 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-31 20:22:46 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-31 20:28:21 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-31 20:52:46 > Inception score (Step: 960000, 50000 generated images): 10.548050880432129
[INFO] 2021-10-31 20:52:46 > FID score (Step: 960000, Using train moments): 2.3245293793623887
[INFO] 2021-10-31 20:52:46 > Improved Precision (Step: 960000, Using train images): 0.7612
[INFO] 2021-10-31 20:52:46 > Improved Recall (Step: 960000, Using train images): 0.64364
[INFO] 2021-10-31 20:52:46 > Density (Step: 960000, Using train images): 1.0520200000000002
[INFO] 2021-10-31 20:52:46 > Coverage (Step: 960000, Using train images): 0.92884
[INFO] 2021-10-31 20:52:46 > Best FID score (Step: 960000, Using train moments): 2.3245293793623887
[INFO] 2021-10-31 20:53:08 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-31 20:58:10 > Step: 960100 Progress: 96.0% Elapsed: 13 days, 6:45:49 Gen_loss: 2.494 Dis_loss: 1.195 Cls_loss: 2.023 Topk: N/A ada_p: 0.2557
[INFO] 2021-10-31 21:00:00 > Step: 960200 Progress: 96.0% Elapsed: 13 days, 6:47:39 Gen_loss: 2.481 Dis_loss: 0.5727 Cls_loss: 1.59 Topk: N/A ada_p: 0.2603
[INFO] 2021-10-31 21:01:34 > Step: 960300 Progress: 96.0% Elapsed: 13 days, 6:49:12 Gen_loss: 3.29 Dis_loss: 0.9344 Cls_loss: 2.121 Topk: N/A ada_p: 0.2633
[INFO] 2021-10-31 21:03:08 > Step: 960400 Progress: 96.0% Elapsed: 13 days, 6:50:46 Gen_loss: 2.731 Dis_loss: 1.055 Cls_loss: 1.689 Topk: N/A ada_p: 0.2668
[INFO] 2021-10-31 21:04:42 > Step: 960500 Progress: 96.0% Elapsed: 13 days, 6:52:21 Gen_loss: 1.837 Dis_loss: 0.7146 Cls_loss: 1.687 Topk: N/A ada_p: 0.2677
[INFO] 2021-10-31 21:06:26 > Step: 960600 Progress: 96.1% Elapsed: 13 days, 6:54:04 Gen_loss: 2.259 Dis_loss: 1.03 Cls_loss: 1.653 Topk: N/A ada_p: 0.268
[INFO] 2021-10-31 21:07:59 > Step: 960700 Progress: 96.1% Elapsed: 13 days, 6:55:38 Gen_loss: 2.44 Dis_loss: 1.074 Cls_loss: 1.951 Topk: N/A ada_p: 0.2679
[INFO] 2021-10-31 21:09:33 > Step: 960800 Progress: 96.1% Elapsed: 13 days, 6:57:11 Gen_loss: 3.044 Dis_loss: 1.837 Cls_loss: 2.295 Topk: N/A ada_p: 0.2671
[INFO] 2021-10-31 21:11:07 > Step: 960900 Progress: 96.1% Elapsed: 13 days, 6:58:46 Gen_loss: 2.293 Dis_loss: 0.6042 Cls_loss: 1.607 Topk: N/A ada_p: 0.2619
[INFO] 2021-10-31 21:12:52 > Step: 961000 Progress: 96.1% Elapsed: 13 days, 7:00:31 Gen_loss: 1.959 Dis_loss: 1.318 Cls_loss: 2.153 Topk: N/A ada_p: 0.266
[INFO] 2021-10-31 21:14:26 > Step: 961100 Progress: 96.1% Elapsed: 13 days, 7:02:05 Gen_loss: 4.753 Dis_loss: 2.138 Cls_loss: 2.376 Topk: N/A ada_p: 0.2704
[INFO] 2021-10-31 21:16:00 > Step: 961200 Progress: 96.1% Elapsed: 13 days, 7:03:39 Gen_loss: 1.914 Dis_loss: 0.8377 Cls_loss: 1.609 Topk: N/A ada_p: 0.2684
[INFO] 2021-10-31 21:17:34 > Step: 961300 Progress: 96.1% Elapsed: 13 days, 7:05:13 Gen_loss: 1.801 Dis_loss: 1.187 Cls_loss: 1.471 Topk: N/A ada_p: 0.2657
[INFO] 2021-10-31 21:19:18 > Step: 961400 Progress: 96.1% Elapsed: 13 days, 7:06:57 Gen_loss: 2.003 Dis_loss: 1.288 Cls_loss: 2.39 Topk: N/A ada_p: 0.2613
[INFO] 2021-10-31 21:20:52 > Step: 961500 Progress: 96.2% Elapsed: 13 days, 7:08:31 Gen_loss: 3.136 Dis_loss: 1.339 Cls_loss: 1.885 Topk: N/A ada_p: 0.2599
[INFO] 2021-10-31 21:22:26 > Step: 961600 Progress: 96.2% Elapsed: 13 days, 7:10:05 Gen_loss: 4.302 Dis_loss: 1.892 Cls_loss: 2.232 Topk: N/A ada_p: 0.262
[INFO] 2021-10-31 21:23:59 > Step: 961700 Progress: 96.2% Elapsed: 13 days, 7:11:38 Gen_loss: 1.47 Dis_loss: 1.165 Cls_loss: 2.38 Topk: N/A ada_p: 0.2606
[INFO] 2021-10-31 21:25:44 > Step: 961800 Progress: 96.2% Elapsed: 13 days, 7:13:23 Gen_loss: 1.556 Dis_loss: 0.7122 Cls_loss: 1.758 Topk: N/A ada_p: 0.2631
[INFO] 2021-10-31 21:27:18 > Step: 961900 Progress: 96.2% Elapsed: 13 days, 7:14:56 Gen_loss: 2.52 Dis_loss: 1.148 Cls_loss: 1.568 Topk: N/A ada_p: 0.2581
[INFO] 2021-10-31 21:28:51 > Step: 962000 Progress: 96.2% Elapsed: 13 days, 7:16:30 Gen_loss: 1.87 Dis_loss: 0.9651 Cls_loss: 2.395 Topk: N/A ada_p: 0.2548
[INFO] 2021-10-31 21:30:24 > Step: 962100 Progress: 96.2% Elapsed: 13 days, 7:18:03 Gen_loss: 2.416 Dis_loss: 0.7779 Cls_loss: 1.879 Topk: N/A ada_p: 0.2526
[INFO] 2021-10-31 21:32:08 > Step: 962200 Progress: 96.2% Elapsed: 13 days, 7:19:47 Gen_loss: 1.639 Dis_loss: 1.239 Cls_loss: 2.18 Topk: N/A ada_p: 0.2532
[INFO] 2021-10-31 21:33:42 > Step: 962300 Progress: 96.2% Elapsed: 13 days, 7:21:21 Gen_loss: 2.84 Dis_loss: 1.058 Cls_loss: 1.863 Topk: N/A ada_p: 0.2569
[INFO] 2021-10-31 21:35:15 > Step: 962400 Progress: 96.2% Elapsed: 13 days, 7:22:54 Gen_loss: 3.338 Dis_loss: 0.9153 Cls_loss: 1.843 Topk: N/A ada_p: 0.2612
[INFO] 2021-10-31 21:36:49 > Step: 962500 Progress: 96.2% Elapsed: 13 days, 7:24:28 Gen_loss: 1.967 Dis_loss: 0.8332 Cls_loss: 1.977 Topk: N/A ada_p: 0.2654
[INFO] 2021-10-31 21:38:34 > Step: 962600 Progress: 96.3% Elapsed: 13 days, 7:26:13 Gen_loss: 1.748 Dis_loss: 1.047 Cls_loss: 2.005 Topk: N/A ada_p: 0.2672
[INFO] 2021-10-31 21:40:08 > Step: 962700 Progress: 96.3% Elapsed: 13 days, 7:27:46 Gen_loss: 2.23 Dis_loss: 0.9705 Cls_loss: 1.732 Topk: N/A ada_p: 0.2668
[INFO] 2021-10-31 21:41:41 > Step: 962800 Progress: 96.3% Elapsed: 13 days, 7:29:20 Gen_loss: 3.035 Dis_loss: 0.7265 Cls_loss: 1.557 Topk: N/A ada_p: 0.2709
[INFO] 2021-10-31 21:43:15 > Step: 962900 Progress: 96.3% Elapsed: 13 days, 7:30:54 Gen_loss: 2.428 Dis_loss: 1.347 Cls_loss: 2.226 Topk: N/A ada_p: 0.267
[INFO] 2021-10-31 21:44:59 > Step: 963000 Progress: 96.3% Elapsed: 13 days, 7:32:38 Gen_loss: 2.334 Dis_loss: 0.5303 Cls_loss: 1.465 Topk: N/A ada_p: 0.2662
[INFO] 2021-10-31 21:46:33 > Step: 963100 Progress: 96.3% Elapsed: 13 days, 7:34:11 Gen_loss: 1.859 Dis_loss: 1.144 Cls_loss: 1.986 Topk: N/A ada_p: 0.2702
[INFO] 2021-10-31 21:48:06 > Step: 963200 Progress: 96.3% Elapsed: 13 days, 7:35:45 Gen_loss: 2.825 Dis_loss: 1.084 Cls_loss: 1.888 Topk: N/A ada_p: 0.2756
[INFO] 2021-10-31 21:49:40 > Step: 963300 Progress: 96.3% Elapsed: 13 days, 7:37:18 Gen_loss: 3.1 Dis_loss: 1.025 Cls_loss: 1.89 Topk: N/A ada_p: 0.2777
[INFO] 2021-10-31 21:51:24 > Step: 963400 Progress: 96.3% Elapsed: 13 days, 7:39:02 Gen_loss: 2.279 Dis_loss: 0.7613 Cls_loss: 2.199 Topk: N/A ada_p: 0.268
[INFO] 2021-10-31 21:52:57 > Step: 963500 Progress: 96.4% Elapsed: 13 days, 7:40:36 Gen_loss: 2.842 Dis_loss: 1.192 Cls_loss: 2.099 Topk: N/A ada_p: 0.2679
[INFO] 2021-10-31 21:54:30 > Step: 963600 Progress: 96.4% Elapsed: 13 days, 7:42:09 Gen_loss: 1.387 Dis_loss: 1.205 Cls_loss: 1.918 Topk: N/A ada_p: 0.2702
[INFO] 2021-10-31 21:56:15 > Step: 963700 Progress: 96.4% Elapsed: 13 days, 7:43:53 Gen_loss: 1.654 Dis_loss: 0.6684 Cls_loss: 1.529 Topk: N/A ada_p: 0.2698
[INFO] 2021-10-31 21:57:48 > Step: 963800 Progress: 96.4% Elapsed: 13 days, 7:45:27 Gen_loss: 2.192 Dis_loss: 0.8949 Cls_loss: 1.637 Topk: N/A ada_p: 0.2675
[INFO] 2021-10-31 21:59:22 > Step: 963900 Progress: 96.4% Elapsed: 13 days, 7:47:01 Gen_loss: 1.438 Dis_loss: 0.7598 Cls_loss: 1.58 Topk: N/A ada_p: 0.2633
[INFO] 2021-10-31 22:00:56 > Step: 964000 Progress: 96.4% Elapsed: 13 days, 7:48:35 Gen_loss: 3.7 Dis_loss: 1.094 Cls_loss: 1.923 Topk: N/A ada_p: 0.261
[INFO] 2021-10-31 22:02:40 > Step: 964100 Progress: 96.4% Elapsed: 13 days, 7:50:19 Gen_loss: 2.283 Dis_loss: 0.72 Cls_loss: 1.617 Topk: N/A ada_p: 0.2639
[INFO] 2021-10-31 22:04:14 > Step: 964200 Progress: 96.4% Elapsed: 13 days, 7:51:53 Gen_loss: 2.089 Dis_loss: 0.8846 Cls_loss: 2.012 Topk: N/A ada_p: 0.2662
[INFO] 2021-10-31 22:05:47 > Step: 964300 Progress: 96.4% Elapsed: 13 days, 7:53:26 Gen_loss: 1.604 Dis_loss: 1.361 Cls_loss: 1.978 Topk: N/A ada_p: 0.2692
[INFO] 2021-10-31 22:07:22 > Step: 964400 Progress: 96.4% Elapsed: 13 days, 7:55:00 Gen_loss: 2.432 Dis_loss: 1.844 Cls_loss: 2.447 Topk: N/A ada_p: 0.2661
[INFO] 2021-10-31 22:09:06 > Step: 964500 Progress: 96.5% Elapsed: 13 days, 7:56:45 Gen_loss: 1.407 Dis_loss: 0.6894 Cls_loss: 1.588 Topk: N/A ada_p: 0.2662
[INFO] 2021-10-31 22:10:40 > Step: 964600 Progress: 96.5% Elapsed: 13 days, 7:58:18 Gen_loss: 1.88 Dis_loss: 0.8839 Cls_loss: 1.721 Topk: N/A ada_p: 0.2588
[INFO] 2021-10-31 22:12:14 > Step: 964700 Progress: 96.5% Elapsed: 13 days, 7:59:53 Gen_loss: 2.01 Dis_loss: 0.7604 Cls_loss: 2.13 Topk: N/A ada_p: 0.2589
[INFO] 2021-10-31 22:13:47 > Step: 964800 Progress: 96.5% Elapsed: 13 days, 8:01:26 Gen_loss: 1.414 Dis_loss: 1.278 Cls_loss: 2.021 Topk: N/A ada_p: 0.2625
[INFO] 2021-10-31 22:15:32 > Step: 964900 Progress: 96.5% Elapsed: 13 days, 8:03:11 Gen_loss: 1.818 Dis_loss: 0.8322 Cls_loss: 1.909 Topk: N/A ada_p: 0.2662
[INFO] 2021-10-31 22:17:06 > Step: 965000 Progress: 96.5% Elapsed: 13 days, 8:04:45 Gen_loss: 2.807 Dis_loss: 1.082 Cls_loss: 1.642 Topk: N/A ada_p: 0.2698
[INFO] 2021-10-31 22:18:40 > Step: 965100 Progress: 96.5% Elapsed: 13 days, 8:06:19 Gen_loss: 3.793 Dis_loss: 0.8282 Cls_loss: 1.729 Topk: N/A ada_p: 0.2732
[INFO] 2021-10-31 22:20:13 > Step: 965200 Progress: 96.5% Elapsed: 13 days, 8:07:52 Gen_loss: 0.9941 Dis_loss: 0.9147 Cls_loss: 2.064 Topk: N/A ada_p: 0.2681
[INFO] 2021-10-31 22:21:57 > Step: 965300 Progress: 96.5% Elapsed: 13 days, 8:09:36 Gen_loss: 1.545 Dis_loss: 0.7371 Cls_loss: 1.894 Topk: N/A ada_p: 0.2672
[INFO] 2021-10-31 22:23:31 > Step: 965400 Progress: 96.5% Elapsed: 13 days, 8:11:10 Gen_loss: 2.249 Dis_loss: 1.452 Cls_loss: 1.774 Topk: N/A ada_p: 0.268
[INFO] 2021-10-31 22:25:05 > Step: 965500 Progress: 96.5% Elapsed: 13 days, 8:12:44 Gen_loss: 1.345 Dis_loss: 1.213 Cls_loss: 2.228 Topk: N/A ada_p: 0.2656
[INFO] 2021-10-31 22:26:38 > Step: 965600 Progress: 96.6% Elapsed: 13 days, 8:14:17 Gen_loss: 4.13 Dis_loss: 0.7382 Cls_loss: 1.495 Topk: N/A ada_p: 0.2597
[INFO] 2021-10-31 22:28:23 > Step: 965700 Progress: 96.6% Elapsed: 13 days, 8:16:02 Gen_loss: 1.475 Dis_loss: 1.372 Cls_loss: 1.926 Topk: N/A ada_p: 0.2611
[INFO] 2021-10-31 22:29:57 > Step: 965800 Progress: 96.6% Elapsed: 13 days, 8:17:36 Gen_loss: 3.115 Dis_loss: 1.644 Cls_loss: 2.111 Topk: N/A ada_p: 0.2649
[INFO] 2021-10-31 22:31:31 > Step: 965900 Progress: 96.6% Elapsed: 13 days, 8:19:10 Gen_loss: 3.394 Dis_loss: 1.019 Cls_loss: 1.875 Topk: N/A ada_p: 0.261
[INFO] 2021-10-31 22:33:05 > Step: 966000 Progress: 96.6% Elapsed: 13 days, 8:20:43 Gen_loss: 2.145 Dis_loss: 0.6378 Cls_loss: 1.453 Topk: N/A ada_p: 0.2599
[INFO] 2021-10-31 22:34:49 > Step: 966100 Progress: 96.6% Elapsed: 13 days, 8:22:28 Gen_loss: 2.322 Dis_loss: 0.7996 Cls_loss: 1.471 Topk: N/A ada_p: 0.2565
[INFO] 2021-10-31 22:36:23 > Step: 966200 Progress: 96.6% Elapsed: 13 days, 8:24:02 Gen_loss: 1.14 Dis_loss: 1.431 Cls_loss: 2.036 Topk: N/A ada_p: 0.2626
[INFO] 2021-10-31 22:37:58 > Step: 966300 Progress: 96.6% Elapsed: 13 days, 8:25:36 Gen_loss: 2.2 Dis_loss: 1.263 Cls_loss: 2.486 Topk: N/A ada_p: 0.2697
[INFO] 2021-10-31 22:39:31 > Step: 966400 Progress: 96.6% Elapsed: 13 days, 8:27:10 Gen_loss: 3.327 Dis_loss: 0.8074 Cls_loss: 2.365 Topk: N/A ada_p: 0.2697
[INFO] 2021-10-31 22:41:15 > Step: 966500 Progress: 96.7% Elapsed: 13 days, 8:28:54 Gen_loss: 1.129 Dis_loss: 0.7809 Cls_loss: 1.891 Topk: N/A ada_p: 0.2721
[INFO] 2021-10-31 22:42:49 > Step: 966600 Progress: 96.7% Elapsed: 13 days, 8:30:27 Gen_loss: 2.023 Dis_loss: 1.557 Cls_loss: 1.817 Topk: N/A ada_p: 0.2729
[INFO] 2021-10-31 22:44:22 > Step: 966700 Progress: 96.7% Elapsed: 13 days, 8:32:01 Gen_loss: 2.179 Dis_loss: 0.9422 Cls_loss: 1.904 Topk: N/A ada_p: 0.2674
[INFO] 2021-10-31 22:45:55 > Step: 966800 Progress: 96.7% Elapsed: 13 days, 8:33:34 Gen_loss: 2.546 Dis_loss: 0.8514 Cls_loss: 2.224 Topk: N/A ada_p: 0.2638
[INFO] 2021-10-31 22:47:39 > Step: 966900 Progress: 96.7% Elapsed: 13 days, 8:35:18 Gen_loss: 2.446 Dis_loss: 1.414 Cls_loss: 2.054 Topk: N/A ada_p: 0.2636
[INFO] 2021-10-31 22:49:13 > Step: 967000 Progress: 96.7% Elapsed: 13 days, 8:36:52 Gen_loss: 3.098 Dis_loss: 0.8913 Cls_loss: 1.854 Topk: N/A ada_p: 0.2613
[INFO] 2021-10-31 22:50:47 > Step: 967100 Progress: 96.7% Elapsed: 13 days, 8:38:26 Gen_loss: 2.279 Dis_loss: 0.9266 Cls_loss: 2.051 Topk: N/A ada_p: 0.2617
[INFO] 2021-10-31 22:52:20 > Step: 967200 Progress: 96.7% Elapsed: 13 days, 8:39:59 Gen_loss: 1.706 Dis_loss: 0.6715 Cls_loss: 1.811 Topk: N/A ada_p: 0.2597
[INFO] 2021-10-31 22:54:06 > Step: 967300 Progress: 96.7% Elapsed: 13 days, 8:41:45 Gen_loss: 2.946 Dis_loss: 1.084 Cls_loss: 2.071 Topk: N/A ada_p: 0.2606
[INFO] 2021-10-31 22:55:39 > Step: 967400 Progress: 96.7% Elapsed: 13 days, 8:43:18 Gen_loss: 1.824 Dis_loss: 1.41 Cls_loss: 2.101 Topk: N/A ada_p: 0.2657
[INFO] 2021-10-31 22:57:13 > Step: 967500 Progress: 96.8% Elapsed: 13 days, 8:44:52 Gen_loss: 3.725 Dis_loss: 0.8027 Cls_loss: 1.65 Topk: N/A ada_p: 0.2663
[INFO] 2021-10-31 22:58:57 > Step: 967600 Progress: 96.8% Elapsed: 13 days, 8:46:36 Gen_loss: 1.28 Dis_loss: 1.599 Cls_loss: 1.638 Topk: N/A ada_p: 0.2707
[INFO] 2021-10-31 23:00:31 > Step: 967700 Progress: 96.8% Elapsed: 13 days, 8:48:09 Gen_loss: 2.526 Dis_loss: 0.8962 Cls_loss: 1.849 Topk: N/A ada_p: 0.2685
[INFO] 2021-10-31 23:02:05 > Step: 967800 Progress: 96.8% Elapsed: 13 days, 8:49:43 Gen_loss: 1.696 Dis_loss: 0.6949 Cls_loss: 2.021 Topk: N/A ada_p: 0.2644
[INFO] 2021-10-31 23:03:38 > Step: 967900 Progress: 96.8% Elapsed: 13 days, 8:51:17 Gen_loss: 2.502 Dis_loss: 0.7635 Cls_loss: 1.694 Topk: N/A ada_p: 0.2589
[INFO] 2021-10-31 23:05:22 > Step: 968000 Progress: 96.8% Elapsed: 13 days, 8:53:01 Gen_loss: 3.103 Dis_loss: 1.382 Cls_loss: 2.113 Topk: N/A ada_p: 0.2612
[INFO] 2021-10-31 23:06:56 > Step: 968100 Progress: 96.8% Elapsed: 13 days, 8:54:35 Gen_loss: 1.652 Dis_loss: 0.7641 Cls_loss: 1.874 Topk: N/A ada_p: 0.2636
[INFO] 2021-10-31 23:08:29 > Step: 968200 Progress: 96.8% Elapsed: 13 days, 8:56:08 Gen_loss: 1.078 Dis_loss: 0.7692 Cls_loss: 1.786 Topk: N/A ada_p: 0.267
[INFO] 2021-10-31 23:10:02 > Step: 968300 Progress: 96.8% Elapsed: 13 days, 8:57:41 Gen_loss: 1.907 Dis_loss: 1.165 Cls_loss: 1.889 Topk: N/A ada_p: 0.2656
[INFO] 2021-10-31 23:11:46 > Step: 968400 Progress: 96.8% Elapsed: 13 days, 8:59:25 Gen_loss: 2.812 Dis_loss: 0.8062 Cls_loss: 2.039 Topk: N/A ada_p: 0.2699
[INFO] 2021-10-31 23:13:20 > Step: 968500 Progress: 96.9% Elapsed: 13 days, 9:00:59 Gen_loss: 3.786 Dis_loss: 0.9354 Cls_loss: 1.825 Topk: N/A ada_p: 0.2652
[INFO] 2021-10-31 23:14:53 > Step: 968600 Progress: 96.9% Elapsed: 13 days, 9:02:32 Gen_loss: 4.032 Dis_loss: 1.73 Cls_loss: 2.075 Topk: N/A ada_p: 0.2693
[INFO] 2021-10-31 23:16:27 > Step: 968700 Progress: 96.9% Elapsed: 13 days, 9:04:06 Gen_loss: 3.994 Dis_loss: 1.093 Cls_loss: 1.716 Topk: N/A ada_p: 0.2709
[INFO] 2021-10-31 23:18:11 > Step: 968800 Progress: 96.9% Elapsed: 13 days, 9:05:50 Gen_loss: 2.089 Dis_loss: 1.439 Cls_loss: 2.366 Topk: N/A ada_p: 0.2702
[INFO] 2021-10-31 23:19:45 > Step: 968900 Progress: 96.9% Elapsed: 13 days, 9:07:24 Gen_loss: 2.905 Dis_loss: 1.238 Cls_loss: 1.992 Topk: N/A ada_p: 0.2724
[INFO] 2021-10-31 23:21:19 > Step: 969000 Progress: 96.9% Elapsed: 13 days, 9:08:58 Gen_loss: 1.883 Dis_loss: 1.027 Cls_loss: 1.931 Topk: N/A ada_p: 0.2729
[INFO] 2021-10-31 23:22:53 > Step: 969100 Progress: 96.9% Elapsed: 13 days, 9:10:31 Gen_loss: 1.732 Dis_loss: 1.438 Cls_loss: 1.776 Topk: N/A ada_p: 0.2709
[INFO] 2021-10-31 23:24:37 > Step: 969200 Progress: 96.9% Elapsed: 13 days, 9:12:16 Gen_loss: 4.21 Dis_loss: 0.9834 Cls_loss: 2.205 Topk: N/A ada_p: 0.2699
[INFO] 2021-10-31 23:26:10 > Step: 969300 Progress: 96.9% Elapsed: 13 days, 9:13:49 Gen_loss: 2.146 Dis_loss: 0.9447 Cls_loss: 1.802 Topk: N/A ada_p: 0.2731
[INFO] 2021-10-31 23:27:44 > Step: 969400 Progress: 96.9% Elapsed: 13 days, 9:15:23 Gen_loss: 1.681 Dis_loss: 0.7245 Cls_loss: 1.664 Topk: N/A ada_p: 0.2744
[INFO] 2021-10-31 23:29:18 > Step: 969500 Progress: 97.0% Elapsed: 13 days, 9:16:56 Gen_loss: 4.107 Dis_loss: 1.373 Cls_loss: 2.162 Topk: N/A ada_p: 0.274
[INFO] 2021-10-31 23:31:03 > Step: 969600 Progress: 97.0% Elapsed: 13 days, 9:18:41 Gen_loss: 1.423 Dis_loss: 0.9597 Cls_loss: 1.75 Topk: N/A ada_p: 0.2709
[INFO] 2021-10-31 23:32:36 > Step: 969700 Progress: 97.0% Elapsed: 13 days, 9:20:15 Gen_loss: 2.5 Dis_loss: 0.8355 Cls_loss: 2.156 Topk: N/A ada_p: 0.2757
[INFO] 2021-10-31 23:34:11 > Step: 969800 Progress: 97.0% Elapsed: 13 days, 9:21:49 Gen_loss: 1.346 Dis_loss: 0.9618 Cls_loss: 2.037 Topk: N/A ada_p: 0.2736
[INFO] 2021-10-31 23:35:44 > Step: 969900 Progress: 97.0% Elapsed: 13 days, 9:23:23 Gen_loss: 2.407 Dis_loss: 1.133 Cls_loss: 2.068 Topk: N/A ada_p: 0.2707
[INFO] 2021-10-31 23:37:28 > Step: 970000 Progress: 97.0% Elapsed: 13 days, 9:25:07 Gen_loss: 1.32 Dis_loss: 1.065 Cls_loss: 1.804 Topk: N/A ada_p: 0.2676
[INFO] 2021-10-31 23:37:28 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-31 23:37:29 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_970000.png
[INFO] 2021-10-31 23:37:29 > Start Evaluation (970000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-10-31 23:37:29 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-31 23:43:00 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-31 23:48:36 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-11-01 00:13:12 > Inception score (Step: 970000, 50000 generated images): 10.548622131347656
[INFO] 2021-11-01 00:13:12 > FID score (Step: 970000, Using train moments): 2.347317022156574
[INFO] 2021-11-01 00:13:12 > Improved Precision (Step: 970000, Using train images): 0.75938
[INFO] 2021-11-01 00:13:12 > Improved Recall (Step: 970000, Using train images): 0.64424
[INFO] 2021-11-01 00:13:12 > Density (Step: 970000, Using train images): 1.0575400000000001
[INFO] 2021-11-01 00:13:12 > Coverage (Step: 970000, Using train images): 0.93022
[INFO] 2021-11-01 00:13:12 > Best FID score (Step: 960000, Using train moments): 2.3245293793623887
[INFO] 2021-11-01 00:13:23 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-11-01 00:18:22 > Step: 970100 Progress: 97.0% Elapsed: 13 days, 10:06:01 Gen_loss: 3.387 Dis_loss: 1.004 Cls_loss: 2.308 Topk: N/A ada_p: 0.27
[INFO] 2021-11-01 00:19:56 > Step: 970200 Progress: 97.0% Elapsed: 13 days, 10:07:34 Gen_loss: 1.561 Dis_loss: 1.319 Cls_loss: 1.952 Topk: N/A ada_p: 0.2718
[INFO] 2021-11-01 00:21:29 > Step: 970300 Progress: 97.0% Elapsed: 13 days, 10:09:08 Gen_loss: 2.306 Dis_loss: 1.017 Cls_loss: 1.975 Topk: N/A ada_p: 0.2702
[INFO] 2021-11-01 00:23:19 > Step: 970400 Progress: 97.0% Elapsed: 13 days, 10:10:58 Gen_loss: 1.351 Dis_loss: 0.687 Cls_loss: 1.483 Topk: N/A ada_p: 0.2715
[INFO] 2021-11-01 00:24:53 > Step: 970500 Progress: 97.0% Elapsed: 13 days, 10:12:32 Gen_loss: 1.804 Dis_loss: 1.018 Cls_loss: 2.073 Topk: N/A ada_p: 0.2731
[INFO] 2021-11-01 00:26:26 > Step: 970600 Progress: 97.1% Elapsed: 13 days, 10:14:05 Gen_loss: 4.14 Dis_loss: 1.309 Cls_loss: 2.095 Topk: N/A ada_p: 0.2685
[INFO] 2021-11-01 00:28:01 > Step: 970700 Progress: 97.1% Elapsed: 13 days, 10:15:39 Gen_loss: 1.604 Dis_loss: 0.9543 Cls_loss: 2.0 Topk: N/A ada_p: 0.2635
[INFO] 2021-11-01 00:29:45 > Step: 970800 Progress: 97.1% Elapsed: 13 days, 10:17:23 Gen_loss: 1.681 Dis_loss: 0.9106 Cls_loss: 1.939 Topk: N/A ada_p: 0.2643
[INFO] 2021-11-01 00:31:18 > Step: 970900 Progress: 97.1% Elapsed: 13 days, 10:18:57 Gen_loss: 3.225 Dis_loss: 1.196 Cls_loss: 1.805 Topk: N/A ada_p: 0.2667
[INFO] 2021-11-01 00:32:52 > Step: 971000 Progress: 97.1% Elapsed: 13 days, 10:20:31 Gen_loss: 3.461 Dis_loss: 0.8478 Cls_loss: 1.861 Topk: N/A ada_p: 0.2665
[INFO] 2021-11-01 00:34:25 > Step: 971100 Progress: 97.1% Elapsed: 13 days, 10:22:04 Gen_loss: 3.762 Dis_loss: 1.136 Cls_loss: 2.056 Topk: N/A ada_p: 0.2702
[INFO] 2021-11-01 00:36:09 > Step: 971200 Progress: 97.1% Elapsed: 13 days, 10:23:48 Gen_loss: 1.801 Dis_loss: 0.9109 Cls_loss: 1.525 Topk: N/A ada_p: 0.2686
[INFO] 2021-11-01 00:37:43 > Step: 971300 Progress: 97.1% Elapsed: 13 days, 10:25:22 Gen_loss: 3.878 Dis_loss: 1.18 Cls_loss: 2.077 Topk: N/A ada_p: 0.2734
[INFO] 2021-11-01 00:39:17 > Step: 971400 Progress: 97.1% Elapsed: 13 days, 10:26:56 Gen_loss: 1.841 Dis_loss: 0.796 Cls_loss: 1.57 Topk: N/A ada_p: 0.2777
[INFO] 2021-11-01 00:41:01 > Step: 971500 Progress: 97.2% Elapsed: 13 days, 10:28:40 Gen_loss: 3.623 Dis_loss: 0.878 Cls_loss: 1.436 Topk: N/A ada_p: 0.2748
[INFO] 2021-11-01 00:42:34 > Step: 971600 Progress: 97.2% Elapsed: 13 days, 10:30:13 Gen_loss: 3.396 Dis_loss: 1.275 Cls_loss: 1.962 Topk: N/A ada_p: 0.2753
[INFO] 2021-11-01 00:44:09 > Step: 971700 Progress: 97.2% Elapsed: 13 days, 10:31:48 Gen_loss: 3.132 Dis_loss: 1.365 Cls_loss: 1.869 Topk: N/A ada_p: 0.2724
[INFO] 2021-11-01 00:45:42 > Step: 971800 Progress: 97.2% Elapsed: 13 days, 10:33:21 Gen_loss: 3.02 Dis_loss: 1.213 Cls_loss: 2.065 Topk: N/A ada_p: 0.2747
[INFO] 2021-11-01 00:47:27 > Step: 971900 Progress: 97.2% Elapsed: 13 days, 10:35:05 Gen_loss: 2.086 Dis_loss: 0.8337 Cls_loss: 2.055 Topk: N/A ada_p: 0.2692
[INFO] 2021-11-01 00:49:00 > Step: 972000 Progress: 97.2% Elapsed: 13 days, 10:36:39 Gen_loss: 2.849 Dis_loss: 0.9153 Cls_loss: 1.541 Topk: N/A ada_p: 0.2699
[INFO] 2021-11-01 00:50:34 > Step: 972100 Progress: 97.2% Elapsed: 13 days, 10:38:13 Gen_loss: 1.9 Dis_loss: 0.8682 Cls_loss: 2.051 Topk: N/A ada_p: 0.2744
[INFO] 2021-11-01 00:52:07 > Step: 972200 Progress: 97.2% Elapsed: 13 days, 10:39:46 Gen_loss: 1.974 Dis_loss: 1.16 Cls_loss: 1.718 Topk: N/A ada_p: 0.2721
[INFO] 2021-11-01 00:53:51 > Step: 972300 Progress: 97.2% Elapsed: 13 days, 10:41:30 Gen_loss: 2.19 Dis_loss: 1.073 Cls_loss: 2.053 Topk: N/A ada_p: 0.2722
[INFO] 2021-11-01 00:55:24 > Step: 972400 Progress: 97.2% Elapsed: 13 days, 10:43:03 Gen_loss: 2.316 Dis_loss: 1.01 Cls_loss: 1.642 Topk: N/A ada_p: 0.2697
[INFO] 2021-11-01 00:56:58 > Step: 972500 Progress: 97.2% Elapsed: 13 days, 10:44:37 Gen_loss: 2.135 Dis_loss: 1.002 Cls_loss: 2.63 Topk: N/A ada_p: 0.2741
[INFO] 2021-11-01 00:58:31 > Step: 972600 Progress: 97.3% Elapsed: 13 days, 10:46:10 Gen_loss: 3.24 Dis_loss: 1.028 Cls_loss: 2.399 Topk: N/A ada_p: 0.2713
[INFO] 2021-11-01 01:00:15 > Step: 972700 Progress: 97.3% Elapsed: 13 days, 10:47:54 Gen_loss: 2.368 Dis_loss: 1.554 Cls_loss: 2.277 Topk: N/A ada_p: 0.2758
[INFO] 2021-11-01 01:01:49 > Step: 972800 Progress: 97.3% Elapsed: 13 days, 10:49:28 Gen_loss: 1.622 Dis_loss: 0.7209 Cls_loss: 1.984 Topk: N/A ada_p: 0.2666
[INFO] 2021-11-01 01:03:23 > Step: 972900 Progress: 97.3% Elapsed: 13 days, 10:51:02 Gen_loss: 2.782 Dis_loss: 0.7446 Cls_loss: 1.848 Topk: N/A ada_p: 0.2644
[INFO] 2021-11-01 01:04:56 > Step: 973000 Progress: 97.3% Elapsed: 13 days, 10:52:35 Gen_loss: 1.697 Dis_loss: 0.9971 Cls_loss: 1.962 Topk: N/A ada_p: 0.2683
[INFO] 2021-11-01 01:06:40 > Step: 973100 Progress: 97.3% Elapsed: 13 days, 10:54:19 Gen_loss: 2.83 Dis_loss: 1.035 Cls_loss: 1.979 Topk: N/A ada_p: 0.2604
[INFO] 2021-11-01 01:08:14 > Step: 973200 Progress: 97.3% Elapsed: 13 days, 10:55:52 Gen_loss: 3.563 Dis_loss: 0.8482 Cls_loss: 1.771 Topk: N/A ada_p: 0.2612
[INFO] 2021-11-01 01:09:47 > Step: 973300 Progress: 97.3% Elapsed: 13 days, 10:57:26 Gen_loss: 3.934 Dis_loss: 1.14 Cls_loss: 2.472 Topk: N/A ada_p: 0.2619
[INFO] 2021-11-01 01:11:21 > Step: 973400 Progress: 97.3% Elapsed: 13 days, 10:58:59 Gen_loss: 3.547 Dis_loss: 1.162 Cls_loss: 1.733 Topk: N/A ada_p: 0.269
[INFO] 2021-11-01 01:13:05 > Step: 973500 Progress: 97.4% Elapsed: 13 days, 11:00:44 Gen_loss: 2.034 Dis_loss: 1.042 Cls_loss: 2.033 Topk: N/A ada_p: 0.2689
[INFO] 2021-11-01 01:14:39 > Step: 973600 Progress: 97.4% Elapsed: 13 days, 11:02:18 Gen_loss: 1.338 Dis_loss: 0.9255 Cls_loss: 2.069 Topk: N/A ada_p: 0.2686
[INFO] 2021-11-01 01:16:12 > Step: 973700 Progress: 97.4% Elapsed: 13 days, 11:03:51 Gen_loss: 2.651 Dis_loss: 1.197 Cls_loss: 2.15 Topk: N/A ada_p: 0.2711
[INFO] 2021-11-01 01:17:46 > Step: 973800 Progress: 97.4% Elapsed: 13 days, 11:05:25 Gen_loss: 1.82 Dis_loss: 0.7926 Cls_loss: 1.44 Topk: N/A ada_p: 0.2711
[INFO] 2021-11-01 01:19:30 > Step: 973900 Progress: 97.4% Elapsed: 13 days, 11:07:09 Gen_loss: 2.038 Dis_loss: 1.368 Cls_loss: 1.767 Topk: N/A ada_p: 0.2656
[INFO] 2021-11-01 01:21:03 > Step: 974000 Progress: 97.4% Elapsed: 13 days, 11:08:42 Gen_loss: 1.723 Dis_loss: 1.004 Cls_loss: 1.855 Topk: N/A ada_p: 0.2656
[INFO] 2021-11-01 01:22:37 > Step: 974100 Progress: 97.4% Elapsed: 13 days, 11:10:16 Gen_loss: 1.224 Dis_loss: 1.338 Cls_loss: 2.008 Topk: N/A ada_p: 0.268
[INFO] 2021-11-01 01:24:11 > Step: 974200 Progress: 97.4% Elapsed: 13 days, 11:11:50 Gen_loss: 0.8707 Dis_loss: 1.546 Cls_loss: 2.089 Topk: N/A ada_p: 0.2683
[INFO] 2021-11-01 01:25:55 > Step: 974300 Progress: 97.4% Elapsed: 13 days, 11:13:34 Gen_loss: 2.46 Dis_loss: 0.8919 Cls_loss: 1.783 Topk: N/A ada_p: 0.2674
[INFO] 2021-11-01 01:27:28 > Step: 974400 Progress: 97.4% Elapsed: 13 days, 11:15:07 Gen_loss: 1.875 Dis_loss: 0.7464 Cls_loss: 1.971 Topk: N/A ada_p: 0.2686
[INFO] 2021-11-01 01:29:02 > Step: 974500 Progress: 97.5% Elapsed: 13 days, 11:16:41 Gen_loss: 1.539 Dis_loss: 1.367 Cls_loss: 1.958 Topk: N/A ada_p: 0.2688
[INFO] 2021-11-01 01:30:35 > Step: 974600 Progress: 97.5% Elapsed: 13 days, 11:18:14 Gen_loss: 1.839 Dis_loss: 1.093 Cls_loss: 1.453 Topk: N/A ada_p: 0.2583
[INFO] 2021-11-01 01:32:19 > Step: 974700 Progress: 97.5% Elapsed: 13 days, 11:19:58 Gen_loss: 3.628 Dis_loss: 1.123 Cls_loss: 1.992 Topk: N/A ada_p: 0.2656
[INFO] 2021-11-01 01:33:52 > Step: 974800 Progress: 97.5% Elapsed: 13 days, 11:21:31 Gen_loss: 2.096 Dis_loss: 1.598 Cls_loss: 2.087 Topk: N/A ada_p: 0.2628
[INFO] 2021-11-01 01:35:26 > Step: 974900 Progress: 97.5% Elapsed: 13 days, 11:23:05 Gen_loss: 1.276 Dis_loss: 1.127 Cls_loss: 2.116 Topk: N/A ada_p: 0.2672
[INFO] 2021-11-01 01:37:00 > Step: 975000 Progress: 97.5% Elapsed: 13 days, 11:24:39 Gen_loss: 1.102 Dis_loss: 1.128 Cls_loss: 1.901 Topk: N/A ada_p: 0.269
[INFO] 2021-11-01 01:38:44 > Step: 975100 Progress: 97.5% Elapsed: 13 days, 11:26:23 Gen_loss: 1.983 Dis_loss: 0.9934 Cls_loss: 1.589 Topk: N/A ada_p: 0.2725
[INFO] 2021-11-01 01:40:18 > Step: 975200 Progress: 97.5% Elapsed: 13 days, 11:27:57 Gen_loss: 2.608 Dis_loss: 1.512 Cls_loss: 2.103 Topk: N/A ada_p: 0.2722
[INFO] 2021-11-01 01:41:51 > Step: 975300 Progress: 97.5% Elapsed: 13 days, 11:29:30 Gen_loss: 2.023 Dis_loss: 0.7616 Cls_loss: 1.97 Topk: N/A ada_p: 0.268
[INFO] 2021-11-01 01:43:36 > Step: 975400 Progress: 97.5% Elapsed: 13 days, 11:31:14 Gen_loss: 3.537 Dis_loss: 1.307 Cls_loss: 1.956 Topk: N/A ada_p: 0.2718
[INFO] 2021-11-01 01:45:09 > Step: 975500 Progress: 97.5% Elapsed: 13 days, 11:32:48 Gen_loss: 3.823 Dis_loss: 0.9774 Cls_loss: 1.814 Topk: N/A ada_p: 0.2694
[INFO] 2021-11-01 01:46:43 > Step: 975600 Progress: 97.6% Elapsed: 13 days, 11:34:22 Gen_loss: 2.812 Dis_loss: 0.9201 Cls_loss: 1.939 Topk: N/A ada_p: 0.2689
[INFO] 2021-11-01 01:48:17 > Step: 975700 Progress: 97.6% Elapsed: 13 days, 11:35:56 Gen_loss: 2.08 Dis_loss: 1.249 Cls_loss: 1.982 Topk: N/A ada_p: 0.2652
[INFO] 2021-11-01 01:50:01 > Step: 975800 Progress: 97.6% Elapsed: 13 days, 11:37:39 Gen_loss: 2.794 Dis_loss: 0.8646 Cls_loss: 1.991 Topk: N/A ada_p: 0.2636
[INFO] 2021-11-01 01:51:35 > Step: 975900 Progress: 97.6% Elapsed: 13 days, 11:39:14 Gen_loss: 3.87 Dis_loss: 0.9751 Cls_loss: 1.818 Topk: N/A ada_p: 0.2712
[INFO] 2021-11-01 01:53:09 > Step: 976000 Progress: 97.6% Elapsed: 13 days, 11:40:47 Gen_loss: 2.732 Dis_loss: 0.8949 Cls_loss: 1.661 Topk: N/A ada_p: 0.2671
[INFO] 2021-11-01 01:54:43 > Step: 976100 Progress: 97.6% Elapsed: 13 days, 11:42:22 Gen_loss: 2.476 Dis_loss: 1.556 Cls_loss: 1.927 Topk: N/A ada_p: 0.2642
[INFO] 2021-11-01 01:56:27 > Step: 976200 Progress: 97.6% Elapsed: 13 days, 11:44:06 Gen_loss: 1.795 Dis_loss: 1.291 Cls_loss: 1.916 Topk: N/A ada_p: 0.2657
[INFO] 2021-11-01 01:58:01 > Step: 976300 Progress: 97.6% Elapsed: 13 days, 11:45:40 Gen_loss: 2.374 Dis_loss: 0.9006 Cls_loss: 1.737 Topk: N/A ada_p: 0.2679
[INFO] 2021-11-01 01:59:35 > Step: 976400 Progress: 97.6% Elapsed: 13 days, 11:47:13 Gen_loss: 3.128 Dis_loss: 1.029 Cls_loss: 1.715 Topk: N/A ada_p: 0.2722
[INFO] 2021-11-01 02:01:08 > Step: 976500 Progress: 97.7% Elapsed: 13 days, 11:48:47 Gen_loss: 4.279 Dis_loss: 1.361 Cls_loss: 2.009 Topk: N/A ada_p: 0.2672
[INFO] 2021-11-01 02:02:52 > Step: 976600 Progress: 97.7% Elapsed: 13 days, 11:50:31 Gen_loss: 2.084 Dis_loss: 0.8516 Cls_loss: 1.847 Topk: N/A ada_p: 0.2718
[INFO] 2021-11-01 02:04:27 > Step: 976700 Progress: 97.7% Elapsed: 13 days, 11:52:05 Gen_loss: 2.904 Dis_loss: 0.97 Cls_loss: 2.173 Topk: N/A ada_p: 0.2732
[INFO] 2021-11-01 02:06:00 > Step: 976800 Progress: 97.7% Elapsed: 13 days, 11:53:39 Gen_loss: 3.786 Dis_loss: 1.789 Cls_loss: 2.209 Topk: N/A ada_p: 0.2704
[INFO] 2021-11-01 02:07:34 > Step: 976900 Progress: 97.7% Elapsed: 13 days, 11:55:13 Gen_loss: 1.47 Dis_loss: 1.607 Cls_loss: 2.382 Topk: N/A ada_p: 0.2695
[INFO] 2021-11-01 02:09:18 > Step: 977000 Progress: 97.7% Elapsed: 13 days, 11:56:57 Gen_loss: 1.539 Dis_loss: 1.284 Cls_loss: 1.922 Topk: N/A ada_p: 0.2685
[INFO] 2021-11-01 02:10:52 > Step: 977100 Progress: 97.7% Elapsed: 13 days, 11:58:31 Gen_loss: 3.195 Dis_loss: 0.9685 Cls_loss: 2.077 Topk: N/A ada_p: 0.2707
[INFO] 2021-11-01 02:12:25 > Step: 977200 Progress: 97.7% Elapsed: 13 days, 12:00:04 Gen_loss: 1.641 Dis_loss: 1.154 Cls_loss: 2.176 Topk: N/A ada_p: 0.2727
[INFO] 2021-11-01 02:13:59 > Step: 977300 Progress: 97.7% Elapsed: 13 days, 12:01:38 Gen_loss: 3.223 Dis_loss: 0.9579 Cls_loss: 1.779 Topk: N/A ada_p: 0.2685
[INFO] 2021-11-01 02:15:43 > Step: 977400 Progress: 97.7% Elapsed: 13 days, 12:03:21 Gen_loss: 3.777 Dis_loss: 0.6758 Cls_loss: 1.868 Topk: N/A ada_p: 0.2672
[INFO] 2021-11-01 02:17:17 > Step: 977500 Progress: 97.8% Elapsed: 13 days, 12:04:55 Gen_loss: 2.425 Dis_loss: 0.9984 Cls_loss: 1.705 Topk: N/A ada_p: 0.2658
[INFO] 2021-11-01 02:18:50 > Step: 977600 Progress: 97.8% Elapsed: 13 days, 12:06:29 Gen_loss: 2.317 Dis_loss: 1.305 Cls_loss: 1.477 Topk: N/A ada_p: 0.2584
[INFO] 2021-11-01 02:20:24 > Step: 977700 Progress: 97.8% Elapsed: 13 days, 12:08:02 Gen_loss: 1.935 Dis_loss: 0.9072 Cls_loss: 1.764 Topk: N/A ada_p: 0.2675
[INFO] 2021-11-01 02:22:07 > Step: 977800 Progress: 97.8% Elapsed: 13 days, 12:09:46 Gen_loss: 1.956 Dis_loss: 1.146 Cls_loss: 1.903 Topk: N/A ada_p: 0.2685
[INFO] 2021-11-01 02:23:41 > Step: 977900 Progress: 97.8% Elapsed: 13 days, 12:11:20 Gen_loss: 2.553 Dis_loss: 0.9697 Cls_loss: 1.783 Topk: N/A ada_p: 0.2702
[INFO] 2021-11-01 02:25:15 > Step: 978000 Progress: 97.8% Elapsed: 13 days, 12:12:54 Gen_loss: 3.81 Dis_loss: 1.024 Cls_loss: 1.801 Topk: N/A ada_p: 0.273
[INFO] 2021-11-01 02:26:49 > Step: 978100 Progress: 97.8% Elapsed: 13 days, 12:14:28 Gen_loss: 2.906 Dis_loss: 1.237 Cls_loss: 1.993 Topk: N/A ada_p: 0.2665
[INFO] 2021-11-01 02:28:33 > Step: 978200 Progress: 97.8% Elapsed: 13 days, 12:16:12 Gen_loss: 3.637 Dis_loss: 1.257 Cls_loss: 2.203 Topk: N/A ada_p: 0.268
[INFO] 2021-11-01 02:30:07 > Step: 978300 Progress: 97.8% Elapsed: 13 days, 12:17:46 Gen_loss: 2.549 Dis_loss: 1.618 Cls_loss: 2.285 Topk: N/A ada_p: 0.2745
[INFO] 2021-11-01 02:31:40 > Step: 978400 Progress: 97.8% Elapsed: 13 days, 12:19:19 Gen_loss: 2.848 Dis_loss: 0.9605 Cls_loss: 1.858 Topk: N/A ada_p: 0.2702
[INFO] 2021-11-01 02:33:14 > Step: 978500 Progress: 97.9% Elapsed: 13 days, 12:20:53 Gen_loss: 0.8469 Dis_loss: 0.9829 Cls_loss: 1.927 Topk: N/A ada_p: 0.2713
[INFO] 2021-11-01 02:34:58 > Step: 978600 Progress: 97.9% Elapsed: 13 days, 12:22:37 Gen_loss: 1.661 Dis_loss: 0.9919 Cls_loss: 1.594 Topk: N/A ada_p: 0.2685
[INFO] 2021-11-01 02:36:32 > Step: 978700 Progress: 97.9% Elapsed: 13 days, 12:24:11 Gen_loss: 2.481 Dis_loss: 1.488 Cls_loss: 1.912 Topk: N/A ada_p: 0.2663
[INFO] 2021-11-01 02:38:06 > Step: 978800 Progress: 97.9% Elapsed: 13 days, 12:25:45 Gen_loss: 2.911 Dis_loss: 0.7205 Cls_loss: 1.948 Topk: N/A ada_p: 0.2622
[INFO] 2021-11-01 02:39:40 > Step: 978900 Progress: 97.9% Elapsed: 13 days, 12:27:19 Gen_loss: 2.529 Dis_loss: 1.162 Cls_loss: 1.883 Topk: N/A ada_p: 0.2611
[INFO] 2021-11-01 02:41:24 > Step: 979000 Progress: 97.9% Elapsed: 13 days, 12:29:02 Gen_loss: 1.587 Dis_loss: 0.8044 Cls_loss: 1.835 Topk: N/A ada_p: 0.2649
[INFO] 2021-11-01 02:42:58 > Step: 979100 Progress: 97.9% Elapsed: 13 days, 12:30:36 Gen_loss: 2.188 Dis_loss: 1.086 Cls_loss: 2.481 Topk: N/A ada_p: 0.2625
[INFO] 2021-11-01 02:44:31 > Step: 979200 Progress: 97.9% Elapsed: 13 days, 12:32:10 Gen_loss: 1.757 Dis_loss: 0.8959 Cls_loss: 1.383 Topk: N/A ada_p: 0.2625
[INFO] 2021-11-01 02:46:15 > Step: 979300 Progress: 97.9% Elapsed: 13 days, 12:33:54 Gen_loss: 3.098 Dis_loss: 1.214 Cls_loss: 1.747 Topk: N/A ada_p: 0.2685
[INFO] 2021-11-01 02:47:49 > Step: 979400 Progress: 97.9% Elapsed: 13 days, 12:35:27 Gen_loss: 2.37 Dis_loss: 0.6785 Cls_loss: 1.765 Topk: N/A ada_p: 0.2695
[INFO] 2021-11-01 02:49:22 > Step: 979500 Progress: 98.0% Elapsed: 13 days, 12:37:01 Gen_loss: 2.721 Dis_loss: 1.003 Cls_loss: 2.052 Topk: N/A ada_p: 0.2766
[INFO] 2021-11-01 02:50:57 > Step: 979600 Progress: 98.0% Elapsed: 13 days, 12:38:36 Gen_loss: 2.904 Dis_loss: 1.039 Cls_loss: 2.078 Topk: N/A ada_p: 0.2784
[INFO] 2021-11-01 02:52:41 > Step: 979700 Progress: 98.0% Elapsed: 13 days, 12:40:20 Gen_loss: 3.459 Dis_loss: 1.186 Cls_loss: 2.038 Topk: N/A ada_p: 0.2762
[INFO] 2021-11-01 02:54:15 > Step: 979800 Progress: 98.0% Elapsed: 13 days, 12:41:53 Gen_loss: 4.312 Dis_loss: 0.9173 Cls_loss: 1.865 Topk: N/A ada_p: 0.2711
[INFO] 2021-11-01 02:55:48 > Step: 979900 Progress: 98.0% Elapsed: 13 days, 12:43:27 Gen_loss: 2.816 Dis_loss: 0.8405 Cls_loss: 1.884 Topk: N/A ada_p: 0.2758
[INFO] 2021-11-01 02:57:22 > Step: 980000 Progress: 98.0% Elapsed: 13 days, 12:45:01 Gen_loss: 1.901 Dis_loss: 1.031 Cls_loss: 2.112 Topk: N/A ada_p: 0.2727
[INFO] 2021-11-01 02:57:22 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-11-01 02:57:22 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_980000.png
[INFO] 2021-11-01 02:57:22 > Start Evaluation (980000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-11-01 02:57:22 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-11-01 03:02:53 > Calculate FID score of generated images (50000 images).
[INFO] 2021-11-01 03:08:29 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-11-01 03:33:25 > Inception score (Step: 980000, 50000 generated images): 10.50685977935791
[INFO] 2021-11-01 03:33:25 > FID score (Step: 980000, Using train moments): 2.3608093411399977
[INFO] 2021-11-01 03:33:25 > Improved Precision (Step: 980000, Using train images): 0.7608
[INFO] 2021-11-01 03:33:25 > Improved Recall (Step: 980000, Using train images): 0.64466
[INFO] 2021-11-01 03:33:25 > Density (Step: 980000, Using train images): 1.0627280000000001
[INFO] 2021-11-01 03:33:25 > Coverage (Step: 980000, Using train images): 0.93238
[INFO] 2021-11-01 03:33:25 > Best FID score (Step: 960000, Using train moments): 2.3245293793623887
[INFO] 2021-11-01 03:33:39 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-11-01 03:38:31 > Step: 980100 Progress: 98.0% Elapsed: 13 days, 13:26:09 Gen_loss: 2.788 Dis_loss: 0.7203 Cls_loss: 1.587 Topk: N/A ada_p: 0.2767
[INFO] 2021-11-01 03:40:04 > Step: 980200 Progress: 98.0% Elapsed: 13 days, 13:27:43 Gen_loss: 1.333 Dis_loss: 0.7918 Cls_loss: 1.969 Topk: N/A ada_p: 0.2739
[INFO] 2021-11-01 03:41:38 > Step: 980300 Progress: 98.0% Elapsed: 13 days, 13:29:16 Gen_loss: 2.426 Dis_loss: 1.171 Cls_loss: 2.478 Topk: N/A ada_p: 0.2725
[INFO] 2021-11-01 03:43:11 > Step: 980400 Progress: 98.0% Elapsed: 13 days, 13:30:50 Gen_loss: 2.864 Dis_loss: 0.8586 Cls_loss: 1.665 Topk: N/A ada_p: 0.2679
[INFO] 2021-11-01 03:44:55 > Step: 980500 Progress: 98.0% Elapsed: 13 days, 13:32:33 Gen_loss: 1.392 Dis_loss: 1.113 Cls_loss: 2.225 Topk: N/A ada_p: 0.268
[INFO] 2021-11-01 03:46:28 > Step: 980600 Progress: 98.1% Elapsed: 13 days, 13:34:07 Gen_loss: 2.475 Dis_loss: 0.9862 Cls_loss: 1.986 Topk: N/A ada_p: 0.2647
[INFO] 2021-11-01 03:48:02 > Step: 980700 Progress: 98.1% Elapsed: 13 days, 13:35:40 Gen_loss: 3.705 Dis_loss: 1.132 Cls_loss: 1.814 Topk: N/A ada_p: 0.2633
[INFO] 2021-11-01 03:49:35 > Step: 980800 Progress: 98.1% Elapsed: 13 days, 13:37:14 Gen_loss: 3.22 Dis_loss: 0.8142 Cls_loss: 2.318 Topk: N/A ada_p: 0.2635
[INFO] 2021-11-01 03:51:19 > Step: 980900 Progress: 98.1% Elapsed: 13 days, 13:38:58 Gen_loss: 3.298 Dis_loss: 1.001 Cls_loss: 2.054 Topk: N/A ada_p: 0.2624
[INFO] 2021-11-01 03:52:52 > Step: 981000 Progress: 98.1% Elapsed: 13 days, 13:40:31 Gen_loss: 2.127 Dis_loss: 1.522 Cls_loss: 2.357 Topk: N/A ada_p: 0.2711
[INFO] 2021-11-01 03:54:26 > Step: 981100 Progress: 98.1% Elapsed: 13 days, 13:42:05 Gen_loss: 2.962 Dis_loss: 1.441 Cls_loss: 1.788 Topk: N/A ada_p: 0.2784
[INFO] 2021-11-01 03:55:59 > Step: 981200 Progress: 98.1% Elapsed: 13 days, 13:43:38 Gen_loss: 2.743 Dis_loss: 1.143 Cls_loss: 2.208 Topk: N/A ada_p: 0.2784
[INFO] 2021-11-01 03:57:43 > Step: 981300 Progress: 98.1% Elapsed: 13 days, 13:45:22 Gen_loss: 1.132 Dis_loss: 1.041 Cls_loss: 2.03 Topk: N/A ada_p: 0.2813
[INFO] 2021-11-01 03:59:18 > Step: 981400 Progress: 98.1% Elapsed: 13 days, 13:46:56 Gen_loss: 3.323 Dis_loss: 1.308 Cls_loss: 1.881 Topk: N/A ada_p: 0.2798
[INFO] 2021-11-01 04:00:51 > Step: 981500 Progress: 98.2% Elapsed: 13 days, 13:48:30 Gen_loss: 1.33 Dis_loss: 1.093 Cls_loss: 1.867 Topk: N/A ada_p: 0.2712
[INFO] 2021-11-01 04:02:25 > Step: 981600 Progress: 98.2% Elapsed: 13 days, 13:50:04 Gen_loss: 1.97 Dis_loss: 0.8304 Cls_loss: 1.503 Topk: N/A ada_p: 0.2689
[INFO] 2021-11-01 04:04:08 > Step: 981700 Progress: 98.2% Elapsed: 13 days, 13:51:47 Gen_loss: 3.628 Dis_loss: 1.282 Cls_loss: 1.963 Topk: N/A ada_p: 0.27
[INFO] 2021-11-01 04:05:42 > Step: 981800 Progress: 98.2% Elapsed: 13 days, 13:53:21 Gen_loss: 2.177 Dis_loss: 0.8148 Cls_loss: 1.836 Topk: N/A ada_p: 0.2675
[INFO] 2021-11-01 04:07:16 > Step: 981900 Progress: 98.2% Elapsed: 13 days, 13:54:54 Gen_loss: 2.082 Dis_loss: 0.9163 Cls_loss: 1.645 Topk: N/A ada_p: 0.2648
[INFO] 2021-11-01 04:08:49 > Step: 982000 Progress: 98.2% Elapsed: 13 days, 13:56:28 Gen_loss: 2.433 Dis_loss: 1.676 Cls_loss: 1.937 Topk: N/A ada_p: 0.2671
[INFO] 2021-11-01 04:10:33 > Step: 982100 Progress: 98.2% Elapsed: 13 days, 13:58:12 Gen_loss: 3.039 Dis_loss: 1.127 Cls_loss: 1.912 Topk: N/A ada_p: 0.2626
[INFO] 2021-11-01 04:12:08 > Step: 982200 Progress: 98.2% Elapsed: 13 days, 13:59:46 Gen_loss: 1.451 Dis_loss: 0.8493 Cls_loss: 2.056 Topk: N/A ada_p: 0.2642
[INFO] 2021-11-01 04:13:41 > Step: 982300 Progress: 98.2% Elapsed: 13 days, 14:01:20 Gen_loss: 2.813 Dis_loss: 0.9118 Cls_loss: 1.862 Topk: N/A ada_p: 0.2635
[INFO] 2021-11-01 04:15:15 > Step: 982400 Progress: 98.2% Elapsed: 13 days, 14:02:54 Gen_loss: 1.507 Dis_loss: 0.6282 Cls_loss: 1.993 Topk: N/A ada_p: 0.2722
[INFO] 2021-11-01 04:16:59 > Step: 982500 Progress: 98.2% Elapsed: 13 days, 14:04:38 Gen_loss: 1.9 Dis_loss: 1.275 Cls_loss: 1.739 Topk: N/A ada_p: 0.27
[INFO] 2021-11-01 04:18:33 > Step: 982600 Progress: 98.3% Elapsed: 13 days, 14:06:11 Gen_loss: 3.982 Dis_loss: 0.8764 Cls_loss: 2.35 Topk: N/A ada_p: 0.2716
[INFO] 2021-11-01 04:20:07 > Step: 982700 Progress: 98.3% Elapsed: 13 days, 14:07:46 Gen_loss: 2.109 Dis_loss: 1.585 Cls_loss: 2.403 Topk: N/A ada_p: 0.2676
[INFO] 2021-11-01 04:21:40 > Step: 982800 Progress: 98.3% Elapsed: 13 days, 14:09:19 Gen_loss: 1.146 Dis_loss: 1.274 Cls_loss: 2.131 Topk: N/A ada_p: 0.2702
[INFO] 2021-11-01 04:23:24 > Step: 982900 Progress: 98.3% Elapsed: 13 days, 14:11:03 Gen_loss: 3.506 Dis_loss: 1.385 Cls_loss: 1.344 Topk: N/A ada_p: 0.267
[INFO] 2021-11-01 04:24:58 > Step: 983000 Progress: 98.3% Elapsed: 13 days, 14:12:37 Gen_loss: 1.7 Dis_loss: 0.9363 Cls_loss: 1.856 Topk: N/A ada_p: 0.269
[INFO] 2021-11-01 04:26:31 > Step: 983100 Progress: 98.3% Elapsed: 13 days, 14:14:10 Gen_loss: 5.026 Dis_loss: 1.126 Cls_loss: 2.012 Topk: N/A ada_p: 0.2643
[INFO] 2021-11-01 04:28:15 > Step: 983200 Progress: 98.3% Elapsed: 13 days, 14:15:54 Gen_loss: 2.663 Dis_loss: 1.091 Cls_loss: 1.944 Topk: N/A ada_p: 0.2656
[INFO] 2021-11-01 04:29:49 > Step: 983300 Progress: 98.3% Elapsed: 13 days, 14:17:27 Gen_loss: 3.725 Dis_loss: 0.9666 Cls_loss: 2.056 Topk: N/A ada_p: 0.27
[INFO] 2021-11-01 04:31:22 > Step: 983400 Progress: 98.3% Elapsed: 13 days, 14:19:01 Gen_loss: 2.163 Dis_loss: 0.9942 Cls_loss: 1.724 Topk: N/A ada_p: 0.2731
[INFO] 2021-11-01 04:32:56 > Step: 983500 Progress: 98.4% Elapsed: 13 days, 14:20:35 Gen_loss: 2.315 Dis_loss: 1.002 Cls_loss: 2.019 Topk: N/A ada_p: 0.2748
[INFO] 2021-11-01 04:34:40 > Step: 983600 Progress: 98.4% Elapsed: 13 days, 14:22:18 Gen_loss: 2.733 Dis_loss: 0.9832 Cls_loss: 1.917 Topk: N/A ada_p: 0.2697
[INFO] 2021-11-01 04:36:13 > Step: 983700 Progress: 98.4% Elapsed: 13 days, 14:23:52 Gen_loss: 4.389 Dis_loss: 0.9507 Cls_loss: 1.796 Topk: N/A ada_p: 0.2777
[INFO] 2021-11-01 04:37:47 > Step: 983800 Progress: 98.4% Elapsed: 13 days, 14:25:26 Gen_loss: 2.48 Dis_loss: 0.9321 Cls_loss: 2.103 Topk: N/A ada_p: 0.2749
[INFO] 2021-11-01 04:39:21 > Step: 983900 Progress: 98.4% Elapsed: 13 days, 14:27:00 Gen_loss: 3.155 Dis_loss: 1.089 Cls_loss: 1.982 Topk: N/A ada_p: 0.2753
[INFO] 2021-11-01 04:41:05 > Step: 984000 Progress: 98.4% Elapsed: 13 days, 14:28:44 Gen_loss: 2.305 Dis_loss: 1.263 Cls_loss: 2.027 Topk: N/A ada_p: 0.2732
[INFO] 2021-11-01 04:42:39 > Step: 984100 Progress: 98.4% Elapsed: 13 days, 14:30:18 Gen_loss: 1.959 Dis_loss: 0.904 Cls_loss: 1.855 Topk: N/A ada_p: 0.2788
[INFO] 2021-11-01 04:44:13 > Step: 984200 Progress: 98.4% Elapsed: 13 days, 14:31:52 Gen_loss: 2.921 Dis_loss: 0.6295 Cls_loss: 1.455 Topk: N/A ada_p: 0.2711
[INFO] 2021-11-01 04:45:47 > Step: 984300 Progress: 98.4% Elapsed: 13 days, 14:33:26 Gen_loss: 2.731 Dis_loss: 1.253 Cls_loss: 1.703 Topk: N/A ada_p: 0.2697
[INFO] 2021-11-01 04:47:31 > Step: 984400 Progress: 98.4% Elapsed: 13 days, 14:35:10 Gen_loss: 2.874 Dis_loss: 0.8878 Cls_loss: 1.621 Topk: N/A ada_p: 0.2666
[INFO] 2021-11-01 04:49:05 > Step: 984500 Progress: 98.5% Elapsed: 13 days, 14:36:43 Gen_loss: 2.558 Dis_loss: 0.6079 Cls_loss: 1.554 Topk: N/A ada_p: 0.2626
[INFO] 2021-11-01 04:50:38 > Step: 984600 Progress: 98.5% Elapsed: 13 days, 14:38:17 Gen_loss: 1.694 Dis_loss: 0.8046 Cls_loss: 1.81 Topk: N/A ada_p: 0.2675
[INFO] 2021-11-01 04:52:12 > Step: 984700 Progress: 98.5% Elapsed: 13 days, 14:39:51 Gen_loss: 2.401 Dis_loss: 0.9289 Cls_loss: 2.179 Topk: N/A ada_p: 0.2674
[INFO] 2021-11-01 04:53:55 > Step: 984800 Progress: 98.5% Elapsed: 13 days, 14:41:34 Gen_loss: 1.865 Dis_loss: 0.619 Cls_loss: 1.489 Topk: N/A ada_p: 0.2645
[INFO] 2021-11-01 04:55:29 > Step: 984900 Progress: 98.5% Elapsed: 13 days, 14:43:08 Gen_loss: 1.633 Dis_loss: 0.8357 Cls_loss: 1.807 Topk: N/A ada_p: 0.268
[INFO] 2021-11-01 04:57:03 > Step: 985000 Progress: 98.5% Elapsed: 13 days, 14:44:41 Gen_loss: 2.618 Dis_loss: 1.188 Cls_loss: 1.829 Topk: N/A ada_p: 0.2734
[INFO] 2021-11-01 04:58:36 > Step: 985100 Progress: 98.5% Elapsed: 13 days, 14:46:15 Gen_loss: 3.55 Dis_loss: 0.9558 Cls_loss: 1.603 Topk: N/A ada_p: 0.2679
[INFO] 2021-11-01 05:00:20 > Step: 985200 Progress: 98.5% Elapsed: 13 days, 14:47:59 Gen_loss: 2.521 Dis_loss: 0.9242 Cls_loss: 2.029 Topk: N/A ada_p: 0.264
[INFO] 2021-11-01 05:01:54 > Step: 985300 Progress: 98.5% Elapsed: 13 days, 14:49:33 Gen_loss: 2.076 Dis_loss: 0.9799 Cls_loss: 1.945 Topk: N/A ada_p: 0.2644
[INFO] 2021-11-01 05:03:27 > Step: 985400 Progress: 98.5% Elapsed: 13 days, 14:51:06 Gen_loss: 3.331 Dis_loss: 0.9005 Cls_loss: 1.6 Topk: N/A ada_p: 0.2631
[INFO] 2021-11-01 05:05:01 > Step: 985500 Progress: 98.6% Elapsed: 13 days, 14:52:40 Gen_loss: 1.214 Dis_loss: 0.8802 Cls_loss: 1.952 Topk: N/A ada_p: 0.2661
[INFO] 2021-11-01 05:06:45 > Step: 985600 Progress: 98.6% Elapsed: 13 days, 14:54:24 Gen_loss: 2.772 Dis_loss: 0.9619 Cls_loss: 2.056 Topk: N/A ada_p: 0.2681
[INFO] 2021-11-01 05:08:19 > Step: 985700 Progress: 98.6% Elapsed: 13 days, 14:55:57 Gen_loss: 1.897 Dis_loss: 1.053 Cls_loss: 1.977 Topk: N/A ada_p: 0.2672
[INFO] 2021-11-01 05:09:52 > Step: 985800 Progress: 98.6% Elapsed: 13 days, 14:57:31 Gen_loss: 2.162 Dis_loss: 1.125 Cls_loss: 2.074 Topk: N/A ada_p: 0.2718
[INFO] 2021-11-01 05:11:26 > Step: 985900 Progress: 98.6% Elapsed: 13 days, 14:59:04 Gen_loss: 2.876 Dis_loss: 1.32 Cls_loss: 2.294 Topk: N/A ada_p: 0.2674
[INFO] 2021-11-01 05:13:10 > Step: 986000 Progress: 98.6% Elapsed: 13 days, 15:00:49 Gen_loss: 2.987 Dis_loss: 1.086 Cls_loss: 1.706 Topk: N/A ada_p: 0.2722
[INFO] 2021-11-01 05:14:43 > Step: 986100 Progress: 98.6% Elapsed: 13 days, 15:02:22 Gen_loss: 1.837 Dis_loss: 0.9298 Cls_loss: 1.829 Topk: N/A ada_p: 0.2726
[INFO] 2021-11-01 05:16:17 > Step: 986200 Progress: 98.6% Elapsed: 13 days, 15:03:56 Gen_loss: 2.709 Dis_loss: 1.06 Cls_loss: 1.661 Topk: N/A ada_p: 0.2721
[INFO] 2021-11-01 05:17:51 > Step: 986300 Progress: 98.6% Elapsed: 13 days, 15:05:30 Gen_loss: 2.06 Dis_loss: 0.8884 Cls_loss: 1.97 Topk: N/A ada_p: 0.2697
[INFO] 2021-11-01 05:19:35 > Step: 986400 Progress: 98.6% Elapsed: 13 days, 15:07:14 Gen_loss: 1.416 Dis_loss: 1.101 Cls_loss: 2.167 Topk: N/A ada_p: 0.2689
[INFO] 2021-11-01 05:21:09 > Step: 986500 Progress: 98.7% Elapsed: 13 days, 15:08:48 Gen_loss: 2.248 Dis_loss: 1.156 Cls_loss: 1.895 Topk: N/A ada_p: 0.2654
[INFO] 2021-11-01 05:22:42 > Step: 986600 Progress: 98.7% Elapsed: 13 days, 15:10:21 Gen_loss: 3.061 Dis_loss: 1.493 Cls_loss: 1.777 Topk: N/A ada_p: 0.2683
[INFO] 2021-11-01 05:24:15 > Step: 986700 Progress: 98.7% Elapsed: 13 days, 15:11:54 Gen_loss: 2.954 Dis_loss: 0.9704 Cls_loss: 2.135 Topk: N/A ada_p: 0.2699
[INFO] 2021-11-01 05:25:59 > Step: 986800 Progress: 98.7% Elapsed: 13 days, 15:13:38 Gen_loss: 1.95 Dis_loss: 1.043 Cls_loss: 1.965 Topk: N/A ada_p: 0.2694
[INFO] 2021-11-01 05:27:33 > Step: 986900 Progress: 98.7% Elapsed: 13 days, 15:15:12 Gen_loss: 1.994 Dis_loss: 0.6051 Cls_loss: 1.555 Topk: N/A ada_p: 0.2795
[INFO] 2021-11-01 05:29:06 > Step: 987000 Progress: 98.7% Elapsed: 13 days, 15:16:45 Gen_loss: 3.562 Dis_loss: 1.31 Cls_loss: 1.906 Topk: N/A ada_p: 0.2785
[INFO] 2021-11-01 05:30:50 > Step: 987100 Progress: 98.7% Elapsed: 13 days, 15:18:29 Gen_loss: 2.47 Dis_loss: 1.002 Cls_loss: 2.091 Topk: N/A ada_p: 0.273
[INFO] 2021-11-01 05:32:23 > Step: 987200 Progress: 98.7% Elapsed: 13 days, 15:20:02 Gen_loss: 1.492 Dis_loss: 0.9437 Cls_loss: 1.793 Topk: N/A ada_p: 0.275
[INFO] 2021-11-01 05:33:57 > Step: 987300 Progress: 98.7% Elapsed: 13 days, 15:21:36 Gen_loss: 2.803 Dis_loss: 0.9701 Cls_loss: 1.77 Topk: N/A ada_p: 0.2754
[INFO] 2021-11-01 05:35:31 > Step: 987400 Progress: 98.7% Elapsed: 13 days, 15:23:09 Gen_loss: 1.724 Dis_loss: 0.8078 Cls_loss: 1.722 Topk: N/A ada_p: 0.2724
[INFO] 2021-11-01 05:37:15 > Step: 987500 Progress: 98.8% Elapsed: 13 days, 15:24:53 Gen_loss: 1.233 Dis_loss: 0.718 Cls_loss: 1.801 Topk: N/A ada_p: 0.2717
[INFO] 2021-11-01 05:38:48 > Step: 987600 Progress: 98.8% Elapsed: 13 days, 15:26:27 Gen_loss: 1.613 Dis_loss: 1.223 Cls_loss: 1.816 Topk: N/A ada_p: 0.2697
[INFO] 2021-11-01 05:40:22 > Step: 987700 Progress: 98.8% Elapsed: 13 days, 15:28:01 Gen_loss: 3.311 Dis_loss: 1.389 Cls_loss: 2.049 Topk: N/A ada_p: 0.2688
[INFO] 2021-11-01 05:41:55 > Step: 987800 Progress: 98.8% Elapsed: 13 days, 15:29:34 Gen_loss: 1.408 Dis_loss: 1.413 Cls_loss: 1.904 Topk: N/A ada_p: 0.2721
[INFO] 2021-11-01 05:43:39 > Step: 987900 Progress: 98.8% Elapsed: 13 days, 15:31:18 Gen_loss: 2.229 Dis_loss: 1.065 Cls_loss: 1.763 Topk: N/A ada_p: 0.2786
[INFO] 2021-11-01 05:45:13 > Step: 988000 Progress: 98.8% Elapsed: 13 days, 15:32:52 Gen_loss: 1.443 Dis_loss: 0.8645 Cls_loss: 1.822 Topk: N/A ada_p: 0.2779
[INFO] 2021-11-01 05:46:47 > Step: 988100 Progress: 98.8% Elapsed: 13 days, 15:34:26 Gen_loss: 2.534 Dis_loss: 1.436 Cls_loss: 2.033 Topk: N/A ada_p: 0.2849
[INFO] 2021-11-01 05:48:20 > Step: 988200 Progress: 98.8% Elapsed: 13 days, 15:35:59 Gen_loss: 2.886 Dis_loss: 1.549 Cls_loss: 2.067 Topk: N/A ada_p: 0.2818
[INFO] 2021-11-01 05:50:05 > Step: 988300 Progress: 98.8% Elapsed: 13 days, 15:37:44 Gen_loss: 2.186 Dis_loss: 1.119 Cls_loss: 2.153 Topk: N/A ada_p: 0.2817
[INFO] 2021-11-01 05:51:40 > Step: 988400 Progress: 98.8% Elapsed: 13 days, 15:39:18 Gen_loss: 2.974 Dis_loss: 1.104 Cls_loss: 2.162 Topk: N/A ada_p: 0.2822
[INFO] 2021-11-01 05:53:13 > Step: 988500 Progress: 98.9% Elapsed: 13 days, 15:40:52 Gen_loss: 2.7 Dis_loss: 1.01 Cls_loss: 1.724 Topk: N/A ada_p: 0.2744
[INFO] 2021-11-01 05:54:47 > Step: 988600 Progress: 98.9% Elapsed: 13 days, 15:42:26 Gen_loss: 1.703 Dis_loss: 2.2 Cls_loss: 2.022 Topk: N/A ada_p: 0.2729
[INFO] 2021-11-01 05:56:31 > Step: 988700 Progress: 98.9% Elapsed: 13 days, 15:44:10 Gen_loss: 2.482 Dis_loss: 1.055 Cls_loss: 2.373 Topk: N/A ada_p: 0.2776
[INFO] 2021-11-01 05:58:04 > Step: 988800 Progress: 98.9% Elapsed: 13 days, 15:45:43 Gen_loss: 1.99 Dis_loss: 0.9147 Cls_loss: 1.772 Topk: N/A ada_p: 0.273
[INFO] 2021-11-01 05:59:38 > Step: 988900 Progress: 98.9% Elapsed: 13 days, 15:47:17 Gen_loss: 2.879 Dis_loss: 0.6818 Cls_loss: 1.86 Topk: N/A ada_p: 0.2716
[INFO] 2021-11-01 06:01:12 > Step: 989000 Progress: 98.9% Elapsed: 13 days, 15:48:51 Gen_loss: 3.243 Dis_loss: 0.854 Cls_loss: 1.748 Topk: N/A ada_p: 0.2736
[INFO] 2021-11-01 06:02:56 > Step: 989100 Progress: 98.9% Elapsed: 13 days, 15:50:34 Gen_loss: 2.642 Dis_loss: 1.214 Cls_loss: 2.141 Topk: N/A ada_p: 0.2712
[INFO] 2021-11-01 06:04:29 > Step: 989200 Progress: 98.9% Elapsed: 13 days, 15:52:08 Gen_loss: 1.408 Dis_loss: 1.586 Cls_loss: 1.979 Topk: N/A ada_p: 0.2776
[INFO] 2021-11-01 06:06:03 > Step: 989300 Progress: 98.9% Elapsed: 13 days, 15:53:42 Gen_loss: 2.288 Dis_loss: 1.236 Cls_loss: 1.844 Topk: N/A ada_p: 0.2731
[INFO] 2021-11-01 06:07:37 > Step: 989400 Progress: 98.9% Elapsed: 13 days, 15:55:15 Gen_loss: 1.66 Dis_loss: 0.7884 Cls_loss: 1.831 Topk: N/A ada_p: 0.2754
[INFO] 2021-11-01 06:09:21 > Step: 989500 Progress: 99.0% Elapsed: 13 days, 15:57:00 Gen_loss: 3.095 Dis_loss: 1.003 Cls_loss: 1.908 Topk: N/A ada_p: 0.2799
[INFO] 2021-11-01 06:10:56 > Step: 989600 Progress: 99.0% Elapsed: 13 days, 15:58:35 Gen_loss: 3.299 Dis_loss: 1.009 Cls_loss: 1.967 Topk: N/A ada_p: 0.2735
[INFO] 2021-11-01 06:12:30 > Step: 989700 Progress: 99.0% Elapsed: 13 days, 16:00:09 Gen_loss: 1.873 Dis_loss: 0.8626 Cls_loss: 1.855 Topk: N/A ada_p: 0.2652
[INFO] 2021-11-01 06:14:03 > Step: 989800 Progress: 99.0% Elapsed: 13 days, 16:01:42 Gen_loss: 1.988 Dis_loss: 1.083 Cls_loss: 2.007 Topk: N/A ada_p: 0.2688
[INFO] 2021-11-01 06:15:48 > Step: 989900 Progress: 99.0% Elapsed: 13 days, 16:03:26 Gen_loss: 1.434 Dis_loss: 1.381 Cls_loss: 2.086 Topk: N/A ada_p: 0.2615
[INFO] 2021-11-01 06:17:21 > Step: 990000 Progress: 99.0% Elapsed: 13 days, 16:05:00 Gen_loss: 2.321 Dis_loss: 0.8337 Cls_loss: 1.896 Topk: N/A ada_p: 0.2699
[INFO] 2021-11-01 06:17:21 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-11-01 06:17:21 > Save image canvas to save/figures/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03/generated_canvas_990000.png
[INFO] 2021-11-01 06:17:21 > Start Evaluation (990000 Step): StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-11-01 06:17:21 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-11-01 06:22:52 > Calculate FID score of generated images (50000 images).
[INFO] 2021-11-01 06:28:28 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-11-01 06:52:26 > Inception score (Step: 990000, 50000 generated images): 10.518720626831055
[INFO] 2021-11-01 06:52:26 > FID score (Step: 990000, Using train moments): 2.3511487783850384
[INFO] 2021-11-01 06:52:26 > Improved Precision (Step: 990000, Using train images): 0.76412
[INFO] 2021-11-01 06:52:26 > Improved Recall (Step: 990000, Using train images): 0.64178
[INFO] 2021-11-01 06:52:26 > Density (Step: 990000, Using train images): 1.0659480000000001
[INFO] 2021-11-01 06:52:26 > Coverage (Step: 990000, Using train images): 0.93122
[INFO] 2021-11-01 06:52:26 > Best FID score (Step: 960000, Using train moments): 2.3245293793623887
[INFO] 2021-11-01 06:52:41 > Save model to save/checkpoints/StyleGAN2-D2DCE-ADA-08-train-2021_10_18_14_12_03
[INFO] 2021-11-01 06:57:16 > Step: 990100 Progress: 99.0% Elapsed: 13 days, 16:44:54 Gen_loss: 2.13 Dis_loss: 1.119 Cls_loss: 1.998 Topk: N/A ada_p: 0.2711
[INFO] 2021-11-01 06:58:49 > Step: 990200 Progress: 99.0% Elapsed: 13 days, 16:46:28 Gen_loss: 1.492 Dis_loss: 1.102 Cls_loss: 2.095 Topk: N/A ada_p: 0.2726
[INFO] 2021-11-01 07:00:40 > Step: 990300 Progress: 99.0% Elapsed: 13 days, 16:48:18 Gen_loss: 2.618 Dis_loss: 1.035 Cls_loss: 2.062 Topk: N/A ada_p: 0.2776
[INFO] 2021-11-01 07:02:13 > Step: 990400 Progress: 99.0% Elapsed: 13 days, 16:49:52 Gen_loss: 1.13 Dis_loss: 1.303 Cls_loss: 1.934 Topk: N/A ada_p: 0.2773
[INFO] 2021-11-01 07:03:46 > Step: 990500 Progress: 99.1% Elapsed: 13 days, 16:51:25 Gen_loss: 2.17 Dis_loss: 1.02 Cls_loss: 2.071 Topk: N/A ada_p: 0.2767
[INFO] 2021-11-01 07:05:20 > Step: 990600 Progress: 99.1% Elapsed: 13 days, 16:52:59 Gen_loss: 3.732 Dis_loss: 1.157 Cls_loss: 1.819 Topk: N/A ada_p: 0.2808
[INFO] 2021-11-01 07:07:03 > Step: 990700 Progress: 99.1% Elapsed: 13 days, 16:54:42 Gen_loss: 2.498 Dis_loss: 1.057 Cls_loss: 1.954 Topk: N/A ada_p: 0.2814
[INFO] 2021-11-01 07:08:37 > Step: 990800 Progress: 99.1% Elapsed: 13 days, 16:56:16 Gen_loss: 3.282 Dis_loss: 1.045 Cls_loss: 1.979 Topk: N/A ada_p: 0.2791
[INFO] 2021-11-01 07:10:11 > Step: 990900 Progress: 99.1% Elapsed: 13 days, 16:57:50 Gen_loss: 2.845 Dis_loss: 0.9518 Cls_loss: 2.292 Topk: N/A ada_p: 0.2803
[INFO] 2021-11-01 07:11:55 > Step: 991000 Progress: 99.1% Elapsed: 13 days, 16:59:33 Gen_loss: 3.976 Dis_loss: 0.797 Cls_loss: 1.996 Topk: N/A ada_p: 0.2795
[INFO] 2021-11-01 07:13:28 > Step: 991100 Progress: 99.1% Elapsed: 13 days, 17:01:07 Gen_loss: 3.63 Dis_loss: 1.56 Cls_loss: 2.184 Topk: N/A ada_p: 0.2715
[INFO] 2021-11-01 07:15:02 > Step: 991200 Progress: 99.1% Elapsed: 13 days, 17:02:41 Gen_loss: 2.104 Dis_loss: 0.9584 Cls_loss: 1.702 Topk: N/A ada_p: 0.2686
[INFO] 2021-11-01 07:16:36 > Step: 991300 Progress: 99.1% Elapsed: 13 days, 17:04:14 Gen_loss: 2.776 Dis_loss: 0.9889 Cls_loss: 1.858 Topk: N/A ada_p: 0.266
[INFO] 2021-11-01 07:18:19 > Step: 991400 Progress: 99.1% Elapsed: 13 days, 17:05:58 Gen_loss: 3.212 Dis_loss: 0.8062 Cls_loss: 1.742 Topk: N/A ada_p: 0.2636
[INFO] 2021-11-01 07:19:53 > Step: 991500 Progress: 99.2% Elapsed: 13 days, 17:07:32 Gen_loss: 1.721 Dis_loss: 0.8205 Cls_loss: 1.812 Topk: N/A ada_p: 0.2612
[INFO] 2021-11-01 07:21:27 > Step: 991600 Progress: 99.2% Elapsed: 13 days, 17:09:06 Gen_loss: 3.48 Dis_loss: 0.9558 Cls_loss: 1.889 Topk: N/A ada_p: 0.2604
[INFO] 2021-11-01 07:23:01 > Step: 991700 Progress: 99.2% Elapsed: 13 days, 17:10:39 Gen_loss: 3.209 Dis_loss: 1.084 Cls_loss: 1.709 Topk: N/A ada_p: 0.2583
[INFO] 2021-11-01 07:24:44 > Step: 991800 Progress: 99.2% Elapsed: 13 days, 17:12:23 Gen_loss: 2.173 Dis_loss: 1.681 Cls_loss: 2.063 Topk: N/A ada_p: 0.2578
[INFO] 2021-11-01 07:26:18 > Step: 991900 Progress: 99.2% Elapsed: 13 days, 17:13:56 Gen_loss: 3.493 Dis_loss: 1.055 Cls_loss: 1.842 Topk: N/A ada_p: 0.2543
[INFO] 2021-11-01 07:27:51 > Step: 992000 Progress: 99.2% Elapsed: 13 days, 17:15:30 Gen_loss: 1.348 Dis_loss: 2.048 Cls_loss: 2.174 Topk: N/A ada_p: 0.2663
[INFO] 2021-11-01 07:29:25 > Step: 992100 Progress: 99.2% Elapsed: 13 days, 17:17:04 Gen_loss: 2.117 Dis_loss: 1.01 Cls_loss: 1.419 Topk: N/A ada_p: 0.2662
[INFO] 2021-11-01 07:31:08 > Step: 992200 Progress: 99.2% Elapsed: 13 days, 17:18:47 Gen_loss: 4.079 Dis_loss: 1.053 Cls_loss: 2.085 Topk: N/A ada_p: 0.2672
[INFO] 2021-11-01 07:32:42 > Step: 992300 Progress: 99.2% Elapsed: 13 days, 17:20:21 Gen_loss: 2.757 Dis_loss: 1.015 Cls_loss: 2.33 Topk: N/A ada_p: 0.2707
[INFO] 2021-11-01 07:34:16 > Step: 992400 Progress: 99.2% Elapsed: 13 days, 17:21:55 Gen_loss: 3.301 Dis_loss: 1.046 Cls_loss: 1.715 Topk: N/A ada_p: 0.2692
[INFO] 2021-11-01 07:35:50 > Step: 992500 Progress: 99.2% Elapsed: 13 days, 17:23:28 Gen_loss: 3.182 Dis_loss: 0.8219 Cls_loss: 2.168 Topk: N/A ada_p: 0.2736
[INFO] 2021-11-01 07:37:33 > Step: 992600 Progress: 99.3% Elapsed: 13 days, 17:25:12 Gen_loss: 2.303 Dis_loss: 0.8472 Cls_loss: 2.153 Topk: N/A ada_p: 0.2764
[INFO] 2021-11-01 07:39:07 > Step: 992700 Progress: 99.3% Elapsed: 13 days, 17:26:45 Gen_loss: 1.106 Dis_loss: 1.45 Cls_loss: 1.595 Topk: N/A ada_p: 0.2794
[INFO] 2021-11-01 07:40:40 > Step: 992800 Progress: 99.3% Elapsed: 13 days, 17:28:19 Gen_loss: 1.919 Dis_loss: 0.8456 Cls_loss: 1.786 Topk: N/A ada_p: 0.2756
[INFO] 2021-11-01 07:42:14 > Step: 992900 Progress: 99.3% Elapsed: 13 days, 17:29:53 Gen_loss: 2.182 Dis_loss: 0.9336 Cls_loss: 2.22 Topk: N/A ada_p: 0.28
[INFO] 2021-11-01 07:43:57 > Step: 993000 Progress: 99.3% Elapsed: 13 days, 17:31:36 Gen_loss: 1.377 Dis_loss: 0.8691 Cls_loss: 2.195 Topk: N/A ada_p: 0.2823
[INFO] 2021-11-01 07:45:31 > Step: 993100 Progress: 99.3% Elapsed: 13 days, 17:33:10 Gen_loss: 1.545 Dis_loss: 1.072 Cls_loss: 1.768 Topk: N/A ada_p: 0.2871
[INFO] 2021-11-01 07:47:05 > Step: 993200 Progress: 99.3% Elapsed: 13 days, 17:34:44 Gen_loss: 1.889 Dis_loss: 1.18 Cls_loss: 2.292 Topk: N/A ada_p: 0.2794
[INFO] 2021-11-01 07:48:38 > Step: 993300 Progress: 99.3% Elapsed: 13 days, 17:36:17 Gen_loss: 2.03 Dis_loss: 0.6974 Cls_loss: 1.445 Topk: N/A ada_p: 0.2749
[INFO] 2021-11-01 07:50:23 > Step: 993400 Progress: 99.3% Elapsed: 13 days, 17:38:02 Gen_loss: 1.376 Dis_loss: 1.578 Cls_loss: 2.425 Topk: N/A ada_p: 0.2741
[INFO] 2021-11-01 07:51:57 > Step: 993500 Progress: 99.4% Elapsed: 13 days, 17:39:36 Gen_loss: 1.797 Dis_loss: 2.134 Cls_loss: 1.978 Topk: N/A ada_p: 0.2763
[INFO] 2021-11-01 07:53:31 > Step: 993600 Progress: 99.4% Elapsed: 13 days, 17:41:09 Gen_loss: 1.729 Dis_loss: 0.7797 Cls_loss: 1.822 Topk: N/A ada_p: 0.2735
[INFO] 2021-11-01 07:55:04 > Step: 993700 Progress: 99.4% Elapsed: 13 days, 17:42:43 Gen_loss: 3.113 Dis_loss: 2.159 Cls_loss: 2.056 Topk: N/A ada_p: 0.2734
[INFO] 2021-11-01 07:56:48 > Step: 993800 Progress: 99.4% Elapsed: 13 days, 17:44:27 Gen_loss: 2.229 Dis_loss: 0.6709 Cls_loss: 1.62 Topk: N/A ada_p: 0.2739
[INFO] 2021-11-01 07:58:22 > Step: 993900 Progress: 99.4% Elapsed: 13 days, 17:46:00 Gen_loss: 2.578 Dis_loss: 0.7167 Cls_loss: 1.987 Topk: N/A ada_p: 0.2756
[INFO] 2021-11-01 07:59:55 > Step: 994000 Progress: 99.4% Elapsed: 13 days, 17:47:34 Gen_loss: 2.598 Dis_loss: 0.749 Cls_loss: 2.252 Topk: N/A ada_p: 0.2681