Path: blob/master/logs/CIFAR10/StyleGAN2-D2DCE-train-2021_10_16_13_21_26.log
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[INFO] 2021-10-16 13:21:30 > Run name : StyleGAN2-D2DCE-train-2021_10_16_13_21_26
[INFO] 2021-10-16 13:21:30 > cfgs.DATA =
[INFO] 2021-10-16 13:21:30 > {
"name": "CIFAR10",
"img_size": 32,
"num_classes": 10,
"img_channels": 3
}
[INFO] 2021-10-16 13:21:30 > cfgs.MODEL =
[INFO] 2021-10-16 13:21:30 > {
"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] 2021-10-16 13:21:30 > cfgs.LOSS =
[INFO] 2021-10-16 13:21:30 > {
"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] 2021-10-16 13:21:30 > cfgs.OPTIMIZATION =
[INFO] 2021-10-16 13:21:30 > {
"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": 200000,
"world_size": 2
}
[INFO] 2021-10-16 13:21:30 > cfgs.PRE =
[INFO] 2021-10-16 13:21:30 > {
"apply_rflip": true,
"crop_long_edge": true,
"resize_size": 32
}
[INFO] 2021-10-16 13:21:30 > cfgs.AUG =
[INFO] 2021-10-16 13:21:30 > {
"apply_diffaug": false,
"apply_ada": false,
"cr_aug_type": "W/O",
"bcr_aug_type": "W/O",
"diffaug_type": "W/O",
"ada_aug_type": "W/O",
"ada_initial_augment_p": "N/A",
"ada_target": "N/A",
"ada_kimg": "N/A",
"ada_interval": "N/A"
}
[INFO] 2021-10-16 13:21:30 > cfgs.RUN =
[INFO] 2021-10-16 13:21:30 > {
"entity": "postech_studiogan",
"project": "stylegan2",
"cfg_file": "src/configs/CIFAR10/StyleGAN2-D2DCE.yaml",
"data_dir": "data/",
"save_dir": "save/",
"ckpt_dir": null,
"load_best": false,
"seed": 3010,
"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] 2021-10-16 13:21:30 > cfgs.STYLEGAN2 =
[INFO] 2021-10-16 13:21:30 > {
"cond_type": [
"PD",
"SPD",
"2C",
"D2DCE"
],
"g_reg_interval": 4,
"d_reg_interval": 16,
"mapping_network": 2,
"style_mixing_p": 0.0,
"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] 2021-10-16 13:21:30 > Load CIFAR10 train dataset.
[INFO] 2021-10-16 13:21:31 > Train dataset size: 50000
[INFO] 2021-10-16 13:21:31 > Load CIFAR10 train dataset.
[INFO] 2021-10-16 13:21:32 > Eval dataset size: 50000
[INFO] 2021-10-16 13:21:32 > Build a Generative Adversarial Network.
[INFO] 2021-10-16 13:21:32 > Modules are located on './src/models.stylegan2'.
[INFO] 2021-10-16 13:21:34 > Prepare exponential moving average generator with decay rate of N/A.
[INFO] 2021-10-16 13:21:34 > Number of parameters: 20215315
[INFO] 2021-10-16 13:21:34 > 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] 2021-10-16 13:21:34 > Number of parameters: 21251585
[INFO] 2021-10-16 13:21:34 > 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] 2021-10-16 13:21:40 > Start training!
[INFO] 2021-10-16 13:23:21 > Step: 100 Progress: 0.1% Elapsed: 0:01:41 Gen_loss: 9.481 Dis_loss: 1.062 Cls_loss: 4.197 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 13:24:53 > Step: 200 Progress: 0.1% Elapsed: 0:03:13 Gen_loss: 3.641 Dis_loss: 1.435 Cls_loss: 4.339 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 13:26:26 > Step: 300 Progress: 0.1% Elapsed: 0:04:46 Gen_loss: 4.303 Dis_loss: 1.361 Cls_loss: 4.374 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 13:28:11 > Step: 400 Progress: 0.2% Elapsed: 0:06:31 Gen_loss: 2.747 Dis_loss: 1.3 Cls_loss: 4.224 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 13:29:44 > Step: 500 Progress: 0.2% Elapsed: 0:08:04 Gen_loss: 2.842 Dis_loss: 1.492 Cls_loss: 4.006 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 13:31:17 > Step: 600 Progress: 0.3% Elapsed: 0:09:37 Gen_loss: 3.377 Dis_loss: 2.068 Cls_loss: 4.154 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 13:32:50 > Step: 700 Progress: 0.4% Elapsed: 0:11:10 Gen_loss: 2.457 Dis_loss: 1.652 Cls_loss: 3.882 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 13:34:35 > Step: 800 Progress: 0.4% Elapsed: 0:12:55 Gen_loss: 3.257 Dis_loss: 2.336 Cls_loss: 4.371 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 13:36:07 > Step: 900 Progress: 0.4% Elapsed: 0:14:27 Gen_loss: 2.8 Dis_loss: 1.664 Cls_loss: 4.005 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 13:37:40 > Step: 1000 Progress: 0.5% Elapsed: 0:16:00 Gen_loss: 2.156 Dis_loss: 1.755 Cls_loss: 4.051 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 13:39:14 > Step: 1100 Progress: 0.5% Elapsed: 0:17:34 Gen_loss: 4.052 Dis_loss: 1.415 Cls_loss: 4.054 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 13:40:58 > Step: 1200 Progress: 0.6% Elapsed: 0:19:17 Gen_loss: 3.536 Dis_loss: 1.631 Cls_loss: 4.05 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 13:42:30 > Step: 1300 Progress: 0.7% Elapsed: 0:20:50 Gen_loss: 4.723 Dis_loss: 1.608 Cls_loss: 3.989 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 13:44:03 > Step: 1400 Progress: 0.7% Elapsed: 0:22:23 Gen_loss: 1.777 Dis_loss: 1.867 Cls_loss: 4.297 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 13:45:36 > Step: 1500 Progress: 0.8% Elapsed: 0:23:56 Gen_loss: 3.572 Dis_loss: 1.682 Cls_loss: 3.979 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 13:47:20 > Step: 1600 Progress: 0.8% Elapsed: 0:25:40 Gen_loss: 2.582 Dis_loss: 2.334 Cls_loss: 3.743 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 13:48:53 > Step: 1700 Progress: 0.9% Elapsed: 0:27:13 Gen_loss: 2.784 Dis_loss: 2.086 Cls_loss: 3.963 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 13:50:26 > Step: 1800 Progress: 0.9% Elapsed: 0:28:46 Gen_loss: 3.271 Dis_loss: 1.877 Cls_loss: 3.966 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 13:51:59 > Step: 1900 Progress: 0.9% Elapsed: 0:30:19 Gen_loss: 2.31 Dis_loss: 1.757 Cls_loss: 4.002 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 13:53:43 > Step: 2000 Progress: 1.0% Elapsed: 0:32:03 Gen_loss: 2.226 Dis_loss: 2.006 Cls_loss: 3.627 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 13:55:17 > Step: 2100 Progress: 1.1% Elapsed: 0:33:37 Gen_loss: 2.499 Dis_loss: 1.256 Cls_loss: 3.654 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 13:56:49 > Step: 2200 Progress: 1.1% Elapsed: 0:35:09 Gen_loss: 2.968 Dis_loss: 1.667 Cls_loss: 3.546 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 13:58:22 > Step: 2300 Progress: 1.1% Elapsed: 0:36:42 Gen_loss: 2.918 Dis_loss: 1.152 Cls_loss: 3.296 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 14:00:06 > Step: 2400 Progress: 1.2% Elapsed: 0:38:26 Gen_loss: 2.605 Dis_loss: 1.516 Cls_loss: 3.415 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 14:01:40 > Step: 2500 Progress: 1.2% Elapsed: 0:40:00 Gen_loss: 3.307 Dis_loss: 1.283 Cls_loss: 3.268 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 14:03:13 > Step: 2600 Progress: 1.3% Elapsed: 0:41:33 Gen_loss: 3.912 Dis_loss: 1.538 Cls_loss: 3.347 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 14:04:46 > Step: 2700 Progress: 1.4% Elapsed: 0:43:06 Gen_loss: 3.108 Dis_loss: 1.267 Cls_loss: 3.449 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 14:06:31 > Step: 2800 Progress: 1.4% Elapsed: 0:44:51 Gen_loss: 2.599 Dis_loss: 1.757 Cls_loss: 3.257 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 14:08:04 > Step: 2900 Progress: 1.5% Elapsed: 0:46:24 Gen_loss: 3.421 Dis_loss: 1.777 Cls_loss: 3.725 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 14:09:37 > Step: 3000 Progress: 1.5% Elapsed: 0:47:57 Gen_loss: 5.699 Dis_loss: 1.312 Cls_loss: 3.121 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 14:11:10 > Step: 3100 Progress: 1.6% Elapsed: 0:49:30 Gen_loss: 3.18 Dis_loss: 1.42 Cls_loss: 3.202 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 14:12:54 > Step: 3200 Progress: 1.6% Elapsed: 0:51:14 Gen_loss: 2.965 Dis_loss: 1.226 Cls_loss: 3.267 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 14:14:27 > Step: 3300 Progress: 1.7% Elapsed: 0:52:47 Gen_loss: 3.615 Dis_loss: 1.116 Cls_loss: 2.93 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 14:16:00 > Step: 3400 Progress: 1.7% Elapsed: 0:54:20 Gen_loss: 2.687 Dis_loss: 1.559 Cls_loss: 2.983 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 14:17:33 > Step: 3500 Progress: 1.8% Elapsed: 0:55:53 Gen_loss: 3.765 Dis_loss: 1.221 Cls_loss: 2.931 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 14:19:18 > Step: 3600 Progress: 1.8% Elapsed: 0:57:38 Gen_loss: 5.113 Dis_loss: 1.189 Cls_loss: 3.193 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 14:20:52 > Step: 3700 Progress: 1.8% Elapsed: 0:59:12 Gen_loss: 1.656 Dis_loss: 1.653 Cls_loss: 2.845 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 14:22:24 > Step: 3800 Progress: 1.9% Elapsed: 1:00:44 Gen_loss: 2.749 Dis_loss: 1.078 Cls_loss: 2.834 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 14:23:57 > Step: 3900 Progress: 1.9% Elapsed: 1:02:17 Gen_loss: 2.97 Dis_loss: 1.351 Cls_loss: 3.36 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 14:25:41 > Step: 4000 Progress: 2.0% Elapsed: 1:04:01 Gen_loss: 2.529 Dis_loss: 1.035 Cls_loss: 2.644 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 14:27:14 > Step: 4100 Progress: 2.1% Elapsed: 1:05:34 Gen_loss: 2.841 Dis_loss: 1.581 Cls_loss: 2.81 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 14:28:47 > Step: 4200 Progress: 2.1% Elapsed: 1:07:07 Gen_loss: 3.855 Dis_loss: 1.148 Cls_loss: 3.091 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 14:30:31 > Step: 4300 Progress: 2.1% Elapsed: 1:08:51 Gen_loss: 3.245 Dis_loss: 1.514 Cls_loss: 3.402 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 14:32:04 > Step: 4400 Progress: 2.2% Elapsed: 1:10:24 Gen_loss: 1.995 Dis_loss: 1.532 Cls_loss: 2.861 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 14:33:37 > Step: 4500 Progress: 2.2% Elapsed: 1:11:57 Gen_loss: 2.302 Dis_loss: 1.19 Cls_loss: 2.553 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 14:35:09 > Step: 4600 Progress: 2.3% Elapsed: 1:13:29 Gen_loss: 2.371 Dis_loss: 1.167 Cls_loss: 2.66 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 14:36:54 > Step: 4700 Progress: 2.4% Elapsed: 1:15:14 Gen_loss: 3.005 Dis_loss: 1.042 Cls_loss: 2.62 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 14:38:27 > Step: 4800 Progress: 2.4% Elapsed: 1:16:47 Gen_loss: 4.627 Dis_loss: 0.9774 Cls_loss: 2.717 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 14:40:00 > Step: 4900 Progress: 2.5% Elapsed: 1:18:20 Gen_loss: 1.848 Dis_loss: 1.232 Cls_loss: 2.919 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 14:41:33 > Step: 5000 Progress: 2.5% Elapsed: 1:19:53 Gen_loss: 3.865 Dis_loss: 1.306 Cls_loss: 2.898 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 14:43:17 > Step: 5100 Progress: 2.5% Elapsed: 1:21:37 Gen_loss: 3.926 Dis_loss: 0.9562 Cls_loss: 2.384 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 14:44:50 > Step: 5200 Progress: 2.6% Elapsed: 1:23:10 Gen_loss: 3.572 Dis_loss: 1.131 Cls_loss: 2.69 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 14:46:23 > Step: 5300 Progress: 2.6% Elapsed: 1:24:43 Gen_loss: 4.47 Dis_loss: 1.028 Cls_loss: 2.676 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 14:47:56 > Step: 5400 Progress: 2.7% Elapsed: 1:26:16 Gen_loss: 2.55 Dis_loss: 1.378 Cls_loss: 2.716 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 14:49:40 > Step: 5500 Progress: 2.8% Elapsed: 1:28:00 Gen_loss: 2.477 Dis_loss: 1.416 Cls_loss: 2.479 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 14:51:13 > Step: 5600 Progress: 2.8% Elapsed: 1:29:33 Gen_loss: 2.63 Dis_loss: 0.9824 Cls_loss: 2.445 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 14:52:46 > Step: 5700 Progress: 2.9% Elapsed: 1:31:06 Gen_loss: 2.92 Dis_loss: 0.9008 Cls_loss: 2.435 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 14:54:19 > Step: 5800 Progress: 2.9% Elapsed: 1:32:39 Gen_loss: 3.024 Dis_loss: 1.257 Cls_loss: 2.596 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 14:56:04 > Step: 5900 Progress: 2.9% Elapsed: 1:34:24 Gen_loss: 3.703 Dis_loss: 1.153 Cls_loss: 2.522 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 14:57:36 > Step: 6000 Progress: 3.0% Elapsed: 1:35:56 Gen_loss: 4.346 Dis_loss: 0.8242 Cls_loss: 2.378 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 14:59:10 > Step: 6100 Progress: 3.0% Elapsed: 1:37:30 Gen_loss: 3.29 Dis_loss: 0.9833 Cls_loss: 2.223 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 15:00:43 > Step: 6200 Progress: 3.1% Elapsed: 1:39:03 Gen_loss: 4.928 Dis_loss: 1.142 Cls_loss: 2.546 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 15:02:27 > Step: 6300 Progress: 3.1% Elapsed: 1:40:47 Gen_loss: 4.28 Dis_loss: 1.274 Cls_loss: 2.489 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 15:03:59 > Step: 6400 Progress: 3.2% Elapsed: 1:42:19 Gen_loss: 3.152 Dis_loss: 1.031 Cls_loss: 2.276 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 15:05:32 > Step: 6500 Progress: 3.2% Elapsed: 1:43:52 Gen_loss: 3.13 Dis_loss: 1.084 Cls_loss: 2.338 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 15:07:05 > Step: 6600 Progress: 3.3% Elapsed: 1:45:25 Gen_loss: 4.735 Dis_loss: 1.301 Cls_loss: 2.711 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 15:08:48 > Step: 6700 Progress: 3.4% Elapsed: 1:47:08 Gen_loss: 2.426 Dis_loss: 0.9824 Cls_loss: 2.257 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 15:10:21 > Step: 6800 Progress: 3.4% Elapsed: 1:48:41 Gen_loss: 2.487 Dis_loss: 1.208 Cls_loss: 2.255 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 15:11:54 > Step: 6900 Progress: 3.5% Elapsed: 1:50:14 Gen_loss: 4.117 Dis_loss: 0.9962 Cls_loss: 2.58 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 15:13:27 > Step: 7000 Progress: 3.5% Elapsed: 1:51:47 Gen_loss: 2.333 Dis_loss: 0.7328 Cls_loss: 2.007 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 15:15:10 > Step: 7100 Progress: 3.5% Elapsed: 1:53:30 Gen_loss: 3.111 Dis_loss: 1.065 Cls_loss: 1.997 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 15:16:43 > Step: 7200 Progress: 3.6% Elapsed: 1:55:03 Gen_loss: 2.247 Dis_loss: 1.526 Cls_loss: 2.235 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 15:18:16 > Step: 7300 Progress: 3.6% Elapsed: 1:56:36 Gen_loss: 3.164 Dis_loss: 0.9609 Cls_loss: 2.255 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 15:19:48 > Step: 7400 Progress: 3.7% Elapsed: 1:58:08 Gen_loss: 1.808 Dis_loss: 0.8979 Cls_loss: 2.033 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 15:21:32 > Step: 7500 Progress: 3.8% Elapsed: 1:59:52 Gen_loss: 3.934 Dis_loss: 0.9321 Cls_loss: 2.313 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 15:23:05 > Step: 7600 Progress: 3.8% Elapsed: 2:01:25 Gen_loss: 2.889 Dis_loss: 0.9996 Cls_loss: 2.265 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 15:24:38 > Step: 7700 Progress: 3.9% Elapsed: 2:02:58 Gen_loss: 2.112 Dis_loss: 0.693 Cls_loss: 1.836 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 15:26:10 > Step: 7800 Progress: 3.9% Elapsed: 2:04:30 Gen_loss: 2.67 Dis_loss: 1.286 Cls_loss: 2.718 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 15:27:54 > Step: 7900 Progress: 4.0% Elapsed: 2:06:14 Gen_loss: 3.551 Dis_loss: 1.03 Cls_loss: 2.014 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 15:29:27 > Step: 8000 Progress: 4.0% Elapsed: 2:07:47 Gen_loss: 3.748 Dis_loss: 0.8403 Cls_loss: 1.921 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 15:30:59 > Step: 8100 Progress: 4.0% Elapsed: 2:09:19 Gen_loss: 4.056 Dis_loss: 1.061 Cls_loss: 2.075 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 15:32:44 > Step: 8200 Progress: 4.1% Elapsed: 2:11:04 Gen_loss: 2.69 Dis_loss: 1.455 Cls_loss: 2.466 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 15:34:16 > Step: 8300 Progress: 4.2% Elapsed: 2:12:36 Gen_loss: 3.293 Dis_loss: 1.205 Cls_loss: 2.542 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 15:35:49 > Step: 8400 Progress: 4.2% Elapsed: 2:14:09 Gen_loss: 2.742 Dis_loss: 0.9395 Cls_loss: 2.031 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 15:37:22 > Step: 8500 Progress: 4.2% Elapsed: 2:15:42 Gen_loss: 2.013 Dis_loss: 1.562 Cls_loss: 1.96 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 15:39:07 > Step: 8600 Progress: 4.3% Elapsed: 2:17:27 Gen_loss: 3.586 Dis_loss: 0.7075 Cls_loss: 2.022 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 15:40:40 > Step: 8700 Progress: 4.3% Elapsed: 2:19:00 Gen_loss: 2.529 Dis_loss: 0.7781 Cls_loss: 1.92 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 15:42:13 > Step: 8800 Progress: 4.4% Elapsed: 2:20:33 Gen_loss: 2.927 Dis_loss: 1.113 Cls_loss: 1.82 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 15:43:46 > Step: 8900 Progress: 4.5% Elapsed: 2:22:06 Gen_loss: 3.35 Dis_loss: 0.9898 Cls_loss: 2.103 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 15:45:30 > Step: 9000 Progress: 4.5% Elapsed: 2:23:50 Gen_loss: 3.979 Dis_loss: 1.307 Cls_loss: 1.776 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 15:47:03 > Step: 9100 Progress: 4.5% Elapsed: 2:25:23 Gen_loss: 3.959 Dis_loss: 0.6541 Cls_loss: 1.814 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 15:48:35 > Step: 9200 Progress: 4.6% Elapsed: 2:26:55 Gen_loss: 2.022 Dis_loss: 1.249 Cls_loss: 2.079 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 15:50:08 > Step: 9300 Progress: 4.7% Elapsed: 2:28:28 Gen_loss: 1.957 Dis_loss: 0.8816 Cls_loss: 2.049 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 15:51:52 > Step: 9400 Progress: 4.7% Elapsed: 2:30:12 Gen_loss: 2.195 Dis_loss: 1.328 Cls_loss: 2.355 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 15:53:24 > Step: 9500 Progress: 4.8% Elapsed: 2:31:44 Gen_loss: 2.811 Dis_loss: 1.246 Cls_loss: 1.892 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 15:54:58 > Step: 9600 Progress: 4.8% Elapsed: 2:33:17 Gen_loss: 3.229 Dis_loss: 1.129 Cls_loss: 1.879 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 15:56:30 > Step: 9700 Progress: 4.9% Elapsed: 2:34:50 Gen_loss: 2.795 Dis_loss: 0.7454 Cls_loss: 1.841 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 15:58:14 > Step: 9800 Progress: 4.9% Elapsed: 2:36:34 Gen_loss: 3.225 Dis_loss: 0.8907 Cls_loss: 1.963 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 15:59:47 > Step: 9900 Progress: 5.0% Elapsed: 2:38:07 Gen_loss: 5.846 Dis_loss: 1.025 Cls_loss: 1.961 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 16:01:21 > Step: 10000 Progress: 5.0% Elapsed: 2:39:40 Gen_loss: 2.436 Dis_loss: 1.172 Cls_loss: 2.096 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 16:01:21 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-16 16:01:21 > Save image canvas to save/figures/StyleGAN2-D2DCE-train-2021_10_16_13_21_26/generated_canvas_10000.png
[INFO] 2021-10-16 16:01:21 > Start Evaluation (10000 Step): StyleGAN2-D2DCE-train-2021_10_16_13_21_26
[INFO] 2021-10-16 16:01:21 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-16 16:06:56 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-16 16:12:40 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-16 16:30:28 > Inception score (Step: 10000, 50000 generated images): 8.073041915893555
[INFO] 2021-10-16 16:30:28 > FID score (Step: 10000, Using train moments): 23.96855647042844
[INFO] 2021-10-16 16:30:28 > Improved Precision (Step: 10000, Using train images): 0.62164
[INFO] 2021-10-16 16:30:28 > Improved Recall (Step: 10000, Using train images): 0.46338
[INFO] 2021-10-16 16:30:28 > Density (Step: 10000, Using train images): 0.534056
[INFO] 2021-10-16 16:30:28 > Coverage (Step: 10000, Using train images): 0.45048
[INFO] 2021-10-16 16:30:28 > Best FID score (Step: 10000, Using train moments): 23.96855647042844
[INFO] 2021-10-16 16:31:02 > Save model to save/checkpoints/StyleGAN2-D2DCE-train-2021_10_16_13_21_26
[INFO] 2021-10-16 16:33:17 > Step: 10100 Progress: 5.1% Elapsed: 3:11:37 Gen_loss: 3.33 Dis_loss: 0.9017 Cls_loss: 1.916 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 16:35:07 > Step: 10200 Progress: 5.1% Elapsed: 3:13:27 Gen_loss: 2.927 Dis_loss: 0.7334 Cls_loss: 1.614 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 16:36:40 > Step: 10300 Progress: 5.1% Elapsed: 3:15:00 Gen_loss: 4.028 Dis_loss: 0.6596 Cls_loss: 1.805 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 16:38:12 > Step: 10400 Progress: 5.2% Elapsed: 3:16:32 Gen_loss: 3.169 Dis_loss: 0.9513 Cls_loss: 2.638 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 16:39:45 > Step: 10500 Progress: 5.2% Elapsed: 3:18:05 Gen_loss: 3.437 Dis_loss: 1.033 Cls_loss: 2.158 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 16:41:28 > Step: 10600 Progress: 5.3% Elapsed: 3:19:48 Gen_loss: 1.661 Dis_loss: 1.695 Cls_loss: 2.015 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 16:43:01 > Step: 10700 Progress: 5.3% Elapsed: 3:21:21 Gen_loss: 2.21 Dis_loss: 1.065 Cls_loss: 2.056 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 16:44:33 > Step: 10800 Progress: 5.4% Elapsed: 3:22:53 Gen_loss: 1.639 Dis_loss: 1.192 Cls_loss: 2.197 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 16:46:05 > Step: 10900 Progress: 5.5% Elapsed: 3:24:25 Gen_loss: 2.737 Dis_loss: 1.023 Cls_loss: 1.809 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 16:47:49 > Step: 11000 Progress: 5.5% Elapsed: 3:26:09 Gen_loss: 2.072 Dis_loss: 0.8221 Cls_loss: 1.795 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 16:49:21 > Step: 11100 Progress: 5.5% Elapsed: 3:27:41 Gen_loss: 2.434 Dis_loss: 0.8656 Cls_loss: 2.0 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 16:50:53 > Step: 11200 Progress: 5.6% Elapsed: 3:29:13 Gen_loss: 3.97 Dis_loss: 0.655 Cls_loss: 1.89 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 16:52:26 > Step: 11300 Progress: 5.7% Elapsed: 3:30:46 Gen_loss: 3.701 Dis_loss: 0.94 Cls_loss: 1.861 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 16:54:10 > Step: 11400 Progress: 5.7% Elapsed: 3:32:30 Gen_loss: 1.934 Dis_loss: 1.008 Cls_loss: 1.921 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 16:55:42 > Step: 11500 Progress: 5.8% Elapsed: 3:34:02 Gen_loss: 3.111 Dis_loss: 0.8589 Cls_loss: 1.794 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 16:57:14 > Step: 11600 Progress: 5.8% Elapsed: 3:35:34 Gen_loss: 1.824 Dis_loss: 0.7842 Cls_loss: 1.631 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 16:58:47 > Step: 11700 Progress: 5.9% Elapsed: 3:37:07 Gen_loss: 3.091 Dis_loss: 1.071 Cls_loss: 1.702 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 17:00:31 > Step: 11800 Progress: 5.9% Elapsed: 3:38:51 Gen_loss: 2.273 Dis_loss: 1.022 Cls_loss: 1.772 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 17:02:04 > Step: 11900 Progress: 5.9% Elapsed: 3:40:24 Gen_loss: 4.032 Dis_loss: 0.9071 Cls_loss: 2.178 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 17:03:36 > Step: 12000 Progress: 6.0% Elapsed: 3:41:56 Gen_loss: 2.098 Dis_loss: 0.9453 Cls_loss: 1.829 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 17:05:21 > Step: 12100 Progress: 6.0% Elapsed: 3:43:41 Gen_loss: 1.486 Dis_loss: 0.9632 Cls_loss: 1.804 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 17:06:53 > Step: 12200 Progress: 6.1% Elapsed: 3:45:13 Gen_loss: 1.215 Dis_loss: 1.213 Cls_loss: 1.866 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 17:08:26 > Step: 12300 Progress: 6.2% Elapsed: 3:46:46 Gen_loss: 2.967 Dis_loss: 1.592 Cls_loss: 1.82 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 17:09:58 > Step: 12400 Progress: 6.2% Elapsed: 3:48:18 Gen_loss: 3.36 Dis_loss: 0.857 Cls_loss: 1.534 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 17:11:42 > Step: 12500 Progress: 6.2% Elapsed: 3:50:02 Gen_loss: 2.454 Dis_loss: 0.8207 Cls_loss: 1.686 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 17:13:14 > Step: 12600 Progress: 6.3% Elapsed: 3:51:34 Gen_loss: 1.663 Dis_loss: 0.7639 Cls_loss: 1.903 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 17:14:47 > Step: 12700 Progress: 6.3% Elapsed: 3:53:07 Gen_loss: 4.36 Dis_loss: 0.7241 Cls_loss: 1.316 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 17:16:19 > Step: 12800 Progress: 6.4% Elapsed: 3:54:39 Gen_loss: 4.064 Dis_loss: 0.6341 Cls_loss: 1.689 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 17:18:02 > Step: 12900 Progress: 6.5% Elapsed: 3:56:22 Gen_loss: 2.36 Dis_loss: 0.7512 Cls_loss: 1.589 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 17:19:35 > Step: 13000 Progress: 6.5% Elapsed: 3:57:55 Gen_loss: 3.763 Dis_loss: 0.7482 Cls_loss: 1.808 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 17:21:07 > Step: 13100 Progress: 6.6% Elapsed: 3:59:27 Gen_loss: 2.825 Dis_loss: 0.7569 Cls_loss: 1.686 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 17:22:40 > Step: 13200 Progress: 6.6% Elapsed: 4:01:00 Gen_loss: 3.466 Dis_loss: 0.8234 Cls_loss: 1.83 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 17:24:23 > Step: 13300 Progress: 6.7% Elapsed: 4:02:43 Gen_loss: 5.072 Dis_loss: 0.5426 Cls_loss: 1.699 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 17:25:56 > Step: 13400 Progress: 6.7% Elapsed: 4:04:16 Gen_loss: 2.006 Dis_loss: 1.014 Cls_loss: 1.538 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 17:27:28 > Step: 13500 Progress: 6.8% Elapsed: 4:05:48 Gen_loss: 2.634 Dis_loss: 0.6968 Cls_loss: 1.642 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 17:29:01 > Step: 13600 Progress: 6.8% Elapsed: 4:07:21 Gen_loss: 4.805 Dis_loss: 0.974 Cls_loss: 1.691 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 17:30:44 > Step: 13700 Progress: 6.9% Elapsed: 4:09:04 Gen_loss: 2.509 Dis_loss: 0.8812 Cls_loss: 1.392 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 17:32:17 > Step: 13800 Progress: 6.9% Elapsed: 4:10:37 Gen_loss: 3.394 Dis_loss: 0.7457 Cls_loss: 1.692 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 17:33:49 > Step: 13900 Progress: 7.0% Elapsed: 4:12:09 Gen_loss: 3.13 Dis_loss: 0.6622 Cls_loss: 1.461 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 17:35:21 > Step: 14000 Progress: 7.0% Elapsed: 4:13:41 Gen_loss: 3.502 Dis_loss: 0.7689 Cls_loss: 1.609 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 17:37:05 > Step: 14100 Progress: 7.0% Elapsed: 4:15:25 Gen_loss: 2.802 Dis_loss: 1.117 Cls_loss: 1.246 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 17:38:37 > Step: 14200 Progress: 7.1% Elapsed: 4:16:57 Gen_loss: 2.378 Dis_loss: 1.028 Cls_loss: 1.759 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 17:40:09 > Step: 14300 Progress: 7.1% Elapsed: 4:18:29 Gen_loss: 3.158 Dis_loss: 0.5792 Cls_loss: 1.389 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 17:41:41 > Step: 14400 Progress: 7.2% Elapsed: 4:20:01 Gen_loss: 2.915 Dis_loss: 0.9054 Cls_loss: 1.515 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 17:43:25 > Step: 14500 Progress: 7.2% Elapsed: 4:21:45 Gen_loss: 2.752 Dis_loss: 0.9909 Cls_loss: 1.508 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 17:44:57 > Step: 14600 Progress: 7.3% Elapsed: 4:23:17 Gen_loss: 1.906 Dis_loss: 1.391 Cls_loss: 1.743 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 17:46:30 > Step: 14700 Progress: 7.3% Elapsed: 4:24:50 Gen_loss: 1.652 Dis_loss: 1.33 Cls_loss: 1.632 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 17:48:03 > Step: 14800 Progress: 7.4% Elapsed: 4:26:23 Gen_loss: 4.343 Dis_loss: 0.7633 Cls_loss: 1.307 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 17:49:47 > Step: 14900 Progress: 7.4% Elapsed: 4:28:07 Gen_loss: 3.074 Dis_loss: 0.8287 Cls_loss: 1.374 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 17:51:20 > Step: 15000 Progress: 7.5% Elapsed: 4:29:40 Gen_loss: 3.717 Dis_loss: 0.7534 Cls_loss: 1.736 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 17:52:52 > Step: 15100 Progress: 7.5% Elapsed: 4:31:12 Gen_loss: 3.617 Dis_loss: 0.7225 Cls_loss: 1.684 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 17:54:25 > Step: 15200 Progress: 7.6% Elapsed: 4:32:45 Gen_loss: 1.834 Dis_loss: 0.8876 Cls_loss: 1.823 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 17:56:10 > Step: 15300 Progress: 7.6% Elapsed: 4:34:30 Gen_loss: 3.107 Dis_loss: 0.691 Cls_loss: 1.67 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 17:57:43 > Step: 15400 Progress: 7.7% Elapsed: 4:36:02 Gen_loss: 2.511 Dis_loss: 0.813 Cls_loss: 1.53 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 17:59:15 > Step: 15500 Progress: 7.8% Elapsed: 4:37:35 Gen_loss: 2.854 Dis_loss: 0.6364 Cls_loss: 1.452 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 18:00:47 > Step: 15600 Progress: 7.8% Elapsed: 4:39:07 Gen_loss: 4.058 Dis_loss: 0.7699 Cls_loss: 1.702 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 18:02:31 > Step: 15700 Progress: 7.8% Elapsed: 4:40:51 Gen_loss: 2.401 Dis_loss: 1.019 Cls_loss: 1.427 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 18:04:03 > Step: 15800 Progress: 7.9% Elapsed: 4:42:23 Gen_loss: 1.383 Dis_loss: 1.134 Cls_loss: 1.869 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 18:05:36 > Step: 15900 Progress: 8.0% Elapsed: 4:43:56 Gen_loss: 3.865 Dis_loss: 0.843 Cls_loss: 1.69 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 18:07:21 > Step: 16000 Progress: 8.0% Elapsed: 4:45:41 Gen_loss: 4.237 Dis_loss: 1.056 Cls_loss: 2.382 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 18:08:53 > Step: 16100 Progress: 8.1% Elapsed: 4:47:13 Gen_loss: 2.508 Dis_loss: 0.8346 Cls_loss: 1.499 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 18:10:25 > Step: 16200 Progress: 8.1% Elapsed: 4:48:45 Gen_loss: 2.26 Dis_loss: 1.031 Cls_loss: 1.928 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 18:11:58 > Step: 16300 Progress: 8.2% Elapsed: 4:50:18 Gen_loss: 2.752 Dis_loss: 0.6483 Cls_loss: 1.495 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 18:13:42 > Step: 16400 Progress: 8.2% Elapsed: 4:52:02 Gen_loss: 2.02 Dis_loss: 0.8576 Cls_loss: 1.654 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 18:15:14 > Step: 16500 Progress: 8.2% Elapsed: 4:53:34 Gen_loss: 2.714 Dis_loss: 0.7477 Cls_loss: 1.69 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 18:16:46 > Step: 16600 Progress: 8.3% Elapsed: 4:55:06 Gen_loss: 4.641 Dis_loss: 0.7908 Cls_loss: 1.333 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 18:18:19 > Step: 16700 Progress: 8.3% Elapsed: 4:56:39 Gen_loss: 2.452 Dis_loss: 0.9346 Cls_loss: 1.864 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 18:20:02 > Step: 16800 Progress: 8.4% Elapsed: 4:58:22 Gen_loss: 2.803 Dis_loss: 0.5787 Cls_loss: 1.295 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 18:21:34 > Step: 16900 Progress: 8.5% Elapsed: 4:59:54 Gen_loss: 3.882 Dis_loss: 0.8722 Cls_loss: 1.768 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 18:23:07 > Step: 17000 Progress: 8.5% Elapsed: 5:01:27 Gen_loss: 4.442 Dis_loss: 1.649 Cls_loss: 1.592 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 18:24:39 > Step: 17100 Progress: 8.6% Elapsed: 5:02:59 Gen_loss: 3.428 Dis_loss: 0.769 Cls_loss: 1.369 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 18:26:22 > Step: 17200 Progress: 8.6% Elapsed: 5:04:42 Gen_loss: 3.224 Dis_loss: 0.9327 Cls_loss: 1.606 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 18:27:55 > Step: 17300 Progress: 8.6% Elapsed: 5:06:15 Gen_loss: 2.165 Dis_loss: 0.6299 Cls_loss: 1.363 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 18:29:27 > Step: 17400 Progress: 8.7% Elapsed: 5:07:47 Gen_loss: 1.583 Dis_loss: 1.404 Cls_loss: 1.844 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 18:31:00 > Step: 17500 Progress: 8.8% Elapsed: 5:09:20 Gen_loss: 3.883 Dis_loss: 0.6807 Cls_loss: 1.39 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 18:32:43 > Step: 17600 Progress: 8.8% Elapsed: 5:11:03 Gen_loss: 2.775 Dis_loss: 1.001 Cls_loss: 1.315 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 18:34:16 > Step: 17700 Progress: 8.8% Elapsed: 5:12:36 Gen_loss: 3.81 Dis_loss: 0.925 Cls_loss: 1.725 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 18:35:49 > Step: 17800 Progress: 8.9% Elapsed: 5:14:09 Gen_loss: 4.159 Dis_loss: 0.8108 Cls_loss: 1.272 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 18:37:22 > Step: 17900 Progress: 8.9% Elapsed: 5:15:42 Gen_loss: 4.673 Dis_loss: 1.597 Cls_loss: 1.414 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 18:39:06 > Step: 18000 Progress: 9.0% Elapsed: 5:17:26 Gen_loss: 2.772 Dis_loss: 0.6666 Cls_loss: 1.235 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 18:40:38 > Step: 18100 Progress: 9.0% Elapsed: 5:18:58 Gen_loss: 4.747 Dis_loss: 0.6912 Cls_loss: 1.43 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 18:42:10 > Step: 18200 Progress: 9.1% Elapsed: 5:20:30 Gen_loss: 4.563 Dis_loss: 0.7461 Cls_loss: 1.657 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 18:43:43 > Step: 18300 Progress: 9.2% Elapsed: 5:22:03 Gen_loss: 3.869 Dis_loss: 1.142 Cls_loss: 1.712 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 18:45:27 > Step: 18400 Progress: 9.2% Elapsed: 5:23:47 Gen_loss: 2.243 Dis_loss: 1.123 Cls_loss: 1.644 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 18:47:00 > Step: 18500 Progress: 9.2% Elapsed: 5:25:20 Gen_loss: 3.021 Dis_loss: 0.7172 Cls_loss: 1.501 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 18:48:33 > Step: 18600 Progress: 9.3% Elapsed: 5:26:53 Gen_loss: 2.757 Dis_loss: 0.7803 Cls_loss: 1.262 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 18:50:06 > Step: 18700 Progress: 9.3% Elapsed: 5:28:26 Gen_loss: 4.994 Dis_loss: 0.5227 Cls_loss: 1.575 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 18:51:50 > Step: 18800 Progress: 9.4% Elapsed: 5:30:10 Gen_loss: 2.481 Dis_loss: 0.9029 Cls_loss: 1.25 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 18:53:23 > Step: 18900 Progress: 9.4% Elapsed: 5:31:43 Gen_loss: 3.246 Dis_loss: 0.6223 Cls_loss: 1.26 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 18:54:56 > Step: 19000 Progress: 9.5% Elapsed: 5:33:16 Gen_loss: 2.511 Dis_loss: 0.9342 Cls_loss: 1.351 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 18:56:29 > Step: 19100 Progress: 9.6% Elapsed: 5:34:49 Gen_loss: 3.582 Dis_loss: 0.8985 Cls_loss: 1.599 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 18:58:13 > Step: 19200 Progress: 9.6% Elapsed: 5:36:33 Gen_loss: 3.766 Dis_loss: 0.5953 Cls_loss: 1.32 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 18:59:45 > Step: 19300 Progress: 9.7% Elapsed: 5:38:05 Gen_loss: 2.056 Dis_loss: 1.385 Cls_loss: 1.664 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 19:01:17 > Step: 19400 Progress: 9.7% Elapsed: 5:39:37 Gen_loss: 4.06 Dis_loss: 0.8712 Cls_loss: 1.253 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 19:02:50 > Step: 19500 Progress: 9.8% Elapsed: 5:41:10 Gen_loss: 1.914 Dis_loss: 1.472 Cls_loss: 1.656 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 19:04:34 > Step: 19600 Progress: 9.8% Elapsed: 5:42:54 Gen_loss: 2.746 Dis_loss: 0.9151 Cls_loss: 1.469 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 19:06:07 > Step: 19700 Progress: 9.8% Elapsed: 5:44:27 Gen_loss: 3.578 Dis_loss: 0.5432 Cls_loss: 1.256 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 19:07:39 > Step: 19800 Progress: 9.9% Elapsed: 5:45:59 Gen_loss: 2.775 Dis_loss: 0.7558 Cls_loss: 1.177 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 19:09:23 > Step: 19900 Progress: 10.0% Elapsed: 5:47:43 Gen_loss: 4.132 Dis_loss: 0.8284 Cls_loss: 1.325 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 19:10:56 > Step: 20000 Progress: 10.0% Elapsed: 5:49:16 Gen_loss: 3.99 Dis_loss: 0.4805 Cls_loss: 1.258 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 19:10:56 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-16 19:10:56 > Save image canvas to save/figures/StyleGAN2-D2DCE-train-2021_10_16_13_21_26/generated_canvas_20000.png
[INFO] 2021-10-16 19:10:56 > Start Evaluation (20000 Step): StyleGAN2-D2DCE-train-2021_10_16_13_21_26
[INFO] 2021-10-16 19:10:56 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-16 19:16:28 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-16 19:22:10 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-16 19:42:15 > Inception score (Step: 20000, 50000 generated images): 9.0849027633667
[INFO] 2021-10-16 19:42:15 > FID score (Step: 20000, Using train moments): 11.995180240734726
[INFO] 2021-10-16 19:42:15 > Improved Precision (Step: 20000, Using train images): 0.65698
[INFO] 2021-10-16 19:42:15 > Improved Recall (Step: 20000, Using train images): 0.55024
[INFO] 2021-10-16 19:42:15 > Density (Step: 20000, Using train images): 0.664112
[INFO] 2021-10-16 19:42:15 > Coverage (Step: 20000, Using train images): 0.65404
[INFO] 2021-10-16 19:42:15 > Best FID score (Step: 20000, Using train moments): 11.995180240734726
[INFO] 2021-10-16 19:42:39 > Save model to save/checkpoints/StyleGAN2-D2DCE-train-2021_10_16_13_21_26
[INFO] 2021-10-16 19:44:23 > Step: 20100 Progress: 10.1% Elapsed: 6:22:43 Gen_loss: 2.85 Dis_loss: 0.7392 Cls_loss: 1.32 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 19:45:54 > Step: 20200 Progress: 10.1% Elapsed: 6:24:14 Gen_loss: 1.936 Dis_loss: 0.9229 Cls_loss: 1.228 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 19:47:47 > Step: 20300 Progress: 10.2% Elapsed: 6:26:07 Gen_loss: 3.977 Dis_loss: 0.7747 Cls_loss: 1.254 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 19:49:19 > Step: 20400 Progress: 10.2% Elapsed: 6:27:39 Gen_loss: 2.459 Dis_loss: 0.828 Cls_loss: 1.269 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 19:50:51 > Step: 20500 Progress: 10.2% Elapsed: 6:29:11 Gen_loss: 2.793 Dis_loss: 1.112 Cls_loss: 1.386 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 19:52:23 > Step: 20600 Progress: 10.3% Elapsed: 6:30:43 Gen_loss: 2.926 Dis_loss: 0.7463 Cls_loss: 1.457 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 19:54:07 > Step: 20700 Progress: 10.3% Elapsed: 6:32:27 Gen_loss: 2.662 Dis_loss: 0.8262 Cls_loss: 1.299 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 19:55:41 > Step: 20800 Progress: 10.4% Elapsed: 6:34:01 Gen_loss: 3.52 Dis_loss: 0.7346 Cls_loss: 1.281 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 19:57:13 > Step: 20900 Progress: 10.4% Elapsed: 6:35:33 Gen_loss: 4.105 Dis_loss: 1.079 Cls_loss: 1.344 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 19:58:46 > Step: 21000 Progress: 10.5% Elapsed: 6:37:06 Gen_loss: 3.298 Dis_loss: 0.6843 Cls_loss: 1.385 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 20:00:29 > Step: 21100 Progress: 10.5% Elapsed: 6:38:49 Gen_loss: 2.994 Dis_loss: 0.6234 Cls_loss: 1.074 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 20:02:01 > Step: 21200 Progress: 10.6% Elapsed: 6:40:21 Gen_loss: 2.772 Dis_loss: 0.7763 Cls_loss: 1.435 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 20:03:34 > Step: 21300 Progress: 10.7% Elapsed: 6:41:54 Gen_loss: 2.449 Dis_loss: 0.8524 Cls_loss: 1.403 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 20:05:06 > Step: 21400 Progress: 10.7% Elapsed: 6:43:26 Gen_loss: 3.362 Dis_loss: 0.9291 Cls_loss: 1.394 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 20:06:50 > Step: 21500 Progress: 10.8% Elapsed: 6:45:10 Gen_loss: 1.839 Dis_loss: 1.071 Cls_loss: 1.659 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 20:08:23 > Step: 21600 Progress: 10.8% Elapsed: 6:46:43 Gen_loss: 2.747 Dis_loss: 0.6982 Cls_loss: 1.426 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 20:09:55 > Step: 21700 Progress: 10.8% Elapsed: 6:48:15 Gen_loss: 2.122 Dis_loss: 0.7972 Cls_loss: 1.395 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 20:11:31 > Step: 21800 Progress: 10.9% Elapsed: 6:49:50 Gen_loss: 2.898 Dis_loss: 0.6575 Cls_loss: 1.432 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 20:13:15 > Step: 21900 Progress: 10.9% Elapsed: 6:51:35 Gen_loss: 1.905 Dis_loss: 0.8459 Cls_loss: 1.304 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 20:14:47 > Step: 22000 Progress: 11.0% Elapsed: 6:53:07 Gen_loss: 4.543 Dis_loss: 0.7942 Cls_loss: 1.187 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 20:16:20 > Step: 22100 Progress: 11.1% Elapsed: 6:54:40 Gen_loss: 2.276 Dis_loss: 0.7354 Cls_loss: 1.177 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 20:17:52 > Step: 22200 Progress: 11.1% Elapsed: 6:56:12 Gen_loss: 1.917 Dis_loss: 1.082 Cls_loss: 1.079 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 20:19:36 > Step: 22300 Progress: 11.2% Elapsed: 6:57:56 Gen_loss: 2.651 Dis_loss: 0.4728 Cls_loss: 1.075 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 20:21:09 > Step: 22400 Progress: 11.2% Elapsed: 6:59:29 Gen_loss: 1.965 Dis_loss: 0.9929 Cls_loss: 1.35 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 20:22:42 > Step: 22500 Progress: 11.2% Elapsed: 7:01:02 Gen_loss: 1.399 Dis_loss: 1.345 Cls_loss: 1.703 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 20:24:14 > Step: 22600 Progress: 11.3% Elapsed: 7:02:34 Gen_loss: 3.094 Dis_loss: 0.7095 Cls_loss: 1.138 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 20:25:59 > Step: 22700 Progress: 11.3% Elapsed: 7:04:19 Gen_loss: 1.855 Dis_loss: 0.6683 Cls_loss: 1.562 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 20:27:32 > Step: 22800 Progress: 11.4% Elapsed: 7:05:52 Gen_loss: 1.893 Dis_loss: 1.005 Cls_loss: 1.101 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 20:29:05 > Step: 22900 Progress: 11.5% Elapsed: 7:07:25 Gen_loss: 4.292 Dis_loss: 0.7506 Cls_loss: 0.9901 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 20:30:37 > Step: 23000 Progress: 11.5% Elapsed: 7:08:57 Gen_loss: 4.029 Dis_loss: 0.8066 Cls_loss: 1.202 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 20:32:22 > Step: 23100 Progress: 11.6% Elapsed: 7:10:42 Gen_loss: 2.54 Dis_loss: 0.748 Cls_loss: 1.114 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 20:33:55 > Step: 23200 Progress: 11.6% Elapsed: 7:12:15 Gen_loss: 1.481 Dis_loss: 1.39 Cls_loss: 1.502 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 20:35:28 > Step: 23300 Progress: 11.7% Elapsed: 7:13:48 Gen_loss: 1.871 Dis_loss: 0.8083 Cls_loss: 1.419 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 20:37:00 > Step: 23400 Progress: 11.7% Elapsed: 7:15:20 Gen_loss: 4.147 Dis_loss: 1.011 Cls_loss: 1.492 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 20:38:44 > Step: 23500 Progress: 11.8% Elapsed: 7:17:04 Gen_loss: 3.449 Dis_loss: 0.8425 Cls_loss: 1.479 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 20:40:16 > Step: 23600 Progress: 11.8% Elapsed: 7:18:36 Gen_loss: 2.391 Dis_loss: 0.6975 Cls_loss: 1.422 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 20:41:49 > Step: 23700 Progress: 11.8% Elapsed: 7:20:09 Gen_loss: 4.971 Dis_loss: 0.7134 Cls_loss: 1.259 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 20:43:33 > Step: 23800 Progress: 11.9% Elapsed: 7:21:53 Gen_loss: 3.11 Dis_loss: 0.374 Cls_loss: 1.077 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 20:45:05 > Step: 23900 Progress: 11.9% Elapsed: 7:23:25 Gen_loss: 1.608 Dis_loss: 0.8907 Cls_loss: 1.309 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 20:46:38 > Step: 24000 Progress: 12.0% Elapsed: 7:24:58 Gen_loss: 3.977 Dis_loss: 0.5973 Cls_loss: 1.218 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 20:48:11 > Step: 24100 Progress: 12.0% Elapsed: 7:26:31 Gen_loss: 5.51 Dis_loss: 1.082 Cls_loss: 1.066 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 20:49:55 > Step: 24200 Progress: 12.1% Elapsed: 7:28:15 Gen_loss: 2.383 Dis_loss: 0.7012 Cls_loss: 1.592 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 20:51:27 > Step: 24300 Progress: 12.2% Elapsed: 7:29:47 Gen_loss: 2.546 Dis_loss: 0.8151 Cls_loss: 1.376 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 20:52:59 > Step: 24400 Progress: 12.2% Elapsed: 7:31:19 Gen_loss: 2.953 Dis_loss: 0.7548 Cls_loss: 1.139 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 20:54:32 > Step: 24500 Progress: 12.2% Elapsed: 7:32:52 Gen_loss: 3.385 Dis_loss: 0.7961 Cls_loss: 1.087 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 20:56:16 > Step: 24600 Progress: 12.3% Elapsed: 7:34:36 Gen_loss: 3.766 Dis_loss: 1.058 Cls_loss: 1.347 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 20:57:49 > Step: 24700 Progress: 12.3% Elapsed: 7:36:09 Gen_loss: 2.986 Dis_loss: 0.6035 Cls_loss: 1.319 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 20:59:21 > Step: 24800 Progress: 12.4% Elapsed: 7:37:41 Gen_loss: 3.269 Dis_loss: 0.8206 Cls_loss: 1.226 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 21:00:54 > Step: 24900 Progress: 12.4% Elapsed: 7:39:14 Gen_loss: 2.111 Dis_loss: 0.7764 Cls_loss: 1.507 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 21:02:38 > Step: 25000 Progress: 12.5% Elapsed: 7:40:58 Gen_loss: 1.771 Dis_loss: 0.8053 Cls_loss: 1.604 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 21:04:11 > Step: 25100 Progress: 12.6% Elapsed: 7:42:31 Gen_loss: 2.856 Dis_loss: 0.4319 Cls_loss: 0.9364 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 21:05:43 > Step: 25200 Progress: 12.6% Elapsed: 7:44:03 Gen_loss: 3.875 Dis_loss: 1.382 Cls_loss: 1.323 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 21:07:16 > Step: 25300 Progress: 12.7% Elapsed: 7:45:36 Gen_loss: 2.167 Dis_loss: 1.021 Cls_loss: 1.358 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 21:09:01 > Step: 25400 Progress: 12.7% Elapsed: 7:47:20 Gen_loss: 3.823 Dis_loss: 0.8729 Cls_loss: 1.535 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 21:10:33 > Step: 25500 Progress: 12.8% Elapsed: 7:48:53 Gen_loss: 3.443 Dis_loss: 0.5578 Cls_loss: 1.133 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 21:12:06 > Step: 25600 Progress: 12.8% Elapsed: 7:50:26 Gen_loss: 1.781 Dis_loss: 0.5133 Cls_loss: 1.209 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 21:13:38 > Step: 25700 Progress: 12.8% Elapsed: 7:51:58 Gen_loss: 3.038 Dis_loss: 0.9821 Cls_loss: 1.391 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 21:15:22 > Step: 25800 Progress: 12.9% Elapsed: 7:53:42 Gen_loss: 2.432 Dis_loss: 0.7662 Cls_loss: 1.19 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 21:16:55 > Step: 25900 Progress: 13.0% Elapsed: 7:55:15 Gen_loss: 2.157 Dis_loss: 0.817 Cls_loss: 1.177 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 21:18:27 > Step: 26000 Progress: 13.0% Elapsed: 7:56:47 Gen_loss: 2.958 Dis_loss: 0.7427 Cls_loss: 1.198 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 21:20:00 > Step: 26100 Progress: 13.1% Elapsed: 7:58:20 Gen_loss: 2.268 Dis_loss: 0.5879 Cls_loss: 0.9656 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 21:21:44 > Step: 26200 Progress: 13.1% Elapsed: 8:00:04 Gen_loss: 2.273 Dis_loss: 0.562 Cls_loss: 1.225 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 21:23:16 > Step: 26300 Progress: 13.2% Elapsed: 8:01:36 Gen_loss: 4.394 Dis_loss: 0.8124 Cls_loss: 1.154 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 21:24:49 > Step: 26400 Progress: 13.2% Elapsed: 8:03:09 Gen_loss: 3.357 Dis_loss: 0.7241 Cls_loss: 1.43 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 21:26:22 > Step: 26500 Progress: 13.2% Elapsed: 8:04:42 Gen_loss: 2.344 Dis_loss: 0.6545 Cls_loss: 1.258 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 21:28:05 > Step: 26600 Progress: 13.3% Elapsed: 8:06:25 Gen_loss: 2.607 Dis_loss: 0.6569 Cls_loss: 1.201 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 21:29:38 > Step: 26700 Progress: 13.4% Elapsed: 8:07:58 Gen_loss: 2.598 Dis_loss: 0.5554 Cls_loss: 1.043 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 21:31:11 > Step: 26800 Progress: 13.4% Elapsed: 8:09:31 Gen_loss: 4.063 Dis_loss: 1.069 Cls_loss: 1.203 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 21:32:43 > Step: 26900 Progress: 13.5% Elapsed: 8:11:03 Gen_loss: 2.624 Dis_loss: 0.6616 Cls_loss: 1.364 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 21:34:27 > Step: 27000 Progress: 13.5% Elapsed: 8:12:47 Gen_loss: 2.669 Dis_loss: 0.6633 Cls_loss: 1.185 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 21:36:01 > Step: 27100 Progress: 13.6% Elapsed: 8:14:21 Gen_loss: 2.621 Dis_loss: 0.7992 Cls_loss: 1.058 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 21:37:33 > Step: 27200 Progress: 13.6% Elapsed: 8:15:53 Gen_loss: 3.72 Dis_loss: 0.6635 Cls_loss: 1.169 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 21:39:05 > Step: 27300 Progress: 13.7% Elapsed: 8:17:25 Gen_loss: 2.284 Dis_loss: 0.6652 Cls_loss: 1.261 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 21:40:49 > Step: 27400 Progress: 13.7% Elapsed: 8:19:09 Gen_loss: 3.787 Dis_loss: 0.7743 Cls_loss: 1.135 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 21:42:23 > Step: 27500 Progress: 13.8% Elapsed: 8:20:43 Gen_loss: 2.45 Dis_loss: 0.884 Cls_loss: 1.145 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 21:43:56 > Step: 27600 Progress: 13.8% Elapsed: 8:22:16 Gen_loss: 1.765 Dis_loss: 0.656 Cls_loss: 1.083 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 21:45:41 > Step: 27700 Progress: 13.9% Elapsed: 8:24:01 Gen_loss: 2.334 Dis_loss: 0.6087 Cls_loss: 1.098 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 21:47:13 > Step: 27800 Progress: 13.9% Elapsed: 8:25:33 Gen_loss: 2.064 Dis_loss: 0.9609 Cls_loss: 1.131 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 21:48:47 > Step: 27900 Progress: 14.0% Elapsed: 8:27:07 Gen_loss: 2.723 Dis_loss: 0.7941 Cls_loss: 1.122 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 21:50:19 > Step: 28000 Progress: 14.0% Elapsed: 8:28:39 Gen_loss: 1.76 Dis_loss: 0.6612 Cls_loss: 1.305 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 21:52:03 > Step: 28100 Progress: 14.1% Elapsed: 8:30:23 Gen_loss: 2.401 Dis_loss: 0.54 Cls_loss: 1.043 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 21:53:35 > Step: 28200 Progress: 14.1% Elapsed: 8:31:55 Gen_loss: 1.812 Dis_loss: 0.7609 Cls_loss: 1.429 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 21:55:07 > Step: 28300 Progress: 14.1% Elapsed: 8:33:27 Gen_loss: 3.016 Dis_loss: 0.786 Cls_loss: 1.125 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 21:56:39 > Step: 28400 Progress: 14.2% Elapsed: 8:34:59 Gen_loss: 3.079 Dis_loss: 0.7101 Cls_loss: 1.061 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 21:58:23 > Step: 28500 Progress: 14.2% Elapsed: 8:36:43 Gen_loss: 3.465 Dis_loss: 1.037 Cls_loss: 1.214 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 21:59:55 > Step: 28600 Progress: 14.3% Elapsed: 8:38:15 Gen_loss: 2.186 Dis_loss: 0.724 Cls_loss: 1.352 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 22:01:28 > Step: 28700 Progress: 14.3% Elapsed: 8:39:48 Gen_loss: 2.527 Dis_loss: 0.7068 Cls_loss: 1.251 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 22:03:01 > Step: 28800 Progress: 14.4% Elapsed: 8:41:21 Gen_loss: 3.834 Dis_loss: 0.8612 Cls_loss: 1.342 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 22:04:45 > Step: 28900 Progress: 14.4% Elapsed: 8:43:05 Gen_loss: 2.105 Dis_loss: 0.6761 Cls_loss: 1.044 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 22:06:17 > Step: 29000 Progress: 14.5% Elapsed: 8:44:37 Gen_loss: 2.904 Dis_loss: 0.651 Cls_loss: 1.101 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 22:07:49 > Step: 29100 Progress: 14.5% Elapsed: 8:46:09 Gen_loss: 2.83 Dis_loss: 0.6394 Cls_loss: 1.087 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 22:09:21 > Step: 29200 Progress: 14.6% Elapsed: 8:47:41 Gen_loss: 3.607 Dis_loss: 0.6282 Cls_loss: 1.187 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 22:11:06 > Step: 29300 Progress: 14.6% Elapsed: 8:49:26 Gen_loss: 4.208 Dis_loss: 0.6247 Cls_loss: 1.004 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 22:12:38 > Step: 29400 Progress: 14.7% Elapsed: 8:50:58 Gen_loss: 3.389 Dis_loss: 0.5248 Cls_loss: 0.8898 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 22:14:11 > Step: 29500 Progress: 14.8% Elapsed: 8:52:31 Gen_loss: 4.081 Dis_loss: 0.5897 Cls_loss: 1.288 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 22:15:43 > Step: 29600 Progress: 14.8% Elapsed: 8:54:03 Gen_loss: 3.682 Dis_loss: 0.872 Cls_loss: 1.387 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 22:17:27 > Step: 29700 Progress: 14.8% Elapsed: 8:55:47 Gen_loss: 2.338 Dis_loss: 0.8464 Cls_loss: 1.139 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 22:19:00 > Step: 29800 Progress: 14.9% Elapsed: 8:57:20 Gen_loss: 4.595 Dis_loss: 0.462 Cls_loss: 1.01 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 22:20:32 > Step: 29900 Progress: 14.9% Elapsed: 8:58:52 Gen_loss: 2.787 Dis_loss: 0.5436 Cls_loss: 0.9785 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 22:22:04 > Step: 30000 Progress: 15.0% Elapsed: 9:00:24 Gen_loss: 3.033 Dis_loss: 0.3182 Cls_loss: 0.9471 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 22:22:04 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-16 22:22:04 > Save image canvas to save/figures/StyleGAN2-D2DCE-train-2021_10_16_13_21_26/generated_canvas_30000.png
[INFO] 2021-10-16 22:22:04 > Start Evaluation (30000 Step): StyleGAN2-D2DCE-train-2021_10_16_13_21_26
[INFO] 2021-10-16 22:22:04 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-16 22:27:36 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-16 22:33:17 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-16 22:52:53 > Inception score (Step: 30000, 50000 generated images): 9.497506141662598
[INFO] 2021-10-16 22:52:53 > FID score (Step: 30000, Using train moments): 8.014474233432281
[INFO] 2021-10-16 22:52:53 > Improved Precision (Step: 30000, Using train images): 0.6795
[INFO] 2021-10-16 22:52:53 > Improved Recall (Step: 30000, Using train images): 0.58686
[INFO] 2021-10-16 22:52:53 > Density (Step: 30000, Using train images): 0.75874
[INFO] 2021-10-16 22:52:53 > Coverage (Step: 30000, Using train images): 0.74588
[INFO] 2021-10-16 22:52:53 > Best FID score (Step: 30000, Using train moments): 8.014474233432281
[INFO] 2021-10-16 22:53:16 > Save model to save/checkpoints/StyleGAN2-D2DCE-train-2021_10_16_13_21_26
[INFO] 2021-10-16 22:55:07 > Step: 30100 Progress: 15.0% Elapsed: 9:33:27 Gen_loss: 2.397 Dis_loss: 0.909 Cls_loss: 1.085 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 22:56:39 > Step: 30200 Progress: 15.1% Elapsed: 9:34:59 Gen_loss: 3.514 Dis_loss: 0.4047 Cls_loss: 0.8861 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 22:58:12 > Step: 30300 Progress: 15.2% Elapsed: 9:36:32 Gen_loss: 2.948 Dis_loss: 0.6705 Cls_loss: 1.354 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 22:59:44 > Step: 30400 Progress: 15.2% Elapsed: 9:38:04 Gen_loss: 4.418 Dis_loss: 0.7387 Cls_loss: 1.169 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 23:01:28 > Step: 30500 Progress: 15.2% Elapsed: 9:39:48 Gen_loss: 2.601 Dis_loss: 0.631 Cls_loss: 0.9646 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 23:03:01 > Step: 30600 Progress: 15.3% Elapsed: 9:41:21 Gen_loss: 3.237 Dis_loss: 0.5556 Cls_loss: 1.021 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 23:04:34 > Step: 30700 Progress: 15.3% Elapsed: 9:42:54 Gen_loss: 2.403 Dis_loss: 0.5527 Cls_loss: 1.083 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 23:06:06 > Step: 30800 Progress: 15.4% Elapsed: 9:44:26 Gen_loss: 3.089 Dis_loss: 0.5822 Cls_loss: 0.9066 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 23:07:50 > Step: 30900 Progress: 15.4% Elapsed: 9:46:10 Gen_loss: 4.253 Dis_loss: 0.883 Cls_loss: 1.072 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 23:09:22 > Step: 31000 Progress: 15.5% Elapsed: 9:47:42 Gen_loss: 4.285 Dis_loss: 1.314 Cls_loss: 1.162 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 23:10:55 > Step: 31100 Progress: 15.6% Elapsed: 9:49:15 Gen_loss: 3.081 Dis_loss: 0.6318 Cls_loss: 1.157 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 23:12:28 > Step: 31200 Progress: 15.6% Elapsed: 9:50:48 Gen_loss: 1.966 Dis_loss: 1.274 Cls_loss: 1.071 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 23:14:13 > Step: 31300 Progress: 15.7% Elapsed: 9:52:33 Gen_loss: 2.662 Dis_loss: 0.8186 Cls_loss: 1.052 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 23:15:46 > Step: 31400 Progress: 15.7% Elapsed: 9:54:06 Gen_loss: 3.637 Dis_loss: 0.41 Cls_loss: 0.9637 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 23:17:19 > Step: 31500 Progress: 15.8% Elapsed: 9:55:39 Gen_loss: 2.748 Dis_loss: 0.4696 Cls_loss: 0.905 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 23:19:04 > Step: 31600 Progress: 15.8% Elapsed: 9:57:24 Gen_loss: 3.067 Dis_loss: 0.3989 Cls_loss: 0.9871 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 23:20:36 > Step: 31700 Progress: 15.8% Elapsed: 9:58:56 Gen_loss: 2.27 Dis_loss: 0.6616 Cls_loss: 0.8814 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 23:22:10 > Step: 31800 Progress: 15.9% Elapsed: 10:00:30 Gen_loss: 4.508 Dis_loss: 0.778 Cls_loss: 0.9614 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 23:23:42 > Step: 31900 Progress: 16.0% Elapsed: 10:02:02 Gen_loss: 2.75 Dis_loss: 0.8389 Cls_loss: 1.071 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 23:25:26 > Step: 32000 Progress: 16.0% Elapsed: 10:03:46 Gen_loss: 2.741 Dis_loss: 0.4213 Cls_loss: 1.156 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 23:27:00 > Step: 32100 Progress: 16.1% Elapsed: 10:05:20 Gen_loss: 3.584 Dis_loss: 0.766 Cls_loss: 0.9419 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 23:28:32 > Step: 32200 Progress: 16.1% Elapsed: 10:06:52 Gen_loss: 4.459 Dis_loss: 0.6965 Cls_loss: 1.132 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 23:30:05 > Step: 32300 Progress: 16.2% Elapsed: 10:08:25 Gen_loss: 2.584 Dis_loss: 0.7315 Cls_loss: 1.131 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 23:31:48 > Step: 32400 Progress: 16.2% Elapsed: 10:10:08 Gen_loss: 1.559 Dis_loss: 0.7795 Cls_loss: 0.9979 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 23:33:21 > Step: 32500 Progress: 16.2% Elapsed: 10:11:41 Gen_loss: 2.314 Dis_loss: 0.5614 Cls_loss: 1.036 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 23:34:53 > Step: 32600 Progress: 16.3% Elapsed: 10:13:13 Gen_loss: 3.483 Dis_loss: 0.6499 Cls_loss: 1.098 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 23:36:26 > Step: 32700 Progress: 16.4% Elapsed: 10:14:46 Gen_loss: 2.045 Dis_loss: 0.7834 Cls_loss: 1.071 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 23:38:09 > Step: 32800 Progress: 16.4% Elapsed: 10:16:29 Gen_loss: 3.287 Dis_loss: 0.5973 Cls_loss: 0.9265 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 23:39:43 > Step: 32900 Progress: 16.4% Elapsed: 10:18:03 Gen_loss: 2.691 Dis_loss: 0.6959 Cls_loss: 1.106 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 23:41:15 > Step: 33000 Progress: 16.5% Elapsed: 10:19:35 Gen_loss: 3.532 Dis_loss: 0.7139 Cls_loss: 1.043 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 23:42:49 > Step: 33100 Progress: 16.6% Elapsed: 10:21:09 Gen_loss: 2.661 Dis_loss: 0.7022 Cls_loss: 1.09 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 23:44:33 > Step: 33200 Progress: 16.6% Elapsed: 10:22:53 Gen_loss: 3.259 Dis_loss: 0.6433 Cls_loss: 0.9013 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 23:46:06 > Step: 33300 Progress: 16.7% Elapsed: 10:24:26 Gen_loss: 3.975 Dis_loss: 0.6283 Cls_loss: 0.9475 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 23:47:39 > Step: 33400 Progress: 16.7% Elapsed: 10:25:59 Gen_loss: 3.152 Dis_loss: 0.5102 Cls_loss: 1.036 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 23:49:12 > Step: 33500 Progress: 16.8% Elapsed: 10:27:32 Gen_loss: 2.066 Dis_loss: 0.648 Cls_loss: 1.131 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 23:50:56 > Step: 33600 Progress: 16.8% Elapsed: 10:29:16 Gen_loss: 2.377 Dis_loss: 0.92 Cls_loss: 0.9425 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 23:52:29 > Step: 33700 Progress: 16.9% Elapsed: 10:30:49 Gen_loss: 2.435 Dis_loss: 0.4654 Cls_loss: 0.9365 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 23:54:01 > Step: 33800 Progress: 16.9% Elapsed: 10:32:21 Gen_loss: 3.368 Dis_loss: 0.564 Cls_loss: 1.057 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 23:55:35 > Step: 33900 Progress: 17.0% Elapsed: 10:33:55 Gen_loss: 2.882 Dis_loss: 0.4905 Cls_loss: 0.9884 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 23:57:18 > Step: 34000 Progress: 17.0% Elapsed: 10:35:38 Gen_loss: 1.907 Dis_loss: 1.568 Cls_loss: 1.19 Topk: N/A ada_p: N/A
[INFO] 2021-10-16 23:58:51 > Step: 34100 Progress: 17.1% Elapsed: 10:37:11 Gen_loss: 2.989 Dis_loss: 0.6648 Cls_loss: 1.316 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 00:00:23 > Step: 34200 Progress: 17.1% Elapsed: 10:38:43 Gen_loss: 3.005 Dis_loss: 0.5177 Cls_loss: 1.126 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 00:01:56 > Step: 34300 Progress: 17.2% Elapsed: 10:40:16 Gen_loss: 3.489 Dis_loss: 0.5584 Cls_loss: 1.013 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 00:03:40 > Step: 34400 Progress: 17.2% Elapsed: 10:42:00 Gen_loss: 2.379 Dis_loss: 0.4922 Cls_loss: 0.9213 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 00:05:13 > Step: 34500 Progress: 17.2% Elapsed: 10:43:33 Gen_loss: 2.038 Dis_loss: 0.5364 Cls_loss: 1.037 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 00:06:45 > Step: 34600 Progress: 17.3% Elapsed: 10:45:05 Gen_loss: 3.169 Dis_loss: 0.5974 Cls_loss: 1.085 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 00:08:18 > Step: 34700 Progress: 17.3% Elapsed: 10:46:38 Gen_loss: 3.397 Dis_loss: 0.7618 Cls_loss: 1.087 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 00:10:01 > Step: 34800 Progress: 17.4% Elapsed: 10:48:21 Gen_loss: 2.702 Dis_loss: 0.5114 Cls_loss: 0.8815 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 00:11:34 > Step: 34900 Progress: 17.4% Elapsed: 10:49:54 Gen_loss: 2.865 Dis_loss: 0.6553 Cls_loss: 1.055 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 00:13:06 > Step: 35000 Progress: 17.5% Elapsed: 10:51:26 Gen_loss: 4.701 Dis_loss: 0.5703 Cls_loss: 1.038 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 00:14:38 > Step: 35100 Progress: 17.5% Elapsed: 10:52:58 Gen_loss: 2.92 Dis_loss: 0.7701 Cls_loss: 1.064 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 00:16:22 > Step: 35200 Progress: 17.6% Elapsed: 10:54:42 Gen_loss: 4.216 Dis_loss: 0.6066 Cls_loss: 0.9153 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 00:17:55 > Step: 35300 Progress: 17.6% Elapsed: 10:56:15 Gen_loss: 2.748 Dis_loss: 0.8647 Cls_loss: 1.14 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 00:19:27 > Step: 35400 Progress: 17.7% Elapsed: 10:57:47 Gen_loss: 2.441 Dis_loss: 0.6911 Cls_loss: 0.951 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 00:21:11 > Step: 35500 Progress: 17.8% Elapsed: 10:59:31 Gen_loss: 2.482 Dis_loss: 0.865 Cls_loss: 1.025 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 00:22:43 > Step: 35600 Progress: 17.8% Elapsed: 11:01:03 Gen_loss: 5.911 Dis_loss: 0.8893 Cls_loss: 1.09 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 00:24:16 > Step: 35700 Progress: 17.8% Elapsed: 11:02:36 Gen_loss: 3.811 Dis_loss: 0.5851 Cls_loss: 1.004 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 00:25:48 > Step: 35800 Progress: 17.9% Elapsed: 11:04:08 Gen_loss: 2.611 Dis_loss: 0.3899 Cls_loss: 1.014 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 00:27:32 > Step: 35900 Progress: 17.9% Elapsed: 11:05:52 Gen_loss: 3.299 Dis_loss: 0.4943 Cls_loss: 0.9924 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 00:29:04 > Step: 36000 Progress: 18.0% Elapsed: 11:07:24 Gen_loss: 1.644 Dis_loss: 0.856 Cls_loss: 1.011 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 00:30:36 > Step: 36100 Progress: 18.1% Elapsed: 11:08:56 Gen_loss: 2.738 Dis_loss: 0.6417 Cls_loss: 0.8843 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 00:32:08 > Step: 36200 Progress: 18.1% Elapsed: 11:10:28 Gen_loss: 3.109 Dis_loss: 0.6268 Cls_loss: 1.025 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 00:33:52 > Step: 36300 Progress: 18.1% Elapsed: 11:12:12 Gen_loss: 3.656 Dis_loss: 0.6577 Cls_loss: 0.9817 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 00:35:24 > Step: 36400 Progress: 18.2% Elapsed: 11:13:44 Gen_loss: 1.738 Dis_loss: 1.055 Cls_loss: 1.137 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 00:36:57 > Step: 36500 Progress: 18.2% Elapsed: 11:15:17 Gen_loss: 3.557 Dis_loss: 0.7003 Cls_loss: 0.8305 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 00:38:29 > Step: 36600 Progress: 18.3% Elapsed: 11:16:49 Gen_loss: 4.711 Dis_loss: 0.9635 Cls_loss: 0.9004 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 00:40:15 > Step: 36700 Progress: 18.4% Elapsed: 11:18:35 Gen_loss: 3.234 Dis_loss: 0.6735 Cls_loss: 0.984 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 00:41:48 > Step: 36800 Progress: 18.4% Elapsed: 11:20:08 Gen_loss: 2.642 Dis_loss: 0.6147 Cls_loss: 1.219 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 00:43:20 > Step: 36900 Progress: 18.4% Elapsed: 11:21:40 Gen_loss: 2.697 Dis_loss: 0.7093 Cls_loss: 1.04 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 00:44:53 > Step: 37000 Progress: 18.5% Elapsed: 11:23:13 Gen_loss: 2.147 Dis_loss: 0.7212 Cls_loss: 0.9556 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 00:46:37 > Step: 37100 Progress: 18.6% Elapsed: 11:24:57 Gen_loss: 3.459 Dis_loss: 0.7088 Cls_loss: 1.237 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 00:48:09 > Step: 37200 Progress: 18.6% Elapsed: 11:26:29 Gen_loss: 2.74 Dis_loss: 0.5357 Cls_loss: 0.9262 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 00:49:42 > Step: 37300 Progress: 18.6% Elapsed: 11:28:02 Gen_loss: 1.822 Dis_loss: 0.7037 Cls_loss: 1.121 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 00:51:14 > Step: 37400 Progress: 18.7% Elapsed: 11:29:34 Gen_loss: 2.433 Dis_loss: 0.6146 Cls_loss: 1.081 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 00:52:59 > Step: 37500 Progress: 18.8% Elapsed: 11:31:19 Gen_loss: 2.944 Dis_loss: 0.4313 Cls_loss: 0.972 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 00:54:32 > Step: 37600 Progress: 18.8% Elapsed: 11:32:52 Gen_loss: 2.752 Dis_loss: 0.8901 Cls_loss: 1.026 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 00:56:04 > Step: 37700 Progress: 18.9% Elapsed: 11:34:24 Gen_loss: 3.47 Dis_loss: 0.8597 Cls_loss: 0.9488 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 00:57:37 > Step: 37800 Progress: 18.9% Elapsed: 11:35:57 Gen_loss: 1.479 Dis_loss: 0.8968 Cls_loss: 1.057 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 00:59:22 > Step: 37900 Progress: 18.9% Elapsed: 11:37:42 Gen_loss: 2.703 Dis_loss: 0.4317 Cls_loss: 0.9596 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 01:00:55 > Step: 38000 Progress: 19.0% Elapsed: 11:39:15 Gen_loss: 1.68 Dis_loss: 0.665 Cls_loss: 1.06 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 01:02:28 > Step: 38100 Progress: 19.1% Elapsed: 11:40:48 Gen_loss: 3.139 Dis_loss: 0.72 Cls_loss: 1.179 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 01:04:01 > Step: 38200 Progress: 19.1% Elapsed: 11:42:21 Gen_loss: 2.618 Dis_loss: 0.5897 Cls_loss: 1.033 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 01:05:45 > Step: 38300 Progress: 19.1% Elapsed: 11:44:05 Gen_loss: 3.59 Dis_loss: 0.6564 Cls_loss: 0.9986 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 01:07:17 > Step: 38400 Progress: 19.2% Elapsed: 11:45:37 Gen_loss: 3.223 Dis_loss: 0.6201 Cls_loss: 1.111 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 01:08:50 > Step: 38500 Progress: 19.2% Elapsed: 11:47:10 Gen_loss: 2.521 Dis_loss: 0.5814 Cls_loss: 0.9796 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 01:10:22 > Step: 38600 Progress: 19.3% Elapsed: 11:48:42 Gen_loss: 1.59 Dis_loss: 1.073 Cls_loss: 1.103 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 01:12:07 > Step: 38700 Progress: 19.4% Elapsed: 11:50:27 Gen_loss: 3.874 Dis_loss: 0.7254 Cls_loss: 1.063 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 01:13:40 > Step: 38800 Progress: 19.4% Elapsed: 11:52:00 Gen_loss: 4.724 Dis_loss: 0.4779 Cls_loss: 1.106 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 01:15:12 > Step: 38900 Progress: 19.4% Elapsed: 11:53:32 Gen_loss: 3.509 Dis_loss: 0.7144 Cls_loss: 0.817 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 01:16:45 > Step: 39000 Progress: 19.5% Elapsed: 11:55:05 Gen_loss: 3.531 Dis_loss: 0.4117 Cls_loss: 0.973 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 01:18:29 > Step: 39100 Progress: 19.6% Elapsed: 11:56:49 Gen_loss: 2.871 Dis_loss: 0.4884 Cls_loss: 0.984 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 01:20:02 > Step: 39200 Progress: 19.6% Elapsed: 11:58:22 Gen_loss: 2.944 Dis_loss: 0.5148 Cls_loss: 0.8309 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 01:21:37 > Step: 39300 Progress: 19.7% Elapsed: 11:59:57 Gen_loss: 2.898 Dis_loss: 0.6072 Cls_loss: 0.9148 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 01:23:21 > Step: 39400 Progress: 19.7% Elapsed: 12:01:41 Gen_loss: 3.121 Dis_loss: 0.418 Cls_loss: 0.9137 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 01:24:53 > Step: 39500 Progress: 19.8% Elapsed: 12:03:13 Gen_loss: 1.655 Dis_loss: 0.6544 Cls_loss: 0.9226 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 01:26:26 > Step: 39600 Progress: 19.8% Elapsed: 12:04:46 Gen_loss: 3.492 Dis_loss: 0.6356 Cls_loss: 0.8631 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 01:27:59 > Step: 39700 Progress: 19.9% Elapsed: 12:06:19 Gen_loss: 3.212 Dis_loss: 0.8467 Cls_loss: 0.9668 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 01:29:43 > Step: 39800 Progress: 19.9% Elapsed: 12:08:03 Gen_loss: 5.455 Dis_loss: 0.9356 Cls_loss: 1.079 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 01:31:16 > Step: 39900 Progress: 20.0% Elapsed: 12:09:36 Gen_loss: 2.879 Dis_loss: 0.7624 Cls_loss: 1.112 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 01:32:48 > Step: 40000 Progress: 20.0% Elapsed: 12:11:08 Gen_loss: 4.489 Dis_loss: 1.415 Cls_loss: 1.01 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 01:32:48 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-17 01:32:48 > Save image canvas to save/figures/StyleGAN2-D2DCE-train-2021_10_16_13_21_26/generated_canvas_40000.png
[INFO] 2021-10-17 01:32:48 > Start Evaluation (40000 Step): StyleGAN2-D2DCE-train-2021_10_16_13_21_26
[INFO] 2021-10-17 01:32:48 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-17 01:38:20 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-17 01:44:01 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-17 02:04:31 > Inception score (Step: 40000, 50000 generated images): 9.743325233459473
[INFO] 2021-10-17 02:04:31 > FID score (Step: 40000, Using train moments): 6.283192912918935
[INFO] 2021-10-17 02:04:31 > Improved Precision (Step: 40000, Using train images): 0.69826
[INFO] 2021-10-17 02:04:31 > Improved Recall (Step: 40000, Using train images): 0.59826
[INFO] 2021-10-17 02:04:31 > Density (Step: 40000, Using train images): 0.833752
[INFO] 2021-10-17 02:04:31 > Coverage (Step: 40000, Using train images): 0.80306
[INFO] 2021-10-17 02:04:31 > Best FID score (Step: 40000, Using train moments): 6.283192912918935
[INFO] 2021-10-17 02:04:52 > Save model to save/checkpoints/StyleGAN2-D2DCE-train-2021_10_16_13_21_26
[INFO] 2021-10-17 02:06:23 > Step: 40100 Progress: 20.1% Elapsed: 12:44:43 Gen_loss: 3.769 Dis_loss: 0.5365 Cls_loss: 0.959 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 02:08:15 > Step: 40200 Progress: 20.1% Elapsed: 12:46:35 Gen_loss: 2.043 Dis_loss: 0.5808 Cls_loss: 0.9376 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 02:09:47 > Step: 40300 Progress: 20.2% Elapsed: 12:48:07 Gen_loss: 2.021 Dis_loss: 0.5017 Cls_loss: 0.9189 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 02:11:20 > Step: 40400 Progress: 20.2% Elapsed: 12:49:40 Gen_loss: 2.494 Dis_loss: 0.8009 Cls_loss: 0.8621 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 02:12:52 > Step: 40500 Progress: 20.2% Elapsed: 12:51:12 Gen_loss: 1.913 Dis_loss: 1.146 Cls_loss: 1.145 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 02:14:37 > Step: 40600 Progress: 20.3% Elapsed: 12:52:57 Gen_loss: 4.56 Dis_loss: 0.3769 Cls_loss: 0.9128 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 02:16:10 > Step: 40700 Progress: 20.3% Elapsed: 12:54:30 Gen_loss: 2.427 Dis_loss: 0.613 Cls_loss: 0.9777 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 02:17:43 > Step: 40800 Progress: 20.4% Elapsed: 12:56:03 Gen_loss: 5.466 Dis_loss: 0.8214 Cls_loss: 1.047 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 02:19:17 > Step: 40900 Progress: 20.4% Elapsed: 12:57:37 Gen_loss: 1.992 Dis_loss: 0.5636 Cls_loss: 0.834 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 02:21:02 > Step: 41000 Progress: 20.5% Elapsed: 12:59:22 Gen_loss: 2.022 Dis_loss: 0.9124 Cls_loss: 1.073 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 02:22:35 > Step: 41100 Progress: 20.5% Elapsed: 13:00:55 Gen_loss: 4.125 Dis_loss: 0.542 Cls_loss: 1.116 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 02:24:08 > Step: 41200 Progress: 20.6% Elapsed: 13:02:28 Gen_loss: 3.889 Dis_loss: 0.4698 Cls_loss: 1.13 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 02:25:40 > Step: 41300 Progress: 20.6% Elapsed: 13:04:00 Gen_loss: 3.047 Dis_loss: 0.5684 Cls_loss: 0.892 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 02:27:24 > Step: 41400 Progress: 20.7% Elapsed: 13:05:44 Gen_loss: 3.647 Dis_loss: 0.4236 Cls_loss: 0.9135 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 02:28:56 > Step: 41500 Progress: 20.8% Elapsed: 13:07:16 Gen_loss: 1.979 Dis_loss: 0.7955 Cls_loss: 0.9425 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 02:30:29 > Step: 41600 Progress: 20.8% Elapsed: 13:08:49 Gen_loss: 3.853 Dis_loss: 0.5128 Cls_loss: 0.9051 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 02:32:02 > Step: 41700 Progress: 20.8% Elapsed: 13:10:22 Gen_loss: 1.435 Dis_loss: 0.6624 Cls_loss: 1.009 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 02:33:45 > Step: 41800 Progress: 20.9% Elapsed: 13:12:05 Gen_loss: 1.393 Dis_loss: 0.9128 Cls_loss: 1.007 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 02:35:18 > Step: 41900 Progress: 20.9% Elapsed: 13:13:38 Gen_loss: 3.088 Dis_loss: 0.7728 Cls_loss: 1.008 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 02:36:50 > Step: 42000 Progress: 21.0% Elapsed: 13:15:10 Gen_loss: 2.115 Dis_loss: 0.8911 Cls_loss: 0.9344 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 02:38:23 > Step: 42100 Progress: 21.1% Elapsed: 13:16:43 Gen_loss: 2.325 Dis_loss: 0.2983 Cls_loss: 0.9032 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 02:40:07 > Step: 42200 Progress: 21.1% Elapsed: 13:18:27 Gen_loss: 3.048 Dis_loss: 0.4431 Cls_loss: 1.012 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 02:41:39 > Step: 42300 Progress: 21.1% Elapsed: 13:19:59 Gen_loss: 4.493 Dis_loss: 0.8737 Cls_loss: 0.9857 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 02:43:12 > Step: 42400 Progress: 21.2% Elapsed: 13:21:32 Gen_loss: 1.853 Dis_loss: 0.7182 Cls_loss: 1.18 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 02:44:45 > Step: 42500 Progress: 21.2% Elapsed: 13:23:05 Gen_loss: 3.313 Dis_loss: 0.5589 Cls_loss: 0.9758 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 02:46:28 > Step: 42600 Progress: 21.3% Elapsed: 13:24:48 Gen_loss: 3.512 Dis_loss: 0.7617 Cls_loss: 1.185 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 02:48:01 > Step: 42700 Progress: 21.3% Elapsed: 13:26:21 Gen_loss: 3.503 Dis_loss: 0.53 Cls_loss: 1.067 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 02:49:34 > Step: 42800 Progress: 21.4% Elapsed: 13:27:54 Gen_loss: 2.876 Dis_loss: 0.5658 Cls_loss: 0.9972 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 02:51:07 > Step: 42900 Progress: 21.4% Elapsed: 13:29:27 Gen_loss: 1.894 Dis_loss: 0.9977 Cls_loss: 0.91 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 02:52:53 > Step: 43000 Progress: 21.5% Elapsed: 13:31:13 Gen_loss: 3.522 Dis_loss: 0.4677 Cls_loss: 1.009 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 02:54:26 > Step: 43100 Progress: 21.6% Elapsed: 13:32:46 Gen_loss: 6.04 Dis_loss: 1.486 Cls_loss: 1.0 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 02:55:58 > Step: 43200 Progress: 21.6% Elapsed: 13:34:18 Gen_loss: 2.658 Dis_loss: 0.44 Cls_loss: 0.8425 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 02:57:43 > Step: 43300 Progress: 21.6% Elapsed: 13:36:03 Gen_loss: 3.767 Dis_loss: 0.6699 Cls_loss: 0.8344 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 02:59:16 > Step: 43400 Progress: 21.7% Elapsed: 13:37:36 Gen_loss: 2.058 Dis_loss: 0.696 Cls_loss: 1.097 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 03:00:48 > Step: 43500 Progress: 21.8% Elapsed: 13:39:08 Gen_loss: 3.224 Dis_loss: 0.517 Cls_loss: 0.8821 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 03:02:21 > Step: 43600 Progress: 21.8% Elapsed: 13:40:41 Gen_loss: 4.538 Dis_loss: 0.4623 Cls_loss: 0.9801 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 03:04:05 > Step: 43700 Progress: 21.9% Elapsed: 13:42:25 Gen_loss: 3.881 Dis_loss: 0.4358 Cls_loss: 0.9519 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 03:05:39 > Step: 43800 Progress: 21.9% Elapsed: 13:43:59 Gen_loss: 3.816 Dis_loss: 0.4155 Cls_loss: 0.8852 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 03:07:12 > Step: 43900 Progress: 21.9% Elapsed: 13:45:31 Gen_loss: 3.448 Dis_loss: 0.416 Cls_loss: 0.8896 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 03:08:44 > Step: 44000 Progress: 22.0% Elapsed: 13:47:04 Gen_loss: 1.542 Dis_loss: 0.953 Cls_loss: 1.155 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 03:10:29 > Step: 44100 Progress: 22.1% Elapsed: 13:48:49 Gen_loss: 2.479 Dis_loss: 0.5387 Cls_loss: 0.9118 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 03:12:01 > Step: 44200 Progress: 22.1% Elapsed: 13:50:21 Gen_loss: 1.999 Dis_loss: 0.6782 Cls_loss: 0.9309 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 03:13:34 > Step: 44300 Progress: 22.1% Elapsed: 13:51:54 Gen_loss: 2.936 Dis_loss: 0.441 Cls_loss: 1.019 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 03:15:06 > Step: 44400 Progress: 22.2% Elapsed: 13:53:26 Gen_loss: 2.522 Dis_loss: 0.4053 Cls_loss: 0.8161 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 03:16:51 > Step: 44500 Progress: 22.2% Elapsed: 13:55:11 Gen_loss: 2.51 Dis_loss: 0.7758 Cls_loss: 0.8776 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 03:18:24 > Step: 44600 Progress: 22.3% Elapsed: 13:56:44 Gen_loss: 3.527 Dis_loss: 0.7302 Cls_loss: 1.07 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 03:19:57 > Step: 44700 Progress: 22.4% Elapsed: 13:58:17 Gen_loss: 3.355 Dis_loss: 0.5328 Cls_loss: 0.8916 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 03:21:30 > Step: 44800 Progress: 22.4% Elapsed: 13:59:50 Gen_loss: 3.02 Dis_loss: 0.5907 Cls_loss: 0.946 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 03:23:14 > Step: 44900 Progress: 22.4% Elapsed: 14:01:34 Gen_loss: 2.375 Dis_loss: 0.571 Cls_loss: 0.9325 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 03:24:47 > Step: 45000 Progress: 22.5% Elapsed: 14:03:07 Gen_loss: 3.555 Dis_loss: 0.4439 Cls_loss: 1.004 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 03:26:20 > Step: 45100 Progress: 22.6% Elapsed: 14:04:40 Gen_loss: 1.1 Dis_loss: 1.05 Cls_loss: 1.007 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 03:27:53 > Step: 45200 Progress: 22.6% Elapsed: 14:06:13 Gen_loss: 2.455 Dis_loss: 0.5918 Cls_loss: 0.9333 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 03:29:37 > Step: 45300 Progress: 22.7% Elapsed: 14:07:57 Gen_loss: 1.974 Dis_loss: 0.4795 Cls_loss: 0.9901 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 03:31:10 > Step: 45400 Progress: 22.7% Elapsed: 14:09:30 Gen_loss: 4.462 Dis_loss: 0.8394 Cls_loss: 1.017 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 03:32:43 > Step: 45500 Progress: 22.8% Elapsed: 14:11:03 Gen_loss: 4.836 Dis_loss: 0.9216 Cls_loss: 1.037 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 03:34:15 > Step: 45600 Progress: 22.8% Elapsed: 14:12:35 Gen_loss: 2.154 Dis_loss: 0.5585 Cls_loss: 1.087 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 03:36:00 > Step: 45700 Progress: 22.9% Elapsed: 14:14:20 Gen_loss: 2.865 Dis_loss: 0.6217 Cls_loss: 0.9642 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 03:37:33 > Step: 45800 Progress: 22.9% Elapsed: 14:15:53 Gen_loss: 2.296 Dis_loss: 0.5359 Cls_loss: 1.02 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 03:39:06 > Step: 45900 Progress: 22.9% Elapsed: 14:17:26 Gen_loss: 4.08 Dis_loss: 0.449 Cls_loss: 0.8721 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 03:40:39 > Step: 46000 Progress: 23.0% Elapsed: 14:18:59 Gen_loss: 3.535 Dis_loss: 0.6604 Cls_loss: 0.9967 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 03:42:24 > Step: 46100 Progress: 23.1% Elapsed: 14:20:44 Gen_loss: 2.95 Dis_loss: 0.5513 Cls_loss: 1.026 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 03:43:57 > Step: 46200 Progress: 23.1% Elapsed: 14:22:17 Gen_loss: 1.506 Dis_loss: 0.7968 Cls_loss: 1.083 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 03:45:32 > Step: 46300 Progress: 23.2% Elapsed: 14:23:52 Gen_loss: 4.047 Dis_loss: 0.8939 Cls_loss: 0.9708 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 03:47:05 > Step: 46400 Progress: 23.2% Elapsed: 14:25:25 Gen_loss: 3.814 Dis_loss: 0.4339 Cls_loss: 0.9662 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 03:48:50 > Step: 46500 Progress: 23.2% Elapsed: 14:27:10 Gen_loss: 2.383 Dis_loss: 0.791 Cls_loss: 1.08 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 03:50:24 > Step: 46600 Progress: 23.3% Elapsed: 14:28:44 Gen_loss: 2.294 Dis_loss: 0.8815 Cls_loss: 0.97 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 03:51:57 > Step: 46700 Progress: 23.4% Elapsed: 14:30:17 Gen_loss: 2.903 Dis_loss: 0.5126 Cls_loss: 0.8907 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 03:53:30 > Step: 46800 Progress: 23.4% Elapsed: 14:31:50 Gen_loss: 4.57 Dis_loss: 0.5307 Cls_loss: 0.956 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 03:55:14 > Step: 46900 Progress: 23.4% Elapsed: 14:33:34 Gen_loss: 1.79 Dis_loss: 0.4283 Cls_loss: 0.8003 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 03:56:47 > Step: 47000 Progress: 23.5% Elapsed: 14:35:07 Gen_loss: 3.324 Dis_loss: 0.5683 Cls_loss: 0.8676 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 03:58:20 > Step: 47100 Progress: 23.5% Elapsed: 14:36:40 Gen_loss: 1.457 Dis_loss: 1.548 Cls_loss: 1.252 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 04:00:05 > Step: 47200 Progress: 23.6% Elapsed: 14:38:25 Gen_loss: 4.576 Dis_loss: 0.4619 Cls_loss: 0.8462 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 04:01:37 > Step: 47300 Progress: 23.6% Elapsed: 14:39:57 Gen_loss: 2.991 Dis_loss: 0.7236 Cls_loss: 0.8367 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 04:03:10 > Step: 47400 Progress: 23.7% Elapsed: 14:41:30 Gen_loss: 1.85 Dis_loss: 0.6281 Cls_loss: 0.9607 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 04:04:43 > Step: 47500 Progress: 23.8% Elapsed: 14:43:03 Gen_loss: 3.274 Dis_loss: 0.5959 Cls_loss: 0.9093 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 04:06:28 > Step: 47600 Progress: 23.8% Elapsed: 14:44:48 Gen_loss: 2.591 Dis_loss: 0.627 Cls_loss: 0.8953 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 04:08:01 > Step: 47700 Progress: 23.8% Elapsed: 14:46:21 Gen_loss: 3.188 Dis_loss: 0.3413 Cls_loss: 0.9017 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 04:09:34 > Step: 47800 Progress: 23.9% Elapsed: 14:47:54 Gen_loss: 3.053 Dis_loss: 0.3923 Cls_loss: 0.8453 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 04:11:07 > Step: 47900 Progress: 23.9% Elapsed: 14:49:27 Gen_loss: 4.0 Dis_loss: 0.4353 Cls_loss: 0.8182 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 04:12:52 > Step: 48000 Progress: 24.0% Elapsed: 14:51:12 Gen_loss: 2.697 Dis_loss: 0.6562 Cls_loss: 1.091 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 04:14:25 > Step: 48100 Progress: 24.1% Elapsed: 14:52:45 Gen_loss: 3.12 Dis_loss: 0.637 Cls_loss: 0.8753 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 04:15:58 > Step: 48200 Progress: 24.1% Elapsed: 14:54:18 Gen_loss: 3.554 Dis_loss: 0.64 Cls_loss: 0.8815 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 04:17:31 > Step: 48300 Progress: 24.1% Elapsed: 14:55:51 Gen_loss: 3.396 Dis_loss: 0.4725 Cls_loss: 0.8212 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 04:19:15 > Step: 48400 Progress: 24.2% Elapsed: 14:57:35 Gen_loss: 4.225 Dis_loss: 0.4588 Cls_loss: 0.8732 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 04:20:48 > Step: 48500 Progress: 24.2% Elapsed: 14:59:08 Gen_loss: 4.27 Dis_loss: 0.9448 Cls_loss: 0.8301 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 04:22:21 > Step: 48600 Progress: 24.3% Elapsed: 15:00:41 Gen_loss: 3.395 Dis_loss: 1.679 Cls_loss: 0.9083 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 04:23:55 > Step: 48700 Progress: 24.3% Elapsed: 15:02:15 Gen_loss: 3.607 Dis_loss: 0.6973 Cls_loss: 0.9631 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 04:25:39 > Step: 48800 Progress: 24.4% Elapsed: 15:03:58 Gen_loss: 2.995 Dis_loss: 0.4877 Cls_loss: 0.9313 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 04:27:12 > Step: 48900 Progress: 24.4% Elapsed: 15:05:32 Gen_loss: 2.153 Dis_loss: 0.4455 Cls_loss: 0.8628 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 04:28:44 > Step: 49000 Progress: 24.5% Elapsed: 15:07:04 Gen_loss: 2.728 Dis_loss: 0.4839 Cls_loss: 0.9376 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 04:30:18 > Step: 49100 Progress: 24.6% Elapsed: 15:08:38 Gen_loss: 3.66 Dis_loss: 0.589 Cls_loss: 0.9024 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 04:32:02 > Step: 49200 Progress: 24.6% Elapsed: 15:10:22 Gen_loss: 5.821 Dis_loss: 0.69 Cls_loss: 0.8213 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 04:33:35 > Step: 49300 Progress: 24.6% Elapsed: 15:11:55 Gen_loss: 4.239 Dis_loss: 0.6525 Cls_loss: 0.868 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 04:35:08 > Step: 49400 Progress: 24.7% Elapsed: 15:13:28 Gen_loss: 5.42 Dis_loss: 0.4852 Cls_loss: 0.9896 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 04:36:41 > Step: 49500 Progress: 24.8% Elapsed: 15:15:01 Gen_loss: 2.95 Dis_loss: 0.4925 Cls_loss: 0.9123 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 04:38:26 > Step: 49600 Progress: 24.8% Elapsed: 15:16:46 Gen_loss: 3.708 Dis_loss: 0.4002 Cls_loss: 0.9094 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 04:39:59 > Step: 49700 Progress: 24.9% Elapsed: 15:18:19 Gen_loss: 2.349 Dis_loss: 0.6618 Cls_loss: 0.8649 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 04:41:31 > Step: 49800 Progress: 24.9% Elapsed: 15:19:51 Gen_loss: 1.735 Dis_loss: 0.6866 Cls_loss: 0.881 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 04:43:04 > Step: 49900 Progress: 24.9% Elapsed: 15:21:24 Gen_loss: 3.526 Dis_loss: 0.5314 Cls_loss: 0.9409 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 04:44:48 > Step: 50000 Progress: 25.0% Elapsed: 15:23:08 Gen_loss: 2.954 Dis_loss: 0.4509 Cls_loss: 0.83 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 04:44:48 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-17 04:44:48 > Save image canvas to save/figures/StyleGAN2-D2DCE-train-2021_10_16_13_21_26/generated_canvas_50000.png
[INFO] 2021-10-17 04:44:48 > Start Evaluation (50000 Step): StyleGAN2-D2DCE-train-2021_10_16_13_21_26
[INFO] 2021-10-17 04:44:48 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-17 04:50:21 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-17 04:56:03 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-17 05:15:29 > Inception score (Step: 50000, 50000 generated images): 9.788337707519531
[INFO] 2021-10-17 05:15:29 > FID score (Step: 50000, Using train moments): 5.39121951922175
[INFO] 2021-10-17 05:15:29 > Improved Precision (Step: 50000, Using train images): 0.70652
[INFO] 2021-10-17 05:15:29 > Improved Recall (Step: 50000, Using train images): 0.6099
[INFO] 2021-10-17 05:15:29 > Density (Step: 50000, Using train images): 0.87488
[INFO] 2021-10-17 05:15:29 > Coverage (Step: 50000, Using train images): 0.8219
[INFO] 2021-10-17 05:15:29 > Best FID score (Step: 50000, Using train moments): 5.39121951922175
[INFO] 2021-10-17 05:15:50 > Save model to save/checkpoints/StyleGAN2-D2DCE-train-2021_10_16_13_21_26
[INFO] 2021-10-17 05:18:44 > Step: 50100 Progress: 25.1% Elapsed: 15:57:04 Gen_loss: 2.843 Dis_loss: 0.6455 Cls_loss: 0.8941 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 05:20:16 > Step: 50200 Progress: 25.1% Elapsed: 15:58:36 Gen_loss: 1.862 Dis_loss: 1.201 Cls_loss: 1.155 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 05:21:49 > Step: 50300 Progress: 25.1% Elapsed: 16:00:09 Gen_loss: 3.697 Dis_loss: 0.5697 Cls_loss: 0.9365 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 05:23:42 > Step: 50400 Progress: 25.2% Elapsed: 16:02:02 Gen_loss: 3.269 Dis_loss: 0.6178 Cls_loss: 1.045 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 05:25:16 > Step: 50500 Progress: 25.2% Elapsed: 16:03:36 Gen_loss: 4.456 Dis_loss: 0.6263 Cls_loss: 0.9267 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 05:26:49 > Step: 50600 Progress: 25.3% Elapsed: 16:05:09 Gen_loss: 3.621 Dis_loss: 0.2968 Cls_loss: 0.8139 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 05:28:22 > Step: 50700 Progress: 25.4% Elapsed: 16:06:42 Gen_loss: 3.429 Dis_loss: 0.5195 Cls_loss: 0.8465 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 05:30:06 > Step: 50800 Progress: 25.4% Elapsed: 16:08:26 Gen_loss: 3.274 Dis_loss: 0.4389 Cls_loss: 0.8652 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 05:31:39 > Step: 50900 Progress: 25.4% Elapsed: 16:09:59 Gen_loss: 2.718 Dis_loss: 0.5816 Cls_loss: 0.8891 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 05:33:12 > Step: 51000 Progress: 25.5% Elapsed: 16:11:32 Gen_loss: 1.846 Dis_loss: 0.57 Cls_loss: 0.8728 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 05:34:58 > Step: 51100 Progress: 25.6% Elapsed: 16:13:18 Gen_loss: 1.904 Dis_loss: 0.6801 Cls_loss: 0.7843 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 05:36:31 > Step: 51200 Progress: 25.6% Elapsed: 16:14:51 Gen_loss: 2.97 Dis_loss: 0.3671 Cls_loss: 0.8595 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 05:38:05 > Step: 51300 Progress: 25.7% Elapsed: 16:16:25 Gen_loss: 2.075 Dis_loss: 0.5861 Cls_loss: 0.8657 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 05:39:37 > Step: 51400 Progress: 25.7% Elapsed: 16:17:57 Gen_loss: 1.433 Dis_loss: 0.6967 Cls_loss: 0.9065 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 05:41:22 > Step: 51500 Progress: 25.8% Elapsed: 16:19:42 Gen_loss: 3.919 Dis_loss: 0.3513 Cls_loss: 0.8046 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 05:42:55 > Step: 51600 Progress: 25.8% Elapsed: 16:21:15 Gen_loss: 3.159 Dis_loss: 0.6069 Cls_loss: 0.9317 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 05:44:28 > Step: 51700 Progress: 25.9% Elapsed: 16:22:48 Gen_loss: 3.211 Dis_loss: 0.7103 Cls_loss: 0.9073 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 05:46:00 > Step: 51800 Progress: 25.9% Elapsed: 16:24:20 Gen_loss: 1.335 Dis_loss: 0.6281 Cls_loss: 1.122 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 05:47:46 > Step: 51900 Progress: 25.9% Elapsed: 16:26:06 Gen_loss: 3.482 Dis_loss: 0.4913 Cls_loss: 0.9533 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 05:49:19 > Step: 52000 Progress: 26.0% Elapsed: 16:27:39 Gen_loss: 2.763 Dis_loss: 0.5501 Cls_loss: 0.9046 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 05:50:52 > Step: 52100 Progress: 26.1% Elapsed: 16:29:12 Gen_loss: 2.141 Dis_loss: 0.5733 Cls_loss: 0.899 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 05:52:25 > Step: 52200 Progress: 26.1% Elapsed: 16:30:45 Gen_loss: 2.306 Dis_loss: 0.6085 Cls_loss: 0.8582 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 05:54:09 > Step: 52300 Progress: 26.2% Elapsed: 16:32:29 Gen_loss: 4.575 Dis_loss: 1.345 Cls_loss: 0.8818 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 05:55:42 > Step: 52400 Progress: 26.2% Elapsed: 16:34:02 Gen_loss: 2.671 Dis_loss: 0.6547 Cls_loss: 0.8645 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 05:57:15 > Step: 52500 Progress: 26.2% Elapsed: 16:35:35 Gen_loss: 2.361 Dis_loss: 0.6006 Cls_loss: 0.8318 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 05:58:47 > Step: 52600 Progress: 26.3% Elapsed: 16:37:07 Gen_loss: 3.19 Dis_loss: 0.6505 Cls_loss: 0.9394 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 06:00:32 > Step: 52700 Progress: 26.4% Elapsed: 16:38:52 Gen_loss: 2.883 Dis_loss: 0.6057 Cls_loss: 0.9074 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 06:02:05 > Step: 52800 Progress: 26.4% Elapsed: 16:40:25 Gen_loss: 4.356 Dis_loss: 1.263 Cls_loss: 1.087 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 06:03:39 > Step: 52900 Progress: 26.5% Elapsed: 16:41:59 Gen_loss: 2.716 Dis_loss: 0.4002 Cls_loss: 0.8631 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 06:05:12 > Step: 53000 Progress: 26.5% Elapsed: 16:43:32 Gen_loss: 3.009 Dis_loss: 0.4755 Cls_loss: 1.047 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 06:06:56 > Step: 53100 Progress: 26.6% Elapsed: 16:45:16 Gen_loss: 2.881 Dis_loss: 0.7173 Cls_loss: 0.8184 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 06:08:29 > Step: 53200 Progress: 26.6% Elapsed: 16:46:49 Gen_loss: 3.889 Dis_loss: 0.3507 Cls_loss: 0.8954 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 06:10:01 > Step: 53300 Progress: 26.7% Elapsed: 16:48:21 Gen_loss: 3.34 Dis_loss: 0.5165 Cls_loss: 0.8746 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 06:11:34 > Step: 53400 Progress: 26.7% Elapsed: 16:49:54 Gen_loss: 3.54 Dis_loss: 0.7043 Cls_loss: 0.9032 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 06:13:19 > Step: 53500 Progress: 26.8% Elapsed: 16:51:39 Gen_loss: 2.807 Dis_loss: 0.6358 Cls_loss: 0.9957 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 06:14:51 > Step: 53600 Progress: 26.8% Elapsed: 16:53:11 Gen_loss: 3.469 Dis_loss: 0.4628 Cls_loss: 0.8459 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 06:16:25 > Step: 53700 Progress: 26.9% Elapsed: 16:54:45 Gen_loss: 2.916 Dis_loss: 0.3315 Cls_loss: 0.8912 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 06:17:58 > Step: 53800 Progress: 26.9% Elapsed: 16:56:18 Gen_loss: 2.792 Dis_loss: 0.8553 Cls_loss: 0.8852 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 06:19:42 > Step: 53900 Progress: 27.0% Elapsed: 16:58:02 Gen_loss: 3.376 Dis_loss: 0.4754 Cls_loss: 0.8435 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 06:21:15 > Step: 54000 Progress: 27.0% Elapsed: 16:59:35 Gen_loss: 3.674 Dis_loss: 0.7246 Cls_loss: 0.9157 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 06:22:48 > Step: 54100 Progress: 27.1% Elapsed: 17:01:08 Gen_loss: 1.786 Dis_loss: 0.6242 Cls_loss: 0.8328 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 06:24:22 > Step: 54200 Progress: 27.1% Elapsed: 17:02:42 Gen_loss: 4.272 Dis_loss: 0.3663 Cls_loss: 0.9825 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 06:26:06 > Step: 54300 Progress: 27.2% Elapsed: 17:04:26 Gen_loss: 4.678 Dis_loss: 0.5287 Cls_loss: 0.9259 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 06:27:39 > Step: 54400 Progress: 27.2% Elapsed: 17:05:59 Gen_loss: 1.996 Dis_loss: 0.7888 Cls_loss: 0.9568 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 06:29:12 > Step: 54500 Progress: 27.3% Elapsed: 17:07:32 Gen_loss: 4.177 Dis_loss: 0.8427 Cls_loss: 0.9742 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 06:30:46 > Step: 54600 Progress: 27.3% Elapsed: 17:09:06 Gen_loss: 1.991 Dis_loss: 0.7889 Cls_loss: 0.8992 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 06:32:31 > Step: 54700 Progress: 27.4% Elapsed: 17:10:51 Gen_loss: 1.807 Dis_loss: 0.6932 Cls_loss: 0.9722 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 06:34:04 > Step: 54800 Progress: 27.4% Elapsed: 17:12:24 Gen_loss: 2.332 Dis_loss: 0.5621 Cls_loss: 0.9031 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 06:35:37 > Step: 54900 Progress: 27.5% Elapsed: 17:13:57 Gen_loss: 5.258 Dis_loss: 0.4791 Cls_loss: 1.077 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 06:37:22 > Step: 55000 Progress: 27.5% Elapsed: 17:15:42 Gen_loss: 2.348 Dis_loss: 0.8326 Cls_loss: 0.8285 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 06:38:55 > Step: 55100 Progress: 27.6% Elapsed: 17:17:15 Gen_loss: 3.222 Dis_loss: 0.5553 Cls_loss: 0.9064 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 06:40:28 > Step: 55200 Progress: 27.6% Elapsed: 17:18:48 Gen_loss: 4.139 Dis_loss: 0.6582 Cls_loss: 0.9079 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 06:42:01 > Step: 55300 Progress: 27.7% Elapsed: 17:20:21 Gen_loss: 2.424 Dis_loss: 0.477 Cls_loss: 0.8711 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 06:43:45 > Step: 55400 Progress: 27.7% Elapsed: 17:22:05 Gen_loss: 4.328 Dis_loss: 0.5469 Cls_loss: 0.8105 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 06:45:19 > Step: 55500 Progress: 27.8% Elapsed: 17:23:39 Gen_loss: 4.809 Dis_loss: 0.7262 Cls_loss: 1.012 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 06:46:51 > Step: 55600 Progress: 27.8% Elapsed: 17:25:11 Gen_loss: 4.23 Dis_loss: 0.6687 Cls_loss: 1.083 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 06:48:24 > Step: 55700 Progress: 27.9% Elapsed: 17:26:44 Gen_loss: 3.828 Dis_loss: 0.6459 Cls_loss: 0.9823 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 06:50:09 > Step: 55800 Progress: 27.9% Elapsed: 17:28:29 Gen_loss: 5.691 Dis_loss: 1.078 Cls_loss: 1.009 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 06:51:42 > Step: 55900 Progress: 28.0% Elapsed: 17:30:02 Gen_loss: 3.284 Dis_loss: 0.6573 Cls_loss: 0.912 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 06:53:15 > Step: 56000 Progress: 28.0% Elapsed: 17:31:35 Gen_loss: 2.273 Dis_loss: 0.6653 Cls_loss: 0.9209 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 06:54:49 > Step: 56100 Progress: 28.1% Elapsed: 17:33:09 Gen_loss: 3.036 Dis_loss: 0.589 Cls_loss: 0.8308 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 06:56:33 > Step: 56200 Progress: 28.1% Elapsed: 17:34:53 Gen_loss: 3.177 Dis_loss: 0.6321 Cls_loss: 1.129 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 06:58:06 > Step: 56300 Progress: 28.1% Elapsed: 17:36:26 Gen_loss: 3.286 Dis_loss: 0.603 Cls_loss: 0.8368 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 06:59:39 > Step: 56400 Progress: 28.2% Elapsed: 17:37:59 Gen_loss: 1.884 Dis_loss: 0.9793 Cls_loss: 0.9194 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 07:01:12 > Step: 56500 Progress: 28.2% Elapsed: 17:39:32 Gen_loss: 2.722 Dis_loss: 0.5794 Cls_loss: 0.9984 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 07:02:57 > Step: 56600 Progress: 28.3% Elapsed: 17:41:16 Gen_loss: 4.063 Dis_loss: 0.8361 Cls_loss: 0.8223 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 07:04:30 > Step: 56700 Progress: 28.3% Elapsed: 17:42:50 Gen_loss: 3.27 Dis_loss: 0.5629 Cls_loss: 0.9169 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 07:06:02 > Step: 56800 Progress: 28.4% Elapsed: 17:44:22 Gen_loss: 4.658 Dis_loss: 0.7694 Cls_loss: 0.9128 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 07:07:35 > Step: 56900 Progress: 28.4% Elapsed: 17:45:55 Gen_loss: 3.394 Dis_loss: 0.6758 Cls_loss: 0.9351 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 07:09:19 > Step: 57000 Progress: 28.5% Elapsed: 17:47:39 Gen_loss: 2.888 Dis_loss: 0.6055 Cls_loss: 0.9355 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 07:10:53 > Step: 57100 Progress: 28.5% Elapsed: 17:49:13 Gen_loss: 3.459 Dis_loss: 0.4734 Cls_loss: 0.8774 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 07:12:26 > Step: 57200 Progress: 28.6% Elapsed: 17:50:46 Gen_loss: 1.795 Dis_loss: 0.6204 Cls_loss: 0.8522 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 07:13:59 > Step: 57300 Progress: 28.6% Elapsed: 17:52:19 Gen_loss: 2.841 Dis_loss: 0.6615 Cls_loss: 0.9702 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 07:15:43 > Step: 57400 Progress: 28.7% Elapsed: 17:54:03 Gen_loss: 2.295 Dis_loss: 0.5688 Cls_loss: 0.8479 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 07:17:16 > Step: 57500 Progress: 28.7% Elapsed: 17:55:36 Gen_loss: 2.718 Dis_loss: 0.3658 Cls_loss: 0.8204 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 07:18:49 > Step: 57600 Progress: 28.8% Elapsed: 17:57:09 Gen_loss: 4.511 Dis_loss: 0.3906 Cls_loss: 0.8078 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 07:20:22 > Step: 57700 Progress: 28.8% Elapsed: 17:58:42 Gen_loss: 2.481 Dis_loss: 0.5826 Cls_loss: 0.8838 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 07:22:06 > Step: 57800 Progress: 28.9% Elapsed: 18:00:26 Gen_loss: 2.337 Dis_loss: 0.8541 Cls_loss: 0.83 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 07:23:40 > Step: 57900 Progress: 28.9% Elapsed: 18:02:00 Gen_loss: 2.244 Dis_loss: 0.52 Cls_loss: 0.8322 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 07:25:13 > Step: 58000 Progress: 29.0% Elapsed: 18:03:33 Gen_loss: 3.202 Dis_loss: 0.502 Cls_loss: 0.9192 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 07:26:46 > Step: 58100 Progress: 29.0% Elapsed: 18:05:06 Gen_loss: 2.764 Dis_loss: 0.7349 Cls_loss: 0.9073 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 07:28:30 > Step: 58200 Progress: 29.1% Elapsed: 18:06:50 Gen_loss: 4.008 Dis_loss: 0.4544 Cls_loss: 0.842 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 07:30:03 > Step: 58300 Progress: 29.1% Elapsed: 18:08:23 Gen_loss: 1.676 Dis_loss: 0.8317 Cls_loss: 0.8871 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 07:31:36 > Step: 58400 Progress: 29.2% Elapsed: 18:09:56 Gen_loss: 2.455 Dis_loss: 0.9265 Cls_loss: 0.9271 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 07:33:09 > Step: 58500 Progress: 29.2% Elapsed: 18:11:29 Gen_loss: 2.444 Dis_loss: 0.7973 Cls_loss: 0.9084 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 07:34:54 > Step: 58600 Progress: 29.3% Elapsed: 18:13:14 Gen_loss: 2.415 Dis_loss: 0.647 Cls_loss: 0.8857 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 07:36:27 > Step: 58700 Progress: 29.3% Elapsed: 18:14:47 Gen_loss: 2.326 Dis_loss: 0.5046 Cls_loss: 0.8613 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 07:38:00 > Step: 58800 Progress: 29.4% Elapsed: 18:16:20 Gen_loss: 2.961 Dis_loss: 0.4298 Cls_loss: 0.8697 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 07:39:44 > Step: 58900 Progress: 29.4% Elapsed: 18:18:04 Gen_loss: 4.079 Dis_loss: 0.4203 Cls_loss: 0.8778 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 07:41:16 > Step: 59000 Progress: 29.5% Elapsed: 18:19:36 Gen_loss: 4.551 Dis_loss: 0.4832 Cls_loss: 0.8769 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 07:42:49 > Step: 59100 Progress: 29.5% Elapsed: 18:21:09 Gen_loss: 3.44 Dis_loss: 0.5252 Cls_loss: 0.819 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 07:44:22 > Step: 59200 Progress: 29.6% Elapsed: 18:22:42 Gen_loss: 5.58 Dis_loss: 1.191 Cls_loss: 0.9636 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 07:46:07 > Step: 59300 Progress: 29.6% Elapsed: 18:24:27 Gen_loss: 2.1 Dis_loss: 0.6311 Cls_loss: 0.9534 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 07:47:40 > Step: 59400 Progress: 29.7% Elapsed: 18:26:00 Gen_loss: 4.363 Dis_loss: 0.486 Cls_loss: 1.005 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 07:49:13 > Step: 59500 Progress: 29.8% Elapsed: 18:27:33 Gen_loss: 4.844 Dis_loss: 0.5521 Cls_loss: 0.7952 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 07:50:46 > Step: 59600 Progress: 29.8% Elapsed: 18:29:06 Gen_loss: 2.043 Dis_loss: 0.605 Cls_loss: 0.7951 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 07:52:30 > Step: 59700 Progress: 29.8% Elapsed: 18:30:50 Gen_loss: 3.687 Dis_loss: 0.4802 Cls_loss: 0.8926 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 07:54:03 > Step: 59800 Progress: 29.9% Elapsed: 18:32:23 Gen_loss: 1.828 Dis_loss: 0.8017 Cls_loss: 0.9412 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 07:55:36 > Step: 59900 Progress: 29.9% Elapsed: 18:33:56 Gen_loss: 2.964 Dis_loss: 0.4226 Cls_loss: 0.9431 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 07:57:09 > Step: 60000 Progress: 30.0% Elapsed: 18:35:29 Gen_loss: 3.93 Dis_loss: 0.5053 Cls_loss: 0.8039 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 07:57:09 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-17 07:57:09 > Save image canvas to save/figures/StyleGAN2-D2DCE-train-2021_10_16_13_21_26/generated_canvas_60000.png
[INFO] 2021-10-17 07:57:09 > Start Evaluation (60000 Step): StyleGAN2-D2DCE-train-2021_10_16_13_21_26
[INFO] 2021-10-17 07:57:09 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-17 08:02:41 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-17 08:08:22 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-17 08:28:12 > Inception score (Step: 60000, 50000 generated images): 10.001420974731445
[INFO] 2021-10-17 08:28:12 > FID score (Step: 60000, Using train moments): 4.855169724413599
[INFO] 2021-10-17 08:28:12 > Improved Precision (Step: 60000, Using train images): 0.71496
[INFO] 2021-10-17 08:28:12 > Improved Recall (Step: 60000, Using train images): 0.62372
[INFO] 2021-10-17 08:28:12 > Density (Step: 60000, Using train images): 0.9098520000000001
[INFO] 2021-10-17 08:28:12 > Coverage (Step: 60000, Using train images): 0.84068
[INFO] 2021-10-17 08:28:12 > Best FID score (Step: 60000, Using train moments): 4.855169724413599
[INFO] 2021-10-17 08:28:36 > Save model to save/checkpoints/StyleGAN2-D2DCE-train-2021_10_16_13_21_26
[INFO] 2021-10-17 08:30:25 > Step: 60100 Progress: 30.0% Elapsed: 19:08:45 Gen_loss: 4.002 Dis_loss: 0.4861 Cls_loss: 0.8773 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 08:31:58 > Step: 60200 Progress: 30.1% Elapsed: 19:10:18 Gen_loss: 3.617 Dis_loss: 0.7744 Cls_loss: 0.8838 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 08:33:30 > Step: 60300 Progress: 30.1% Elapsed: 19:11:50 Gen_loss: 3.27 Dis_loss: 0.5126 Cls_loss: 0.9023 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 08:35:03 > Step: 60400 Progress: 30.2% Elapsed: 19:13:23 Gen_loss: 5.337 Dis_loss: 0.6357 Cls_loss: 0.9201 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 08:36:49 > Step: 60500 Progress: 30.2% Elapsed: 19:15:09 Gen_loss: 3.305 Dis_loss: 0.5653 Cls_loss: 0.9559 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 08:38:22 > Step: 60600 Progress: 30.3% Elapsed: 19:16:41 Gen_loss: 1.047 Dis_loss: 1.361 Cls_loss: 0.9987 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 08:39:56 > Step: 60700 Progress: 30.3% Elapsed: 19:18:16 Gen_loss: 3.847 Dis_loss: 0.3529 Cls_loss: 0.888 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 08:41:29 > Step: 60800 Progress: 30.4% Elapsed: 19:19:49 Gen_loss: 3.492 Dis_loss: 0.5313 Cls_loss: 0.8542 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 08:43:13 > Step: 60900 Progress: 30.4% Elapsed: 19:21:33 Gen_loss: 2.616 Dis_loss: 0.484 Cls_loss: 0.8444 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 08:44:47 > Step: 61000 Progress: 30.5% Elapsed: 19:23:07 Gen_loss: 1.513 Dis_loss: 1.16 Cls_loss: 0.9434 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 08:46:20 > Step: 61100 Progress: 30.6% Elapsed: 19:24:40 Gen_loss: 1.858 Dis_loss: 0.6215 Cls_loss: 0.9455 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 08:47:53 > Step: 61200 Progress: 30.6% Elapsed: 19:26:13 Gen_loss: 1.941 Dis_loss: 0.5125 Cls_loss: 0.8667 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 08:49:37 > Step: 61300 Progress: 30.6% Elapsed: 19:27:57 Gen_loss: 3.594 Dis_loss: 0.4863 Cls_loss: 0.9359 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 08:51:09 > Step: 61400 Progress: 30.7% Elapsed: 19:29:29 Gen_loss: 3.147 Dis_loss: 0.5245 Cls_loss: 0.8462 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 08:52:43 > Step: 61500 Progress: 30.8% Elapsed: 19:31:03 Gen_loss: 3.071 Dis_loss: 0.5655 Cls_loss: 0.9524 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 08:54:17 > Step: 61600 Progress: 30.8% Elapsed: 19:32:37 Gen_loss: 3.796 Dis_loss: 0.4624 Cls_loss: 0.8398 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 08:56:02 > Step: 61700 Progress: 30.9% Elapsed: 19:34:22 Gen_loss: 4.069 Dis_loss: 0.4782 Cls_loss: 0.7894 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 08:57:35 > Step: 61800 Progress: 30.9% Elapsed: 19:35:55 Gen_loss: 5.249 Dis_loss: 0.5641 Cls_loss: 0.8672 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 08:59:08 > Step: 61900 Progress: 30.9% Elapsed: 19:37:28 Gen_loss: 3.363 Dis_loss: 0.6397 Cls_loss: 0.8701 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 09:00:42 > Step: 62000 Progress: 31.0% Elapsed: 19:39:02 Gen_loss: 4.928 Dis_loss: 0.4161 Cls_loss: 0.8192 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 09:02:28 > Step: 62100 Progress: 31.1% Elapsed: 19:40:48 Gen_loss: 2.141 Dis_loss: 0.5017 Cls_loss: 0.826 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 09:04:01 > Step: 62200 Progress: 31.1% Elapsed: 19:42:21 Gen_loss: 2.986 Dis_loss: 0.3941 Cls_loss: 0.843 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 09:05:34 > Step: 62300 Progress: 31.1% Elapsed: 19:43:54 Gen_loss: 2.951 Dis_loss: 0.5313 Cls_loss: 0.8428 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 09:07:07 > Step: 62400 Progress: 31.2% Elapsed: 19:45:27 Gen_loss: 2.558 Dis_loss: 0.5798 Cls_loss: 0.8997 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 09:08:52 > Step: 62500 Progress: 31.2% Elapsed: 19:47:12 Gen_loss: 3.765 Dis_loss: 0.4686 Cls_loss: 0.9015 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 09:10:24 > Step: 62600 Progress: 31.3% Elapsed: 19:48:44 Gen_loss: 2.558 Dis_loss: 1.457 Cls_loss: 0.9793 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 09:11:58 > Step: 62700 Progress: 31.4% Elapsed: 19:50:18 Gen_loss: 3.437 Dis_loss: 0.435 Cls_loss: 0.8461 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 09:13:43 > Step: 62800 Progress: 31.4% Elapsed: 19:52:03 Gen_loss: 3.187 Dis_loss: 0.4864 Cls_loss: 0.7962 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 09:15:16 > Step: 62900 Progress: 31.4% Elapsed: 19:53:36 Gen_loss: 2.253 Dis_loss: 0.6992 Cls_loss: 0.8617 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 09:16:49 > Step: 63000 Progress: 31.5% Elapsed: 19:55:09 Gen_loss: 3.156 Dis_loss: 0.5646 Cls_loss: 0.8936 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 09:18:22 > Step: 63100 Progress: 31.6% Elapsed: 19:56:42 Gen_loss: 2.307 Dis_loss: 0.8561 Cls_loss: 0.8958 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 09:20:06 > Step: 63200 Progress: 31.6% Elapsed: 19:58:26 Gen_loss: 3.955 Dis_loss: 0.5315 Cls_loss: 0.8848 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 09:21:39 > Step: 63300 Progress: 31.6% Elapsed: 19:59:59 Gen_loss: 3.402 Dis_loss: 0.4333 Cls_loss: 0.9533 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 09:23:11 > Step: 63400 Progress: 31.7% Elapsed: 20:01:31 Gen_loss: 3.943 Dis_loss: 0.4903 Cls_loss: 0.8158 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 09:24:44 > Step: 63500 Progress: 31.8% Elapsed: 20:03:04 Gen_loss: 4.265 Dis_loss: 0.5385 Cls_loss: 0.823 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 09:26:29 > Step: 63600 Progress: 31.8% Elapsed: 20:04:49 Gen_loss: 3.834 Dis_loss: 0.4678 Cls_loss: 0.8179 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 09:28:02 > Step: 63700 Progress: 31.9% Elapsed: 20:06:22 Gen_loss: 2.149 Dis_loss: 0.7585 Cls_loss: 0.8956 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 09:29:35 > Step: 63800 Progress: 31.9% Elapsed: 20:07:55 Gen_loss: 3.463 Dis_loss: 0.3646 Cls_loss: 0.9511 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 09:31:07 > Step: 63900 Progress: 31.9% Elapsed: 20:09:27 Gen_loss: 3.679 Dis_loss: 0.6127 Cls_loss: 0.9506 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 09:32:51 > Step: 64000 Progress: 32.0% Elapsed: 20:11:11 Gen_loss: 2.917 Dis_loss: 0.5376 Cls_loss: 0.783 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 09:34:24 > Step: 64100 Progress: 32.0% Elapsed: 20:12:44 Gen_loss: 3.894 Dis_loss: 0.5866 Cls_loss: 0.9291 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 09:35:57 > Step: 64200 Progress: 32.1% Elapsed: 20:14:17 Gen_loss: 2.835 Dis_loss: 0.4976 Cls_loss: 0.834 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 09:37:30 > Step: 64300 Progress: 32.1% Elapsed: 20:15:50 Gen_loss: 3.787 Dis_loss: 0.4227 Cls_loss: 0.8422 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 09:39:15 > Step: 64400 Progress: 32.2% Elapsed: 20:17:34 Gen_loss: 1.904 Dis_loss: 0.7052 Cls_loss: 1.116 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 09:40:48 > Step: 64500 Progress: 32.2% Elapsed: 20:19:08 Gen_loss: 6.094 Dis_loss: 1.113 Cls_loss: 1.016 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 09:42:20 > Step: 64600 Progress: 32.3% Elapsed: 20:20:40 Gen_loss: 6.031 Dis_loss: 0.4967 Cls_loss: 0.8427 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 09:43:53 > Step: 64700 Progress: 32.4% Elapsed: 20:22:13 Gen_loss: 3.333 Dis_loss: 0.4781 Cls_loss: 0.9153 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 09:45:37 > Step: 64800 Progress: 32.4% Elapsed: 20:23:57 Gen_loss: 3.006 Dis_loss: 0.6453 Cls_loss: 0.8637 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 09:47:11 > Step: 64900 Progress: 32.5% Elapsed: 20:25:31 Gen_loss: 2.812 Dis_loss: 0.5348 Cls_loss: 0.7921 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 09:48:43 > Step: 65000 Progress: 32.5% Elapsed: 20:27:03 Gen_loss: 3.876 Dis_loss: 0.4092 Cls_loss: 0.8565 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 09:50:17 > Step: 65100 Progress: 32.6% Elapsed: 20:28:37 Gen_loss: 4.815 Dis_loss: 0.4367 Cls_loss: 0.8219 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 09:52:00 > Step: 65200 Progress: 32.6% Elapsed: 20:30:20 Gen_loss: 1.608 Dis_loss: 0.5087 Cls_loss: 0.9067 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 09:53:34 > Step: 65300 Progress: 32.6% Elapsed: 20:31:54 Gen_loss: 5.847 Dis_loss: 0.635 Cls_loss: 0.9239 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 09:55:07 > Step: 65400 Progress: 32.7% Elapsed: 20:33:27 Gen_loss: 4.29 Dis_loss: 0.6131 Cls_loss: 0.8454 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 09:56:40 > Step: 65500 Progress: 32.8% Elapsed: 20:35:00 Gen_loss: 2.949 Dis_loss: 0.4436 Cls_loss: 0.9625 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 09:58:24 > Step: 65600 Progress: 32.8% Elapsed: 20:36:44 Gen_loss: 2.388 Dis_loss: 0.6002 Cls_loss: 0.8177 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 09:59:58 > Step: 65700 Progress: 32.9% Elapsed: 20:38:18 Gen_loss: 6.583 Dis_loss: 2.047 Cls_loss: 1.128 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 10:01:31 > Step: 65800 Progress: 32.9% Elapsed: 20:39:51 Gen_loss: 3.455 Dis_loss: 0.7313 Cls_loss: 0.8462 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 10:03:04 > Step: 65900 Progress: 33.0% Elapsed: 20:41:24 Gen_loss: 2.376 Dis_loss: 0.464 Cls_loss: 0.8529 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 10:04:48 > Step: 66000 Progress: 33.0% Elapsed: 20:43:08 Gen_loss: 4.447 Dis_loss: 0.662 Cls_loss: 0.8816 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 10:06:23 > Step: 66100 Progress: 33.1% Elapsed: 20:44:43 Gen_loss: 2.944 Dis_loss: 0.5375 Cls_loss: 0.8775 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 10:07:56 > Step: 66200 Progress: 33.1% Elapsed: 20:46:16 Gen_loss: 2.794 Dis_loss: 0.4685 Cls_loss: 0.8415 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 10:09:29 > Step: 66300 Progress: 33.1% Elapsed: 20:47:49 Gen_loss: 4.303 Dis_loss: 0.6804 Cls_loss: 0.8419 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 10:11:13 > Step: 66400 Progress: 33.2% Elapsed: 20:49:33 Gen_loss: 2.21 Dis_loss: 0.5557 Cls_loss: 0.9321 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 10:12:46 > Step: 66500 Progress: 33.2% Elapsed: 20:51:06 Gen_loss: 2.552 Dis_loss: 0.3875 Cls_loss: 0.7937 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 10:14:19 > Step: 66600 Progress: 33.3% Elapsed: 20:52:39 Gen_loss: 4.016 Dis_loss: 0.4508 Cls_loss: 0.826 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 10:16:05 > Step: 66700 Progress: 33.4% Elapsed: 20:54:25 Gen_loss: 4.406 Dis_loss: 0.6288 Cls_loss: 0.878 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 10:17:38 > Step: 66800 Progress: 33.4% Elapsed: 20:55:58 Gen_loss: 4.469 Dis_loss: 0.9386 Cls_loss: 0.9026 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 10:19:11 > Step: 66900 Progress: 33.5% Elapsed: 20:57:31 Gen_loss: 2.523 Dis_loss: 0.542 Cls_loss: 0.8377 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 10:20:43 > Step: 67000 Progress: 33.5% Elapsed: 20:59:03 Gen_loss: 5.54 Dis_loss: 0.942 Cls_loss: 0.8529 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 10:22:28 > Step: 67100 Progress: 33.6% Elapsed: 21:00:48 Gen_loss: 3.736 Dis_loss: 0.3765 Cls_loss: 0.8574 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 10:24:01 > Step: 67200 Progress: 33.6% Elapsed: 21:02:21 Gen_loss: 2.093 Dis_loss: 0.668 Cls_loss: 0.9245 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 10:25:34 > Step: 67300 Progress: 33.7% Elapsed: 21:03:54 Gen_loss: 3.152 Dis_loss: 0.2808 Cls_loss: 0.8522 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 10:27:07 > Step: 67400 Progress: 33.7% Elapsed: 21:05:27 Gen_loss: 4.595 Dis_loss: 0.5535 Cls_loss: 0.9474 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 10:28:53 > Step: 67500 Progress: 33.8% Elapsed: 21:07:13 Gen_loss: 4.501 Dis_loss: 0.3947 Cls_loss: 0.8852 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 10:30:26 > Step: 67600 Progress: 33.8% Elapsed: 21:08:46 Gen_loss: 2.703 Dis_loss: 0.5248 Cls_loss: 0.8945 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 10:32:00 > Step: 67700 Progress: 33.9% Elapsed: 21:10:20 Gen_loss: 2.88 Dis_loss: 0.4734 Cls_loss: 0.9563 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 10:33:33 > Step: 67800 Progress: 33.9% Elapsed: 21:11:53 Gen_loss: 5.411 Dis_loss: 1.922 Cls_loss: 1.658 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 10:35:18 > Step: 67900 Progress: 34.0% Elapsed: 21:13:38 Gen_loss: 3.133 Dis_loss: 0.4225 Cls_loss: 0.8795 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 10:36:52 > Step: 68000 Progress: 34.0% Elapsed: 21:15:12 Gen_loss: 3.704 Dis_loss: 0.5687 Cls_loss: 0.9713 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 10:38:25 > Step: 68100 Progress: 34.1% Elapsed: 21:16:45 Gen_loss: 2.184 Dis_loss: 0.5276 Cls_loss: 0.8536 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 10:39:59 > Step: 68200 Progress: 34.1% Elapsed: 21:18:19 Gen_loss: 3.155 Dis_loss: 0.4601 Cls_loss: 0.8697 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 10:41:43 > Step: 68300 Progress: 34.2% Elapsed: 21:20:03 Gen_loss: 3.233 Dis_loss: 0.5691 Cls_loss: 0.852 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 10:43:16 > Step: 68400 Progress: 34.2% Elapsed: 21:21:36 Gen_loss: 4.444 Dis_loss: 0.6424 Cls_loss: 0.8044 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 10:44:49 > Step: 68500 Progress: 34.2% Elapsed: 21:23:09 Gen_loss: 2.645 Dis_loss: 0.6558 Cls_loss: 0.9522 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 10:46:22 > Step: 68600 Progress: 34.3% Elapsed: 21:24:42 Gen_loss: 3.558 Dis_loss: 0.7027 Cls_loss: 0.8395 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 10:48:06 > Step: 68700 Progress: 34.4% Elapsed: 21:26:26 Gen_loss: 3.677 Dis_loss: 0.4367 Cls_loss: 0.8308 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 10:49:39 > Step: 68800 Progress: 34.4% Elapsed: 21:27:59 Gen_loss: 1.301 Dis_loss: 1.013 Cls_loss: 1.169 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 10:51:12 > Step: 68900 Progress: 34.4% Elapsed: 21:29:32 Gen_loss: 4.378 Dis_loss: 0.5858 Cls_loss: 0.8598 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 10:52:45 > Step: 69000 Progress: 34.5% Elapsed: 21:31:05 Gen_loss: 3.744 Dis_loss: 0.4347 Cls_loss: 0.8864 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 10:54:29 > Step: 69100 Progress: 34.5% Elapsed: 21:32:49 Gen_loss: 3.809 Dis_loss: 0.4003 Cls_loss: 0.8288 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 10:56:02 > Step: 69200 Progress: 34.6% Elapsed: 21:34:22 Gen_loss: 2.433 Dis_loss: 0.5842 Cls_loss: 0.8042 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 10:57:35 > Step: 69300 Progress: 34.6% Elapsed: 21:35:55 Gen_loss: 3.773 Dis_loss: 0.4298 Cls_loss: 0.8073 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 10:59:08 > Step: 69400 Progress: 34.7% Elapsed: 21:37:28 Gen_loss: 4.129 Dis_loss: 0.7158 Cls_loss: 0.916 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 11:00:53 > Step: 69500 Progress: 34.8% Elapsed: 21:39:13 Gen_loss: 3.728 Dis_loss: 0.4163 Cls_loss: 0.8224 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 11:02:26 > Step: 69600 Progress: 34.8% Elapsed: 21:40:46 Gen_loss: 2.628 Dis_loss: 0.4804 Cls_loss: 0.9315 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 11:03:59 > Step: 69700 Progress: 34.8% Elapsed: 21:42:19 Gen_loss: 2.068 Dis_loss: 0.4885 Cls_loss: 0.8167 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 11:05:31 > Step: 69800 Progress: 34.9% Elapsed: 21:43:51 Gen_loss: 3.35 Dis_loss: 0.4364 Cls_loss: 0.8381 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 11:07:16 > Step: 69900 Progress: 34.9% Elapsed: 21:45:36 Gen_loss: 4.411 Dis_loss: 0.6411 Cls_loss: 0.8912 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 11:08:49 > Step: 70000 Progress: 35.0% Elapsed: 21:47:09 Gen_loss: 1.762 Dis_loss: 1.268 Cls_loss: 0.9459 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 11:08:49 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-17 11:08:49 > Save image canvas to save/figures/StyleGAN2-D2DCE-train-2021_10_16_13_21_26/generated_canvas_70000.png
[INFO] 2021-10-17 11:08:49 > Start Evaluation (70000 Step): StyleGAN2-D2DCE-train-2021_10_16_13_21_26
[INFO] 2021-10-17 11:08:49 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-17 11:14:21 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-17 11:20:03 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-17 11:39:51 > Inception score (Step: 70000, 50000 generated images): 10.158225059509277
[INFO] 2021-10-17 11:39:51 > FID score (Step: 70000, Using train moments): 4.387589064993904
[INFO] 2021-10-17 11:39:51 > Improved Precision (Step: 70000, Using train images): 0.71556
[INFO] 2021-10-17 11:39:51 > Improved Recall (Step: 70000, Using train images): 0.62794
[INFO] 2021-10-17 11:39:51 > Density (Step: 70000, Using train images): 0.9103479999999999
[INFO] 2021-10-17 11:39:51 > Coverage (Step: 70000, Using train images): 0.85262
[INFO] 2021-10-17 11:39:51 > Best FID score (Step: 70000, Using train moments): 4.387589064993904
[INFO] 2021-10-17 11:40:12 > Save model to save/checkpoints/StyleGAN2-D2DCE-train-2021_10_16_13_21_26
[INFO] 2021-10-17 11:41:48 > Step: 70100 Progress: 35.0% Elapsed: 22:20:08 Gen_loss: 2.355 Dis_loss: 0.4482 Cls_loss: 0.8463 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 11:43:21 > Step: 70200 Progress: 35.1% Elapsed: 22:21:41 Gen_loss: 3.964 Dis_loss: 1.397 Cls_loss: 0.8934 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 11:45:14 > Step: 70300 Progress: 35.1% Elapsed: 22:23:34 Gen_loss: 4.831 Dis_loss: 0.4937 Cls_loss: 0.8238 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 11:46:46 > Step: 70400 Progress: 35.2% Elapsed: 22:25:06 Gen_loss: 3.751 Dis_loss: 0.4706 Cls_loss: 0.8488 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 11:48:21 > Step: 70500 Progress: 35.2% Elapsed: 22:26:41 Gen_loss: 2.997 Dis_loss: 0.534 Cls_loss: 0.8251 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 11:50:06 > Step: 70600 Progress: 35.3% Elapsed: 22:28:26 Gen_loss: 2.776 Dis_loss: 0.3458 Cls_loss: 0.8182 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 11:51:38 > Step: 70700 Progress: 35.4% Elapsed: 22:29:58 Gen_loss: 2.859 Dis_loss: 0.9423 Cls_loss: 0.9075 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 11:53:11 > Step: 70800 Progress: 35.4% Elapsed: 22:31:31 Gen_loss: 2.133 Dis_loss: 0.5222 Cls_loss: 0.8921 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 11:54:44 > Step: 70900 Progress: 35.4% Elapsed: 22:33:04 Gen_loss: 4.269 Dis_loss: 0.5199 Cls_loss: 0.8972 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 11:56:29 > Step: 71000 Progress: 35.5% Elapsed: 22:34:49 Gen_loss: 3.758 Dis_loss: 0.541 Cls_loss: 0.8169 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 11:58:02 > Step: 71100 Progress: 35.5% Elapsed: 22:36:22 Gen_loss: 2.275 Dis_loss: 0.3845 Cls_loss: 0.8324 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 11:59:35 > Step: 71200 Progress: 35.6% Elapsed: 22:37:55 Gen_loss: 2.466 Dis_loss: 0.4969 Cls_loss: 0.8623 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 12:01:08 > Step: 71300 Progress: 35.6% Elapsed: 22:39:28 Gen_loss: 5.065 Dis_loss: 2.043 Cls_loss: 3.423 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 12:02:53 > Step: 71400 Progress: 35.7% Elapsed: 22:41:13 Gen_loss: 3.945 Dis_loss: 0.3515 Cls_loss: 0.7839 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 12:04:26 > Step: 71500 Progress: 35.8% Elapsed: 22:42:46 Gen_loss: 3.31 Dis_loss: 0.5335 Cls_loss: 0.8494 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 12:05:59 > Step: 71600 Progress: 35.8% Elapsed: 22:44:19 Gen_loss: 2.564 Dis_loss: 0.5081 Cls_loss: 0.8077 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 12:07:32 > Step: 71700 Progress: 35.9% Elapsed: 22:45:52 Gen_loss: 1.982 Dis_loss: 0.5145 Cls_loss: 0.9438 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 12:09:16 > Step: 71800 Progress: 35.9% Elapsed: 22:47:36 Gen_loss: 4.574 Dis_loss: 0.4671 Cls_loss: 0.7778 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 12:10:49 > Step: 71900 Progress: 35.9% Elapsed: 22:49:09 Gen_loss: 3.72 Dis_loss: 0.3373 Cls_loss: 0.8261 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 12:12:22 > Step: 72000 Progress: 36.0% Elapsed: 22:50:42 Gen_loss: 3.604 Dis_loss: 0.5204 Cls_loss: 0.8334 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 12:13:55 > Step: 72100 Progress: 36.0% Elapsed: 22:52:15 Gen_loss: 3.624 Dis_loss: 0.6059 Cls_loss: 0.855 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 12:15:40 > Step: 72200 Progress: 36.1% Elapsed: 22:54:00 Gen_loss: 3.281 Dis_loss: 0.3516 Cls_loss: 0.9555 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 12:17:13 > Step: 72300 Progress: 36.1% Elapsed: 22:55:33 Gen_loss: 3.987 Dis_loss: 0.4116 Cls_loss: 0.7771 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 12:18:47 > Step: 72400 Progress: 36.2% Elapsed: 22:57:07 Gen_loss: 3.612 Dis_loss: 0.359 Cls_loss: 0.8475 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 12:20:20 > Step: 72500 Progress: 36.2% Elapsed: 22:58:40 Gen_loss: 4.693 Dis_loss: 1.155 Cls_loss: 0.8035 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 12:22:08 > Step: 72600 Progress: 36.3% Elapsed: 23:00:28 Gen_loss: 4.536 Dis_loss: 0.4104 Cls_loss: 0.8667 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 12:23:42 > Step: 72700 Progress: 36.4% Elapsed: 23:02:02 Gen_loss: 3.596 Dis_loss: 0.4296 Cls_loss: 0.7983 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 12:25:15 > Step: 72800 Progress: 36.4% Elapsed: 23:03:35 Gen_loss: 2.754 Dis_loss: 0.6252 Cls_loss: 0.9293 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 12:26:49 > Step: 72900 Progress: 36.4% Elapsed: 23:05:09 Gen_loss: 3.371 Dis_loss: 0.7165 Cls_loss: 0.8604 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 12:28:33 > Step: 73000 Progress: 36.5% Elapsed: 23:06:53 Gen_loss: 2.421 Dis_loss: 0.6094 Cls_loss: 0.8179 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 12:30:07 > Step: 73100 Progress: 36.5% Elapsed: 23:08:27 Gen_loss: 2.855 Dis_loss: 0.4111 Cls_loss: 0.767 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 12:31:40 > Step: 73200 Progress: 36.6% Elapsed: 23:09:59 Gen_loss: 5.921 Dis_loss: 2.336 Cls_loss: 1.164 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 12:33:13 > Step: 73300 Progress: 36.6% Elapsed: 23:11:33 Gen_loss: 1.925 Dis_loss: 0.7956 Cls_loss: 0.9173 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 12:34:59 > Step: 73400 Progress: 36.7% Elapsed: 23:13:19 Gen_loss: 2.964 Dis_loss: 0.5996 Cls_loss: 0.8018 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 12:36:32 > Step: 73500 Progress: 36.8% Elapsed: 23:14:52 Gen_loss: 2.949 Dis_loss: 0.4393 Cls_loss: 0.7945 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 12:38:04 > Step: 73600 Progress: 36.8% Elapsed: 23:16:24 Gen_loss: 3.135 Dis_loss: 0.4959 Cls_loss: 0.7917 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 12:39:38 > Step: 73700 Progress: 36.9% Elapsed: 23:17:58 Gen_loss: 3.332 Dis_loss: 0.4317 Cls_loss: 0.8982 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 12:41:25 > Step: 73800 Progress: 36.9% Elapsed: 23:19:45 Gen_loss: 2.743 Dis_loss: 0.5235 Cls_loss: 1.046 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 12:42:58 > Step: 73900 Progress: 37.0% Elapsed: 23:21:18 Gen_loss: 2.966 Dis_loss: 0.5687 Cls_loss: 0.8505 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 12:44:31 > Step: 74000 Progress: 37.0% Elapsed: 23:22:51 Gen_loss: 3.051 Dis_loss: 0.4427 Cls_loss: 0.8275 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 12:46:04 > Step: 74100 Progress: 37.0% Elapsed: 23:24:24 Gen_loss: 2.974 Dis_loss: 0.3694 Cls_loss: 0.8094 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 12:47:50 > Step: 74200 Progress: 37.1% Elapsed: 23:26:10 Gen_loss: 1.478 Dis_loss: 1.521 Cls_loss: 0.9746 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 12:49:23 > Step: 74300 Progress: 37.1% Elapsed: 23:27:43 Gen_loss: 3.457 Dis_loss: 0.3812 Cls_loss: 0.8538 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 12:50:57 > Step: 74400 Progress: 37.2% Elapsed: 23:29:17 Gen_loss: 5.724 Dis_loss: 0.6482 Cls_loss: 0.8046 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 12:52:42 > Step: 74500 Progress: 37.2% Elapsed: 23:31:02 Gen_loss: 3.154 Dis_loss: 0.4495 Cls_loss: 0.7879 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 12:54:14 > Step: 74600 Progress: 37.3% Elapsed: 23:32:34 Gen_loss: 3.935 Dis_loss: 0.3057 Cls_loss: 0.8105 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 12:55:48 > Step: 74700 Progress: 37.4% Elapsed: 23:34:08 Gen_loss: 3.086 Dis_loss: 0.4482 Cls_loss: 0.8222 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 12:57:21 > Step: 74800 Progress: 37.4% Elapsed: 23:35:41 Gen_loss: 4.715 Dis_loss: 0.3768 Cls_loss: 0.8604 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 12:59:06 > Step: 74900 Progress: 37.5% Elapsed: 23:37:26 Gen_loss: 2.021 Dis_loss: 0.5187 Cls_loss: 0.8187 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 13:00:39 > Step: 75000 Progress: 37.5% Elapsed: 23:38:59 Gen_loss: 2.812 Dis_loss: 0.4737 Cls_loss: 0.8211 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 13:02:12 > Step: 75100 Progress: 37.5% Elapsed: 23:40:32 Gen_loss: 3.296 Dis_loss: 0.6366 Cls_loss: 0.8086 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 13:03:47 > Step: 75200 Progress: 37.6% Elapsed: 23:42:07 Gen_loss: 4.626 Dis_loss: 0.4467 Cls_loss: 0.7947 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 13:05:31 > Step: 75300 Progress: 37.6% Elapsed: 23:43:51 Gen_loss: 2.067 Dis_loss: 0.5994 Cls_loss: 0.819 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 13:07:04 > Step: 75400 Progress: 37.7% Elapsed: 23:45:24 Gen_loss: 3.797 Dis_loss: 0.4338 Cls_loss: 0.7813 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 13:08:38 > Step: 75500 Progress: 37.8% Elapsed: 23:46:58 Gen_loss: 2.642 Dis_loss: 0.4543 Cls_loss: 0.881 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 13:10:11 > Step: 75600 Progress: 37.8% Elapsed: 23:48:31 Gen_loss: 2.406 Dis_loss: 0.9516 Cls_loss: 0.9135 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 13:11:56 > Step: 75700 Progress: 37.9% Elapsed: 23:50:16 Gen_loss: 3.349 Dis_loss: 0.4501 Cls_loss: 0.7656 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 13:13:29 > Step: 75800 Progress: 37.9% Elapsed: 23:51:49 Gen_loss: 2.642 Dis_loss: 0.3523 Cls_loss: 0.8995 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 13:15:03 > Step: 75900 Progress: 38.0% Elapsed: 23:53:22 Gen_loss: 3.708 Dis_loss: 0.3645 Cls_loss: 0.8126 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 13:16:36 > Step: 76000 Progress: 38.0% Elapsed: 23:54:56 Gen_loss: 2.848 Dis_loss: 0.4659 Cls_loss: 1.009 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 13:18:21 > Step: 76100 Progress: 38.0% Elapsed: 23:56:41 Gen_loss: 3.34 Dis_loss: 0.4709 Cls_loss: 0.809 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 13:19:54 > Step: 76200 Progress: 38.1% Elapsed: 23:58:14 Gen_loss: 4.601 Dis_loss: 0.5667 Cls_loss: 0.9084 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 13:21:28 > Step: 76300 Progress: 38.1% Elapsed: 23:59:48 Gen_loss: 2.535 Dis_loss: 0.4792 Cls_loss: 0.8366 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 13:23:00 > Step: 76400 Progress: 38.2% Elapsed: 1 day, 0:01:20 Gen_loss: 3.46 Dis_loss: 0.5321 Cls_loss: 0.8054 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 13:24:47 > Step: 76500 Progress: 38.2% Elapsed: 1 day, 0:03:06 Gen_loss: 3.417 Dis_loss: 0.3581 Cls_loss: 0.919 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 13:26:20 > Step: 76600 Progress: 38.3% Elapsed: 1 day, 0:04:40 Gen_loss: 2.939 Dis_loss: 0.5587 Cls_loss: 0.8841 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 13:27:54 > Step: 76700 Progress: 38.4% Elapsed: 1 day, 0:06:14 Gen_loss: 2.878 Dis_loss: 0.402 Cls_loss: 0.7964 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 13:29:27 > Step: 76800 Progress: 38.4% Elapsed: 1 day, 0:07:47 Gen_loss: 5.515 Dis_loss: 0.3801 Cls_loss: 0.7871 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 13:31:12 > Step: 76900 Progress: 38.5% Elapsed: 1 day, 0:09:32 Gen_loss: 5.196 Dis_loss: 0.5877 Cls_loss: 0.9413 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 13:32:46 > Step: 77000 Progress: 38.5% Elapsed: 1 day, 0:11:06 Gen_loss: 4.588 Dis_loss: 0.3911 Cls_loss: 0.8466 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 13:34:20 > Step: 77100 Progress: 38.6% Elapsed: 1 day, 0:12:40 Gen_loss: 3.315 Dis_loss: 0.5867 Cls_loss: 0.8078 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 13:35:53 > Step: 77200 Progress: 38.6% Elapsed: 1 day, 0:14:13 Gen_loss: 4.438 Dis_loss: 0.4761 Cls_loss: 0.8409 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 13:37:39 > Step: 77300 Progress: 38.6% Elapsed: 1 day, 0:15:59 Gen_loss: 5.79 Dis_loss: 1.114 Cls_loss: 0.9208 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 13:39:12 > Step: 77400 Progress: 38.7% Elapsed: 1 day, 0:17:32 Gen_loss: 2.39 Dis_loss: 0.6021 Cls_loss: 0.8188 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 13:40:46 > Step: 77500 Progress: 38.8% Elapsed: 1 day, 0:19:06 Gen_loss: 2.17 Dis_loss: 0.7133 Cls_loss: 0.8651 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 13:42:19 > Step: 77600 Progress: 38.8% Elapsed: 1 day, 0:20:39 Gen_loss: 3.806 Dis_loss: 0.3559 Cls_loss: 0.8464 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 13:44:05 > Step: 77700 Progress: 38.9% Elapsed: 1 day, 0:22:25 Gen_loss: 3.359 Dis_loss: 0.4919 Cls_loss: 0.8712 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 13:45:38 > Step: 77800 Progress: 38.9% Elapsed: 1 day, 0:23:58 Gen_loss: 2.737 Dis_loss: 0.7002 Cls_loss: 0.811 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 13:47:12 > Step: 77900 Progress: 39.0% Elapsed: 1 day, 0:25:32 Gen_loss: 4.229 Dis_loss: 0.4402 Cls_loss: 0.8398 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 13:48:45 > Step: 78000 Progress: 39.0% Elapsed: 1 day, 0:27:05 Gen_loss: 3.747 Dis_loss: 0.6039 Cls_loss: 0.8908 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 13:50:29 > Step: 78100 Progress: 39.1% Elapsed: 1 day, 0:28:49 Gen_loss: 1.697 Dis_loss: 0.6996 Cls_loss: 0.9191 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 13:52:02 > Step: 78200 Progress: 39.1% Elapsed: 1 day, 0:30:22 Gen_loss: 4.2 Dis_loss: 0.311 Cls_loss: 0.8087 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 13:53:35 > Step: 78300 Progress: 39.1% Elapsed: 1 day, 0:31:55 Gen_loss: 4.241 Dis_loss: 0.3893 Cls_loss: 0.8049 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 13:55:20 > Step: 78400 Progress: 39.2% Elapsed: 1 day, 0:33:40 Gen_loss: 3.041 Dis_loss: 0.3755 Cls_loss: 0.9098 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 13:56:53 > Step: 78500 Progress: 39.2% Elapsed: 1 day, 0:35:13 Gen_loss: 2.718 Dis_loss: 0.5099 Cls_loss: 0.8131 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 13:58:26 > Step: 78600 Progress: 39.3% Elapsed: 1 day, 0:36:46 Gen_loss: 1.37 Dis_loss: 0.9974 Cls_loss: 1.106 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 14:00:00 > Step: 78700 Progress: 39.4% Elapsed: 1 day, 0:38:20 Gen_loss: 5.711 Dis_loss: 0.3042 Cls_loss: 0.8117 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 14:01:45 > Step: 78800 Progress: 39.4% Elapsed: 1 day, 0:40:05 Gen_loss: 2.993 Dis_loss: 0.3938 Cls_loss: 0.9103 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 14:03:18 > Step: 78900 Progress: 39.5% Elapsed: 1 day, 0:41:38 Gen_loss: 2.647 Dis_loss: 0.5712 Cls_loss: 0.8851 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 14:04:50 > Step: 79000 Progress: 39.5% Elapsed: 1 day, 0:43:10 Gen_loss: 2.22 Dis_loss: 0.3842 Cls_loss: 0.8157 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 14:06:24 > Step: 79100 Progress: 39.6% Elapsed: 1 day, 0:44:44 Gen_loss: 3.969 Dis_loss: 0.5859 Cls_loss: 0.781 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 14:08:09 > Step: 79200 Progress: 39.6% Elapsed: 1 day, 0:46:29 Gen_loss: 2.422 Dis_loss: 0.6513 Cls_loss: 0.815 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 14:09:42 > Step: 79300 Progress: 39.6% Elapsed: 1 day, 0:48:02 Gen_loss: 1.815 Dis_loss: 0.8616 Cls_loss: 0.9972 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 14:11:15 > Step: 79400 Progress: 39.7% Elapsed: 1 day, 0:49:35 Gen_loss: 4.704 Dis_loss: 0.6525 Cls_loss: 0.9118 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 14:12:48 > Step: 79500 Progress: 39.8% Elapsed: 1 day, 0:51:08 Gen_loss: 3.862 Dis_loss: 0.4522 Cls_loss: 0.905 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 14:14:32 > Step: 79600 Progress: 39.8% Elapsed: 1 day, 0:52:52 Gen_loss: 3.264 Dis_loss: 0.501 Cls_loss: 0.8244 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 14:16:05 > Step: 79700 Progress: 39.9% Elapsed: 1 day, 0:54:25 Gen_loss: 1.975 Dis_loss: 0.3615 Cls_loss: 0.8011 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 14:17:38 > Step: 79800 Progress: 39.9% Elapsed: 1 day, 0:55:58 Gen_loss: 3.908 Dis_loss: 0.6163 Cls_loss: 0.9452 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 14:19:11 > Step: 79900 Progress: 40.0% Elapsed: 1 day, 0:57:31 Gen_loss: 4.577 Dis_loss: 0.7421 Cls_loss: 0.8832 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 14:20:55 > Step: 80000 Progress: 40.0% Elapsed: 1 day, 0:59:15 Gen_loss: 7.136 Dis_loss: 0.901 Cls_loss: 0.9115 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 14:20:55 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-17 14:20:57 > Save image canvas to save/figures/StyleGAN2-D2DCE-train-2021_10_16_13_21_26/generated_canvas_80000.png
[INFO] 2021-10-17 14:20:57 > Start Evaluation (80000 Step): StyleGAN2-D2DCE-train-2021_10_16_13_21_26
[INFO] 2021-10-17 14:20:57 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-17 14:26:30 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-17 14:32:12 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-17 14:53:30 > Inception score (Step: 80000, 50000 generated images): 10.117386817932129
[INFO] 2021-10-17 14:53:30 > FID score (Step: 80000, Using train moments): 4.063586485088649
[INFO] 2021-10-17 14:53:30 > Improved Precision (Step: 80000, Using train images): 0.7219
[INFO] 2021-10-17 14:53:30 > Improved Recall (Step: 80000, Using train images): 0.63912
[INFO] 2021-10-17 14:53:30 > Density (Step: 80000, Using train images): 0.9342000000000001
[INFO] 2021-10-17 14:53:30 > Coverage (Step: 80000, Using train images): 0.8619
[INFO] 2021-10-17 14:53:30 > Best FID score (Step: 80000, Using train moments): 4.063586485088649
[INFO] 2021-10-17 14:53:52 > Save model to save/checkpoints/StyleGAN2-D2DCE-train-2021_10_16_13_21_26
[INFO] 2021-10-17 14:55:23 > Step: 80100 Progress: 40.1% Elapsed: 1 day, 1:33:43 Gen_loss: 3.759 Dis_loss: 0.4817 Cls_loss: 0.8106 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 14:56:56 > Step: 80200 Progress: 40.1% Elapsed: 1 day, 1:35:16 Gen_loss: 3.875 Dis_loss: 0.6225 Cls_loss: 0.9545 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 14:58:29 > Step: 80300 Progress: 40.2% Elapsed: 1 day, 1:36:49 Gen_loss: 3.322 Dis_loss: 0.4974 Cls_loss: 0.8204 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 15:00:22 > Step: 80400 Progress: 40.2% Elapsed: 1 day, 1:38:42 Gen_loss: 5.382 Dis_loss: 0.498 Cls_loss: 0.8225 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 15:01:56 > Step: 80500 Progress: 40.2% Elapsed: 1 day, 1:40:16 Gen_loss: 3.954 Dis_loss: 0.2934 Cls_loss: 0.7944 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 15:03:29 > Step: 80600 Progress: 40.3% Elapsed: 1 day, 1:41:49 Gen_loss: 2.771 Dis_loss: 0.4891 Cls_loss: 0.8173 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 15:05:02 > Step: 80700 Progress: 40.4% Elapsed: 1 day, 1:43:22 Gen_loss: 2.972 Dis_loss: 0.4221 Cls_loss: 0.8032 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 15:06:46 > Step: 80800 Progress: 40.4% Elapsed: 1 day, 1:45:06 Gen_loss: 4.436 Dis_loss: 0.3783 Cls_loss: 0.8151 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 15:08:20 > Step: 80900 Progress: 40.5% Elapsed: 1 day, 1:46:40 Gen_loss: 4.325 Dis_loss: 0.4621 Cls_loss: 0.8322 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 15:09:53 > Step: 81000 Progress: 40.5% Elapsed: 1 day, 1:48:13 Gen_loss: 3.558 Dis_loss: 0.3426 Cls_loss: 0.9176 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 15:11:26 > Step: 81100 Progress: 40.6% Elapsed: 1 day, 1:49:46 Gen_loss: 2.381 Dis_loss: 0.3609 Cls_loss: 0.8805 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 15:13:11 > Step: 81200 Progress: 40.6% Elapsed: 1 day, 1:51:31 Gen_loss: 4.82 Dis_loss: 0.3712 Cls_loss: 0.8097 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 15:14:44 > Step: 81300 Progress: 40.6% Elapsed: 1 day, 1:53:04 Gen_loss: 2.983 Dis_loss: 0.4864 Cls_loss: 0.8309 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 15:16:18 > Step: 81400 Progress: 40.7% Elapsed: 1 day, 1:54:38 Gen_loss: 1.955 Dis_loss: 0.592 Cls_loss: 0.8546 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 15:17:51 > Step: 81500 Progress: 40.8% Elapsed: 1 day, 1:56:11 Gen_loss: 2.966 Dis_loss: 0.4706 Cls_loss: 0.8593 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 15:19:36 > Step: 81600 Progress: 40.8% Elapsed: 1 day, 1:57:56 Gen_loss: 3.561 Dis_loss: 0.4703 Cls_loss: 0.8819 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 15:21:09 > Step: 81700 Progress: 40.8% Elapsed: 1 day, 1:59:29 Gen_loss: 3.237 Dis_loss: 0.4101 Cls_loss: 0.7925 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 15:22:42 > Step: 81800 Progress: 40.9% Elapsed: 1 day, 2:01:02 Gen_loss: 3.541 Dis_loss: 0.4517 Cls_loss: 0.812 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 15:24:16 > Step: 81900 Progress: 40.9% Elapsed: 1 day, 2:02:36 Gen_loss: 2.696 Dis_loss: 0.4677 Cls_loss: 0.7822 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 15:26:00 > Step: 82000 Progress: 41.0% Elapsed: 1 day, 2:04:20 Gen_loss: 2.309 Dis_loss: 0.4579 Cls_loss: 0.8677 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 15:27:34 > Step: 82100 Progress: 41.0% Elapsed: 1 day, 2:05:54 Gen_loss: 3.473 Dis_loss: 0.5165 Cls_loss: 0.8413 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 15:29:07 > Step: 82200 Progress: 41.1% Elapsed: 1 day, 2:07:27 Gen_loss: 2.753 Dis_loss: 0.4954 Cls_loss: 0.8739 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 15:30:51 > Step: 82300 Progress: 41.1% Elapsed: 1 day, 2:09:11 Gen_loss: 3.168 Dis_loss: 0.5527 Cls_loss: 0.7956 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 15:32:25 > Step: 82400 Progress: 41.2% Elapsed: 1 day, 2:10:45 Gen_loss: 2.717 Dis_loss: 0.5699 Cls_loss: 0.8014 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 15:33:58 > Step: 82500 Progress: 41.2% Elapsed: 1 day, 2:12:18 Gen_loss: 4.115 Dis_loss: 0.3981 Cls_loss: 0.8101 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 15:35:33 > Step: 82600 Progress: 41.3% Elapsed: 1 day, 2:13:53 Gen_loss: 1.359 Dis_loss: 0.8861 Cls_loss: 0.7925 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 15:37:18 > Step: 82700 Progress: 41.3% Elapsed: 1 day, 2:15:38 Gen_loss: 3.476 Dis_loss: 0.3762 Cls_loss: 0.8714 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 15:38:51 > Step: 82800 Progress: 41.4% Elapsed: 1 day, 2:17:11 Gen_loss: 2.201 Dis_loss: 0.6476 Cls_loss: 0.816 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 15:40:24 > Step: 82900 Progress: 41.4% Elapsed: 1 day, 2:18:44 Gen_loss: 2.973 Dis_loss: 0.4108 Cls_loss: 0.7886 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 15:41:57 > Step: 83000 Progress: 41.5% Elapsed: 1 day, 2:20:17 Gen_loss: 3.173 Dis_loss: 0.9035 Cls_loss: 0.9003 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 15:43:42 > Step: 83100 Progress: 41.5% Elapsed: 1 day, 2:22:02 Gen_loss: 2.867 Dis_loss: 0.5254 Cls_loss: 0.8153 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 15:45:15 > Step: 83200 Progress: 41.6% Elapsed: 1 day, 2:23:35 Gen_loss: 2.682 Dis_loss: 0.6736 Cls_loss: 0.9086 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 15:46:49 > Step: 83300 Progress: 41.6% Elapsed: 1 day, 2:25:09 Gen_loss: 3.785 Dis_loss: 0.5366 Cls_loss: 0.8027 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 15:48:23 > Step: 83400 Progress: 41.7% Elapsed: 1 day, 2:26:43 Gen_loss: 3.591 Dis_loss: 0.36 Cls_loss: 0.8539 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 15:50:08 > Step: 83500 Progress: 41.8% Elapsed: 1 day, 2:28:28 Gen_loss: 3.656 Dis_loss: 0.6699 Cls_loss: 0.8167 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 15:51:42 > Step: 83600 Progress: 41.8% Elapsed: 1 day, 2:30:02 Gen_loss: 3.405 Dis_loss: 0.6002 Cls_loss: 0.9091 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 15:53:16 > Step: 83700 Progress: 41.9% Elapsed: 1 day, 2:31:36 Gen_loss: 3.692 Dis_loss: 0.5716 Cls_loss: 0.8048 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 15:54:50 > Step: 83800 Progress: 41.9% Elapsed: 1 day, 2:33:10 Gen_loss: 3.164 Dis_loss: 0.3637 Cls_loss: 0.8686 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 15:56:35 > Step: 83900 Progress: 41.9% Elapsed: 1 day, 2:34:55 Gen_loss: 4.167 Dis_loss: 0.5338 Cls_loss: 0.8369 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 15:58:08 > Step: 84000 Progress: 42.0% Elapsed: 1 day, 2:36:28 Gen_loss: 2.301 Dis_loss: 1.024 Cls_loss: 0.9399 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 15:59:42 > Step: 84100 Progress: 42.0% Elapsed: 1 day, 2:38:02 Gen_loss: 3.324 Dis_loss: 0.3168 Cls_loss: 0.8447 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 16:01:16 > Step: 84200 Progress: 42.1% Elapsed: 1 day, 2:39:36 Gen_loss: 4.553 Dis_loss: 0.5531 Cls_loss: 0.9121 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 16:03:01 > Step: 84300 Progress: 42.1% Elapsed: 1 day, 2:41:21 Gen_loss: 4.409 Dis_loss: 0.326 Cls_loss: 0.8131 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 16:04:35 > Step: 84400 Progress: 42.2% Elapsed: 1 day, 2:42:55 Gen_loss: 4.019 Dis_loss: 0.4358 Cls_loss: 0.9512 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 16:06:08 > Step: 84500 Progress: 42.2% Elapsed: 1 day, 2:44:28 Gen_loss: 5.59 Dis_loss: 0.5001 Cls_loss: 0.897 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 16:07:41 > Step: 84600 Progress: 42.3% Elapsed: 1 day, 2:46:01 Gen_loss: 1.421 Dis_loss: 0.795 Cls_loss: 0.8351 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 16:09:25 > Step: 84700 Progress: 42.4% Elapsed: 1 day, 2:47:45 Gen_loss: 3.279 Dis_loss: 0.4148 Cls_loss: 0.8153 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 16:10:59 > Step: 84800 Progress: 42.4% Elapsed: 1 day, 2:49:19 Gen_loss: 2.805 Dis_loss: 0.4078 Cls_loss: 0.8343 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 16:12:32 > Step: 84900 Progress: 42.4% Elapsed: 1 day, 2:50:52 Gen_loss: 2.607 Dis_loss: 0.4236 Cls_loss: 0.9022 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 16:14:06 > Step: 85000 Progress: 42.5% Elapsed: 1 day, 2:52:26 Gen_loss: 4.046 Dis_loss: 0.2833 Cls_loss: 0.8307 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 16:15:51 > Step: 85100 Progress: 42.5% Elapsed: 1 day, 2:54:11 Gen_loss: 4.052 Dis_loss: 0.5907 Cls_loss: 0.9592 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 16:17:24 > Step: 85200 Progress: 42.6% Elapsed: 1 day, 2:55:44 Gen_loss: 1.533 Dis_loss: 0.7377 Cls_loss: 0.9246 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 16:18:57 > Step: 85300 Progress: 42.6% Elapsed: 1 day, 2:57:17 Gen_loss: 5.382 Dis_loss: 0.3935 Cls_loss: 0.7927 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 16:20:30 > Step: 85400 Progress: 42.7% Elapsed: 1 day, 2:58:50 Gen_loss: 4.272 Dis_loss: 0.3576 Cls_loss: 0.8762 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 16:22:15 > Step: 85500 Progress: 42.8% Elapsed: 1 day, 3:00:35 Gen_loss: 5.008 Dis_loss: 0.4835 Cls_loss: 0.8123 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 16:23:48 > Step: 85600 Progress: 42.8% Elapsed: 1 day, 3:02:08 Gen_loss: 4.99 Dis_loss: 0.5993 Cls_loss: 0.8289 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 16:25:21 > Step: 85700 Progress: 42.9% Elapsed: 1 day, 3:03:41 Gen_loss: 2.952 Dis_loss: 0.3824 Cls_loss: 0.8982 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 16:26:54 > Step: 85800 Progress: 42.9% Elapsed: 1 day, 3:05:14 Gen_loss: 4.858 Dis_loss: 0.3804 Cls_loss: 0.8582 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 16:28:39 > Step: 85900 Progress: 43.0% Elapsed: 1 day, 3:06:59 Gen_loss: 4.433 Dis_loss: 0.5352 Cls_loss: 0.849 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 16:30:13 > Step: 86000 Progress: 43.0% Elapsed: 1 day, 3:08:33 Gen_loss: 3.229 Dis_loss: 0.7391 Cls_loss: 0.8022 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 16:31:46 > Step: 86100 Progress: 43.0% Elapsed: 1 day, 3:10:06 Gen_loss: 4.613 Dis_loss: 0.3732 Cls_loss: 0.7897 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 16:33:31 > Step: 86200 Progress: 43.1% Elapsed: 1 day, 3:11:51 Gen_loss: 3.433 Dis_loss: 0.5945 Cls_loss: 0.8378 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 16:35:04 > Step: 86300 Progress: 43.1% Elapsed: 1 day, 3:13:24 Gen_loss: 4.674 Dis_loss: 0.7785 Cls_loss: 0.8166 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 16:36:37 > Step: 86400 Progress: 43.2% Elapsed: 1 day, 3:14:57 Gen_loss: 3.532 Dis_loss: 0.344 Cls_loss: 0.8433 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 16:38:10 > Step: 86500 Progress: 43.2% Elapsed: 1 day, 3:16:30 Gen_loss: 3.047 Dis_loss: 0.512 Cls_loss: 0.8019 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 16:39:55 > Step: 86600 Progress: 43.3% Elapsed: 1 day, 3:18:15 Gen_loss: 3.859 Dis_loss: 0.6597 Cls_loss: 0.9573 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 16:41:28 > Step: 86700 Progress: 43.4% Elapsed: 1 day, 3:19:48 Gen_loss: 3.731 Dis_loss: 0.2994 Cls_loss: 0.8065 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 16:43:01 > Step: 86800 Progress: 43.4% Elapsed: 1 day, 3:21:21 Gen_loss: 3.008 Dis_loss: 0.911 Cls_loss: 0.8401 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 16:44:34 > Step: 86900 Progress: 43.5% Elapsed: 1 day, 3:22:54 Gen_loss: 3.47 Dis_loss: 0.3781 Cls_loss: 0.8392 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 16:46:18 > Step: 87000 Progress: 43.5% Elapsed: 1 day, 3:24:38 Gen_loss: 3.318 Dis_loss: 0.3179 Cls_loss: 0.8263 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 16:47:52 > Step: 87100 Progress: 43.5% Elapsed: 1 day, 3:26:11 Gen_loss: 2.147 Dis_loss: 0.9408 Cls_loss: 0.9416 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 16:49:25 > Step: 87200 Progress: 43.6% Elapsed: 1 day, 3:27:45 Gen_loss: 3.543 Dis_loss: 0.4904 Cls_loss: 0.86 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 16:50:58 > Step: 87300 Progress: 43.6% Elapsed: 1 day, 3:29:18 Gen_loss: 4.563 Dis_loss: 0.4633 Cls_loss: 0.7963 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 16:52:42 > Step: 87400 Progress: 43.7% Elapsed: 1 day, 3:31:02 Gen_loss: 1.55 Dis_loss: 0.4416 Cls_loss: 0.8095 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 16:54:16 > Step: 87500 Progress: 43.8% Elapsed: 1 day, 3:32:36 Gen_loss: 3.678 Dis_loss: 0.4651 Cls_loss: 0.8375 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 16:55:49 > Step: 87600 Progress: 43.8% Elapsed: 1 day, 3:34:09 Gen_loss: 3.105 Dis_loss: 0.3288 Cls_loss: 0.817 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 16:57:22 > Step: 87700 Progress: 43.9% Elapsed: 1 day, 3:35:42 Gen_loss: 4.945 Dis_loss: 0.3568 Cls_loss: 0.82 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 16:59:06 > Step: 87800 Progress: 43.9% Elapsed: 1 day, 3:37:26 Gen_loss: 2.553 Dis_loss: 0.5 Cls_loss: 0.8398 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 17:00:40 > Step: 87900 Progress: 44.0% Elapsed: 1 day, 3:39:00 Gen_loss: 4.531 Dis_loss: 0.4924 Cls_loss: 0.7988 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 17:02:12 > Step: 88000 Progress: 44.0% Elapsed: 1 day, 3:40:32 Gen_loss: 4.303 Dis_loss: 0.3363 Cls_loss: 0.7822 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 17:03:46 > Step: 88100 Progress: 44.0% Elapsed: 1 day, 3:42:06 Gen_loss: 0.9126 Dis_loss: 0.6 Cls_loss: 0.9027 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 17:05:30 > Step: 88200 Progress: 44.1% Elapsed: 1 day, 3:43:50 Gen_loss: 6.046 Dis_loss: 0.3951 Cls_loss: 0.82 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 17:07:04 > Step: 88300 Progress: 44.1% Elapsed: 1 day, 3:45:24 Gen_loss: 3.124 Dis_loss: 0.4658 Cls_loss: 0.9622 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 17:08:38 > Step: 88400 Progress: 44.2% Elapsed: 1 day, 3:46:58 Gen_loss: 3.711 Dis_loss: 0.3523 Cls_loss: 0.8374 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 17:10:11 > Step: 88500 Progress: 44.2% Elapsed: 1 day, 3:48:31 Gen_loss: 3.51 Dis_loss: 0.3838 Cls_loss: 0.8997 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 17:11:56 > Step: 88600 Progress: 44.3% Elapsed: 1 day, 3:50:16 Gen_loss: 3.854 Dis_loss: 0.3546 Cls_loss: 0.8573 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 17:13:29 > Step: 88700 Progress: 44.4% Elapsed: 1 day, 3:51:49 Gen_loss: 1.811 Dis_loss: 0.6174 Cls_loss: 0.8294 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 17:15:02 > Step: 88800 Progress: 44.4% Elapsed: 1 day, 3:53:22 Gen_loss: 1.479 Dis_loss: 0.5113 Cls_loss: 0.9263 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 17:16:36 > Step: 88900 Progress: 44.5% Elapsed: 1 day, 3:54:56 Gen_loss: 3.798 Dis_loss: 0.5534 Cls_loss: 0.8143 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 17:18:22 > Step: 89000 Progress: 44.5% Elapsed: 1 day, 3:56:42 Gen_loss: 4.292 Dis_loss: 0.2849 Cls_loss: 0.8933 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 17:19:56 > Step: 89100 Progress: 44.5% Elapsed: 1 day, 3:58:16 Gen_loss: 3.48 Dis_loss: 0.573 Cls_loss: 0.7935 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 17:21:28 > Step: 89200 Progress: 44.6% Elapsed: 1 day, 3:59:48 Gen_loss: 1.911 Dis_loss: 0.464 Cls_loss: 0.8517 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 17:23:02 > Step: 89300 Progress: 44.6% Elapsed: 1 day, 4:01:22 Gen_loss: 3.07 Dis_loss: 0.4746 Cls_loss: 0.7869 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 17:24:47 > Step: 89400 Progress: 44.7% Elapsed: 1 day, 4:03:07 Gen_loss: 3.966 Dis_loss: 0.4114 Cls_loss: 0.7949 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 17:26:20 > Step: 89500 Progress: 44.8% Elapsed: 1 day, 4:04:40 Gen_loss: 3.808 Dis_loss: 0.7516 Cls_loss: 0.9172 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 17:27:54 > Step: 89600 Progress: 44.8% Elapsed: 1 day, 4:06:14 Gen_loss: 3.399 Dis_loss: 0.2802 Cls_loss: 0.7994 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 17:29:27 > Step: 89700 Progress: 44.9% Elapsed: 1 day, 4:07:47 Gen_loss: 5.176 Dis_loss: 0.6298 Cls_loss: 0.8339 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 17:31:12 > Step: 89800 Progress: 44.9% Elapsed: 1 day, 4:09:32 Gen_loss: 3.497 Dis_loss: 0.4452 Cls_loss: 0.8264 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 17:32:45 > Step: 89900 Progress: 45.0% Elapsed: 1 day, 4:11:05 Gen_loss: 4.993 Dis_loss: 0.467 Cls_loss: 0.8153 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 17:34:19 > Step: 90000 Progress: 45.0% Elapsed: 1 day, 4:12:39 Gen_loss: 4.367 Dis_loss: 0.4863 Cls_loss: 1.002 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 17:34:19 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-17 17:34:19 > Save image canvas to save/figures/StyleGAN2-D2DCE-train-2021_10_16_13_21_26/generated_canvas_90000.png
[INFO] 2021-10-17 17:34:19 > Start Evaluation (90000 Step): StyleGAN2-D2DCE-train-2021_10_16_13_21_26
[INFO] 2021-10-17 17:34:19 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-17 17:39:50 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-17 17:45:31 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-17 18:07:20 > Inception score (Step: 90000, 50000 generated images): 10.060660362243652
[INFO] 2021-10-17 18:07:20 > FID score (Step: 90000, Using train moments): 4.554192593401353
[INFO] 2021-10-17 18:07:20 > Improved Precision (Step: 90000, Using train images): 0.725
[INFO] 2021-10-17 18:07:20 > Improved Recall (Step: 90000, Using train images): 0.6286
[INFO] 2021-10-17 18:07:20 > Density (Step: 90000, Using train images): 0.954788
[INFO] 2021-10-17 18:07:20 > Coverage (Step: 90000, Using train images): 0.87336
[INFO] 2021-10-17 18:07:20 > Best FID score (Step: 80000, Using train moments): 4.063586485088649
[INFO] 2021-10-17 18:07:31 > Save model to save/checkpoints/StyleGAN2-D2DCE-train-2021_10_16_13_21_26
[INFO] 2021-10-17 18:09:22 > Step: 90100 Progress: 45.1% Elapsed: 1 day, 4:47:42 Gen_loss: 2.865 Dis_loss: 0.4583 Cls_loss: 0.7776 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 18:10:54 > Step: 90200 Progress: 45.1% Elapsed: 1 day, 4:49:14 Gen_loss: 3.323 Dis_loss: 0.4516 Cls_loss: 0.896 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 18:12:27 > Step: 90300 Progress: 45.1% Elapsed: 1 day, 4:50:47 Gen_loss: 2.834 Dis_loss: 0.4605 Cls_loss: 0.8608 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 18:14:00 > Step: 90400 Progress: 45.2% Elapsed: 1 day, 4:52:20 Gen_loss: 1.127 Dis_loss: 1.508 Cls_loss: 1.111 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 18:15:45 > Step: 90500 Progress: 45.2% Elapsed: 1 day, 4:54:05 Gen_loss: 3.846 Dis_loss: 0.5763 Cls_loss: 0.8611 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 18:17:18 > Step: 90600 Progress: 45.3% Elapsed: 1 day, 4:55:38 Gen_loss: 3.815 Dis_loss: 0.4825 Cls_loss: 0.8547 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 18:18:52 > Step: 90700 Progress: 45.4% Elapsed: 1 day, 4:57:12 Gen_loss: 3.689 Dis_loss: 0.7266 Cls_loss: 0.8689 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 18:20:25 > Step: 90800 Progress: 45.4% Elapsed: 1 day, 4:58:45 Gen_loss: 4.138 Dis_loss: 0.8175 Cls_loss: 0.9748 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 18:22:10 > Step: 90900 Progress: 45.5% Elapsed: 1 day, 5:00:30 Gen_loss: 3.387 Dis_loss: 0.4136 Cls_loss: 0.7994 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 18:23:43 > Step: 91000 Progress: 45.5% Elapsed: 1 day, 5:02:03 Gen_loss: 3.9 Dis_loss: 0.3331 Cls_loss: 0.788 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 18:25:16 > Step: 91100 Progress: 45.6% Elapsed: 1 day, 5:03:36 Gen_loss: 3.068 Dis_loss: 0.525 Cls_loss: 0.8016 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 18:26:49 > Step: 91200 Progress: 45.6% Elapsed: 1 day, 5:05:09 Gen_loss: 2.732 Dis_loss: 0.4629 Cls_loss: 0.9229 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 18:28:33 > Step: 91300 Progress: 45.6% Elapsed: 1 day, 5:06:53 Gen_loss: 2.629 Dis_loss: 0.4203 Cls_loss: 0.8358 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 18:30:06 > Step: 91400 Progress: 45.7% Elapsed: 1 day, 5:08:26 Gen_loss: 3.868 Dis_loss: 0.3347 Cls_loss: 0.7836 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 18:31:39 > Step: 91500 Progress: 45.8% Elapsed: 1 day, 5:09:59 Gen_loss: 3.32 Dis_loss: 0.6259 Cls_loss: 0.9594 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 18:33:12 > Step: 91600 Progress: 45.8% Elapsed: 1 day, 5:11:32 Gen_loss: 5.062 Dis_loss: 0.5988 Cls_loss: 0.7983 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 18:34:56 > Step: 91700 Progress: 45.9% Elapsed: 1 day, 5:13:16 Gen_loss: 3.236 Dis_loss: 0.5855 Cls_loss: 0.8227 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 18:36:29 > Step: 91800 Progress: 45.9% Elapsed: 1 day, 5:14:49 Gen_loss: 4.755 Dis_loss: 0.4764 Cls_loss: 0.8123 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 18:38:03 > Step: 91900 Progress: 46.0% Elapsed: 1 day, 5:16:23 Gen_loss: 4.009 Dis_loss: 0.6408 Cls_loss: 0.83 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 18:39:36 > Step: 92000 Progress: 46.0% Elapsed: 1 day, 5:17:56 Gen_loss: 3.711 Dis_loss: 0.4159 Cls_loss: 0.7964 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 18:41:21 > Step: 92100 Progress: 46.1% Elapsed: 1 day, 5:19:41 Gen_loss: 3.86 Dis_loss: 1.519 Cls_loss: 1.111 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 18:42:54 > Step: 92200 Progress: 46.1% Elapsed: 1 day, 5:21:14 Gen_loss: 2.11 Dis_loss: 0.9686 Cls_loss: 0.9655 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 18:44:27 > Step: 92300 Progress: 46.2% Elapsed: 1 day, 5:22:47 Gen_loss: 4.451 Dis_loss: 0.8599 Cls_loss: 0.8092 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 18:46:01 > Step: 92400 Progress: 46.2% Elapsed: 1 day, 5:24:21 Gen_loss: 4.268 Dis_loss: 0.5037 Cls_loss: 0.8106 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 18:47:45 > Step: 92500 Progress: 46.2% Elapsed: 1 day, 5:26:05 Gen_loss: 3.86 Dis_loss: 0.3677 Cls_loss: 0.8633 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 18:49:19 > Step: 92600 Progress: 46.3% Elapsed: 1 day, 5:27:39 Gen_loss: 4.574 Dis_loss: 0.4203 Cls_loss: 0.8614 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 18:50:52 > Step: 92700 Progress: 46.4% Elapsed: 1 day, 5:29:12 Gen_loss: 4.426 Dis_loss: 0.4731 Cls_loss: 0.8164 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 18:52:25 > Step: 92800 Progress: 46.4% Elapsed: 1 day, 5:30:45 Gen_loss: 5.201 Dis_loss: 0.3569 Cls_loss: 0.8134 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 18:54:10 > Step: 92900 Progress: 46.5% Elapsed: 1 day, 5:32:30 Gen_loss: 3.482 Dis_loss: 0.3806 Cls_loss: 0.8695 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 18:55:43 > Step: 93000 Progress: 46.5% Elapsed: 1 day, 5:34:03 Gen_loss: 3.695 Dis_loss: 0.3696 Cls_loss: 0.843 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 18:57:17 > Step: 93100 Progress: 46.6% Elapsed: 1 day, 5:35:37 Gen_loss: 2.425 Dis_loss: 0.6312 Cls_loss: 0.8592 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 18:58:50 > Step: 93200 Progress: 46.6% Elapsed: 1 day, 5:37:10 Gen_loss: 4.757 Dis_loss: 0.5749 Cls_loss: 0.8334 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 19:00:34 > Step: 93300 Progress: 46.7% Elapsed: 1 day, 5:38:54 Gen_loss: 4.627 Dis_loss: 0.5187 Cls_loss: 0.8311 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 19:02:07 > Step: 93400 Progress: 46.7% Elapsed: 1 day, 5:40:27 Gen_loss: 3.765 Dis_loss: 0.546 Cls_loss: 0.8214 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 19:03:41 > Step: 93500 Progress: 46.8% Elapsed: 1 day, 5:42:01 Gen_loss: 4.801 Dis_loss: 0.4951 Cls_loss: 0.8002 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 19:05:14 > Step: 93600 Progress: 46.8% Elapsed: 1 day, 5:43:34 Gen_loss: 3.525 Dis_loss: 0.4191 Cls_loss: 0.7825 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 19:06:58 > Step: 93700 Progress: 46.9% Elapsed: 1 day, 5:45:18 Gen_loss: 3.242 Dis_loss: 0.5328 Cls_loss: 0.8478 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 19:08:31 > Step: 93800 Progress: 46.9% Elapsed: 1 day, 5:46:51 Gen_loss: 2.294 Dis_loss: 0.5672 Cls_loss: 0.9029 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 19:10:04 > Step: 93900 Progress: 46.9% Elapsed: 1 day, 5:48:24 Gen_loss: 4.222 Dis_loss: 0.5783 Cls_loss: 0.8695 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 19:11:49 > Step: 94000 Progress: 47.0% Elapsed: 1 day, 5:50:09 Gen_loss: 1.963 Dis_loss: 0.5163 Cls_loss: 0.8116 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 19:13:21 > Step: 94100 Progress: 47.0% Elapsed: 1 day, 5:51:41 Gen_loss: 2.773 Dis_loss: 0.4462 Cls_loss: 0.8691 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 19:14:55 > Step: 94200 Progress: 47.1% Elapsed: 1 day, 5:53:15 Gen_loss: 5.948 Dis_loss: 0.4769 Cls_loss: 0.8172 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 19:16:28 > Step: 94300 Progress: 47.1% Elapsed: 1 day, 5:54:48 Gen_loss: 3.862 Dis_loss: 0.5817 Cls_loss: 0.8555 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 19:18:12 > Step: 94400 Progress: 47.2% Elapsed: 1 day, 5:56:32 Gen_loss: 3.126 Dis_loss: 0.2626 Cls_loss: 0.7922 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 19:19:45 > Step: 94500 Progress: 47.2% Elapsed: 1 day, 5:58:05 Gen_loss: 3.64 Dis_loss: 0.4545 Cls_loss: 0.7772 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 19:21:18 > Step: 94600 Progress: 47.3% Elapsed: 1 day, 5:59:38 Gen_loss: 5.537 Dis_loss: 0.5021 Cls_loss: 0.8308 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 19:22:52 > Step: 94700 Progress: 47.3% Elapsed: 1 day, 6:01:12 Gen_loss: 2.105 Dis_loss: 0.3864 Cls_loss: 0.784 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 19:24:36 > Step: 94800 Progress: 47.4% Elapsed: 1 day, 6:02:56 Gen_loss: 1.855 Dis_loss: 0.584 Cls_loss: 0.8241 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 19:26:09 > Step: 94900 Progress: 47.4% Elapsed: 1 day, 6:04:29 Gen_loss: 3.196 Dis_loss: 0.9401 Cls_loss: 1.2 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 19:27:43 > Step: 95000 Progress: 47.5% Elapsed: 1 day, 6:06:03 Gen_loss: 3.315 Dis_loss: 0.8499 Cls_loss: 0.7977 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 19:29:16 > Step: 95100 Progress: 47.5% Elapsed: 1 day, 6:07:36 Gen_loss: 2.529 Dis_loss: 0.416 Cls_loss: 0.8023 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 19:31:01 > Step: 95200 Progress: 47.6% Elapsed: 1 day, 6:09:21 Gen_loss: 2.758 Dis_loss: 0.5119 Cls_loss: 0.8383 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 19:32:35 > Step: 95300 Progress: 47.6% Elapsed: 1 day, 6:10:55 Gen_loss: 3.674 Dis_loss: 0.4555 Cls_loss: 0.782 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 19:34:08 > Step: 95400 Progress: 47.7% Elapsed: 1 day, 6:12:28 Gen_loss: 5.506 Dis_loss: 0.4533 Cls_loss: 0.86 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 19:35:41 > Step: 95500 Progress: 47.8% Elapsed: 1 day, 6:14:01 Gen_loss: 5.076 Dis_loss: 1.704 Cls_loss: 0.8387 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 19:37:27 > Step: 95600 Progress: 47.8% Elapsed: 1 day, 6:15:47 Gen_loss: 3.949 Dis_loss: 0.5308 Cls_loss: 0.814 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 19:39:01 > Step: 95700 Progress: 47.9% Elapsed: 1 day, 6:17:21 Gen_loss: 3.436 Dis_loss: 0.5614 Cls_loss: 0.8519 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 19:40:34 > Step: 95800 Progress: 47.9% Elapsed: 1 day, 6:18:54 Gen_loss: 4.953 Dis_loss: 0.3284 Cls_loss: 0.7916 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 19:42:07 > Step: 95900 Progress: 47.9% Elapsed: 1 day, 6:20:27 Gen_loss: 3.57 Dis_loss: 0.5391 Cls_loss: 0.8292 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 19:43:52 > Step: 96000 Progress: 48.0% Elapsed: 1 day, 6:22:12 Gen_loss: 3.239 Dis_loss: 0.3186 Cls_loss: 0.8043 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 19:45:25 > Step: 96100 Progress: 48.0% Elapsed: 1 day, 6:23:45 Gen_loss: 3.381 Dis_loss: 0.5259 Cls_loss: 0.8547 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 19:46:58 > Step: 96200 Progress: 48.1% Elapsed: 1 day, 6:25:18 Gen_loss: 5.726 Dis_loss: 0.8919 Cls_loss: 0.8315 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 19:48:31 > Step: 96300 Progress: 48.1% Elapsed: 1 day, 6:26:51 Gen_loss: 3.598 Dis_loss: 0.6987 Cls_loss: 0.788 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 19:50:16 > Step: 96400 Progress: 48.2% Elapsed: 1 day, 6:28:36 Gen_loss: 3.585 Dis_loss: 0.4655 Cls_loss: 0.8085 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 19:51:50 > Step: 96500 Progress: 48.2% Elapsed: 1 day, 6:30:10 Gen_loss: 2.933 Dis_loss: 0.6606 Cls_loss: 0.9189 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 19:53:23 > Step: 96600 Progress: 48.3% Elapsed: 1 day, 6:31:43 Gen_loss: 4.15 Dis_loss: 0.515 Cls_loss: 0.7878 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 19:54:56 > Step: 96700 Progress: 48.4% Elapsed: 1 day, 6:33:16 Gen_loss: 2.221 Dis_loss: 0.7553 Cls_loss: 0.7854 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 19:56:41 > Step: 96800 Progress: 48.4% Elapsed: 1 day, 6:35:01 Gen_loss: 5.936 Dis_loss: 0.7686 Cls_loss: 0.9191 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 19:58:14 > Step: 96900 Progress: 48.4% Elapsed: 1 day, 6:36:34 Gen_loss: 2.883 Dis_loss: 0.5537 Cls_loss: 0.8167 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 19:59:47 > Step: 97000 Progress: 48.5% Elapsed: 1 day, 6:38:07 Gen_loss: 1.889 Dis_loss: 0.8166 Cls_loss: 1.023 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 20:01:20 > Step: 97100 Progress: 48.5% Elapsed: 1 day, 6:39:40 Gen_loss: 3.304 Dis_loss: 0.3337 Cls_loss: 0.7927 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 20:03:04 > Step: 97200 Progress: 48.6% Elapsed: 1 day, 6:41:24 Gen_loss: 4.614 Dis_loss: 0.4387 Cls_loss: 0.9004 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 20:04:37 > Step: 97300 Progress: 48.6% Elapsed: 1 day, 6:42:57 Gen_loss: 1.886 Dis_loss: 0.5048 Cls_loss: 0.8099 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 20:06:10 > Step: 97400 Progress: 48.7% Elapsed: 1 day, 6:44:30 Gen_loss: 4.189 Dis_loss: 0.3246 Cls_loss: 0.8058 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 20:07:43 > Step: 97500 Progress: 48.8% Elapsed: 1 day, 6:46:03 Gen_loss: 3.849 Dis_loss: 0.4487 Cls_loss: 0.8477 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 20:09:27 > Step: 97600 Progress: 48.8% Elapsed: 1 day, 6:47:47 Gen_loss: 2.198 Dis_loss: 0.4558 Cls_loss: 0.7806 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 20:11:01 > Step: 97700 Progress: 48.9% Elapsed: 1 day, 6:49:21 Gen_loss: 4.99 Dis_loss: 0.4717 Cls_loss: 0.8117 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 20:12:34 > Step: 97800 Progress: 48.9% Elapsed: 1 day, 6:50:54 Gen_loss: 4.664 Dis_loss: 0.3686 Cls_loss: 0.8698 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 20:14:19 > Step: 97900 Progress: 48.9% Elapsed: 1 day, 6:52:39 Gen_loss: 5.443 Dis_loss: 0.3388 Cls_loss: 0.7997 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 20:15:52 > Step: 98000 Progress: 49.0% Elapsed: 1 day, 6:54:12 Gen_loss: 2.675 Dis_loss: 0.8808 Cls_loss: 0.8837 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 20:17:26 > Step: 98100 Progress: 49.0% Elapsed: 1 day, 6:55:46 Gen_loss: 4.39 Dis_loss: 0.5488 Cls_loss: 0.8545 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 20:18:59 > Step: 98200 Progress: 49.1% Elapsed: 1 day, 6:57:19 Gen_loss: 3.912 Dis_loss: 0.4035 Cls_loss: 0.8159 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 20:20:44 > Step: 98300 Progress: 49.1% Elapsed: 1 day, 6:59:04 Gen_loss: 4.651 Dis_loss: 0.3732 Cls_loss: 0.8008 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 20:22:17 > Step: 98400 Progress: 49.2% Elapsed: 1 day, 7:00:37 Gen_loss: 4.108 Dis_loss: 0.4919 Cls_loss: 0.8448 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 20:23:50 > Step: 98500 Progress: 49.2% Elapsed: 1 day, 7:02:10 Gen_loss: 2.93 Dis_loss: 0.494 Cls_loss: 0.8396 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 20:25:23 > Step: 98600 Progress: 49.3% Elapsed: 1 day, 7:03:43 Gen_loss: 2.632 Dis_loss: 0.5015 Cls_loss: 0.8382 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 20:27:08 > Step: 98700 Progress: 49.4% Elapsed: 1 day, 7:05:28 Gen_loss: 2.404 Dis_loss: 0.5375 Cls_loss: 0.8241 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 20:28:41 > Step: 98800 Progress: 49.4% Elapsed: 1 day, 7:07:01 Gen_loss: 3.408 Dis_loss: 0.4633 Cls_loss: 0.8014 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 20:30:15 > Step: 98900 Progress: 49.5% Elapsed: 1 day, 7:08:35 Gen_loss: 4.34 Dis_loss: 0.3594 Cls_loss: 0.8344 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 20:31:48 > Step: 99000 Progress: 49.5% Elapsed: 1 day, 7:10:08 Gen_loss: 4.162 Dis_loss: 0.4519 Cls_loss: 0.7986 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 20:33:33 > Step: 99100 Progress: 49.5% Elapsed: 1 day, 7:11:53 Gen_loss: 3.749 Dis_loss: 0.4284 Cls_loss: 0.7905 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 20:35:07 > Step: 99200 Progress: 49.6% Elapsed: 1 day, 7:13:27 Gen_loss: 3.874 Dis_loss: 0.3622 Cls_loss: 0.7767 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 20:36:41 > Step: 99300 Progress: 49.6% Elapsed: 1 day, 7:15:01 Gen_loss: 2.743 Dis_loss: 0.3272 Cls_loss: 0.8366 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 20:38:14 > Step: 99400 Progress: 49.7% Elapsed: 1 day, 7:16:34 Gen_loss: 3.682 Dis_loss: 0.3918 Cls_loss: 0.9151 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 20:39:59 > Step: 99500 Progress: 49.8% Elapsed: 1 day, 7:18:19 Gen_loss: 4.489 Dis_loss: 0.3098 Cls_loss: 0.8292 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 20:41:32 > Step: 99600 Progress: 49.8% Elapsed: 1 day, 7:19:52 Gen_loss: 4.005 Dis_loss: 0.3928 Cls_loss: 0.8209 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 20:43:05 > Step: 99700 Progress: 49.9% Elapsed: 1 day, 7:21:25 Gen_loss: 4.016 Dis_loss: 0.3769 Cls_loss: 0.8103 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 20:44:39 > Step: 99800 Progress: 49.9% Elapsed: 1 day, 7:22:59 Gen_loss: 3.986 Dis_loss: 0.4403 Cls_loss: 0.8422 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 20:46:23 > Step: 99900 Progress: 50.0% Elapsed: 1 day, 7:24:43 Gen_loss: 3.646 Dis_loss: 0.3845 Cls_loss: 0.807 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 20:47:57 > Step: 100000 Progress: 50.0% Elapsed: 1 day, 7:26:17 Gen_loss: 3.448 Dis_loss: 0.5146 Cls_loss: 0.7953 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 20:47:57 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-17 20:47:57 > Save image canvas to save/figures/StyleGAN2-D2DCE-train-2021_10_16_13_21_26/generated_canvas_100000.png
[INFO] 2021-10-17 20:47:57 > Start Evaluation (100000 Step): StyleGAN2-D2DCE-train-2021_10_16_13_21_26
[INFO] 2021-10-17 20:47:57 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-17 20:53:29 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-17 20:59:10 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-17 21:20:20 > Inception score (Step: 100000, 50000 generated images): 10.140969276428223
[INFO] 2021-10-17 21:20:20 > FID score (Step: 100000, Using train moments): 3.8806677488440755
[INFO] 2021-10-17 21:20:20 > Improved Precision (Step: 100000, Using train images): 0.72544
[INFO] 2021-10-17 21:20:20 > Improved Recall (Step: 100000, Using train images): 0.64678
[INFO] 2021-10-17 21:20:20 > Density (Step: 100000, Using train images): 0.949648
[INFO] 2021-10-17 21:20:20 > Coverage (Step: 100000, Using train images): 0.87752
[INFO] 2021-10-17 21:20:20 > Best FID score (Step: 100000, Using train moments): 3.8806677488440755
[INFO] 2021-10-17 21:20:40 > Save model to save/checkpoints/StyleGAN2-D2DCE-train-2021_10_16_13_21_26
[INFO] 2021-10-17 21:22:11 > Step: 100100 Progress: 50.0% Elapsed: 1 day, 8:00:31 Gen_loss: 3.471 Dis_loss: 0.3778 Cls_loss: 0.7772 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 21:23:44 > Step: 100200 Progress: 50.1% Elapsed: 1 day, 8:02:04 Gen_loss: 2.778 Dis_loss: 0.5249 Cls_loss: 0.7665 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 21:25:37 > Step: 100300 Progress: 50.1% Elapsed: 1 day, 8:03:57 Gen_loss: 3.183 Dis_loss: 0.4342 Cls_loss: 0.8012 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 21:27:10 > Step: 100400 Progress: 50.2% Elapsed: 1 day, 8:05:30 Gen_loss: 2.689 Dis_loss: 0.4367 Cls_loss: 0.7959 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 21:28:43 > Step: 100500 Progress: 50.2% Elapsed: 1 day, 8:07:03 Gen_loss: 4.251 Dis_loss: 0.3796 Cls_loss: 0.7927 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 21:30:16 > Step: 100600 Progress: 50.3% Elapsed: 1 day, 8:08:36 Gen_loss: 1.633 Dis_loss: 0.7585 Cls_loss: 0.8526 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 21:32:01 > Step: 100700 Progress: 50.3% Elapsed: 1 day, 8:10:21 Gen_loss: 3.359 Dis_loss: 0.5848 Cls_loss: 0.8231 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 21:33:34 > Step: 100800 Progress: 50.4% Elapsed: 1 day, 8:11:54 Gen_loss: 5.335 Dis_loss: 0.5863 Cls_loss: 0.7953 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 21:35:07 > Step: 100900 Progress: 50.4% Elapsed: 1 day, 8:13:27 Gen_loss: 4.752 Dis_loss: 0.4827 Cls_loss: 0.8335 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 21:36:40 > Step: 101000 Progress: 50.5% Elapsed: 1 day, 8:15:00 Gen_loss: 3.851 Dis_loss: 0.4033 Cls_loss: 0.7896 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 21:38:25 > Step: 101100 Progress: 50.5% Elapsed: 1 day, 8:16:45 Gen_loss: 4.195 Dis_loss: 0.5078 Cls_loss: 0.8476 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 21:39:58 > Step: 101200 Progress: 50.6% Elapsed: 1 day, 8:18:18 Gen_loss: 5.657 Dis_loss: 0.7475 Cls_loss: 0.8639 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 21:41:31 > Step: 101300 Progress: 50.6% Elapsed: 1 day, 8:19:51 Gen_loss: 3.736 Dis_loss: 0.4811 Cls_loss: 0.7696 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 21:43:04 > Step: 101400 Progress: 50.7% Elapsed: 1 day, 8:21:24 Gen_loss: 2.559 Dis_loss: 0.8214 Cls_loss: 0.8032 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 21:44:48 > Step: 101500 Progress: 50.7% Elapsed: 1 day, 8:23:08 Gen_loss: 5.342 Dis_loss: 0.3591 Cls_loss: 0.8362 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 21:46:22 > Step: 101600 Progress: 50.8% Elapsed: 1 day, 8:24:42 Gen_loss: 5.793 Dis_loss: 1.093 Cls_loss: 0.867 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 21:47:54 > Step: 101700 Progress: 50.8% Elapsed: 1 day, 8:26:14 Gen_loss: 2.685 Dis_loss: 0.5185 Cls_loss: 0.8495 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 21:49:39 > Step: 101800 Progress: 50.9% Elapsed: 1 day, 8:27:59 Gen_loss: 4.305 Dis_loss: 0.3602 Cls_loss: 0.939 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 21:51:13 > Step: 101900 Progress: 50.9% Elapsed: 1 day, 8:29:33 Gen_loss: 4.017 Dis_loss: 0.4281 Cls_loss: 0.8532 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 21:52:46 > Step: 102000 Progress: 51.0% Elapsed: 1 day, 8:31:06 Gen_loss: 4.098 Dis_loss: 0.3022 Cls_loss: 0.858 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 21:54:19 > Step: 102100 Progress: 51.0% Elapsed: 1 day, 8:32:39 Gen_loss: 4.171 Dis_loss: 0.5266 Cls_loss: 0.853 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 21:56:04 > Step: 102200 Progress: 51.1% Elapsed: 1 day, 8:34:24 Gen_loss: 4.208 Dis_loss: 0.3131 Cls_loss: 0.8323 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 21:57:37 > Step: 102300 Progress: 51.1% Elapsed: 1 day, 8:35:57 Gen_loss: 4.997 Dis_loss: 0.9961 Cls_loss: 0.8892 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 21:59:11 > Step: 102400 Progress: 51.2% Elapsed: 1 day, 8:37:31 Gen_loss: 3.589 Dis_loss: 0.4371 Cls_loss: 0.7897 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 22:00:45 > Step: 102500 Progress: 51.2% Elapsed: 1 day, 8:39:05 Gen_loss: 3.167 Dis_loss: 0.5342 Cls_loss: 0.8589 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 22:02:30 > Step: 102600 Progress: 51.3% Elapsed: 1 day, 8:40:50 Gen_loss: 4.57 Dis_loss: 0.3023 Cls_loss: 0.7727 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 22:04:03 > Step: 102700 Progress: 51.3% Elapsed: 1 day, 8:42:23 Gen_loss: 2.912 Dis_loss: 0.5601 Cls_loss: 0.8873 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 22:05:37 > Step: 102800 Progress: 51.4% Elapsed: 1 day, 8:43:57 Gen_loss: 3.913 Dis_loss: 0.3723 Cls_loss: 0.8066 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 22:07:10 > Step: 102900 Progress: 51.4% Elapsed: 1 day, 8:45:30 Gen_loss: 3.343 Dis_loss: 0.3303 Cls_loss: 0.7896 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 22:08:55 > Step: 103000 Progress: 51.5% Elapsed: 1 day, 8:47:15 Gen_loss: 3.073 Dis_loss: 0.5417 Cls_loss: 0.8295 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 22:10:29 > Step: 103100 Progress: 51.5% Elapsed: 1 day, 8:48:49 Gen_loss: 1.797 Dis_loss: 0.6723 Cls_loss: 0.8397 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 22:12:02 > Step: 103200 Progress: 51.6% Elapsed: 1 day, 8:50:22 Gen_loss: 3.785 Dis_loss: 0.4617 Cls_loss: 0.7739 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 22:13:35 > Step: 103300 Progress: 51.6% Elapsed: 1 day, 8:51:55 Gen_loss: 4.146 Dis_loss: 0.4987 Cls_loss: 0.8425 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 22:15:19 > Step: 103400 Progress: 51.7% Elapsed: 1 day, 8:53:39 Gen_loss: 3.754 Dis_loss: 0.3381 Cls_loss: 0.7832 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 22:16:53 > Step: 103500 Progress: 51.7% Elapsed: 1 day, 8:55:13 Gen_loss: 3.567 Dis_loss: 0.4818 Cls_loss: 0.8372 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 22:18:26 > Step: 103600 Progress: 51.8% Elapsed: 1 day, 8:56:46 Gen_loss: 3.082 Dis_loss: 0.3365 Cls_loss: 0.8083 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 22:19:59 > Step: 103700 Progress: 51.8% Elapsed: 1 day, 8:58:19 Gen_loss: 4.337 Dis_loss: 0.4122 Cls_loss: 0.8214 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 22:21:44 > Step: 103800 Progress: 51.9% Elapsed: 1 day, 9:00:04 Gen_loss: 2.626 Dis_loss: 0.4608 Cls_loss: 0.7836 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 22:23:17 > Step: 103900 Progress: 51.9% Elapsed: 1 day, 9:01:37 Gen_loss: 4.114 Dis_loss: 0.4022 Cls_loss: 0.7972 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 22:24:50 > Step: 104000 Progress: 52.0% Elapsed: 1 day, 9:03:10 Gen_loss: 2.123 Dis_loss: 0.8809 Cls_loss: 0.7969 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 22:26:23 > Step: 104100 Progress: 52.0% Elapsed: 1 day, 9:04:43 Gen_loss: 2.47 Dis_loss: 0.4621 Cls_loss: 0.847 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 22:28:07 > Step: 104200 Progress: 52.1% Elapsed: 1 day, 9:06:27 Gen_loss: 3.824 Dis_loss: 0.2821 Cls_loss: 0.7886 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 22:29:41 > Step: 104300 Progress: 52.1% Elapsed: 1 day, 9:08:01 Gen_loss: 2.417 Dis_loss: 0.7908 Cls_loss: 0.7936 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 22:31:14 > Step: 104400 Progress: 52.2% Elapsed: 1 day, 9:09:34 Gen_loss: 2.276 Dis_loss: 0.7887 Cls_loss: 0.8004 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 22:32:47 > Step: 104500 Progress: 52.2% Elapsed: 1 day, 9:11:07 Gen_loss: 3.198 Dis_loss: 0.4233 Cls_loss: 0.842 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 22:34:32 > Step: 104600 Progress: 52.3% Elapsed: 1 day, 9:12:52 Gen_loss: 3.506 Dis_loss: 0.4459 Cls_loss: 0.9011 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 22:36:05 > Step: 104700 Progress: 52.3% Elapsed: 1 day, 9:14:25 Gen_loss: 4.083 Dis_loss: 0.404 Cls_loss: 0.89 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 22:37:38 > Step: 104800 Progress: 52.4% Elapsed: 1 day, 9:15:58 Gen_loss: 3.872 Dis_loss: 0.5582 Cls_loss: 0.9421 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 22:39:11 > Step: 104900 Progress: 52.4% Elapsed: 1 day, 9:17:31 Gen_loss: 4.059 Dis_loss: 0.2897 Cls_loss: 0.7865 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 22:40:55 > Step: 105000 Progress: 52.5% Elapsed: 1 day, 9:19:15 Gen_loss: 4.708 Dis_loss: 0.662 Cls_loss: 0.8863 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 22:42:28 > Step: 105100 Progress: 52.5% Elapsed: 1 day, 9:20:48 Gen_loss: 3.813 Dis_loss: 0.2489 Cls_loss: 0.8117 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 22:44:01 > Step: 105200 Progress: 52.6% Elapsed: 1 day, 9:22:21 Gen_loss: 4.429 Dis_loss: 0.4092 Cls_loss: 0.9078 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 22:45:34 > Step: 105300 Progress: 52.6% Elapsed: 1 day, 9:23:54 Gen_loss: 4.404 Dis_loss: 0.4324 Cls_loss: 0.7784 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 22:47:19 > Step: 105400 Progress: 52.7% Elapsed: 1 day, 9:25:39 Gen_loss: 3.774 Dis_loss: 0.4268 Cls_loss: 0.7977 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 22:48:53 > Step: 105500 Progress: 52.8% Elapsed: 1 day, 9:27:13 Gen_loss: 4.47 Dis_loss: 0.46 Cls_loss: 0.7922 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 22:50:26 > Step: 105600 Progress: 52.8% Elapsed: 1 day, 9:28:46 Gen_loss: 4.862 Dis_loss: 0.4104 Cls_loss: 0.8131 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 22:52:11 > Step: 105700 Progress: 52.8% Elapsed: 1 day, 9:30:31 Gen_loss: 3.474 Dis_loss: 0.3275 Cls_loss: 0.7904 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 22:53:43 > Step: 105800 Progress: 52.9% Elapsed: 1 day, 9:32:03 Gen_loss: 4.383 Dis_loss: 0.3873 Cls_loss: 0.8246 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 22:55:18 > Step: 105900 Progress: 52.9% Elapsed: 1 day, 9:33:38 Gen_loss: 5.256 Dis_loss: 0.4437 Cls_loss: 0.8093 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 22:56:51 > Step: 106000 Progress: 53.0% Elapsed: 1 day, 9:35:11 Gen_loss: 3.263 Dis_loss: 0.4219 Cls_loss: 0.8266 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 22:58:36 > Step: 106100 Progress: 53.0% Elapsed: 1 day, 9:36:56 Gen_loss: 2.578 Dis_loss: 0.4494 Cls_loss: 0.7915 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 23:00:09 > Step: 106200 Progress: 53.1% Elapsed: 1 day, 9:38:29 Gen_loss: 3.237 Dis_loss: 1.553 Cls_loss: 0.8184 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 23:01:42 > Step: 106300 Progress: 53.1% Elapsed: 1 day, 9:40:02 Gen_loss: 4.599 Dis_loss: 0.5218 Cls_loss: 0.7793 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 23:03:15 > Step: 106400 Progress: 53.2% Elapsed: 1 day, 9:41:35 Gen_loss: 3.406 Dis_loss: 0.4642 Cls_loss: 0.8987 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 23:04:59 > Step: 106500 Progress: 53.2% Elapsed: 1 day, 9:43:19 Gen_loss: 4.608 Dis_loss: 0.34 Cls_loss: 0.7996 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 23:06:32 > Step: 106600 Progress: 53.3% Elapsed: 1 day, 9:44:52 Gen_loss: 2.967 Dis_loss: 0.3645 Cls_loss: 0.8381 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 23:08:05 > Step: 106700 Progress: 53.3% Elapsed: 1 day, 9:46:25 Gen_loss: 2.976 Dis_loss: 0.797 Cls_loss: 0.8901 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 23:09:38 > Step: 106800 Progress: 53.4% Elapsed: 1 day, 9:47:58 Gen_loss: 5.009 Dis_loss: 0.4114 Cls_loss: 0.8205 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 23:11:22 > Step: 106900 Progress: 53.4% Elapsed: 1 day, 9:49:42 Gen_loss: 3.646 Dis_loss: 0.4211 Cls_loss: 0.811 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 23:12:55 > Step: 107000 Progress: 53.5% Elapsed: 1 day, 9:51:15 Gen_loss: 1.179 Dis_loss: 0.9085 Cls_loss: 0.8975 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 23:14:28 > Step: 107100 Progress: 53.5% Elapsed: 1 day, 9:52:48 Gen_loss: 3.194 Dis_loss: 0.3979 Cls_loss: 0.7806 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 23:16:01 > Step: 107200 Progress: 53.6% Elapsed: 1 day, 9:54:21 Gen_loss: 4.272 Dis_loss: 0.4666 Cls_loss: 0.8077 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 23:17:46 > Step: 107300 Progress: 53.6% Elapsed: 1 day, 9:56:06 Gen_loss: 4.488 Dis_loss: 0.3761 Cls_loss: 0.7869 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 23:19:19 > Step: 107400 Progress: 53.7% Elapsed: 1 day, 9:57:39 Gen_loss: 4.305 Dis_loss: 0.4394 Cls_loss: 0.8229 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 23:20:53 > Step: 107500 Progress: 53.8% Elapsed: 1 day, 9:59:13 Gen_loss: 3.204 Dis_loss: 0.5289 Cls_loss: 0.7905 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 23:22:26 > Step: 107600 Progress: 53.8% Elapsed: 1 day, 10:00:46 Gen_loss: 5.064 Dis_loss: 0.407 Cls_loss: 0.802 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 23:24:10 > Step: 107700 Progress: 53.8% Elapsed: 1 day, 10:02:30 Gen_loss: 2.0 Dis_loss: 0.5375 Cls_loss: 0.8145 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 23:25:44 > Step: 107800 Progress: 53.9% Elapsed: 1 day, 10:04:04 Gen_loss: 7.544 Dis_loss: 1.487 Cls_loss: 0.9353 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 23:27:17 > Step: 107900 Progress: 53.9% Elapsed: 1 day, 10:05:37 Gen_loss: 3.979 Dis_loss: 0.438 Cls_loss: 0.8001 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 23:28:50 > Step: 108000 Progress: 54.0% Elapsed: 1 day, 10:07:10 Gen_loss: 2.141 Dis_loss: 0.8807 Cls_loss: 0.8486 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 23:30:35 > Step: 108100 Progress: 54.0% Elapsed: 1 day, 10:08:55 Gen_loss: 5.83 Dis_loss: 0.3388 Cls_loss: 0.8389 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 23:32:08 > Step: 108200 Progress: 54.1% Elapsed: 1 day, 10:10:28 Gen_loss: 4.018 Dis_loss: 0.9206 Cls_loss: 0.8789 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 23:33:41 > Step: 108300 Progress: 54.1% Elapsed: 1 day, 10:12:01 Gen_loss: 2.87 Dis_loss: 0.4772 Cls_loss: 0.817 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 23:35:14 > Step: 108400 Progress: 54.2% Elapsed: 1 day, 10:13:34 Gen_loss: 4.855 Dis_loss: 0.3292 Cls_loss: 0.7882 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 23:36:59 > Step: 108500 Progress: 54.2% Elapsed: 1 day, 10:15:19 Gen_loss: 3.629 Dis_loss: 0.4949 Cls_loss: 0.8186 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 23:38:33 > Step: 108600 Progress: 54.3% Elapsed: 1 day, 10:16:53 Gen_loss: 3.77 Dis_loss: 0.3905 Cls_loss: 0.7977 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 23:40:06 > Step: 108700 Progress: 54.4% Elapsed: 1 day, 10:18:26 Gen_loss: 2.204 Dis_loss: 0.573 Cls_loss: 0.7863 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 23:41:41 > Step: 108800 Progress: 54.4% Elapsed: 1 day, 10:20:01 Gen_loss: 3.714 Dis_loss: 0.3786 Cls_loss: 0.7891 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 23:43:25 > Step: 108900 Progress: 54.4% Elapsed: 1 day, 10:21:45 Gen_loss: 6.096 Dis_loss: 0.4753 Cls_loss: 0.8364 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 23:44:58 > Step: 109000 Progress: 54.5% Elapsed: 1 day, 10:23:18 Gen_loss: 4.195 Dis_loss: 0.3903 Cls_loss: 0.8075 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 23:46:32 > Step: 109100 Progress: 54.5% Elapsed: 1 day, 10:24:52 Gen_loss: 5.887 Dis_loss: 0.5866 Cls_loss: 0.8447 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 23:48:06 > Step: 109200 Progress: 54.6% Elapsed: 1 day, 10:26:26 Gen_loss: 2.59 Dis_loss: 0.6462 Cls_loss: 0.8053 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 23:49:50 > Step: 109300 Progress: 54.6% Elapsed: 1 day, 10:28:10 Gen_loss: 4.313 Dis_loss: 0.4769 Cls_loss: 0.7816 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 23:51:23 > Step: 109400 Progress: 54.7% Elapsed: 1 day, 10:29:43 Gen_loss: 4.356 Dis_loss: 0.3532 Cls_loss: 0.8021 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 23:52:57 > Step: 109500 Progress: 54.8% Elapsed: 1 day, 10:31:17 Gen_loss: 5.83 Dis_loss: 0.4918 Cls_loss: 0.8431 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 23:54:41 > Step: 109600 Progress: 54.8% Elapsed: 1 day, 10:33:01 Gen_loss: 3.831 Dis_loss: 0.4913 Cls_loss: 0.8237 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 23:56:14 > Step: 109700 Progress: 54.9% Elapsed: 1 day, 10:34:34 Gen_loss: 3.064 Dis_loss: 0.4179 Cls_loss: 0.9178 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 23:57:47 > Step: 109800 Progress: 54.9% Elapsed: 1 day, 10:36:07 Gen_loss: 4.323 Dis_loss: 0.9114 Cls_loss: 1.192 Topk: N/A ada_p: N/A
[INFO] 2021-10-17 23:59:21 > Step: 109900 Progress: 54.9% Elapsed: 1 day, 10:37:41 Gen_loss: 3.572 Dis_loss: 0.3424 Cls_loss: 0.7918 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:01:06 > Step: 110000 Progress: 55.0% Elapsed: 1 day, 10:39:26 Gen_loss: 5.507 Dis_loss: 0.388 Cls_loss: 0.8262 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:01:06 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-18 00:01:06 > Save image canvas to save/figures/StyleGAN2-D2DCE-train-2021_10_16_13_21_26/generated_canvas_110000.png
[INFO] 2021-10-18 00:01:06 > Start Evaluation (110000 Step): StyleGAN2-D2DCE-train-2021_10_16_13_21_26
[INFO] 2021-10-18 00:01:06 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-18 00:06:39 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-18 00:12:21 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-18 00:32:07 > Inception score (Step: 110000, 50000 generated images): 10.356912612915039
[INFO] 2021-10-18 00:32:07 > FID score (Step: 110000, Using train moments): 3.694518867126874
[INFO] 2021-10-18 00:32:07 > Improved Precision (Step: 110000, Using train images): 0.72674
[INFO] 2021-10-18 00:32:07 > Improved Recall (Step: 110000, Using train images): 0.64936
[INFO] 2021-10-18 00:32:07 > Density (Step: 110000, Using train images): 0.959128
[INFO] 2021-10-18 00:32:07 > Coverage (Step: 110000, Using train images): 0.88178
[INFO] 2021-10-18 00:32:07 > Best FID score (Step: 110000, Using train moments): 3.694518867126874
[INFO] 2021-10-18 00:32:28 > Save model to save/checkpoints/StyleGAN2-D2DCE-train-2021_10_16_13_21_26
[INFO] 2021-10-18 00:33:59 > Step: 110100 Progress: 55.0% Elapsed: 1 day, 11:12:19 Gen_loss: 3.999 Dis_loss: 0.6004 Cls_loss: 0.8796 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:35:31 > Step: 110200 Progress: 55.1% Elapsed: 1 day, 11:13:51 Gen_loss: 4.78 Dis_loss: 0.4097 Cls_loss: 0.8517 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:37:05 > Step: 110300 Progress: 55.1% Elapsed: 1 day, 11:15:25 Gen_loss: 4.592 Dis_loss: 0.3894 Cls_loss: 0.7914 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:38:57 > Step: 110400 Progress: 55.2% Elapsed: 1 day, 11:17:17 Gen_loss: 4.824 Dis_loss: 0.5846 Cls_loss: 0.8392 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:40:32 > Step: 110500 Progress: 55.2% Elapsed: 1 day, 11:18:52 Gen_loss: 5.12 Dis_loss: 0.4769 Cls_loss: 0.7971 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:42:06 > Step: 110600 Progress: 55.3% Elapsed: 1 day, 11:20:26 Gen_loss: 3.838 Dis_loss: 0.5423 Cls_loss: 0.8951 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:43:39 > Step: 110700 Progress: 55.4% Elapsed: 1 day, 11:21:59 Gen_loss: 2.879 Dis_loss: 0.6058 Cls_loss: 0.8114 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:45:23 > Step: 110800 Progress: 55.4% Elapsed: 1 day, 11:23:43 Gen_loss: 3.544 Dis_loss: 0.3418 Cls_loss: 0.8037 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:46:57 > Step: 110900 Progress: 55.5% Elapsed: 1 day, 11:25:17 Gen_loss: 4.687 Dis_loss: 0.3882 Cls_loss: 0.7895 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:48:30 > Step: 111000 Progress: 55.5% Elapsed: 1 day, 11:26:50 Gen_loss: 1.139 Dis_loss: 0.6785 Cls_loss: 0.9949 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:50:04 > Step: 111100 Progress: 55.5% Elapsed: 1 day, 11:28:24 Gen_loss: 2.043 Dis_loss: 0.8137 Cls_loss: 0.7875 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:51:49 > Step: 111200 Progress: 55.6% Elapsed: 1 day, 11:30:09 Gen_loss: 5.383 Dis_loss: 1.282 Cls_loss: 1.134 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:53:22 > Step: 111300 Progress: 55.6% Elapsed: 1 day, 11:31:42 Gen_loss: 4.546 Dis_loss: 0.5104 Cls_loss: 0.8029 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:54:55 > Step: 111400 Progress: 55.7% Elapsed: 1 day, 11:33:15 Gen_loss: 3.156 Dis_loss: 0.3131 Cls_loss: 0.8388 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:56:28 > Step: 111500 Progress: 55.8% Elapsed: 1 day, 11:34:48 Gen_loss: 2.204 Dis_loss: 0.5518 Cls_loss: 0.8518 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:58:12 > Step: 111600 Progress: 55.8% Elapsed: 1 day, 11:36:32 Gen_loss: 4.183 Dis_loss: 0.3392 Cls_loss: 0.7945 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:59:45 > Step: 111700 Progress: 55.9% Elapsed: 1 day, 11:38:05 Gen_loss: 4.076 Dis_loss: 0.3974 Cls_loss: 0.7797 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:01:18 > Step: 111800 Progress: 55.9% Elapsed: 1 day, 11:39:38 Gen_loss: 3.247 Dis_loss: 0.5137 Cls_loss: 0.822 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:02:51 > Step: 111900 Progress: 56.0% Elapsed: 1 day, 11:41:11 Gen_loss: 3.85 Dis_loss: 0.4293 Cls_loss: 0.8893 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:04:37 > Step: 112000 Progress: 56.0% Elapsed: 1 day, 11:42:57 Gen_loss: 3.305 Dis_loss: 0.5097 Cls_loss: 0.779 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:06:11 > Step: 112100 Progress: 56.0% Elapsed: 1 day, 11:44:31 Gen_loss: 3.406 Dis_loss: 0.396 Cls_loss: 0.7823 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:07:44 > Step: 112200 Progress: 56.1% Elapsed: 1 day, 11:46:04 Gen_loss: 3.233 Dis_loss: 0.4318 Cls_loss: 0.8175 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:09:18 > Step: 112300 Progress: 56.1% Elapsed: 1 day, 11:47:38 Gen_loss: 4.246 Dis_loss: 0.3493 Cls_loss: 0.795 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:11:03 > Step: 112400 Progress: 56.2% Elapsed: 1 day, 11:49:23 Gen_loss: 4.212 Dis_loss: 0.384 Cls_loss: 0.7948 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:12:36 > Step: 112500 Progress: 56.2% Elapsed: 1 day, 11:50:56 Gen_loss: 3.689 Dis_loss: 0.4785 Cls_loss: 0.9164 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:14:10 > Step: 112600 Progress: 56.3% Elapsed: 1 day, 11:52:30 Gen_loss: 2.303 Dis_loss: 0.6748 Cls_loss: 0.8495 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:15:44 > Step: 112700 Progress: 56.4% Elapsed: 1 day, 11:54:04 Gen_loss: 5.08 Dis_loss: 0.4498 Cls_loss: 0.787 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:17:28 > Step: 112800 Progress: 56.4% Elapsed: 1 day, 11:55:48 Gen_loss: 4.811 Dis_loss: 0.3404 Cls_loss: 0.804 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:19:01 > Step: 112900 Progress: 56.5% Elapsed: 1 day, 11:57:21 Gen_loss: 4.616 Dis_loss: 0.3183 Cls_loss: 0.7893 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:20:34 > Step: 113000 Progress: 56.5% Elapsed: 1 day, 11:58:54 Gen_loss: 2.587 Dis_loss: 0.5109 Cls_loss: 0.7801 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:22:07 > Step: 113100 Progress: 56.5% Elapsed: 1 day, 12:00:27 Gen_loss: 2.233 Dis_loss: 0.3973 Cls_loss: 0.7956 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:23:51 > Step: 113200 Progress: 56.6% Elapsed: 1 day, 12:02:11 Gen_loss: 5.265 Dis_loss: 1.253 Cls_loss: 0.8429 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:25:24 > Step: 113300 Progress: 56.6% Elapsed: 1 day, 12:03:44 Gen_loss: 3.265 Dis_loss: 0.4306 Cls_loss: 0.8328 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:26:57 > Step: 113400 Progress: 56.7% Elapsed: 1 day, 12:05:17 Gen_loss: 3.987 Dis_loss: 0.4963 Cls_loss: 0.8209 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:28:42 > Step: 113500 Progress: 56.8% Elapsed: 1 day, 12:07:02 Gen_loss: 3.347 Dis_loss: 0.3081 Cls_loss: 0.7813 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:30:15 > Step: 113600 Progress: 56.8% Elapsed: 1 day, 12:08:35 Gen_loss: 4.384 Dis_loss: 0.5948 Cls_loss: 0.7916 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:31:48 > Step: 113700 Progress: 56.9% Elapsed: 1 day, 12:10:08 Gen_loss: 4.412 Dis_loss: 0.3757 Cls_loss: 0.7828 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:33:21 > Step: 113800 Progress: 56.9% Elapsed: 1 day, 12:11:41 Gen_loss: 5.468 Dis_loss: 0.5787 Cls_loss: 0.7921 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:35:06 > Step: 113900 Progress: 57.0% Elapsed: 1 day, 12:13:26 Gen_loss: 3.389 Dis_loss: 0.2717 Cls_loss: 0.8344 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:36:39 > Step: 114000 Progress: 57.0% Elapsed: 1 day, 12:14:59 Gen_loss: 5.143 Dis_loss: 1.438 Cls_loss: 0.9994 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:38:12 > Step: 114100 Progress: 57.0% Elapsed: 1 day, 12:16:32 Gen_loss: 4.501 Dis_loss: 0.4304 Cls_loss: 0.8522 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:39:45 > Step: 114200 Progress: 57.1% Elapsed: 1 day, 12:18:05 Gen_loss: 3.628 Dis_loss: 0.4301 Cls_loss: 0.8999 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:41:30 > Step: 114300 Progress: 57.1% Elapsed: 1 day, 12:19:50 Gen_loss: 0.8914 Dis_loss: 1.698 Cls_loss: 1.077 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:43:03 > Step: 114400 Progress: 57.2% Elapsed: 1 day, 12:21:23 Gen_loss: 4.778 Dis_loss: 0.2596 Cls_loss: 0.7677 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:44:36 > Step: 114500 Progress: 57.2% Elapsed: 1 day, 12:22:56 Gen_loss: 3.286 Dis_loss: 0.583 Cls_loss: 0.7917 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:46:09 > Step: 114600 Progress: 57.3% Elapsed: 1 day, 12:24:29 Gen_loss: 2.4 Dis_loss: 0.5138 Cls_loss: 0.958 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:47:53 > Step: 114700 Progress: 57.4% Elapsed: 1 day, 12:26:13 Gen_loss: 3.031 Dis_loss: 0.4076 Cls_loss: 0.7993 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:49:26 > Step: 114800 Progress: 57.4% Elapsed: 1 day, 12:27:46 Gen_loss: 4.19 Dis_loss: 0.4095 Cls_loss: 0.8123 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:51:03 > Step: 114900 Progress: 57.5% Elapsed: 1 day, 12:29:23 Gen_loss: 5.536 Dis_loss: 1.239 Cls_loss: 1.223 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:52:36 > Step: 115000 Progress: 57.5% Elapsed: 1 day, 12:30:56 Gen_loss: 4.659 Dis_loss: 0.4148 Cls_loss: 0.8652 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:54:21 > Step: 115100 Progress: 57.6% Elapsed: 1 day, 12:32:41 Gen_loss: 3.577 Dis_loss: 0.3018 Cls_loss: 0.7902 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:55:54 > Step: 115200 Progress: 57.6% Elapsed: 1 day, 12:34:14 Gen_loss: 3.487 Dis_loss: 0.3077 Cls_loss: 0.7794 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:57:27 > Step: 115300 Progress: 57.6% Elapsed: 1 day, 12:35:47 Gen_loss: 3.987 Dis_loss: 0.4554 Cls_loss: 0.9096 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:59:01 > Step: 115400 Progress: 57.7% Elapsed: 1 day, 12:37:21 Gen_loss: 2.398 Dis_loss: 0.5804 Cls_loss: 0.8005 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:00:45 > Step: 115500 Progress: 57.8% Elapsed: 1 day, 12:39:05 Gen_loss: 3.76 Dis_loss: 0.451 Cls_loss: 0.8603 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:02:18 > Step: 115600 Progress: 57.8% Elapsed: 1 day, 12:40:38 Gen_loss: 3.575 Dis_loss: 0.3352 Cls_loss: 0.8018 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:03:51 > Step: 115700 Progress: 57.9% Elapsed: 1 day, 12:42:11 Gen_loss: 2.333 Dis_loss: 0.4254 Cls_loss: 0.7921 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:05:25 > Step: 115800 Progress: 57.9% Elapsed: 1 day, 12:43:45 Gen_loss: 2.128 Dis_loss: 0.371 Cls_loss: 0.9129 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:07:09 > Step: 115900 Progress: 58.0% Elapsed: 1 day, 12:45:29 Gen_loss: 3.753 Dis_loss: 0.4283 Cls_loss: 0.8002 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:08:42 > Step: 116000 Progress: 58.0% Elapsed: 1 day, 12:47:02 Gen_loss: 5.517 Dis_loss: 0.3031 Cls_loss: 0.8138 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:10:16 > Step: 116100 Progress: 58.1% Elapsed: 1 day, 12:48:36 Gen_loss: 2.844 Dis_loss: 0.4689 Cls_loss: 0.834 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:11:49 > Step: 116200 Progress: 58.1% Elapsed: 1 day, 12:50:09 Gen_loss: 4.445 Dis_loss: 0.4185 Cls_loss: 0.8461 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:13:34 > Step: 116300 Progress: 58.1% Elapsed: 1 day, 12:51:54 Gen_loss: 4.445 Dis_loss: 0.4843 Cls_loss: 0.7721 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:15:07 > Step: 116400 Progress: 58.2% Elapsed: 1 day, 12:53:27 Gen_loss: 3.753 Dis_loss: 0.3969 Cls_loss: 0.865 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:16:41 > Step: 116500 Progress: 58.2% Elapsed: 1 day, 12:55:01 Gen_loss: 5.917 Dis_loss: 0.7269 Cls_loss: 0.8484 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:18:14 > Step: 116600 Progress: 58.3% Elapsed: 1 day, 12:56:34 Gen_loss: 4.227 Dis_loss: 0.3058 Cls_loss: 0.9016 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:19:58 > Step: 116700 Progress: 58.4% Elapsed: 1 day, 12:58:18 Gen_loss: 3.85 Dis_loss: 0.4393 Cls_loss: 0.7718 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:21:31 > Step: 116800 Progress: 58.4% Elapsed: 1 day, 12:59:51 Gen_loss: 4.911 Dis_loss: 0.5283 Cls_loss: 0.792 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:23:04 > Step: 116900 Progress: 58.5% Elapsed: 1 day, 13:01:24 Gen_loss: 3.938 Dis_loss: 0.5894 Cls_loss: 0.8654 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:24:37 > Step: 117000 Progress: 58.5% Elapsed: 1 day, 13:02:57 Gen_loss: 4.768 Dis_loss: 0.5916 Cls_loss: 0.7946 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:26:22 > Step: 117100 Progress: 58.6% Elapsed: 1 day, 13:04:42 Gen_loss: 4.651 Dis_loss: 0.3751 Cls_loss: 0.7949 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:27:55 > Step: 117200 Progress: 58.6% Elapsed: 1 day, 13:06:15 Gen_loss: 3.558 Dis_loss: 0.4631 Cls_loss: 0.7946 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:29:29 > Step: 117300 Progress: 58.7% Elapsed: 1 day, 13:07:49 Gen_loss: 4.099 Dis_loss: 0.4087 Cls_loss: 0.7849 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:31:13 > Step: 117400 Progress: 58.7% Elapsed: 1 day, 13:09:33 Gen_loss: 3.777 Dis_loss: 0.3676 Cls_loss: 0.7752 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:32:47 > Step: 117500 Progress: 58.8% Elapsed: 1 day, 13:11:07 Gen_loss: 3.714 Dis_loss: 0.3945 Cls_loss: 0.7703 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:34:19 > Step: 117600 Progress: 58.8% Elapsed: 1 day, 13:12:39 Gen_loss: 3.725 Dis_loss: 0.392 Cls_loss: 0.8525 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:35:53 > Step: 117700 Progress: 58.9% Elapsed: 1 day, 13:14:13 Gen_loss: 3.369 Dis_loss: 0.4047 Cls_loss: 0.778 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:37:39 > Step: 117800 Progress: 58.9% Elapsed: 1 day, 13:15:59 Gen_loss: 4.282 Dis_loss: 0.4453 Cls_loss: 0.8319 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:39:12 > Step: 117900 Progress: 59.0% Elapsed: 1 day, 13:17:32 Gen_loss: 3.468 Dis_loss: 0.3092 Cls_loss: 0.7881 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:40:45 > Step: 118000 Progress: 59.0% Elapsed: 1 day, 13:19:05 Gen_loss: 2.796 Dis_loss: 1.137 Cls_loss: 0.921 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:42:18 > Step: 118100 Progress: 59.1% Elapsed: 1 day, 13:20:38 Gen_loss: 3.449 Dis_loss: 0.4489 Cls_loss: 0.8474 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:44:03 > Step: 118200 Progress: 59.1% Elapsed: 1 day, 13:22:23 Gen_loss: 4.315 Dis_loss: 0.3169 Cls_loss: 0.8088 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:45:36 > Step: 118300 Progress: 59.2% Elapsed: 1 day, 13:23:56 Gen_loss: 4.559 Dis_loss: 0.3344 Cls_loss: 0.7865 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:47:10 > Step: 118400 Progress: 59.2% Elapsed: 1 day, 13:25:30 Gen_loss: 4.745 Dis_loss: 0.4593 Cls_loss: 0.831 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:48:43 > Step: 118500 Progress: 59.2% Elapsed: 1 day, 13:27:03 Gen_loss: 4.164 Dis_loss: 0.4516 Cls_loss: 0.8249 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:50:27 > Step: 118600 Progress: 59.3% Elapsed: 1 day, 13:28:47 Gen_loss: 2.683 Dis_loss: 0.4185 Cls_loss: 0.819 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:52:01 > Step: 118700 Progress: 59.4% Elapsed: 1 day, 13:30:21 Gen_loss: 2.959 Dis_loss: 0.4525 Cls_loss: 0.7912 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:53:34 > Step: 118800 Progress: 59.4% Elapsed: 1 day, 13:31:54 Gen_loss: 2.71 Dis_loss: 0.3573 Cls_loss: 0.8754 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:55:07 > Step: 118900 Progress: 59.5% Elapsed: 1 day, 13:33:27 Gen_loss: 4.254 Dis_loss: 0.4159 Cls_loss: 0.8078 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:56:52 > Step: 119000 Progress: 59.5% Elapsed: 1 day, 13:35:12 Gen_loss: 4.508 Dis_loss: 0.3916 Cls_loss: 0.7942 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:58:25 > Step: 119100 Progress: 59.6% Elapsed: 1 day, 13:36:45 Gen_loss: 4.145 Dis_loss: 0.3813 Cls_loss: 0.7755 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:59:59 > Step: 119200 Progress: 59.6% Elapsed: 1 day, 13:38:19 Gen_loss: 5.913 Dis_loss: 0.6893 Cls_loss: 0.911 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:01:32 > Step: 119300 Progress: 59.7% Elapsed: 1 day, 13:39:52 Gen_loss: 4.143 Dis_loss: 0.3274 Cls_loss: 0.8191 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:03:16 > Step: 119400 Progress: 59.7% Elapsed: 1 day, 13:41:36 Gen_loss: 3.773 Dis_loss: 0.333 Cls_loss: 0.832 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:04:50 > Step: 119500 Progress: 59.8% Elapsed: 1 day, 13:43:10 Gen_loss: 4.857 Dis_loss: 0.4188 Cls_loss: 0.7863 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:06:24 > Step: 119600 Progress: 59.8% Elapsed: 1 day, 13:44:44 Gen_loss: 4.286 Dis_loss: 0.3214 Cls_loss: 0.7906 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:07:58 > Step: 119700 Progress: 59.9% Elapsed: 1 day, 13:46:17 Gen_loss: 4.484 Dis_loss: 2.084 Cls_loss: 0.8675 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:09:42 > Step: 119800 Progress: 59.9% Elapsed: 1 day, 13:48:02 Gen_loss: 1.664 Dis_loss: 0.5203 Cls_loss: 0.8756 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:11:16 > Step: 119900 Progress: 60.0% Elapsed: 1 day, 13:49:36 Gen_loss: 4.434 Dis_loss: 0.2989 Cls_loss: 0.7626 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:12:49 > Step: 120000 Progress: 60.0% Elapsed: 1 day, 13:51:09 Gen_loss: 2.367 Dis_loss: 0.6577 Cls_loss: 0.8063 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:12:49 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-18 03:12:49 > Save image canvas to save/figures/StyleGAN2-D2DCE-train-2021_10_16_13_21_26/generated_canvas_120000.png
[INFO] 2021-10-18 03:12:49 > Start Evaluation (120000 Step): StyleGAN2-D2DCE-train-2021_10_16_13_21_26
[INFO] 2021-10-18 03:12:49 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-18 03:18:21 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-18 03:24:01 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-18 03:45:47 > Inception score (Step: 120000, 50000 generated images): 10.308568000793457
[INFO] 2021-10-18 03:45:47 > FID score (Step: 120000, Using train moments): 3.5934666539789077
[INFO] 2021-10-18 03:45:47 > Improved Precision (Step: 120000, Using train images): 0.72922
[INFO] 2021-10-18 03:45:47 > Improved Recall (Step: 120000, Using train images): 0.65062
[INFO] 2021-10-18 03:45:47 > Density (Step: 120000, Using train images): 0.957948
[INFO] 2021-10-18 03:45:47 > Coverage (Step: 120000, Using train images): 0.88534
[INFO] 2021-10-18 03:45:47 > Best FID score (Step: 120000, Using train moments): 3.5934666539789077
[INFO] 2021-10-18 03:46:07 > Save model to save/checkpoints/StyleGAN2-D2DCE-train-2021_10_16_13_21_26
[INFO] 2021-10-18 03:47:38 > Step: 120100 Progress: 60.1% Elapsed: 1 day, 14:25:58 Gen_loss: 4.755 Dis_loss: 0.4715 Cls_loss: 0.7821 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:49:31 > Step: 120200 Progress: 60.1% Elapsed: 1 day, 14:27:51 Gen_loss: 4.301 Dis_loss: 0.3154 Cls_loss: 0.7664 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:51:04 > Step: 120300 Progress: 60.2% Elapsed: 1 day, 14:29:24 Gen_loss: 4.964 Dis_loss: 0.5352 Cls_loss: 0.8157 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:52:37 > Step: 120400 Progress: 60.2% Elapsed: 1 day, 14:30:57 Gen_loss: 5.438 Dis_loss: 0.4431 Cls_loss: 0.8254 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:54:10 > Step: 120500 Progress: 60.2% Elapsed: 1 day, 14:32:30 Gen_loss: 4.001 Dis_loss: 0.4127 Cls_loss: 0.7771 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:55:54 > Step: 120600 Progress: 60.3% Elapsed: 1 day, 14:34:14 Gen_loss: 2.235 Dis_loss: 0.5408 Cls_loss: 0.8748 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:57:28 > Step: 120700 Progress: 60.4% Elapsed: 1 day, 14:35:48 Gen_loss: 3.865 Dis_loss: 0.3879 Cls_loss: 0.7961 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:59:01 > Step: 120800 Progress: 60.4% Elapsed: 1 day, 14:37:21 Gen_loss: 3.71 Dis_loss: 0.3245 Cls_loss: 0.8105 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:00:34 > Step: 120900 Progress: 60.5% Elapsed: 1 day, 14:38:54 Gen_loss: 4.679 Dis_loss: 0.4364 Cls_loss: 0.7849 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:02:18 > Step: 121000 Progress: 60.5% Elapsed: 1 day, 14:40:38 Gen_loss: 4.186 Dis_loss: 0.4106 Cls_loss: 0.7739 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:03:52 > Step: 121100 Progress: 60.6% Elapsed: 1 day, 14:42:12 Gen_loss: 3.77 Dis_loss: 0.3151 Cls_loss: 0.7889 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:05:25 > Step: 121200 Progress: 60.6% Elapsed: 1 day, 14:43:45 Gen_loss: 4.639 Dis_loss: 0.4132 Cls_loss: 0.8114 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:07:11 > Step: 121300 Progress: 60.7% Elapsed: 1 day, 14:45:31 Gen_loss: 3.973 Dis_loss: 0.4509 Cls_loss: 0.839 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:08:43 > Step: 121400 Progress: 60.7% Elapsed: 1 day, 14:47:03 Gen_loss: 4.822 Dis_loss: 0.4214 Cls_loss: 0.9043 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:10:17 > Step: 121500 Progress: 60.8% Elapsed: 1 day, 14:48:37 Gen_loss: 5.308 Dis_loss: 0.5108 Cls_loss: 0.8592 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:11:50 > Step: 121600 Progress: 60.8% Elapsed: 1 day, 14:50:10 Gen_loss: 3.431 Dis_loss: 0.3016 Cls_loss: 0.7884 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:13:35 > Step: 121700 Progress: 60.9% Elapsed: 1 day, 14:51:55 Gen_loss: 4.497 Dis_loss: 0.3991 Cls_loss: 0.8369 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:15:08 > Step: 121800 Progress: 60.9% Elapsed: 1 day, 14:53:28 Gen_loss: 5.319 Dis_loss: 0.3834 Cls_loss: 0.7841 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:16:42 > Step: 121900 Progress: 61.0% Elapsed: 1 day, 14:55:02 Gen_loss: 5.235 Dis_loss: 0.5255 Cls_loss: 0.9047 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:18:15 > Step: 122000 Progress: 61.0% Elapsed: 1 day, 14:56:35 Gen_loss: 3.512 Dis_loss: 0.3367 Cls_loss: 0.8322 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:19:59 > Step: 122100 Progress: 61.1% Elapsed: 1 day, 14:58:19 Gen_loss: 2.982 Dis_loss: 0.2874 Cls_loss: 0.7795 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:21:32 > Step: 122200 Progress: 61.1% Elapsed: 1 day, 14:59:52 Gen_loss: 5.123 Dis_loss: 0.374 Cls_loss: 0.8342 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:23:06 > Step: 122300 Progress: 61.2% Elapsed: 1 day, 15:01:26 Gen_loss: 2.76 Dis_loss: 0.5038 Cls_loss: 0.877 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:24:39 > Step: 122400 Progress: 61.2% Elapsed: 1 day, 15:02:59 Gen_loss: 3.146 Dis_loss: 0.5463 Cls_loss: 0.774 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:26:23 > Step: 122500 Progress: 61.3% Elapsed: 1 day, 15:04:43 Gen_loss: 4.231 Dis_loss: 0.3713 Cls_loss: 0.7757 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:27:56 > Step: 122600 Progress: 61.3% Elapsed: 1 day, 15:06:16 Gen_loss: 1.328 Dis_loss: 1.195 Cls_loss: 1.114 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:29:29 > Step: 122700 Progress: 61.4% Elapsed: 1 day, 15:07:49 Gen_loss: 4.082 Dis_loss: 0.3803 Cls_loss: 0.8414 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:31:02 > Step: 122800 Progress: 61.4% Elapsed: 1 day, 15:09:22 Gen_loss: 5.43 Dis_loss: 0.9019 Cls_loss: 0.7985 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:32:46 > Step: 122900 Progress: 61.5% Elapsed: 1 day, 15:11:06 Gen_loss: 4.313 Dis_loss: 0.4302 Cls_loss: 0.7926 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:34:19 > Step: 123000 Progress: 61.5% Elapsed: 1 day, 15:12:39 Gen_loss: 3.21 Dis_loss: 0.4384 Cls_loss: 0.874 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:35:53 > Step: 123100 Progress: 61.6% Elapsed: 1 day, 15:14:13 Gen_loss: 3.637 Dis_loss: 0.3761 Cls_loss: 0.8542 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:37:25 > Step: 123200 Progress: 61.6% Elapsed: 1 day, 15:15:45 Gen_loss: 4.273 Dis_loss: 0.3613 Cls_loss: 0.7898 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:39:10 > Step: 123300 Progress: 61.7% Elapsed: 1 day, 15:17:30 Gen_loss: 3.481 Dis_loss: 0.4226 Cls_loss: 0.7879 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:40:42 > Step: 123400 Progress: 61.7% Elapsed: 1 day, 15:19:02 Gen_loss: 4.231 Dis_loss: 0.3734 Cls_loss: 0.8956 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:42:16 > Step: 123500 Progress: 61.8% Elapsed: 1 day, 15:20:36 Gen_loss: 4.086 Dis_loss: 0.4183 Cls_loss: 0.7804 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:43:49 > Step: 123600 Progress: 61.8% Elapsed: 1 day, 15:22:09 Gen_loss: 3.271 Dis_loss: 0.4948 Cls_loss: 0.799 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:45:33 > Step: 123700 Progress: 61.9% Elapsed: 1 day, 15:23:53 Gen_loss: 8.068 Dis_loss: 0.3447 Cls_loss: 0.7831 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:47:06 > Step: 123800 Progress: 61.9% Elapsed: 1 day, 15:25:26 Gen_loss: 4.003 Dis_loss: 0.4894 Cls_loss: 0.8397 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:48:39 > Step: 123900 Progress: 62.0% Elapsed: 1 day, 15:26:59 Gen_loss: 3.511 Dis_loss: 0.3663 Cls_loss: 0.8221 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:50:11 > Step: 124000 Progress: 62.0% Elapsed: 1 day, 15:28:31 Gen_loss: 3.175 Dis_loss: 0.6099 Cls_loss: 0.7895 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:51:57 > Step: 124100 Progress: 62.1% Elapsed: 1 day, 15:30:17 Gen_loss: 3.539 Dis_loss: 0.3242 Cls_loss: 0.8208 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:53:30 > Step: 124200 Progress: 62.1% Elapsed: 1 day, 15:31:50 Gen_loss: 3.139 Dis_loss: 0.4427 Cls_loss: 0.8064 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:55:03 > Step: 124300 Progress: 62.2% Elapsed: 1 day, 15:33:23 Gen_loss: 3.596 Dis_loss: 0.4958 Cls_loss: 0.811 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:56:36 > Step: 124400 Progress: 62.2% Elapsed: 1 day, 15:34:56 Gen_loss: 4.35 Dis_loss: 0.4407 Cls_loss: 0.816 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:58:21 > Step: 124500 Progress: 62.3% Elapsed: 1 day, 15:36:41 Gen_loss: 3.746 Dis_loss: 0.4063 Cls_loss: 0.7983 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:59:55 > Step: 124600 Progress: 62.3% Elapsed: 1 day, 15:38:15 Gen_loss: 4.182 Dis_loss: 0.3091 Cls_loss: 0.766 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:01:29 > Step: 124700 Progress: 62.4% Elapsed: 1 day, 15:39:49 Gen_loss: 4.002 Dis_loss: 0.3169 Cls_loss: 0.8041 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:03:03 > Step: 124800 Progress: 62.4% Elapsed: 1 day, 15:41:23 Gen_loss: 3.609 Dis_loss: 0.4683 Cls_loss: 0.8198 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:04:48 > Step: 124900 Progress: 62.5% Elapsed: 1 day, 15:43:08 Gen_loss: 3.056 Dis_loss: 0.4294 Cls_loss: 0.7959 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:06:21 > Step: 125000 Progress: 62.5% Elapsed: 1 day, 15:44:41 Gen_loss: 5.034 Dis_loss: 0.3868 Cls_loss: 0.7914 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:07:55 > Step: 125100 Progress: 62.5% Elapsed: 1 day, 15:46:15 Gen_loss: 1.146 Dis_loss: 0.5753 Cls_loss: 0.9322 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:09:40 > Step: 125200 Progress: 62.6% Elapsed: 1 day, 15:48:00 Gen_loss: 3.93 Dis_loss: 0.2503 Cls_loss: 0.78 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:11:13 > Step: 125300 Progress: 62.6% Elapsed: 1 day, 15:49:33 Gen_loss: 3.48 Dis_loss: 0.4272 Cls_loss: 0.781 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:12:46 > Step: 125400 Progress: 62.7% Elapsed: 1 day, 15:51:06 Gen_loss: 3.771 Dis_loss: 0.3313 Cls_loss: 0.7866 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:14:19 > Step: 125500 Progress: 62.7% Elapsed: 1 day, 15:52:39 Gen_loss: 3.217 Dis_loss: 0.4062 Cls_loss: 0.7999 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:16:04 > Step: 125600 Progress: 62.8% Elapsed: 1 day, 15:54:24 Gen_loss: 3.446 Dis_loss: 0.61 Cls_loss: 0.7819 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:17:37 > Step: 125700 Progress: 62.8% Elapsed: 1 day, 15:55:57 Gen_loss: 3.955 Dis_loss: 0.3702 Cls_loss: 0.7914 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:19:11 > Step: 125800 Progress: 62.9% Elapsed: 1 day, 15:57:30 Gen_loss: 4.971 Dis_loss: 0.5534 Cls_loss: 0.8462 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:20:44 > Step: 125900 Progress: 62.9% Elapsed: 1 day, 15:59:04 Gen_loss: 4.666 Dis_loss: 0.3428 Cls_loss: 0.8043 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:22:29 > Step: 126000 Progress: 63.0% Elapsed: 1 day, 16:00:49 Gen_loss: 4.119 Dis_loss: 0.4277 Cls_loss: 0.8123 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:24:03 > Step: 126100 Progress: 63.0% Elapsed: 1 day, 16:02:23 Gen_loss: 1.903 Dis_loss: 0.6899 Cls_loss: 0.8429 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:25:36 > Step: 126200 Progress: 63.1% Elapsed: 1 day, 16:03:56 Gen_loss: 3.097 Dis_loss: 0.4747 Cls_loss: 0.8187 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:27:11 > Step: 126300 Progress: 63.1% Elapsed: 1 day, 16:05:31 Gen_loss: 4.706 Dis_loss: 0.323 Cls_loss: 0.8997 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:28:56 > Step: 126400 Progress: 63.2% Elapsed: 1 day, 16:07:16 Gen_loss: 3.569 Dis_loss: 0.4163 Cls_loss: 0.8123 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:30:29 > Step: 126500 Progress: 63.2% Elapsed: 1 day, 16:08:49 Gen_loss: 4.419 Dis_loss: 0.5145 Cls_loss: 0.8034 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:32:03 > Step: 126600 Progress: 63.3% Elapsed: 1 day, 16:10:23 Gen_loss: 2.532 Dis_loss: 0.3177 Cls_loss: 0.8559 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:33:37 > Step: 126700 Progress: 63.3% Elapsed: 1 day, 16:11:57 Gen_loss: 4.907 Dis_loss: 0.4132 Cls_loss: 0.8224 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:35:21 > Step: 126800 Progress: 63.4% Elapsed: 1 day, 16:13:41 Gen_loss: 3.303 Dis_loss: 0.3248 Cls_loss: 0.7855 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:36:54 > Step: 126900 Progress: 63.4% Elapsed: 1 day, 16:15:14 Gen_loss: 2.546 Dis_loss: 0.4598 Cls_loss: 0.8406 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:38:28 > Step: 127000 Progress: 63.5% Elapsed: 1 day, 16:16:48 Gen_loss: 4.662 Dis_loss: 0.3412 Cls_loss: 0.8175 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:40:02 > Step: 127100 Progress: 63.5% Elapsed: 1 day, 16:18:22 Gen_loss: 2.969 Dis_loss: 0.428 Cls_loss: 0.8008 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:41:46 > Step: 127200 Progress: 63.6% Elapsed: 1 day, 16:20:06 Gen_loss: 3.866 Dis_loss: 0.3833 Cls_loss: 0.7744 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:43:20 > Step: 127300 Progress: 63.6% Elapsed: 1 day, 16:21:40 Gen_loss: 4.601 Dis_loss: 0.4812 Cls_loss: 0.8076 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:44:53 > Step: 127400 Progress: 63.7% Elapsed: 1 day, 16:23:13 Gen_loss: 5.499 Dis_loss: 0.4305 Cls_loss: 0.864 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:46:27 > Step: 127500 Progress: 63.7% Elapsed: 1 day, 16:24:47 Gen_loss: 2.239 Dis_loss: 0.5467 Cls_loss: 0.9477 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:48:11 > Step: 127600 Progress: 63.8% Elapsed: 1 day, 16:26:31 Gen_loss: 3.157 Dis_loss: 0.409 Cls_loss: 0.7757 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:49:45 > Step: 127700 Progress: 63.8% Elapsed: 1 day, 16:28:05 Gen_loss: 4.231 Dis_loss: 0.3255 Cls_loss: 0.7694 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:51:18 > Step: 127800 Progress: 63.9% Elapsed: 1 day, 16:29:38 Gen_loss: 3.657 Dis_loss: 0.6299 Cls_loss: 0.7737 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:52:52 > Step: 127900 Progress: 63.9% Elapsed: 1 day, 16:31:12 Gen_loss: 2.769 Dis_loss: 0.4361 Cls_loss: 0.7941 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:54:36 > Step: 128000 Progress: 64.0% Elapsed: 1 day, 16:32:56 Gen_loss: 3.674 Dis_loss: 0.4541 Cls_loss: 0.8405 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:56:10 > Step: 128100 Progress: 64.0% Elapsed: 1 day, 16:34:30 Gen_loss: 3.907 Dis_loss: 0.3526 Cls_loss: 0.7981 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:57:43 > Step: 128200 Progress: 64.1% Elapsed: 1 day, 16:36:03 Gen_loss: 4.296 Dis_loss: 0.4176 Cls_loss: 0.8445 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:59:16 > Step: 128300 Progress: 64.1% Elapsed: 1 day, 16:37:36 Gen_loss: 4.828 Dis_loss: 0.4764 Cls_loss: 0.8507 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:01:01 > Step: 128400 Progress: 64.2% Elapsed: 1 day, 16:39:21 Gen_loss: 4.378 Dis_loss: 0.4981 Cls_loss: 0.7812 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:02:34 > Step: 128500 Progress: 64.2% Elapsed: 1 day, 16:40:54 Gen_loss: 3.861 Dis_loss: 0.3101 Cls_loss: 0.7602 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:04:07 > Step: 128600 Progress: 64.3% Elapsed: 1 day, 16:42:27 Gen_loss: 2.24 Dis_loss: 0.5036 Cls_loss: 0.7755 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:05:41 > Step: 128700 Progress: 64.3% Elapsed: 1 day, 16:44:01 Gen_loss: 1.928 Dis_loss: 0.7702 Cls_loss: 0.7981 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:07:26 > Step: 128800 Progress: 64.4% Elapsed: 1 day, 16:45:46 Gen_loss: 1.944 Dis_loss: 0.6071 Cls_loss: 0.8214 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:09:00 > Step: 128900 Progress: 64.5% Elapsed: 1 day, 16:47:20 Gen_loss: 4.732 Dis_loss: 0.2909 Cls_loss: 0.7755 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:10:33 > Step: 129000 Progress: 64.5% Elapsed: 1 day, 16:48:53 Gen_loss: 3.236 Dis_loss: 0.3923 Cls_loss: 0.8201 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:12:19 > Step: 129100 Progress: 64.5% Elapsed: 1 day, 16:50:39 Gen_loss: 3.618 Dis_loss: 0.3637 Cls_loss: 0.9184 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:13:52 > Step: 129200 Progress: 64.6% Elapsed: 1 day, 16:52:12 Gen_loss: 5.408 Dis_loss: 0.4555 Cls_loss: 0.7974 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:15:25 > Step: 129300 Progress: 64.6% Elapsed: 1 day, 16:53:45 Gen_loss: 3.544 Dis_loss: 0.3056 Cls_loss: 0.8264 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:16:59 > Step: 129400 Progress: 64.7% Elapsed: 1 day, 16:55:19 Gen_loss: 3.406 Dis_loss: 0.4399 Cls_loss: 0.798 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:18:43 > Step: 129500 Progress: 64.8% Elapsed: 1 day, 16:57:03 Gen_loss: 3.423 Dis_loss: 0.4984 Cls_loss: 0.7828 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:20:17 > Step: 129600 Progress: 64.8% Elapsed: 1 day, 16:58:37 Gen_loss: 6.078 Dis_loss: 0.595 Cls_loss: 0.7991 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:21:50 > Step: 129700 Progress: 64.8% Elapsed: 1 day, 17:00:10 Gen_loss: 4.131 Dis_loss: 0.3118 Cls_loss: 0.7779 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:23:23 > Step: 129800 Progress: 64.9% Elapsed: 1 day, 17:01:43 Gen_loss: 1.995 Dis_loss: 0.3513 Cls_loss: 0.7937 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:25:08 > Step: 129900 Progress: 65.0% Elapsed: 1 day, 17:03:28 Gen_loss: 4.298 Dis_loss: 0.3083 Cls_loss: 0.7741 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:26:41 > Step: 130000 Progress: 65.0% Elapsed: 1 day, 17:05:01 Gen_loss: 3.408 Dis_loss: 0.6584 Cls_loss: 0.7903 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:26:42 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-18 06:26:42 > Save image canvas to save/figures/StyleGAN2-D2DCE-train-2021_10_16_13_21_26/generated_canvas_130000.png
[INFO] 2021-10-18 06:26:42 > Start Evaluation (130000 Step): StyleGAN2-D2DCE-train-2021_10_16_13_21_26
[INFO] 2021-10-18 06:26:42 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-18 06:32:15 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-18 06:37:57 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-18 06:59:26 > Inception score (Step: 130000, 50000 generated images): 10.156968116760254
[INFO] 2021-10-18 06:59:26 > FID score (Step: 130000, Using train moments): 3.8524458993771304
[INFO] 2021-10-18 06:59:26 > Improved Precision (Step: 130000, Using train images): 0.73252
[INFO] 2021-10-18 06:59:26 > Improved Recall (Step: 130000, Using train images): 0.6445
[INFO] 2021-10-18 06:59:26 > Density (Step: 130000, Using train images): 0.9751960000000001
[INFO] 2021-10-18 06:59:26 > Coverage (Step: 130000, Using train images): 0.8892
[INFO] 2021-10-18 06:59:26 > Best FID score (Step: 120000, Using train moments): 3.5934666539789077
[INFO] 2021-10-18 06:59:37 > Save model to save/checkpoints/StyleGAN2-D2DCE-train-2021_10_16_13_21_26
[INFO] 2021-10-18 07:01:08 > Step: 130100 Progress: 65.0% Elapsed: 1 day, 17:39:28 Gen_loss: 2.528 Dis_loss: 0.4856 Cls_loss: 0.877 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:02:41 > Step: 130200 Progress: 65.1% Elapsed: 1 day, 17:41:01 Gen_loss: 4.625 Dis_loss: 0.4329 Cls_loss: 0.779 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:04:34 > Step: 130300 Progress: 65.1% Elapsed: 1 day, 17:42:54 Gen_loss: 3.726 Dis_loss: 0.4138 Cls_loss: 0.8159 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:06:07 > Step: 130400 Progress: 65.2% Elapsed: 1 day, 17:44:27 Gen_loss: 4.261 Dis_loss: 0.3914 Cls_loss: 0.8021 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:07:40 > Step: 130500 Progress: 65.2% Elapsed: 1 day, 17:46:00 Gen_loss: 4.173 Dis_loss: 0.4464 Cls_loss: 0.8438 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:09:14 > Step: 130600 Progress: 65.3% Elapsed: 1 day, 17:47:34 Gen_loss: 3.467 Dis_loss: 0.3867 Cls_loss: 0.7955 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:10:59 > Step: 130700 Progress: 65.3% Elapsed: 1 day, 17:49:19 Gen_loss: 3.414 Dis_loss: 0.45 Cls_loss: 0.7747 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:12:32 > Step: 130800 Progress: 65.4% Elapsed: 1 day, 17:50:52 Gen_loss: 2.658 Dis_loss: 0.6054 Cls_loss: 0.8401 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:14:06 > Step: 130900 Progress: 65.5% Elapsed: 1 day, 17:52:26 Gen_loss: 4.412 Dis_loss: 0.5389 Cls_loss: 0.8263 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:15:38 > Step: 131000 Progress: 65.5% Elapsed: 1 day, 17:53:58 Gen_loss: 3.932 Dis_loss: 0.3283 Cls_loss: 0.8565 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:17:24 > Step: 131100 Progress: 65.5% Elapsed: 1 day, 17:55:44 Gen_loss: 4.384 Dis_loss: 0.3304 Cls_loss: 0.7927 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:18:58 > Step: 131200 Progress: 65.6% Elapsed: 1 day, 17:57:18 Gen_loss: 4.615 Dis_loss: 0.3386 Cls_loss: 0.7796 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:20:31 > Step: 131300 Progress: 65.6% Elapsed: 1 day, 17:58:51 Gen_loss: 3.546 Dis_loss: 0.3116 Cls_loss: 0.7713 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:22:04 > Step: 131400 Progress: 65.7% Elapsed: 1 day, 18:00:24 Gen_loss: 6.013 Dis_loss: 0.3377 Cls_loss: 0.8876 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:23:49 > Step: 131500 Progress: 65.8% Elapsed: 1 day, 18:02:09 Gen_loss: 4.74 Dis_loss: 0.3958 Cls_loss: 0.844 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:25:23 > Step: 131600 Progress: 65.8% Elapsed: 1 day, 18:03:43 Gen_loss: 5.875 Dis_loss: 0.4693 Cls_loss: 0.7832 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:26:57 > Step: 131700 Progress: 65.8% Elapsed: 1 day, 18:05:17 Gen_loss: 3.989 Dis_loss: 0.4774 Cls_loss: 0.7856 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:28:30 > Step: 131800 Progress: 65.9% Elapsed: 1 day, 18:06:50 Gen_loss: 2.222 Dis_loss: 0.5108 Cls_loss: 0.8735 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:30:14 > Step: 131900 Progress: 66.0% Elapsed: 1 day, 18:08:34 Gen_loss: 4.054 Dis_loss: 0.4053 Cls_loss: 0.8389 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:31:48 > Step: 132000 Progress: 66.0% Elapsed: 1 day, 18:10:08 Gen_loss: 3.956 Dis_loss: 0.414 Cls_loss: 0.7759 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:33:21 > Step: 132100 Progress: 66.0% Elapsed: 1 day, 18:11:41 Gen_loss: 3.148 Dis_loss: 0.4281 Cls_loss: 0.7969 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:34:55 > Step: 132200 Progress: 66.1% Elapsed: 1 day, 18:13:15 Gen_loss: 3.483 Dis_loss: 0.3602 Cls_loss: 0.7924 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:36:40 > Step: 132300 Progress: 66.1% Elapsed: 1 day, 18:15:00 Gen_loss: 4.048 Dis_loss: 0.3263 Cls_loss: 0.7844 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:38:14 > Step: 132400 Progress: 66.2% Elapsed: 1 day, 18:16:34 Gen_loss: 5.354 Dis_loss: 0.5458 Cls_loss: 0.7876 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:39:47 > Step: 132500 Progress: 66.2% Elapsed: 1 day, 18:18:07 Gen_loss: 3.63 Dis_loss: 0.3377 Cls_loss: 0.7931 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:41:21 > Step: 132600 Progress: 66.3% Elapsed: 1 day, 18:19:41 Gen_loss: 2.973 Dis_loss: 0.3252 Cls_loss: 0.8126 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:43:06 > Step: 132700 Progress: 66.3% Elapsed: 1 day, 18:21:26 Gen_loss: 3.727 Dis_loss: 0.5408 Cls_loss: 0.7891 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:44:39 > Step: 132800 Progress: 66.4% Elapsed: 1 day, 18:22:59 Gen_loss: 3.222 Dis_loss: 0.4052 Cls_loss: 0.822 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:46:13 > Step: 132900 Progress: 66.5% Elapsed: 1 day, 18:24:33 Gen_loss: 3.647 Dis_loss: 0.3752 Cls_loss: 0.8592 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:47:58 > Step: 133000 Progress: 66.5% Elapsed: 1 day, 18:26:18 Gen_loss: 5.441 Dis_loss: 0.4145 Cls_loss: 0.7906 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:49:31 > Step: 133100 Progress: 66.5% Elapsed: 1 day, 18:27:51 Gen_loss: 4.627 Dis_loss: 0.3324 Cls_loss: 0.7993 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:51:04 > Step: 133200 Progress: 66.6% Elapsed: 1 day, 18:29:24 Gen_loss: 4.515 Dis_loss: 0.3859 Cls_loss: 0.8321 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:52:37 > Step: 133300 Progress: 66.6% Elapsed: 1 day, 18:30:57 Gen_loss: 4.674 Dis_loss: 0.3153 Cls_loss: 0.8251 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:54:22 > Step: 133400 Progress: 66.7% Elapsed: 1 day, 18:32:42 Gen_loss: 5.262 Dis_loss: 0.4168 Cls_loss: 0.7933 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:55:55 > Step: 133500 Progress: 66.8% Elapsed: 1 day, 18:34:15 Gen_loss: 3.988 Dis_loss: 0.3054 Cls_loss: 0.8134 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:57:29 > Step: 133600 Progress: 66.8% Elapsed: 1 day, 18:35:48 Gen_loss: 2.309 Dis_loss: 0.3921 Cls_loss: 0.8452 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:59:02 > Step: 133700 Progress: 66.8% Elapsed: 1 day, 18:37:22 Gen_loss: 2.731 Dis_loss: 0.3588 Cls_loss: 0.8736 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:00:46 > Step: 133800 Progress: 66.9% Elapsed: 1 day, 18:39:06 Gen_loss: 4.481 Dis_loss: 0.3097 Cls_loss: 0.8318 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:02:20 > Step: 133900 Progress: 67.0% Elapsed: 1 day, 18:40:40 Gen_loss: 4.229 Dis_loss: 0.4148 Cls_loss: 0.8208 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:03:54 > Step: 134000 Progress: 67.0% Elapsed: 1 day, 18:42:14 Gen_loss: 4.877 Dis_loss: 0.3794 Cls_loss: 0.7803 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:05:27 > Step: 134100 Progress: 67.0% Elapsed: 1 day, 18:43:47 Gen_loss: 4.829 Dis_loss: 0.4108 Cls_loss: 0.8061 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:07:12 > Step: 134200 Progress: 67.1% Elapsed: 1 day, 18:45:32 Gen_loss: 3.478 Dis_loss: 0.4674 Cls_loss: 0.7703 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:08:46 > Step: 134300 Progress: 67.2% Elapsed: 1 day, 18:47:06 Gen_loss: 3.228 Dis_loss: 0.3776 Cls_loss: 0.8324 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:10:19 > Step: 134400 Progress: 67.2% Elapsed: 1 day, 18:48:39 Gen_loss: 2.429 Dis_loss: 0.7209 Cls_loss: 0.828 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:11:52 > Step: 134500 Progress: 67.2% Elapsed: 1 day, 18:50:12 Gen_loss: 5.148 Dis_loss: 0.53 Cls_loss: 0.7872 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:13:36 > Step: 134600 Progress: 67.3% Elapsed: 1 day, 18:51:56 Gen_loss: 2.851 Dis_loss: 0.3234 Cls_loss: 0.7751 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:15:10 > Step: 134700 Progress: 67.3% Elapsed: 1 day, 18:53:30 Gen_loss: 3.621 Dis_loss: 0.4109 Cls_loss: 0.8166 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:16:43 > Step: 134800 Progress: 67.4% Elapsed: 1 day, 18:55:03 Gen_loss: 3.643 Dis_loss: 0.5561 Cls_loss: 0.8044 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:18:16 > Step: 134900 Progress: 67.5% Elapsed: 1 day, 18:56:36 Gen_loss: 3.682 Dis_loss: 0.3288 Cls_loss: 0.7721 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:20:01 > Step: 135000 Progress: 67.5% Elapsed: 1 day, 18:58:21 Gen_loss: 3.222 Dis_loss: 0.3598 Cls_loss: 0.7961 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:21:35 > Step: 135100 Progress: 67.5% Elapsed: 1 day, 18:59:55 Gen_loss: 4.487 Dis_loss: 0.3565 Cls_loss: 0.8132 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:23:08 > Step: 135200 Progress: 67.6% Elapsed: 1 day, 19:01:28 Gen_loss: 4.775 Dis_loss: 0.3014 Cls_loss: 0.7972 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:24:41 > Step: 135300 Progress: 67.7% Elapsed: 1 day, 19:03:01 Gen_loss: 3.873 Dis_loss: 0.3587 Cls_loss: 0.7861 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:26:25 > Step: 135400 Progress: 67.7% Elapsed: 1 day, 19:04:45 Gen_loss: 4.028 Dis_loss: 0.3584 Cls_loss: 0.765 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:27:59 > Step: 135500 Progress: 67.8% Elapsed: 1 day, 19:06:19 Gen_loss: 4.849 Dis_loss: 0.3589 Cls_loss: 0.7973 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:29:32 > Step: 135600 Progress: 67.8% Elapsed: 1 day, 19:07:52 Gen_loss: 4.454 Dis_loss: 0.3855 Cls_loss: 0.7828 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:31:06 > Step: 135700 Progress: 67.8% Elapsed: 1 day, 19:09:26 Gen_loss: 4.749 Dis_loss: 0.3965 Cls_loss: 0.7708 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:32:50 > Step: 135800 Progress: 67.9% Elapsed: 1 day, 19:11:10 Gen_loss: 3.147 Dis_loss: 0.6318 Cls_loss: 0.8073 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:34:23 > Step: 135900 Progress: 68.0% Elapsed: 1 day, 19:12:43 Gen_loss: 4.957 Dis_loss: 0.3615 Cls_loss: 0.9015 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:35:56 > Step: 136000 Progress: 68.0% Elapsed: 1 day, 19:14:16 Gen_loss: 3.61 Dis_loss: 0.3913 Cls_loss: 0.7922 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:37:30 > Step: 136100 Progress: 68.0% Elapsed: 1 day, 19:15:50 Gen_loss: 4.52 Dis_loss: 0.3401 Cls_loss: 0.7858 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:39:14 > Step: 136200 Progress: 68.1% Elapsed: 1 day, 19:17:34 Gen_loss: 3.326 Dis_loss: 0.3785 Cls_loss: 0.7922 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:40:47 > Step: 136300 Progress: 68.2% Elapsed: 1 day, 19:19:07 Gen_loss: 4.233 Dis_loss: 0.3964 Cls_loss: 0.7886 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:42:22 > Step: 136400 Progress: 68.2% Elapsed: 1 day, 19:20:42 Gen_loss: 2.545 Dis_loss: 0.5673 Cls_loss: 0.9884 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:43:56 > Step: 136500 Progress: 68.2% Elapsed: 1 day, 19:22:16 Gen_loss: 4.276 Dis_loss: 0.3576 Cls_loss: 0.7946 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:45:42 > Step: 136600 Progress: 68.3% Elapsed: 1 day, 19:24:02 Gen_loss: 3.421 Dis_loss: 0.3754 Cls_loss: 0.7913 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:47:15 > Step: 136700 Progress: 68.3% Elapsed: 1 day, 19:25:35 Gen_loss: 4.846 Dis_loss: 0.5177 Cls_loss: 0.7716 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:48:48 > Step: 136800 Progress: 68.4% Elapsed: 1 day, 19:27:08 Gen_loss: 4.659 Dis_loss: 0.4384 Cls_loss: 0.7944 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:50:34 > Step: 136900 Progress: 68.5% Elapsed: 1 day, 19:28:54 Gen_loss: 4.001 Dis_loss: 0.432 Cls_loss: 0.794 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:52:09 > Step: 137000 Progress: 68.5% Elapsed: 1 day, 19:30:29 Gen_loss: 7.155 Dis_loss: 0.5612 Cls_loss: 0.8183 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:53:47 > Step: 137100 Progress: 68.5% Elapsed: 1 day, 19:32:07 Gen_loss: 1.561 Dis_loss: 1.115 Cls_loss: 0.9541 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:55:20 > Step: 137200 Progress: 68.6% Elapsed: 1 day, 19:33:40 Gen_loss: 4.589 Dis_loss: 0.4567 Cls_loss: 0.8278 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:57:05 > Step: 137300 Progress: 68.7% Elapsed: 1 day, 19:35:25 Gen_loss: 4.38 Dis_loss: 0.3582 Cls_loss: 0.8208 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:58:38 > Step: 137400 Progress: 68.7% Elapsed: 1 day, 19:36:58 Gen_loss: 2.977 Dis_loss: 0.5964 Cls_loss: 0.8081 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:00:11 > Step: 137500 Progress: 68.8% Elapsed: 1 day, 19:38:31 Gen_loss: 2.978 Dis_loss: 0.3778 Cls_loss: 0.782 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:01:45 > Step: 137600 Progress: 68.8% Elapsed: 1 day, 19:40:05 Gen_loss: 3.359 Dis_loss: 0.3859 Cls_loss: 0.7801 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:03:30 > Step: 137700 Progress: 68.8% Elapsed: 1 day, 19:41:50 Gen_loss: 4.324 Dis_loss: 0.3264 Cls_loss: 0.7713 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:05:03 > Step: 137800 Progress: 68.9% Elapsed: 1 day, 19:43:23 Gen_loss: 3.083 Dis_loss: 0.5155 Cls_loss: 0.8521 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:06:38 > Step: 137900 Progress: 69.0% Elapsed: 1 day, 19:44:58 Gen_loss: 3.644 Dis_loss: 0.5006 Cls_loss: 0.8053 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:08:11 > Step: 138000 Progress: 69.0% Elapsed: 1 day, 19:46:31 Gen_loss: 4.255 Dis_loss: 0.4139 Cls_loss: 0.8084 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:09:56 > Step: 138100 Progress: 69.0% Elapsed: 1 day, 19:48:16 Gen_loss: 3.321 Dis_loss: 0.3791 Cls_loss: 0.7784 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:11:30 > Step: 138200 Progress: 69.1% Elapsed: 1 day, 19:49:50 Gen_loss: 3.818 Dis_loss: 0.2962 Cls_loss: 0.812 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:13:03 > Step: 138300 Progress: 69.2% Elapsed: 1 day, 19:51:23 Gen_loss: 2.419 Dis_loss: 0.3671 Cls_loss: 0.9711 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:14:36 > Step: 138400 Progress: 69.2% Elapsed: 1 day, 19:52:56 Gen_loss: 5.062 Dis_loss: 0.4947 Cls_loss: 0.8143 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:16:21 > Step: 138500 Progress: 69.2% Elapsed: 1 day, 19:54:41 Gen_loss: 3.577 Dis_loss: 0.3955 Cls_loss: 0.7771 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:17:54 > Step: 138600 Progress: 69.3% Elapsed: 1 day, 19:56:14 Gen_loss: 3.853 Dis_loss: 0.4568 Cls_loss: 0.8233 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:19:28 > Step: 138700 Progress: 69.3% Elapsed: 1 day, 19:57:48 Gen_loss: 3.701 Dis_loss: 0.3086 Cls_loss: 0.8122 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:21:01 > Step: 138800 Progress: 69.4% Elapsed: 1 day, 19:59:21 Gen_loss: 5.168 Dis_loss: 0.3655 Cls_loss: 0.8328 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:22:46 > Step: 138900 Progress: 69.5% Elapsed: 1 day, 20:01:06 Gen_loss: 4.668 Dis_loss: 0.3625 Cls_loss: 0.778 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:24:19 > Step: 139000 Progress: 69.5% Elapsed: 1 day, 20:02:39 Gen_loss: 4.319 Dis_loss: 0.3784 Cls_loss: 0.8323 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:25:53 > Step: 139100 Progress: 69.5% Elapsed: 1 day, 20:04:13 Gen_loss: 3.836 Dis_loss: 0.2716 Cls_loss: 0.7835 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:27:26 > Step: 139200 Progress: 69.6% Elapsed: 1 day, 20:05:46 Gen_loss: 5.137 Dis_loss: 0.4658 Cls_loss: 0.7686 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:29:10 > Step: 139300 Progress: 69.7% Elapsed: 1 day, 20:07:30 Gen_loss: 4.346 Dis_loss: 0.3499 Cls_loss: 0.7852 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:30:43 > Step: 139400 Progress: 69.7% Elapsed: 1 day, 20:09:03 Gen_loss: 5.286 Dis_loss: 0.2887 Cls_loss: 0.848 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:32:16 > Step: 139500 Progress: 69.8% Elapsed: 1 day, 20:10:36 Gen_loss: 2.787 Dis_loss: 0.4568 Cls_loss: 0.8712 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:33:49 > Step: 139600 Progress: 69.8% Elapsed: 1 day, 20:12:09 Gen_loss: 3.718 Dis_loss: 0.4082 Cls_loss: 0.8042 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:35:34 > Step: 139700 Progress: 69.8% Elapsed: 1 day, 20:13:54 Gen_loss: 3.97 Dis_loss: 0.3578 Cls_loss: 0.8289 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:37:15 > Step: 139800 Progress: 69.9% Elapsed: 1 day, 20:15:35 Gen_loss: 4.249 Dis_loss: 0.3333 Cls_loss: 0.768 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:39:00 > Step: 139900 Progress: 70.0% Elapsed: 1 day, 20:17:20 Gen_loss: 4.151 Dis_loss: 0.5761 Cls_loss: 0.8074 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:40:39 > Step: 140000 Progress: 70.0% Elapsed: 1 day, 20:18:59 Gen_loss: 4.98 Dis_loss: 0.267 Cls_loss: 0.7863 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:40:50 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-18 09:40:55 > Save image canvas to save/figures/StyleGAN2-D2DCE-train-2021_10_16_13_21_26/generated_canvas_140000.png
[INFO] 2021-10-18 09:40:55 > Start Evaluation (140000 Step): StyleGAN2-D2DCE-train-2021_10_16_13_21_26
[INFO] 2021-10-18 09:40:55 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-18 09:46:27 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-18 09:52:07 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-18 10:11:31 > Inception score (Step: 140000, 50000 generated images): 10.209177017211914
[INFO] 2021-10-18 10:11:31 > FID score (Step: 140000, Using train moments): 3.7281221351828435
[INFO] 2021-10-18 10:11:31 > Improved Precision (Step: 140000, Using train images): 0.73294
[INFO] 2021-10-18 10:11:31 > Improved Recall (Step: 140000, Using train images): 0.6448
[INFO] 2021-10-18 10:11:31 > Density (Step: 140000, Using train images): 0.980048
[INFO] 2021-10-18 10:11:31 > Coverage (Step: 140000, Using train images): 0.8944
[INFO] 2021-10-18 10:11:31 > Best FID score (Step: 120000, Using train moments): 3.5934666539789077
[INFO] 2021-10-18 10:11:45 > Save model to save/checkpoints/StyleGAN2-D2DCE-train-2021_10_16_13_21_26
[INFO] 2021-10-18 10:13:37 > Step: 140100 Progress: 70.0% Elapsed: 1 day, 20:51:57 Gen_loss: 3.058 Dis_loss: 0.4512 Cls_loss: 0.7874 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:15:10 > Step: 140200 Progress: 70.1% Elapsed: 1 day, 20:53:30 Gen_loss: 3.541 Dis_loss: 0.3921 Cls_loss: 0.7871 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:16:49 > Step: 140300 Progress: 70.2% Elapsed: 1 day, 20:55:09 Gen_loss: 4.898 Dis_loss: 0.3505 Cls_loss: 0.8143 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:18:23 > Step: 140400 Progress: 70.2% Elapsed: 1 day, 20:56:43 Gen_loss: 3.862 Dis_loss: 0.4016 Cls_loss: 0.9075 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:20:08 > Step: 140500 Progress: 70.2% Elapsed: 1 day, 20:58:28 Gen_loss: 5.119 Dis_loss: 0.3969 Cls_loss: 0.7724 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:21:41 > Step: 140600 Progress: 70.3% Elapsed: 1 day, 21:00:01 Gen_loss: 3.33 Dis_loss: 0.3556 Cls_loss: 0.7853 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:23:15 > Step: 140700 Progress: 70.3% Elapsed: 1 day, 21:01:35 Gen_loss: 3.677 Dis_loss: 0.4663 Cls_loss: 0.7909 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:24:59 > Step: 140800 Progress: 70.4% Elapsed: 1 day, 21:03:19 Gen_loss: 5.02 Dis_loss: 0.4353 Cls_loss: 0.7747 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:26:33 > Step: 140900 Progress: 70.5% Elapsed: 1 day, 21:04:53 Gen_loss: 4.563 Dis_loss: 0.4405 Cls_loss: 0.7664 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:28:06 > Step: 141000 Progress: 70.5% Elapsed: 1 day, 21:06:26 Gen_loss: 6.31 Dis_loss: 1.195 Cls_loss: 0.869 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:29:39 > Step: 141100 Progress: 70.5% Elapsed: 1 day, 21:07:59 Gen_loss: 3.993 Dis_loss: 0.4083 Cls_loss: 0.7726 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:31:25 > Step: 141200 Progress: 70.6% Elapsed: 1 day, 21:09:45 Gen_loss: 3.734 Dis_loss: 0.3304 Cls_loss: 0.7756 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:32:59 > Step: 141300 Progress: 70.7% Elapsed: 1 day, 21:11:19 Gen_loss: 4.977 Dis_loss: 0.5857 Cls_loss: 0.7837 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:34:32 > Step: 141400 Progress: 70.7% Elapsed: 1 day, 21:12:52 Gen_loss: 3.511 Dis_loss: 0.3056 Cls_loss: 0.8367 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:36:06 > Step: 141500 Progress: 70.8% Elapsed: 1 day, 21:14:26 Gen_loss: 4.811 Dis_loss: 0.46 Cls_loss: 0.9084 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:37:54 > Step: 141600 Progress: 70.8% Elapsed: 1 day, 21:16:14 Gen_loss: 4.953 Dis_loss: 0.265 Cls_loss: 0.787 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:39:28 > Step: 141700 Progress: 70.9% Elapsed: 1 day, 21:17:48 Gen_loss: 4.59 Dis_loss: 0.3494 Cls_loss: 0.821 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:41:07 > Step: 141800 Progress: 70.9% Elapsed: 1 day, 21:19:27 Gen_loss: 4.286 Dis_loss: 0.3178 Cls_loss: 0.7946 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:42:45 > Step: 141900 Progress: 71.0% Elapsed: 1 day, 21:21:05 Gen_loss: 4.519 Dis_loss: 0.3109 Cls_loss: 0.7956 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:44:37 > Step: 142000 Progress: 71.0% Elapsed: 1 day, 21:22:57 Gen_loss: 4.242 Dis_loss: 0.3674 Cls_loss: 0.8003 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:46:15 > Step: 142100 Progress: 71.0% Elapsed: 1 day, 21:24:35 Gen_loss: 3.938 Dis_loss: 0.2857 Cls_loss: 0.7769 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:47:52 > Step: 142200 Progress: 71.1% Elapsed: 1 day, 21:26:12 Gen_loss: 4.169 Dis_loss: 0.2934 Cls_loss: 0.7763 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:49:26 > Step: 142300 Progress: 71.2% Elapsed: 1 day, 21:27:46 Gen_loss: 3.123 Dis_loss: 0.3713 Cls_loss: 0.8882 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:51:11 > Step: 142400 Progress: 71.2% Elapsed: 1 day, 21:29:31 Gen_loss: 5.055 Dis_loss: 0.3448 Cls_loss: 0.7943 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:52:45 > Step: 142500 Progress: 71.2% Elapsed: 1 day, 21:31:05 Gen_loss: 3.205 Dis_loss: 0.3744 Cls_loss: 0.7789 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:54:19 > Step: 142600 Progress: 71.3% Elapsed: 1 day, 21:32:39 Gen_loss: 3.594 Dis_loss: 0.3216 Cls_loss: 0.8554 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:55:52 > Step: 142700 Progress: 71.4% Elapsed: 1 day, 21:34:12 Gen_loss: 3.47 Dis_loss: 0.3665 Cls_loss: 0.7986 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:57:37 > Step: 142800 Progress: 71.4% Elapsed: 1 day, 21:35:57 Gen_loss: 4.141 Dis_loss: 0.3983 Cls_loss: 0.7863 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:59:10 > Step: 142900 Progress: 71.5% Elapsed: 1 day, 21:37:30 Gen_loss: 4.057 Dis_loss: 0.3578 Cls_loss: 0.8356 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:00:48 > Step: 143000 Progress: 71.5% Elapsed: 1 day, 21:39:08 Gen_loss: 3.682 Dis_loss: 0.3583 Cls_loss: 0.8935 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:02:26 > Step: 143100 Progress: 71.5% Elapsed: 1 day, 21:40:46 Gen_loss: 2.891 Dis_loss: 0.325 Cls_loss: 0.793 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:04:11 > Step: 143200 Progress: 71.6% Elapsed: 1 day, 21:42:31 Gen_loss: 5.92 Dis_loss: 0.4104 Cls_loss: 0.8021 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:05:45 > Step: 143300 Progress: 71.7% Elapsed: 1 day, 21:44:05 Gen_loss: 4.981 Dis_loss: 0.3084 Cls_loss: 0.8077 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:07:19 > Step: 143400 Progress: 71.7% Elapsed: 1 day, 21:45:39 Gen_loss: 3.523 Dis_loss: 0.4446 Cls_loss: 0.8305 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:08:52 > Step: 143500 Progress: 71.8% Elapsed: 1 day, 21:47:12 Gen_loss: 4.443 Dis_loss: 0.2926 Cls_loss: 0.794 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:10:38 > Step: 143600 Progress: 71.8% Elapsed: 1 day, 21:48:58 Gen_loss: 4.129 Dis_loss: 0.4449 Cls_loss: 0.7864 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:12:11 > Step: 143700 Progress: 71.9% Elapsed: 1 day, 21:50:31 Gen_loss: 3.409 Dis_loss: 0.491 Cls_loss: 0.7797 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:13:44 > Step: 143800 Progress: 71.9% Elapsed: 1 day, 21:52:04 Gen_loss: 2.345 Dis_loss: 0.9561 Cls_loss: 0.7649 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:15:18 > Step: 143900 Progress: 72.0% Elapsed: 1 day, 21:53:38 Gen_loss: 4.907 Dis_loss: 0.3262 Cls_loss: 0.8114 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:17:02 > Step: 144000 Progress: 72.0% Elapsed: 1 day, 21:55:22 Gen_loss: 4.786 Dis_loss: 0.4628 Cls_loss: 0.8319 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:18:36 > Step: 144100 Progress: 72.0% Elapsed: 1 day, 21:56:56 Gen_loss: 4.615 Dis_loss: 0.3555 Cls_loss: 0.806 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:20:09 > Step: 144200 Progress: 72.1% Elapsed: 1 day, 21:58:29 Gen_loss: 4.026 Dis_loss: 0.3355 Cls_loss: 0.8512 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:21:42 > Step: 144300 Progress: 72.2% Elapsed: 1 day, 22:00:02 Gen_loss: 5.243 Dis_loss: 0.4655 Cls_loss: 0.7848 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:23:27 > Step: 144400 Progress: 72.2% Elapsed: 1 day, 22:01:47 Gen_loss: 3.054 Dis_loss: 0.4068 Cls_loss: 0.7928 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:25:00 > Step: 144500 Progress: 72.2% Elapsed: 1 day, 22:03:20 Gen_loss: 3.384 Dis_loss: 0.3911 Cls_loss: 0.7922 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:26:33 > Step: 144600 Progress: 72.3% Elapsed: 1 day, 22:04:53 Gen_loss: 4.818 Dis_loss: 0.4515 Cls_loss: 0.8256 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:28:18 > Step: 144700 Progress: 72.4% Elapsed: 1 day, 22:06:38 Gen_loss: 3.756 Dis_loss: 0.3843 Cls_loss: 0.7858 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:29:51 > Step: 144800 Progress: 72.4% Elapsed: 1 day, 22:08:11 Gen_loss: 5.124 Dis_loss: 0.3695 Cls_loss: 0.9504 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:31:25 > Step: 144900 Progress: 72.5% Elapsed: 1 day, 22:09:45 Gen_loss: 3.58 Dis_loss: 0.3727 Cls_loss: 0.7943 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:32:58 > Step: 145000 Progress: 72.5% Elapsed: 1 day, 22:11:18 Gen_loss: 3.732 Dis_loss: 0.3223 Cls_loss: 0.8459 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:34:43 > Step: 145100 Progress: 72.5% Elapsed: 1 day, 22:13:03 Gen_loss: 5.125 Dis_loss: 0.7395 Cls_loss: 0.8486 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:36:16 > Step: 145200 Progress: 72.6% Elapsed: 1 day, 22:14:36 Gen_loss: 4.01 Dis_loss: 0.2535 Cls_loss: 0.7903 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:37:50 > Step: 145300 Progress: 72.7% Elapsed: 1 day, 22:16:10 Gen_loss: 4.492 Dis_loss: 0.3816 Cls_loss: 0.7767 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:39:23 > Step: 145400 Progress: 72.7% Elapsed: 1 day, 22:17:43 Gen_loss: 3.94 Dis_loss: 0.3288 Cls_loss: 0.8271 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:41:08 > Step: 145500 Progress: 72.8% Elapsed: 1 day, 22:19:28 Gen_loss: 3.682 Dis_loss: 0.3433 Cls_loss: 0.8761 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:42:41 > Step: 145600 Progress: 72.8% Elapsed: 1 day, 22:21:01 Gen_loss: 4.525 Dis_loss: 0.3435 Cls_loss: 0.7924 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:44:15 > Step: 145700 Progress: 72.9% Elapsed: 1 day, 22:22:35 Gen_loss: 1.466 Dis_loss: 0.9553 Cls_loss: 0.9868 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:45:48 > Step: 145800 Progress: 72.9% Elapsed: 1 day, 22:24:08 Gen_loss: 3.703 Dis_loss: 0.3911 Cls_loss: 0.782 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:47:34 > Step: 145900 Progress: 73.0% Elapsed: 1 day, 22:25:54 Gen_loss: 4.736 Dis_loss: 0.5935 Cls_loss: 0.7916 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:49:07 > Step: 146000 Progress: 73.0% Elapsed: 1 day, 22:27:27 Gen_loss: 6.471 Dis_loss: 0.4753 Cls_loss: 0.8321 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:50:41 > Step: 146100 Progress: 73.0% Elapsed: 1 day, 22:29:01 Gen_loss: 5.045 Dis_loss: 0.5308 Cls_loss: 0.7848 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:52:14 > Step: 146200 Progress: 73.1% Elapsed: 1 day, 22:30:34 Gen_loss: 4.332 Dis_loss: 0.393 Cls_loss: 0.7732 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:53:59 > Step: 146300 Progress: 73.2% Elapsed: 1 day, 22:32:19 Gen_loss: 3.481 Dis_loss: 0.5791 Cls_loss: 0.8326 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:55:32 > Step: 146400 Progress: 73.2% Elapsed: 1 day, 22:33:52 Gen_loss: 3.775 Dis_loss: 0.2419 Cls_loss: 0.771 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:57:06 > Step: 146500 Progress: 73.2% Elapsed: 1 day, 22:35:26 Gen_loss: 4.41 Dis_loss: 0.3549 Cls_loss: 0.8328 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:58:39 > Step: 146600 Progress: 73.3% Elapsed: 1 day, 22:36:59 Gen_loss: 4.137 Dis_loss: 0.2692 Cls_loss: 0.7824 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:00:25 > Step: 146700 Progress: 73.4% Elapsed: 1 day, 22:38:45 Gen_loss: 4.307 Dis_loss: 0.3299 Cls_loss: 0.8088 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:01:58 > Step: 146800 Progress: 73.4% Elapsed: 1 day, 22:40:18 Gen_loss: 4.02 Dis_loss: 0.421 Cls_loss: 0.81 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:03:31 > Step: 146900 Progress: 73.5% Elapsed: 1 day, 22:41:51 Gen_loss: 3.477 Dis_loss: 0.3519 Cls_loss: 0.7758 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:05:05 > Step: 147000 Progress: 73.5% Elapsed: 1 day, 22:43:25 Gen_loss: 2.946 Dis_loss: 0.4711 Cls_loss: 0.8365 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:06:49 > Step: 147100 Progress: 73.6% Elapsed: 1 day, 22:45:09 Gen_loss: 4.823 Dis_loss: 0.3958 Cls_loss: 0.8325 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:08:22 > Step: 147200 Progress: 73.6% Elapsed: 1 day, 22:46:42 Gen_loss: 4.394 Dis_loss: 0.3289 Cls_loss: 0.7849 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:09:56 > Step: 147300 Progress: 73.7% Elapsed: 1 day, 22:48:16 Gen_loss: 4.454 Dis_loss: 0.3326 Cls_loss: 0.7885 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:11:29 > Step: 147400 Progress: 73.7% Elapsed: 1 day, 22:49:49 Gen_loss: 5.92 Dis_loss: 0.3662 Cls_loss: 0.7714 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:13:14 > Step: 147500 Progress: 73.8% Elapsed: 1 day, 22:51:34 Gen_loss: 3.839 Dis_loss: 0.3848 Cls_loss: 0.8617 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:14:47 > Step: 147600 Progress: 73.8% Elapsed: 1 day, 22:53:07 Gen_loss: 5.066 Dis_loss: 0.3663 Cls_loss: 0.7845 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:16:21 > Step: 147700 Progress: 73.9% Elapsed: 1 day, 22:54:41 Gen_loss: 4.019 Dis_loss: 0.3294 Cls_loss: 0.7849 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:17:55 > Step: 147800 Progress: 73.9% Elapsed: 1 day, 22:56:15 Gen_loss: 3.907 Dis_loss: 0.3277 Cls_loss: 0.8273 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:19:40 > Step: 147900 Progress: 74.0% Elapsed: 1 day, 22:58:00 Gen_loss: 4.967 Dis_loss: 0.3396 Cls_loss: 0.7845 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:21:13 > Step: 148000 Progress: 74.0% Elapsed: 1 day, 22:59:33 Gen_loss: 5.085 Dis_loss: 0.2918 Cls_loss: 0.7671 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:22:46 > Step: 148100 Progress: 74.1% Elapsed: 1 day, 23:01:06 Gen_loss: 2.446 Dis_loss: 0.5088 Cls_loss: 0.8209 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:24:19 > Step: 148200 Progress: 74.1% Elapsed: 1 day, 23:02:39 Gen_loss: 4.822 Dis_loss: 0.3199 Cls_loss: 0.7914 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:26:05 > Step: 148300 Progress: 74.2% Elapsed: 1 day, 23:04:25 Gen_loss: 3.528 Dis_loss: 0.3306 Cls_loss: 0.7787 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:27:39 > Step: 148400 Progress: 74.2% Elapsed: 1 day, 23:05:59 Gen_loss: 6.718 Dis_loss: 0.3575 Cls_loss: 0.7856 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:29:13 > Step: 148500 Progress: 74.2% Elapsed: 1 day, 23:07:33 Gen_loss: 4.339 Dis_loss: 0.3497 Cls_loss: 0.801 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:30:58 > Step: 148600 Progress: 74.3% Elapsed: 1 day, 23:09:18 Gen_loss: 5.103 Dis_loss: 0.3741 Cls_loss: 0.7782 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:32:31 > Step: 148700 Progress: 74.4% Elapsed: 1 day, 23:10:51 Gen_loss: 3.1 Dis_loss: 0.3354 Cls_loss: 0.823 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:34:05 > Step: 148800 Progress: 74.4% Elapsed: 1 day, 23:12:25 Gen_loss: 4.277 Dis_loss: 0.3282 Cls_loss: 0.8103 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:35:38 > Step: 148900 Progress: 74.5% Elapsed: 1 day, 23:13:58 Gen_loss: 4.479 Dis_loss: 0.3454 Cls_loss: 0.7669 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:37:25 > Step: 149000 Progress: 74.5% Elapsed: 1 day, 23:15:45 Gen_loss: 4.694 Dis_loss: 0.2913 Cls_loss: 0.8153 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:38:59 > Step: 149100 Progress: 74.6% Elapsed: 1 day, 23:17:19 Gen_loss: 2.517 Dis_loss: 0.4413 Cls_loss: 0.7688 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:40:32 > Step: 149200 Progress: 74.6% Elapsed: 1 day, 23:18:52 Gen_loss: 3.191 Dis_loss: 0.5246 Cls_loss: 0.8016 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:42:07 > Step: 149300 Progress: 74.7% Elapsed: 1 day, 23:20:27 Gen_loss: 3.099 Dis_loss: 0.473 Cls_loss: 0.8672 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:43:52 > Step: 149400 Progress: 74.7% Elapsed: 1 day, 23:22:12 Gen_loss: 4.437 Dis_loss: 0.3501 Cls_loss: 0.7846 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:45:26 > Step: 149500 Progress: 74.8% Elapsed: 1 day, 23:23:46 Gen_loss: 5.295 Dis_loss: 0.3296 Cls_loss: 0.7794 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:46:59 > Step: 149600 Progress: 74.8% Elapsed: 1 day, 23:25:19 Gen_loss: 5.45 Dis_loss: 0.4411 Cls_loss: 0.8055 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:48:32 > Step: 149700 Progress: 74.9% Elapsed: 1 day, 23:26:52 Gen_loss: 5.224 Dis_loss: 0.8915 Cls_loss: 0.9348 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:50:17 > Step: 149800 Progress: 74.9% Elapsed: 1 day, 23:28:37 Gen_loss: 5.238 Dis_loss: 0.3297 Cls_loss: 0.8607 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:51:51 > Step: 149900 Progress: 75.0% Elapsed: 1 day, 23:30:11 Gen_loss: 4.838 Dis_loss: 0.5238 Cls_loss: 0.8438 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:53:24 > Step: 150000 Progress: 75.0% Elapsed: 1 day, 23:31:44 Gen_loss: 4.492 Dis_loss: 0.4342 Cls_loss: 0.7661 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:53:24 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-18 12:53:24 > Save image canvas to save/figures/StyleGAN2-D2DCE-train-2021_10_16_13_21_26/generated_canvas_150000.png
[INFO] 2021-10-18 12:53:24 > Start Evaluation (150000 Step): StyleGAN2-D2DCE-train-2021_10_16_13_21_26
[INFO] 2021-10-18 12:53:24 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-18 12:58:56 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-18 13:04:38 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-18 13:26:04 > Inception score (Step: 150000, 50000 generated images): 10.136761665344238
[INFO] 2021-10-18 13:26:04 > FID score (Step: 150000, Using train moments): 3.5932553367277933
[INFO] 2021-10-18 13:26:04 > Improved Precision (Step: 150000, Using train images): 0.73742
[INFO] 2021-10-18 13:26:04 > Improved Recall (Step: 150000, Using train images): 0.64768
[INFO] 2021-10-18 13:26:04 > Density (Step: 150000, Using train images): 0.977168
[INFO] 2021-10-18 13:26:04 > Coverage (Step: 150000, Using train images): 0.89276
[INFO] 2021-10-18 13:26:04 > Best FID score (Step: 150000, Using train moments): 3.5932553367277933
[INFO] 2021-10-18 13:26:24 > Save model to save/checkpoints/StyleGAN2-D2DCE-train-2021_10_16_13_21_26
[INFO] 2021-10-18 13:27:55 > Step: 150100 Progress: 75.0% Elapsed: 2 days, 0:06:15 Gen_loss: 5.656 Dis_loss: 0.3563 Cls_loss: 0.7867 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:29:48 > Step: 150200 Progress: 75.1% Elapsed: 2 days, 0:08:08 Gen_loss: 2.312 Dis_loss: 0.3871 Cls_loss: 0.8549 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:31:24 > Step: 150300 Progress: 75.1% Elapsed: 2 days, 0:09:44 Gen_loss: 4.438 Dis_loss: 0.4755 Cls_loss: 0.7973 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:32:58 > Step: 150400 Progress: 75.2% Elapsed: 2 days, 0:11:18 Gen_loss: 4.305 Dis_loss: 0.3461 Cls_loss: 0.8221 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:34:31 > Step: 150500 Progress: 75.2% Elapsed: 2 days, 0:12:51 Gen_loss: 2.433 Dis_loss: 0.4295 Cls_loss: 0.7846 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:36:16 > Step: 150600 Progress: 75.3% Elapsed: 2 days, 0:14:36 Gen_loss: 3.755 Dis_loss: 0.3672 Cls_loss: 0.7735 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:37:49 > Step: 150700 Progress: 75.3% Elapsed: 2 days, 0:16:09 Gen_loss: 4.92 Dis_loss: 0.7691 Cls_loss: 0.8008 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:39:22 > Step: 150800 Progress: 75.4% Elapsed: 2 days, 0:17:42 Gen_loss: 4.623 Dis_loss: 0.4542 Cls_loss: 0.8023 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:40:56 > Step: 150900 Progress: 75.4% Elapsed: 2 days, 0:19:16 Gen_loss: 5.19 Dis_loss: 0.4107 Cls_loss: 0.8006 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:42:40 > Step: 151000 Progress: 75.5% Elapsed: 2 days, 0:21:00 Gen_loss: 5.975 Dis_loss: 0.5433 Cls_loss: 0.8191 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:44:14 > Step: 151100 Progress: 75.5% Elapsed: 2 days, 0:22:34 Gen_loss: 5.589 Dis_loss: 0.3971 Cls_loss: 0.7702 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:45:48 > Step: 151200 Progress: 75.6% Elapsed: 2 days, 0:24:08 Gen_loss: 4.065 Dis_loss: 0.4586 Cls_loss: 0.8503 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:47:23 > Step: 151300 Progress: 75.6% Elapsed: 2 days, 0:25:43 Gen_loss: 3.161 Dis_loss: 0.3974 Cls_loss: 0.8353 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:49:08 > Step: 151400 Progress: 75.7% Elapsed: 2 days, 0:27:28 Gen_loss: 5.437 Dis_loss: 0.5706 Cls_loss: 0.8158 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:50:43 > Step: 151500 Progress: 75.8% Elapsed: 2 days, 0:29:03 Gen_loss: 4.34 Dis_loss: 0.3879 Cls_loss: 0.7849 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:52:16 > Step: 151600 Progress: 75.8% Elapsed: 2 days, 0:30:36 Gen_loss: 5.415 Dis_loss: 0.3145 Cls_loss: 0.7803 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:53:49 > Step: 151700 Progress: 75.8% Elapsed: 2 days, 0:32:09 Gen_loss: 4.986 Dis_loss: 0.3518 Cls_loss: 0.7711 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:55:34 > Step: 151800 Progress: 75.9% Elapsed: 2 days, 0:33:54 Gen_loss: 3.547 Dis_loss: 0.2964 Cls_loss: 0.7826 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:57:07 > Step: 151900 Progress: 75.9% Elapsed: 2 days, 0:35:27 Gen_loss: 5.243 Dis_loss: 0.3428 Cls_loss: 0.8005 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:58:40 > Step: 152000 Progress: 76.0% Elapsed: 2 days, 0:37:00 Gen_loss: 4.233 Dis_loss: 0.4081 Cls_loss: 0.7881 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:00:14 > Step: 152100 Progress: 76.0% Elapsed: 2 days, 0:38:34 Gen_loss: 5.037 Dis_loss: 0.8942 Cls_loss: 0.9028 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:01:58 > Step: 152200 Progress: 76.1% Elapsed: 2 days, 0:40:18 Gen_loss: 5.511 Dis_loss: 0.3303 Cls_loss: 0.8651 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:03:32 > Step: 152300 Progress: 76.1% Elapsed: 2 days, 0:41:52 Gen_loss: 4.246 Dis_loss: 0.3471 Cls_loss: 0.8366 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:05:05 > Step: 152400 Progress: 76.2% Elapsed: 2 days, 0:43:25 Gen_loss: 5.458 Dis_loss: 0.3188 Cls_loss: 0.8028 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:06:50 > Step: 152500 Progress: 76.2% Elapsed: 2 days, 0:45:10 Gen_loss: 3.591 Dis_loss: 0.4035 Cls_loss: 0.7722 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:08:24 > Step: 152600 Progress: 76.3% Elapsed: 2 days, 0:46:44 Gen_loss: 5.204 Dis_loss: 0.3447 Cls_loss: 0.793 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:09:57 > Step: 152700 Progress: 76.3% Elapsed: 2 days, 0:48:17 Gen_loss: 3.884 Dis_loss: 0.3145 Cls_loss: 0.7883 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:11:30 > Step: 152800 Progress: 76.4% Elapsed: 2 days, 0:49:50 Gen_loss: 1.901 Dis_loss: 1.1 Cls_loss: 0.8481 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:13:15 > Step: 152900 Progress: 76.4% Elapsed: 2 days, 0:51:35 Gen_loss: 4.305 Dis_loss: 0.239 Cls_loss: 0.7667 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:14:48 > Step: 153000 Progress: 76.5% Elapsed: 2 days, 0:53:08 Gen_loss: 4.903 Dis_loss: 0.4188 Cls_loss: 0.7804 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:16:22 > Step: 153100 Progress: 76.5% Elapsed: 2 days, 0:54:42 Gen_loss: 4.496 Dis_loss: 0.3244 Cls_loss: 0.766 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:17:55 > Step: 153200 Progress: 76.6% Elapsed: 2 days, 0:56:15 Gen_loss: 4.252 Dis_loss: 0.3582 Cls_loss: 0.8006 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:19:40 > Step: 153300 Progress: 76.6% Elapsed: 2 days, 0:58:00 Gen_loss: 4.233 Dis_loss: 0.2827 Cls_loss: 0.8219 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:21:13 > Step: 153400 Progress: 76.7% Elapsed: 2 days, 0:59:33 Gen_loss: 3.933 Dis_loss: 0.281 Cls_loss: 0.782 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:22:47 > Step: 153500 Progress: 76.8% Elapsed: 2 days, 1:01:07 Gen_loss: 4.227 Dis_loss: 0.4144 Cls_loss: 0.7831 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:24:20 > Step: 153600 Progress: 76.8% Elapsed: 2 days, 1:02:40 Gen_loss: 3.573 Dis_loss: 0.3074 Cls_loss: 0.8209 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:26:05 > Step: 153700 Progress: 76.8% Elapsed: 2 days, 1:04:25 Gen_loss: 4.805 Dis_loss: 0.371 Cls_loss: 0.7873 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:27:38 > Step: 153800 Progress: 76.9% Elapsed: 2 days, 1:05:58 Gen_loss: 4.461 Dis_loss: 0.368 Cls_loss: 0.7681 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:29:13 > Step: 153900 Progress: 77.0% Elapsed: 2 days, 1:07:33 Gen_loss: 4.535 Dis_loss: 0.3183 Cls_loss: 0.7957 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:30:46 > Step: 154000 Progress: 77.0% Elapsed: 2 days, 1:09:06 Gen_loss: 4.639 Dis_loss: 0.3691 Cls_loss: 0.8659 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:32:31 > Step: 154100 Progress: 77.0% Elapsed: 2 days, 1:10:51 Gen_loss: 4.354 Dis_loss: 0.3154 Cls_loss: 0.8367 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:34:05 > Step: 154200 Progress: 77.1% Elapsed: 2 days, 1:12:25 Gen_loss: 3.864 Dis_loss: 0.3075 Cls_loss: 0.7845 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:35:38 > Step: 154300 Progress: 77.1% Elapsed: 2 days, 1:13:58 Gen_loss: 3.351 Dis_loss: 0.4148 Cls_loss: 0.8374 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:37:11 > Step: 154400 Progress: 77.2% Elapsed: 2 days, 1:15:31 Gen_loss: 3.953 Dis_loss: 0.3491 Cls_loss: 0.7863 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:38:57 > Step: 154500 Progress: 77.2% Elapsed: 2 days, 1:17:17 Gen_loss: 3.773 Dis_loss: 0.2427 Cls_loss: 0.7732 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:40:31 > Step: 154600 Progress: 77.3% Elapsed: 2 days, 1:18:51 Gen_loss: 2.59 Dis_loss: 0.5149 Cls_loss: 0.8004 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:42:04 > Step: 154700 Progress: 77.3% Elapsed: 2 days, 1:20:24 Gen_loss: 6.229 Dis_loss: 0.3692 Cls_loss: 0.8173 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:43:37 > Step: 154800 Progress: 77.4% Elapsed: 2 days, 1:21:57 Gen_loss: 5.69 Dis_loss: 0.5201 Cls_loss: 0.852 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:45:23 > Step: 154900 Progress: 77.5% Elapsed: 2 days, 1:23:43 Gen_loss: 2.093 Dis_loss: 0.3813 Cls_loss: 0.8156 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:46:57 > Step: 155000 Progress: 77.5% Elapsed: 2 days, 1:25:17 Gen_loss: 2.235 Dis_loss: 0.9718 Cls_loss: 0.9185 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:48:31 > Step: 155100 Progress: 77.5% Elapsed: 2 days, 1:26:51 Gen_loss: 4.087 Dis_loss: 0.3679 Cls_loss: 0.792 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:50:04 > Step: 155200 Progress: 77.6% Elapsed: 2 days, 1:28:24 Gen_loss: 6.259 Dis_loss: 0.4799 Cls_loss: 0.8404 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:51:49 > Step: 155300 Progress: 77.6% Elapsed: 2 days, 1:30:09 Gen_loss: 3.018 Dis_loss: 0.6148 Cls_loss: 0.7928 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:53:22 > Step: 155400 Progress: 77.7% Elapsed: 2 days, 1:31:42 Gen_loss: 3.197 Dis_loss: 0.4106 Cls_loss: 0.7783 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:54:56 > Step: 155500 Progress: 77.8% Elapsed: 2 days, 1:33:16 Gen_loss: 3.057 Dis_loss: 0.4283 Cls_loss: 0.7944 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:56:29 > Step: 155600 Progress: 77.8% Elapsed: 2 days, 1:34:49 Gen_loss: 4.554 Dis_loss: 0.3007 Cls_loss: 0.8113 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:58:14 > Step: 155700 Progress: 77.8% Elapsed: 2 days, 1:36:34 Gen_loss: 3.34 Dis_loss: 0.4195 Cls_loss: 0.7815 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:59:47 > Step: 155800 Progress: 77.9% Elapsed: 2 days, 1:38:07 Gen_loss: 5.396 Dis_loss: 0.2797 Cls_loss: 0.8165 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:01:21 > Step: 155900 Progress: 78.0% Elapsed: 2 days, 1:39:41 Gen_loss: 5.112 Dis_loss: 0.3842 Cls_loss: 0.7847 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:02:55 > Step: 156000 Progress: 78.0% Elapsed: 2 days, 1:41:15 Gen_loss: 2.622 Dis_loss: 0.3311 Cls_loss: 0.7787 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:04:40 > Step: 156100 Progress: 78.0% Elapsed: 2 days, 1:43:00 Gen_loss: 4.47 Dis_loss: 0.3469 Cls_loss: 0.7784 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:06:13 > Step: 156200 Progress: 78.1% Elapsed: 2 days, 1:44:33 Gen_loss: 3.384 Dis_loss: 0.3088 Cls_loss: 0.7713 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:07:46 > Step: 156300 Progress: 78.1% Elapsed: 2 days, 1:46:06 Gen_loss: 4.905 Dis_loss: 0.4809 Cls_loss: 0.8675 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:09:31 > Step: 156400 Progress: 78.2% Elapsed: 2 days, 1:47:51 Gen_loss: 3.333 Dis_loss: 0.2867 Cls_loss: 0.7885 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:11:04 > Step: 156500 Progress: 78.2% Elapsed: 2 days, 1:49:24 Gen_loss: 4.572 Dis_loss: 0.9656 Cls_loss: 0.9082 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:12:37 > Step: 156600 Progress: 78.3% Elapsed: 2 days, 1:50:57 Gen_loss: 5.678 Dis_loss: 0.8074 Cls_loss: 0.9758 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:14:10 > Step: 156700 Progress: 78.3% Elapsed: 2 days, 1:52:30 Gen_loss: 4.05 Dis_loss: 0.4199 Cls_loss: 0.8073 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:15:55 > Step: 156800 Progress: 78.4% Elapsed: 2 days, 1:54:15 Gen_loss: 4.627 Dis_loss: 0.4956 Cls_loss: 0.77 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:17:28 > Step: 156900 Progress: 78.5% Elapsed: 2 days, 1:55:48 Gen_loss: 4.358 Dis_loss: 0.3835 Cls_loss: 0.7777 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:19:01 > Step: 157000 Progress: 78.5% Elapsed: 2 days, 1:57:21 Gen_loss: 5.109 Dis_loss: 0.349 Cls_loss: 0.7725 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:20:34 > Step: 157100 Progress: 78.5% Elapsed: 2 days, 1:58:54 Gen_loss: 3.949 Dis_loss: 0.343 Cls_loss: 0.7775 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:22:18 > Step: 157200 Progress: 78.6% Elapsed: 2 days, 2:00:38 Gen_loss: 5.676 Dis_loss: 0.3514 Cls_loss: 0.7755 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:23:52 > Step: 157300 Progress: 78.6% Elapsed: 2 days, 2:02:12 Gen_loss: 2.422 Dis_loss: 0.4012 Cls_loss: 0.7701 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:25:24 > Step: 157400 Progress: 78.7% Elapsed: 2 days, 2:03:44 Gen_loss: 4.376 Dis_loss: 0.3645 Cls_loss: 0.7709 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:26:58 > Step: 157500 Progress: 78.8% Elapsed: 2 days, 2:05:18 Gen_loss: 4.695 Dis_loss: 0.4223 Cls_loss: 0.7821 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:28:43 > Step: 157600 Progress: 78.8% Elapsed: 2 days, 2:07:03 Gen_loss: 5.176 Dis_loss: 0.4484 Cls_loss: 0.8411 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:30:16 > Step: 157700 Progress: 78.8% Elapsed: 2 days, 2:08:36 Gen_loss: 3.813 Dis_loss: 0.4166 Cls_loss: 0.8987 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:31:50 > Step: 157800 Progress: 78.9% Elapsed: 2 days, 2:10:10 Gen_loss: 4.711 Dis_loss: 0.3455 Cls_loss: 0.7899 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:33:23 > Step: 157900 Progress: 79.0% Elapsed: 2 days, 2:11:43 Gen_loss: 4.454 Dis_loss: 0.3199 Cls_loss: 0.7899 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:35:08 > Step: 158000 Progress: 79.0% Elapsed: 2 days, 2:13:28 Gen_loss: 3.894 Dis_loss: 0.4157 Cls_loss: 0.8094 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:36:42 > Step: 158100 Progress: 79.0% Elapsed: 2 days, 2:15:02 Gen_loss: 3.958 Dis_loss: 0.3402 Cls_loss: 0.7763 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:38:15 > Step: 158200 Progress: 79.1% Elapsed: 2 days, 2:16:35 Gen_loss: 4.977 Dis_loss: 0.3188 Cls_loss: 0.7688 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:39:49 > Step: 158300 Progress: 79.1% Elapsed: 2 days, 2:18:09 Gen_loss: 4.308 Dis_loss: 0.3846 Cls_loss: 0.7785 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:41:32 > Step: 158400 Progress: 79.2% Elapsed: 2 days, 2:19:52 Gen_loss: 5.63 Dis_loss: 0.5099 Cls_loss: 0.7944 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:43:06 > Step: 158500 Progress: 79.2% Elapsed: 2 days, 2:21:26 Gen_loss: 3.821 Dis_loss: 0.3858 Cls_loss: 0.8091 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:44:39 > Step: 158600 Progress: 79.3% Elapsed: 2 days, 2:22:59 Gen_loss: 4.377 Dis_loss: 0.3131 Cls_loss: 0.8114 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:46:13 > Step: 158700 Progress: 79.3% Elapsed: 2 days, 2:24:33 Gen_loss: 2.686 Dis_loss: 0.538 Cls_loss: 0.787 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:47:57 > Step: 158800 Progress: 79.4% Elapsed: 2 days, 2:26:17 Gen_loss: 4.482 Dis_loss: 0.3813 Cls_loss: 0.7748 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:49:31 > Step: 158900 Progress: 79.5% Elapsed: 2 days, 2:27:51 Gen_loss: 3.312 Dis_loss: 0.4028 Cls_loss: 0.7902 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:51:04 > Step: 159000 Progress: 79.5% Elapsed: 2 days, 2:29:24 Gen_loss: 4.691 Dis_loss: 0.3656 Cls_loss: 0.7781 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:52:37 > Step: 159100 Progress: 79.5% Elapsed: 2 days, 2:30:57 Gen_loss: 1.937 Dis_loss: 0.5125 Cls_loss: 0.8514 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:54:21 > Step: 159200 Progress: 79.6% Elapsed: 2 days, 2:32:41 Gen_loss: 5.245 Dis_loss: 0.3172 Cls_loss: 0.7878 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:55:55 > Step: 159300 Progress: 79.7% Elapsed: 2 days, 2:34:15 Gen_loss: 3.784 Dis_loss: 0.4198 Cls_loss: 0.8267 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:57:29 > Step: 159400 Progress: 79.7% Elapsed: 2 days, 2:35:49 Gen_loss: 4.256 Dis_loss: 0.3341 Cls_loss: 0.7822 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:59:03 > Step: 159500 Progress: 79.8% Elapsed: 2 days, 2:37:23 Gen_loss: 4.667 Dis_loss: 0.3798 Cls_loss: 0.7986 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:00:47 > Step: 159600 Progress: 79.8% Elapsed: 2 days, 2:39:07 Gen_loss: 3.333 Dis_loss: 0.3794 Cls_loss: 0.7734 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:02:21 > Step: 159700 Progress: 79.8% Elapsed: 2 days, 2:40:41 Gen_loss: 5.636 Dis_loss: 0.4163 Cls_loss: 0.7888 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:03:55 > Step: 159800 Progress: 79.9% Elapsed: 2 days, 2:42:15 Gen_loss: 4.237 Dis_loss: 0.3997 Cls_loss: 0.7677 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:05:28 > Step: 159900 Progress: 80.0% Elapsed: 2 days, 2:43:48 Gen_loss: 3.292 Dis_loss: 0.4041 Cls_loss: 0.8094 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:07:13 > Step: 160000 Progress: 80.0% Elapsed: 2 days, 2:45:33 Gen_loss: 4.297 Dis_loss: 0.3071 Cls_loss: 0.8262 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:07:13 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-18 16:07:14 > Save image canvas to save/figures/StyleGAN2-D2DCE-train-2021_10_16_13_21_26/generated_canvas_160000.png
[INFO] 2021-10-18 16:07:14 > Start Evaluation (160000 Step): StyleGAN2-D2DCE-train-2021_10_16_13_21_26
[INFO] 2021-10-18 16:07:14 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-18 16:12:46 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-18 16:18:27 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-18 16:38:21 > Inception score (Step: 160000, 50000 generated images): 10.078293800354004
[INFO] 2021-10-18 16:38:21 > FID score (Step: 160000, Using train moments): 3.764672127325582
[INFO] 2021-10-18 16:38:21 > Improved Precision (Step: 160000, Using train images): 0.73602
[INFO] 2021-10-18 16:38:21 > Improved Recall (Step: 160000, Using train images): 0.64956
[INFO] 2021-10-18 16:38:21 > Density (Step: 160000, Using train images): 0.97038
[INFO] 2021-10-18 16:38:21 > Coverage (Step: 160000, Using train images): 0.89034
[INFO] 2021-10-18 16:38:21 > Best FID score (Step: 150000, Using train moments): 3.5932553367277933
[INFO] 2021-10-18 16:38:31 > Save model to save/checkpoints/StyleGAN2-D2DCE-train-2021_10_16_13_21_26
[INFO] 2021-10-18 16:41:24 > Step: 160100 Progress: 80.0% Elapsed: 2 days, 3:19:44 Gen_loss: 4.58 Dis_loss: 0.287 Cls_loss: 0.7739 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:42:57 > Step: 160200 Progress: 80.1% Elapsed: 2 days, 3:21:17 Gen_loss: 5.156 Dis_loss: 0.3953 Cls_loss: 0.8317 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:44:51 > Step: 160300 Progress: 80.2% Elapsed: 2 days, 3:23:11 Gen_loss: 4.189 Dis_loss: 0.4087 Cls_loss: 0.7963 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:46:23 > Step: 160400 Progress: 80.2% Elapsed: 2 days, 3:24:43 Gen_loss: 4.728 Dis_loss: 0.273 Cls_loss: 0.7724 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:47:56 > Step: 160500 Progress: 80.2% Elapsed: 2 days, 3:26:16 Gen_loss: 2.631 Dis_loss: 0.5627 Cls_loss: 0.8213 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:49:30 > Step: 160600 Progress: 80.3% Elapsed: 2 days, 3:27:50 Gen_loss: 4.104 Dis_loss: 0.3778 Cls_loss: 0.8748 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:51:14 > Step: 160700 Progress: 80.3% Elapsed: 2 days, 3:29:34 Gen_loss: 4.213 Dis_loss: 0.4272 Cls_loss: 0.7882 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:52:47 > Step: 160800 Progress: 80.4% Elapsed: 2 days, 3:31:07 Gen_loss: 3.017 Dis_loss: 0.3125 Cls_loss: 0.7807 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:54:21 > Step: 160900 Progress: 80.5% Elapsed: 2 days, 3:32:41 Gen_loss: 3.127 Dis_loss: 0.3863 Cls_loss: 0.8198 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:55:54 > Step: 161000 Progress: 80.5% Elapsed: 2 days, 3:34:14 Gen_loss: 5.548 Dis_loss: 0.3458 Cls_loss: 0.7915 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:57:39 > Step: 161100 Progress: 80.5% Elapsed: 2 days, 3:35:59 Gen_loss: 3.755 Dis_loss: 0.3326 Cls_loss: 0.785 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:59:11 > Step: 161200 Progress: 80.6% Elapsed: 2 days, 3:37:31 Gen_loss: 5.15 Dis_loss: 0.5011 Cls_loss: 0.8095 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:00:45 > Step: 161300 Progress: 80.7% Elapsed: 2 days, 3:39:05 Gen_loss: 4.754 Dis_loss: 0.3988 Cls_loss: 0.8115 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:02:18 > Step: 161400 Progress: 80.7% Elapsed: 2 days, 3:40:38 Gen_loss: 5.242 Dis_loss: 0.408 Cls_loss: 0.7933 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:04:02 > Step: 161500 Progress: 80.8% Elapsed: 2 days, 3:42:22 Gen_loss: 3.397 Dis_loss: 0.3158 Cls_loss: 0.7681 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:05:35 > Step: 161600 Progress: 80.8% Elapsed: 2 days, 3:43:55 Gen_loss: 2.484 Dis_loss: 0.5153 Cls_loss: 0.787 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:07:08 > Step: 161700 Progress: 80.8% Elapsed: 2 days, 3:45:28 Gen_loss: 3.297 Dis_loss: 0.4973 Cls_loss: 0.8703 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:08:41 > Step: 161800 Progress: 80.9% Elapsed: 2 days, 3:47:01 Gen_loss: 4.591 Dis_loss: 0.3162 Cls_loss: 0.8295 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:10:26 > Step: 161900 Progress: 81.0% Elapsed: 2 days, 3:48:46 Gen_loss: 6.265 Dis_loss: 0.5446 Cls_loss: 0.7879 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:11:59 > Step: 162000 Progress: 81.0% Elapsed: 2 days, 3:50:19 Gen_loss: 4.835 Dis_loss: 0.3116 Cls_loss: 0.8228 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:13:32 > Step: 162100 Progress: 81.0% Elapsed: 2 days, 3:51:52 Gen_loss: 5.032 Dis_loss: 0.4063 Cls_loss: 0.776 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:15:05 > Step: 162200 Progress: 81.1% Elapsed: 2 days, 3:53:25 Gen_loss: 3.486 Dis_loss: 0.3489 Cls_loss: 0.7889 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:16:49 > Step: 162300 Progress: 81.2% Elapsed: 2 days, 3:55:09 Gen_loss: 4.511 Dis_loss: 0.3218 Cls_loss: 0.8147 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:18:23 > Step: 162400 Progress: 81.2% Elapsed: 2 days, 3:56:43 Gen_loss: 3.848 Dis_loss: 0.2481 Cls_loss: 0.7745 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:19:56 > Step: 162500 Progress: 81.2% Elapsed: 2 days, 3:58:16 Gen_loss: 3.406 Dis_loss: 0.5202 Cls_loss: 0.8341 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:21:29 > Step: 162600 Progress: 81.3% Elapsed: 2 days, 3:59:49 Gen_loss: 3.864 Dis_loss: 0.4012 Cls_loss: 0.7691 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:23:13 > Step: 162700 Progress: 81.3% Elapsed: 2 days, 4:01:33 Gen_loss: 4.817 Dis_loss: 0.5955 Cls_loss: 0.7768 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:24:46 > Step: 162800 Progress: 81.4% Elapsed: 2 days, 4:03:06 Gen_loss: 1.637 Dis_loss: 0.8238 Cls_loss: 0.9202 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:26:19 > Step: 162900 Progress: 81.5% Elapsed: 2 days, 4:04:39 Gen_loss: 3.272 Dis_loss: 0.4144 Cls_loss: 0.7973 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:27:52 > Step: 163000 Progress: 81.5% Elapsed: 2 days, 4:06:12 Gen_loss: 3.824 Dis_loss: 0.3656 Cls_loss: 0.8293 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:29:37 > Step: 163100 Progress: 81.5% Elapsed: 2 days, 4:07:57 Gen_loss: 3.939 Dis_loss: 0.2956 Cls_loss: 0.7949 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:31:10 > Step: 163200 Progress: 81.6% Elapsed: 2 days, 4:09:30 Gen_loss: 2.656 Dis_loss: 0.5347 Cls_loss: 0.8743 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:32:43 > Step: 163300 Progress: 81.7% Elapsed: 2 days, 4:11:03 Gen_loss: 3.517 Dis_loss: 0.3769 Cls_loss: 0.8447 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:34:16 > Step: 163400 Progress: 81.7% Elapsed: 2 days, 4:12:36 Gen_loss: 5.546 Dis_loss: 0.4004 Cls_loss: 0.8072 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:36:01 > Step: 163500 Progress: 81.8% Elapsed: 2 days, 4:14:21 Gen_loss: 4.235 Dis_loss: 0.389 Cls_loss: 0.7887 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:37:34 > Step: 163600 Progress: 81.8% Elapsed: 2 days, 4:15:54 Gen_loss: 4.345 Dis_loss: 0.3447 Cls_loss: 0.8047 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:39:07 > Step: 163700 Progress: 81.8% Elapsed: 2 days, 4:17:27 Gen_loss: 4.093 Dis_loss: 0.4625 Cls_loss: 0.8016 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:40:40 > Step: 163800 Progress: 81.9% Elapsed: 2 days, 4:19:00 Gen_loss: 3.449 Dis_loss: 0.4076 Cls_loss: 0.8022 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:42:24 > Step: 163900 Progress: 82.0% Elapsed: 2 days, 4:20:44 Gen_loss: 2.63 Dis_loss: 0.4303 Cls_loss: 0.794 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:43:57 > Step: 164000 Progress: 82.0% Elapsed: 2 days, 4:22:17 Gen_loss: 6.062 Dis_loss: 0.3181 Cls_loss: 0.8007 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:45:31 > Step: 164100 Progress: 82.0% Elapsed: 2 days, 4:23:51 Gen_loss: 5.443 Dis_loss: 0.388 Cls_loss: 0.8137 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:47:16 > Step: 164200 Progress: 82.1% Elapsed: 2 days, 4:25:36 Gen_loss: 3.769 Dis_loss: 0.3279 Cls_loss: 0.8652 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:48:49 > Step: 164300 Progress: 82.2% Elapsed: 2 days, 4:27:09 Gen_loss: 4.692 Dis_loss: 0.3717 Cls_loss: 0.7632 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:50:22 > Step: 164400 Progress: 82.2% Elapsed: 2 days, 4:28:42 Gen_loss: 5.596 Dis_loss: 0.6236 Cls_loss: 0.7852 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:51:55 > Step: 164500 Progress: 82.2% Elapsed: 2 days, 4:30:15 Gen_loss: 4.292 Dis_loss: 0.424 Cls_loss: 0.7756 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:53:40 > Step: 164600 Progress: 82.3% Elapsed: 2 days, 4:32:00 Gen_loss: 4.316 Dis_loss: 0.4353 Cls_loss: 0.7722 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:55:16 > Step: 164700 Progress: 82.3% Elapsed: 2 days, 4:33:36 Gen_loss: 4.276 Dis_loss: 0.3757 Cls_loss: 0.8027 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:56:49 > Step: 164800 Progress: 82.4% Elapsed: 2 days, 4:35:09 Gen_loss: 4.786 Dis_loss: 0.3962 Cls_loss: 0.8242 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:58:22 > Step: 164900 Progress: 82.5% Elapsed: 2 days, 4:36:42 Gen_loss: 5.435 Dis_loss: 0.3166 Cls_loss: 0.8342 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:00:07 > Step: 165000 Progress: 82.5% Elapsed: 2 days, 4:38:27 Gen_loss: 4.833 Dis_loss: 0.3107 Cls_loss: 0.8 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:01:40 > Step: 165100 Progress: 82.5% Elapsed: 2 days, 4:40:00 Gen_loss: 5.57 Dis_loss: 0.5225 Cls_loss: 0.7923 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:03:13 > Step: 165200 Progress: 82.6% Elapsed: 2 days, 4:41:33 Gen_loss: 4.316 Dis_loss: 0.4528 Cls_loss: 0.8414 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:04:46 > Step: 165300 Progress: 82.7% Elapsed: 2 days, 4:43:06 Gen_loss: 4.667 Dis_loss: 0.4549 Cls_loss: 0.7859 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:06:32 > Step: 165400 Progress: 82.7% Elapsed: 2 days, 4:44:52 Gen_loss: 4.746 Dis_loss: 0.3433 Cls_loss: 0.7791 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:08:06 > Step: 165500 Progress: 82.8% Elapsed: 2 days, 4:46:26 Gen_loss: 2.905 Dis_loss: 0.4082 Cls_loss: 0.7803 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:09:39 > Step: 165600 Progress: 82.8% Elapsed: 2 days, 4:47:59 Gen_loss: 4.961 Dis_loss: 0.3112 Cls_loss: 0.7743 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:11:13 > Step: 165700 Progress: 82.8% Elapsed: 2 days, 4:49:33 Gen_loss: 4.183 Dis_loss: 0.3235 Cls_loss: 0.7894 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:12:57 > Step: 165800 Progress: 82.9% Elapsed: 2 days, 4:51:17 Gen_loss: 5.535 Dis_loss: 0.4167 Cls_loss: 0.7809 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:14:31 > Step: 165900 Progress: 83.0% Elapsed: 2 days, 4:52:51 Gen_loss: 7.669 Dis_loss: 1.125 Cls_loss: 0.9996 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:16:06 > Step: 166000 Progress: 83.0% Elapsed: 2 days, 4:54:26 Gen_loss: 3.764 Dis_loss: 0.4195 Cls_loss: 0.8103 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:17:39 > Step: 166100 Progress: 83.0% Elapsed: 2 days, 4:55:59 Gen_loss: 3.909 Dis_loss: 0.2652 Cls_loss: 0.7903 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:19:23 > Step: 166200 Progress: 83.1% Elapsed: 2 days, 4:57:43 Gen_loss: 2.194 Dis_loss: 0.4464 Cls_loss: 0.8083 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:20:57 > Step: 166300 Progress: 83.2% Elapsed: 2 days, 4:59:17 Gen_loss: 4.253 Dis_loss: 0.3623 Cls_loss: 0.7649 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:22:31 > Step: 166400 Progress: 83.2% Elapsed: 2 days, 5:00:51 Gen_loss: 5.323 Dis_loss: 0.2967 Cls_loss: 0.7914 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:24:05 > Step: 166500 Progress: 83.2% Elapsed: 2 days, 5:02:25 Gen_loss: 4.365 Dis_loss: 0.3265 Cls_loss: 0.787 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:25:50 > Step: 166600 Progress: 83.3% Elapsed: 2 days, 5:04:10 Gen_loss: 2.917 Dis_loss: 0.3738 Cls_loss: 0.8008 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:27:24 > Step: 166700 Progress: 83.4% Elapsed: 2 days, 5:05:44 Gen_loss: 2.534 Dis_loss: 0.6417 Cls_loss: 0.8616 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:28:58 > Step: 166800 Progress: 83.4% Elapsed: 2 days, 5:07:18 Gen_loss: 6.209 Dis_loss: 0.4176 Cls_loss: 0.7576 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:30:31 > Step: 166900 Progress: 83.5% Elapsed: 2 days, 5:08:51 Gen_loss: 4.247 Dis_loss: 0.4557 Cls_loss: 0.7856 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:32:16 > Step: 167000 Progress: 83.5% Elapsed: 2 days, 5:10:36 Gen_loss: 4.245 Dis_loss: 0.367 Cls_loss: 0.7817 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:33:49 > Step: 167100 Progress: 83.5% Elapsed: 2 days, 5:12:09 Gen_loss: 4.886 Dis_loss: 0.3618 Cls_loss: 0.8057 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:35:23 > Step: 167200 Progress: 83.6% Elapsed: 2 days, 5:13:43 Gen_loss: 4.281 Dis_loss: 0.3184 Cls_loss: 0.8085 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:36:57 > Step: 167300 Progress: 83.7% Elapsed: 2 days, 5:15:17 Gen_loss: 4.146 Dis_loss: 0.3771 Cls_loss: 0.7808 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:38:42 > Step: 167400 Progress: 83.7% Elapsed: 2 days, 5:17:02 Gen_loss: 3.649 Dis_loss: 0.4732 Cls_loss: 0.7801 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:40:16 > Step: 167500 Progress: 83.8% Elapsed: 2 days, 5:18:36 Gen_loss: 5.855 Dis_loss: 0.5284 Cls_loss: 0.7885 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:41:49 > Step: 167600 Progress: 83.8% Elapsed: 2 days, 5:20:09 Gen_loss: 4.326 Dis_loss: 0.3579 Cls_loss: 0.8532 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:43:23 > Step: 167700 Progress: 83.9% Elapsed: 2 days, 5:21:43 Gen_loss: 5.308 Dis_loss: 0.8291 Cls_loss: 0.7972 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:45:08 > Step: 167800 Progress: 83.9% Elapsed: 2 days, 5:23:28 Gen_loss: 4.794 Dis_loss: 0.3696 Cls_loss: 0.7689 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:46:43 > Step: 167900 Progress: 84.0% Elapsed: 2 days, 5:25:03 Gen_loss: 2.351 Dis_loss: 0.7231 Cls_loss: 0.8063 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:48:16 > Step: 168000 Progress: 84.0% Elapsed: 2 days, 5:26:36 Gen_loss: 1.373 Dis_loss: 1.053 Cls_loss: 0.97 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:50:02 > Step: 168100 Progress: 84.0% Elapsed: 2 days, 5:28:22 Gen_loss: 3.495 Dis_loss: 0.3366 Cls_loss: 0.7753 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:51:35 > Step: 168200 Progress: 84.1% Elapsed: 2 days, 5:29:55 Gen_loss: 5.851 Dis_loss: 0.392 Cls_loss: 0.8403 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:53:08 > Step: 168300 Progress: 84.2% Elapsed: 2 days, 5:31:28 Gen_loss: 3.603 Dis_loss: 0.3676 Cls_loss: 0.7785 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:54:41 > Step: 168400 Progress: 84.2% Elapsed: 2 days, 5:33:01 Gen_loss: 5.205 Dis_loss: 0.3273 Cls_loss: 0.7862 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:56:25 > Step: 168500 Progress: 84.2% Elapsed: 2 days, 5:34:45 Gen_loss: 4.459 Dis_loss: 0.3026 Cls_loss: 0.7808 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:57:58 > Step: 168600 Progress: 84.3% Elapsed: 2 days, 5:36:18 Gen_loss: 3.938 Dis_loss: 0.2483 Cls_loss: 0.798 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:59:32 > Step: 168700 Progress: 84.4% Elapsed: 2 days, 5:37:52 Gen_loss: 4.209 Dis_loss: 0.4608 Cls_loss: 0.8329 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:01:06 > Step: 168800 Progress: 84.4% Elapsed: 2 days, 5:39:26 Gen_loss: 4.11 Dis_loss: 0.3341 Cls_loss: 0.7821 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:02:51 > Step: 168900 Progress: 84.5% Elapsed: 2 days, 5:41:11 Gen_loss: 2.865 Dis_loss: 0.579 Cls_loss: 0.7949 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:04:24 > Step: 169000 Progress: 84.5% Elapsed: 2 days, 5:42:44 Gen_loss: 4.635 Dis_loss: 0.3184 Cls_loss: 0.8323 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:05:58 > Step: 169100 Progress: 84.5% Elapsed: 2 days, 5:44:18 Gen_loss: 4.212 Dis_loss: 0.7718 Cls_loss: 0.9779 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:07:31 > Step: 169200 Progress: 84.6% Elapsed: 2 days, 5:45:51 Gen_loss: 6.782 Dis_loss: 0.3372 Cls_loss: 0.812 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:09:16 > Step: 169300 Progress: 84.7% Elapsed: 2 days, 5:47:36 Gen_loss: 4.217 Dis_loss: 0.3353 Cls_loss: 0.7776 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:10:49 > Step: 169400 Progress: 84.7% Elapsed: 2 days, 5:49:09 Gen_loss: 4.586 Dis_loss: 0.3487 Cls_loss: 0.7731 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:12:23 > Step: 169500 Progress: 84.8% Elapsed: 2 days, 5:50:43 Gen_loss: 3.191 Dis_loss: 0.3673 Cls_loss: 0.7905 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:13:56 > Step: 169600 Progress: 84.8% Elapsed: 2 days, 5:52:16 Gen_loss: 4.848 Dis_loss: 0.5832 Cls_loss: 0.8327 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:15:41 > Step: 169700 Progress: 84.9% Elapsed: 2 days, 5:54:01 Gen_loss: 4.966 Dis_loss: 0.307 Cls_loss: 0.7928 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:17:15 > Step: 169800 Progress: 84.9% Elapsed: 2 days, 5:55:35 Gen_loss: 3.446 Dis_loss: 0.3276 Cls_loss: 0.7869 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:18:48 > Step: 169900 Progress: 85.0% Elapsed: 2 days, 5:57:08 Gen_loss: 3.678 Dis_loss: 0.4666 Cls_loss: 0.8164 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:20:21 > Step: 170000 Progress: 85.0% Elapsed: 2 days, 5:58:41 Gen_loss: 5.061 Dis_loss: 0.3743 Cls_loss: 0.8147 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:20:21 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-18 19:20:21 > Save image canvas to save/figures/StyleGAN2-D2DCE-train-2021_10_16_13_21_26/generated_canvas_170000.png
[INFO] 2021-10-18 19:20:22 > Start Evaluation (170000 Step): StyleGAN2-D2DCE-train-2021_10_16_13_21_26
[INFO] 2021-10-18 19:20:22 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-18 19:25:53 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-18 19:31:35 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-18 19:52:45 > Inception score (Step: 170000, 50000 generated images): 10.31601333618164
[INFO] 2021-10-18 19:52:45 > FID score (Step: 170000, Using train moments): 3.4065243081856806
[INFO] 2021-10-18 19:52:45 > Improved Precision (Step: 170000, Using train images): 0.73628
[INFO] 2021-10-18 19:52:45 > Improved Recall (Step: 170000, Using train images): 0.6553
[INFO] 2021-10-18 19:52:45 > Density (Step: 170000, Using train images): 0.9776680000000001
[INFO] 2021-10-18 19:52:45 > Coverage (Step: 170000, Using train images): 0.89698
[INFO] 2021-10-18 19:52:45 > Best FID score (Step: 170000, Using train moments): 3.4065243081856806
[INFO] 2021-10-18 19:53:05 > Save model to save/checkpoints/StyleGAN2-D2DCE-train-2021_10_16_13_21_26
[INFO] 2021-10-18 19:54:56 > Step: 170100 Progress: 85.0% Elapsed: 2 days, 6:33:16 Gen_loss: 5.184 Dis_loss: 0.3395 Cls_loss: 0.7914 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:56:29 > Step: 170200 Progress: 85.1% Elapsed: 2 days, 6:34:49 Gen_loss: 4.875 Dis_loss: 0.3403 Cls_loss: 0.7779 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:58:02 > Step: 170300 Progress: 85.2% Elapsed: 2 days, 6:36:22 Gen_loss: 3.807 Dis_loss: 0.3363 Cls_loss: 0.7743 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:59:35 > Step: 170400 Progress: 85.2% Elapsed: 2 days, 6:37:55 Gen_loss: 3.535 Dis_loss: 0.2764 Cls_loss: 0.8198 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:01:20 > Step: 170500 Progress: 85.2% Elapsed: 2 days, 6:39:40 Gen_loss: 3.465 Dis_loss: 0.4285 Cls_loss: 0.7748 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:02:53 > Step: 170600 Progress: 85.3% Elapsed: 2 days, 6:41:13 Gen_loss: 4.471 Dis_loss: 0.2708 Cls_loss: 0.81 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:04:27 > Step: 170700 Progress: 85.4% Elapsed: 2 days, 6:42:47 Gen_loss: 4.712 Dis_loss: 0.3397 Cls_loss: 0.7924 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:06:00 > Step: 170800 Progress: 85.4% Elapsed: 2 days, 6:44:20 Gen_loss: 4.374 Dis_loss: 0.324 Cls_loss: 0.7822 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:07:46 > Step: 170900 Progress: 85.5% Elapsed: 2 days, 6:46:06 Gen_loss: 4.774 Dis_loss: 0.4216 Cls_loss: 0.7786 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:09:18 > Step: 171000 Progress: 85.5% Elapsed: 2 days, 6:47:38 Gen_loss: 4.391 Dis_loss: 0.3475 Cls_loss: 0.77 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:10:52 > Step: 171100 Progress: 85.5% Elapsed: 2 days, 6:49:12 Gen_loss: 2.606 Dis_loss: 0.4879 Cls_loss: 0.7805 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:12:25 > Step: 171200 Progress: 85.6% Elapsed: 2 days, 6:50:45 Gen_loss: 3.522 Dis_loss: 0.3712 Cls_loss: 0.7798 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:14:10 > Step: 171300 Progress: 85.7% Elapsed: 2 days, 6:52:30 Gen_loss: 4.244 Dis_loss: 0.3153 Cls_loss: 0.79 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:15:43 > Step: 171400 Progress: 85.7% Elapsed: 2 days, 6:54:03 Gen_loss: 4.802 Dis_loss: 0.3483 Cls_loss: 0.821 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:17:16 > Step: 171500 Progress: 85.8% Elapsed: 2 days, 6:55:36 Gen_loss: 4.34 Dis_loss: 0.2897 Cls_loss: 0.8645 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:18:49 > Step: 171600 Progress: 85.8% Elapsed: 2 days, 6:57:09 Gen_loss: 5.531 Dis_loss: 0.89 Cls_loss: 0.7671 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:20:33 > Step: 171700 Progress: 85.9% Elapsed: 2 days, 6:58:53 Gen_loss: 3.483 Dis_loss: 0.276 Cls_loss: 0.7833 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:22:07 > Step: 171800 Progress: 85.9% Elapsed: 2 days, 7:00:27 Gen_loss: 5.505 Dis_loss: 0.3249 Cls_loss: 0.7909 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:23:40 > Step: 171900 Progress: 86.0% Elapsed: 2 days, 7:02:00 Gen_loss: 4.265 Dis_loss: 0.3912 Cls_loss: 0.8209 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:25:24 > Step: 172000 Progress: 86.0% Elapsed: 2 days, 7:03:44 Gen_loss: 4.506 Dis_loss: 0.3286 Cls_loss: 0.8169 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:26:57 > Step: 172100 Progress: 86.1% Elapsed: 2 days, 7:05:17 Gen_loss: 4.324 Dis_loss: 0.3676 Cls_loss: 0.7873 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:28:30 > Step: 172200 Progress: 86.1% Elapsed: 2 days, 7:06:50 Gen_loss: 4.657 Dis_loss: 0.4313 Cls_loss: 0.7841 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:30:03 > Step: 172300 Progress: 86.2% Elapsed: 2 days, 7:08:23 Gen_loss: 4.544 Dis_loss: 0.3437 Cls_loss: 0.811 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:31:48 > Step: 172400 Progress: 86.2% Elapsed: 2 days, 7:10:08 Gen_loss: 3.727 Dis_loss: 0.4082 Cls_loss: 0.8382 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:33:21 > Step: 172500 Progress: 86.2% Elapsed: 2 days, 7:11:41 Gen_loss: 4.825 Dis_loss: 0.3078 Cls_loss: 0.778 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:34:54 > Step: 172600 Progress: 86.3% Elapsed: 2 days, 7:13:14 Gen_loss: 2.703 Dis_loss: 0.7115 Cls_loss: 0.8062 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:36:27 > Step: 172700 Progress: 86.4% Elapsed: 2 days, 7:14:47 Gen_loss: 2.861 Dis_loss: 0.2528 Cls_loss: 0.7765 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:38:11 > Step: 172800 Progress: 86.4% Elapsed: 2 days, 7:16:31 Gen_loss: 2.186 Dis_loss: 0.576 Cls_loss: 0.8878 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:39:45 > Step: 172900 Progress: 86.5% Elapsed: 2 days, 7:18:05 Gen_loss: 3.473 Dis_loss: 0.3429 Cls_loss: 0.7851 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:41:18 > Step: 173000 Progress: 86.5% Elapsed: 2 days, 7:19:38 Gen_loss: 2.685 Dis_loss: 0.5405 Cls_loss: 0.7978 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:42:51 > Step: 173100 Progress: 86.6% Elapsed: 2 days, 7:21:11 Gen_loss: 4.164 Dis_loss: 0.3489 Cls_loss: 0.7816 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:44:37 > Step: 173200 Progress: 86.6% Elapsed: 2 days, 7:22:57 Gen_loss: 5.661 Dis_loss: 0.2955 Cls_loss: 0.7668 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:46:11 > Step: 173300 Progress: 86.7% Elapsed: 2 days, 7:24:31 Gen_loss: 4.486 Dis_loss: 0.3228 Cls_loss: 0.7654 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:47:44 > Step: 173400 Progress: 86.7% Elapsed: 2 days, 7:26:04 Gen_loss: 5.279 Dis_loss: 0.4823 Cls_loss: 0.7923 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:49:17 > Step: 173500 Progress: 86.8% Elapsed: 2 days, 7:27:37 Gen_loss: 5.31 Dis_loss: 0.5474 Cls_loss: 0.7952 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:51:01 > Step: 173600 Progress: 86.8% Elapsed: 2 days, 7:29:21 Gen_loss: 2.821 Dis_loss: 0.5303 Cls_loss: 0.7968 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:52:35 > Step: 173700 Progress: 86.9% Elapsed: 2 days, 7:30:55 Gen_loss: 2.507 Dis_loss: 0.5192 Cls_loss: 0.8172 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:54:09 > Step: 173800 Progress: 86.9% Elapsed: 2 days, 7:32:28 Gen_loss: 4.067 Dis_loss: 0.4273 Cls_loss: 0.8106 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:55:42 > Step: 173900 Progress: 87.0% Elapsed: 2 days, 7:34:02 Gen_loss: 5.574 Dis_loss: 0.6779 Cls_loss: 0.8298 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:57:26 > Step: 174000 Progress: 87.0% Elapsed: 2 days, 7:35:46 Gen_loss: 5.304 Dis_loss: 0.2863 Cls_loss: 0.7823 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:59:00 > Step: 174100 Progress: 87.1% Elapsed: 2 days, 7:37:20 Gen_loss: 2.131 Dis_loss: 0.4018 Cls_loss: 0.8677 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 21:00:33 > Step: 174200 Progress: 87.1% Elapsed: 2 days, 7:38:53 Gen_loss: 3.706 Dis_loss: 0.3794 Cls_loss: 0.8475 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 21:02:07 > Step: 174300 Progress: 87.2% Elapsed: 2 days, 7:40:27 Gen_loss: 2.538 Dis_loss: 0.5519 Cls_loss: 0.7728 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 21:03:52 > Step: 174400 Progress: 87.2% Elapsed: 2 days, 7:42:12 Gen_loss: 5.36 Dis_loss: 0.3824 Cls_loss: 0.7879 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 21:05:27 > Step: 174500 Progress: 87.2% Elapsed: 2 days, 7:43:47 Gen_loss: 3.755 Dis_loss: 0.3246 Cls_loss: 0.8324 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 21:07:00 > Step: 174600 Progress: 87.3% Elapsed: 2 days, 7:45:20 Gen_loss: 3.821 Dis_loss: 0.2873 Cls_loss: 0.7762 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 21:08:33 > Step: 174700 Progress: 87.4% Elapsed: 2 days, 7:46:53 Gen_loss: 2.309 Dis_loss: 0.6229 Cls_loss: 0.8788 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 21:10:18 > Step: 174800 Progress: 87.4% Elapsed: 2 days, 7:48:38 Gen_loss: 4.031 Dis_loss: 0.3648 Cls_loss: 0.7795 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 21:11:51 > Step: 174900 Progress: 87.5% Elapsed: 2 days, 7:50:11 Gen_loss: 4.705 Dis_loss: 0.3747 Cls_loss: 0.7823 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 21:13:25 > Step: 175000 Progress: 87.5% Elapsed: 2 days, 7:51:45 Gen_loss: 4.903 Dis_loss: 0.3305 Cls_loss: 0.7944 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 21:14:59 > Step: 175100 Progress: 87.5% Elapsed: 2 days, 7:53:19 Gen_loss: 3.736 Dis_loss: 0.3456 Cls_loss: 0.8273 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 21:16:44 > Step: 175200 Progress: 87.6% Elapsed: 2 days, 7:55:04 Gen_loss: 5.081 Dis_loss: 0.9512 Cls_loss: 0.8465 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 21:18:17 > Step: 175300 Progress: 87.6% Elapsed: 2 days, 7:56:37 Gen_loss: 4.476 Dis_loss: 0.3057 Cls_loss: 0.7717 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 21:19:50 > Step: 175400 Progress: 87.7% Elapsed: 2 days, 7:58:10 Gen_loss: 4.224 Dis_loss: 0.2905 Cls_loss: 0.7642 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 21:21:23 > Step: 175500 Progress: 87.8% Elapsed: 2 days, 7:59:43 Gen_loss: 3.197 Dis_loss: 0.4267 Cls_loss: 0.8366 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 21:23:08 > Step: 175600 Progress: 87.8% Elapsed: 2 days, 8:01:28 Gen_loss: 3.796 Dis_loss: 0.5016 Cls_loss: 0.7904 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 21:24:41 > Step: 175700 Progress: 87.8% Elapsed: 2 days, 8:03:01 Gen_loss: 4.5 Dis_loss: 0.2983 Cls_loss: 0.7863 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 21:26:14 > Step: 175800 Progress: 87.9% Elapsed: 2 days, 8:04:34 Gen_loss: 2.949 Dis_loss: 0.2981 Cls_loss: 0.7724 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 21:27:59 > Step: 175900 Progress: 87.9% Elapsed: 2 days, 8:06:19 Gen_loss: 5.539 Dis_loss: 0.6954 Cls_loss: 0.7786 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 21:29:32 > Step: 176000 Progress: 88.0% Elapsed: 2 days, 8:07:52 Gen_loss: 5.355 Dis_loss: 0.2482 Cls_loss: 0.776 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 21:31:05 > Step: 176100 Progress: 88.0% Elapsed: 2 days, 8:09:25 Gen_loss: 3.438 Dis_loss: 0.3191 Cls_loss: 0.773 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 21:32:38 > Step: 176200 Progress: 88.1% Elapsed: 2 days, 8:10:58 Gen_loss: 5.671 Dis_loss: 0.4591 Cls_loss: 0.7803 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 21:34:22 > Step: 176300 Progress: 88.1% Elapsed: 2 days, 8:12:42 Gen_loss: 4.992 Dis_loss: 0.3581 Cls_loss: 0.7697 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 21:35:55 > Step: 176400 Progress: 88.2% Elapsed: 2 days, 8:14:15 Gen_loss: 5.921 Dis_loss: 0.5138 Cls_loss: 0.7681 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 21:37:29 > Step: 176500 Progress: 88.2% Elapsed: 2 days, 8:15:49 Gen_loss: 4.288 Dis_loss: 0.4008 Cls_loss: 0.7763 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 21:39:02 > Step: 176600 Progress: 88.3% Elapsed: 2 days, 8:17:22 Gen_loss: 3.081 Dis_loss: 0.3419 Cls_loss: 0.7803 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 21:40:46 > Step: 176700 Progress: 88.3% Elapsed: 2 days, 8:19:06 Gen_loss: 3.865 Dis_loss: 0.319 Cls_loss: 0.7764 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 21:42:19 > Step: 176800 Progress: 88.4% Elapsed: 2 days, 8:20:39 Gen_loss: 5.076 Dis_loss: 0.2958 Cls_loss: 0.7801 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 21:43:53 > Step: 176900 Progress: 88.4% Elapsed: 2 days, 8:22:13 Gen_loss: 4.227 Dis_loss: 0.662 Cls_loss: 0.8006 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 21:45:27 > Step: 177000 Progress: 88.5% Elapsed: 2 days, 8:23:47 Gen_loss: 4.403 Dis_loss: 0.4797 Cls_loss: 0.7833 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 21:47:12 > Step: 177100 Progress: 88.5% Elapsed: 2 days, 8:25:32 Gen_loss: 3.96 Dis_loss: 0.3251 Cls_loss: 0.7739 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 21:48:45 > Step: 177200 Progress: 88.6% Elapsed: 2 days, 8:27:05 Gen_loss: 4.129 Dis_loss: 0.3365 Cls_loss: 0.7798 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 21:50:20 > Step: 177300 Progress: 88.6% Elapsed: 2 days, 8:28:40 Gen_loss: 3.497 Dis_loss: 0.3384 Cls_loss: 0.7768 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 21:51:53 > Step: 177400 Progress: 88.7% Elapsed: 2 days, 8:30:13 Gen_loss: 4.973 Dis_loss: 0.3865 Cls_loss: 0.7975 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 21:53:38 > Step: 177500 Progress: 88.8% Elapsed: 2 days, 8:31:58 Gen_loss: 4.012 Dis_loss: 0.2629 Cls_loss: 0.7767 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 21:55:12 > Step: 177600 Progress: 88.8% Elapsed: 2 days, 8:33:32 Gen_loss: 4.228 Dis_loss: 0.4524 Cls_loss: 0.7941 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 21:56:46 > Step: 177700 Progress: 88.8% Elapsed: 2 days, 8:35:06 Gen_loss: 4.206 Dis_loss: 0.2824 Cls_loss: 0.769 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 21:58:19 > Step: 177800 Progress: 88.9% Elapsed: 2 days, 8:36:39 Gen_loss: 5.355 Dis_loss: 0.3748 Cls_loss: 0.7624 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 22:00:04 > Step: 177900 Progress: 88.9% Elapsed: 2 days, 8:38:24 Gen_loss: 4.057 Dis_loss: 0.3139 Cls_loss: 0.8148 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 22:01:37 > Step: 178000 Progress: 89.0% Elapsed: 2 days, 8:39:57 Gen_loss: 3.921 Dis_loss: 0.2635 Cls_loss: 0.7754 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 22:03:11 > Step: 178100 Progress: 89.0% Elapsed: 2 days, 8:41:31 Gen_loss: 4.85 Dis_loss: 0.3687 Cls_loss: 0.8075 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 22:04:44 > Step: 178200 Progress: 89.1% Elapsed: 2 days, 8:43:04 Gen_loss: 4.995 Dis_loss: 0.3508 Cls_loss: 0.795 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 22:06:28 > Step: 178300 Progress: 89.1% Elapsed: 2 days, 8:44:48 Gen_loss: 3.271 Dis_loss: 0.3069 Cls_loss: 0.808 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 22:08:01 > Step: 178400 Progress: 89.2% Elapsed: 2 days, 8:46:21 Gen_loss: 4.018 Dis_loss: 0.4598 Cls_loss: 0.7971 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 22:09:34 > Step: 178500 Progress: 89.2% Elapsed: 2 days, 8:47:54 Gen_loss: 4.556 Dis_loss: 0.2687 Cls_loss: 0.7795 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 22:11:08 > Step: 178600 Progress: 89.3% Elapsed: 2 days, 8:49:28 Gen_loss: 4.753 Dis_loss: 0.3565 Cls_loss: 0.8123 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 22:12:53 > Step: 178700 Progress: 89.3% Elapsed: 2 days, 8:51:12 Gen_loss: 4.854 Dis_loss: 0.4922 Cls_loss: 0.7673 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 22:14:26 > Step: 178800 Progress: 89.4% Elapsed: 2 days, 8:52:46 Gen_loss: 4.155 Dis_loss: 0.407 Cls_loss: 0.83 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 22:15:59 > Step: 178900 Progress: 89.5% Elapsed: 2 days, 8:54:19 Gen_loss: 2.108 Dis_loss: 0.4931 Cls_loss: 0.7924 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 22:17:32 > Step: 179000 Progress: 89.5% Elapsed: 2 days, 8:55:52 Gen_loss: 3.913 Dis_loss: 0.6079 Cls_loss: 0.8377 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 22:19:17 > Step: 179100 Progress: 89.5% Elapsed: 2 days, 8:57:37 Gen_loss: 6.764 Dis_loss: 0.574 Cls_loss: 0.8678 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 22:20:51 > Step: 179200 Progress: 89.6% Elapsed: 2 days, 8:59:11 Gen_loss: 3.14 Dis_loss: 0.5513 Cls_loss: 0.7735 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 22:22:24 > Step: 179300 Progress: 89.6% Elapsed: 2 days, 9:00:44 Gen_loss: 4.902 Dis_loss: 0.4678 Cls_loss: 0.7809 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 22:23:58 > Step: 179400 Progress: 89.7% Elapsed: 2 days, 9:02:18 Gen_loss: 4.273 Dis_loss: 0.3216 Cls_loss: 0.7757 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 22:25:43 > Step: 179500 Progress: 89.8% Elapsed: 2 days, 9:04:03 Gen_loss: 4.93 Dis_loss: 0.3682 Cls_loss: 0.8249 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 22:27:16 > Step: 179600 Progress: 89.8% Elapsed: 2 days, 9:05:36 Gen_loss: 5.717 Dis_loss: 0.2636 Cls_loss: 0.7873 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 22:28:49 > Step: 179700 Progress: 89.8% Elapsed: 2 days, 9:07:09 Gen_loss: 5.636 Dis_loss: 0.6625 Cls_loss: 0.8468 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 22:30:34 > Step: 179800 Progress: 89.9% Elapsed: 2 days, 9:08:54 Gen_loss: 6.663 Dis_loss: 0.687 Cls_loss: 0.7841 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 22:32:07 > Step: 179900 Progress: 90.0% Elapsed: 2 days, 9:10:27 Gen_loss: 3.841 Dis_loss: 0.3563 Cls_loss: 0.9206 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 22:33:41 > Step: 180000 Progress: 90.0% Elapsed: 2 days, 9:12:01 Gen_loss: 4.797 Dis_loss: 0.3332 Cls_loss: 0.8397 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 22:33:41 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-18 22:33:41 > Save image canvas to save/figures/StyleGAN2-D2DCE-train-2021_10_16_13_21_26/generated_canvas_180000.png
[INFO] 2021-10-18 22:33:41 > Start Evaluation (180000 Step): StyleGAN2-D2DCE-train-2021_10_16_13_21_26
[INFO] 2021-10-18 22:33:41 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-18 22:39:13 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-18 22:44:55 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-18 23:05:08 > Inception score (Step: 180000, 50000 generated images): 10.223430633544922
[INFO] 2021-10-18 23:05:08 > FID score (Step: 180000, Using train moments): 3.3472843109504993
[INFO] 2021-10-18 23:05:08 > Improved Precision (Step: 180000, Using train images): 0.72742
[INFO] 2021-10-18 23:05:08 > Improved Recall (Step: 180000, Using train images): 0.66788
[INFO] 2021-10-18 23:05:08 > Density (Step: 180000, Using train images): 0.966556
[INFO] 2021-10-18 23:05:08 > Coverage (Step: 180000, Using train images): 0.89348
[INFO] 2021-10-18 23:05:08 > Best FID score (Step: 180000, Using train moments): 3.3472843109504993
[INFO] 2021-10-18 23:05:29 > Save model to save/checkpoints/StyleGAN2-D2DCE-train-2021_10_16_13_21_26
[INFO] 2021-10-18 23:07:36 > Step: 180100 Progress: 90.0% Elapsed: 2 days, 9:45:56 Gen_loss: 2.557 Dis_loss: 0.4062 Cls_loss: 0.7905 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 23:09:29 > Step: 180200 Progress: 90.1% Elapsed: 2 days, 9:47:49 Gen_loss: 4.432 Dis_loss: 0.3039 Cls_loss: 0.7752 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 23:11:02 > Step: 180300 Progress: 90.1% Elapsed: 2 days, 9:49:22 Gen_loss: 3.656 Dis_loss: 0.3559 Cls_loss: 0.8001 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 23:12:36 > Step: 180400 Progress: 90.2% Elapsed: 2 days, 9:50:56 Gen_loss: 4.567 Dis_loss: 0.3428 Cls_loss: 0.7644 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 23:14:09 > Step: 180500 Progress: 90.2% Elapsed: 2 days, 9:52:29 Gen_loss: 4.869 Dis_loss: 0.3204 Cls_loss: 0.7741 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 23:15:55 > Step: 180600 Progress: 90.3% Elapsed: 2 days, 9:54:15 Gen_loss: 4.886 Dis_loss: 0.348 Cls_loss: 0.8495 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 23:17:29 > Step: 180700 Progress: 90.3% Elapsed: 2 days, 9:55:49 Gen_loss: 3.666 Dis_loss: 0.3598 Cls_loss: 0.7899 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 23:19:02 > Step: 180800 Progress: 90.4% Elapsed: 2 days, 9:57:22 Gen_loss: 4.46 Dis_loss: 0.3413 Cls_loss: 0.7934 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 23:20:35 > Step: 180900 Progress: 90.5% Elapsed: 2 days, 9:58:55 Gen_loss: 4.142 Dis_loss: 0.4218 Cls_loss: 0.7903 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 23:22:20 > Step: 181000 Progress: 90.5% Elapsed: 2 days, 10:00:40 Gen_loss: 4.414 Dis_loss: 0.4155 Cls_loss: 0.7728 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 23:23:53 > Step: 181100 Progress: 90.5% Elapsed: 2 days, 10:02:13 Gen_loss: 4.603 Dis_loss: 0.3743 Cls_loss: 0.7813 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 23:25:26 > Step: 181200 Progress: 90.6% Elapsed: 2 days, 10:03:46 Gen_loss: 4.014 Dis_loss: 0.3556 Cls_loss: 0.7743 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 23:26:59 > Step: 181300 Progress: 90.6% Elapsed: 2 days, 10:05:19 Gen_loss: 4.836 Dis_loss: 0.3596 Cls_loss: 0.7808 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 23:28:44 > Step: 181400 Progress: 90.7% Elapsed: 2 days, 10:07:04 Gen_loss: 6.607 Dis_loss: 0.6375 Cls_loss: 0.8567 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 23:30:18 > Step: 181500 Progress: 90.8% Elapsed: 2 days, 10:08:38 Gen_loss: 4.821 Dis_loss: 0.313 Cls_loss: 0.7787 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 23:31:51 > Step: 181600 Progress: 90.8% Elapsed: 2 days, 10:10:11 Gen_loss: 3.738 Dis_loss: 0.3644 Cls_loss: 0.7847 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 23:33:24 > Step: 181700 Progress: 90.8% Elapsed: 2 days, 10:11:44 Gen_loss: 3.416 Dis_loss: 0.3174 Cls_loss: 0.7952 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 23:35:08 > Step: 181800 Progress: 90.9% Elapsed: 2 days, 10:13:28 Gen_loss: 4.73 Dis_loss: 0.3486 Cls_loss: 0.7774 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 23:36:42 > Step: 181900 Progress: 91.0% Elapsed: 2 days, 10:15:02 Gen_loss: 3.821 Dis_loss: 0.5567 Cls_loss: 0.9308 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 23:38:15 > Step: 182000 Progress: 91.0% Elapsed: 2 days, 10:16:35 Gen_loss: 5.114 Dis_loss: 0.5189 Cls_loss: 0.788 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 23:39:48 > Step: 182100 Progress: 91.0% Elapsed: 2 days, 10:18:08 Gen_loss: 3.941 Dis_loss: 0.4121 Cls_loss: 0.7782 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 23:41:33 > Step: 182200 Progress: 91.1% Elapsed: 2 days, 10:19:53 Gen_loss: 4.009 Dis_loss: 0.4162 Cls_loss: 0.7924 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 23:43:06 > Step: 182300 Progress: 91.1% Elapsed: 2 days, 10:21:26 Gen_loss: 2.242 Dis_loss: 0.5962 Cls_loss: 0.8627 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 23:44:40 > Step: 182400 Progress: 91.2% Elapsed: 2 days, 10:23:00 Gen_loss: 3.723 Dis_loss: 0.3984 Cls_loss: 0.7976 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 23:46:13 > Step: 182500 Progress: 91.2% Elapsed: 2 days, 10:24:33 Gen_loss: 5.76 Dis_loss: 0.2398 Cls_loss: 0.7823 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 23:47:58 > Step: 182600 Progress: 91.3% Elapsed: 2 days, 10:26:18 Gen_loss: 4.904 Dis_loss: 0.3434 Cls_loss: 0.8089 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 23:49:31 > Step: 182700 Progress: 91.3% Elapsed: 2 days, 10:27:51 Gen_loss: 4.627 Dis_loss: 0.3893 Cls_loss: 0.7952 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 23:51:04 > Step: 182800 Progress: 91.4% Elapsed: 2 days, 10:29:24 Gen_loss: 3.078 Dis_loss: 0.5236 Cls_loss: 0.788 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 23:52:38 > Step: 182900 Progress: 91.5% Elapsed: 2 days, 10:30:58 Gen_loss: 4.404 Dis_loss: 0.3565 Cls_loss: 0.8014 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 23:54:23 > Step: 183000 Progress: 91.5% Elapsed: 2 days, 10:32:43 Gen_loss: 4.39 Dis_loss: 0.314 Cls_loss: 0.7826 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 23:55:56 > Step: 183100 Progress: 91.5% Elapsed: 2 days, 10:34:16 Gen_loss: 3.233 Dis_loss: 0.3484 Cls_loss: 0.7821 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 23:57:29 > Step: 183200 Progress: 91.6% Elapsed: 2 days, 10:35:49 Gen_loss: 5.558 Dis_loss: 0.3585 Cls_loss: 0.7731 Topk: N/A ada_p: N/A
[INFO] 2021-10-18 23:59:02 > Step: 183300 Progress: 91.6% Elapsed: 2 days, 10:37:22 Gen_loss: 4.777 Dis_loss: 0.3187 Cls_loss: 0.7891 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 00:00:47 > Step: 183400 Progress: 91.7% Elapsed: 2 days, 10:39:07 Gen_loss: 4.111 Dis_loss: 0.3318 Cls_loss: 0.7861 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 00:02:20 > Step: 183500 Progress: 91.8% Elapsed: 2 days, 10:40:40 Gen_loss: 5.037 Dis_loss: 0.3656 Cls_loss: 0.769 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 00:03:54 > Step: 183600 Progress: 91.8% Elapsed: 2 days, 10:42:14 Gen_loss: 5.656 Dis_loss: 0.2763 Cls_loss: 0.784 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 00:05:38 > Step: 183700 Progress: 91.8% Elapsed: 2 days, 10:43:58 Gen_loss: 5.343 Dis_loss: 0.3947 Cls_loss: 0.7777 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 00:07:11 > Step: 183800 Progress: 91.9% Elapsed: 2 days, 10:45:31 Gen_loss: 4.385 Dis_loss: 0.3896 Cls_loss: 0.7785 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 00:08:45 > Step: 183900 Progress: 92.0% Elapsed: 2 days, 10:47:05 Gen_loss: 5.963 Dis_loss: 0.4068 Cls_loss: 0.7782 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 00:10:18 > Step: 184000 Progress: 92.0% Elapsed: 2 days, 10:48:38 Gen_loss: 4.138 Dis_loss: 0.3174 Cls_loss: 0.7657 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 00:12:03 > Step: 184100 Progress: 92.0% Elapsed: 2 days, 10:50:23 Gen_loss: 4.752 Dis_loss: 0.304 Cls_loss: 0.7761 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 00:13:36 > Step: 184200 Progress: 92.1% Elapsed: 2 days, 10:51:56 Gen_loss: 5.004 Dis_loss: 0.3739 Cls_loss: 0.8131 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 00:15:09 > Step: 184300 Progress: 92.2% Elapsed: 2 days, 10:53:29 Gen_loss: 4.809 Dis_loss: 0.4682 Cls_loss: 0.7913 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 00:16:42 > Step: 184400 Progress: 92.2% Elapsed: 2 days, 10:55:02 Gen_loss: 4.659 Dis_loss: 0.3494 Cls_loss: 0.7734 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 00:18:27 > Step: 184500 Progress: 92.2% Elapsed: 2 days, 10:56:47 Gen_loss: 5.973 Dis_loss: 0.4027 Cls_loss: 0.7836 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 00:20:00 > Step: 184600 Progress: 92.3% Elapsed: 2 days, 10:58:20 Gen_loss: 5.095 Dis_loss: 0.3624 Cls_loss: 0.7704 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 00:21:33 > Step: 184700 Progress: 92.3% Elapsed: 2 days, 10:59:53 Gen_loss: 3.569 Dis_loss: 0.312 Cls_loss: 0.8239 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 00:23:06 > Step: 184800 Progress: 92.4% Elapsed: 2 days, 11:01:26 Gen_loss: 3.943 Dis_loss: 0.2646 Cls_loss: 0.7783 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 00:24:51 > Step: 184900 Progress: 92.5% Elapsed: 2 days, 11:03:11 Gen_loss: 5.453 Dis_loss: 0.3068 Cls_loss: 0.7884 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 00:26:24 > Step: 185000 Progress: 92.5% Elapsed: 2 days, 11:04:44 Gen_loss: 6.276 Dis_loss: 0.2581 Cls_loss: 0.7803 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 00:27:57 > Step: 185100 Progress: 92.5% Elapsed: 2 days, 11:06:17 Gen_loss: 4.523 Dis_loss: 0.3317 Cls_loss: 0.7676 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 00:29:30 > Step: 185200 Progress: 92.6% Elapsed: 2 days, 11:07:50 Gen_loss: 4.847 Dis_loss: 0.3186 Cls_loss: 0.7813 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 00:31:15 > Step: 185300 Progress: 92.7% Elapsed: 2 days, 11:09:35 Gen_loss: 4.242 Dis_loss: 0.4493 Cls_loss: 0.8079 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 00:32:48 > Step: 185400 Progress: 92.7% Elapsed: 2 days, 11:11:08 Gen_loss: 4.79 Dis_loss: 0.4007 Cls_loss: 0.7916 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 00:34:21 > Step: 185500 Progress: 92.8% Elapsed: 2 days, 11:12:41 Gen_loss: 4.845 Dis_loss: 0.3437 Cls_loss: 0.7705 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 00:35:54 > Step: 185600 Progress: 92.8% Elapsed: 2 days, 11:14:14 Gen_loss: 4.933 Dis_loss: 0.2649 Cls_loss: 0.8029 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 00:37:39 > Step: 185700 Progress: 92.8% Elapsed: 2 days, 11:15:59 Gen_loss: 3.847 Dis_loss: 0.3696 Cls_loss: 0.7917 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 00:39:12 > Step: 185800 Progress: 92.9% Elapsed: 2 days, 11:17:32 Gen_loss: 2.943 Dis_loss: 0.4618 Cls_loss: 0.8232 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 00:40:48 > Step: 185900 Progress: 93.0% Elapsed: 2 days, 11:19:08 Gen_loss: 5.534 Dis_loss: 0.3885 Cls_loss: 0.7766 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 00:42:21 > Step: 186000 Progress: 93.0% Elapsed: 2 days, 11:20:41 Gen_loss: 5.441 Dis_loss: 0.3856 Cls_loss: 0.8131 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 00:44:06 > Step: 186100 Progress: 93.0% Elapsed: 2 days, 11:22:26 Gen_loss: 3.851 Dis_loss: 0.7342 Cls_loss: 0.8007 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 00:45:40 > Step: 186200 Progress: 93.1% Elapsed: 2 days, 11:24:00 Gen_loss: 4.941 Dis_loss: 0.447 Cls_loss: 0.8226 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 00:47:13 > Step: 186300 Progress: 93.2% Elapsed: 2 days, 11:25:33 Gen_loss: 1.953 Dis_loss: 0.5299 Cls_loss: 0.8485 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 00:48:47 > Step: 186400 Progress: 93.2% Elapsed: 2 days, 11:27:07 Gen_loss: 4.083 Dis_loss: 0.3059 Cls_loss: 0.8119 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 00:50:33 > Step: 186500 Progress: 93.2% Elapsed: 2 days, 11:28:53 Gen_loss: 4.422 Dis_loss: 0.2835 Cls_loss: 0.82 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 00:52:06 > Step: 186600 Progress: 93.3% Elapsed: 2 days, 11:30:26 Gen_loss: 4.606 Dis_loss: 0.3809 Cls_loss: 0.778 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 00:53:40 > Step: 186700 Progress: 93.3% Elapsed: 2 days, 11:32:00 Gen_loss: 3.285 Dis_loss: 0.4102 Cls_loss: 0.7824 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 00:55:13 > Step: 186800 Progress: 93.4% Elapsed: 2 days, 11:33:33 Gen_loss: 4.394 Dis_loss: 0.2896 Cls_loss: 0.8287 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 00:56:58 > Step: 186900 Progress: 93.5% Elapsed: 2 days, 11:35:18 Gen_loss: 4.826 Dis_loss: 0.3197 Cls_loss: 0.7943 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 00:58:31 > Step: 187000 Progress: 93.5% Elapsed: 2 days, 11:36:51 Gen_loss: 5.898 Dis_loss: 0.3644 Cls_loss: 0.8289 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 01:00:05 > Step: 187100 Progress: 93.5% Elapsed: 2 days, 11:38:25 Gen_loss: 5.016 Dis_loss: 0.3221 Cls_loss: 0.7838 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 01:01:38 > Step: 187200 Progress: 93.6% Elapsed: 2 days, 11:39:58 Gen_loss: 5.014 Dis_loss: 0.306 Cls_loss: 0.7729 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 01:03:22 > Step: 187300 Progress: 93.7% Elapsed: 2 days, 11:41:42 Gen_loss: 4.412 Dis_loss: 0.3781 Cls_loss: 0.7843 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 01:04:55 > Step: 187400 Progress: 93.7% Elapsed: 2 days, 11:43:15 Gen_loss: 5.265 Dis_loss: 0.284 Cls_loss: 0.7648 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 01:06:30 > Step: 187500 Progress: 93.8% Elapsed: 2 days, 11:44:50 Gen_loss: 3.456 Dis_loss: 0.3558 Cls_loss: 0.777 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 01:08:15 > Step: 187600 Progress: 93.8% Elapsed: 2 days, 11:46:35 Gen_loss: 4.043 Dis_loss: 0.3462 Cls_loss: 0.8186 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 01:09:48 > Step: 187700 Progress: 93.8% Elapsed: 2 days, 11:48:08 Gen_loss: 4.489 Dis_loss: 0.2962 Cls_loss: 0.768 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 01:11:21 > Step: 187800 Progress: 93.9% Elapsed: 2 days, 11:49:41 Gen_loss: 3.358 Dis_loss: 0.4231 Cls_loss: 0.7975 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 01:12:56 > Step: 187900 Progress: 94.0% Elapsed: 2 days, 11:51:15 Gen_loss: 3.601 Dis_loss: 0.4033 Cls_loss: 0.8699 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 01:14:41 > Step: 188000 Progress: 94.0% Elapsed: 2 days, 11:53:01 Gen_loss: 4.953 Dis_loss: 0.3237 Cls_loss: 0.7669 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 01:16:15 > Step: 188100 Progress: 94.0% Elapsed: 2 days, 11:54:35 Gen_loss: 3.835 Dis_loss: 0.3012 Cls_loss: 0.8051 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 01:17:50 > Step: 188200 Progress: 94.1% Elapsed: 2 days, 11:56:10 Gen_loss: 2.74 Dis_loss: 0.4526 Cls_loss: 0.8509 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 01:19:23 > Step: 188300 Progress: 94.2% Elapsed: 2 days, 11:57:43 Gen_loss: 4.388 Dis_loss: 0.3368 Cls_loss: 0.7877 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 01:21:08 > Step: 188400 Progress: 94.2% Elapsed: 2 days, 11:59:28 Gen_loss: 3.518 Dis_loss: 0.3716 Cls_loss: 0.7725 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 01:22:41 > Step: 188500 Progress: 94.2% Elapsed: 2 days, 12:01:01 Gen_loss: 3.934 Dis_loss: 0.3953 Cls_loss: 0.7623 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 01:24:14 > Step: 188600 Progress: 94.3% Elapsed: 2 days, 12:02:34 Gen_loss: 2.96 Dis_loss: 0.2916 Cls_loss: 0.7631 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 01:25:47 > Step: 188700 Progress: 94.3% Elapsed: 2 days, 12:04:07 Gen_loss: 4.576 Dis_loss: 0.3259 Cls_loss: 0.7695 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 01:27:34 > Step: 188800 Progress: 94.4% Elapsed: 2 days, 12:05:54 Gen_loss: 4.245 Dis_loss: 0.3232 Cls_loss: 0.7763 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 01:29:07 > Step: 188900 Progress: 94.5% Elapsed: 2 days, 12:07:27 Gen_loss: 5.705 Dis_loss: 0.3542 Cls_loss: 0.8063 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 01:30:40 > Step: 189000 Progress: 94.5% Elapsed: 2 days, 12:09:00 Gen_loss: 4.377 Dis_loss: 0.3405 Cls_loss: 0.8533 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 01:32:14 > Step: 189100 Progress: 94.5% Elapsed: 2 days, 12:10:34 Gen_loss: 4.696 Dis_loss: 0.3786 Cls_loss: 0.7774 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 01:33:59 > Step: 189200 Progress: 94.6% Elapsed: 2 days, 12:12:19 Gen_loss: 5.383 Dis_loss: 0.2841 Cls_loss: 0.7757 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 01:35:33 > Step: 189300 Progress: 94.7% Elapsed: 2 days, 12:13:53 Gen_loss: 3.647 Dis_loss: 0.4038 Cls_loss: 0.7963 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 01:37:06 > Step: 189400 Progress: 94.7% Elapsed: 2 days, 12:15:26 Gen_loss: 4.155 Dis_loss: 0.2851 Cls_loss: 0.7745 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 01:38:41 > Step: 189500 Progress: 94.8% Elapsed: 2 days, 12:17:01 Gen_loss: 4.366 Dis_loss: 0.2991 Cls_loss: 0.7725 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 01:40:25 > Step: 189600 Progress: 94.8% Elapsed: 2 days, 12:18:45 Gen_loss: 3.662 Dis_loss: 0.3135 Cls_loss: 0.7923 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 01:41:59 > Step: 189700 Progress: 94.8% Elapsed: 2 days, 12:20:19 Gen_loss: 4.882 Dis_loss: 0.352 Cls_loss: 0.8226 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 01:43:32 > Step: 189800 Progress: 94.9% Elapsed: 2 days, 12:21:52 Gen_loss: 4.404 Dis_loss: 0.3392 Cls_loss: 0.8146 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 01:45:06 > Step: 189900 Progress: 95.0% Elapsed: 2 days, 12:23:26 Gen_loss: 5.354 Dis_loss: 0.4016 Cls_loss: 0.7866 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 01:46:51 > Step: 190000 Progress: 95.0% Elapsed: 2 days, 12:25:11 Gen_loss: 5.739 Dis_loss: 0.3181 Cls_loss: 0.7718 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 01:46:51 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-19 01:46:51 > Save image canvas to save/figures/StyleGAN2-D2DCE-train-2021_10_16_13_21_26/generated_canvas_190000.png
[INFO] 2021-10-19 01:46:51 > Start Evaluation (190000 Step): StyleGAN2-D2DCE-train-2021_10_16_13_21_26
[INFO] 2021-10-19 01:46:51 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-19 01:52:24 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-19 01:58:06 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-19 02:18:54 > Inception score (Step: 190000, 50000 generated images): 10.377884864807129
[INFO] 2021-10-19 02:18:55 > FID score (Step: 190000, Using train moments): 3.3430381465659593
[INFO] 2021-10-19 02:18:55 > Improved Precision (Step: 190000, Using train images): 0.73366
[INFO] 2021-10-19 02:18:55 > Improved Recall (Step: 190000, Using train images): 0.6654
[INFO] 2021-10-19 02:18:55 > Density (Step: 190000, Using train images): 0.9615480000000001
[INFO] 2021-10-19 02:18:55 > Coverage (Step: 190000, Using train images): 0.895
[INFO] 2021-10-19 02:18:55 > Best FID score (Step: 190000, Using train moments): 3.3430381465659593
[INFO] 2021-10-19 02:19:15 > Save model to save/checkpoints/StyleGAN2-D2DCE-train-2021_10_16_13_21_26
[INFO] 2021-10-19 02:20:45 > Step: 190100 Progress: 95.0% Elapsed: 2 days, 12:59:05 Gen_loss: 3.926 Dis_loss: 0.3958 Cls_loss: 0.8299 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 02:22:18 > Step: 190200 Progress: 95.1% Elapsed: 2 days, 13:00:38 Gen_loss: 6.001 Dis_loss: 0.5294 Cls_loss: 0.7817 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 02:23:51 > Step: 190300 Progress: 95.2% Elapsed: 2 days, 13:02:11 Gen_loss: 5.016 Dis_loss: 0.2721 Cls_loss: 0.789 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 02:25:44 > Step: 190400 Progress: 95.2% Elapsed: 2 days, 13:04:04 Gen_loss: 4.523 Dis_loss: 0.3595 Cls_loss: 0.8081 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 02:27:17 > Step: 190500 Progress: 95.2% Elapsed: 2 days, 13:05:37 Gen_loss: 3.71 Dis_loss: 0.522 Cls_loss: 0.7787 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 02:28:51 > Step: 190600 Progress: 95.3% Elapsed: 2 days, 13:07:11 Gen_loss: 4.111 Dis_loss: 0.2914 Cls_loss: 0.7891 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 02:30:25 > Step: 190700 Progress: 95.3% Elapsed: 2 days, 13:08:45 Gen_loss: 2.781 Dis_loss: 0.4779 Cls_loss: 0.775 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 02:32:09 > Step: 190800 Progress: 95.4% Elapsed: 2 days, 13:10:29 Gen_loss: 4.965 Dis_loss: 0.3191 Cls_loss: 0.7703 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 02:33:42 > Step: 190900 Progress: 95.5% Elapsed: 2 days, 13:12:02 Gen_loss: 4.812 Dis_loss: 0.2818 Cls_loss: 0.7843 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 02:35:15 > Step: 191000 Progress: 95.5% Elapsed: 2 days, 13:13:35 Gen_loss: 3.931 Dis_loss: 0.3466 Cls_loss: 0.7646 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 02:36:49 > Step: 191100 Progress: 95.5% Elapsed: 2 days, 13:15:09 Gen_loss: 3.227 Dis_loss: 0.3376 Cls_loss: 0.8558 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 02:38:33 > Step: 191200 Progress: 95.6% Elapsed: 2 days, 13:16:53 Gen_loss: 4.129 Dis_loss: 0.2952 Cls_loss: 0.7762 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 02:40:07 > Step: 191300 Progress: 95.7% Elapsed: 2 days, 13:18:27 Gen_loss: 3.88 Dis_loss: 0.3001 Cls_loss: 0.7686 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 02:41:40 > Step: 191400 Progress: 95.7% Elapsed: 2 days, 13:20:00 Gen_loss: 5.012 Dis_loss: 0.266 Cls_loss: 0.7822 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 02:43:25 > Step: 191500 Progress: 95.8% Elapsed: 2 days, 13:21:45 Gen_loss: 4.72 Dis_loss: 0.4547 Cls_loss: 0.8141 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 02:44:58 > Step: 191600 Progress: 95.8% Elapsed: 2 days, 13:23:18 Gen_loss: 4.81 Dis_loss: 0.2434 Cls_loss: 0.7767 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 02:46:32 > Step: 191700 Progress: 95.9% Elapsed: 2 days, 13:24:52 Gen_loss: 4.145 Dis_loss: 0.4618 Cls_loss: 0.8109 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 02:48:05 > Step: 191800 Progress: 95.9% Elapsed: 2 days, 13:26:25 Gen_loss: 5.045 Dis_loss: 0.3741 Cls_loss: 0.7801 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 02:49:50 > Step: 191900 Progress: 96.0% Elapsed: 2 days, 13:28:10 Gen_loss: 5.788 Dis_loss: 0.3216 Cls_loss: 0.8237 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 02:51:23 > Step: 192000 Progress: 96.0% Elapsed: 2 days, 13:29:43 Gen_loss: 4.381 Dis_loss: 0.3355 Cls_loss: 0.776 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 02:52:56 > Step: 192100 Progress: 96.0% Elapsed: 2 days, 13:31:16 Gen_loss: 5.524 Dis_loss: 0.3261 Cls_loss: 0.829 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 02:54:29 > Step: 192200 Progress: 96.1% Elapsed: 2 days, 13:32:49 Gen_loss: 2.132 Dis_loss: 0.609 Cls_loss: 0.841 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 02:56:15 > Step: 192300 Progress: 96.2% Elapsed: 2 days, 13:34:35 Gen_loss: 4.024 Dis_loss: 0.3049 Cls_loss: 0.7866 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 02:57:48 > Step: 192400 Progress: 96.2% Elapsed: 2 days, 13:36:08 Gen_loss: 4.669 Dis_loss: 0.2825 Cls_loss: 0.8141 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 02:59:22 > Step: 192500 Progress: 96.2% Elapsed: 2 days, 13:37:42 Gen_loss: 3.453 Dis_loss: 0.3825 Cls_loss: 0.7757 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 03:00:55 > Step: 192600 Progress: 96.3% Elapsed: 2 days, 13:39:15 Gen_loss: 4.478 Dis_loss: 0.3063 Cls_loss: 0.8467 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 03:02:40 > Step: 192700 Progress: 96.4% Elapsed: 2 days, 13:41:00 Gen_loss: 4.919 Dis_loss: 0.3113 Cls_loss: 0.8682 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 03:04:13 > Step: 192800 Progress: 96.4% Elapsed: 2 days, 13:42:33 Gen_loss: 4.69 Dis_loss: 0.3699 Cls_loss: 0.7814 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 03:05:47 > Step: 192900 Progress: 96.5% Elapsed: 2 days, 13:44:07 Gen_loss: 5.549 Dis_loss: 0.304 Cls_loss: 0.827 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 03:07:20 > Step: 193000 Progress: 96.5% Elapsed: 2 days, 13:45:40 Gen_loss: 4.201 Dis_loss: 0.2861 Cls_loss: 0.7807 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 03:09:05 > Step: 193100 Progress: 96.5% Elapsed: 2 days, 13:47:25 Gen_loss: 3.806 Dis_loss: 0.62 Cls_loss: 0.7889 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 03:10:38 > Step: 193200 Progress: 96.6% Elapsed: 2 days, 13:48:58 Gen_loss: 4.265 Dis_loss: 0.3162 Cls_loss: 0.7651 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 03:12:11 > Step: 193300 Progress: 96.7% Elapsed: 2 days, 13:50:31 Gen_loss: 3.8 Dis_loss: 0.2978 Cls_loss: 0.7746 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 03:13:45 > Step: 193400 Progress: 96.7% Elapsed: 2 days, 13:52:05 Gen_loss: 4.48 Dis_loss: 0.4002 Cls_loss: 0.7681 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 03:15:29 > Step: 193500 Progress: 96.8% Elapsed: 2 days, 13:53:49 Gen_loss: 3.846 Dis_loss: 0.2863 Cls_loss: 0.7693 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 03:17:02 > Step: 193600 Progress: 96.8% Elapsed: 2 days, 13:55:22 Gen_loss: 4.537 Dis_loss: 0.2618 Cls_loss: 0.7949 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 03:18:36 > Step: 193700 Progress: 96.9% Elapsed: 2 days, 13:56:56 Gen_loss: 4.019 Dis_loss: 0.3245 Cls_loss: 0.7605 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 03:20:09 > Step: 193800 Progress: 96.9% Elapsed: 2 days, 13:58:29 Gen_loss: 4.197 Dis_loss: 0.2981 Cls_loss: 0.7676 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 03:21:54 > Step: 193900 Progress: 97.0% Elapsed: 2 days, 14:00:14 Gen_loss: 5.506 Dis_loss: 0.4496 Cls_loss: 0.7876 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 03:23:28 > Step: 194000 Progress: 97.0% Elapsed: 2 days, 14:01:48 Gen_loss: 4.48 Dis_loss: 0.3534 Cls_loss: 0.7751 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 03:25:02 > Step: 194100 Progress: 97.0% Elapsed: 2 days, 14:03:22 Gen_loss: 3.281 Dis_loss: 0.3405 Cls_loss: 0.782 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 03:26:35 > Step: 194200 Progress: 97.1% Elapsed: 2 days, 14:04:55 Gen_loss: 4.321 Dis_loss: 0.3524 Cls_loss: 0.79 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 03:28:20 > Step: 194300 Progress: 97.2% Elapsed: 2 days, 14:06:40 Gen_loss: 3.796 Dis_loss: 0.2884 Cls_loss: 0.7987 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 03:29:53 > Step: 194400 Progress: 97.2% Elapsed: 2 days, 14:08:13 Gen_loss: 4.173 Dis_loss: 0.4916 Cls_loss: 0.775 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 03:31:26 > Step: 194500 Progress: 97.2% Elapsed: 2 days, 14:09:46 Gen_loss: 4.749 Dis_loss: 0.3559 Cls_loss: 0.7715 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 03:33:00 > Step: 194600 Progress: 97.3% Elapsed: 2 days, 14:11:20 Gen_loss: 5.935 Dis_loss: 0.3373 Cls_loss: 0.8249 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 03:34:45 > Step: 194700 Progress: 97.4% Elapsed: 2 days, 14:13:05 Gen_loss: 5.635 Dis_loss: 0.3335 Cls_loss: 0.7694 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 03:36:18 > Step: 194800 Progress: 97.4% Elapsed: 2 days, 14:14:38 Gen_loss: 5.208 Dis_loss: 0.3153 Cls_loss: 0.7905 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 03:37:52 > Step: 194900 Progress: 97.5% Elapsed: 2 days, 14:16:12 Gen_loss: 2.999 Dis_loss: 0.3167 Cls_loss: 0.8567 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 03:39:26 > Step: 195000 Progress: 97.5% Elapsed: 2 days, 14:17:46 Gen_loss: 4.464 Dis_loss: 0.2646 Cls_loss: 0.7968 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 03:41:10 > Step: 195100 Progress: 97.5% Elapsed: 2 days, 14:19:30 Gen_loss: 4.019 Dis_loss: 0.3309 Cls_loss: 0.7943 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 03:42:44 > Step: 195200 Progress: 97.6% Elapsed: 2 days, 14:21:04 Gen_loss: 4.598 Dis_loss: 0.3928 Cls_loss: 0.7817 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 03:44:17 > Step: 195300 Progress: 97.7% Elapsed: 2 days, 14:22:37 Gen_loss: 3.044 Dis_loss: 0.3548 Cls_loss: 0.7735 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 03:46:01 > Step: 195400 Progress: 97.7% Elapsed: 2 days, 14:24:21 Gen_loss: 5.13 Dis_loss: 0.369 Cls_loss: 0.7834 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 03:47:34 > Step: 195500 Progress: 97.8% Elapsed: 2 days, 14:25:54 Gen_loss: 5.234 Dis_loss: 0.3362 Cls_loss: 0.7873 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 03:49:08 > Step: 195600 Progress: 97.8% Elapsed: 2 days, 14:27:28 Gen_loss: 2.503 Dis_loss: 1.231 Cls_loss: 0.8789 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 03:50:41 > Step: 195700 Progress: 97.9% Elapsed: 2 days, 14:29:01 Gen_loss: 4.439 Dis_loss: 0.3256 Cls_loss: 0.7845 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 03:52:26 > Step: 195800 Progress: 97.9% Elapsed: 2 days, 14:30:46 Gen_loss: 3.928 Dis_loss: 0.2927 Cls_loss: 0.7779 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 03:53:59 > Step: 195900 Progress: 98.0% Elapsed: 2 days, 14:32:19 Gen_loss: 4.206 Dis_loss: 0.3929 Cls_loss: 0.8276 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 03:55:33 > Step: 196000 Progress: 98.0% Elapsed: 2 days, 14:33:53 Gen_loss: 3.685 Dis_loss: 0.4908 Cls_loss: 0.8183 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 03:57:07 > Step: 196100 Progress: 98.0% Elapsed: 2 days, 14:35:27 Gen_loss: 4.267 Dis_loss: 0.3562 Cls_loss: 0.8163 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 03:58:51 > Step: 196200 Progress: 98.1% Elapsed: 2 days, 14:37:11 Gen_loss: 5.093 Dis_loss: 0.301 Cls_loss: 0.7975 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 04:00:25 > Step: 196300 Progress: 98.2% Elapsed: 2 days, 14:38:45 Gen_loss: 3.717 Dis_loss: 0.303 Cls_loss: 0.7761 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 04:01:59 > Step: 196400 Progress: 98.2% Elapsed: 2 days, 14:40:19 Gen_loss: 4.709 Dis_loss: 0.3423 Cls_loss: 0.7706 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 04:03:33 > Step: 196500 Progress: 98.2% Elapsed: 2 days, 14:41:53 Gen_loss: 4.872 Dis_loss: 0.4511 Cls_loss: 0.8554 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 04:05:18 > Step: 196600 Progress: 98.3% Elapsed: 2 days, 14:43:38 Gen_loss: 4.792 Dis_loss: 0.3199 Cls_loss: 0.8255 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 04:06:51 > Step: 196700 Progress: 98.4% Elapsed: 2 days, 14:45:11 Gen_loss: 2.948 Dis_loss: 0.5771 Cls_loss: 0.836 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 04:08:24 > Step: 196800 Progress: 98.4% Elapsed: 2 days, 14:46:44 Gen_loss: 3.376 Dis_loss: 0.8072 Cls_loss: 0.818 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 04:09:58 > Step: 196900 Progress: 98.5% Elapsed: 2 days, 14:48:18 Gen_loss: 4.896 Dis_loss: 0.3839 Cls_loss: 0.8193 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 04:11:43 > Step: 197000 Progress: 98.5% Elapsed: 2 days, 14:50:03 Gen_loss: 4.028 Dis_loss: 0.3196 Cls_loss: 0.807 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 04:13:16 > Step: 197100 Progress: 98.6% Elapsed: 2 days, 14:51:36 Gen_loss: 2.823 Dis_loss: 0.2938 Cls_loss: 0.788 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 04:14:49 > Step: 197200 Progress: 98.6% Elapsed: 2 days, 14:53:09 Gen_loss: 5.827 Dis_loss: 0.4 Cls_loss: 0.8092 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 04:16:23 > Step: 197300 Progress: 98.7% Elapsed: 2 days, 14:54:43 Gen_loss: 4.657 Dis_loss: 0.3103 Cls_loss: 0.7923 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 04:18:07 > Step: 197400 Progress: 98.7% Elapsed: 2 days, 14:56:27 Gen_loss: 4.073 Dis_loss: 0.3379 Cls_loss: 0.8168 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 04:19:41 > Step: 197500 Progress: 98.8% Elapsed: 2 days, 14:58:01 Gen_loss: 6.601 Dis_loss: 0.9006 Cls_loss: 0.9713 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 04:21:14 > Step: 197600 Progress: 98.8% Elapsed: 2 days, 14:59:34 Gen_loss: 4.695 Dis_loss: 0.2703 Cls_loss: 0.8032 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 04:22:47 > Step: 197700 Progress: 98.9% Elapsed: 2 days, 15:01:07 Gen_loss: 4.767 Dis_loss: 0.3139 Cls_loss: 0.8726 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 04:24:35 > Step: 197800 Progress: 98.9% Elapsed: 2 days, 15:02:55 Gen_loss: 4.28 Dis_loss: 0.2774 Cls_loss: 0.798 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 04:26:08 > Step: 197900 Progress: 99.0% Elapsed: 2 days, 15:04:28 Gen_loss: 4.366 Dis_loss: 0.2931 Cls_loss: 0.7727 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 04:27:42 > Step: 198000 Progress: 99.0% Elapsed: 2 days, 15:06:02 Gen_loss: 5.288 Dis_loss: 0.5263 Cls_loss: 0.8062 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 04:29:16 > Step: 198100 Progress: 99.1% Elapsed: 2 days, 15:07:36 Gen_loss: 3.401 Dis_loss: 0.3522 Cls_loss: 0.7775 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 04:31:00 > Step: 198200 Progress: 99.1% Elapsed: 2 days, 15:09:20 Gen_loss: 5.24 Dis_loss: 0.3236 Cls_loss: 0.7832 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 04:32:34 > Step: 198300 Progress: 99.2% Elapsed: 2 days, 15:10:54 Gen_loss: 5.298 Dis_loss: 0.4497 Cls_loss: 0.7717 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 04:34:09 > Step: 198400 Progress: 99.2% Elapsed: 2 days, 15:12:29 Gen_loss: 4.653 Dis_loss: 0.251 Cls_loss: 0.7657 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 04:35:42 > Step: 198500 Progress: 99.2% Elapsed: 2 days, 15:14:02 Gen_loss: 4.298 Dis_loss: 0.3455 Cls_loss: 0.8129 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 04:37:27 > Step: 198600 Progress: 99.3% Elapsed: 2 days, 15:15:47 Gen_loss: 5.813 Dis_loss: 0.9502 Cls_loss: 0.8703 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 04:39:00 > Step: 198700 Progress: 99.4% Elapsed: 2 days, 15:17:20 Gen_loss: 5.692 Dis_loss: 0.4623 Cls_loss: 0.7689 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 04:40:33 > Step: 198800 Progress: 99.4% Elapsed: 2 days, 15:18:53 Gen_loss: 5.177 Dis_loss: 0.5299 Cls_loss: 0.7794 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 04:42:06 > Step: 198900 Progress: 99.5% Elapsed: 2 days, 15:20:26 Gen_loss: 4.883 Dis_loss: 0.3802 Cls_loss: 0.8003 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 04:43:51 > Step: 199000 Progress: 99.5% Elapsed: 2 days, 15:22:11 Gen_loss: 1.481 Dis_loss: 2.227 Cls_loss: 1.571 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 04:45:24 > Step: 199100 Progress: 99.6% Elapsed: 2 days, 15:23:44 Gen_loss: 5.147 Dis_loss: 0.4112 Cls_loss: 0.7984 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 04:46:57 > Step: 199200 Progress: 99.6% Elapsed: 2 days, 15:25:17 Gen_loss: 4.588 Dis_loss: 0.2884 Cls_loss: 0.7851 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 04:48:42 > Step: 199300 Progress: 99.7% Elapsed: 2 days, 15:27:02 Gen_loss: 3.735 Dis_loss: 0.5809 Cls_loss: 0.7807 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 04:50:15 > Step: 199400 Progress: 99.7% Elapsed: 2 days, 15:28:35 Gen_loss: 4.584 Dis_loss: 0.3168 Cls_loss: 0.7774 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 04:51:49 > Step: 199500 Progress: 99.8% Elapsed: 2 days, 15:30:09 Gen_loss: 1.76 Dis_loss: 0.5881 Cls_loss: 0.821 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 04:53:22 > Step: 199600 Progress: 99.8% Elapsed: 2 days, 15:31:42 Gen_loss: 5.241 Dis_loss: 0.3724 Cls_loss: 0.7823 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 04:55:07 > Step: 199700 Progress: 99.9% Elapsed: 2 days, 15:33:27 Gen_loss: 4.837 Dis_loss: 0.2807 Cls_loss: 0.7729 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 04:56:40 > Step: 199800 Progress: 99.9% Elapsed: 2 days, 15:35:00 Gen_loss: 5.216 Dis_loss: 0.272 Cls_loss: 0.7736 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 04:58:14 > Step: 199900 Progress: 100.0% Elapsed: 2 days, 15:36:34 Gen_loss: 5.207 Dis_loss: 0.3056 Cls_loss: 0.8544 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 04:59:47 > Step: 200000 Progress: 100.0% Elapsed: 2 days, 15:38:07 Gen_loss: 5.426 Dis_loss: 0.3112 Cls_loss: 0.7654 Topk: N/A ada_p: N/A
[INFO] 2021-10-19 04:59:47 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-19 04:59:47 > Save image canvas to save/figures/StyleGAN2-D2DCE-train-2021_10_16_13_21_26/generated_canvas_200000.png
[INFO] 2021-10-19 04:59:47 > Start Evaluation (200000 Step): StyleGAN2-D2DCE-train-2021_10_16_13_21_26
[INFO] 2021-10-19 04:59:47 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-19 05:05:20 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-19 05:11:02 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-19 05:31:27 > Inception score (Step: 200000, 50000 generated images): 10.272340774536133
[INFO] 2021-10-19 05:31:27 > FID score (Step: 200000, Using train moments): 3.698596417982799
[INFO] 2021-10-19 05:31:27 > Improved Precision (Step: 200000, Using train images): 0.72968
[INFO] 2021-10-19 05:31:27 > Improved Recall (Step: 200000, Using train images): 0.65778
[INFO] 2021-10-19 05:31:27 > Density (Step: 200000, Using train images): 0.9680040000000001
[INFO] 2021-10-19 05:31:27 > Coverage (Step: 200000, Using train images): 0.89566
[INFO] 2021-10-19 05:31:27 > Best FID score (Step: 190000, Using train moments): 3.3430381465659593
[INFO] 2021-10-19 05:31:38 > Save model to save/checkpoints/StyleGAN2-D2DCE-train-2021_10_16_13_21_26
[INFO] 2021-10-19 05:33:02 > End training!
[INFO] 2021-10-19 05:33:08 > --------------------------------------------------------------------------------
[INFO] 2021-10-19 05:33:08 > Start Evaluation (190000 Step): StyleGAN2-D2DCE-train-2021_10_16_13_21_26
[INFO] 2021-10-19 05:33:08 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-19 05:38:36 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-19 05:44:12 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-19 06:00:00 > Inception score (Step: 190000, 50000 generated images): 10.320013046264648
[INFO] 2021-10-19 06:00:00 > FID score (Step: 190000, Using train moments): 3.3846372063060244
[INFO] 2021-10-19 06:00:00 > Improved Precision (Step: 190000, Using train images): 0.73182
[INFO] 2021-10-19 06:00:00 > Improved Recall (Step: 190000, Using train images): 0.66164
[INFO] 2021-10-19 06:00:00 > Density (Step: 190000, Using train images): 0.9739240000000001
[INFO] 2021-10-19 06:00:00 > Coverage (Step: 190000, Using train images): 0.89926
[INFO] 2021-10-19 08:14:47 > Generator checkpoint is save/checkpoints/StyleGAN2-D2DCE-train-2021_10_16_13_21_26/model=G-current-weights-step=200000.pth
[INFO] 2021-10-19 08:14:47 > EMA_Generator checkpoint is save/checkpoints/StyleGAN2-D2DCE-train-2021_10_16_13_21_26/model=G_ema-current-weights-step=200000.pth
[INFO] 2021-10-19 08:14:47 > Discriminator checkpoint is save/checkpoints/StyleGAN2-D2DCE-train-2021_10_16_13_21_26/model=D-current-weights-step=200000.pth