Path: blob/master/logs/CIFAR10/StyleGAN2-train-2021_10_18_00_40_38.log
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[INFO] 2021-10-18 00:40:39 > Run name : StyleGAN2-train-2021_10_18_00_40_38
[INFO] 2021-10-18 00:40:39 > cfgs.DATA =
[INFO] 2021-10-18 00:40:39 > {
"name": "CIFAR10",
"img_size": 32,
"num_classes": 10,
"img_channels": 3
}
[INFO] 2021-10-18 00:40:39 > cfgs.MODEL =
[INFO] 2021-10-18 00:40:39 > {
"backbone": "stylegan2",
"g_cond_mtd": "cAdaIN",
"d_cond_mtd": "SPD",
"aux_cls_type": "W/O",
"normalize_d_embed": false,
"d_embed_dim": "N/A",
"apply_g_sn": false,
"apply_d_sn": false,
"g_act_fn": "Auto",
"d_act_fn": "Auto",
"apply_attn": false,
"attn_g_loc": [
"N/A"
],
"attn_d_loc": [
"N/A"
],
"z_prior": "gaussian",
"z_dim": 512,
"w_dim": 512,
"g_shared_dim": "N/A",
"g_conv_dim": "N/A",
"d_conv_dim": "N/A",
"g_depth": "N/A",
"d_depth": "N/A",
"apply_g_ema": true,
"g_ema_decay": "N/A",
"g_ema_start": "N/A",
"g_init": "ortho",
"d_init": "ortho"
}
[INFO] 2021-10-18 00:40:39 > cfgs.LOSS =
[INFO] 2021-10-18 00:40:39 > {
"adv_loss": "logistic",
"cond_lambda": "N/A",
"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": "N/A",
"temperature": "N/A",
"apply_wc": false,
"wc_bound": "N/A",
"apply_gp": false,
"gp_lambda": "N/A",
"apply_dra": false,
"dra_labmda": "N/A",
"apply_maxgp": false,
"maxgp_lambda": "N/A",
"apply_cr": false,
"cr_lambda": "N/A",
"apply_bcr": false,
"real_lambda": "N/A",
"fake_lambda": "N/A",
"apply_zcr": false,
"radius": "N/A",
"g_lambda": "N/A",
"d_lambda": "N/A",
"apply_lo": false,
"lo_alpha": "N/A",
"lo_beta": "N/A",
"lo_rate": "N/A",
"lo_lambda": "N/A",
"lo_steps4train": "N/A",
"lo_steps4eval": "N/A",
"apply_topk": false,
"topk_gamma": "N/A",
"topk_nu": "N/A"
}
[INFO] 2021-10-18 00:40:39 > cfgs.OPTIMIZATION =
[INFO] 2021-10-18 00:40:39 > {
"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": 1,
"total_steps": 200000,
"world_size": 1
}
[INFO] 2021-10-18 00:40:39 > cfgs.PRE =
[INFO] 2021-10-18 00:40:39 > {
"apply_rflip": true,
"crop_long_edge": false,
"resize_size": null
}
[INFO] 2021-10-18 00:40:39 > cfgs.AUG =
[INFO] 2021-10-18 00:40:39 > {
"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] 2021-10-18 00:40:39 > cfgs.RUN =
[INFO] 2021-10-18 00:40:39 > {
"entity": null,
"project": null,
"cfg_file": "src/configs/CIFAR10/StyleGAN2.yaml",
"data_dir": "data/",
"save_dir": "save/",
"ckpt_dir": null,
"load_best": false,
"seed": 3922,
"distributed_data_parallel": false,
"backend": "nccl",
"total_nodes": 1,
"current_node": 0,
"num_workers": 8,
"synchronized_bn": false,
"mixed_precision": true,
"truncation_factor": -1.0,
"truncation_cutoff": null,
"batch_statistics": false,
"standing_statistics": false,
"standing_max_batch": -1,
"standing_step": -1,
"freezeD": -1,
"langevin_sampling": false,
"langevin_rate": -1,
"langevin_noise_std": -1,
"langevin_decay": -1,
"langevin_decay_steps": -1,
"langevin_steps": -1,
"train": true,
"load_train_hdf5": true,
"load_data_in_memory": true,
"eval": true,
"save_fake_images": false,
"vis_fake_images": false,
"k_nearest_neighbor": false,
"interpolation": false,
"frequency_analysis": false,
"tsne_analysis": false,
"intra_class_fid": false,
"GAN_train": false,
"GAN_test": false,
"resume_classifier_train": false,
"semantic_factorization": false,
"num_semantic_axis": -1,
"maximum_variations": -1,
"print_every": 100,
"save_every": 10000,
"eval_backbone": "Inception_V3",
"ref_dataset": "train"
}
[INFO] 2021-10-18 00:40:39 > cfgs.STYLEGAN2 =
[INFO] 2021-10-18 00:40:39 > {
"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] 2021-10-18 00:40:39 > Load CIFAR10 train dataset.
[INFO] 2021-10-18 00:40:40 > Train dataset size: 50000
[INFO] 2021-10-18 00:40:40 > Load CIFAR10 train dataset.
[INFO] 2021-10-18 00:40:41 > Eval dataset size: 50000
[INFO] 2021-10-18 00:40:41 > Build a Generative Adversarial Network.
[INFO] 2021-10-18 00:40:41 > Modules are located on './src/models.stylegan2'.
[INFO] 2021-10-18 00:40:44 > Prepare exponential moving average generator with decay rate of N/A.
[INFO] 2021-10-18 00:40:44 > Number of parameters: 20215315
[INFO] 2021-10-18 00:40:44 > Generator(
(synthesis): SynthesisNetwork(
(b4): SynthesisBlock(
(conv1): SynthesisLayer(
(affine): FullyConnectedLayer()
)
(torgb): ToRGBLayer(
(affine): FullyConnectedLayer()
)
)
(b8): SynthesisBlock(
(conv0): SynthesisLayer(
(affine): FullyConnectedLayer()
)
(conv1): SynthesisLayer(
(affine): FullyConnectedLayer()
)
(torgb): ToRGBLayer(
(affine): FullyConnectedLayer()
)
)
(b16): SynthesisBlock(
(conv0): SynthesisLayer(
(affine): FullyConnectedLayer()
)
(conv1): SynthesisLayer(
(affine): FullyConnectedLayer()
)
(torgb): ToRGBLayer(
(affine): FullyConnectedLayer()
)
)
(b32): SynthesisBlock(
(conv0): SynthesisLayer(
(affine): FullyConnectedLayer()
)
(conv1): SynthesisLayer(
(affine): FullyConnectedLayer()
)
(torgb): ToRGBLayer(
(affine): FullyConnectedLayer()
)
)
)
(mapping): MappingNetwork(
(embed): FullyConnectedLayer()
(fc0): FullyConnectedLayer()
(fc1): FullyConnectedLayer()
)
)
[INFO] 2021-10-18 00:40:44 > Number of parameters: 23089664
[INFO] 2021-10-18 00:40:44 > 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()
(mapping): MappingNetwork(
(embed): FullyConnectedLayer()
(fc0): FullyConnectedLayer()
(fc1): FullyConnectedLayer()
(fc2): FullyConnectedLayer()
(fc3): FullyConnectedLayer()
(fc4): FullyConnectedLayer()
(fc5): FullyConnectedLayer()
(fc6): FullyConnectedLayer()
(fc7): FullyConnectedLayer()
)
)
[INFO] 2021-10-18 00:40:47 > Start training!
[INFO] 2021-10-18 00:41:34 > Step: 100 Progress: 0.1% Elapsed: 0:00:46 Gen_loss: 4.107 Dis_loss: 0.8582 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:42:02 > Step: 200 Progress: 0.1% Elapsed: 0:01:15 Gen_loss: 1.784 Dis_loss: 0.4383 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:42:31 > Step: 300 Progress: 0.1% Elapsed: 0:01:44 Gen_loss: 1.406 Dis_loss: 1.106 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:43:00 > Step: 400 Progress: 0.2% Elapsed: 0:02:13 Gen_loss: 1.806 Dis_loss: 0.7341 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:43:29 > Step: 500 Progress: 0.2% Elapsed: 0:02:42 Gen_loss: 1.932 Dis_loss: 0.5045 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:43:58 > Step: 600 Progress: 0.3% Elapsed: 0:03:11 Gen_loss: 1.903 Dis_loss: 0.4449 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:44:28 > Step: 700 Progress: 0.4% Elapsed: 0:03:40 Gen_loss: 2.41 Dis_loss: 0.5119 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:44:57 > Step: 800 Progress: 0.4% Elapsed: 0:04:09 Gen_loss: 2.549 Dis_loss: 0.7714 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:45:26 > Step: 900 Progress: 0.4% Elapsed: 0:04:39 Gen_loss: 1.046 Dis_loss: 1.012 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:45:55 > Step: 1000 Progress: 0.5% Elapsed: 0:05:08 Gen_loss: 2.619 Dis_loss: 0.7801 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:46:24 > Step: 1100 Progress: 0.5% Elapsed: 0:05:37 Gen_loss: 1.983 Dis_loss: 0.964 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:46:54 > Step: 1200 Progress: 0.6% Elapsed: 0:06:06 Gen_loss: 1.218 Dis_loss: 0.9064 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:47:23 > Step: 1300 Progress: 0.7% Elapsed: 0:06:35 Gen_loss: 1.268 Dis_loss: 0.8978 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:47:52 > Step: 1400 Progress: 0.7% Elapsed: 0:07:04 Gen_loss: 1.333 Dis_loss: 0.8658 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:48:21 > Step: 1500 Progress: 0.8% Elapsed: 0:07:33 Gen_loss: 2.034 Dis_loss: 0.9611 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:48:50 > Step: 1600 Progress: 0.8% Elapsed: 0:08:03 Gen_loss: 1.58 Dis_loss: 0.9201 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:49:20 > Step: 1700 Progress: 0.9% Elapsed: 0:08:32 Gen_loss: 1.489 Dis_loss: 0.7222 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:49:49 > Step: 1800 Progress: 0.9% Elapsed: 0:09:01 Gen_loss: 1.438 Dis_loss: 0.9083 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:50:18 > Step: 1900 Progress: 0.9% Elapsed: 0:09:30 Gen_loss: 1.669 Dis_loss: 1.133 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:50:47 > Step: 2000 Progress: 1.0% Elapsed: 0:09:59 Gen_loss: 1.052 Dis_loss: 0.9865 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:51:16 > Step: 2100 Progress: 1.1% Elapsed: 0:10:29 Gen_loss: 1.454 Dis_loss: 1.248 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:51:45 > Step: 2200 Progress: 1.1% Elapsed: 0:10:58 Gen_loss: 1.599 Dis_loss: 0.8978 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:52:15 > Step: 2300 Progress: 1.1% Elapsed: 0:11:27 Gen_loss: 1.687 Dis_loss: 0.74 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:52:44 > Step: 2400 Progress: 1.2% Elapsed: 0:11:56 Gen_loss: 2.521 Dis_loss: 0.4477 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:53:13 > Step: 2500 Progress: 1.2% Elapsed: 0:12:26 Gen_loss: 2.401 Dis_loss: 0.7509 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:53:42 > Step: 2600 Progress: 1.3% Elapsed: 0:12:55 Gen_loss: 2.348 Dis_loss: 1.042 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:54:11 > Step: 2700 Progress: 1.4% Elapsed: 0:13:24 Gen_loss: 2.013 Dis_loss: 0.5512 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:54:41 > Step: 2800 Progress: 1.4% Elapsed: 0:13:53 Gen_loss: 1.431 Dis_loss: 0.9956 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:55:10 > Step: 2900 Progress: 1.5% Elapsed: 0:14:22 Gen_loss: 1.585 Dis_loss: 0.8226 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:55:39 > Step: 3000 Progress: 1.5% Elapsed: 0:14:51 Gen_loss: 1.442 Dis_loss: 1.107 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:56:08 > Step: 3100 Progress: 1.6% Elapsed: 0:15:21 Gen_loss: 2.21 Dis_loss: 1.063 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:56:37 > Step: 3200 Progress: 1.6% Elapsed: 0:15:50 Gen_loss: 1.043 Dis_loss: 1.168 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:57:07 > Step: 3300 Progress: 1.7% Elapsed: 0:16:19 Gen_loss: 1.743 Dis_loss: 0.5621 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:57:36 > Step: 3400 Progress: 1.7% Elapsed: 0:16:48 Gen_loss: 1.798 Dis_loss: 0.3083 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:58:05 > Step: 3500 Progress: 1.8% Elapsed: 0:17:17 Gen_loss: 1.531 Dis_loss: 0.3095 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:58:34 > Step: 3600 Progress: 1.8% Elapsed: 0:17:47 Gen_loss: 2.399 Dis_loss: 0.5866 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:59:03 > Step: 3700 Progress: 1.8% Elapsed: 0:18:16 Gen_loss: 3.473 Dis_loss: 1.343 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 00:59:33 > Step: 3800 Progress: 1.9% Elapsed: 0:18:45 Gen_loss: 1.462 Dis_loss: 0.5473 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:00:02 > Step: 3900 Progress: 1.9% Elapsed: 0:19:14 Gen_loss: 2.482 Dis_loss: 0.9753 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:00:31 > Step: 4000 Progress: 2.0% Elapsed: 0:19:43 Gen_loss: 2.138 Dis_loss: 0.6195 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:01:00 > Step: 4100 Progress: 2.1% Elapsed: 0:20:13 Gen_loss: 2.027 Dis_loss: 0.5651 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:01:29 > Step: 4200 Progress: 2.1% Elapsed: 0:20:42 Gen_loss: 1.749 Dis_loss: 0.4493 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:01:59 > Step: 4300 Progress: 2.1% Elapsed: 0:21:11 Gen_loss: 2.815 Dis_loss: 1.167 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:02:28 > Step: 4400 Progress: 2.2% Elapsed: 0:21:40 Gen_loss: 2.375 Dis_loss: 0.7948 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:02:57 > Step: 4500 Progress: 2.2% Elapsed: 0:22:09 Gen_loss: 2.595 Dis_loss: 0.563 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:03:26 > Step: 4600 Progress: 2.3% Elapsed: 0:22:38 Gen_loss: 3.279 Dis_loss: 1.175 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:03:55 > Step: 4700 Progress: 2.4% Elapsed: 0:23:08 Gen_loss: 2.715 Dis_loss: 1.474 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:04:25 > Step: 4800 Progress: 2.4% Elapsed: 0:23:37 Gen_loss: 2.322 Dis_loss: 0.6627 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:04:54 > Step: 4900 Progress: 2.5% Elapsed: 0:24:06 Gen_loss: 1.987 Dis_loss: 0.9277 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:05:23 > Step: 5000 Progress: 2.5% Elapsed: 0:24:35 Gen_loss: 1.384 Dis_loss: 1.237 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:05:52 > Step: 5100 Progress: 2.5% Elapsed: 0:25:05 Gen_loss: 2.274 Dis_loss: 0.7216 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:06:21 > Step: 5200 Progress: 2.6% Elapsed: 0:25:34 Gen_loss: 1.581 Dis_loss: 0.9198 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:06:51 > Step: 5300 Progress: 2.6% Elapsed: 0:26:03 Gen_loss: 2.154 Dis_loss: 0.6004 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:07:20 > Step: 5400 Progress: 2.7% Elapsed: 0:26:32 Gen_loss: 2.253 Dis_loss: 0.8824 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:07:49 > Step: 5500 Progress: 2.8% Elapsed: 0:27:01 Gen_loss: 2.744 Dis_loss: 0.978 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:08:18 > Step: 5600 Progress: 2.8% Elapsed: 0:27:31 Gen_loss: 3.888 Dis_loss: 1.277 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:08:47 > Step: 5700 Progress: 2.9% Elapsed: 0:28:00 Gen_loss: 1.774 Dis_loss: 0.8078 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:09:17 > Step: 5800 Progress: 2.9% Elapsed: 0:28:29 Gen_loss: 0.7136 Dis_loss: 1.315 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:09:46 > Step: 5900 Progress: 2.9% Elapsed: 0:28:58 Gen_loss: 2.783 Dis_loss: 0.3035 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:10:15 > Step: 6000 Progress: 3.0% Elapsed: 0:29:27 Gen_loss: 2.177 Dis_loss: 0.6469 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:10:44 > Step: 6100 Progress: 3.0% Elapsed: 0:29:57 Gen_loss: 2.319 Dis_loss: 0.3834 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:11:13 > Step: 6200 Progress: 3.1% Elapsed: 0:30:26 Gen_loss: 3.395 Dis_loss: 0.3737 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:11:43 > Step: 6300 Progress: 3.1% Elapsed: 0:30:55 Gen_loss: 4.051 Dis_loss: 1.365 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:12:12 > Step: 6400 Progress: 3.2% Elapsed: 0:31:24 Gen_loss: 4.321 Dis_loss: 1.431 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:12:41 > Step: 6500 Progress: 3.2% Elapsed: 0:31:53 Gen_loss: 1.598 Dis_loss: 0.5138 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:13:10 > Step: 6600 Progress: 3.3% Elapsed: 0:32:23 Gen_loss: 2.019 Dis_loss: 0.9522 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:13:39 > Step: 6700 Progress: 3.4% Elapsed: 0:32:52 Gen_loss: 2.093 Dis_loss: 0.7398 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:14:09 > Step: 6800 Progress: 3.4% Elapsed: 0:33:21 Gen_loss: 3.259 Dis_loss: 0.8611 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:14:38 > Step: 6900 Progress: 3.5% Elapsed: 0:33:50 Gen_loss: 3.428 Dis_loss: 0.8428 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:15:07 > Step: 7000 Progress: 3.5% Elapsed: 0:34:19 Gen_loss: 2.244 Dis_loss: 0.6311 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:15:36 > Step: 7100 Progress: 3.5% Elapsed: 0:34:49 Gen_loss: 1.729 Dis_loss: 0.8226 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:16:06 > Step: 7200 Progress: 3.6% Elapsed: 0:35:18 Gen_loss: 1.722 Dis_loss: 0.7251 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:16:35 > Step: 7300 Progress: 3.6% Elapsed: 0:35:47 Gen_loss: 1.368 Dis_loss: 1.063 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:17:04 > Step: 7400 Progress: 3.7% Elapsed: 0:36:16 Gen_loss: 2.486 Dis_loss: 0.8983 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:17:33 > Step: 7500 Progress: 3.8% Elapsed: 0:36:45 Gen_loss: 3.271 Dis_loss: 0.7154 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:18:02 > Step: 7600 Progress: 3.8% Elapsed: 0:37:15 Gen_loss: 2.463 Dis_loss: 0.5644 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:18:31 > Step: 7700 Progress: 3.9% Elapsed: 0:37:44 Gen_loss: 1.997 Dis_loss: 0.8078 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:19:01 > Step: 7800 Progress: 3.9% Elapsed: 0:38:13 Gen_loss: 2.667 Dis_loss: 0.7363 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:19:30 > Step: 7900 Progress: 4.0% Elapsed: 0:38:42 Gen_loss: 2.419 Dis_loss: 0.5705 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:19:59 > Step: 8000 Progress: 4.0% Elapsed: 0:39:12 Gen_loss: 1.964 Dis_loss: 0.5681 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:20:28 > Step: 8100 Progress: 4.0% Elapsed: 0:39:41 Gen_loss: 2.921 Dis_loss: 0.754 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:20:58 > Step: 8200 Progress: 4.1% Elapsed: 0:40:10 Gen_loss: 1.222 Dis_loss: 0.7306 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:21:27 > Step: 8300 Progress: 4.2% Elapsed: 0:40:39 Gen_loss: 1.856 Dis_loss: 0.9629 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:21:56 > Step: 8400 Progress: 4.2% Elapsed: 0:41:08 Gen_loss: 1.563 Dis_loss: 0.8818 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:22:25 > Step: 8500 Progress: 4.2% Elapsed: 0:41:37 Gen_loss: 1.269 Dis_loss: 0.7376 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:22:54 > Step: 8600 Progress: 4.3% Elapsed: 0:42:07 Gen_loss: 1.612 Dis_loss: 0.4505 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:23:24 > Step: 8700 Progress: 4.3% Elapsed: 0:42:36 Gen_loss: 1.343 Dis_loss: 0.9477 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:23:53 > Step: 8800 Progress: 4.4% Elapsed: 0:43:05 Gen_loss: 1.753 Dis_loss: 0.5495 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:24:22 > Step: 8900 Progress: 4.5% Elapsed: 0:43:34 Gen_loss: 1.84 Dis_loss: 0.7555 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:24:51 > Step: 9000 Progress: 4.5% Elapsed: 0:44:03 Gen_loss: 1.84 Dis_loss: 0.6915 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:25:20 > Step: 9100 Progress: 4.5% Elapsed: 0:44:33 Gen_loss: 5.18 Dis_loss: 2.001 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:25:49 > Step: 9200 Progress: 4.6% Elapsed: 0:45:02 Gen_loss: 2.189 Dis_loss: 0.4219 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:26:19 > Step: 9300 Progress: 4.7% Elapsed: 0:45:31 Gen_loss: 3.46 Dis_loss: 0.7901 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:26:48 > Step: 9400 Progress: 4.7% Elapsed: 0:46:00 Gen_loss: 1.585 Dis_loss: 1.029 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:27:17 > Step: 9500 Progress: 4.8% Elapsed: 0:46:30 Gen_loss: 1.591 Dis_loss: 0.937 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:27:46 > Step: 9600 Progress: 4.8% Elapsed: 0:46:59 Gen_loss: 1.626 Dis_loss: 0.6087 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:28:16 > Step: 9700 Progress: 4.9% Elapsed: 0:47:28 Gen_loss: 2.026 Dis_loss: 0.9028 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:28:45 > Step: 9800 Progress: 4.9% Elapsed: 0:47:57 Gen_loss: 1.593 Dis_loss: 0.9093 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:29:14 > Step: 9900 Progress: 5.0% Elapsed: 0:48:26 Gen_loss: 2.293 Dis_loss: 1.288 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:29:43 > Step: 10000 Progress: 5.0% Elapsed: 0:48:55 Gen_loss: 1.977 Dis_loss: 0.794 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:29:43 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-18 01:29:43 > Save image canvas to save/figures/StyleGAN2-train-2021_10_18_00_40_38/generated_canvas_10000.png
[INFO] 2021-10-18 01:29:43 > Start Evaluation (10000 Step): StyleGAN2-train-2021_10_18_00_40_38
[INFO] 2021-10-18 01:29:43 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-18 01:31:08 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-18 01:32:35 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-18 01:39:53 > Inception score (Step: 10000, 50000 generated images): 7.2647480964660645
[INFO] 2021-10-18 01:39:53 > FID score (Step: 10000, Using train moments): 35.95952668225425
[INFO] 2021-10-18 01:39:53 > Improved Precision (Step: 10000, Using train images): 0.5779
[INFO] 2021-10-18 01:39:53 > Improved Recall (Step: 10000, Using train images): 0.39658
[INFO] 2021-10-18 01:39:53 > Density (Step: 10000, Using train images): 0.46046
[INFO] 2021-10-18 01:39:53 > Coverage (Step: 10000, Using train images): 0.36588
[INFO] 2021-10-18 01:39:53 > Best FID score (Step: 10000, Using train moments): 35.95952668225425
[INFO] 2021-10-18 01:39:54 > Save model to save/checkpoints/StyleGAN2-train-2021_10_18_00_40_38
[INFO] 2021-10-18 01:40:23 > Step: 10100 Progress: 5.1% Elapsed: 0:59:36 Gen_loss: 1.786 Dis_loss: 0.738 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:40:53 > Step: 10200 Progress: 5.1% Elapsed: 1:00:05 Gen_loss: 2.33 Dis_loss: 0.8322 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:41:22 > Step: 10300 Progress: 5.1% Elapsed: 1:00:34 Gen_loss: 2.476 Dis_loss: 0.7006 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:41:51 > Step: 10400 Progress: 5.2% Elapsed: 1:01:03 Gen_loss: 2.171 Dis_loss: 0.5765 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:42:20 > Step: 10500 Progress: 5.2% Elapsed: 1:01:33 Gen_loss: 1.838 Dis_loss: 0.5061 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:42:49 > Step: 10600 Progress: 5.3% Elapsed: 1:02:02 Gen_loss: 2.266 Dis_loss: 0.8207 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:43:18 > Step: 10700 Progress: 5.3% Elapsed: 1:02:31 Gen_loss: 3.592 Dis_loss: 1.033 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:43:48 > Step: 10800 Progress: 5.4% Elapsed: 1:03:00 Gen_loss: 3.685 Dis_loss: 0.5403 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:44:17 > Step: 10900 Progress: 5.5% Elapsed: 1:03:29 Gen_loss: 1.321 Dis_loss: 0.9282 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:44:46 > Step: 11000 Progress: 5.5% Elapsed: 1:03:59 Gen_loss: 1.962 Dis_loss: 0.7772 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:45:15 > Step: 11100 Progress: 5.5% Elapsed: 1:04:28 Gen_loss: 1.432 Dis_loss: 0.9509 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:45:44 > Step: 11200 Progress: 5.6% Elapsed: 1:04:57 Gen_loss: 2.186 Dis_loss: 0.7304 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:46:14 > Step: 11300 Progress: 5.7% Elapsed: 1:05:26 Gen_loss: 1.796 Dis_loss: 0.9159 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:46:43 > Step: 11400 Progress: 5.7% Elapsed: 1:05:55 Gen_loss: 3.057 Dis_loss: 0.8837 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:47:12 > Step: 11500 Progress: 5.8% Elapsed: 1:06:24 Gen_loss: 1.895 Dis_loss: 0.8997 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:47:41 > Step: 11600 Progress: 5.8% Elapsed: 1:06:54 Gen_loss: 1.456 Dis_loss: 0.7467 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:48:10 > Step: 11700 Progress: 5.9% Elapsed: 1:07:23 Gen_loss: 2.347 Dis_loss: 0.7519 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:48:40 > Step: 11800 Progress: 5.9% Elapsed: 1:07:52 Gen_loss: 1.564 Dis_loss: 0.8274 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:49:09 > Step: 11900 Progress: 5.9% Elapsed: 1:08:21 Gen_loss: 2.64 Dis_loss: 0.4476 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:49:38 > Step: 12000 Progress: 6.0% Elapsed: 1:08:50 Gen_loss: 2.083 Dis_loss: 0.7643 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:50:07 > Step: 12100 Progress: 6.0% Elapsed: 1:09:20 Gen_loss: 1.679 Dis_loss: 0.6151 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:50:36 > Step: 12200 Progress: 6.1% Elapsed: 1:09:49 Gen_loss: 1.425 Dis_loss: 0.6909 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:51:05 > Step: 12300 Progress: 6.2% Elapsed: 1:10:18 Gen_loss: 2.719 Dis_loss: 1.672 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:51:35 > Step: 12400 Progress: 6.2% Elapsed: 1:10:47 Gen_loss: 1.971 Dis_loss: 0.8699 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:52:04 > Step: 12500 Progress: 6.2% Elapsed: 1:11:16 Gen_loss: 1.765 Dis_loss: 0.7221 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:52:33 > Step: 12600 Progress: 6.3% Elapsed: 1:11:46 Gen_loss: 1.667 Dis_loss: 0.7134 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:53:02 > Step: 12700 Progress: 6.3% Elapsed: 1:12:15 Gen_loss: 2.652 Dis_loss: 0.8757 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:53:31 > Step: 12800 Progress: 6.4% Elapsed: 1:12:44 Gen_loss: 3.086 Dis_loss: 0.6372 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:54:01 > Step: 12900 Progress: 6.5% Elapsed: 1:13:13 Gen_loss: 2.445 Dis_loss: 0.5555 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:54:30 > Step: 13000 Progress: 6.5% Elapsed: 1:13:42 Gen_loss: 3.439 Dis_loss: 0.5518 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:54:59 > Step: 13100 Progress: 6.6% Elapsed: 1:14:11 Gen_loss: 2.333 Dis_loss: 0.6259 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:55:28 > Step: 13200 Progress: 6.6% Elapsed: 1:14:40 Gen_loss: 3.156 Dis_loss: 0.3045 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:55:57 > Step: 13300 Progress: 6.7% Elapsed: 1:15:10 Gen_loss: 2.408 Dis_loss: 0.6297 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:56:27 > Step: 13400 Progress: 6.7% Elapsed: 1:15:39 Gen_loss: 1.423 Dis_loss: 0.827 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:56:56 > Step: 13500 Progress: 6.8% Elapsed: 1:16:08 Gen_loss: 2.667 Dis_loss: 0.7723 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:57:25 > Step: 13600 Progress: 6.8% Elapsed: 1:16:37 Gen_loss: 1.667 Dis_loss: 0.5463 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:57:54 > Step: 13700 Progress: 6.9% Elapsed: 1:17:06 Gen_loss: 1.727 Dis_loss: 0.6618 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:58:23 > Step: 13800 Progress: 6.9% Elapsed: 1:17:36 Gen_loss: 1.518 Dis_loss: 0.764 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:58:52 > Step: 13900 Progress: 7.0% Elapsed: 1:18:05 Gen_loss: 1.962 Dis_loss: 0.7878 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:59:22 > Step: 14000 Progress: 7.0% Elapsed: 1:18:34 Gen_loss: 2.543 Dis_loss: 0.5475 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 01:59:51 > Step: 14100 Progress: 7.0% Elapsed: 1:19:03 Gen_loss: 2.046 Dis_loss: 0.6314 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:00:20 > Step: 14200 Progress: 7.1% Elapsed: 1:19:32 Gen_loss: 3.578 Dis_loss: 0.7309 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:00:49 > Step: 14300 Progress: 7.1% Elapsed: 1:20:02 Gen_loss: 0.9788 Dis_loss: 0.9932 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:01:18 > Step: 14400 Progress: 7.2% Elapsed: 1:20:31 Gen_loss: 3.518 Dis_loss: 0.6465 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:01:48 > Step: 14500 Progress: 7.2% Elapsed: 1:21:00 Gen_loss: 2.22 Dis_loss: 1.24 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:02:17 > Step: 14600 Progress: 7.3% Elapsed: 1:21:29 Gen_loss: 1.44 Dis_loss: 0.8433 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:02:46 > Step: 14700 Progress: 7.3% Elapsed: 1:21:58 Gen_loss: 2.045 Dis_loss: 0.8661 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:03:15 > Step: 14800 Progress: 7.4% Elapsed: 1:22:27 Gen_loss: 1.898 Dis_loss: 0.4113 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:03:44 > Step: 14900 Progress: 7.4% Elapsed: 1:22:57 Gen_loss: 1.994 Dis_loss: 0.9136 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:04:14 > Step: 15000 Progress: 7.5% Elapsed: 1:23:26 Gen_loss: 2.032 Dis_loss: 0.6852 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:04:43 > Step: 15100 Progress: 7.5% Elapsed: 1:23:55 Gen_loss: 2.401 Dis_loss: 0.6884 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:05:12 > Step: 15200 Progress: 7.6% Elapsed: 1:24:24 Gen_loss: 3.058 Dis_loss: 0.8563 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:05:41 > Step: 15300 Progress: 7.6% Elapsed: 1:24:53 Gen_loss: 1.971 Dis_loss: 0.8272 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:06:10 > Step: 15400 Progress: 7.7% Elapsed: 1:25:23 Gen_loss: 1.649 Dis_loss: 0.7461 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:06:39 > Step: 15500 Progress: 7.8% Elapsed: 1:25:52 Gen_loss: 1.931 Dis_loss: 0.7244 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:07:08 > Step: 15600 Progress: 7.8% Elapsed: 1:26:21 Gen_loss: 1.924 Dis_loss: 0.7737 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:07:38 > Step: 15700 Progress: 7.8% Elapsed: 1:26:50 Gen_loss: 2.506 Dis_loss: 0.7918 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:08:07 > Step: 15800 Progress: 7.9% Elapsed: 1:27:19 Gen_loss: 3.194 Dis_loss: 0.4565 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:08:36 > Step: 15900 Progress: 8.0% Elapsed: 1:27:48 Gen_loss: 1.995 Dis_loss: 0.5493 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:09:05 > Step: 16000 Progress: 8.0% Elapsed: 1:28:18 Gen_loss: 2.028 Dis_loss: 0.7834 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:09:34 > Step: 16100 Progress: 8.1% Elapsed: 1:28:47 Gen_loss: 1.651 Dis_loss: 0.4722 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:10:04 > Step: 16200 Progress: 8.1% Elapsed: 1:29:16 Gen_loss: 2.295 Dis_loss: 0.7051 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:10:33 > Step: 16300 Progress: 8.2% Elapsed: 1:29:45 Gen_loss: 3.082 Dis_loss: 0.734 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:11:02 > Step: 16400 Progress: 8.2% Elapsed: 1:30:14 Gen_loss: 2.477 Dis_loss: 0.6301 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:11:31 > Step: 16500 Progress: 8.2% Elapsed: 1:30:44 Gen_loss: 1.942 Dis_loss: 0.5916 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:12:00 > Step: 16600 Progress: 8.3% Elapsed: 1:31:13 Gen_loss: 1.923 Dis_loss: 0.8574 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:12:29 > Step: 16700 Progress: 8.3% Elapsed: 1:31:42 Gen_loss: 2.706 Dis_loss: 0.7516 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:12:59 > Step: 16800 Progress: 8.4% Elapsed: 1:32:11 Gen_loss: 3.274 Dis_loss: 0.9093 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:13:28 > Step: 16900 Progress: 8.5% Elapsed: 1:32:40 Gen_loss: 2.562 Dis_loss: 0.7366 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:13:57 > Step: 17000 Progress: 8.5% Elapsed: 1:33:09 Gen_loss: 1.814 Dis_loss: 0.8847 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:14:26 > Step: 17100 Progress: 8.6% Elapsed: 1:33:39 Gen_loss: 1.988 Dis_loss: 0.5851 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:14:55 > Step: 17200 Progress: 8.6% Elapsed: 1:34:08 Gen_loss: 1.825 Dis_loss: 0.8896 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:15:25 > Step: 17300 Progress: 8.6% Elapsed: 1:34:37 Gen_loss: 1.569 Dis_loss: 0.8647 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:15:54 > Step: 17400 Progress: 8.7% Elapsed: 1:35:06 Gen_loss: 2.573 Dis_loss: 0.4929 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:16:23 > Step: 17500 Progress: 8.8% Elapsed: 1:35:35 Gen_loss: 0.9507 Dis_loss: 1.795 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:16:52 > Step: 17600 Progress: 8.8% Elapsed: 1:36:04 Gen_loss: 1.076 Dis_loss: 0.9661 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:17:21 > Step: 17700 Progress: 8.8% Elapsed: 1:36:34 Gen_loss: 1.255 Dis_loss: 0.8596 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:17:50 > Step: 17800 Progress: 8.9% Elapsed: 1:37:03 Gen_loss: 1.737 Dis_loss: 0.7936 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:18:20 > Step: 17900 Progress: 8.9% Elapsed: 1:37:32 Gen_loss: 1.868 Dis_loss: 0.7544 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:18:49 > Step: 18000 Progress: 9.0% Elapsed: 1:38:01 Gen_loss: 2.321 Dis_loss: 0.5463 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:19:18 > Step: 18100 Progress: 9.0% Elapsed: 1:38:30 Gen_loss: 1.629 Dis_loss: 0.7516 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:19:47 > Step: 18200 Progress: 9.1% Elapsed: 1:39:00 Gen_loss: 1.42 Dis_loss: 0.7562 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:20:16 > Step: 18300 Progress: 9.2% Elapsed: 1:39:29 Gen_loss: 1.818 Dis_loss: 0.6886 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:20:45 > Step: 18400 Progress: 9.2% Elapsed: 1:39:58 Gen_loss: 1.456 Dis_loss: 0.8177 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:21:15 > Step: 18500 Progress: 9.2% Elapsed: 1:40:27 Gen_loss: 1.77 Dis_loss: 0.8893 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:21:44 > Step: 18600 Progress: 9.3% Elapsed: 1:40:56 Gen_loss: 1.728 Dis_loss: 0.5194 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:22:13 > Step: 18700 Progress: 9.3% Elapsed: 1:41:26 Gen_loss: 2.164 Dis_loss: 0.6146 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:22:42 > Step: 18800 Progress: 9.4% Elapsed: 1:41:55 Gen_loss: 1.369 Dis_loss: 0.711 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:23:12 > Step: 18900 Progress: 9.4% Elapsed: 1:42:24 Gen_loss: 1.285 Dis_loss: 1.179 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:23:41 > Step: 19000 Progress: 9.5% Elapsed: 1:42:53 Gen_loss: 1.532 Dis_loss: 0.8272 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:24:10 > Step: 19100 Progress: 9.6% Elapsed: 1:43:22 Gen_loss: 4.294 Dis_loss: 1.003 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:24:39 > Step: 19200 Progress: 9.6% Elapsed: 1:43:52 Gen_loss: 1.272 Dis_loss: 0.6907 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:25:08 > Step: 19300 Progress: 9.7% Elapsed: 1:44:21 Gen_loss: 2.269 Dis_loss: 0.6641 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:25:38 > Step: 19400 Progress: 9.7% Elapsed: 1:44:50 Gen_loss: 1.299 Dis_loss: 0.8772 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:26:07 > Step: 19500 Progress: 9.8% Elapsed: 1:45:19 Gen_loss: 2.211 Dis_loss: 0.943 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:26:36 > Step: 19600 Progress: 9.8% Elapsed: 1:45:48 Gen_loss: 2.471 Dis_loss: 0.4806 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:27:05 > Step: 19700 Progress: 9.8% Elapsed: 1:46:18 Gen_loss: 1.744 Dis_loss: 0.6193 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:27:34 > Step: 19800 Progress: 9.9% Elapsed: 1:46:47 Gen_loss: 2.934 Dis_loss: 0.4872 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:28:03 > Step: 19900 Progress: 10.0% Elapsed: 1:47:16 Gen_loss: 2.246 Dis_loss: 0.6435 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:28:33 > Step: 20000 Progress: 10.0% Elapsed: 1:47:45 Gen_loss: 1.859 Dis_loss: 0.5453 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:28:33 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-18 02:28:33 > Save image canvas to save/figures/StyleGAN2-train-2021_10_18_00_40_38/generated_canvas_20000.png
[INFO] 2021-10-18 02:28:33 > Start Evaluation (20000 Step): StyleGAN2-train-2021_10_18_00_40_38
[INFO] 2021-10-18 02:28:33 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-18 02:29:57 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-18 02:31:25 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-18 02:38:27 > Inception score (Step: 20000, 50000 generated images): 8.389908790588379
[INFO] 2021-10-18 02:38:27 > FID score (Step: 20000, Using train moments): 19.928797593127683
[INFO] 2021-10-18 02:38:27 > Improved Precision (Step: 20000, Using train images): 0.6127
[INFO] 2021-10-18 02:38:27 > Improved Recall (Step: 20000, Using train images): 0.55552
[INFO] 2021-10-18 02:38:27 > Density (Step: 20000, Using train images): 0.5454519999999999
[INFO] 2021-10-18 02:38:27 > Coverage (Step: 20000, Using train images): 0.55032
[INFO] 2021-10-18 02:38:27 > Best FID score (Step: 20000, Using train moments): 19.928797593127683
[INFO] 2021-10-18 02:38:28 > Save model to save/checkpoints/StyleGAN2-train-2021_10_18_00_40_38
[INFO] 2021-10-18 02:38:57 > Step: 20100 Progress: 10.1% Elapsed: 1:58:09 Gen_loss: 1.821 Dis_loss: 0.7337 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:39:26 > Step: 20200 Progress: 10.1% Elapsed: 1:58:39 Gen_loss: 1.657 Dis_loss: 0.8541 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:39:55 > Step: 20300 Progress: 10.2% Elapsed: 1:59:08 Gen_loss: 3.408 Dis_loss: 0.835 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:40:25 > Step: 20400 Progress: 10.2% Elapsed: 1:59:37 Gen_loss: 3.26 Dis_loss: 1.208 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:40:54 > Step: 20500 Progress: 10.2% Elapsed: 2:00:06 Gen_loss: 2.151 Dis_loss: 0.61 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:41:23 > Step: 20600 Progress: 10.3% Elapsed: 2:00:35 Gen_loss: 2.251 Dis_loss: 0.7881 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:41:52 > Step: 20700 Progress: 10.3% Elapsed: 2:01:05 Gen_loss: 4.748 Dis_loss: 1.083 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:42:21 > Step: 20800 Progress: 10.4% Elapsed: 2:01:34 Gen_loss: 1.089 Dis_loss: 1.005 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:42:51 > Step: 20900 Progress: 10.4% Elapsed: 2:02:03 Gen_loss: 2.806 Dis_loss: 0.5874 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:43:20 > Step: 21000 Progress: 10.5% Elapsed: 2:02:32 Gen_loss: 1.943 Dis_loss: 0.6179 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:43:49 > Step: 21100 Progress: 10.5% Elapsed: 2:03:02 Gen_loss: 1.604 Dis_loss: 0.5734 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:44:18 > Step: 21200 Progress: 10.6% Elapsed: 2:03:31 Gen_loss: 3.608 Dis_loss: 0.6621 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:44:48 > Step: 21300 Progress: 10.7% Elapsed: 2:04:00 Gen_loss: 2.073 Dis_loss: 0.6727 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:45:17 > Step: 21400 Progress: 10.7% Elapsed: 2:04:29 Gen_loss: 2.959 Dis_loss: 1.26 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:45:46 > Step: 21500 Progress: 10.8% Elapsed: 2:04:58 Gen_loss: 2.199 Dis_loss: 0.7871 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:46:15 > Step: 21600 Progress: 10.8% Elapsed: 2:05:27 Gen_loss: 2.413 Dis_loss: 1.004 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:46:44 > Step: 21700 Progress: 10.8% Elapsed: 2:05:57 Gen_loss: 1.917 Dis_loss: 0.7297 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:47:13 > Step: 21800 Progress: 10.9% Elapsed: 2:06:26 Gen_loss: 1.859 Dis_loss: 0.87 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:47:43 > Step: 21900 Progress: 10.9% Elapsed: 2:06:55 Gen_loss: 3.108 Dis_loss: 0.4668 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:48:12 > Step: 22000 Progress: 11.0% Elapsed: 2:07:24 Gen_loss: 2.697 Dis_loss: 0.5238 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:48:41 > Step: 22100 Progress: 11.1% Elapsed: 2:07:54 Gen_loss: 1.304 Dis_loss: 0.8821 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:49:10 > Step: 22200 Progress: 11.1% Elapsed: 2:08:23 Gen_loss: 1.354 Dis_loss: 0.8274 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:49:39 > Step: 22300 Progress: 11.2% Elapsed: 2:08:52 Gen_loss: 1.842 Dis_loss: 0.7654 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:50:09 > Step: 22400 Progress: 11.2% Elapsed: 2:09:21 Gen_loss: 1.564 Dis_loss: 0.6086 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:50:38 > Step: 22500 Progress: 11.2% Elapsed: 2:09:50 Gen_loss: 2.0 Dis_loss: 0.7553 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:51:07 > Step: 22600 Progress: 11.3% Elapsed: 2:10:19 Gen_loss: 1.837 Dis_loss: 0.6319 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:51:36 > Step: 22700 Progress: 11.3% Elapsed: 2:10:49 Gen_loss: 2.5 Dis_loss: 0.4977 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:52:06 > Step: 22800 Progress: 11.4% Elapsed: 2:11:18 Gen_loss: 2.931 Dis_loss: 0.6758 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:52:35 > Step: 22900 Progress: 11.5% Elapsed: 2:11:47 Gen_loss: 1.934 Dis_loss: 0.5696 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:53:04 > Step: 23000 Progress: 11.5% Elapsed: 2:12:16 Gen_loss: 1.216 Dis_loss: 1.067 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:53:33 > Step: 23100 Progress: 11.6% Elapsed: 2:12:45 Gen_loss: 1.181 Dis_loss: 0.817 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:54:02 > Step: 23200 Progress: 11.6% Elapsed: 2:13:15 Gen_loss: 2.975 Dis_loss: 1.143 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:54:31 > Step: 23300 Progress: 11.7% Elapsed: 2:13:44 Gen_loss: 2.583 Dis_loss: 0.4909 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:55:01 > Step: 23400 Progress: 11.7% Elapsed: 2:14:13 Gen_loss: 2.227 Dis_loss: 0.6898 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:55:30 > Step: 23500 Progress: 11.8% Elapsed: 2:14:42 Gen_loss: 3.132 Dis_loss: 0.7287 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:55:59 > Step: 23600 Progress: 11.8% Elapsed: 2:15:11 Gen_loss: 1.303 Dis_loss: 0.7872 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:56:28 > Step: 23700 Progress: 11.8% Elapsed: 2:15:41 Gen_loss: 2.204 Dis_loss: 0.9952 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:56:57 > Step: 23800 Progress: 11.9% Elapsed: 2:16:10 Gen_loss: 1.702 Dis_loss: 0.8409 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:57:27 > Step: 23900 Progress: 11.9% Elapsed: 2:16:39 Gen_loss: 1.717 Dis_loss: 0.6206 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:57:56 > Step: 24000 Progress: 12.0% Elapsed: 2:17:08 Gen_loss: 1.1 Dis_loss: 0.8052 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:58:25 > Step: 24100 Progress: 12.0% Elapsed: 2:17:37 Gen_loss: 0.8215 Dis_loss: 1.144 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:58:54 > Step: 24200 Progress: 12.1% Elapsed: 2:18:07 Gen_loss: 3.275 Dis_loss: 1.003 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:59:24 > Step: 24300 Progress: 12.2% Elapsed: 2:18:36 Gen_loss: 1.649 Dis_loss: 0.6743 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 02:59:53 > Step: 24400 Progress: 12.2% Elapsed: 2:19:05 Gen_loss: 2.609 Dis_loss: 0.4624 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:00:22 > Step: 24500 Progress: 12.2% Elapsed: 2:19:34 Gen_loss: 1.951 Dis_loss: 0.5487 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:00:51 > Step: 24600 Progress: 12.3% Elapsed: 2:20:04 Gen_loss: 2.485 Dis_loss: 0.668 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:01:20 > Step: 24700 Progress: 12.3% Elapsed: 2:20:33 Gen_loss: 1.928 Dis_loss: 0.7026 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:01:49 > Step: 24800 Progress: 12.4% Elapsed: 2:21:02 Gen_loss: 2.583 Dis_loss: 0.6931 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:02:19 > Step: 24900 Progress: 12.4% Elapsed: 2:21:31 Gen_loss: 1.365 Dis_loss: 0.5322 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:02:48 > Step: 25000 Progress: 12.5% Elapsed: 2:22:00 Gen_loss: 1.658 Dis_loss: 0.5107 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:03:17 > Step: 25100 Progress: 12.6% Elapsed: 2:22:30 Gen_loss: 2.74 Dis_loss: 0.8393 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:03:46 > Step: 25200 Progress: 12.6% Elapsed: 2:22:59 Gen_loss: 2.468 Dis_loss: 0.9952 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:04:16 > Step: 25300 Progress: 12.7% Elapsed: 2:23:28 Gen_loss: 1.925 Dis_loss: 0.5711 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:04:45 > Step: 25400 Progress: 12.7% Elapsed: 2:23:57 Gen_loss: 1.982 Dis_loss: 0.6324 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:05:14 > Step: 25500 Progress: 12.8% Elapsed: 2:24:26 Gen_loss: 3.531 Dis_loss: 0.1611 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:05:43 > Step: 25600 Progress: 12.8% Elapsed: 2:24:56 Gen_loss: 2.449 Dis_loss: 0.8195 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:06:12 > Step: 25700 Progress: 12.8% Elapsed: 2:25:25 Gen_loss: 1.403 Dis_loss: 0.6455 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:06:42 > Step: 25800 Progress: 12.9% Elapsed: 2:25:54 Gen_loss: 2.478 Dis_loss: 0.8172 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:07:11 > Step: 25900 Progress: 13.0% Elapsed: 2:26:23 Gen_loss: 1.661 Dis_loss: 0.6286 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:07:40 > Step: 26000 Progress: 13.0% Elapsed: 2:26:52 Gen_loss: 1.357 Dis_loss: 0.9729 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:08:09 > Step: 26100 Progress: 13.1% Elapsed: 2:27:22 Gen_loss: 2.672 Dis_loss: 0.8056 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:08:38 > Step: 26200 Progress: 13.1% Elapsed: 2:27:51 Gen_loss: 2.494 Dis_loss: 0.3771 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:09:08 > Step: 26300 Progress: 13.2% Elapsed: 2:28:20 Gen_loss: 2.541 Dis_loss: 0.5624 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:09:37 > Step: 26400 Progress: 13.2% Elapsed: 2:28:49 Gen_loss: 2.45 Dis_loss: 0.6804 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:10:06 > Step: 26500 Progress: 13.2% Elapsed: 2:29:18 Gen_loss: 1.6 Dis_loss: 0.7118 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:10:35 > Step: 26600 Progress: 13.3% Elapsed: 2:29:48 Gen_loss: 2.239 Dis_loss: 0.8097 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:11:05 > Step: 26700 Progress: 13.4% Elapsed: 2:30:17 Gen_loss: 1.389 Dis_loss: 0.8077 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:11:34 > Step: 26800 Progress: 13.4% Elapsed: 2:30:46 Gen_loss: 2.835 Dis_loss: 0.7128 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:12:03 > Step: 26900 Progress: 13.5% Elapsed: 2:31:15 Gen_loss: 2.047 Dis_loss: 0.793 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:12:32 > Step: 27000 Progress: 13.5% Elapsed: 2:31:45 Gen_loss: 1.788 Dis_loss: 0.814 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:13:01 > Step: 27100 Progress: 13.6% Elapsed: 2:32:14 Gen_loss: 0.6391 Dis_loss: 1.835 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:13:31 > Step: 27200 Progress: 13.6% Elapsed: 2:32:43 Gen_loss: 1.66 Dis_loss: 0.7941 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:14:00 > Step: 27300 Progress: 13.7% Elapsed: 2:33:12 Gen_loss: 1.612 Dis_loss: 0.8663 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:14:29 > Step: 27400 Progress: 13.7% Elapsed: 2:33:42 Gen_loss: 2.545 Dis_loss: 0.457 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:14:58 > Step: 27500 Progress: 13.8% Elapsed: 2:34:11 Gen_loss: 1.453 Dis_loss: 0.664 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:15:27 > Step: 27600 Progress: 13.8% Elapsed: 2:34:40 Gen_loss: 0.8755 Dis_loss: 1.233 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:15:57 > Step: 27700 Progress: 13.9% Elapsed: 2:35:09 Gen_loss: 1.566 Dis_loss: 0.6859 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:16:26 > Step: 27800 Progress: 13.9% Elapsed: 2:35:38 Gen_loss: 2.832 Dis_loss: 0.6605 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:16:55 > Step: 27900 Progress: 14.0% Elapsed: 2:36:07 Gen_loss: 3.774 Dis_loss: 1.333 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:17:24 > Step: 28000 Progress: 14.0% Elapsed: 2:36:37 Gen_loss: 2.273 Dis_loss: 0.6426 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:17:53 > Step: 28100 Progress: 14.1% Elapsed: 2:37:06 Gen_loss: 1.266 Dis_loss: 0.8352 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:18:23 > Step: 28200 Progress: 14.1% Elapsed: 2:37:35 Gen_loss: 2.324 Dis_loss: 0.751 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:18:52 > Step: 28300 Progress: 14.1% Elapsed: 2:38:04 Gen_loss: 1.525 Dis_loss: 0.6171 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:19:21 > Step: 28400 Progress: 14.2% Elapsed: 2:38:34 Gen_loss: 0.9609 Dis_loss: 1.341 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:19:50 > Step: 28500 Progress: 14.2% Elapsed: 2:39:03 Gen_loss: 2.404 Dis_loss: 0.5376 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:20:20 > Step: 28600 Progress: 14.3% Elapsed: 2:39:32 Gen_loss: 1.751 Dis_loss: 0.6534 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:20:49 > Step: 28700 Progress: 14.3% Elapsed: 2:40:01 Gen_loss: 2.494 Dis_loss: 0.7751 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:21:18 > Step: 28800 Progress: 14.4% Elapsed: 2:40:30 Gen_loss: 4.403 Dis_loss: 1.642 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:21:47 > Step: 28900 Progress: 14.4% Elapsed: 2:41:00 Gen_loss: 2.192 Dis_loss: 0.6901 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:22:17 > Step: 29000 Progress: 14.5% Elapsed: 2:41:29 Gen_loss: 2.965 Dis_loss: 0.6877 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:22:46 > Step: 29100 Progress: 14.5% Elapsed: 2:41:58 Gen_loss: 1.66 Dis_loss: 0.6542 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:23:15 > Step: 29200 Progress: 14.6% Elapsed: 2:42:27 Gen_loss: 2.191 Dis_loss: 0.7418 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:23:44 > Step: 29300 Progress: 14.6% Elapsed: 2:42:57 Gen_loss: 2.751 Dis_loss: 0.6849 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:24:13 > Step: 29400 Progress: 14.7% Elapsed: 2:43:26 Gen_loss: 1.285 Dis_loss: 0.6753 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:24:43 > Step: 29500 Progress: 14.8% Elapsed: 2:43:55 Gen_loss: 3.977 Dis_loss: 0.913 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:25:12 > Step: 29600 Progress: 14.8% Elapsed: 2:44:24 Gen_loss: 2.049 Dis_loss: 0.6813 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:25:41 > Step: 29700 Progress: 14.8% Elapsed: 2:44:54 Gen_loss: 1.481 Dis_loss: 0.5428 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:26:10 > Step: 29800 Progress: 14.9% Elapsed: 2:45:23 Gen_loss: 1.232 Dis_loss: 1.29 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:26:40 > Step: 29900 Progress: 14.9% Elapsed: 2:45:52 Gen_loss: 3.036 Dis_loss: 0.721 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:27:09 > Step: 30000 Progress: 15.0% Elapsed: 2:46:21 Gen_loss: 3.553 Dis_loss: 0.7486 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:27:09 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-18 03:27:09 > Save image canvas to save/figures/StyleGAN2-train-2021_10_18_00_40_38/generated_canvas_30000.png
[INFO] 2021-10-18 03:27:09 > Start Evaluation (30000 Step): StyleGAN2-train-2021_10_18_00_40_38
[INFO] 2021-10-18 03:27:09 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-18 03:28:33 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-18 03:30:01 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-18 03:37:00 > Inception score (Step: 30000, 50000 generated images): 8.909380912780762
[INFO] 2021-10-18 03:37:00 > FID score (Step: 30000, Using train moments): 13.473369549681479
[INFO] 2021-10-18 03:37:00 > Improved Precision (Step: 30000, Using train images): 0.64116
[INFO] 2021-10-18 03:37:00 > Improved Recall (Step: 30000, Using train images): 0.60714
[INFO] 2021-10-18 03:37:00 > Density (Step: 30000, Using train images): 0.616196
[INFO] 2021-10-18 03:37:00 > Coverage (Step: 30000, Using train images): 0.66098
[INFO] 2021-10-18 03:37:00 > Best FID score (Step: 30000, Using train moments): 13.473369549681479
[INFO] 2021-10-18 03:37:01 > Save model to save/checkpoints/StyleGAN2-train-2021_10_18_00_40_38
[INFO] 2021-10-18 03:37:30 > Step: 30100 Progress: 15.0% Elapsed: 2:56:43 Gen_loss: 1.788 Dis_loss: 0.6669 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:37:59 > Step: 30200 Progress: 15.1% Elapsed: 2:57:12 Gen_loss: 1.478 Dis_loss: 0.918 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:38:29 > Step: 30300 Progress: 15.2% Elapsed: 2:57:41 Gen_loss: 2.252 Dis_loss: 0.6607 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:38:58 > Step: 30400 Progress: 15.2% Elapsed: 2:58:10 Gen_loss: 2.248 Dis_loss: 0.4998 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:39:27 > Step: 30500 Progress: 15.2% Elapsed: 2:58:40 Gen_loss: 2.586 Dis_loss: 0.4907 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:39:56 > Step: 30600 Progress: 15.3% Elapsed: 2:59:09 Gen_loss: 1.447 Dis_loss: 0.8215 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:40:26 > Step: 30700 Progress: 15.3% Elapsed: 2:59:38 Gen_loss: 2.034 Dis_loss: 0.8454 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:40:55 > Step: 30800 Progress: 15.4% Elapsed: 3:00:07 Gen_loss: 1.059 Dis_loss: 1.462 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:41:24 > Step: 30900 Progress: 15.4% Elapsed: 3:00:37 Gen_loss: 2.116 Dis_loss: 0.5578 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:41:53 > Step: 31000 Progress: 15.5% Elapsed: 3:01:06 Gen_loss: 2.936 Dis_loss: 0.6646 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:42:23 > Step: 31100 Progress: 15.6% Elapsed: 3:01:35 Gen_loss: 4.164 Dis_loss: 1.0 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:42:52 > Step: 31200 Progress: 15.6% Elapsed: 3:02:04 Gen_loss: 3.706 Dis_loss: 0.3921 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:43:21 > Step: 31300 Progress: 15.7% Elapsed: 3:02:34 Gen_loss: 2.124 Dis_loss: 0.4405 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:43:50 > Step: 31400 Progress: 15.7% Elapsed: 3:03:03 Gen_loss: 1.942 Dis_loss: 0.6254 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:44:20 > Step: 31500 Progress: 15.8% Elapsed: 3:03:32 Gen_loss: 2.455 Dis_loss: 0.418 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:44:49 > Step: 31600 Progress: 15.8% Elapsed: 3:04:01 Gen_loss: 2.402 Dis_loss: 0.6569 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:45:18 > Step: 31700 Progress: 15.8% Elapsed: 3:04:31 Gen_loss: 1.777 Dis_loss: 0.6048 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:45:47 > Step: 31800 Progress: 15.9% Elapsed: 3:05:00 Gen_loss: 1.797 Dis_loss: 0.7857 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:46:16 > Step: 31900 Progress: 16.0% Elapsed: 3:05:29 Gen_loss: 3.446 Dis_loss: 1.063 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:46:46 > Step: 32000 Progress: 16.0% Elapsed: 3:05:58 Gen_loss: 2.867 Dis_loss: 0.4817 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:47:15 > Step: 32100 Progress: 16.1% Elapsed: 3:06:27 Gen_loss: 0.9916 Dis_loss: 1.002 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:47:44 > Step: 32200 Progress: 16.1% Elapsed: 3:06:57 Gen_loss: 1.874 Dis_loss: 0.6208 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:48:13 > Step: 32300 Progress: 16.2% Elapsed: 3:07:26 Gen_loss: 1.319 Dis_loss: 0.645 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:48:43 > Step: 32400 Progress: 16.2% Elapsed: 3:07:55 Gen_loss: 2.282 Dis_loss: 0.6009 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:49:12 > Step: 32500 Progress: 16.2% Elapsed: 3:08:24 Gen_loss: 2.183 Dis_loss: 0.8382 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:49:41 > Step: 32600 Progress: 16.3% Elapsed: 3:08:53 Gen_loss: 1.378 Dis_loss: 0.5491 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:50:10 > Step: 32700 Progress: 16.4% Elapsed: 3:09:23 Gen_loss: 2.115 Dis_loss: 0.5728 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:50:39 > Step: 32800 Progress: 16.4% Elapsed: 3:09:52 Gen_loss: 2.877 Dis_loss: 0.795 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:51:09 > Step: 32900 Progress: 16.4% Elapsed: 3:10:21 Gen_loss: 1.667 Dis_loss: 0.715 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:51:38 > Step: 33000 Progress: 16.5% Elapsed: 3:10:50 Gen_loss: 1.669 Dis_loss: 0.8339 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:52:07 > Step: 33100 Progress: 16.6% Elapsed: 3:11:20 Gen_loss: 1.059 Dis_loss: 1.286 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:52:36 > Step: 33200 Progress: 16.6% Elapsed: 3:11:49 Gen_loss: 2.371 Dis_loss: 0.8144 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:53:06 > Step: 33300 Progress: 16.7% Elapsed: 3:12:18 Gen_loss: 1.673 Dis_loss: 0.5425 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:53:35 > Step: 33400 Progress: 16.7% Elapsed: 3:12:47 Gen_loss: 2.216 Dis_loss: 0.3931 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:54:04 > Step: 33500 Progress: 16.8% Elapsed: 3:13:17 Gen_loss: 2.326 Dis_loss: 0.645 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:54:33 > Step: 33600 Progress: 16.8% Elapsed: 3:13:46 Gen_loss: 2.615 Dis_loss: 0.5758 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:55:03 > Step: 33700 Progress: 16.9% Elapsed: 3:14:15 Gen_loss: 2.281 Dis_loss: 0.7014 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:55:32 > Step: 33800 Progress: 16.9% Elapsed: 3:14:44 Gen_loss: 2.817 Dis_loss: 0.5138 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:56:01 > Step: 33900 Progress: 17.0% Elapsed: 3:15:13 Gen_loss: 2.941 Dis_loss: 0.6711 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:56:30 > Step: 34000 Progress: 17.0% Elapsed: 3:15:43 Gen_loss: 1.819 Dis_loss: 0.5469 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:57:00 > Step: 34100 Progress: 17.1% Elapsed: 3:16:12 Gen_loss: 2.386 Dis_loss: 0.6575 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:57:29 > Step: 34200 Progress: 17.1% Elapsed: 3:16:41 Gen_loss: 1.612 Dis_loss: 0.6982 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:57:58 > Step: 34300 Progress: 17.2% Elapsed: 3:17:10 Gen_loss: 2.284 Dis_loss: 0.5484 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:58:27 > Step: 34400 Progress: 17.2% Elapsed: 3:17:40 Gen_loss: 2.233 Dis_loss: 0.5528 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:58:57 > Step: 34500 Progress: 17.2% Elapsed: 3:18:09 Gen_loss: 1.829 Dis_loss: 0.9147 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:59:26 > Step: 34600 Progress: 17.3% Elapsed: 3:18:38 Gen_loss: 4.619 Dis_loss: 1.283 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 03:59:55 > Step: 34700 Progress: 17.3% Elapsed: 3:19:07 Gen_loss: 2.147 Dis_loss: 0.6241 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:00:24 > Step: 34800 Progress: 17.4% Elapsed: 3:19:37 Gen_loss: 1.405 Dis_loss: 0.7981 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:00:53 > Step: 34900 Progress: 17.4% Elapsed: 3:20:06 Gen_loss: 0.6916 Dis_loss: 1.201 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:01:23 > Step: 35000 Progress: 17.5% Elapsed: 3:20:35 Gen_loss: 2.29 Dis_loss: 0.6896 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:01:52 > Step: 35100 Progress: 17.5% Elapsed: 3:21:04 Gen_loss: 3.388 Dis_loss: 0.6467 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:02:21 > Step: 35200 Progress: 17.6% Elapsed: 3:21:34 Gen_loss: 2.131 Dis_loss: 0.6444 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:02:50 > Step: 35300 Progress: 17.6% Elapsed: 3:22:03 Gen_loss: 2.043 Dis_loss: 0.6058 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:03:20 > Step: 35400 Progress: 17.7% Elapsed: 3:22:32 Gen_loss: 2.411 Dis_loss: 0.5525 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:03:49 > Step: 35500 Progress: 17.8% Elapsed: 3:23:01 Gen_loss: 3.403 Dis_loss: 0.7751 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:04:18 > Step: 35600 Progress: 17.8% Elapsed: 3:23:30 Gen_loss: 2.874 Dis_loss: 0.5478 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:04:47 > Step: 35700 Progress: 17.8% Elapsed: 3:24:00 Gen_loss: 1.646 Dis_loss: 0.8279 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:05:16 > Step: 35800 Progress: 17.9% Elapsed: 3:24:29 Gen_loss: 2.079 Dis_loss: 0.9263 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:05:46 > Step: 35900 Progress: 17.9% Elapsed: 3:24:58 Gen_loss: 2.311 Dis_loss: 0.7257 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:06:15 > Step: 36000 Progress: 18.0% Elapsed: 3:25:27 Gen_loss: 3.272 Dis_loss: 0.8798 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:06:44 > Step: 36100 Progress: 18.1% Elapsed: 3:25:57 Gen_loss: 2.454 Dis_loss: 0.7237 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:07:13 > Step: 36200 Progress: 18.1% Elapsed: 3:26:26 Gen_loss: 1.23 Dis_loss: 0.7922 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:07:43 > Step: 36300 Progress: 18.1% Elapsed: 3:26:55 Gen_loss: 1.271 Dis_loss: 0.9001 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:08:12 > Step: 36400 Progress: 18.2% Elapsed: 3:27:24 Gen_loss: 1.576 Dis_loss: 0.581 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:08:41 > Step: 36500 Progress: 18.2% Elapsed: 3:27:53 Gen_loss: 2.217 Dis_loss: 0.6588 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:09:10 > Step: 36600 Progress: 18.3% Elapsed: 3:28:23 Gen_loss: 2.469 Dis_loss: 0.4784 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:09:40 > Step: 36700 Progress: 18.4% Elapsed: 3:28:52 Gen_loss: 1.239 Dis_loss: 0.8865 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:10:09 > Step: 36800 Progress: 18.4% Elapsed: 3:29:21 Gen_loss: 3.359 Dis_loss: 0.6125 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:10:38 > Step: 36900 Progress: 18.4% Elapsed: 3:29:51 Gen_loss: 2.769 Dis_loss: 0.7296 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:11:07 > Step: 37000 Progress: 18.5% Elapsed: 3:30:20 Gen_loss: 2.313 Dis_loss: 0.5167 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:11:37 > Step: 37100 Progress: 18.6% Elapsed: 3:30:49 Gen_loss: 1.537 Dis_loss: 0.6817 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:12:06 > Step: 37200 Progress: 18.6% Elapsed: 3:31:18 Gen_loss: 2.524 Dis_loss: 0.7479 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:12:35 > Step: 37300 Progress: 18.6% Elapsed: 3:31:47 Gen_loss: 1.924 Dis_loss: 0.6173 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:13:04 > Step: 37400 Progress: 18.7% Elapsed: 3:32:17 Gen_loss: 1.176 Dis_loss: 0.7972 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:13:34 > Step: 37500 Progress: 18.8% Elapsed: 3:32:46 Gen_loss: 1.36 Dis_loss: 0.63 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:14:03 > Step: 37600 Progress: 18.8% Elapsed: 3:33:15 Gen_loss: 2.823 Dis_loss: 0.9664 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:14:32 > Step: 37700 Progress: 18.9% Elapsed: 3:33:44 Gen_loss: 2.181 Dis_loss: 0.6851 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:15:01 > Step: 37800 Progress: 18.9% Elapsed: 3:34:14 Gen_loss: 2.922 Dis_loss: 1.118 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:15:30 > Step: 37900 Progress: 18.9% Elapsed: 3:34:43 Gen_loss: 1.399 Dis_loss: 0.5277 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:16:00 > Step: 38000 Progress: 19.0% Elapsed: 3:35:12 Gen_loss: 1.728 Dis_loss: 0.603 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:16:29 > Step: 38100 Progress: 19.1% Elapsed: 3:35:41 Gen_loss: 1.642 Dis_loss: 0.7971 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:16:58 > Step: 38200 Progress: 19.1% Elapsed: 3:36:10 Gen_loss: 2.011 Dis_loss: 0.7047 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:17:27 > Step: 38300 Progress: 19.1% Elapsed: 3:36:40 Gen_loss: 2.969 Dis_loss: 0.8911 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:17:57 > Step: 38400 Progress: 19.2% Elapsed: 3:37:09 Gen_loss: 3.614 Dis_loss: 0.4576 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:18:26 > Step: 38500 Progress: 19.2% Elapsed: 3:37:38 Gen_loss: 1.681 Dis_loss: 0.7102 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:18:55 > Step: 38600 Progress: 19.3% Elapsed: 3:38:07 Gen_loss: 1.76 Dis_loss: 0.7813 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:19:24 > Step: 38700 Progress: 19.4% Elapsed: 3:38:37 Gen_loss: 2.133 Dis_loss: 0.5151 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:19:53 > Step: 38800 Progress: 19.4% Elapsed: 3:39:06 Gen_loss: 1.68 Dis_loss: 0.5582 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:20:23 > Step: 38900 Progress: 19.4% Elapsed: 3:39:35 Gen_loss: 2.061 Dis_loss: 0.5347 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:20:52 > Step: 39000 Progress: 19.5% Elapsed: 3:40:04 Gen_loss: 2.103 Dis_loss: 0.5861 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:21:21 > Step: 39100 Progress: 19.6% Elapsed: 3:40:34 Gen_loss: 1.628 Dis_loss: 0.6854 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:21:50 > Step: 39200 Progress: 19.6% Elapsed: 3:41:03 Gen_loss: 2.867 Dis_loss: 0.7328 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:22:20 > Step: 39300 Progress: 19.7% Elapsed: 3:41:32 Gen_loss: 2.024 Dis_loss: 0.5296 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:22:49 > Step: 39400 Progress: 19.7% Elapsed: 3:42:01 Gen_loss: 2.159 Dis_loss: 0.6358 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:23:18 > Step: 39500 Progress: 19.8% Elapsed: 3:42:30 Gen_loss: 4.077 Dis_loss: 0.5567 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:23:47 > Step: 39600 Progress: 19.8% Elapsed: 3:43:00 Gen_loss: 2.851 Dis_loss: 0.6776 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:24:16 > Step: 39700 Progress: 19.9% Elapsed: 3:43:29 Gen_loss: 1.931 Dis_loss: 0.6828 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:24:46 > Step: 39800 Progress: 19.9% Elapsed: 3:43:58 Gen_loss: 3.029 Dis_loss: 0.8985 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:25:15 > Step: 39900 Progress: 20.0% Elapsed: 3:44:27 Gen_loss: 1.481 Dis_loss: 0.6789 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:25:44 > Step: 40000 Progress: 20.0% Elapsed: 3:44:57 Gen_loss: 2.04 Dis_loss: 0.5405 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:25:44 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-18 04:25:44 > Save image canvas to save/figures/StyleGAN2-train-2021_10_18_00_40_38/generated_canvas_40000.png
[INFO] 2021-10-18 04:25:44 > Start Evaluation (40000 Step): StyleGAN2-train-2021_10_18_00_40_38
[INFO] 2021-10-18 04:25:44 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-18 04:27:09 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-18 04:28:36 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-18 04:35:35 > Inception score (Step: 40000, 50000 generated images): 9.230947494506836
[INFO] 2021-10-18 04:35:35 > FID score (Step: 40000, Using train moments): 9.6905100007736
[INFO] 2021-10-18 04:35:35 > Improved Precision (Step: 40000, Using train images): 0.66212
[INFO] 2021-10-18 04:35:35 > Improved Recall (Step: 40000, Using train images): 0.62158
[INFO] 2021-10-18 04:35:35 > Density (Step: 40000, Using train images): 0.7140920000000001
[INFO] 2021-10-18 04:35:35 > Coverage (Step: 40000, Using train images): 0.74756
[INFO] 2021-10-18 04:35:35 > Best FID score (Step: 40000, Using train moments): 9.6905100007736
[INFO] 2021-10-18 04:35:36 > Save model to save/checkpoints/StyleGAN2-train-2021_10_18_00_40_38
[INFO] 2021-10-18 04:36:05 > Step: 40100 Progress: 20.1% Elapsed: 3:55:18 Gen_loss: 2.512 Dis_loss: 0.6714 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:36:35 > Step: 40200 Progress: 20.1% Elapsed: 3:55:47 Gen_loss: 3.148 Dis_loss: 0.7214 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:37:04 > Step: 40300 Progress: 20.2% Elapsed: 3:56:16 Gen_loss: 2.905 Dis_loss: 0.6567 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:37:33 > Step: 40400 Progress: 20.2% Elapsed: 3:56:45 Gen_loss: 1.882 Dis_loss: 0.9482 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:38:02 > Step: 40500 Progress: 20.2% Elapsed: 3:57:15 Gen_loss: 2.336 Dis_loss: 0.5153 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:38:31 > Step: 40600 Progress: 20.3% Elapsed: 3:57:44 Gen_loss: 2.121 Dis_loss: 0.6525 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:39:01 > Step: 40700 Progress: 20.3% Elapsed: 3:58:13 Gen_loss: 3.099 Dis_loss: 0.5528 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:39:30 > Step: 40800 Progress: 20.4% Elapsed: 3:58:42 Gen_loss: 2.835 Dis_loss: 1.113 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:39:59 > Step: 40900 Progress: 20.4% Elapsed: 3:59:12 Gen_loss: 1.608 Dis_loss: 0.6411 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:40:29 > Step: 41000 Progress: 20.5% Elapsed: 3:59:41 Gen_loss: 2.09 Dis_loss: 0.4722 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:40:58 > Step: 41100 Progress: 20.5% Elapsed: 4:00:10 Gen_loss: 2.107 Dis_loss: 0.6096 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:41:27 > Step: 41200 Progress: 20.6% Elapsed: 4:00:39 Gen_loss: 2.892 Dis_loss: 0.6593 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:41:56 > Step: 41300 Progress: 20.6% Elapsed: 4:01:09 Gen_loss: 1.941 Dis_loss: 0.6318 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:42:26 > Step: 41400 Progress: 20.7% Elapsed: 4:01:38 Gen_loss: 1.921 Dis_loss: 0.5232 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:42:55 > Step: 41500 Progress: 20.8% Elapsed: 4:02:07 Gen_loss: 1.958 Dis_loss: 0.4771 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:43:24 > Step: 41600 Progress: 20.8% Elapsed: 4:02:37 Gen_loss: 2.197 Dis_loss: 0.5382 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:43:53 > Step: 41700 Progress: 20.8% Elapsed: 4:03:06 Gen_loss: 2.425 Dis_loss: 0.5814 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:44:23 > Step: 41800 Progress: 20.9% Elapsed: 4:03:35 Gen_loss: 1.735 Dis_loss: 0.8175 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:44:52 > Step: 41900 Progress: 20.9% Elapsed: 4:04:04 Gen_loss: 2.372 Dis_loss: 0.4953 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:45:21 > Step: 42000 Progress: 21.0% Elapsed: 4:04:33 Gen_loss: 2.277 Dis_loss: 0.5806 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:45:50 > Step: 42100 Progress: 21.1% Elapsed: 4:05:03 Gen_loss: 2.029 Dis_loss: 0.3797 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:46:20 > Step: 42200 Progress: 21.1% Elapsed: 4:05:32 Gen_loss: 2.573 Dis_loss: 0.8294 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:46:49 > Step: 42300 Progress: 21.1% Elapsed: 4:06:01 Gen_loss: 1.908 Dis_loss: 0.723 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:47:18 > Step: 42400 Progress: 21.2% Elapsed: 4:06:30 Gen_loss: 2.414 Dis_loss: 0.5106 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:47:47 > Step: 42500 Progress: 21.2% Elapsed: 4:07:00 Gen_loss: 1.829 Dis_loss: 0.6738 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:48:16 > Step: 42600 Progress: 21.3% Elapsed: 4:07:29 Gen_loss: 2.473 Dis_loss: 0.5179 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:48:46 > Step: 42700 Progress: 21.3% Elapsed: 4:07:58 Gen_loss: 1.87 Dis_loss: 0.6591 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:49:15 > Step: 42800 Progress: 21.4% Elapsed: 4:08:27 Gen_loss: 1.387 Dis_loss: 0.8702 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:49:44 > Step: 42900 Progress: 21.4% Elapsed: 4:08:57 Gen_loss: 2.411 Dis_loss: 0.6717 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:50:13 > Step: 43000 Progress: 21.5% Elapsed: 4:09:26 Gen_loss: 2.389 Dis_loss: 0.4494 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:50:43 > Step: 43100 Progress: 21.6% Elapsed: 4:09:55 Gen_loss: 1.24 Dis_loss: 0.5927 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:51:12 > Step: 43200 Progress: 21.6% Elapsed: 4:10:24 Gen_loss: 0.9952 Dis_loss: 0.8727 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:51:41 > Step: 43300 Progress: 21.6% Elapsed: 4:10:53 Gen_loss: 2.188 Dis_loss: 0.5403 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:52:10 > Step: 43400 Progress: 21.7% Elapsed: 4:11:23 Gen_loss: 2.113 Dis_loss: 0.4406 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:52:39 > Step: 43500 Progress: 21.8% Elapsed: 4:11:52 Gen_loss: 2.157 Dis_loss: 0.5913 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:53:09 > Step: 43600 Progress: 21.8% Elapsed: 4:12:21 Gen_loss: 2.718 Dis_loss: 0.5464 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:53:38 > Step: 43700 Progress: 21.9% Elapsed: 4:12:50 Gen_loss: 3.308 Dis_loss: 0.6155 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:54:07 > Step: 43800 Progress: 21.9% Elapsed: 4:13:20 Gen_loss: 4.285 Dis_loss: 0.4808 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:54:36 > Step: 43900 Progress: 21.9% Elapsed: 4:13:49 Gen_loss: 1.719 Dis_loss: 0.5499 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:55:06 > Step: 44000 Progress: 22.0% Elapsed: 4:14:18 Gen_loss: 2.411 Dis_loss: 0.7039 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:55:35 > Step: 44100 Progress: 22.1% Elapsed: 4:14:47 Gen_loss: 2.048 Dis_loss: 0.6684 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:56:04 > Step: 44200 Progress: 22.1% Elapsed: 4:15:17 Gen_loss: 1.911 Dis_loss: 0.462 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:56:33 > Step: 44300 Progress: 22.1% Elapsed: 4:15:46 Gen_loss: 3.224 Dis_loss: 0.8877 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:57:03 > Step: 44400 Progress: 22.2% Elapsed: 4:16:15 Gen_loss: 2.907 Dis_loss: 0.4398 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:57:32 > Step: 44500 Progress: 22.2% Elapsed: 4:16:44 Gen_loss: 2.0 Dis_loss: 0.5491 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:58:01 > Step: 44600 Progress: 22.3% Elapsed: 4:17:14 Gen_loss: 1.938 Dis_loss: 0.6072 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:58:30 > Step: 44700 Progress: 22.4% Elapsed: 4:17:43 Gen_loss: 2.893 Dis_loss: 0.8257 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:59:00 > Step: 44800 Progress: 22.4% Elapsed: 4:18:12 Gen_loss: 1.796 Dis_loss: 0.418 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:59:29 > Step: 44900 Progress: 22.4% Elapsed: 4:18:41 Gen_loss: 1.676 Dis_loss: 0.8051 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 04:59:58 > Step: 45000 Progress: 22.5% Elapsed: 4:19:10 Gen_loss: 1.821 Dis_loss: 0.6211 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:00:27 > Step: 45100 Progress: 22.6% Elapsed: 4:19:40 Gen_loss: 2.513 Dis_loss: 0.7847 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:00:56 > Step: 45200 Progress: 22.6% Elapsed: 4:20:09 Gen_loss: 3.245 Dis_loss: 0.5361 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:01:26 > Step: 45300 Progress: 22.7% Elapsed: 4:20:38 Gen_loss: 1.991 Dis_loss: 0.6782 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:01:55 > Step: 45400 Progress: 22.7% Elapsed: 4:21:07 Gen_loss: 1.921 Dis_loss: 0.5735 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:02:24 > Step: 45500 Progress: 22.8% Elapsed: 4:21:37 Gen_loss: 2.11 Dis_loss: 0.5362 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:02:53 > Step: 45600 Progress: 22.8% Elapsed: 4:22:06 Gen_loss: 2.87 Dis_loss: 0.6186 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:03:23 > Step: 45700 Progress: 22.9% Elapsed: 4:22:35 Gen_loss: 2.415 Dis_loss: 0.6448 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:03:52 > Step: 45800 Progress: 22.9% Elapsed: 4:23:04 Gen_loss: 2.699 Dis_loss: 0.4139 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:04:21 > Step: 45900 Progress: 22.9% Elapsed: 4:23:33 Gen_loss: 1.737 Dis_loss: 0.5565 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:04:50 > Step: 46000 Progress: 23.0% Elapsed: 4:24:03 Gen_loss: 1.448 Dis_loss: 1.191 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:05:20 > Step: 46100 Progress: 23.1% Elapsed: 4:24:32 Gen_loss: 1.913 Dis_loss: 0.5163 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:05:49 > Step: 46200 Progress: 23.1% Elapsed: 4:25:01 Gen_loss: 1.412 Dis_loss: 0.694 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:06:18 > Step: 46300 Progress: 23.2% Elapsed: 4:25:30 Gen_loss: 1.751 Dis_loss: 0.5666 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:06:47 > Step: 46400 Progress: 23.2% Elapsed: 4:26:00 Gen_loss: 2.259 Dis_loss: 0.4479 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:07:17 > Step: 46500 Progress: 23.2% Elapsed: 4:26:29 Gen_loss: 1.804 Dis_loss: 0.6382 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:07:46 > Step: 46600 Progress: 23.3% Elapsed: 4:26:58 Gen_loss: 2.792 Dis_loss: 0.5048 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:08:15 > Step: 46700 Progress: 23.4% Elapsed: 4:27:27 Gen_loss: 3.134 Dis_loss: 0.6225 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:08:44 > Step: 46800 Progress: 23.4% Elapsed: 4:27:57 Gen_loss: 2.967 Dis_loss: 0.573 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:09:14 > Step: 46900 Progress: 23.4% Elapsed: 4:28:26 Gen_loss: 2.921 Dis_loss: 0.8076 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:09:43 > Step: 47000 Progress: 23.5% Elapsed: 4:28:55 Gen_loss: 2.142 Dis_loss: 0.3835 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:10:12 > Step: 47100 Progress: 23.5% Elapsed: 4:29:24 Gen_loss: 3.284 Dis_loss: 0.6679 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:10:41 > Step: 47200 Progress: 23.6% Elapsed: 4:29:54 Gen_loss: 3.141 Dis_loss: 0.8459 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:11:10 > Step: 47300 Progress: 23.6% Elapsed: 4:30:23 Gen_loss: 2.313 Dis_loss: 0.655 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:11:40 > Step: 47400 Progress: 23.7% Elapsed: 4:30:52 Gen_loss: 1.585 Dis_loss: 0.758 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:12:09 > Step: 47500 Progress: 23.8% Elapsed: 4:31:21 Gen_loss: 3.582 Dis_loss: 0.4825 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:12:38 > Step: 47600 Progress: 23.8% Elapsed: 4:31:50 Gen_loss: 2.072 Dis_loss: 0.5874 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:13:07 > Step: 47700 Progress: 23.8% Elapsed: 4:32:20 Gen_loss: 2.532 Dis_loss: 0.4642 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:13:37 > Step: 47800 Progress: 23.9% Elapsed: 4:32:49 Gen_loss: 2.549 Dis_loss: 0.7569 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:14:06 > Step: 47900 Progress: 23.9% Elapsed: 4:33:18 Gen_loss: 2.319 Dis_loss: 0.4739 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:14:35 > Step: 48000 Progress: 24.0% Elapsed: 4:33:47 Gen_loss: 1.928 Dis_loss: 0.6598 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:15:04 > Step: 48100 Progress: 24.1% Elapsed: 4:34:17 Gen_loss: 1.864 Dis_loss: 0.6075 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:15:33 > Step: 48200 Progress: 24.1% Elapsed: 4:34:46 Gen_loss: 2.259 Dis_loss: 0.5558 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:16:03 > Step: 48300 Progress: 24.1% Elapsed: 4:35:15 Gen_loss: 0.42 Dis_loss: 1.824 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:16:32 > Step: 48400 Progress: 24.2% Elapsed: 4:35:44 Gen_loss: 2.491 Dis_loss: 0.8682 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:17:01 > Step: 48500 Progress: 24.2% Elapsed: 4:36:14 Gen_loss: 3.248 Dis_loss: 0.3995 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:17:30 > Step: 48600 Progress: 24.3% Elapsed: 4:36:43 Gen_loss: 1.796 Dis_loss: 0.6733 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:18:00 > Step: 48700 Progress: 24.3% Elapsed: 4:37:12 Gen_loss: 2.796 Dis_loss: 0.807 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:18:29 > Step: 48800 Progress: 24.4% Elapsed: 4:37:41 Gen_loss: 2.968 Dis_loss: 0.7357 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:18:58 > Step: 48900 Progress: 24.4% Elapsed: 4:38:11 Gen_loss: 2.283 Dis_loss: 0.3953 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:19:27 > Step: 49000 Progress: 24.5% Elapsed: 4:38:40 Gen_loss: 2.343 Dis_loss: 0.508 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:19:57 > Step: 49100 Progress: 24.6% Elapsed: 4:39:09 Gen_loss: 4.04 Dis_loss: 1.135 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:20:26 > Step: 49200 Progress: 24.6% Elapsed: 4:39:38 Gen_loss: 2.053 Dis_loss: 0.8328 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:20:55 > Step: 49300 Progress: 24.6% Elapsed: 4:40:08 Gen_loss: 2.385 Dis_loss: 0.5774 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:21:24 > Step: 49400 Progress: 24.7% Elapsed: 4:40:37 Gen_loss: 1.483 Dis_loss: 0.7203 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:21:54 > Step: 49500 Progress: 24.8% Elapsed: 4:41:06 Gen_loss: 2.353 Dis_loss: 0.4758 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:22:23 > Step: 49600 Progress: 24.8% Elapsed: 4:41:35 Gen_loss: 1.9 Dis_loss: 0.5616 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:22:52 > Step: 49700 Progress: 24.9% Elapsed: 4:42:04 Gen_loss: 1.636 Dis_loss: 0.6329 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:23:21 > Step: 49800 Progress: 24.9% Elapsed: 4:42:34 Gen_loss: 2.881 Dis_loss: 0.5239 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:23:50 > Step: 49900 Progress: 24.9% Elapsed: 4:43:03 Gen_loss: 3.925 Dis_loss: 0.5982 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:24:20 > Step: 50000 Progress: 25.0% Elapsed: 4:43:32 Gen_loss: 1.75 Dis_loss: 0.5136 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:24:20 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-18 05:24:20 > Save image canvas to save/figures/StyleGAN2-train-2021_10_18_00_40_38/generated_canvas_50000.png
[INFO] 2021-10-18 05:24:20 > Start Evaluation (50000 Step): StyleGAN2-train-2021_10_18_00_40_38
[INFO] 2021-10-18 05:24:20 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-18 05:25:44 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-18 05:27:12 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-18 05:34:10 > Inception score (Step: 50000, 50000 generated images): 9.480167388916016
[INFO] 2021-10-18 05:34:10 > FID score (Step: 50000, Using train moments): 7.7540348752194745
[INFO] 2021-10-18 05:34:10 > Improved Precision (Step: 50000, Using train images): 0.68252
[INFO] 2021-10-18 05:34:10 > Improved Recall (Step: 50000, Using train images): 0.63068
[INFO] 2021-10-18 05:34:10 > Density (Step: 50000, Using train images): 0.786968
[INFO] 2021-10-18 05:34:10 > Coverage (Step: 50000, Using train images): 0.79364
[INFO] 2021-10-18 05:34:10 > Best FID score (Step: 50000, Using train moments): 7.7540348752194745
[INFO] 2021-10-18 05:34:11 > Save model to save/checkpoints/StyleGAN2-train-2021_10_18_00_40_38
[INFO] 2021-10-18 05:34:41 > Step: 50100 Progress: 25.1% Elapsed: 4:53:53 Gen_loss: 2.53 Dis_loss: 0.6453 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:35:10 > Step: 50200 Progress: 25.1% Elapsed: 4:54:22 Gen_loss: 2.446 Dis_loss: 0.548 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:35:39 > Step: 50300 Progress: 25.1% Elapsed: 4:54:51 Gen_loss: 2.167 Dis_loss: 0.4044 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:36:08 > Step: 50400 Progress: 25.2% Elapsed: 4:55:20 Gen_loss: 3.282 Dis_loss: 0.5776 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:36:37 > Step: 50500 Progress: 25.2% Elapsed: 4:55:50 Gen_loss: 2.145 Dis_loss: 0.7117 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:37:06 > Step: 50600 Progress: 25.3% Elapsed: 4:56:19 Gen_loss: 1.881 Dis_loss: 0.5944 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:37:36 > Step: 50700 Progress: 25.4% Elapsed: 4:56:48 Gen_loss: 2.826 Dis_loss: 0.5524 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:38:05 > Step: 50800 Progress: 25.4% Elapsed: 4:57:17 Gen_loss: 2.441 Dis_loss: 0.5608 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:38:34 > Step: 50900 Progress: 25.4% Elapsed: 4:57:47 Gen_loss: 2.529 Dis_loss: 0.5136 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:39:04 > Step: 51000 Progress: 25.5% Elapsed: 4:58:16 Gen_loss: 2.003 Dis_loss: 0.5257 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:39:33 > Step: 51100 Progress: 25.6% Elapsed: 4:58:45 Gen_loss: 2.715 Dis_loss: 0.5853 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:40:02 > Step: 51200 Progress: 25.6% Elapsed: 4:59:14 Gen_loss: 1.884 Dis_loss: 0.6973 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:40:31 > Step: 51300 Progress: 25.7% Elapsed: 4:59:44 Gen_loss: 3.055 Dis_loss: 0.2368 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:41:00 > Step: 51400 Progress: 25.7% Elapsed: 5:00:13 Gen_loss: 1.755 Dis_loss: 0.6251 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:41:30 > Step: 51500 Progress: 25.8% Elapsed: 5:00:42 Gen_loss: 1.995 Dis_loss: 0.6788 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:41:59 > Step: 51600 Progress: 25.8% Elapsed: 5:01:11 Gen_loss: 1.522 Dis_loss: 0.7033 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:42:28 > Step: 51700 Progress: 25.9% Elapsed: 5:01:41 Gen_loss: 2.555 Dis_loss: 0.5234 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:42:57 > Step: 51800 Progress: 25.9% Elapsed: 5:02:10 Gen_loss: 2.427 Dis_loss: 0.5989 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:43:27 > Step: 51900 Progress: 25.9% Elapsed: 5:02:39 Gen_loss: 1.963 Dis_loss: 0.4682 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:43:56 > Step: 52000 Progress: 26.0% Elapsed: 5:03:08 Gen_loss: 3.127 Dis_loss: 0.4865 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:44:25 > Step: 52100 Progress: 26.1% Elapsed: 5:03:37 Gen_loss: 2.23 Dis_loss: 0.4547 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:44:54 > Step: 52200 Progress: 26.1% Elapsed: 5:04:07 Gen_loss: 2.049 Dis_loss: 0.7192 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:45:23 > Step: 52300 Progress: 26.2% Elapsed: 5:04:36 Gen_loss: 2.887 Dis_loss: 0.5573 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:45:53 > Step: 52400 Progress: 26.2% Elapsed: 5:05:05 Gen_loss: 2.339 Dis_loss: 0.5278 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:46:22 > Step: 52500 Progress: 26.2% Elapsed: 5:05:34 Gen_loss: 2.384 Dis_loss: 0.5416 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:46:51 > Step: 52600 Progress: 26.3% Elapsed: 5:06:04 Gen_loss: 2.458 Dis_loss: 0.3993 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:47:20 > Step: 52700 Progress: 26.4% Elapsed: 5:06:33 Gen_loss: 2.676 Dis_loss: 0.6084 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:47:50 > Step: 52800 Progress: 26.4% Elapsed: 5:07:02 Gen_loss: 3.066 Dis_loss: 0.5258 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:48:19 > Step: 52900 Progress: 26.5% Elapsed: 5:07:31 Gen_loss: 2.109 Dis_loss: 0.4255 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:48:48 > Step: 53000 Progress: 26.5% Elapsed: 5:08:00 Gen_loss: 2.205 Dis_loss: 0.5985 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:49:17 > Step: 53100 Progress: 26.6% Elapsed: 5:08:30 Gen_loss: 2.005 Dis_loss: 0.6756 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:49:47 > Step: 53200 Progress: 26.6% Elapsed: 5:08:59 Gen_loss: 2.671 Dis_loss: 0.5853 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:50:16 > Step: 53300 Progress: 26.7% Elapsed: 5:09:28 Gen_loss: 1.936 Dis_loss: 0.5001 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:50:45 > Step: 53400 Progress: 26.7% Elapsed: 5:09:57 Gen_loss: 2.461 Dis_loss: 0.683 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:51:14 > Step: 53500 Progress: 26.8% Elapsed: 5:10:27 Gen_loss: 2.273 Dis_loss: 0.4592 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:51:43 > Step: 53600 Progress: 26.8% Elapsed: 5:10:56 Gen_loss: 1.574 Dis_loss: 0.8253 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:52:13 > Step: 53700 Progress: 26.9% Elapsed: 5:11:25 Gen_loss: 2.768 Dis_loss: 1.087 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:52:42 > Step: 53800 Progress: 26.9% Elapsed: 5:11:54 Gen_loss: 2.775 Dis_loss: 0.6216 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:53:11 > Step: 53900 Progress: 27.0% Elapsed: 5:12:24 Gen_loss: 1.941 Dis_loss: 0.4309 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:53:40 > Step: 54000 Progress: 27.0% Elapsed: 5:12:53 Gen_loss: 1.617 Dis_loss: 0.6001 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:54:10 > Step: 54100 Progress: 27.1% Elapsed: 5:13:22 Gen_loss: 2.172 Dis_loss: 0.5951 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:54:39 > Step: 54200 Progress: 27.1% Elapsed: 5:13:51 Gen_loss: 2.198 Dis_loss: 0.6122 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:55:08 > Step: 54300 Progress: 27.2% Elapsed: 5:14:20 Gen_loss: 2.113 Dis_loss: 0.6088 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:55:37 > Step: 54400 Progress: 27.2% Elapsed: 5:14:50 Gen_loss: 2.506 Dis_loss: 0.5548 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:56:06 > Step: 54500 Progress: 27.3% Elapsed: 5:15:19 Gen_loss: 1.443 Dis_loss: 0.7499 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:56:36 > Step: 54600 Progress: 27.3% Elapsed: 5:15:48 Gen_loss: 2.897 Dis_loss: 0.7067 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:57:05 > Step: 54700 Progress: 27.4% Elapsed: 5:16:17 Gen_loss: 1.564 Dis_loss: 0.4433 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:57:34 > Step: 54800 Progress: 27.4% Elapsed: 5:16:47 Gen_loss: 1.619 Dis_loss: 0.4227 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:58:03 > Step: 54900 Progress: 27.5% Elapsed: 5:17:16 Gen_loss: 2.434 Dis_loss: 0.5725 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:58:33 > Step: 55000 Progress: 27.5% Elapsed: 5:17:45 Gen_loss: 2.704 Dis_loss: 0.6026 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:59:02 > Step: 55100 Progress: 27.6% Elapsed: 5:18:14 Gen_loss: 2.493 Dis_loss: 0.6239 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 05:59:31 > Step: 55200 Progress: 27.6% Elapsed: 5:18:43 Gen_loss: 2.062 Dis_loss: 0.5643 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:00:00 > Step: 55300 Progress: 27.7% Elapsed: 5:19:13 Gen_loss: 2.722 Dis_loss: 0.8586 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:00:29 > Step: 55400 Progress: 27.7% Elapsed: 5:19:42 Gen_loss: 2.278 Dis_loss: 0.6062 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:00:59 > Step: 55500 Progress: 27.8% Elapsed: 5:20:11 Gen_loss: 3.12 Dis_loss: 0.7129 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:01:28 > Step: 55600 Progress: 27.8% Elapsed: 5:20:40 Gen_loss: 2.072 Dis_loss: 0.4179 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:01:57 > Step: 55700 Progress: 27.9% Elapsed: 5:21:10 Gen_loss: 2.577 Dis_loss: 0.3436 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:02:26 > Step: 55800 Progress: 27.9% Elapsed: 5:21:39 Gen_loss: 1.913 Dis_loss: 0.6878 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:02:56 > Step: 55900 Progress: 28.0% Elapsed: 5:22:08 Gen_loss: 2.517 Dis_loss: 0.3732 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:03:25 > Step: 56000 Progress: 28.0% Elapsed: 5:22:37 Gen_loss: 1.442 Dis_loss: 0.6928 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:03:54 > Step: 56100 Progress: 28.1% Elapsed: 5:23:06 Gen_loss: 1.255 Dis_loss: 0.779 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:04:23 > Step: 56200 Progress: 28.1% Elapsed: 5:23:36 Gen_loss: 2.3 Dis_loss: 0.456 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:04:52 > Step: 56300 Progress: 28.1% Elapsed: 5:24:05 Gen_loss: 2.852 Dis_loss: 0.6926 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:05:22 > Step: 56400 Progress: 28.2% Elapsed: 5:24:34 Gen_loss: 0.9817 Dis_loss: 0.741 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:05:51 > Step: 56500 Progress: 28.2% Elapsed: 5:25:03 Gen_loss: 2.846 Dis_loss: 0.7538 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:06:20 > Step: 56600 Progress: 28.3% Elapsed: 5:25:32 Gen_loss: 4.588 Dis_loss: 0.7387 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:06:49 > Step: 56700 Progress: 28.3% Elapsed: 5:26:02 Gen_loss: 1.969 Dis_loss: 0.417 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:07:18 > Step: 56800 Progress: 28.4% Elapsed: 5:26:31 Gen_loss: 2.74 Dis_loss: 0.6151 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:07:48 > Step: 56900 Progress: 28.4% Elapsed: 5:27:00 Gen_loss: 4.471 Dis_loss: 0.7651 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:08:17 > Step: 57000 Progress: 28.5% Elapsed: 5:27:29 Gen_loss: 2.296 Dis_loss: 0.5973 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:08:46 > Step: 57100 Progress: 28.5% Elapsed: 5:27:59 Gen_loss: 2.135 Dis_loss: 0.5761 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:09:15 > Step: 57200 Progress: 28.6% Elapsed: 5:28:28 Gen_loss: 1.696 Dis_loss: 0.643 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:09:45 > Step: 57300 Progress: 28.6% Elapsed: 5:28:57 Gen_loss: 2.387 Dis_loss: 0.6041 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:10:14 > Step: 57400 Progress: 28.7% Elapsed: 5:29:26 Gen_loss: 2.812 Dis_loss: 0.5584 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:10:43 > Step: 57500 Progress: 28.7% Elapsed: 5:29:55 Gen_loss: 2.13 Dis_loss: 0.5341 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:11:12 > Step: 57600 Progress: 28.8% Elapsed: 5:30:25 Gen_loss: 4.334 Dis_loss: 0.9673 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:11:41 > Step: 57700 Progress: 28.8% Elapsed: 5:30:54 Gen_loss: 2.253 Dis_loss: 0.4343 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:12:11 > Step: 57800 Progress: 28.9% Elapsed: 5:31:23 Gen_loss: 2.354 Dis_loss: 0.5351 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:12:40 > Step: 57900 Progress: 28.9% Elapsed: 5:31:52 Gen_loss: 1.996 Dis_loss: 0.5104 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:13:09 > Step: 58000 Progress: 29.0% Elapsed: 5:32:22 Gen_loss: 3.838 Dis_loss: 0.4928 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:13:38 > Step: 58100 Progress: 29.0% Elapsed: 5:32:51 Gen_loss: 2.806 Dis_loss: 0.6507 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:14:08 > Step: 58200 Progress: 29.1% Elapsed: 5:33:20 Gen_loss: 2.681 Dis_loss: 0.499 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:14:37 > Step: 58300 Progress: 29.1% Elapsed: 5:33:49 Gen_loss: 2.396 Dis_loss: 0.574 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:15:06 > Step: 58400 Progress: 29.2% Elapsed: 5:34:18 Gen_loss: 1.962 Dis_loss: 0.6917 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:15:35 > Step: 58500 Progress: 29.2% Elapsed: 5:34:48 Gen_loss: 2.382 Dis_loss: 0.7084 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:16:05 > Step: 58600 Progress: 29.3% Elapsed: 5:35:17 Gen_loss: 2.192 Dis_loss: 0.3318 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:16:34 > Step: 58700 Progress: 29.3% Elapsed: 5:35:46 Gen_loss: 2.183 Dis_loss: 0.4698 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:17:03 > Step: 58800 Progress: 29.4% Elapsed: 5:36:15 Gen_loss: 2.122 Dis_loss: 0.453 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:17:32 > Step: 58900 Progress: 29.4% Elapsed: 5:36:45 Gen_loss: 2.187 Dis_loss: 0.5277 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:18:01 > Step: 59000 Progress: 29.5% Elapsed: 5:37:14 Gen_loss: 2.303 Dis_loss: 0.4688 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:18:30 > Step: 59100 Progress: 29.5% Elapsed: 5:37:43 Gen_loss: 1.578 Dis_loss: 0.6058 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:19:00 > Step: 59200 Progress: 29.6% Elapsed: 5:38:12 Gen_loss: 2.774 Dis_loss: 0.3218 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:19:29 > Step: 59300 Progress: 29.6% Elapsed: 5:38:41 Gen_loss: 2.08 Dis_loss: 0.4994 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:19:58 > Step: 59400 Progress: 29.7% Elapsed: 5:39:11 Gen_loss: 2.161 Dis_loss: 0.4252 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:20:27 > Step: 59500 Progress: 29.8% Elapsed: 5:39:40 Gen_loss: 2.146 Dis_loss: 0.7479 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:20:57 > Step: 59600 Progress: 29.8% Elapsed: 5:40:09 Gen_loss: 3.133 Dis_loss: 0.3007 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:21:26 > Step: 59700 Progress: 29.8% Elapsed: 5:40:38 Gen_loss: 2.683 Dis_loss: 0.4166 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:21:55 > Step: 59800 Progress: 29.9% Elapsed: 5:41:07 Gen_loss: 2.119 Dis_loss: 0.6157 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:22:24 > Step: 59900 Progress: 29.9% Elapsed: 5:41:37 Gen_loss: 3.229 Dis_loss: 0.8245 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:22:53 > Step: 60000 Progress: 30.0% Elapsed: 5:42:06 Gen_loss: 4.467 Dis_loss: 0.5621 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:22:53 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-18 06:22:54 > Save image canvas to save/figures/StyleGAN2-train-2021_10_18_00_40_38/generated_canvas_60000.png
[INFO] 2021-10-18 06:22:54 > Start Evaluation (60000 Step): StyleGAN2-train-2021_10_18_00_40_38
[INFO] 2021-10-18 06:22:54 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-18 06:24:18 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-18 06:25:45 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-18 06:32:45 > Inception score (Step: 60000, 50000 generated images): 9.617300987243652
[INFO] 2021-10-18 06:32:45 > FID score (Step: 60000, Using train moments): 6.604498304212825
[INFO] 2021-10-18 06:32:45 > Improved Precision (Step: 60000, Using train images): 0.69426
[INFO] 2021-10-18 06:32:45 > Improved Recall (Step: 60000, Using train images): 0.63604
[INFO] 2021-10-18 06:32:45 > Density (Step: 60000, Using train images): 0.8419320000000001
[INFO] 2021-10-18 06:32:45 > Coverage (Step: 60000, Using train images): 0.81646
[INFO] 2021-10-18 06:32:45 > Best FID score (Step: 60000, Using train moments): 6.604498304212825
[INFO] 2021-10-18 06:32:46 > Save model to save/checkpoints/StyleGAN2-train-2021_10_18_00_40_38
[INFO] 2021-10-18 06:33:15 > Step: 60100 Progress: 30.0% Elapsed: 5:52:28 Gen_loss: 2.195 Dis_loss: 0.7934 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:33:45 > Step: 60200 Progress: 30.1% Elapsed: 5:52:57 Gen_loss: 2.755 Dis_loss: 0.5699 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:34:14 > Step: 60300 Progress: 30.1% Elapsed: 5:53:26 Gen_loss: 2.802 Dis_loss: 0.528 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:34:43 > Step: 60400 Progress: 30.2% Elapsed: 5:53:55 Gen_loss: 2.956 Dis_loss: 0.6046 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:35:12 > Step: 60500 Progress: 30.2% Elapsed: 5:54:25 Gen_loss: 2.453 Dis_loss: 0.4488 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:35:42 > Step: 60600 Progress: 30.3% Elapsed: 5:54:54 Gen_loss: 3.047 Dis_loss: 0.9857 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:36:11 > Step: 60700 Progress: 30.3% Elapsed: 5:55:23 Gen_loss: 2.466 Dis_loss: 0.4791 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:36:40 > Step: 60800 Progress: 30.4% Elapsed: 5:55:52 Gen_loss: 1.777 Dis_loss: 0.661 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:37:09 > Step: 60900 Progress: 30.4% Elapsed: 5:56:22 Gen_loss: 2.853 Dis_loss: 0.8677 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:37:39 > Step: 61000 Progress: 30.5% Elapsed: 5:56:51 Gen_loss: 1.885 Dis_loss: 0.3727 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:38:08 > Step: 61100 Progress: 30.6% Elapsed: 5:57:20 Gen_loss: 3.365 Dis_loss: 0.6082 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:38:37 > Step: 61200 Progress: 30.6% Elapsed: 5:57:49 Gen_loss: 4.603 Dis_loss: 0.7402 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:39:06 > Step: 61300 Progress: 30.6% Elapsed: 5:58:19 Gen_loss: 2.318 Dis_loss: 0.6709 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:39:35 > Step: 61400 Progress: 30.7% Elapsed: 5:58:48 Gen_loss: 2.499 Dis_loss: 0.7413 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:40:05 > Step: 61500 Progress: 30.8% Elapsed: 5:59:17 Gen_loss: 1.762 Dis_loss: 0.6497 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:40:34 > Step: 61600 Progress: 30.8% Elapsed: 5:59:46 Gen_loss: 2.644 Dis_loss: 0.4768 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:41:03 > Step: 61700 Progress: 30.9% Elapsed: 6:00:16 Gen_loss: 2.019 Dis_loss: 0.3735 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:41:32 > Step: 61800 Progress: 30.9% Elapsed: 6:00:45 Gen_loss: 2.328 Dis_loss: 0.4693 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:42:02 > Step: 61900 Progress: 30.9% Elapsed: 6:01:14 Gen_loss: 1.696 Dis_loss: 0.8255 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:42:31 > Step: 62000 Progress: 31.0% Elapsed: 6:01:43 Gen_loss: 2.743 Dis_loss: 0.3674 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:43:00 > Step: 62100 Progress: 31.1% Elapsed: 6:02:12 Gen_loss: 2.506 Dis_loss: 0.6727 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:43:29 > Step: 62200 Progress: 31.1% Elapsed: 6:02:42 Gen_loss: 2.564 Dis_loss: 0.6859 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:43:58 > Step: 62300 Progress: 31.1% Elapsed: 6:03:11 Gen_loss: 2.109 Dis_loss: 0.5116 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:44:28 > Step: 62400 Progress: 31.2% Elapsed: 6:03:40 Gen_loss: 2.895 Dis_loss: 0.5112 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:44:57 > Step: 62500 Progress: 31.2% Elapsed: 6:04:09 Gen_loss: 2.382 Dis_loss: 0.4132 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:45:26 > Step: 62600 Progress: 31.3% Elapsed: 6:04:39 Gen_loss: 3.202 Dis_loss: 0.561 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:45:55 > Step: 62700 Progress: 31.4% Elapsed: 6:05:08 Gen_loss: 1.487 Dis_loss: 0.7465 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:46:25 > Step: 62800 Progress: 31.4% Elapsed: 6:05:37 Gen_loss: 2.75 Dis_loss: 0.5542 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:46:54 > Step: 62900 Progress: 31.4% Elapsed: 6:06:06 Gen_loss: 2.673 Dis_loss: 0.614 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:47:23 > Step: 63000 Progress: 31.5% Elapsed: 6:06:35 Gen_loss: 1.916 Dis_loss: 0.5427 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:47:52 > Step: 63100 Progress: 31.6% Elapsed: 6:07:05 Gen_loss: 3.697 Dis_loss: 0.5231 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:48:21 > Step: 63200 Progress: 31.6% Elapsed: 6:07:34 Gen_loss: 2.389 Dis_loss: 0.3937 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:48:51 > Step: 63300 Progress: 31.6% Elapsed: 6:08:03 Gen_loss: 2.0 Dis_loss: 0.6315 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:49:20 > Step: 63400 Progress: 31.7% Elapsed: 6:08:32 Gen_loss: 2.92 Dis_loss: 0.6376 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:49:49 > Step: 63500 Progress: 31.8% Elapsed: 6:09:02 Gen_loss: 1.588 Dis_loss: 0.6496 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:50:18 > Step: 63600 Progress: 31.8% Elapsed: 6:09:31 Gen_loss: 2.048 Dis_loss: 0.5804 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:50:48 > Step: 63700 Progress: 31.9% Elapsed: 6:10:00 Gen_loss: 1.756 Dis_loss: 0.5312 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:51:17 > Step: 63800 Progress: 31.9% Elapsed: 6:10:29 Gen_loss: 2.619 Dis_loss: 0.5618 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:51:46 > Step: 63900 Progress: 31.9% Elapsed: 6:10:58 Gen_loss: 2.195 Dis_loss: 0.6878 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:52:15 > Step: 64000 Progress: 32.0% Elapsed: 6:11:28 Gen_loss: 2.987 Dis_loss: 0.8389 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:52:45 > Step: 64100 Progress: 32.0% Elapsed: 6:11:57 Gen_loss: 1.931 Dis_loss: 0.603 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:53:14 > Step: 64200 Progress: 32.1% Elapsed: 6:12:26 Gen_loss: 1.214 Dis_loss: 0.7713 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:53:43 > Step: 64300 Progress: 32.1% Elapsed: 6:12:55 Gen_loss: 1.585 Dis_loss: 0.667 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:54:12 > Step: 64400 Progress: 32.2% Elapsed: 6:13:24 Gen_loss: 2.751 Dis_loss: 0.5156 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:54:41 > Step: 64500 Progress: 32.2% Elapsed: 6:13:54 Gen_loss: 1.939 Dis_loss: 0.5432 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:55:11 > Step: 64600 Progress: 32.3% Elapsed: 6:14:23 Gen_loss: 1.839 Dis_loss: 0.4634 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:55:40 > Step: 64700 Progress: 32.4% Elapsed: 6:14:52 Gen_loss: 3.298 Dis_loss: 0.613 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:56:09 > Step: 64800 Progress: 32.4% Elapsed: 6:15:21 Gen_loss: 1.876 Dis_loss: 0.4233 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:56:38 > Step: 64900 Progress: 32.5% Elapsed: 6:15:51 Gen_loss: 2.107 Dis_loss: 0.4149 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:57:07 > Step: 65000 Progress: 32.5% Elapsed: 6:16:20 Gen_loss: 3.091 Dis_loss: 0.4615 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:57:37 > Step: 65100 Progress: 32.6% Elapsed: 6:16:49 Gen_loss: 1.969 Dis_loss: 0.5228 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:58:06 > Step: 65200 Progress: 32.6% Elapsed: 6:17:18 Gen_loss: 1.39 Dis_loss: 0.9762 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:58:35 > Step: 65300 Progress: 32.6% Elapsed: 6:17:48 Gen_loss: 1.987 Dis_loss: 0.5679 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:59:04 > Step: 65400 Progress: 32.7% Elapsed: 6:18:17 Gen_loss: 2.437 Dis_loss: 0.4265 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 06:59:33 > Step: 65500 Progress: 32.8% Elapsed: 6:18:46 Gen_loss: 2.794 Dis_loss: 0.5627 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:00:03 > Step: 65600 Progress: 32.8% Elapsed: 6:19:15 Gen_loss: 3.066 Dis_loss: 0.6011 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:00:32 > Step: 65700 Progress: 32.9% Elapsed: 6:19:44 Gen_loss: 1.292 Dis_loss: 0.9006 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:01:01 > Step: 65800 Progress: 32.9% Elapsed: 6:20:14 Gen_loss: 2.14 Dis_loss: 0.6301 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:01:30 > Step: 65900 Progress: 33.0% Elapsed: 6:20:43 Gen_loss: 1.99 Dis_loss: 0.5233 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:02:00 > Step: 66000 Progress: 33.0% Elapsed: 6:21:12 Gen_loss: 3.062 Dis_loss: 0.8419 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:02:29 > Step: 66100 Progress: 33.1% Elapsed: 6:21:41 Gen_loss: 1.689 Dis_loss: 0.5929 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:02:58 > Step: 66200 Progress: 33.1% Elapsed: 6:22:10 Gen_loss: 2.245 Dis_loss: 0.5543 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:03:27 > Step: 66300 Progress: 33.1% Elapsed: 6:22:40 Gen_loss: 0.9131 Dis_loss: 0.8781 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:03:57 > Step: 66400 Progress: 33.2% Elapsed: 6:23:09 Gen_loss: 2.502 Dis_loss: 0.3597 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:04:26 > Step: 66500 Progress: 33.2% Elapsed: 6:23:38 Gen_loss: 2.25 Dis_loss: 0.6698 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:04:55 > Step: 66600 Progress: 33.3% Elapsed: 6:24:07 Gen_loss: 0.8281 Dis_loss: 1.304 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:05:24 > Step: 66700 Progress: 33.4% Elapsed: 6:24:37 Gen_loss: 2.187 Dis_loss: 0.8072 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:05:53 > Step: 66800 Progress: 33.4% Elapsed: 6:25:06 Gen_loss: 2.334 Dis_loss: 0.3699 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:06:23 > Step: 66900 Progress: 33.5% Elapsed: 6:25:35 Gen_loss: 2.455 Dis_loss: 0.5266 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:06:52 > Step: 67000 Progress: 33.5% Elapsed: 6:26:04 Gen_loss: 2.301 Dis_loss: 0.6092 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:07:21 > Step: 67100 Progress: 33.6% Elapsed: 6:26:33 Gen_loss: 1.992 Dis_loss: 0.8796 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:07:50 > Step: 67200 Progress: 33.6% Elapsed: 6:27:03 Gen_loss: 2.533 Dis_loss: 0.4904 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:08:20 > Step: 67300 Progress: 33.7% Elapsed: 6:27:32 Gen_loss: 3.939 Dis_loss: 0.5694 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:08:49 > Step: 67400 Progress: 33.7% Elapsed: 6:28:01 Gen_loss: 3.394 Dis_loss: 0.4971 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:09:18 > Step: 67500 Progress: 33.8% Elapsed: 6:28:30 Gen_loss: 2.356 Dis_loss: 0.4044 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:09:47 > Step: 67600 Progress: 33.8% Elapsed: 6:28:59 Gen_loss: 3.037 Dis_loss: 0.6606 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:10:16 > Step: 67700 Progress: 33.9% Elapsed: 6:29:29 Gen_loss: 2.012 Dis_loss: 0.6362 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:10:46 > Step: 67800 Progress: 33.9% Elapsed: 6:29:58 Gen_loss: 2.952 Dis_loss: 0.5582 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:11:15 > Step: 67900 Progress: 34.0% Elapsed: 6:30:27 Gen_loss: 2.071 Dis_loss: 0.5788 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:11:44 > Step: 68000 Progress: 34.0% Elapsed: 6:30:56 Gen_loss: 2.08 Dis_loss: 0.3481 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:12:13 > Step: 68100 Progress: 34.1% Elapsed: 6:31:26 Gen_loss: 3.273 Dis_loss: 0.3963 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:12:43 > Step: 68200 Progress: 34.1% Elapsed: 6:31:55 Gen_loss: 2.344 Dis_loss: 0.3848 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:13:12 > Step: 68300 Progress: 34.2% Elapsed: 6:32:24 Gen_loss: 2.365 Dis_loss: 0.3671 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:13:41 > Step: 68400 Progress: 34.2% Elapsed: 6:32:53 Gen_loss: 2.383 Dis_loss: 0.5003 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:14:10 > Step: 68500 Progress: 34.2% Elapsed: 6:33:23 Gen_loss: 2.927 Dis_loss: 0.6678 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:14:39 > Step: 68600 Progress: 34.3% Elapsed: 6:33:52 Gen_loss: 2.512 Dis_loss: 0.6903 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:15:08 > Step: 68700 Progress: 34.4% Elapsed: 6:34:21 Gen_loss: 2.576 Dis_loss: 0.3686 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:15:38 > Step: 68800 Progress: 34.4% Elapsed: 6:34:50 Gen_loss: 3.021 Dis_loss: 0.5417 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:16:07 > Step: 68900 Progress: 34.4% Elapsed: 6:35:19 Gen_loss: 2.659 Dis_loss: 0.5473 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:16:36 > Step: 69000 Progress: 34.5% Elapsed: 6:35:49 Gen_loss: 2.783 Dis_loss: 0.5161 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:17:05 > Step: 69100 Progress: 34.5% Elapsed: 6:36:18 Gen_loss: 2.289 Dis_loss: 0.4701 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:17:35 > Step: 69200 Progress: 34.6% Elapsed: 6:36:47 Gen_loss: 2.054 Dis_loss: 0.6967 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:18:04 > Step: 69300 Progress: 34.6% Elapsed: 6:37:16 Gen_loss: 1.821 Dis_loss: 0.4997 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:18:33 > Step: 69400 Progress: 34.7% Elapsed: 6:37:45 Gen_loss: 3.128 Dis_loss: 0.5684 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:19:02 > Step: 69500 Progress: 34.8% Elapsed: 6:38:15 Gen_loss: 2.878 Dis_loss: 0.4709 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:19:32 > Step: 69600 Progress: 34.8% Elapsed: 6:38:44 Gen_loss: 1.992 Dis_loss: 0.8648 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:20:01 > Step: 69700 Progress: 34.8% Elapsed: 6:39:13 Gen_loss: 2.301 Dis_loss: 0.4061 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:20:30 > Step: 69800 Progress: 34.9% Elapsed: 6:39:42 Gen_loss: 1.908 Dis_loss: 0.6302 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:20:59 > Step: 69900 Progress: 34.9% Elapsed: 6:40:11 Gen_loss: 1.144 Dis_loss: 1.195 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:21:28 > Step: 70000 Progress: 35.0% Elapsed: 6:40:41 Gen_loss: 2.985 Dis_loss: 0.5796 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:21:28 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-18 07:21:28 > Save image canvas to save/figures/StyleGAN2-train-2021_10_18_00_40_38/generated_canvas_70000.png
[INFO] 2021-10-18 07:21:28 > Start Evaluation (70000 Step): StyleGAN2-train-2021_10_18_00_40_38
[INFO] 2021-10-18 07:21:28 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-18 07:22:53 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-18 07:24:20 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-18 07:31:19 > Inception score (Step: 70000, 50000 generated images): 9.644639015197754
[INFO] 2021-10-18 07:31:19 > FID score (Step: 70000, Using train moments): 5.841843597436252
[INFO] 2021-10-18 07:31:19 > Improved Precision (Step: 70000, Using train images): 0.70092
[INFO] 2021-10-18 07:31:19 > Improved Recall (Step: 70000, Using train images): 0.64928
[INFO] 2021-10-18 07:31:19 > Density (Step: 70000, Using train images): 0.8570639999999999
[INFO] 2021-10-18 07:31:19 > Coverage (Step: 70000, Using train images): 0.8293
[INFO] 2021-10-18 07:31:19 > Best FID score (Step: 70000, Using train moments): 5.841843597436252
[INFO] 2021-10-18 07:31:20 > Save model to save/checkpoints/StyleGAN2-train-2021_10_18_00_40_38
[INFO] 2021-10-18 07:31:49 > Step: 70100 Progress: 35.0% Elapsed: 6:51:02 Gen_loss: 2.548 Dis_loss: 0.5501 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:32:18 > Step: 70200 Progress: 35.1% Elapsed: 6:51:31 Gen_loss: 2.578 Dis_loss: 0.6425 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:32:48 > Step: 70300 Progress: 35.1% Elapsed: 6:52:00 Gen_loss: 3.229 Dis_loss: 0.48 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:33:17 > Step: 70400 Progress: 35.2% Elapsed: 6:52:29 Gen_loss: 2.122 Dis_loss: 0.5306 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:33:46 > Step: 70500 Progress: 35.2% Elapsed: 6:52:58 Gen_loss: 2.528 Dis_loss: 0.5466 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:34:15 > Step: 70600 Progress: 35.3% Elapsed: 6:53:28 Gen_loss: 2.122 Dis_loss: 0.3872 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:34:44 > Step: 70700 Progress: 35.4% Elapsed: 6:53:57 Gen_loss: 2.338 Dis_loss: 0.5392 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:35:14 > Step: 70800 Progress: 35.4% Elapsed: 6:54:26 Gen_loss: 2.157 Dis_loss: 0.6461 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:35:43 > Step: 70900 Progress: 35.4% Elapsed: 6:54:55 Gen_loss: 2.966 Dis_loss: 0.5893 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:36:12 > Step: 71000 Progress: 35.5% Elapsed: 6:55:25 Gen_loss: 2.486 Dis_loss: 0.4492 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:36:41 > Step: 71100 Progress: 35.5% Elapsed: 6:55:54 Gen_loss: 3.099 Dis_loss: 0.5564 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:37:11 > Step: 71200 Progress: 35.6% Elapsed: 6:56:23 Gen_loss: 2.694 Dis_loss: 0.5446 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:37:40 > Step: 71300 Progress: 35.6% Elapsed: 6:56:52 Gen_loss: 2.279 Dis_loss: 0.4501 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:38:09 > Step: 71400 Progress: 35.7% Elapsed: 6:57:21 Gen_loss: 2.697 Dis_loss: 0.5501 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:38:38 > Step: 71500 Progress: 35.8% Elapsed: 6:57:51 Gen_loss: 1.875 Dis_loss: 0.5682 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:39:07 > Step: 71600 Progress: 35.8% Elapsed: 6:58:20 Gen_loss: 3.287 Dis_loss: 0.3681 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:39:37 > Step: 71700 Progress: 35.9% Elapsed: 6:58:49 Gen_loss: 3.17 Dis_loss: 0.8155 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:40:06 > Step: 71800 Progress: 35.9% Elapsed: 6:59:18 Gen_loss: 3.511 Dis_loss: 0.6568 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:40:35 > Step: 71900 Progress: 35.9% Elapsed: 6:59:48 Gen_loss: 2.438 Dis_loss: 0.3715 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:41:04 > Step: 72000 Progress: 36.0% Elapsed: 7:00:17 Gen_loss: 1.116 Dis_loss: 0.6781 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:41:34 > Step: 72100 Progress: 36.0% Elapsed: 7:00:46 Gen_loss: 2.227 Dis_loss: 0.5277 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:42:03 > Step: 72200 Progress: 36.1% Elapsed: 7:01:15 Gen_loss: 1.284 Dis_loss: 0.7376 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:42:32 > Step: 72300 Progress: 36.1% Elapsed: 7:01:44 Gen_loss: 2.879 Dis_loss: 0.5868 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:43:01 > Step: 72400 Progress: 36.2% Elapsed: 7:02:13 Gen_loss: 2.313 Dis_loss: 0.6118 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:43:30 > Step: 72500 Progress: 36.2% Elapsed: 7:02:43 Gen_loss: 3.326 Dis_loss: 0.4295 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:44:00 > Step: 72600 Progress: 36.3% Elapsed: 7:03:12 Gen_loss: 2.161 Dis_loss: 0.6833 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:44:29 > Step: 72700 Progress: 36.4% Elapsed: 7:03:41 Gen_loss: 2.311 Dis_loss: 0.418 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:44:58 > Step: 72800 Progress: 36.4% Elapsed: 7:04:10 Gen_loss: 4.162 Dis_loss: 0.7411 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:45:27 > Step: 72900 Progress: 36.4% Elapsed: 7:04:40 Gen_loss: 2.415 Dis_loss: 0.4456 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:45:56 > Step: 73000 Progress: 36.5% Elapsed: 7:05:09 Gen_loss: 1.94 Dis_loss: 0.4805 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:46:26 > Step: 73100 Progress: 36.5% Elapsed: 7:05:38 Gen_loss: 2.359 Dis_loss: 0.4773 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:46:55 > Step: 73200 Progress: 36.6% Elapsed: 7:06:07 Gen_loss: 1.539 Dis_loss: 0.5268 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:47:24 > Step: 73300 Progress: 36.6% Elapsed: 7:06:36 Gen_loss: 2.73 Dis_loss: 0.6785 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:47:53 > Step: 73400 Progress: 36.7% Elapsed: 7:07:06 Gen_loss: 2.464 Dis_loss: 0.47 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:48:23 > Step: 73500 Progress: 36.8% Elapsed: 7:07:35 Gen_loss: 2.388 Dis_loss: 0.4727 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:48:52 > Step: 73600 Progress: 36.8% Elapsed: 7:08:04 Gen_loss: 3.962 Dis_loss: 0.575 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:49:21 > Step: 73700 Progress: 36.9% Elapsed: 7:08:33 Gen_loss: 2.384 Dis_loss: 0.5265 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:49:50 > Step: 73800 Progress: 36.9% Elapsed: 7:09:03 Gen_loss: 2.586 Dis_loss: 0.2927 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:50:19 > Step: 73900 Progress: 37.0% Elapsed: 7:09:32 Gen_loss: 2.797 Dis_loss: 0.3201 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:50:48 > Step: 74000 Progress: 37.0% Elapsed: 7:10:01 Gen_loss: 1.487 Dis_loss: 0.7303 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:51:18 > Step: 74100 Progress: 37.0% Elapsed: 7:10:30 Gen_loss: 3.168 Dis_loss: 0.512 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:51:47 > Step: 74200 Progress: 37.1% Elapsed: 7:10:59 Gen_loss: 2.21 Dis_loss: 0.5341 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:52:16 > Step: 74300 Progress: 37.1% Elapsed: 7:11:29 Gen_loss: 1.547 Dis_loss: 0.6251 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:52:45 > Step: 74400 Progress: 37.2% Elapsed: 7:11:58 Gen_loss: 2.825 Dis_loss: 0.4085 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:53:15 > Step: 74500 Progress: 37.2% Elapsed: 7:12:27 Gen_loss: 2.649 Dis_loss: 0.5492 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:53:44 > Step: 74600 Progress: 37.3% Elapsed: 7:12:56 Gen_loss: 2.198 Dis_loss: 0.5712 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:54:13 > Step: 74700 Progress: 37.4% Elapsed: 7:13:25 Gen_loss: 2.695 Dis_loss: 0.7787 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:54:42 > Step: 74800 Progress: 37.4% Elapsed: 7:13:55 Gen_loss: 3.489 Dis_loss: 0.3506 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:55:11 > Step: 74900 Progress: 37.5% Elapsed: 7:14:24 Gen_loss: 2.161 Dis_loss: 0.6162 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:55:41 > Step: 75000 Progress: 37.5% Elapsed: 7:14:53 Gen_loss: 2.372 Dis_loss: 0.4587 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:56:10 > Step: 75100 Progress: 37.5% Elapsed: 7:15:22 Gen_loss: 2.344 Dis_loss: 0.5912 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:56:39 > Step: 75200 Progress: 37.6% Elapsed: 7:15:51 Gen_loss: 4.044 Dis_loss: 0.359 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:57:08 > Step: 75300 Progress: 37.6% Elapsed: 7:16:21 Gen_loss: 1.086 Dis_loss: 0.9925 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:57:38 > Step: 75400 Progress: 37.7% Elapsed: 7:16:50 Gen_loss: 3.634 Dis_loss: 0.6587 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:58:07 > Step: 75500 Progress: 37.8% Elapsed: 7:17:19 Gen_loss: 3.455 Dis_loss: 0.9088 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:58:36 > Step: 75600 Progress: 37.8% Elapsed: 7:17:48 Gen_loss: 1.766 Dis_loss: 0.5004 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:59:05 > Step: 75700 Progress: 37.9% Elapsed: 7:18:17 Gen_loss: 2.81 Dis_loss: 0.5171 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 07:59:34 > Step: 75800 Progress: 37.9% Elapsed: 7:18:47 Gen_loss: 2.519 Dis_loss: 0.4343 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:00:04 > Step: 75900 Progress: 38.0% Elapsed: 7:19:16 Gen_loss: 1.981 Dis_loss: 0.3588 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:00:33 > Step: 76000 Progress: 38.0% Elapsed: 7:19:45 Gen_loss: 4.098 Dis_loss: 0.5958 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:01:02 > Step: 76100 Progress: 38.0% Elapsed: 7:20:14 Gen_loss: 2.846 Dis_loss: 0.4985 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:01:31 > Step: 76200 Progress: 38.1% Elapsed: 7:20:44 Gen_loss: 2.355 Dis_loss: 0.5873 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:02:00 > Step: 76300 Progress: 38.1% Elapsed: 7:21:13 Gen_loss: 2.126 Dis_loss: 0.5722 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:02:30 > Step: 76400 Progress: 38.2% Elapsed: 7:21:42 Gen_loss: 2.591 Dis_loss: 0.3959 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:02:59 > Step: 76500 Progress: 38.2% Elapsed: 7:22:11 Gen_loss: 2.764 Dis_loss: 0.4325 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:03:28 > Step: 76600 Progress: 38.3% Elapsed: 7:22:40 Gen_loss: 2.06 Dis_loss: 0.6093 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:03:57 > Step: 76700 Progress: 38.4% Elapsed: 7:23:10 Gen_loss: 3.315 Dis_loss: 0.3885 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:04:26 > Step: 76800 Progress: 38.4% Elapsed: 7:23:39 Gen_loss: 2.099 Dis_loss: 0.5175 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:04:56 > Step: 76900 Progress: 38.5% Elapsed: 7:24:08 Gen_loss: 2.479 Dis_loss: 0.4635 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:05:25 > Step: 77000 Progress: 38.5% Elapsed: 7:24:37 Gen_loss: 2.514 Dis_loss: 0.4589 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:05:54 > Step: 77100 Progress: 38.6% Elapsed: 7:25:06 Gen_loss: 3.278 Dis_loss: 0.3269 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:06:23 > Step: 77200 Progress: 38.6% Elapsed: 7:25:36 Gen_loss: 1.934 Dis_loss: 0.8399 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:06:52 > Step: 77300 Progress: 38.6% Elapsed: 7:26:05 Gen_loss: 2.57 Dis_loss: 0.6168 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:07:22 > Step: 77400 Progress: 38.7% Elapsed: 7:26:34 Gen_loss: 2.006 Dis_loss: 0.6243 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:07:51 > Step: 77500 Progress: 38.8% Elapsed: 7:27:03 Gen_loss: 3.34 Dis_loss: 0.4485 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:08:20 > Step: 77600 Progress: 38.8% Elapsed: 7:27:32 Gen_loss: 0.8322 Dis_loss: 0.9792 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:08:49 > Step: 77700 Progress: 38.9% Elapsed: 7:28:02 Gen_loss: 2.073 Dis_loss: 0.465 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:09:19 > Step: 77800 Progress: 38.9% Elapsed: 7:28:31 Gen_loss: 1.833 Dis_loss: 0.58 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:09:48 > Step: 77900 Progress: 39.0% Elapsed: 7:29:00 Gen_loss: 2.876 Dis_loss: 0.3741 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:10:17 > Step: 78000 Progress: 39.0% Elapsed: 7:29:29 Gen_loss: 2.885 Dis_loss: 0.5031 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:10:46 > Step: 78100 Progress: 39.1% Elapsed: 7:29:59 Gen_loss: 2.087 Dis_loss: 0.528 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:11:15 > Step: 78200 Progress: 39.1% Elapsed: 7:30:28 Gen_loss: 3.645 Dis_loss: 0.5388 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:11:45 > Step: 78300 Progress: 39.1% Elapsed: 7:30:57 Gen_loss: 2.336 Dis_loss: 0.4951 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:12:14 > Step: 78400 Progress: 39.2% Elapsed: 7:31:26 Gen_loss: 2.368 Dis_loss: 0.3939 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:12:43 > Step: 78500 Progress: 39.2% Elapsed: 7:31:55 Gen_loss: 3.164 Dis_loss: 0.6655 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:13:12 > Step: 78600 Progress: 39.3% Elapsed: 7:32:25 Gen_loss: 1.864 Dis_loss: 0.4781 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:13:41 > Step: 78700 Progress: 39.4% Elapsed: 7:32:54 Gen_loss: 2.784 Dis_loss: 0.4433 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:14:11 > Step: 78800 Progress: 39.4% Elapsed: 7:33:23 Gen_loss: 2.904 Dis_loss: 0.5719 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:14:40 > Step: 78900 Progress: 39.5% Elapsed: 7:33:52 Gen_loss: 2.045 Dis_loss: 0.5006 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:15:09 > Step: 79000 Progress: 39.5% Elapsed: 7:34:21 Gen_loss: 3.604 Dis_loss: 0.5363 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:15:38 > Step: 79100 Progress: 39.6% Elapsed: 7:34:51 Gen_loss: 1.273 Dis_loss: 0.9431 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:16:07 > Step: 79200 Progress: 39.6% Elapsed: 7:35:20 Gen_loss: 3.382 Dis_loss: 0.5839 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:16:37 > Step: 79300 Progress: 39.6% Elapsed: 7:35:49 Gen_loss: 2.107 Dis_loss: 0.6738 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:17:06 > Step: 79400 Progress: 39.7% Elapsed: 7:36:18 Gen_loss: 2.228 Dis_loss: 0.4933 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:17:35 > Step: 79500 Progress: 39.8% Elapsed: 7:36:47 Gen_loss: 3.281 Dis_loss: 0.4852 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:18:04 > Step: 79600 Progress: 39.8% Elapsed: 7:37:17 Gen_loss: 2.072 Dis_loss: 0.5107 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:18:34 > Step: 79700 Progress: 39.9% Elapsed: 7:37:46 Gen_loss: 1.73 Dis_loss: 0.7455 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:19:03 > Step: 79800 Progress: 39.9% Elapsed: 7:38:15 Gen_loss: 2.821 Dis_loss: 0.2277 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:19:32 > Step: 79900 Progress: 40.0% Elapsed: 7:38:44 Gen_loss: 2.955 Dis_loss: 0.4432 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:20:01 > Step: 80000 Progress: 40.0% Elapsed: 7:39:13 Gen_loss: 1.338 Dis_loss: 0.6259 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:20:01 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-18 08:20:01 > Save image canvas to save/figures/StyleGAN2-train-2021_10_18_00_40_38/generated_canvas_80000.png
[INFO] 2021-10-18 08:20:01 > Start Evaluation (80000 Step): StyleGAN2-train-2021_10_18_00_40_38
[INFO] 2021-10-18 08:20:01 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-18 08:21:26 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-18 08:22:53 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-18 08:29:49 > Inception score (Step: 80000, 50000 generated images): 9.80699634552002
[INFO] 2021-10-18 08:29:49 > FID score (Step: 80000, Using train moments): 5.324873805086099
[INFO] 2021-10-18 08:29:49 > Improved Precision (Step: 80000, Using train images): 0.70516
[INFO] 2021-10-18 08:29:49 > Improved Recall (Step: 80000, Using train images): 0.65486
[INFO] 2021-10-18 08:29:49 > Density (Step: 80000, Using train images): 0.8879440000000001
[INFO] 2021-10-18 08:29:49 > Coverage (Step: 80000, Using train images): 0.84286
[INFO] 2021-10-18 08:29:49 > Best FID score (Step: 80000, Using train moments): 5.324873805086099
[INFO] 2021-10-18 08:29:51 > Save model to save/checkpoints/StyleGAN2-train-2021_10_18_00_40_38
[INFO] 2021-10-18 08:30:20 > Step: 80100 Progress: 40.1% Elapsed: 7:49:32 Gen_loss: 2.271 Dis_loss: 0.2924 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:30:49 > Step: 80200 Progress: 40.1% Elapsed: 7:50:01 Gen_loss: 2.129 Dis_loss: 0.3863 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:31:18 > Step: 80300 Progress: 40.2% Elapsed: 7:50:30 Gen_loss: 3.237 Dis_loss: 0.5679 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:31:47 > Step: 80400 Progress: 40.2% Elapsed: 7:51:00 Gen_loss: 3.01 Dis_loss: 0.2802 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:32:17 > Step: 80500 Progress: 40.2% Elapsed: 7:51:29 Gen_loss: 2.704 Dis_loss: 0.5234 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:32:46 > Step: 80600 Progress: 40.3% Elapsed: 7:51:58 Gen_loss: 2.927 Dis_loss: 0.5487 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:33:15 > Step: 80700 Progress: 40.4% Elapsed: 7:52:27 Gen_loss: 2.666 Dis_loss: 0.43 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:33:44 > Step: 80800 Progress: 40.4% Elapsed: 7:52:57 Gen_loss: 3.183 Dis_loss: 0.3708 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:34:14 > Step: 80900 Progress: 40.5% Elapsed: 7:53:26 Gen_loss: 2.625 Dis_loss: 0.5215 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:34:43 > Step: 81000 Progress: 40.5% Elapsed: 7:53:55 Gen_loss: 2.264 Dis_loss: 0.6881 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:35:12 > Step: 81100 Progress: 40.6% Elapsed: 7:54:24 Gen_loss: 3.505 Dis_loss: 0.3275 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:35:41 > Step: 81200 Progress: 40.6% Elapsed: 7:54:54 Gen_loss: 2.781 Dis_loss: 0.5248 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:36:11 > Step: 81300 Progress: 40.6% Elapsed: 7:55:23 Gen_loss: 2.022 Dis_loss: 0.7172 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:36:40 > Step: 81400 Progress: 40.7% Elapsed: 7:55:52 Gen_loss: 1.961 Dis_loss: 0.5577 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:37:09 > Step: 81500 Progress: 40.8% Elapsed: 7:56:21 Gen_loss: 1.995 Dis_loss: 0.4544 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:37:38 > Step: 81600 Progress: 40.8% Elapsed: 7:56:50 Gen_loss: 2.844 Dis_loss: 0.5898 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:38:07 > Step: 81700 Progress: 40.8% Elapsed: 7:57:20 Gen_loss: 2.321 Dis_loss: 0.4999 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:38:36 > Step: 81800 Progress: 40.9% Elapsed: 7:57:49 Gen_loss: 2.189 Dis_loss: 0.5287 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:39:06 > Step: 81900 Progress: 40.9% Elapsed: 7:58:18 Gen_loss: 2.059 Dis_loss: 0.4816 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:39:35 > Step: 82000 Progress: 41.0% Elapsed: 7:58:47 Gen_loss: 1.35 Dis_loss: 0.8111 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:40:04 > Step: 82100 Progress: 41.0% Elapsed: 7:59:17 Gen_loss: 2.864 Dis_loss: 0.4737 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:40:33 > Step: 82200 Progress: 41.1% Elapsed: 7:59:46 Gen_loss: 2.928 Dis_loss: 0.521 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:41:02 > Step: 82300 Progress: 41.1% Elapsed: 8:00:15 Gen_loss: 3.619 Dis_loss: 0.6079 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:41:32 > Step: 82400 Progress: 41.2% Elapsed: 8:00:44 Gen_loss: 2.695 Dis_loss: 0.4866 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:42:01 > Step: 82500 Progress: 41.2% Elapsed: 8:01:13 Gen_loss: 2.499 Dis_loss: 0.4902 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:42:30 > Step: 82600 Progress: 41.3% Elapsed: 8:01:42 Gen_loss: 2.524 Dis_loss: 0.4235 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:42:59 > Step: 82700 Progress: 41.3% Elapsed: 8:02:12 Gen_loss: 3.404 Dis_loss: 0.6451 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:43:29 > Step: 82800 Progress: 41.4% Elapsed: 8:02:41 Gen_loss: 3.737 Dis_loss: 0.5001 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:43:58 > Step: 82900 Progress: 41.4% Elapsed: 8:03:10 Gen_loss: 3.176 Dis_loss: 0.5277 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:44:27 > Step: 83000 Progress: 41.5% Elapsed: 8:03:39 Gen_loss: 2.333 Dis_loss: 0.5635 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:44:56 > Step: 83100 Progress: 41.5% Elapsed: 8:04:08 Gen_loss: 3.015 Dis_loss: 0.7866 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:45:25 > Step: 83200 Progress: 41.6% Elapsed: 8:04:38 Gen_loss: 3.472 Dis_loss: 0.3749 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:45:54 > Step: 83300 Progress: 41.6% Elapsed: 8:05:07 Gen_loss: 2.226 Dis_loss: 0.4294 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:46:24 > Step: 83400 Progress: 41.7% Elapsed: 8:05:36 Gen_loss: 3.796 Dis_loss: 0.2878 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:46:53 > Step: 83500 Progress: 41.8% Elapsed: 8:06:05 Gen_loss: 2.965 Dis_loss: 0.569 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:47:22 > Step: 83600 Progress: 41.8% Elapsed: 8:06:35 Gen_loss: 3.629 Dis_loss: 0.6182 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:47:51 > Step: 83700 Progress: 41.9% Elapsed: 8:07:04 Gen_loss: 2.631 Dis_loss: 0.4489 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:48:21 > Step: 83800 Progress: 41.9% Elapsed: 8:07:33 Gen_loss: 3.627 Dis_loss: 0.4936 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:48:50 > Step: 83900 Progress: 41.9% Elapsed: 8:08:02 Gen_loss: 2.563 Dis_loss: 0.5736 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:49:19 > Step: 84000 Progress: 42.0% Elapsed: 8:08:31 Gen_loss: 4.008 Dis_loss: 0.7392 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:49:48 > Step: 84100 Progress: 42.0% Elapsed: 8:09:00 Gen_loss: 2.518 Dis_loss: 0.437 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:50:17 > Step: 84200 Progress: 42.1% Elapsed: 8:09:30 Gen_loss: 1.867 Dis_loss: 0.3553 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:50:46 > Step: 84300 Progress: 42.1% Elapsed: 8:09:59 Gen_loss: 1.786 Dis_loss: 0.5708 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:51:16 > Step: 84400 Progress: 42.2% Elapsed: 8:10:28 Gen_loss: 2.965 Dis_loss: 0.2622 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:51:45 > Step: 84500 Progress: 42.2% Elapsed: 8:10:57 Gen_loss: 2.43 Dis_loss: 0.4733 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:52:14 > Step: 84600 Progress: 42.3% Elapsed: 8:11:27 Gen_loss: 2.602 Dis_loss: 0.2905 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:52:43 > Step: 84700 Progress: 42.4% Elapsed: 8:11:56 Gen_loss: 2.29 Dis_loss: 0.3004 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:53:12 > Step: 84800 Progress: 42.4% Elapsed: 8:12:25 Gen_loss: 1.673 Dis_loss: 0.525 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:53:42 > Step: 84900 Progress: 42.4% Elapsed: 8:12:54 Gen_loss: 3.265 Dis_loss: 0.6284 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:54:11 > Step: 85000 Progress: 42.5% Elapsed: 8:13:23 Gen_loss: 2.27 Dis_loss: 0.4113 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:54:40 > Step: 85100 Progress: 42.5% Elapsed: 8:13:52 Gen_loss: 2.776 Dis_loss: 0.4765 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:55:09 > Step: 85200 Progress: 42.6% Elapsed: 8:14:22 Gen_loss: 2.364 Dis_loss: 0.5338 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:55:39 > Step: 85300 Progress: 42.6% Elapsed: 8:14:51 Gen_loss: 3.199 Dis_loss: 0.6699 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:56:08 > Step: 85400 Progress: 42.7% Elapsed: 8:15:20 Gen_loss: 3.205 Dis_loss: 0.8101 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:56:37 > Step: 85500 Progress: 42.8% Elapsed: 8:15:49 Gen_loss: 2.263 Dis_loss: 0.4059 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:57:06 > Step: 85600 Progress: 42.8% Elapsed: 8:16:18 Gen_loss: 2.68 Dis_loss: 0.4544 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:57:35 > Step: 85700 Progress: 42.9% Elapsed: 8:16:48 Gen_loss: 2.548 Dis_loss: 0.8394 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:58:04 > Step: 85800 Progress: 42.9% Elapsed: 8:17:17 Gen_loss: 1.646 Dis_loss: 0.6232 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:58:34 > Step: 85900 Progress: 43.0% Elapsed: 8:17:46 Gen_loss: 2.289 Dis_loss: 0.6329 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:59:03 > Step: 86000 Progress: 43.0% Elapsed: 8:18:15 Gen_loss: 2.626 Dis_loss: 0.4182 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 08:59:32 > Step: 86100 Progress: 43.0% Elapsed: 8:18:45 Gen_loss: 2.632 Dis_loss: 0.4384 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:00:01 > Step: 86200 Progress: 43.1% Elapsed: 8:19:14 Gen_loss: 2.383 Dis_loss: 0.5551 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:00:31 > Step: 86300 Progress: 43.1% Elapsed: 8:19:43 Gen_loss: 1.582 Dis_loss: 0.7556 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:01:00 > Step: 86400 Progress: 43.2% Elapsed: 8:20:12 Gen_loss: 3.451 Dis_loss: 0.4139 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:01:29 > Step: 86500 Progress: 43.2% Elapsed: 8:20:41 Gen_loss: 3.197 Dis_loss: 0.6852 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:01:58 > Step: 86600 Progress: 43.3% Elapsed: 8:21:11 Gen_loss: 1.746 Dis_loss: 0.7398 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:02:27 > Step: 86700 Progress: 43.4% Elapsed: 8:21:40 Gen_loss: 2.647 Dis_loss: 0.5203 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:02:57 > Step: 86800 Progress: 43.4% Elapsed: 8:22:09 Gen_loss: 2.821 Dis_loss: 0.3231 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:03:26 > Step: 86900 Progress: 43.5% Elapsed: 8:22:38 Gen_loss: 2.974 Dis_loss: 0.4642 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:03:55 > Step: 87000 Progress: 43.5% Elapsed: 8:23:07 Gen_loss: 2.441 Dis_loss: 0.3768 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:04:24 > Step: 87100 Progress: 43.5% Elapsed: 8:23:37 Gen_loss: 2.315 Dis_loss: 0.4051 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:04:53 > Step: 87200 Progress: 43.6% Elapsed: 8:24:06 Gen_loss: 3.724 Dis_loss: 0.7842 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:05:23 > Step: 87300 Progress: 43.6% Elapsed: 8:24:35 Gen_loss: 3.524 Dis_loss: 0.546 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:05:52 > Step: 87400 Progress: 43.7% Elapsed: 8:25:04 Gen_loss: 2.828 Dis_loss: 0.5286 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:06:21 > Step: 87500 Progress: 43.8% Elapsed: 8:25:33 Gen_loss: 1.685 Dis_loss: 0.718 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:06:50 > Step: 87600 Progress: 43.8% Elapsed: 8:26:03 Gen_loss: 3.782 Dis_loss: 0.4398 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:07:19 > Step: 87700 Progress: 43.9% Elapsed: 8:26:32 Gen_loss: 2.505 Dis_loss: 0.4524 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:07:49 > Step: 87800 Progress: 43.9% Elapsed: 8:27:01 Gen_loss: 3.081 Dis_loss: 0.4553 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:08:18 > Step: 87900 Progress: 44.0% Elapsed: 8:27:30 Gen_loss: 1.491 Dis_loss: 0.7223 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:08:47 > Step: 88000 Progress: 44.0% Elapsed: 8:27:59 Gen_loss: 3.532 Dis_loss: 0.4453 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:09:16 > Step: 88100 Progress: 44.0% Elapsed: 8:28:29 Gen_loss: 2.579 Dis_loss: 0.5488 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:09:45 > Step: 88200 Progress: 44.1% Elapsed: 8:28:58 Gen_loss: 2.814 Dis_loss: 0.5062 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:10:15 > Step: 88300 Progress: 44.1% Elapsed: 8:29:27 Gen_loss: 2.002 Dis_loss: 0.404 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:10:44 > Step: 88400 Progress: 44.2% Elapsed: 8:29:56 Gen_loss: 3.147 Dis_loss: 0.4049 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:11:13 > Step: 88500 Progress: 44.2% Elapsed: 8:30:25 Gen_loss: 3.182 Dis_loss: 0.4353 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:11:42 > Step: 88600 Progress: 44.3% Elapsed: 8:30:55 Gen_loss: 2.99 Dis_loss: 0.3175 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:12:11 > Step: 88700 Progress: 44.4% Elapsed: 8:31:24 Gen_loss: 4.22 Dis_loss: 0.775 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:12:41 > Step: 88800 Progress: 44.4% Elapsed: 8:31:53 Gen_loss: 2.022 Dis_loss: 0.7053 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:13:10 > Step: 88900 Progress: 44.5% Elapsed: 8:32:22 Gen_loss: 1.926 Dis_loss: 0.616 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:13:39 > Step: 89000 Progress: 44.5% Elapsed: 8:32:51 Gen_loss: 2.617 Dis_loss: 0.3172 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:14:08 > Step: 89100 Progress: 44.5% Elapsed: 8:33:21 Gen_loss: 1.332 Dis_loss: 0.5935 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:14:38 > Step: 89200 Progress: 44.6% Elapsed: 8:33:50 Gen_loss: 2.895 Dis_loss: 0.4792 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:15:07 > Step: 89300 Progress: 44.6% Elapsed: 8:34:19 Gen_loss: 1.923 Dis_loss: 0.5502 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:15:36 > Step: 89400 Progress: 44.7% Elapsed: 8:34:48 Gen_loss: 2.248 Dis_loss: 0.5088 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:16:05 > Step: 89500 Progress: 44.8% Elapsed: 8:35:17 Gen_loss: 3.376 Dis_loss: 0.6772 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:16:34 > Step: 89600 Progress: 44.8% Elapsed: 8:35:47 Gen_loss: 1.991 Dis_loss: 1.135 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:17:03 > Step: 89700 Progress: 44.9% Elapsed: 8:36:16 Gen_loss: 2.989 Dis_loss: 0.3738 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:17:33 > Step: 89800 Progress: 44.9% Elapsed: 8:36:45 Gen_loss: 2.201 Dis_loss: 0.5922 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:18:02 > Step: 89900 Progress: 45.0% Elapsed: 8:37:14 Gen_loss: 2.754 Dis_loss: 0.6847 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:18:31 > Step: 90000 Progress: 45.0% Elapsed: 8:37:43 Gen_loss: 2.695 Dis_loss: 0.2188 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:18:31 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-18 09:18:31 > Save image canvas to save/figures/StyleGAN2-train-2021_10_18_00_40_38/generated_canvas_90000.png
[INFO] 2021-10-18 09:18:31 > Start Evaluation (90000 Step): StyleGAN2-train-2021_10_18_00_40_38
[INFO] 2021-10-18 09:18:31 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-18 09:19:56 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-18 09:21:23 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-18 09:28:25 > Inception score (Step: 90000, 50000 generated images): 9.87269401550293
[INFO] 2021-10-18 09:28:25 > FID score (Step: 90000, Using train moments): 5.035894173445854
[INFO] 2021-10-18 09:28:25 > Improved Precision (Step: 90000, Using train images): 0.71008
[INFO] 2021-10-18 09:28:25 > Improved Recall (Step: 90000, Using train images): 0.65788
[INFO] 2021-10-18 09:28:25 > Density (Step: 90000, Using train images): 0.8965120000000001
[INFO] 2021-10-18 09:28:25 > Coverage (Step: 90000, Using train images): 0.85604
[INFO] 2021-10-18 09:28:25 > Best FID score (Step: 90000, Using train moments): 5.035894173445854
[INFO] 2021-10-18 09:28:27 > Save model to save/checkpoints/StyleGAN2-train-2021_10_18_00_40_38
[INFO] 2021-10-18 09:28:56 > Step: 90100 Progress: 45.1% Elapsed: 8:48:08 Gen_loss: 2.84 Dis_loss: 0.6533 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:29:25 > Step: 90200 Progress: 45.1% Elapsed: 8:48:37 Gen_loss: 2.647 Dis_loss: 0.258 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:29:54 > Step: 90300 Progress: 45.1% Elapsed: 8:49:06 Gen_loss: 1.875 Dis_loss: 0.5094 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:30:23 > Step: 90400 Progress: 45.2% Elapsed: 8:49:36 Gen_loss: 2.165 Dis_loss: 0.5027 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:30:52 > Step: 90500 Progress: 45.2% Elapsed: 8:50:05 Gen_loss: 2.666 Dis_loss: 0.4363 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:31:22 > Step: 90600 Progress: 45.3% Elapsed: 8:50:34 Gen_loss: 2.415 Dis_loss: 0.4373 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:31:51 > Step: 90700 Progress: 45.4% Elapsed: 8:51:04 Gen_loss: 2.538 Dis_loss: 0.4853 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:32:20 > Step: 90800 Progress: 45.4% Elapsed: 8:51:33 Gen_loss: 2.629 Dis_loss: 0.2564 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:32:50 > Step: 90900 Progress: 45.5% Elapsed: 8:52:02 Gen_loss: 2.72 Dis_loss: 0.6106 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:33:19 > Step: 91000 Progress: 45.5% Elapsed: 8:52:31 Gen_loss: 2.734 Dis_loss: 0.2648 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:33:48 > Step: 91100 Progress: 45.6% Elapsed: 8:53:00 Gen_loss: 2.584 Dis_loss: 0.377 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:34:17 > Step: 91200 Progress: 45.6% Elapsed: 8:53:30 Gen_loss: 2.71 Dis_loss: 0.4043 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:34:46 > Step: 91300 Progress: 45.6% Elapsed: 8:53:59 Gen_loss: 1.629 Dis_loss: 1.096 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:35:16 > Step: 91400 Progress: 45.7% Elapsed: 8:54:28 Gen_loss: 2.885 Dis_loss: 0.3696 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:35:45 > Step: 91500 Progress: 45.8% Elapsed: 8:54:57 Gen_loss: 3.787 Dis_loss: 0.5295 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:36:14 > Step: 91600 Progress: 45.8% Elapsed: 8:55:26 Gen_loss: 1.689 Dis_loss: 0.7285 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:36:43 > Step: 91700 Progress: 45.9% Elapsed: 8:55:56 Gen_loss: 2.784 Dis_loss: 0.2183 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:37:12 > Step: 91800 Progress: 45.9% Elapsed: 8:56:25 Gen_loss: 2.564 Dis_loss: 0.4442 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:37:42 > Step: 91900 Progress: 46.0% Elapsed: 8:56:54 Gen_loss: 3.101 Dis_loss: 0.4834 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:38:11 > Step: 92000 Progress: 46.0% Elapsed: 8:57:23 Gen_loss: 3.222 Dis_loss: 0.3845 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:38:40 > Step: 92100 Progress: 46.1% Elapsed: 8:57:52 Gen_loss: 3.091 Dis_loss: 0.6335 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:39:09 > Step: 92200 Progress: 46.1% Elapsed: 8:58:22 Gen_loss: 2.306 Dis_loss: 0.2973 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:39:38 > Step: 92300 Progress: 46.2% Elapsed: 8:58:51 Gen_loss: 3.015 Dis_loss: 0.5183 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:40:08 > Step: 92400 Progress: 46.2% Elapsed: 8:59:20 Gen_loss: 2.899 Dis_loss: 0.3644 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:40:37 > Step: 92500 Progress: 46.2% Elapsed: 8:59:49 Gen_loss: 2.182 Dis_loss: 0.4959 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:41:06 > Step: 92600 Progress: 46.3% Elapsed: 9:00:18 Gen_loss: 2.481 Dis_loss: 0.4844 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:41:35 > Step: 92700 Progress: 46.4% Elapsed: 9:00:48 Gen_loss: 2.472 Dis_loss: 0.4499 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:42:04 > Step: 92800 Progress: 46.4% Elapsed: 9:01:17 Gen_loss: 2.49 Dis_loss: 0.4259 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:42:34 > Step: 92900 Progress: 46.5% Elapsed: 9:01:46 Gen_loss: 1.677 Dis_loss: 0.5501 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:43:03 > Step: 93000 Progress: 46.5% Elapsed: 9:02:15 Gen_loss: 3.093 Dis_loss: 0.5339 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:43:32 > Step: 93100 Progress: 46.6% Elapsed: 9:02:45 Gen_loss: 3.198 Dis_loss: 0.3549 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:44:01 > Step: 93200 Progress: 46.6% Elapsed: 9:03:14 Gen_loss: 2.471 Dis_loss: 0.5797 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:44:31 > Step: 93300 Progress: 46.7% Elapsed: 9:03:43 Gen_loss: 1.505 Dis_loss: 0.5732 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:45:00 > Step: 93400 Progress: 46.7% Elapsed: 9:04:12 Gen_loss: 3.644 Dis_loss: 0.5122 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:45:29 > Step: 93500 Progress: 46.8% Elapsed: 9:04:41 Gen_loss: 4.544 Dis_loss: 0.6134 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:45:58 > Step: 93600 Progress: 46.8% Elapsed: 9:05:10 Gen_loss: 3.651 Dis_loss: 0.5728 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:46:27 > Step: 93700 Progress: 46.9% Elapsed: 9:05:40 Gen_loss: 2.344 Dis_loss: 0.6295 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:46:57 > Step: 93800 Progress: 46.9% Elapsed: 9:06:09 Gen_loss: 2.179 Dis_loss: 0.3549 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:47:26 > Step: 93900 Progress: 46.9% Elapsed: 9:06:38 Gen_loss: 3.104 Dis_loss: 0.3299 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:47:55 > Step: 94000 Progress: 47.0% Elapsed: 9:07:07 Gen_loss: 2.226 Dis_loss: 0.3889 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:48:24 > Step: 94100 Progress: 47.0% Elapsed: 9:07:37 Gen_loss: 3.256 Dis_loss: 0.3513 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:48:53 > Step: 94200 Progress: 47.1% Elapsed: 9:08:06 Gen_loss: 2.16 Dis_loss: 0.443 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:49:23 > Step: 94300 Progress: 47.1% Elapsed: 9:08:35 Gen_loss: 3.241 Dis_loss: 0.3547 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:49:52 > Step: 94400 Progress: 47.2% Elapsed: 9:09:04 Gen_loss: 3.261 Dis_loss: 0.3614 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:50:21 > Step: 94500 Progress: 47.2% Elapsed: 9:09:33 Gen_loss: 2.63 Dis_loss: 0.5063 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:50:50 > Step: 94600 Progress: 47.3% Elapsed: 9:10:03 Gen_loss: 2.268 Dis_loss: 0.3549 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:51:20 > Step: 94700 Progress: 47.3% Elapsed: 9:10:32 Gen_loss: 2.117 Dis_loss: 0.4355 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:51:49 > Step: 94800 Progress: 47.4% Elapsed: 9:11:01 Gen_loss: 1.616 Dis_loss: 0.6909 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:52:18 > Step: 94900 Progress: 47.4% Elapsed: 9:11:30 Gen_loss: 2.24 Dis_loss: 0.4267 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:52:47 > Step: 95000 Progress: 47.5% Elapsed: 9:11:59 Gen_loss: 2.699 Dis_loss: 0.4496 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:53:16 > Step: 95100 Progress: 47.5% Elapsed: 9:12:29 Gen_loss: 3.093 Dis_loss: 0.6146 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:53:45 > Step: 95200 Progress: 47.6% Elapsed: 9:12:58 Gen_loss: 2.855 Dis_loss: 0.3792 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:54:15 > Step: 95300 Progress: 47.6% Elapsed: 9:13:27 Gen_loss: 3.257 Dis_loss: 0.4859 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:54:44 > Step: 95400 Progress: 47.7% Elapsed: 9:13:56 Gen_loss: 3.43 Dis_loss: 0.4537 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:55:13 > Step: 95500 Progress: 47.8% Elapsed: 9:14:26 Gen_loss: 2.984 Dis_loss: 0.5109 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:55:42 > Step: 95600 Progress: 47.8% Elapsed: 9:14:55 Gen_loss: 2.159 Dis_loss: 0.4221 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:56:12 > Step: 95700 Progress: 47.9% Elapsed: 9:15:24 Gen_loss: 3.868 Dis_loss: 0.4264 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:56:41 > Step: 95800 Progress: 47.9% Elapsed: 9:15:53 Gen_loss: 3.516 Dis_loss: 0.4009 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:57:10 > Step: 95900 Progress: 47.9% Elapsed: 9:16:22 Gen_loss: 2.322 Dis_loss: 0.4793 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:57:39 > Step: 96000 Progress: 48.0% Elapsed: 9:16:51 Gen_loss: 2.55 Dis_loss: 0.4065 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:58:08 > Step: 96100 Progress: 48.0% Elapsed: 9:17:21 Gen_loss: 3.372 Dis_loss: 0.4083 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:58:38 > Step: 96200 Progress: 48.1% Elapsed: 9:17:50 Gen_loss: 2.63 Dis_loss: 0.3719 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:59:07 > Step: 96300 Progress: 48.1% Elapsed: 9:18:19 Gen_loss: 3.798 Dis_loss: 0.4398 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 09:59:36 > Step: 96400 Progress: 48.2% Elapsed: 9:18:48 Gen_loss: 1.592 Dis_loss: 0.6779 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:00:05 > Step: 96500 Progress: 48.2% Elapsed: 9:19:18 Gen_loss: 3.536 Dis_loss: 0.5537 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:00:34 > Step: 96600 Progress: 48.3% Elapsed: 9:19:47 Gen_loss: 2.447 Dis_loss: 0.4026 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:01:03 > Step: 96700 Progress: 48.4% Elapsed: 9:20:16 Gen_loss: 2.213 Dis_loss: 0.523 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:01:33 > Step: 96800 Progress: 48.4% Elapsed: 9:20:45 Gen_loss: 2.435 Dis_loss: 0.3039 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:02:02 > Step: 96900 Progress: 48.4% Elapsed: 9:21:14 Gen_loss: 3.469 Dis_loss: 0.3871 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:02:31 > Step: 97000 Progress: 48.5% Elapsed: 9:21:44 Gen_loss: 1.827 Dis_loss: 0.4048 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:03:00 > Step: 97100 Progress: 48.5% Elapsed: 9:22:13 Gen_loss: 2.684 Dis_loss: 0.4173 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:03:30 > Step: 97200 Progress: 48.6% Elapsed: 9:22:42 Gen_loss: 3.102 Dis_loss: 0.5606 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:03:59 > Step: 97300 Progress: 48.6% Elapsed: 9:23:11 Gen_loss: 2.484 Dis_loss: 0.4021 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:04:28 > Step: 97400 Progress: 48.7% Elapsed: 9:23:40 Gen_loss: 3.748 Dis_loss: 0.4494 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:04:57 > Step: 97500 Progress: 48.8% Elapsed: 9:24:10 Gen_loss: 4.077 Dis_loss: 0.6975 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:05:26 > Step: 97600 Progress: 48.8% Elapsed: 9:24:39 Gen_loss: 3.31 Dis_loss: 0.4898 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:05:56 > Step: 97700 Progress: 48.9% Elapsed: 9:25:08 Gen_loss: 2.903 Dis_loss: 0.3401 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:06:25 > Step: 97800 Progress: 48.9% Elapsed: 9:25:37 Gen_loss: 2.366 Dis_loss: 0.3384 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:06:54 > Step: 97900 Progress: 48.9% Elapsed: 9:26:06 Gen_loss: 4.246 Dis_loss: 0.5301 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:07:23 > Step: 98000 Progress: 49.0% Elapsed: 9:26:36 Gen_loss: 3.192 Dis_loss: 0.4177 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:07:52 > Step: 98100 Progress: 49.0% Elapsed: 9:27:05 Gen_loss: 3.068 Dis_loss: 0.4767 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:08:22 > Step: 98200 Progress: 49.1% Elapsed: 9:27:34 Gen_loss: 2.773 Dis_loss: 0.3049 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:08:51 > Step: 98300 Progress: 49.1% Elapsed: 9:28:03 Gen_loss: 1.831 Dis_loss: 0.5577 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:09:20 > Step: 98400 Progress: 49.2% Elapsed: 9:28:32 Gen_loss: 2.442 Dis_loss: 0.3511 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:09:49 > Step: 98500 Progress: 49.2% Elapsed: 9:29:02 Gen_loss: 2.537 Dis_loss: 0.5555 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:10:18 > Step: 98600 Progress: 49.3% Elapsed: 9:29:31 Gen_loss: 2.738 Dis_loss: 0.368 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:10:48 > Step: 98700 Progress: 49.4% Elapsed: 9:30:00 Gen_loss: 2.391 Dis_loss: 0.5995 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:11:17 > Step: 98800 Progress: 49.4% Elapsed: 9:30:29 Gen_loss: 2.555 Dis_loss: 0.4598 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:11:46 > Step: 98900 Progress: 49.5% Elapsed: 9:30:58 Gen_loss: 2.692 Dis_loss: 0.3752 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:12:15 > Step: 99000 Progress: 49.5% Elapsed: 9:31:28 Gen_loss: 2.417 Dis_loss: 0.4444 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:12:44 > Step: 99100 Progress: 49.5% Elapsed: 9:31:57 Gen_loss: 1.406 Dis_loss: 0.6045 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:13:14 > Step: 99200 Progress: 49.6% Elapsed: 9:32:26 Gen_loss: 3.655 Dis_loss: 0.2908 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:13:43 > Step: 99300 Progress: 49.6% Elapsed: 9:32:55 Gen_loss: 3.122 Dis_loss: 0.4729 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:14:12 > Step: 99400 Progress: 49.7% Elapsed: 9:33:24 Gen_loss: 3.34 Dis_loss: 0.3439 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:14:41 > Step: 99500 Progress: 49.8% Elapsed: 9:33:54 Gen_loss: 3.408 Dis_loss: 0.5076 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:15:10 > Step: 99600 Progress: 49.8% Elapsed: 9:34:23 Gen_loss: 2.352 Dis_loss: 0.3777 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:15:40 > Step: 99700 Progress: 49.9% Elapsed: 9:34:52 Gen_loss: 2.895 Dis_loss: 0.4798 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:16:09 > Step: 99800 Progress: 49.9% Elapsed: 9:35:21 Gen_loss: 2.936 Dis_loss: 0.4382 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:16:38 > Step: 99900 Progress: 50.0% Elapsed: 9:35:50 Gen_loss: 2.133 Dis_loss: 0.4578 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:17:07 > Step: 100000 Progress: 50.0% Elapsed: 9:36:20 Gen_loss: 3.418 Dis_loss: 0.4031 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:17:07 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-18 10:17:07 > Save image canvas to save/figures/StyleGAN2-train-2021_10_18_00_40_38/generated_canvas_100000.png
[INFO] 2021-10-18 10:17:07 > Start Evaluation (100000 Step): StyleGAN2-train-2021_10_18_00_40_38
[INFO] 2021-10-18 10:17:07 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-18 10:18:32 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-18 10:19:59 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-18 10:27:00 > Inception score (Step: 100000, 50000 generated images): 9.824846267700195
[INFO] 2021-10-18 10:27:00 > FID score (Step: 100000, Using train moments): 4.750863752183648
[INFO] 2021-10-18 10:27:00 > Improved Precision (Step: 100000, Using train images): 0.70852
[INFO] 2021-10-18 10:27:00 > Improved Recall (Step: 100000, Using train images): 0.66138
[INFO] 2021-10-18 10:27:00 > Density (Step: 100000, Using train images): 0.887772
[INFO] 2021-10-18 10:27:00 > Coverage (Step: 100000, Using train images): 0.8609
[INFO] 2021-10-18 10:27:00 > Best FID score (Step: 100000, Using train moments): 4.750863752183648
[INFO] 2021-10-18 10:27:01 > Save model to save/checkpoints/StyleGAN2-train-2021_10_18_00_40_38
[INFO] 2021-10-18 10:27:30 > Step: 100100 Progress: 50.0% Elapsed: 9:46:43 Gen_loss: 2.419 Dis_loss: 0.4191 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:27:59 > Step: 100200 Progress: 50.1% Elapsed: 9:47:12 Gen_loss: 2.707 Dis_loss: 0.4631 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:28:28 > Step: 100300 Progress: 50.1% Elapsed: 9:47:41 Gen_loss: 2.558 Dis_loss: 0.58 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:28:58 > Step: 100400 Progress: 50.2% Elapsed: 9:48:10 Gen_loss: 3.006 Dis_loss: 0.387 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:29:27 > Step: 100500 Progress: 50.2% Elapsed: 9:48:39 Gen_loss: 2.121 Dis_loss: 0.6467 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:29:56 > Step: 100600 Progress: 50.3% Elapsed: 9:49:08 Gen_loss: 2.839 Dis_loss: 0.3965 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:30:25 > Step: 100700 Progress: 50.3% Elapsed: 9:49:38 Gen_loss: 2.562 Dis_loss: 0.4998 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:30:55 > Step: 100800 Progress: 50.4% Elapsed: 9:50:07 Gen_loss: 2.021 Dis_loss: 0.3825 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:31:24 > Step: 100900 Progress: 50.4% Elapsed: 9:50:36 Gen_loss: 2.565 Dis_loss: 0.3448 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:31:53 > Step: 101000 Progress: 50.5% Elapsed: 9:51:05 Gen_loss: 2.848 Dis_loss: 0.471 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:32:22 > Step: 101100 Progress: 50.5% Elapsed: 9:51:35 Gen_loss: 3.171 Dis_loss: 0.3079 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:32:51 > Step: 101200 Progress: 50.6% Elapsed: 9:52:04 Gen_loss: 3.202 Dis_loss: 0.4047 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:33:21 > Step: 101300 Progress: 50.6% Elapsed: 9:52:33 Gen_loss: 1.876 Dis_loss: 0.5074 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:33:50 > Step: 101400 Progress: 50.7% Elapsed: 9:53:02 Gen_loss: 3.111 Dis_loss: 0.3044 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:34:19 > Step: 101500 Progress: 50.7% Elapsed: 9:53:31 Gen_loss: 3.02 Dis_loss: 0.4415 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:34:48 > Step: 101600 Progress: 50.8% Elapsed: 9:54:01 Gen_loss: 3.408 Dis_loss: 0.3727 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:35:17 > Step: 101700 Progress: 50.8% Elapsed: 9:54:30 Gen_loss: 3.292 Dis_loss: 0.483 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:35:47 > Step: 101800 Progress: 50.9% Elapsed: 9:54:59 Gen_loss: 2.436 Dis_loss: 0.4066 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:36:16 > Step: 101900 Progress: 50.9% Elapsed: 9:55:28 Gen_loss: 2.783 Dis_loss: 0.4293 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:36:45 > Step: 102000 Progress: 51.0% Elapsed: 9:55:57 Gen_loss: 3.182 Dis_loss: 0.4169 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:37:14 > Step: 102100 Progress: 51.0% Elapsed: 9:56:27 Gen_loss: 3.036 Dis_loss: 0.6737 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:37:43 > Step: 102200 Progress: 51.1% Elapsed: 9:56:56 Gen_loss: 2.373 Dis_loss: 0.3464 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:38:12 > Step: 102300 Progress: 51.1% Elapsed: 9:57:25 Gen_loss: 3.243 Dis_loss: 0.2989 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:38:42 > Step: 102400 Progress: 51.2% Elapsed: 9:57:54 Gen_loss: 2.119 Dis_loss: 0.662 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:39:11 > Step: 102500 Progress: 51.2% Elapsed: 9:58:23 Gen_loss: 2.34 Dis_loss: 0.4925 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:39:40 > Step: 102600 Progress: 51.3% Elapsed: 9:58:53 Gen_loss: 2.162 Dis_loss: 0.3785 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:40:09 > Step: 102700 Progress: 51.3% Elapsed: 9:59:22 Gen_loss: 2.77 Dis_loss: 0.3738 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:40:38 > Step: 102800 Progress: 51.4% Elapsed: 9:59:51 Gen_loss: 3.071 Dis_loss: 0.4517 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:41:08 > Step: 102900 Progress: 51.4% Elapsed: 10:00:20 Gen_loss: 2.956 Dis_loss: 0.381 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:41:37 > Step: 103000 Progress: 51.5% Elapsed: 10:00:49 Gen_loss: 1.753 Dis_loss: 0.2745 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:42:06 > Step: 103100 Progress: 51.5% Elapsed: 10:01:18 Gen_loss: 3.048 Dis_loss: 0.2815 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:42:35 > Step: 103200 Progress: 51.6% Elapsed: 10:01:48 Gen_loss: 2.363 Dis_loss: 0.3138 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:43:04 > Step: 103300 Progress: 51.6% Elapsed: 10:02:17 Gen_loss: 3.351 Dis_loss: 0.3592 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:43:34 > Step: 103400 Progress: 51.7% Elapsed: 10:02:46 Gen_loss: 2.75 Dis_loss: 0.4562 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:44:03 > Step: 103500 Progress: 51.7% Elapsed: 10:03:15 Gen_loss: 2.765 Dis_loss: 0.3274 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:44:32 > Step: 103600 Progress: 51.8% Elapsed: 10:03:44 Gen_loss: 2.921 Dis_loss: 0.3623 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:45:01 > Step: 103700 Progress: 51.8% Elapsed: 10:04:14 Gen_loss: 3.197 Dis_loss: 0.3216 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:45:30 > Step: 103800 Progress: 51.9% Elapsed: 10:04:43 Gen_loss: 3.983 Dis_loss: 0.4846 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:46:00 > Step: 103900 Progress: 51.9% Elapsed: 10:05:12 Gen_loss: 2.661 Dis_loss: 0.5296 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:46:29 > Step: 104000 Progress: 52.0% Elapsed: 10:05:41 Gen_loss: 3.119 Dis_loss: 0.5031 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:46:58 > Step: 104100 Progress: 52.0% Elapsed: 10:06:10 Gen_loss: 2.844 Dis_loss: 0.36 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:47:27 > Step: 104200 Progress: 52.1% Elapsed: 10:06:40 Gen_loss: 2.454 Dis_loss: 0.4723 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:47:56 > Step: 104300 Progress: 52.1% Elapsed: 10:07:09 Gen_loss: 2.453 Dis_loss: 0.3491 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:48:25 > Step: 104400 Progress: 52.2% Elapsed: 10:07:38 Gen_loss: 2.21 Dis_loss: 0.4255 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:48:55 > Step: 104500 Progress: 52.2% Elapsed: 10:08:07 Gen_loss: 2.352 Dis_loss: 0.4725 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:49:24 > Step: 104600 Progress: 52.3% Elapsed: 10:08:36 Gen_loss: 2.761 Dis_loss: 0.3689 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:49:53 > Step: 104700 Progress: 52.3% Elapsed: 10:09:06 Gen_loss: 2.169 Dis_loss: 0.3439 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:50:22 > Step: 104800 Progress: 52.4% Elapsed: 10:09:35 Gen_loss: 2.368 Dis_loss: 0.4284 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:50:52 > Step: 104900 Progress: 52.4% Elapsed: 10:10:04 Gen_loss: 2.156 Dis_loss: 0.5812 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:51:21 > Step: 105000 Progress: 52.5% Elapsed: 10:10:33 Gen_loss: 2.584 Dis_loss: 0.4172 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:51:50 > Step: 105100 Progress: 52.5% Elapsed: 10:11:02 Gen_loss: 3.231 Dis_loss: 0.4134 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:52:19 > Step: 105200 Progress: 52.6% Elapsed: 10:11:31 Gen_loss: 3.252 Dis_loss: 0.4582 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:52:48 > Step: 105300 Progress: 52.6% Elapsed: 10:12:01 Gen_loss: 2.099 Dis_loss: 0.3415 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:53:17 > Step: 105400 Progress: 52.7% Elapsed: 10:12:30 Gen_loss: 3.085 Dis_loss: 0.5321 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:53:47 > Step: 105500 Progress: 52.8% Elapsed: 10:12:59 Gen_loss: 3.103 Dis_loss: 0.2466 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:54:16 > Step: 105600 Progress: 52.8% Elapsed: 10:13:28 Gen_loss: 2.317 Dis_loss: 0.5662 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:54:45 > Step: 105700 Progress: 52.8% Elapsed: 10:13:57 Gen_loss: 3.304 Dis_loss: 0.5347 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:55:14 > Step: 105800 Progress: 52.9% Elapsed: 10:14:27 Gen_loss: 3.394 Dis_loss: 0.342 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:55:43 > Step: 105900 Progress: 52.9% Elapsed: 10:14:56 Gen_loss: 3.01 Dis_loss: 0.4246 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:56:13 > Step: 106000 Progress: 53.0% Elapsed: 10:15:25 Gen_loss: 3.138 Dis_loss: 0.3308 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:56:42 > Step: 106100 Progress: 53.0% Elapsed: 10:15:54 Gen_loss: 2.461 Dis_loss: 0.5071 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:57:11 > Step: 106200 Progress: 53.1% Elapsed: 10:16:23 Gen_loss: 1.981 Dis_loss: 0.5035 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:57:40 > Step: 106300 Progress: 53.1% Elapsed: 10:16:53 Gen_loss: 3.897 Dis_loss: 0.4903 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:58:09 > Step: 106400 Progress: 53.2% Elapsed: 10:17:22 Gen_loss: 3.529 Dis_loss: 0.418 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:58:39 > Step: 106500 Progress: 53.2% Elapsed: 10:17:51 Gen_loss: 2.934 Dis_loss: 0.5025 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:59:08 > Step: 106600 Progress: 53.3% Elapsed: 10:18:20 Gen_loss: 2.37 Dis_loss: 0.3685 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 10:59:37 > Step: 106700 Progress: 53.3% Elapsed: 10:18:49 Gen_loss: 1.924 Dis_loss: 0.4151 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:00:06 > Step: 106800 Progress: 53.4% Elapsed: 10:19:18 Gen_loss: 3.088 Dis_loss: 0.4344 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:00:35 > Step: 106900 Progress: 53.4% Elapsed: 10:19:48 Gen_loss: 2.453 Dis_loss: 0.5227 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:01:05 > Step: 107000 Progress: 53.5% Elapsed: 10:20:17 Gen_loss: 3.143 Dis_loss: 0.4726 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:01:34 > Step: 107100 Progress: 53.5% Elapsed: 10:20:46 Gen_loss: 3.292 Dis_loss: 0.4569 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:02:03 > Step: 107200 Progress: 53.6% Elapsed: 10:21:15 Gen_loss: 3.052 Dis_loss: 0.374 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:02:32 > Step: 107300 Progress: 53.6% Elapsed: 10:21:44 Gen_loss: 3.183 Dis_loss: 0.3972 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:03:01 > Step: 107400 Progress: 53.7% Elapsed: 10:22:14 Gen_loss: 3.671 Dis_loss: 0.4099 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:03:30 > Step: 107500 Progress: 53.8% Elapsed: 10:22:43 Gen_loss: 2.702 Dis_loss: 0.4249 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:03:59 > Step: 107600 Progress: 53.8% Elapsed: 10:23:12 Gen_loss: 2.629 Dis_loss: 0.3638 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:04:29 > Step: 107700 Progress: 53.8% Elapsed: 10:23:41 Gen_loss: 2.752 Dis_loss: 0.4027 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:04:58 > Step: 107800 Progress: 53.9% Elapsed: 10:24:10 Gen_loss: 3.035 Dis_loss: 0.3889 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:05:27 > Step: 107900 Progress: 53.9% Elapsed: 10:24:40 Gen_loss: 2.388 Dis_loss: 0.4208 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:05:56 > Step: 108000 Progress: 54.0% Elapsed: 10:25:09 Gen_loss: 3.525 Dis_loss: 0.3726 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:06:25 > Step: 108100 Progress: 54.0% Elapsed: 10:25:38 Gen_loss: 2.959 Dis_loss: 0.382 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:06:55 > Step: 108200 Progress: 54.1% Elapsed: 10:26:07 Gen_loss: 3.296 Dis_loss: 0.2092 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:07:24 > Step: 108300 Progress: 54.1% Elapsed: 10:26:36 Gen_loss: 3.005 Dis_loss: 0.6448 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:07:53 > Step: 108400 Progress: 54.2% Elapsed: 10:27:05 Gen_loss: 3.056 Dis_loss: 0.3633 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:08:22 > Step: 108500 Progress: 54.2% Elapsed: 10:27:35 Gen_loss: 2.575 Dis_loss: 0.5194 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:08:51 > Step: 108600 Progress: 54.3% Elapsed: 10:28:04 Gen_loss: 3.643 Dis_loss: 0.3749 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:09:21 > Step: 108700 Progress: 54.4% Elapsed: 10:28:33 Gen_loss: 3.435 Dis_loss: 0.4744 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:09:50 > Step: 108800 Progress: 54.4% Elapsed: 10:29:02 Gen_loss: 2.669 Dis_loss: 0.4066 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:10:19 > Step: 108900 Progress: 54.4% Elapsed: 10:29:31 Gen_loss: 3.164 Dis_loss: 0.3678 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:10:48 > Step: 109000 Progress: 54.5% Elapsed: 10:30:01 Gen_loss: 3.635 Dis_loss: 0.7743 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:11:17 > Step: 109100 Progress: 54.5% Elapsed: 10:30:30 Gen_loss: 2.404 Dis_loss: 0.4164 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:11:46 > Step: 109200 Progress: 54.6% Elapsed: 10:30:59 Gen_loss: 2.799 Dis_loss: 0.416 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:12:16 > Step: 109300 Progress: 54.6% Elapsed: 10:31:28 Gen_loss: 2.304 Dis_loss: 0.5326 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:12:45 > Step: 109400 Progress: 54.7% Elapsed: 10:31:57 Gen_loss: 2.577 Dis_loss: 0.4015 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:13:14 > Step: 109500 Progress: 54.8% Elapsed: 10:32:27 Gen_loss: 2.284 Dis_loss: 0.2584 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:13:43 > Step: 109600 Progress: 54.8% Elapsed: 10:32:56 Gen_loss: 3.975 Dis_loss: 0.3256 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:14:13 > Step: 109700 Progress: 54.9% Elapsed: 10:33:25 Gen_loss: 3.157 Dis_loss: 0.4264 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:14:42 > Step: 109800 Progress: 54.9% Elapsed: 10:33:54 Gen_loss: 3.059 Dis_loss: 0.3737 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:15:11 > Step: 109900 Progress: 54.9% Elapsed: 10:34:23 Gen_loss: 3.13 Dis_loss: 0.6676 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:15:40 > Step: 110000 Progress: 55.0% Elapsed: 10:34:52 Gen_loss: 3.842 Dis_loss: 0.3522 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:15:40 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-18 11:15:40 > Save image canvas to save/figures/StyleGAN2-train-2021_10_18_00_40_38/generated_canvas_110000.png
[INFO] 2021-10-18 11:15:40 > Start Evaluation (110000 Step): StyleGAN2-train-2021_10_18_00_40_38
[INFO] 2021-10-18 11:15:40 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-18 11:17:05 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-18 11:18:32 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-18 11:25:37 > Inception score (Step: 110000, 50000 generated images): 9.950769424438477
[INFO] 2021-10-18 11:25:38 > FID score (Step: 110000, Using train moments): 4.4908711459528945
[INFO] 2021-10-18 11:25:38 > Improved Precision (Step: 110000, Using train images): 0.71094
[INFO] 2021-10-18 11:25:38 > Improved Recall (Step: 110000, Using train images): 0.67152
[INFO] 2021-10-18 11:25:38 > Density (Step: 110000, Using train images): 0.9029280000000001
[INFO] 2021-10-18 11:25:38 > Coverage (Step: 110000, Using train images): 0.86708
[INFO] 2021-10-18 11:25:38 > Best FID score (Step: 110000, Using train moments): 4.4908711459528945
[INFO] 2021-10-18 11:25:39 > Save model to save/checkpoints/StyleGAN2-train-2021_10_18_00_40_38
[INFO] 2021-10-18 11:26:08 > Step: 110100 Progress: 55.0% Elapsed: 10:45:20 Gen_loss: 4.045 Dis_loss: 0.5867 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:26:37 > Step: 110200 Progress: 55.1% Elapsed: 10:45:50 Gen_loss: 2.978 Dis_loss: 0.5356 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:27:06 > Step: 110300 Progress: 55.1% Elapsed: 10:46:19 Gen_loss: 3.004 Dis_loss: 0.3147 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:27:35 > Step: 110400 Progress: 55.2% Elapsed: 10:46:48 Gen_loss: 3.596 Dis_loss: 0.3598 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:28:05 > Step: 110500 Progress: 55.2% Elapsed: 10:47:17 Gen_loss: 3.283 Dis_loss: 0.4411 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:28:34 > Step: 110600 Progress: 55.3% Elapsed: 10:47:46 Gen_loss: 3.48 Dis_loss: 0.3947 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:29:03 > Step: 110700 Progress: 55.4% Elapsed: 10:48:15 Gen_loss: 3.158 Dis_loss: 0.3472 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:29:32 > Step: 110800 Progress: 55.4% Elapsed: 10:48:45 Gen_loss: 2.965 Dis_loss: 0.2942 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:30:01 > Step: 110900 Progress: 55.5% Elapsed: 10:49:14 Gen_loss: 2.768 Dis_loss: 0.4915 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:30:31 > Step: 111000 Progress: 55.5% Elapsed: 10:49:43 Gen_loss: 3.229 Dis_loss: 0.4262 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:31:00 > Step: 111100 Progress: 55.5% Elapsed: 10:50:12 Gen_loss: 2.782 Dis_loss: 0.3019 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:31:29 > Step: 111200 Progress: 55.6% Elapsed: 10:50:41 Gen_loss: 3.083 Dis_loss: 0.4152 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:31:58 > Step: 111300 Progress: 55.6% Elapsed: 10:51:11 Gen_loss: 2.996 Dis_loss: 0.4423 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:32:27 > Step: 111400 Progress: 55.7% Elapsed: 10:51:40 Gen_loss: 3.227 Dis_loss: 0.5024 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:32:56 > Step: 111500 Progress: 55.8% Elapsed: 10:52:09 Gen_loss: 2.737 Dis_loss: 0.4384 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:33:26 > Step: 111600 Progress: 55.8% Elapsed: 10:52:38 Gen_loss: 3.922 Dis_loss: 0.53 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:33:55 > Step: 111700 Progress: 55.9% Elapsed: 10:53:07 Gen_loss: 3.112 Dis_loss: 0.4678 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:34:24 > Step: 111800 Progress: 55.9% Elapsed: 10:53:37 Gen_loss: 3.898 Dis_loss: 0.549 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:34:53 > Step: 111900 Progress: 56.0% Elapsed: 10:54:06 Gen_loss: 2.987 Dis_loss: 0.5859 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:35:22 > Step: 112000 Progress: 56.0% Elapsed: 10:54:35 Gen_loss: 3.884 Dis_loss: 0.5576 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:35:52 > Step: 112100 Progress: 56.0% Elapsed: 10:55:04 Gen_loss: 2.62 Dis_loss: 0.4062 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:36:21 > Step: 112200 Progress: 56.1% Elapsed: 10:55:33 Gen_loss: 2.987 Dis_loss: 0.3992 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:36:50 > Step: 112300 Progress: 56.1% Elapsed: 10:56:02 Gen_loss: 2.439 Dis_loss: 0.4583 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:37:19 > Step: 112400 Progress: 56.2% Elapsed: 10:56:31 Gen_loss: 3.288 Dis_loss: 0.4443 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:37:48 > Step: 112500 Progress: 56.2% Elapsed: 10:57:01 Gen_loss: 2.743 Dis_loss: 0.4605 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:38:18 > Step: 112600 Progress: 56.3% Elapsed: 10:57:30 Gen_loss: 2.894 Dis_loss: 0.4955 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:38:47 > Step: 112700 Progress: 56.4% Elapsed: 10:57:59 Gen_loss: 2.749 Dis_loss: 0.3686 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:39:16 > Step: 112800 Progress: 56.4% Elapsed: 10:58:28 Gen_loss: 1.556 Dis_loss: 0.4865 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:39:45 > Step: 112900 Progress: 56.5% Elapsed: 10:58:57 Gen_loss: 3.259 Dis_loss: 0.4408 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:40:14 > Step: 113000 Progress: 56.5% Elapsed: 10:59:26 Gen_loss: 2.568 Dis_loss: 0.457 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:40:43 > Step: 113100 Progress: 56.5% Elapsed: 10:59:56 Gen_loss: 3.56 Dis_loss: 0.4826 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:41:12 > Step: 113200 Progress: 56.6% Elapsed: 11:00:25 Gen_loss: 2.655 Dis_loss: 0.3215 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:41:42 > Step: 113300 Progress: 56.6% Elapsed: 11:00:54 Gen_loss: 2.297 Dis_loss: 0.3291 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:42:11 > Step: 113400 Progress: 56.7% Elapsed: 11:01:23 Gen_loss: 3.034 Dis_loss: 0.3792 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:42:40 > Step: 113500 Progress: 56.8% Elapsed: 11:01:52 Gen_loss: 3.883 Dis_loss: 0.2677 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:43:09 > Step: 113600 Progress: 56.8% Elapsed: 11:02:22 Gen_loss: 4.045 Dis_loss: 0.5999 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:43:38 > Step: 113700 Progress: 56.9% Elapsed: 11:02:51 Gen_loss: 2.477 Dis_loss: 0.374 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:44:07 > Step: 113800 Progress: 56.9% Elapsed: 11:03:20 Gen_loss: 2.033 Dis_loss: 0.5986 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:44:37 > Step: 113900 Progress: 57.0% Elapsed: 11:03:49 Gen_loss: 2.226 Dis_loss: 0.4286 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:45:06 > Step: 114000 Progress: 57.0% Elapsed: 11:04:18 Gen_loss: 2.119 Dis_loss: 0.713 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:45:35 > Step: 114100 Progress: 57.0% Elapsed: 11:04:47 Gen_loss: 2.541 Dis_loss: 0.3096 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:46:04 > Step: 114200 Progress: 57.1% Elapsed: 11:05:17 Gen_loss: 2.218 Dis_loss: 0.4844 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:46:33 > Step: 114300 Progress: 57.1% Elapsed: 11:05:46 Gen_loss: 2.455 Dis_loss: 0.4779 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:47:02 > Step: 114400 Progress: 57.2% Elapsed: 11:06:15 Gen_loss: 2.537 Dis_loss: 0.4568 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:47:32 > Step: 114500 Progress: 57.2% Elapsed: 11:06:44 Gen_loss: 2.119 Dis_loss: 0.4506 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:48:01 > Step: 114600 Progress: 57.3% Elapsed: 11:07:13 Gen_loss: 2.608 Dis_loss: 0.3734 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:48:30 > Step: 114700 Progress: 57.4% Elapsed: 11:07:42 Gen_loss: 3.793 Dis_loss: 0.5716 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:48:59 > Step: 114800 Progress: 57.4% Elapsed: 11:08:11 Gen_loss: 3.411 Dis_loss: 0.4191 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:49:28 > Step: 114900 Progress: 57.5% Elapsed: 11:08:41 Gen_loss: 2.463 Dis_loss: 0.3028 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:49:58 > Step: 115000 Progress: 57.5% Elapsed: 11:09:10 Gen_loss: 3.236 Dis_loss: 0.7911 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:50:27 > Step: 115100 Progress: 57.6% Elapsed: 11:09:39 Gen_loss: 3.149 Dis_loss: 0.4608 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:50:56 > Step: 115200 Progress: 57.6% Elapsed: 11:10:08 Gen_loss: 2.653 Dis_loss: 0.3154 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:51:25 > Step: 115300 Progress: 57.6% Elapsed: 11:10:37 Gen_loss: 2.86 Dis_loss: 0.3864 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:51:54 > Step: 115400 Progress: 57.7% Elapsed: 11:11:07 Gen_loss: 2.995 Dis_loss: 0.3316 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:52:23 > Step: 115500 Progress: 57.8% Elapsed: 11:11:36 Gen_loss: 2.284 Dis_loss: 0.5406 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:52:53 > Step: 115600 Progress: 57.8% Elapsed: 11:12:05 Gen_loss: 2.813 Dis_loss: 0.2594 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:53:22 > Step: 115700 Progress: 57.9% Elapsed: 11:12:34 Gen_loss: 3.111 Dis_loss: 0.3808 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:53:51 > Step: 115800 Progress: 57.9% Elapsed: 11:13:03 Gen_loss: 2.651 Dis_loss: 0.2685 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:54:20 > Step: 115900 Progress: 58.0% Elapsed: 11:13:32 Gen_loss: 2.981 Dis_loss: 0.1881 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:54:49 > Step: 116000 Progress: 58.0% Elapsed: 11:14:02 Gen_loss: 2.708 Dis_loss: 0.3787 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:55:18 > Step: 116100 Progress: 58.1% Elapsed: 11:14:31 Gen_loss: 1.384 Dis_loss: 0.568 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:55:48 > Step: 116200 Progress: 58.1% Elapsed: 11:15:00 Gen_loss: 2.593 Dis_loss: 0.4162 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:56:17 > Step: 116300 Progress: 58.1% Elapsed: 11:15:29 Gen_loss: 3.232 Dis_loss: 0.2989 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:56:46 > Step: 116400 Progress: 58.2% Elapsed: 11:15:58 Gen_loss: 3.701 Dis_loss: 0.3257 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:57:15 > Step: 116500 Progress: 58.2% Elapsed: 11:16:28 Gen_loss: 3.277 Dis_loss: 0.3406 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:57:44 > Step: 116600 Progress: 58.3% Elapsed: 11:16:57 Gen_loss: 2.754 Dis_loss: 0.3943 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:58:13 > Step: 116700 Progress: 58.4% Elapsed: 11:17:26 Gen_loss: 2.709 Dis_loss: 0.4481 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:58:43 > Step: 116800 Progress: 58.4% Elapsed: 11:17:55 Gen_loss: 2.81 Dis_loss: 0.413 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:59:12 > Step: 116900 Progress: 58.5% Elapsed: 11:18:24 Gen_loss: 2.623 Dis_loss: 0.3695 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 11:59:41 > Step: 117000 Progress: 58.5% Elapsed: 11:18:53 Gen_loss: 3.369 Dis_loss: 0.5381 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:00:10 > Step: 117100 Progress: 58.6% Elapsed: 11:19:22 Gen_loss: 2.247 Dis_loss: 0.3462 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:00:39 > Step: 117200 Progress: 58.6% Elapsed: 11:19:52 Gen_loss: 3.415 Dis_loss: 0.3778 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:01:09 > Step: 117300 Progress: 58.7% Elapsed: 11:20:21 Gen_loss: 2.637 Dis_loss: 0.4327 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:01:38 > Step: 117400 Progress: 58.7% Elapsed: 11:20:50 Gen_loss: 3.311 Dis_loss: 0.3177 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:02:07 > Step: 117500 Progress: 58.8% Elapsed: 11:21:19 Gen_loss: 3.009 Dis_loss: 0.3171 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:02:36 > Step: 117600 Progress: 58.8% Elapsed: 11:21:48 Gen_loss: 3.492 Dis_loss: 0.3586 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:03:05 > Step: 117700 Progress: 58.9% Elapsed: 11:22:18 Gen_loss: 1.851 Dis_loss: 0.4299 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:03:34 > Step: 117800 Progress: 58.9% Elapsed: 11:22:47 Gen_loss: 2.433 Dis_loss: 0.3487 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:04:03 > Step: 117900 Progress: 59.0% Elapsed: 11:23:16 Gen_loss: 2.633 Dis_loss: 0.3092 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:04:33 > Step: 118000 Progress: 59.0% Elapsed: 11:23:45 Gen_loss: 3.19 Dis_loss: 0.3318 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:05:02 > Step: 118100 Progress: 59.1% Elapsed: 11:24:14 Gen_loss: 2.904 Dis_loss: 0.4996 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:05:31 > Step: 118200 Progress: 59.1% Elapsed: 11:24:43 Gen_loss: 3.209 Dis_loss: 0.3042 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:06:00 > Step: 118300 Progress: 59.2% Elapsed: 11:25:13 Gen_loss: 3.913 Dis_loss: 0.3176 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:06:29 > Step: 118400 Progress: 59.2% Elapsed: 11:25:42 Gen_loss: 4.188 Dis_loss: 0.4682 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:06:59 > Step: 118500 Progress: 59.2% Elapsed: 11:26:11 Gen_loss: 3.374 Dis_loss: 0.3449 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:07:28 > Step: 118600 Progress: 59.3% Elapsed: 11:26:40 Gen_loss: 2.955 Dis_loss: 0.3505 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:07:57 > Step: 118700 Progress: 59.4% Elapsed: 11:27:09 Gen_loss: 2.603 Dis_loss: 0.3291 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:08:26 > Step: 118800 Progress: 59.4% Elapsed: 11:27:38 Gen_loss: 3.455 Dis_loss: 0.3024 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:08:55 > Step: 118900 Progress: 59.5% Elapsed: 11:28:08 Gen_loss: 3.654 Dis_loss: 0.5045 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:09:24 > Step: 119000 Progress: 59.5% Elapsed: 11:28:37 Gen_loss: 1.296 Dis_loss: 0.8694 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:09:54 > Step: 119100 Progress: 59.6% Elapsed: 11:29:06 Gen_loss: 3.473 Dis_loss: 0.3983 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:10:23 > Step: 119200 Progress: 59.6% Elapsed: 11:29:35 Gen_loss: 4.158 Dis_loss: 0.3506 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:10:52 > Step: 119300 Progress: 59.7% Elapsed: 11:30:04 Gen_loss: 1.841 Dis_loss: 0.3915 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:11:21 > Step: 119400 Progress: 59.7% Elapsed: 11:30:33 Gen_loss: 3.256 Dis_loss: 0.4824 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:11:50 > Step: 119500 Progress: 59.8% Elapsed: 11:31:03 Gen_loss: 3.097 Dis_loss: 0.2634 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:12:19 > Step: 119600 Progress: 59.8% Elapsed: 11:31:32 Gen_loss: 3.018 Dis_loss: 0.3111 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:12:49 > Step: 119700 Progress: 59.9% Elapsed: 11:32:01 Gen_loss: 2.649 Dis_loss: 0.4919 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:13:18 > Step: 119800 Progress: 59.9% Elapsed: 11:32:30 Gen_loss: 3.289 Dis_loss: 0.4457 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:13:47 > Step: 119900 Progress: 60.0% Elapsed: 11:32:59 Gen_loss: 2.099 Dis_loss: 0.4143 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:14:16 > Step: 120000 Progress: 60.0% Elapsed: 11:33:29 Gen_loss: 2.946 Dis_loss: 0.4403 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:14:16 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-18 12:14:16 > Save image canvas to save/figures/StyleGAN2-train-2021_10_18_00_40_38/generated_canvas_120000.png
[INFO] 2021-10-18 12:14:16 > Start Evaluation (120000 Step): StyleGAN2-train-2021_10_18_00_40_38
[INFO] 2021-10-18 12:14:16 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-18 12:15:41 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-18 12:17:08 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-18 12:24:08 > Inception score (Step: 120000, 50000 generated images): 9.957381248474121
[INFO] 2021-10-18 12:24:09 > FID score (Step: 120000, Using train moments): 4.359614167408097
[INFO] 2021-10-18 12:24:09 > Improved Precision (Step: 120000, Using train images): 0.71666
[INFO] 2021-10-18 12:24:09 > Improved Recall (Step: 120000, Using train images): 0.66594
[INFO] 2021-10-18 12:24:09 > Density (Step: 120000, Using train images): 0.917868
[INFO] 2021-10-18 12:24:09 > Coverage (Step: 120000, Using train images): 0.87572
[INFO] 2021-10-18 12:24:09 > Best FID score (Step: 120000, Using train moments): 4.359614167408097
[INFO] 2021-10-18 12:24:10 > Save model to save/checkpoints/StyleGAN2-train-2021_10_18_00_40_38
[INFO] 2021-10-18 12:24:39 > Step: 120100 Progress: 60.1% Elapsed: 11:43:51 Gen_loss: 2.824 Dis_loss: 0.2969 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:25:08 > Step: 120200 Progress: 60.1% Elapsed: 11:44:20 Gen_loss: 3.681 Dis_loss: 0.4055 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:25:37 > Step: 120300 Progress: 60.2% Elapsed: 11:44:50 Gen_loss: 2.968 Dis_loss: 0.4192 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:26:06 > Step: 120400 Progress: 60.2% Elapsed: 11:45:19 Gen_loss: 2.47 Dis_loss: 0.3542 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:26:36 > Step: 120500 Progress: 60.2% Elapsed: 11:45:48 Gen_loss: 2.97 Dis_loss: 0.4599 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:27:05 > Step: 120600 Progress: 60.3% Elapsed: 11:46:17 Gen_loss: 3.142 Dis_loss: 0.4203 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:27:34 > Step: 120700 Progress: 60.4% Elapsed: 11:46:46 Gen_loss: 2.473 Dis_loss: 0.4001 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:28:03 > Step: 120800 Progress: 60.4% Elapsed: 11:47:16 Gen_loss: 4.147 Dis_loss: 0.5102 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:28:32 > Step: 120900 Progress: 60.5% Elapsed: 11:47:45 Gen_loss: 2.976 Dis_loss: 0.3588 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:29:01 > Step: 121000 Progress: 60.5% Elapsed: 11:48:14 Gen_loss: 3.392 Dis_loss: 0.3285 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:29:31 > Step: 121100 Progress: 60.6% Elapsed: 11:48:43 Gen_loss: 2.458 Dis_loss: 0.3948 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:30:00 > Step: 121200 Progress: 60.6% Elapsed: 11:49:12 Gen_loss: 3.059 Dis_loss: 0.2668 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:30:29 > Step: 121300 Progress: 60.7% Elapsed: 11:49:42 Gen_loss: 3.631 Dis_loss: 0.594 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:30:58 > Step: 121400 Progress: 60.7% Elapsed: 11:50:11 Gen_loss: 3.332 Dis_loss: 0.4092 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:31:27 > Step: 121500 Progress: 60.8% Elapsed: 11:50:40 Gen_loss: 3.361 Dis_loss: 0.3231 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:31:57 > Step: 121600 Progress: 60.8% Elapsed: 11:51:09 Gen_loss: 4.043 Dis_loss: 0.7292 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:32:26 > Step: 121700 Progress: 60.9% Elapsed: 11:51:38 Gen_loss: 2.904 Dis_loss: 0.4337 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:32:55 > Step: 121800 Progress: 60.9% Elapsed: 11:52:07 Gen_loss: 3.109 Dis_loss: 0.324 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:33:24 > Step: 121900 Progress: 61.0% Elapsed: 11:52:37 Gen_loss: 2.688 Dis_loss: 0.3659 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:33:53 > Step: 122000 Progress: 61.0% Elapsed: 11:53:06 Gen_loss: 3.68 Dis_loss: 0.4611 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:34:22 > Step: 122100 Progress: 61.1% Elapsed: 11:53:35 Gen_loss: 3.137 Dis_loss: 0.2834 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:34:52 > Step: 122200 Progress: 61.1% Elapsed: 11:54:04 Gen_loss: 2.208 Dis_loss: 0.3589 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:35:21 > Step: 122300 Progress: 61.2% Elapsed: 11:54:33 Gen_loss: 3.553 Dis_loss: 0.4678 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:35:50 > Step: 122400 Progress: 61.2% Elapsed: 11:55:02 Gen_loss: 3.17 Dis_loss: 0.3553 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:36:19 > Step: 122500 Progress: 61.3% Elapsed: 11:55:31 Gen_loss: 2.312 Dis_loss: 0.4383 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:36:48 > Step: 122600 Progress: 61.3% Elapsed: 11:56:01 Gen_loss: 2.992 Dis_loss: 0.4583 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:37:18 > Step: 122700 Progress: 61.4% Elapsed: 11:56:30 Gen_loss: 4.815 Dis_loss: 0.8165 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:37:47 > Step: 122800 Progress: 61.4% Elapsed: 11:56:59 Gen_loss: 2.759 Dis_loss: 0.2444 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:38:16 > Step: 122900 Progress: 61.5% Elapsed: 11:57:28 Gen_loss: 3.727 Dis_loss: 0.4759 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:38:45 > Step: 123000 Progress: 61.5% Elapsed: 11:57:57 Gen_loss: 2.912 Dis_loss: 0.367 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:39:14 > Step: 123100 Progress: 61.6% Elapsed: 11:58:27 Gen_loss: 3.019 Dis_loss: 0.3164 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:39:43 > Step: 123200 Progress: 61.6% Elapsed: 11:58:56 Gen_loss: 2.836 Dis_loss: 0.3308 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:40:12 > Step: 123300 Progress: 61.7% Elapsed: 11:59:25 Gen_loss: 2.637 Dis_loss: 0.272 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:40:42 > Step: 123400 Progress: 61.7% Elapsed: 11:59:54 Gen_loss: 2.99 Dis_loss: 0.2221 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:41:11 > Step: 123500 Progress: 61.8% Elapsed: 12:00:23 Gen_loss: 3.894 Dis_loss: 0.4178 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:41:40 > Step: 123600 Progress: 61.8% Elapsed: 12:00:52 Gen_loss: 3.721 Dis_loss: 0.3567 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:42:09 > Step: 123700 Progress: 61.9% Elapsed: 12:01:22 Gen_loss: 2.71 Dis_loss: 0.4908 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:42:38 > Step: 123800 Progress: 61.9% Elapsed: 12:01:51 Gen_loss: 2.961 Dis_loss: 0.3686 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:43:07 > Step: 123900 Progress: 62.0% Elapsed: 12:02:20 Gen_loss: 4.082 Dis_loss: 0.4522 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:43:37 > Step: 124000 Progress: 62.0% Elapsed: 12:02:49 Gen_loss: 2.337 Dis_loss: 0.4638 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:44:06 > Step: 124100 Progress: 62.1% Elapsed: 12:03:18 Gen_loss: 3.087 Dis_loss: 0.3742 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:44:35 > Step: 124200 Progress: 62.1% Elapsed: 12:03:48 Gen_loss: 2.868 Dis_loss: 0.3198 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:45:04 > Step: 124300 Progress: 62.2% Elapsed: 12:04:17 Gen_loss: 2.968 Dis_loss: 0.3221 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:45:33 > Step: 124400 Progress: 62.2% Elapsed: 12:04:46 Gen_loss: 4.285 Dis_loss: 0.4666 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:46:03 > Step: 124500 Progress: 62.3% Elapsed: 12:05:15 Gen_loss: 2.614 Dis_loss: 0.3617 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:46:32 > Step: 124600 Progress: 62.3% Elapsed: 12:05:44 Gen_loss: 2.569 Dis_loss: 0.3638 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:47:01 > Step: 124700 Progress: 62.4% Elapsed: 12:06:13 Gen_loss: 4.261 Dis_loss: 0.4178 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:47:30 > Step: 124800 Progress: 62.4% Elapsed: 12:06:42 Gen_loss: 3.565 Dis_loss: 0.4965 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:47:59 > Step: 124900 Progress: 62.5% Elapsed: 12:07:12 Gen_loss: 2.309 Dis_loss: 0.4892 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:48:29 > Step: 125000 Progress: 62.5% Elapsed: 12:07:41 Gen_loss: 3.678 Dis_loss: 0.3156 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:48:58 > Step: 125100 Progress: 62.5% Elapsed: 12:08:10 Gen_loss: 2.788 Dis_loss: 0.4402 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:49:27 > Step: 125200 Progress: 62.6% Elapsed: 12:08:39 Gen_loss: 3.993 Dis_loss: 0.2122 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:49:56 > Step: 125300 Progress: 62.6% Elapsed: 12:09:08 Gen_loss: 3.159 Dis_loss: 0.3418 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:50:25 > Step: 125400 Progress: 62.7% Elapsed: 12:09:38 Gen_loss: 3.122 Dis_loss: 0.3074 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:50:54 > Step: 125500 Progress: 62.7% Elapsed: 12:10:07 Gen_loss: 2.603 Dis_loss: 0.3978 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:51:23 > Step: 125600 Progress: 62.8% Elapsed: 12:10:36 Gen_loss: 3.495 Dis_loss: 0.4422 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:51:53 > Step: 125700 Progress: 62.8% Elapsed: 12:11:05 Gen_loss: 2.215 Dis_loss: 0.4067 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:52:22 > Step: 125800 Progress: 62.9% Elapsed: 12:11:34 Gen_loss: 3.623 Dis_loss: 0.2473 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:52:51 > Step: 125900 Progress: 62.9% Elapsed: 12:12:03 Gen_loss: 3.953 Dis_loss: 0.2945 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:53:20 > Step: 126000 Progress: 63.0% Elapsed: 12:12:33 Gen_loss: 3.433 Dis_loss: 0.4442 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:53:49 > Step: 126100 Progress: 63.0% Elapsed: 12:13:02 Gen_loss: 2.453 Dis_loss: 0.3727 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:54:18 > Step: 126200 Progress: 63.1% Elapsed: 12:13:31 Gen_loss: 3.597 Dis_loss: 0.315 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:54:48 > Step: 126300 Progress: 63.1% Elapsed: 12:14:00 Gen_loss: 2.532 Dis_loss: 0.3121 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:55:17 > Step: 126400 Progress: 63.2% Elapsed: 12:14:29 Gen_loss: 3.53 Dis_loss: 0.3615 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:55:46 > Step: 126500 Progress: 63.2% Elapsed: 12:14:58 Gen_loss: 3.159 Dis_loss: 0.3648 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:56:15 > Step: 126600 Progress: 63.3% Elapsed: 12:15:28 Gen_loss: 2.78 Dis_loss: 0.3378 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:56:44 > Step: 126700 Progress: 63.3% Elapsed: 12:15:57 Gen_loss: 3.797 Dis_loss: 0.3776 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:57:14 > Step: 126800 Progress: 63.4% Elapsed: 12:16:26 Gen_loss: 3.389 Dis_loss: 0.2327 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:57:43 > Step: 126900 Progress: 63.4% Elapsed: 12:16:55 Gen_loss: 2.448 Dis_loss: 0.4109 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:58:12 > Step: 127000 Progress: 63.5% Elapsed: 12:17:24 Gen_loss: 2.907 Dis_loss: 0.3038 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:58:41 > Step: 127100 Progress: 63.5% Elapsed: 12:17:53 Gen_loss: 3.934 Dis_loss: 0.3705 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:59:10 > Step: 127200 Progress: 63.6% Elapsed: 12:18:23 Gen_loss: 2.651 Dis_loss: 0.3326 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 12:59:39 > Step: 127300 Progress: 63.6% Elapsed: 12:18:52 Gen_loss: 2.853 Dis_loss: 0.388 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:00:09 > Step: 127400 Progress: 63.7% Elapsed: 12:19:21 Gen_loss: 2.799 Dis_loss: 0.3314 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:00:38 > Step: 127500 Progress: 63.7% Elapsed: 12:19:50 Gen_loss: 2.816 Dis_loss: 0.276 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:01:07 > Step: 127600 Progress: 63.8% Elapsed: 12:20:19 Gen_loss: 4.105 Dis_loss: 0.406 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:01:36 > Step: 127700 Progress: 63.8% Elapsed: 12:20:49 Gen_loss: 2.542 Dis_loss: 0.4303 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:02:05 > Step: 127800 Progress: 63.9% Elapsed: 12:21:18 Gen_loss: 2.428 Dis_loss: 0.325 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:02:34 > Step: 127900 Progress: 63.9% Elapsed: 12:21:47 Gen_loss: 2.103 Dis_loss: 0.4087 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:03:04 > Step: 128000 Progress: 64.0% Elapsed: 12:22:16 Gen_loss: 3.93 Dis_loss: 0.3757 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:03:33 > Step: 128100 Progress: 64.0% Elapsed: 12:22:45 Gen_loss: 3.021 Dis_loss: 0.3039 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:04:02 > Step: 128200 Progress: 64.1% Elapsed: 12:23:14 Gen_loss: 3.38 Dis_loss: 0.202 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:04:31 > Step: 128300 Progress: 64.1% Elapsed: 12:23:44 Gen_loss: 3.246 Dis_loss: 0.2597 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:05:00 > Step: 128400 Progress: 64.2% Elapsed: 12:24:13 Gen_loss: 2.436 Dis_loss: 0.3455 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:05:30 > Step: 128500 Progress: 64.2% Elapsed: 12:24:42 Gen_loss: 4.109 Dis_loss: 0.4415 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:05:59 > Step: 128600 Progress: 64.3% Elapsed: 12:25:11 Gen_loss: 4.016 Dis_loss: 0.3905 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:06:28 > Step: 128700 Progress: 64.3% Elapsed: 12:25:40 Gen_loss: 2.442 Dis_loss: 0.496 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:06:57 > Step: 128800 Progress: 64.4% Elapsed: 12:26:09 Gen_loss: 3.019 Dis_loss: 0.2852 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:07:26 > Step: 128900 Progress: 64.5% Elapsed: 12:26:39 Gen_loss: 3.428 Dis_loss: 0.3356 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:07:55 > Step: 129000 Progress: 64.5% Elapsed: 12:27:08 Gen_loss: 3.24 Dis_loss: 0.385 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:08:25 > Step: 129100 Progress: 64.5% Elapsed: 12:27:37 Gen_loss: 3.659 Dis_loss: 0.3268 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:08:54 > Step: 129200 Progress: 64.6% Elapsed: 12:28:06 Gen_loss: 3.441 Dis_loss: 0.3486 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:09:23 > Step: 129300 Progress: 64.6% Elapsed: 12:28:35 Gen_loss: 3.847 Dis_loss: 0.3351 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:09:52 > Step: 129400 Progress: 64.7% Elapsed: 12:29:04 Gen_loss: 2.383 Dis_loss: 0.3645 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:10:21 > Step: 129500 Progress: 64.8% Elapsed: 12:29:34 Gen_loss: 3.279 Dis_loss: 0.3069 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:10:50 > Step: 129600 Progress: 64.8% Elapsed: 12:30:03 Gen_loss: 3.483 Dis_loss: 0.3199 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:11:20 > Step: 129700 Progress: 64.8% Elapsed: 12:30:32 Gen_loss: 2.603 Dis_loss: 0.3715 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:11:49 > Step: 129800 Progress: 64.9% Elapsed: 12:31:01 Gen_loss: 2.938 Dis_loss: 0.2599 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:12:18 > Step: 129900 Progress: 65.0% Elapsed: 12:31:30 Gen_loss: 3.429 Dis_loss: 0.3416 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:12:47 > Step: 130000 Progress: 65.0% Elapsed: 12:32:00 Gen_loss: 2.581 Dis_loss: 0.3378 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:12:47 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-18 13:12:47 > Save image canvas to save/figures/StyleGAN2-train-2021_10_18_00_40_38/generated_canvas_130000.png
[INFO] 2021-10-18 13:12:47 > Start Evaluation (130000 Step): StyleGAN2-train-2021_10_18_00_40_38
[INFO] 2021-10-18 13:12:47 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-18 13:14:12 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-18 13:15:39 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-18 13:22:47 > Inception score (Step: 130000, 50000 generated images): 9.909806251525879
[INFO] 2021-10-18 13:22:47 > FID score (Step: 130000, Using train moments): 4.238868338001623
[INFO] 2021-10-18 13:22:47 > Improved Precision (Step: 130000, Using train images): 0.7236
[INFO] 2021-10-18 13:22:47 > Improved Recall (Step: 130000, Using train images): 0.6657
[INFO] 2021-10-18 13:22:47 > Density (Step: 130000, Using train images): 0.945708
[INFO] 2021-10-18 13:22:47 > Coverage (Step: 130000, Using train images): 0.8809
[INFO] 2021-10-18 13:22:47 > Best FID score (Step: 130000, Using train moments): 4.238868338001623
[INFO] 2021-10-18 13:22:49 > Save model to save/checkpoints/StyleGAN2-train-2021_10_18_00_40_38
[INFO] 2021-10-18 13:23:18 > Step: 130100 Progress: 65.0% Elapsed: 12:42:30 Gen_loss: 3.809 Dis_loss: 0.5199 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:23:47 > Step: 130200 Progress: 65.1% Elapsed: 12:42:59 Gen_loss: 2.495 Dis_loss: 0.3079 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:24:16 > Step: 130300 Progress: 65.1% Elapsed: 12:43:28 Gen_loss: 3.708 Dis_loss: 0.3797 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:24:45 > Step: 130400 Progress: 65.2% Elapsed: 12:43:58 Gen_loss: 3.987 Dis_loss: 0.6519 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:25:15 > Step: 130500 Progress: 65.2% Elapsed: 12:44:27 Gen_loss: 2.441 Dis_loss: 0.4612 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:25:44 > Step: 130600 Progress: 65.3% Elapsed: 12:44:56 Gen_loss: 2.958 Dis_loss: 0.2375 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:26:13 > Step: 130700 Progress: 65.3% Elapsed: 12:45:25 Gen_loss: 3.877 Dis_loss: 0.2345 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:26:42 > Step: 130800 Progress: 65.4% Elapsed: 12:45:55 Gen_loss: 3.479 Dis_loss: 0.2851 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:27:11 > Step: 130900 Progress: 65.5% Elapsed: 12:46:24 Gen_loss: 3.524 Dis_loss: 0.2315 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:27:41 > Step: 131000 Progress: 65.5% Elapsed: 12:46:53 Gen_loss: 4.811 Dis_loss: 0.4147 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:28:10 > Step: 131100 Progress: 65.5% Elapsed: 12:47:22 Gen_loss: 2.691 Dis_loss: 0.3753 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:28:39 > Step: 131200 Progress: 65.6% Elapsed: 12:47:51 Gen_loss: 2.933 Dis_loss: 0.3778 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:29:08 > Step: 131300 Progress: 65.6% Elapsed: 12:48:21 Gen_loss: 2.579 Dis_loss: 0.5363 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:29:38 > Step: 131400 Progress: 65.7% Elapsed: 12:48:50 Gen_loss: 2.545 Dis_loss: 0.3511 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:30:07 > Step: 131500 Progress: 65.8% Elapsed: 12:49:19 Gen_loss: 2.726 Dis_loss: 0.3215 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:30:36 > Step: 131600 Progress: 65.8% Elapsed: 12:49:48 Gen_loss: 2.662 Dis_loss: 0.2885 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:31:05 > Step: 131700 Progress: 65.8% Elapsed: 12:50:17 Gen_loss: 3.369 Dis_loss: 0.3958 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:31:34 > Step: 131800 Progress: 65.9% Elapsed: 12:50:47 Gen_loss: 3.672 Dis_loss: 0.4145 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:32:03 > Step: 131900 Progress: 66.0% Elapsed: 12:51:16 Gen_loss: 2.778 Dis_loss: 0.2833 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:32:33 > Step: 132000 Progress: 66.0% Elapsed: 12:51:45 Gen_loss: 2.756 Dis_loss: 0.2796 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:33:02 > Step: 132100 Progress: 66.0% Elapsed: 12:52:14 Gen_loss: 2.528 Dis_loss: 0.5781 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:33:31 > Step: 132200 Progress: 66.1% Elapsed: 12:52:43 Gen_loss: 3.492 Dis_loss: 0.355 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:34:00 > Step: 132300 Progress: 66.1% Elapsed: 12:53:13 Gen_loss: 3.483 Dis_loss: 0.3756 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:34:29 > Step: 132400 Progress: 66.2% Elapsed: 12:53:42 Gen_loss: 4.081 Dis_loss: 0.415 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:34:59 > Step: 132500 Progress: 66.2% Elapsed: 12:54:11 Gen_loss: 3.359 Dis_loss: 0.4734 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:35:28 > Step: 132600 Progress: 66.3% Elapsed: 12:54:40 Gen_loss: 3.02 Dis_loss: 0.3135 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:35:57 > Step: 132700 Progress: 66.3% Elapsed: 12:55:09 Gen_loss: 2.723 Dis_loss: 0.2458 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:36:26 > Step: 132800 Progress: 66.4% Elapsed: 12:55:39 Gen_loss: 3.841 Dis_loss: 0.3407 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:36:55 > Step: 132900 Progress: 66.5% Elapsed: 12:56:08 Gen_loss: 2.679 Dis_loss: 0.423 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:37:25 > Step: 133000 Progress: 66.5% Elapsed: 12:56:37 Gen_loss: 2.962 Dis_loss: 0.25 Cls_loss: N/A Topk: N/A ada_p: N/A
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[INFO] 2021-10-18 13:39:50 > Step: 133500 Progress: 66.8% Elapsed: 12:59:03 Gen_loss: 3.242 Dis_loss: 0.486 Cls_loss: N/A Topk: N/A ada_p: N/A
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[INFO] 2021-10-18 13:41:18 > Step: 133800 Progress: 66.9% Elapsed: 13:00:30 Gen_loss: 2.704 Dis_loss: 0.4249 Cls_loss: N/A Topk: N/A ada_p: N/A
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[INFO] 2021-10-18 13:42:16 > Step: 134000 Progress: 67.0% Elapsed: 13:01:29 Gen_loss: 2.769 Dis_loss: 0.3237 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:42:46 > Step: 134100 Progress: 67.0% Elapsed: 13:01:58 Gen_loss: 2.51 Dis_loss: 0.3536 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:43:15 > Step: 134200 Progress: 67.1% Elapsed: 13:02:27 Gen_loss: 2.797 Dis_loss: 0.409 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:43:44 > Step: 134300 Progress: 67.2% Elapsed: 13:02:56 Gen_loss: 3.031 Dis_loss: 0.3287 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:44:13 > Step: 134400 Progress: 67.2% Elapsed: 13:03:26 Gen_loss: 2.544 Dis_loss: 0.2827 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:44:42 > Step: 134500 Progress: 67.2% Elapsed: 13:03:55 Gen_loss: 3.45 Dis_loss: 0.308 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:45:12 > Step: 134600 Progress: 67.3% Elapsed: 13:04:24 Gen_loss: 2.948 Dis_loss: 0.4006 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:45:41 > Step: 134700 Progress: 67.3% Elapsed: 13:04:53 Gen_loss: 1.943 Dis_loss: 0.784 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:46:10 > Step: 134800 Progress: 67.4% Elapsed: 13:05:22 Gen_loss: 3.241 Dis_loss: 0.3124 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:46:39 > Step: 134900 Progress: 67.5% Elapsed: 13:05:51 Gen_loss: 3.103 Dis_loss: 0.4118 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:47:08 > Step: 135000 Progress: 67.5% Elapsed: 13:06:21 Gen_loss: 3.665 Dis_loss: 0.2473 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:47:37 > Step: 135100 Progress: 67.5% Elapsed: 13:06:50 Gen_loss: 3.149 Dis_loss: 0.2792 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:48:07 > Step: 135200 Progress: 67.6% Elapsed: 13:07:19 Gen_loss: 4.501 Dis_loss: 0.3349 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:48:36 > Step: 135300 Progress: 67.7% Elapsed: 13:07:48 Gen_loss: 2.795 Dis_loss: 0.4164 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:49:05 > Step: 135400 Progress: 67.7% Elapsed: 13:08:17 Gen_loss: 3.242 Dis_loss: 0.381 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:49:34 > Step: 135500 Progress: 67.8% Elapsed: 13:08:47 Gen_loss: 3.34 Dis_loss: 0.4023 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:50:03 > Step: 135600 Progress: 67.8% Elapsed: 13:09:16 Gen_loss: 3.757 Dis_loss: 0.2785 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:50:33 > Step: 135700 Progress: 67.8% Elapsed: 13:09:45 Gen_loss: 3.73 Dis_loss: 0.4896 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:51:02 > Step: 135800 Progress: 67.9% Elapsed: 13:10:14 Gen_loss: 3.598 Dis_loss: 0.4401 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:51:31 > Step: 135900 Progress: 68.0% Elapsed: 13:10:43 Gen_loss: 3.619 Dis_loss: 0.2213 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:52:00 > Step: 136000 Progress: 68.0% Elapsed: 13:11:13 Gen_loss: 4.698 Dis_loss: 0.4948 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:52:29 > Step: 136100 Progress: 68.0% Elapsed: 13:11:42 Gen_loss: 3.437 Dis_loss: 0.3345 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:52:58 > Step: 136200 Progress: 68.1% Elapsed: 13:12:11 Gen_loss: 3.315 Dis_loss: 0.3256 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:53:28 > Step: 136300 Progress: 68.2% Elapsed: 13:12:40 Gen_loss: 3.543 Dis_loss: 0.2435 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:53:57 > Step: 136400 Progress: 68.2% Elapsed: 13:13:09 Gen_loss: 3.012 Dis_loss: 0.2609 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:54:26 > Step: 136500 Progress: 68.2% Elapsed: 13:13:38 Gen_loss: 3.035 Dis_loss: 0.3559 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:54:55 > Step: 136600 Progress: 68.3% Elapsed: 13:14:08 Gen_loss: 3.558 Dis_loss: 0.2533 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:55:24 > Step: 136700 Progress: 68.3% Elapsed: 13:14:37 Gen_loss: 3.248 Dis_loss: 0.3604 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:55:54 > Step: 136800 Progress: 68.4% Elapsed: 13:15:06 Gen_loss: 4.506 Dis_loss: 0.5922 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:56:23 > Step: 136900 Progress: 68.5% Elapsed: 13:15:35 Gen_loss: 3.772 Dis_loss: 0.4721 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:56:52 > Step: 137000 Progress: 68.5% Elapsed: 13:16:04 Gen_loss: 3.883 Dis_loss: 0.3491 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:57:21 > Step: 137100 Progress: 68.5% Elapsed: 13:16:34 Gen_loss: 2.704 Dis_loss: 0.3038 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:57:50 > Step: 137200 Progress: 68.6% Elapsed: 13:17:03 Gen_loss: 2.946 Dis_loss: 0.3514 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:58:19 > Step: 137300 Progress: 68.7% Elapsed: 13:17:32 Gen_loss: 3.219 Dis_loss: 0.3545 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:58:49 > Step: 137400 Progress: 68.7% Elapsed: 13:18:01 Gen_loss: 3.034 Dis_loss: 0.4027 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:59:18 > Step: 137500 Progress: 68.8% Elapsed: 13:18:30 Gen_loss: 3.542 Dis_loss: 0.3837 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 13:59:47 > Step: 137600 Progress: 68.8% Elapsed: 13:18:59 Gen_loss: 4.177 Dis_loss: 0.3133 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:00:16 > Step: 137700 Progress: 68.8% Elapsed: 13:19:29 Gen_loss: 3.01 Dis_loss: 0.4388 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:00:45 > Step: 137800 Progress: 68.9% Elapsed: 13:19:58 Gen_loss: 3.512 Dis_loss: 0.3554 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:01:14 > Step: 137900 Progress: 69.0% Elapsed: 13:20:27 Gen_loss: 3.388 Dis_loss: 0.224 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:01:44 > Step: 138000 Progress: 69.0% Elapsed: 13:20:56 Gen_loss: 3.224 Dis_loss: 0.2948 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:02:13 > Step: 138100 Progress: 69.0% Elapsed: 13:21:25 Gen_loss: 3.464 Dis_loss: 0.4025 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:02:42 > Step: 138200 Progress: 69.1% Elapsed: 13:21:54 Gen_loss: 3.433 Dis_loss: 0.2818 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:03:11 > Step: 138300 Progress: 69.2% Elapsed: 13:22:24 Gen_loss: 3.955 Dis_loss: 0.3352 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:03:40 > Step: 138400 Progress: 69.2% Elapsed: 13:22:53 Gen_loss: 3.506 Dis_loss: 0.3977 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:04:10 > Step: 138500 Progress: 69.2% Elapsed: 13:23:22 Gen_loss: 3.35 Dis_loss: 0.2976 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:04:39 > Step: 138600 Progress: 69.3% Elapsed: 13:23:51 Gen_loss: 2.022 Dis_loss: 0.44 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:05:08 > Step: 138700 Progress: 69.3% Elapsed: 13:24:20 Gen_loss: 2.621 Dis_loss: 0.3778 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:05:37 > Step: 138800 Progress: 69.4% Elapsed: 13:24:49 Gen_loss: 3.225 Dis_loss: 0.3206 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:06:06 > Step: 138900 Progress: 69.5% Elapsed: 13:25:19 Gen_loss: 2.912 Dis_loss: 0.341 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:06:35 > Step: 139000 Progress: 69.5% Elapsed: 13:25:48 Gen_loss: 2.61 Dis_loss: 0.2166 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:07:05 > Step: 139100 Progress: 69.5% Elapsed: 13:26:17 Gen_loss: 3.776 Dis_loss: 0.248 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:07:34 > Step: 139200 Progress: 69.6% Elapsed: 13:26:46 Gen_loss: 2.806 Dis_loss: 0.239 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:08:03 > Step: 139300 Progress: 69.7% Elapsed: 13:27:15 Gen_loss: 3.319 Dis_loss: 0.2907 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:08:32 > Step: 139400 Progress: 69.7% Elapsed: 13:27:45 Gen_loss: 3.146 Dis_loss: 0.4004 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:09:01 > Step: 139500 Progress: 69.8% Elapsed: 13:28:14 Gen_loss: 2.102 Dis_loss: 0.4984 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:09:31 > Step: 139600 Progress: 69.8% Elapsed: 13:28:43 Gen_loss: 2.058 Dis_loss: 0.6353 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:10:00 > Step: 139700 Progress: 69.8% Elapsed: 13:29:12 Gen_loss: 2.412 Dis_loss: 0.4253 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:10:29 > Step: 139800 Progress: 69.9% Elapsed: 13:29:41 Gen_loss: 2.919 Dis_loss: 0.2864 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:10:58 > Step: 139900 Progress: 70.0% Elapsed: 13:30:11 Gen_loss: 3.376 Dis_loss: 0.3142 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:11:27 > Step: 140000 Progress: 70.0% Elapsed: 13:30:40 Gen_loss: 3.269 Dis_loss: 0.1833 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:11:27 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-18 14:11:27 > Save image canvas to save/figures/StyleGAN2-train-2021_10_18_00_40_38/generated_canvas_140000.png
[INFO] 2021-10-18 14:11:27 > Start Evaluation (140000 Step): StyleGAN2-train-2021_10_18_00_40_38
[INFO] 2021-10-18 14:11:27 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-18 14:12:52 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-18 14:14:19 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-18 14:21:18 > Inception score (Step: 140000, 50000 generated images): 9.946945190429688
[INFO] 2021-10-18 14:21:18 > FID score (Step: 140000, Using train moments): 4.096361400049091
[INFO] 2021-10-18 14:21:18 > Improved Precision (Step: 140000, Using train images): 0.72552
[INFO] 2021-10-18 14:21:18 > Improved Recall (Step: 140000, Using train images): 0.6638
[INFO] 2021-10-18 14:21:18 > Density (Step: 140000, Using train images): 0.963388
[INFO] 2021-10-18 14:21:18 > Coverage (Step: 140000, Using train images): 0.88224
[INFO] 2021-10-18 14:21:18 > Best FID score (Step: 140000, Using train moments): 4.096361400049091
[INFO] 2021-10-18 14:21:19 > Save model to save/checkpoints/StyleGAN2-train-2021_10_18_00_40_38
[INFO] 2021-10-18 14:21:49 > Step: 140100 Progress: 70.0% Elapsed: 13:41:01 Gen_loss: 3.123 Dis_loss: 0.3053 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:22:18 > Step: 140200 Progress: 70.1% Elapsed: 13:41:30 Gen_loss: 3.212 Dis_loss: 0.3633 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:22:47 > Step: 140300 Progress: 70.2% Elapsed: 13:41:59 Gen_loss: 3.855 Dis_loss: 0.2864 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:23:16 > Step: 140400 Progress: 70.2% Elapsed: 13:42:28 Gen_loss: 3.655 Dis_loss: 0.2384 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:23:45 > Step: 140500 Progress: 70.2% Elapsed: 13:42:57 Gen_loss: 2.96 Dis_loss: 0.4252 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:24:14 > Step: 140600 Progress: 70.3% Elapsed: 13:43:27 Gen_loss: 3.123 Dis_loss: 0.2276 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:24:44 > Step: 140700 Progress: 70.3% Elapsed: 13:43:56 Gen_loss: 3.659 Dis_loss: 0.231 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:25:13 > Step: 140800 Progress: 70.4% Elapsed: 13:44:25 Gen_loss: 4.317 Dis_loss: 0.6316 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:25:42 > Step: 140900 Progress: 70.5% Elapsed: 13:44:54 Gen_loss: 2.387 Dis_loss: 0.3858 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:26:11 > Step: 141000 Progress: 70.5% Elapsed: 13:45:24 Gen_loss: 4.094 Dis_loss: 0.68 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:26:40 > Step: 141100 Progress: 70.5% Elapsed: 13:45:53 Gen_loss: 3.611 Dis_loss: 0.2751 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:27:10 > Step: 141200 Progress: 70.6% Elapsed: 13:46:22 Gen_loss: 2.844 Dis_loss: 0.2746 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:27:39 > Step: 141300 Progress: 70.7% Elapsed: 13:46:51 Gen_loss: 3.054 Dis_loss: 0.3903 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:28:08 > Step: 141400 Progress: 70.7% Elapsed: 13:47:21 Gen_loss: 2.821 Dis_loss: 0.3843 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:28:37 > Step: 141500 Progress: 70.8% Elapsed: 13:47:50 Gen_loss: 2.748 Dis_loss: 0.3718 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:29:06 > Step: 141600 Progress: 70.8% Elapsed: 13:48:19 Gen_loss: 4.092 Dis_loss: 0.3909 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:29:36 > Step: 141700 Progress: 70.9% Elapsed: 13:48:48 Gen_loss: 3.651 Dis_loss: 0.3416 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:30:05 > Step: 141800 Progress: 70.9% Elapsed: 13:49:17 Gen_loss: 3.748 Dis_loss: 0.4757 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:30:34 > Step: 141900 Progress: 71.0% Elapsed: 13:49:46 Gen_loss: 2.497 Dis_loss: 0.285 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:31:03 > Step: 142000 Progress: 71.0% Elapsed: 13:50:16 Gen_loss: 2.812 Dis_loss: 0.2997 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:31:32 > Step: 142100 Progress: 71.0% Elapsed: 13:50:45 Gen_loss: 3.112 Dis_loss: 0.261 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:32:02 > Step: 142200 Progress: 71.1% Elapsed: 13:51:14 Gen_loss: 4.891 Dis_loss: 0.4149 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:32:31 > Step: 142300 Progress: 71.2% Elapsed: 13:51:43 Gen_loss: 2.972 Dis_loss: 0.3202 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:33:00 > Step: 142400 Progress: 71.2% Elapsed: 13:52:12 Gen_loss: 4.491 Dis_loss: 0.5713 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:33:29 > Step: 142500 Progress: 71.2% Elapsed: 13:52:42 Gen_loss: 4.215 Dis_loss: 0.4353 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:33:58 > Step: 142600 Progress: 71.3% Elapsed: 13:53:11 Gen_loss: 3.399 Dis_loss: 0.3966 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:34:28 > Step: 142700 Progress: 71.4% Elapsed: 13:53:40 Gen_loss: 1.847 Dis_loss: 0.4485 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:34:57 > Step: 142800 Progress: 71.4% Elapsed: 13:54:09 Gen_loss: 3.403 Dis_loss: 0.2274 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:35:26 > Step: 142900 Progress: 71.5% Elapsed: 13:54:38 Gen_loss: 3.638 Dis_loss: 0.6691 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:35:55 > Step: 143000 Progress: 71.5% Elapsed: 13:55:08 Gen_loss: 3.964 Dis_loss: 0.4422 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:36:24 > Step: 143100 Progress: 71.5% Elapsed: 13:55:37 Gen_loss: 3.924 Dis_loss: 0.3383 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:36:54 > Step: 143200 Progress: 71.6% Elapsed: 13:56:06 Gen_loss: 2.925 Dis_loss: 0.2575 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:37:23 > Step: 143300 Progress: 71.7% Elapsed: 13:56:35 Gen_loss: 3.328 Dis_loss: 0.2896 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:37:52 > Step: 143400 Progress: 71.7% Elapsed: 13:57:04 Gen_loss: 3.253 Dis_loss: 0.2553 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:38:21 > Step: 143500 Progress: 71.8% Elapsed: 13:57:34 Gen_loss: 2.649 Dis_loss: 0.4275 Cls_loss: N/A Topk: N/A ada_p: N/A
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[INFO] 2021-10-18 14:42:15 > Step: 144300 Progress: 72.2% Elapsed: 14:01:27 Gen_loss: 4.28 Dis_loss: 0.4364 Cls_loss: N/A Topk: N/A ada_p: N/A
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[INFO] 2021-10-18 14:43:14 > Step: 144500 Progress: 72.2% Elapsed: 14:02:26 Gen_loss: 2.567 Dis_loss: 0.2916 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:43:43 > Step: 144600 Progress: 72.3% Elapsed: 14:02:55 Gen_loss: 3.42 Dis_loss: 0.3148 Cls_loss: N/A Topk: N/A ada_p: N/A
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[INFO] 2021-10-18 14:46:09 > Step: 145100 Progress: 72.5% Elapsed: 14:05:21 Gen_loss: 3.68 Dis_loss: 0.3632 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:46:38 > Step: 145200 Progress: 72.6% Elapsed: 14:05:50 Gen_loss: 2.759 Dis_loss: 0.2188 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:47:07 > Step: 145300 Progress: 72.7% Elapsed: 14:06:20 Gen_loss: 2.774 Dis_loss: 0.3859 Cls_loss: N/A Topk: N/A ada_p: N/A
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[INFO] 2021-10-18 14:48:35 > Step: 145600 Progress: 72.8% Elapsed: 14:07:47 Gen_loss: 2.439 Dis_loss: 0.2807 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:49:04 > Step: 145700 Progress: 72.9% Elapsed: 14:08:17 Gen_loss: 3.051 Dis_loss: 0.4145 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:49:33 > Step: 145800 Progress: 72.9% Elapsed: 14:08:46 Gen_loss: 3.067 Dis_loss: 0.392 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:50:03 > Step: 145900 Progress: 73.0% Elapsed: 14:09:15 Gen_loss: 3.053 Dis_loss: 0.3488 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:50:32 > Step: 146000 Progress: 73.0% Elapsed: 14:09:44 Gen_loss: 1.926 Dis_loss: 0.4782 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:51:01 > Step: 146100 Progress: 73.0% Elapsed: 14:10:14 Gen_loss: 2.979 Dis_loss: 0.3711 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:51:30 > Step: 146200 Progress: 73.1% Elapsed: 14:10:43 Gen_loss: 3.887 Dis_loss: 0.4035 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:52:00 > Step: 146300 Progress: 73.2% Elapsed: 14:11:12 Gen_loss: 2.665 Dis_loss: 0.4728 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:52:29 > Step: 146400 Progress: 73.2% Elapsed: 14:11:41 Gen_loss: 2.927 Dis_loss: 0.325 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:52:58 > Step: 146500 Progress: 73.2% Elapsed: 14:12:10 Gen_loss: 2.46 Dis_loss: 0.3804 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:53:27 > Step: 146600 Progress: 73.3% Elapsed: 14:12:40 Gen_loss: 3.551 Dis_loss: 0.2875 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:53:56 > Step: 146700 Progress: 73.4% Elapsed: 14:13:09 Gen_loss: 2.751 Dis_loss: 0.3496 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:54:26 > Step: 146800 Progress: 73.4% Elapsed: 14:13:38 Gen_loss: 2.684 Dis_loss: 0.2319 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:54:55 > Step: 146900 Progress: 73.5% Elapsed: 14:14:07 Gen_loss: 1.873 Dis_loss: 0.5573 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:55:24 > Step: 147000 Progress: 73.5% Elapsed: 14:14:37 Gen_loss: 3.629 Dis_loss: 0.2969 Cls_loss: N/A Topk: N/A ada_p: N/A
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[INFO] 2021-10-18 14:56:23 > Step: 147200 Progress: 73.6% Elapsed: 14:15:35 Gen_loss: 2.792 Dis_loss: 0.3733 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:56:52 > Step: 147300 Progress: 73.7% Elapsed: 14:16:04 Gen_loss: 3.41 Dis_loss: 0.3862 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:57:21 > Step: 147400 Progress: 73.7% Elapsed: 14:16:33 Gen_loss: 3.926 Dis_loss: 0.3882 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:57:50 > Step: 147500 Progress: 73.8% Elapsed: 14:17:03 Gen_loss: 2.686 Dis_loss: 0.3483 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:58:19 > Step: 147600 Progress: 73.8% Elapsed: 14:17:32 Gen_loss: 3.394 Dis_loss: 0.232 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:58:49 > Step: 147700 Progress: 73.9% Elapsed: 14:18:01 Gen_loss: 2.75 Dis_loss: 0.3589 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:59:18 > Step: 147800 Progress: 73.9% Elapsed: 14:18:30 Gen_loss: 3.302 Dis_loss: 0.3745 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 14:59:47 > Step: 147900 Progress: 74.0% Elapsed: 14:19:00 Gen_loss: 3.324 Dis_loss: 0.3781 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:00:16 > Step: 148000 Progress: 74.0% Elapsed: 14:19:29 Gen_loss: 2.821 Dis_loss: 0.3376 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:00:46 > Step: 148100 Progress: 74.1% Elapsed: 14:19:58 Gen_loss: 2.586 Dis_loss: 0.2672 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:01:15 > Step: 148200 Progress: 74.1% Elapsed: 14:20:27 Gen_loss: 2.718 Dis_loss: 0.2918 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:01:44 > Step: 148300 Progress: 74.2% Elapsed: 14:20:56 Gen_loss: 2.327 Dis_loss: 0.3656 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:02:13 > Step: 148400 Progress: 74.2% Elapsed: 14:21:26 Gen_loss: 3.852 Dis_loss: 0.3408 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:02:43 > Step: 148500 Progress: 74.2% Elapsed: 14:21:55 Gen_loss: 3.268 Dis_loss: 0.4454 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:03:12 > Step: 148600 Progress: 74.3% Elapsed: 14:22:24 Gen_loss: 3.72 Dis_loss: 0.3552 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:03:41 > Step: 148700 Progress: 74.4% Elapsed: 14:22:53 Gen_loss: 2.639 Dis_loss: 0.4873 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:04:10 > Step: 148800 Progress: 74.4% Elapsed: 14:23:23 Gen_loss: 4.047 Dis_loss: 0.4122 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:04:39 > Step: 148900 Progress: 74.5% Elapsed: 14:23:52 Gen_loss: 3.49 Dis_loss: 0.3484 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:05:09 > Step: 149000 Progress: 74.5% Elapsed: 14:24:21 Gen_loss: 2.774 Dis_loss: 0.3669 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:05:38 > Step: 149100 Progress: 74.6% Elapsed: 14:24:50 Gen_loss: 4.32 Dis_loss: 0.3956 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:06:07 > Step: 149200 Progress: 74.6% Elapsed: 14:25:20 Gen_loss: 2.294 Dis_loss: 0.3532 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:06:36 > Step: 149300 Progress: 74.7% Elapsed: 14:25:49 Gen_loss: 3.123 Dis_loss: 0.3762 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:07:06 > Step: 149400 Progress: 74.7% Elapsed: 14:26:18 Gen_loss: 2.304 Dis_loss: 0.3298 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:07:35 > Step: 149500 Progress: 74.8% Elapsed: 14:26:47 Gen_loss: 3.112 Dis_loss: 0.4099 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:08:04 > Step: 149600 Progress: 74.8% Elapsed: 14:27:16 Gen_loss: 4.369 Dis_loss: 0.3532 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:08:33 > Step: 149700 Progress: 74.9% Elapsed: 14:27:46 Gen_loss: 3.716 Dis_loss: 0.3044 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:09:03 > Step: 149800 Progress: 74.9% Elapsed: 14:28:15 Gen_loss: 2.792 Dis_loss: 0.3673 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:09:32 > Step: 149900 Progress: 75.0% Elapsed: 14:28:44 Gen_loss: 2.896 Dis_loss: 0.3869 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:10:01 > Step: 150000 Progress: 75.0% Elapsed: 14:29:13 Gen_loss: 3.544 Dis_loss: 0.2944 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:10:01 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-18 15:10:01 > Save image canvas to save/figures/StyleGAN2-train-2021_10_18_00_40_38/generated_canvas_150000.png
[INFO] 2021-10-18 15:10:01 > Start Evaluation (150000 Step): StyleGAN2-train-2021_10_18_00_40_38
[INFO] 2021-10-18 15:10:01 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-18 15:11:26 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-18 15:12:53 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-18 15:19:57 > Inception score (Step: 150000, 50000 generated images): 10.08289623260498
[INFO] 2021-10-18 15:19:57 > FID score (Step: 150000, Using train moments): 3.9941546928289426
[INFO] 2021-10-18 15:19:57 > Improved Precision (Step: 150000, Using train images): 0.72488
[INFO] 2021-10-18 15:19:57 > Improved Recall (Step: 150000, Using train images): 0.66516
[INFO] 2021-10-18 15:19:57 > Density (Step: 150000, Using train images): 0.964964
[INFO] 2021-10-18 15:19:57 > Coverage (Step: 150000, Using train images): 0.8859
[INFO] 2021-10-18 15:19:57 > Best FID score (Step: 150000, Using train moments): 3.9941546928289426
[INFO] 2021-10-18 15:19:58 > Save model to save/checkpoints/StyleGAN2-train-2021_10_18_00_40_38
[INFO] 2021-10-18 15:20:27 > Step: 150100 Progress: 75.0% Elapsed: 14:39:40 Gen_loss: 3.23 Dis_loss: 0.2413 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:20:57 > Step: 150200 Progress: 75.1% Elapsed: 14:40:09 Gen_loss: 3.023 Dis_loss: 0.2849 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:21:26 > Step: 150300 Progress: 75.1% Elapsed: 14:40:38 Gen_loss: 3.168 Dis_loss: 0.2606 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:21:55 > Step: 150400 Progress: 75.2% Elapsed: 14:41:07 Gen_loss: 3.883 Dis_loss: 0.5034 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:22:24 > Step: 150500 Progress: 75.2% Elapsed: 14:41:37 Gen_loss: 3.401 Dis_loss: 0.4897 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:22:53 > Step: 150600 Progress: 75.3% Elapsed: 14:42:06 Gen_loss: 2.63 Dis_loss: 0.4917 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:23:23 > Step: 150700 Progress: 75.3% Elapsed: 14:42:35 Gen_loss: 3.897 Dis_loss: 0.4291 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:23:52 > Step: 150800 Progress: 75.4% Elapsed: 14:43:04 Gen_loss: 2.971 Dis_loss: 0.2417 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:24:21 > Step: 150900 Progress: 75.4% Elapsed: 14:43:34 Gen_loss: 3.198 Dis_loss: 0.2865 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:24:51 > Step: 151000 Progress: 75.5% Elapsed: 14:44:03 Gen_loss: 3.577 Dis_loss: 0.3203 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:25:20 > Step: 151100 Progress: 75.5% Elapsed: 14:44:32 Gen_loss: 3.633 Dis_loss: 0.2873 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:25:49 > Step: 151200 Progress: 75.6% Elapsed: 14:45:01 Gen_loss: 3.506 Dis_loss: 0.3937 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:26:18 > Step: 151300 Progress: 75.6% Elapsed: 14:45:31 Gen_loss: 2.494 Dis_loss: 0.6237 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:26:47 > Step: 151400 Progress: 75.7% Elapsed: 14:46:00 Gen_loss: 3.75 Dis_loss: 0.3714 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:27:17 > Step: 151500 Progress: 75.8% Elapsed: 14:46:29 Gen_loss: 4.06 Dis_loss: 0.3575 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:27:46 > Step: 151600 Progress: 75.8% Elapsed: 14:46:58 Gen_loss: 3.879 Dis_loss: 0.2565 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:28:15 > Step: 151700 Progress: 75.8% Elapsed: 14:47:28 Gen_loss: 3.15 Dis_loss: 0.2918 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:28:45 > Step: 151800 Progress: 75.9% Elapsed: 14:47:57 Gen_loss: 3.572 Dis_loss: 0.3681 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:29:14 > Step: 151900 Progress: 75.9% Elapsed: 14:48:26 Gen_loss: 3.231 Dis_loss: 0.2257 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:29:43 > Step: 152000 Progress: 76.0% Elapsed: 14:48:55 Gen_loss: 2.753 Dis_loss: 0.2759 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:30:12 > Step: 152100 Progress: 76.0% Elapsed: 14:49:25 Gen_loss: 2.801 Dis_loss: 0.3512 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:30:41 > Step: 152200 Progress: 76.1% Elapsed: 14:49:54 Gen_loss: 3.39 Dis_loss: 0.3424 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:31:11 > Step: 152300 Progress: 76.1% Elapsed: 14:50:23 Gen_loss: 4.016 Dis_loss: 0.2697 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:31:40 > Step: 152400 Progress: 76.2% Elapsed: 14:50:52 Gen_loss: 3.597 Dis_loss: 0.365 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:32:09 > Step: 152500 Progress: 76.2% Elapsed: 14:51:22 Gen_loss: 3.199 Dis_loss: 0.3069 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:32:39 > Step: 152600 Progress: 76.3% Elapsed: 14:51:51 Gen_loss: 2.88 Dis_loss: 0.402 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:33:08 > Step: 152700 Progress: 76.3% Elapsed: 14:52:20 Gen_loss: 3.77 Dis_loss: 0.2655 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:33:37 > Step: 152800 Progress: 76.4% Elapsed: 14:52:49 Gen_loss: 2.165 Dis_loss: 0.2515 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:34:06 > Step: 152900 Progress: 76.4% Elapsed: 14:53:19 Gen_loss: 3.22 Dis_loss: 0.3166 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:34:36 > Step: 153000 Progress: 76.5% Elapsed: 14:53:48 Gen_loss: 3.752 Dis_loss: 0.2722 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:35:05 > Step: 153100 Progress: 76.5% Elapsed: 14:54:17 Gen_loss: 2.358 Dis_loss: 0.313 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:35:34 > Step: 153200 Progress: 76.6% Elapsed: 14:54:46 Gen_loss: 3.19 Dis_loss: 0.2002 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:36:03 > Step: 153300 Progress: 76.6% Elapsed: 14:55:16 Gen_loss: 3.343 Dis_loss: 0.469 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:36:33 > Step: 153400 Progress: 76.7% Elapsed: 14:55:45 Gen_loss: 3.42 Dis_loss: 0.2752 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:37:02 > Step: 153500 Progress: 76.8% Elapsed: 14:56:14 Gen_loss: 2.931 Dis_loss: 0.4125 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:37:31 > Step: 153600 Progress: 76.8% Elapsed: 14:56:43 Gen_loss: 3.807 Dis_loss: 0.2941 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:38:00 > Step: 153700 Progress: 76.8% Elapsed: 14:57:13 Gen_loss: 3.005 Dis_loss: 0.2447 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:38:29 > Step: 153800 Progress: 76.9% Elapsed: 14:57:42 Gen_loss: 3.719 Dis_loss: 0.3466 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:38:59 > Step: 153900 Progress: 77.0% Elapsed: 14:58:11 Gen_loss: 3.71 Dis_loss: 0.309 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:39:28 > Step: 154000 Progress: 77.0% Elapsed: 14:58:40 Gen_loss: 3.705 Dis_loss: 0.4027 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:39:57 > Step: 154100 Progress: 77.0% Elapsed: 14:59:10 Gen_loss: 2.848 Dis_loss: 0.3433 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:40:26 > Step: 154200 Progress: 77.1% Elapsed: 14:59:39 Gen_loss: 3.61 Dis_loss: 0.3798 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:40:56 > Step: 154300 Progress: 77.1% Elapsed: 15:00:08 Gen_loss: 3.11 Dis_loss: 0.3214 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:41:25 > Step: 154400 Progress: 77.2% Elapsed: 15:00:37 Gen_loss: 3.093 Dis_loss: 0.3133 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:41:54 > Step: 154500 Progress: 77.2% Elapsed: 15:01:06 Gen_loss: 3.124 Dis_loss: 0.2294 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:42:23 > Step: 154600 Progress: 77.3% Elapsed: 15:01:36 Gen_loss: 3.995 Dis_loss: 0.4516 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:42:53 > Step: 154700 Progress: 77.3% Elapsed: 15:02:05 Gen_loss: 4.485 Dis_loss: 0.4229 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:43:22 > Step: 154800 Progress: 77.4% Elapsed: 15:02:34 Gen_loss: 3.643 Dis_loss: 0.4831 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:43:51 > Step: 154900 Progress: 77.5% Elapsed: 15:03:03 Gen_loss: 3.402 Dis_loss: 0.2415 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:44:20 > Step: 155000 Progress: 77.5% Elapsed: 15:03:33 Gen_loss: 3.084 Dis_loss: 0.4876 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:44:49 > Step: 155100 Progress: 77.5% Elapsed: 15:04:02 Gen_loss: 3.941 Dis_loss: 0.3768 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:45:19 > Step: 155200 Progress: 77.6% Elapsed: 15:04:31 Gen_loss: 4.327 Dis_loss: 0.3476 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:45:48 > Step: 155300 Progress: 77.6% Elapsed: 15:05:00 Gen_loss: 2.837 Dis_loss: 0.2649 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:46:17 > Step: 155400 Progress: 77.7% Elapsed: 15:05:29 Gen_loss: 3.52 Dis_loss: 0.2669 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:46:46 > Step: 155500 Progress: 77.8% Elapsed: 15:05:59 Gen_loss: 3.364 Dis_loss: 0.286 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:47:16 > Step: 155600 Progress: 77.8% Elapsed: 15:06:28 Gen_loss: 3.549 Dis_loss: 0.233 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:47:45 > Step: 155700 Progress: 77.8% Elapsed: 15:06:57 Gen_loss: 3.147 Dis_loss: 0.3791 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:48:14 > Step: 155800 Progress: 77.9% Elapsed: 15:07:26 Gen_loss: 3.812 Dis_loss: 0.4157 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:48:43 > Step: 155900 Progress: 78.0% Elapsed: 15:07:56 Gen_loss: 3.21 Dis_loss: 0.3193 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:49:12 > Step: 156000 Progress: 78.0% Elapsed: 15:08:25 Gen_loss: 3.264 Dis_loss: 0.3278 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:49:42 > Step: 156100 Progress: 78.0% Elapsed: 15:08:54 Gen_loss: 2.508 Dis_loss: 0.4409 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:50:11 > Step: 156200 Progress: 78.1% Elapsed: 15:09:23 Gen_loss: 3.314 Dis_loss: 0.2395 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:50:40 > Step: 156300 Progress: 78.1% Elapsed: 15:09:53 Gen_loss: 4.699 Dis_loss: 0.4434 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:51:09 > Step: 156400 Progress: 78.2% Elapsed: 15:10:22 Gen_loss: 3.246 Dis_loss: 0.3155 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:51:39 > Step: 156500 Progress: 78.2% Elapsed: 15:10:51 Gen_loss: 3.654 Dis_loss: 0.2761 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:52:08 > Step: 156600 Progress: 78.3% Elapsed: 15:11:20 Gen_loss: 2.25 Dis_loss: 0.303 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:52:37 > Step: 156700 Progress: 78.3% Elapsed: 15:11:49 Gen_loss: 2.375 Dis_loss: 0.3317 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:53:06 > Step: 156800 Progress: 78.4% Elapsed: 15:12:19 Gen_loss: 3.027 Dis_loss: 0.3455 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:53:36 > Step: 156900 Progress: 78.5% Elapsed: 15:12:48 Gen_loss: 2.415 Dis_loss: 0.2652 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:54:05 > Step: 157000 Progress: 78.5% Elapsed: 15:13:17 Gen_loss: 3.344 Dis_loss: 0.2824 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:54:34 > Step: 157100 Progress: 78.5% Elapsed: 15:13:46 Gen_loss: 2.268 Dis_loss: 0.3576 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:55:03 > Step: 157200 Progress: 78.6% Elapsed: 15:14:16 Gen_loss: 2.247 Dis_loss: 0.7007 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:55:33 > Step: 157300 Progress: 78.6% Elapsed: 15:14:45 Gen_loss: 2.905 Dis_loss: 0.3754 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:56:02 > Step: 157400 Progress: 78.7% Elapsed: 15:15:14 Gen_loss: 3.216 Dis_loss: 0.2616 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:56:31 > Step: 157500 Progress: 78.8% Elapsed: 15:15:43 Gen_loss: 3.081 Dis_loss: 0.2792 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:57:00 > Step: 157600 Progress: 78.8% Elapsed: 15:16:12 Gen_loss: 2.906 Dis_loss: 0.3196 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:57:29 > Step: 157700 Progress: 78.8% Elapsed: 15:16:42 Gen_loss: 2.73 Dis_loss: 0.2953 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:57:59 > Step: 157800 Progress: 78.9% Elapsed: 15:17:11 Gen_loss: 3.182 Dis_loss: 0.2215 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:58:28 > Step: 157900 Progress: 79.0% Elapsed: 15:17:40 Gen_loss: 2.946 Dis_loss: 0.2876 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:58:57 > Step: 158000 Progress: 79.0% Elapsed: 15:18:09 Gen_loss: 2.988 Dis_loss: 0.2757 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:59:26 > Step: 158100 Progress: 79.0% Elapsed: 15:18:39 Gen_loss: 3.125 Dis_loss: 0.3759 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 15:59:56 > Step: 158200 Progress: 79.1% Elapsed: 15:19:08 Gen_loss: 3.046 Dis_loss: 0.2945 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:00:25 > Step: 158300 Progress: 79.1% Elapsed: 15:19:37 Gen_loss: 3.695 Dis_loss: 0.3032 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:00:54 > Step: 158400 Progress: 79.2% Elapsed: 15:20:06 Gen_loss: 3.901 Dis_loss: 0.4269 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:01:23 > Step: 158500 Progress: 79.2% Elapsed: 15:20:36 Gen_loss: 2.991 Dis_loss: 0.3364 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:01:52 > Step: 158600 Progress: 79.3% Elapsed: 15:21:05 Gen_loss: 3.95 Dis_loss: 0.2684 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:02:22 > Step: 158700 Progress: 79.3% Elapsed: 15:21:34 Gen_loss: 3.869 Dis_loss: 0.3379 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:02:51 > Step: 158800 Progress: 79.4% Elapsed: 15:22:03 Gen_loss: 3.807 Dis_loss: 0.2849 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:03:20 > Step: 158900 Progress: 79.5% Elapsed: 15:22:32 Gen_loss: 3.822 Dis_loss: 0.2702 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:03:49 > Step: 159000 Progress: 79.5% Elapsed: 15:23:02 Gen_loss: 2.87 Dis_loss: 0.3224 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:04:18 > Step: 159100 Progress: 79.5% Elapsed: 15:23:31 Gen_loss: 4.272 Dis_loss: 0.3221 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:04:48 > Step: 159200 Progress: 79.6% Elapsed: 15:24:00 Gen_loss: 3.668 Dis_loss: 0.2304 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:05:17 > Step: 159300 Progress: 79.7% Elapsed: 15:24:29 Gen_loss: 3.334 Dis_loss: 0.2915 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:05:46 > Step: 159400 Progress: 79.7% Elapsed: 15:24:59 Gen_loss: 3.478 Dis_loss: 0.453 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:06:15 > Step: 159500 Progress: 79.8% Elapsed: 15:25:28 Gen_loss: 3.683 Dis_loss: 0.3093 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:06:45 > Step: 159600 Progress: 79.8% Elapsed: 15:25:57 Gen_loss: 3.492 Dis_loss: 0.2377 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:07:14 > Step: 159700 Progress: 79.8% Elapsed: 15:26:26 Gen_loss: 2.788 Dis_loss: 0.3436 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:07:43 > Step: 159800 Progress: 79.9% Elapsed: 15:26:55 Gen_loss: 3.136 Dis_loss: 0.3737 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:08:12 > Step: 159900 Progress: 80.0% Elapsed: 15:27:25 Gen_loss: 4.232 Dis_loss: 0.2394 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:08:41 > Step: 160000 Progress: 80.0% Elapsed: 15:27:54 Gen_loss: 2.351 Dis_loss: 0.3574 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:08:41 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-18 16:08:42 > Save image canvas to save/figures/StyleGAN2-train-2021_10_18_00_40_38/generated_canvas_160000.png
[INFO] 2021-10-18 16:08:42 > Start Evaluation (160000 Step): StyleGAN2-train-2021_10_18_00_40_38
[INFO] 2021-10-18 16:08:42 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-18 16:10:06 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-18 16:11:33 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-18 16:18:34 > Inception score (Step: 160000, 50000 generated images): 10.116397857666016
[INFO] 2021-10-18 16:18:34 > FID score (Step: 160000, Using train moments): 3.8879298521775922
[INFO] 2021-10-18 16:18:34 > Improved Precision (Step: 160000, Using train images): 0.72928
[INFO] 2021-10-18 16:18:34 > Improved Recall (Step: 160000, Using train images): 0.6635
[INFO] 2021-10-18 16:18:34 > Density (Step: 160000, Using train images): 0.9733200000000001
[INFO] 2021-10-18 16:18:34 > Coverage (Step: 160000, Using train images): 0.88884
[INFO] 2021-10-18 16:18:34 > Best FID score (Step: 160000, Using train moments): 3.8879298521775922
[INFO] 2021-10-18 16:18:35 > Save model to save/checkpoints/StyleGAN2-train-2021_10_18_00_40_38
[INFO] 2021-10-18 16:19:04 > Step: 160100 Progress: 80.0% Elapsed: 15:38:17 Gen_loss: 3.029 Dis_loss: 0.2246 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:19:34 > Step: 160200 Progress: 80.1% Elapsed: 15:38:46 Gen_loss: 4.18 Dis_loss: 0.3295 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:20:03 > Step: 160300 Progress: 80.2% Elapsed: 15:39:15 Gen_loss: 2.309 Dis_loss: 0.441 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:20:32 > Step: 160400 Progress: 80.2% Elapsed: 15:39:45 Gen_loss: 3.422 Dis_loss: 0.2594 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:21:01 > Step: 160500 Progress: 80.2% Elapsed: 15:40:14 Gen_loss: 3.841 Dis_loss: 0.4252 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:21:31 > Step: 160600 Progress: 80.3% Elapsed: 15:40:43 Gen_loss: 3.867 Dis_loss: 0.3981 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:22:00 > Step: 160700 Progress: 80.3% Elapsed: 15:41:12 Gen_loss: 3.349 Dis_loss: 0.3534 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:22:29 > Step: 160800 Progress: 80.4% Elapsed: 15:41:41 Gen_loss: 3.229 Dis_loss: 0.334 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:22:58 > Step: 160900 Progress: 80.5% Elapsed: 15:42:11 Gen_loss: 3.276 Dis_loss: 0.2478 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:23:28 > Step: 161000 Progress: 80.5% Elapsed: 15:42:40 Gen_loss: 2.743 Dis_loss: 0.1985 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:23:57 > Step: 161100 Progress: 80.5% Elapsed: 15:43:09 Gen_loss: 3.668 Dis_loss: 0.299 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:24:26 > Step: 161200 Progress: 80.6% Elapsed: 15:43:39 Gen_loss: 2.975 Dis_loss: 0.2624 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:24:55 > Step: 161300 Progress: 80.7% Elapsed: 15:44:08 Gen_loss: 2.49 Dis_loss: 0.3036 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:25:25 > Step: 161400 Progress: 80.7% Elapsed: 15:44:37 Gen_loss: 4.616 Dis_loss: 0.4118 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:25:54 > Step: 161500 Progress: 80.8% Elapsed: 15:45:06 Gen_loss: 3.38 Dis_loss: 0.2704 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:26:23 > Step: 161600 Progress: 80.8% Elapsed: 15:45:35 Gen_loss: 2.772 Dis_loss: 0.2519 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:26:52 > Step: 161700 Progress: 80.8% Elapsed: 15:46:05 Gen_loss: 4.011 Dis_loss: 0.3166 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:27:22 > Step: 161800 Progress: 80.9% Elapsed: 15:46:34 Gen_loss: 3.776 Dis_loss: 0.3354 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:27:51 > Step: 161900 Progress: 81.0% Elapsed: 15:47:03 Gen_loss: 3.642 Dis_loss: 0.3409 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:28:20 > Step: 162000 Progress: 81.0% Elapsed: 15:47:32 Gen_loss: 3.42 Dis_loss: 0.3096 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:28:49 > Step: 162100 Progress: 81.0% Elapsed: 15:48:02 Gen_loss: 3.128 Dis_loss: 0.227 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:29:18 > Step: 162200 Progress: 81.1% Elapsed: 15:48:31 Gen_loss: 2.841 Dis_loss: 0.2668 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:29:48 > Step: 162300 Progress: 81.2% Elapsed: 15:49:00 Gen_loss: 3.82 Dis_loss: 0.3086 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:30:17 > Step: 162400 Progress: 81.2% Elapsed: 15:49:29 Gen_loss: 3.095 Dis_loss: 0.4213 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:30:46 > Step: 162500 Progress: 81.2% Elapsed: 15:49:59 Gen_loss: 4.377 Dis_loss: 0.263 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:31:15 > Step: 162600 Progress: 81.3% Elapsed: 15:50:28 Gen_loss: 4.339 Dis_loss: 0.3956 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:31:45 > Step: 162700 Progress: 81.3% Elapsed: 15:50:57 Gen_loss: 3.993 Dis_loss: 0.2334 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:32:14 > Step: 162800 Progress: 81.4% Elapsed: 15:51:26 Gen_loss: 2.678 Dis_loss: 0.4108 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:32:43 > Step: 162900 Progress: 81.5% Elapsed: 15:51:55 Gen_loss: 3.04 Dis_loss: 0.2922 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:33:12 > Step: 163000 Progress: 81.5% Elapsed: 15:52:25 Gen_loss: 3.559 Dis_loss: 0.4212 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:33:41 > Step: 163100 Progress: 81.5% Elapsed: 15:52:54 Gen_loss: 3.692 Dis_loss: 0.3495 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:34:11 > Step: 163200 Progress: 81.6% Elapsed: 15:53:23 Gen_loss: 3.992 Dis_loss: 0.4638 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:34:40 > Step: 163300 Progress: 81.7% Elapsed: 15:53:52 Gen_loss: 2.948 Dis_loss: 0.4302 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:35:09 > Step: 163400 Progress: 81.7% Elapsed: 15:54:22 Gen_loss: 2.792 Dis_loss: 0.2459 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:35:38 > Step: 163500 Progress: 81.8% Elapsed: 15:54:51 Gen_loss: 2.564 Dis_loss: 0.3728 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:36:08 > Step: 163600 Progress: 81.8% Elapsed: 15:55:20 Gen_loss: 4.199 Dis_loss: 0.3058 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:36:37 > Step: 163700 Progress: 81.8% Elapsed: 15:55:49 Gen_loss: 3.322 Dis_loss: 0.3102 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:37:06 > Step: 163800 Progress: 81.9% Elapsed: 15:56:18 Gen_loss: 3.434 Dis_loss: 0.2192 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:37:35 > Step: 163900 Progress: 82.0% Elapsed: 15:56:48 Gen_loss: 3.513 Dis_loss: 0.3308 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:38:04 > Step: 164000 Progress: 82.0% Elapsed: 15:57:17 Gen_loss: 4.245 Dis_loss: 0.2716 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:38:34 > Step: 164100 Progress: 82.0% Elapsed: 15:57:46 Gen_loss: 3.476 Dis_loss: 0.4616 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:39:03 > Step: 164200 Progress: 82.1% Elapsed: 15:58:15 Gen_loss: 3.744 Dis_loss: 0.2775 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:39:32 > Step: 164300 Progress: 82.2% Elapsed: 15:58:45 Gen_loss: 3.103 Dis_loss: 0.1804 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:40:01 > Step: 164400 Progress: 82.2% Elapsed: 15:59:14 Gen_loss: 3.183 Dis_loss: 0.3523 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:40:31 > Step: 164500 Progress: 82.2% Elapsed: 15:59:43 Gen_loss: 3.162 Dis_loss: 0.3502 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:41:00 > Step: 164600 Progress: 82.3% Elapsed: 16:00:12 Gen_loss: 3.24 Dis_loss: 0.2607 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:41:29 > Step: 164700 Progress: 82.3% Elapsed: 16:00:41 Gen_loss: 2.981 Dis_loss: 0.3168 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:41:58 > Step: 164800 Progress: 82.4% Elapsed: 16:01:11 Gen_loss: 3.571 Dis_loss: 0.2235 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:42:28 > Step: 164900 Progress: 82.5% Elapsed: 16:01:40 Gen_loss: 3.769 Dis_loss: 0.4217 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:42:57 > Step: 165000 Progress: 82.5% Elapsed: 16:02:09 Gen_loss: 3.774 Dis_loss: 0.2978 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:43:26 > Step: 165100 Progress: 82.5% Elapsed: 16:02:38 Gen_loss: 2.389 Dis_loss: 0.4978 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:43:55 > Step: 165200 Progress: 82.6% Elapsed: 16:03:08 Gen_loss: 4.521 Dis_loss: 0.2636 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:44:24 > Step: 165300 Progress: 82.7% Elapsed: 16:03:37 Gen_loss: 3.527 Dis_loss: 0.3226 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:44:54 > Step: 165400 Progress: 82.7% Elapsed: 16:04:06 Gen_loss: 2.913 Dis_loss: 0.2976 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:45:23 > Step: 165500 Progress: 82.8% Elapsed: 16:04:35 Gen_loss: 3.044 Dis_loss: 0.2056 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:45:52 > Step: 165600 Progress: 82.8% Elapsed: 16:05:04 Gen_loss: 3.739 Dis_loss: 0.2596 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:46:21 > Step: 165700 Progress: 82.8% Elapsed: 16:05:34 Gen_loss: 3.408 Dis_loss: 0.3205 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:46:51 > Step: 165800 Progress: 82.9% Elapsed: 16:06:03 Gen_loss: 4.004 Dis_loss: 0.3263 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:47:20 > Step: 165900 Progress: 83.0% Elapsed: 16:06:32 Gen_loss: 3.757 Dis_loss: 0.4504 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:47:49 > Step: 166000 Progress: 83.0% Elapsed: 16:07:01 Gen_loss: 4.951 Dis_loss: 0.322 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:48:18 > Step: 166100 Progress: 83.0% Elapsed: 16:07:31 Gen_loss: 4.307 Dis_loss: 0.3032 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:48:47 > Step: 166200 Progress: 83.1% Elapsed: 16:08:00 Gen_loss: 4.209 Dis_loss: 0.37 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:49:17 > Step: 166300 Progress: 83.2% Elapsed: 16:08:29 Gen_loss: 3.085 Dis_loss: 0.3087 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:49:46 > Step: 166400 Progress: 83.2% Elapsed: 16:08:58 Gen_loss: 3.095 Dis_loss: 0.341 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:50:15 > Step: 166500 Progress: 83.2% Elapsed: 16:09:28 Gen_loss: 2.603 Dis_loss: 0.409 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:50:44 > Step: 166600 Progress: 83.3% Elapsed: 16:09:57 Gen_loss: 4.194 Dis_loss: 0.4912 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:51:14 > Step: 166700 Progress: 83.4% Elapsed: 16:10:26 Gen_loss: 3.803 Dis_loss: 0.2945 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:51:43 > Step: 166800 Progress: 83.4% Elapsed: 16:10:55 Gen_loss: 3.146 Dis_loss: 0.2147 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:52:12 > Step: 166900 Progress: 83.5% Elapsed: 16:11:24 Gen_loss: 3.164 Dis_loss: 0.2195 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:52:41 > Step: 167000 Progress: 83.5% Elapsed: 16:11:54 Gen_loss: 2.994 Dis_loss: 0.2749 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:53:10 > Step: 167100 Progress: 83.5% Elapsed: 16:12:23 Gen_loss: 3.093 Dis_loss: 0.3264 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:53:40 > Step: 167200 Progress: 83.6% Elapsed: 16:12:52 Gen_loss: 2.557 Dis_loss: 0.3358 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:54:09 > Step: 167300 Progress: 83.7% Elapsed: 16:13:21 Gen_loss: 3.679 Dis_loss: 0.2595 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:54:38 > Step: 167400 Progress: 83.7% Elapsed: 16:13:51 Gen_loss: 3.412 Dis_loss: 0.3082 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:55:07 > Step: 167500 Progress: 83.8% Elapsed: 16:14:20 Gen_loss: 3.583 Dis_loss: 0.1918 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:55:36 > Step: 167600 Progress: 83.8% Elapsed: 16:14:49 Gen_loss: 3.69 Dis_loss: 0.334 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:56:06 > Step: 167700 Progress: 83.9% Elapsed: 16:15:18 Gen_loss: 3.146 Dis_loss: 0.2277 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:56:35 > Step: 167800 Progress: 83.9% Elapsed: 16:15:47 Gen_loss: 2.827 Dis_loss: 0.3964 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:57:04 > Step: 167900 Progress: 84.0% Elapsed: 16:16:17 Gen_loss: 2.077 Dis_loss: 0.4481 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:57:33 > Step: 168000 Progress: 84.0% Elapsed: 16:16:46 Gen_loss: 4.09 Dis_loss: 0.3222 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:58:03 > Step: 168100 Progress: 84.0% Elapsed: 16:17:15 Gen_loss: 3.299 Dis_loss: 0.2968 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:58:32 > Step: 168200 Progress: 84.1% Elapsed: 16:17:44 Gen_loss: 2.962 Dis_loss: 0.2949 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:59:01 > Step: 168300 Progress: 84.2% Elapsed: 16:18:13 Gen_loss: 4.202 Dis_loss: 0.3404 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 16:59:30 > Step: 168400 Progress: 84.2% Elapsed: 16:18:43 Gen_loss: 3.251 Dis_loss: 0.2548 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:00:00 > Step: 168500 Progress: 84.2% Elapsed: 16:19:12 Gen_loss: 3.751 Dis_loss: 0.3506 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:00:29 > Step: 168600 Progress: 84.3% Elapsed: 16:19:41 Gen_loss: 2.403 Dis_loss: 0.5532 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:00:58 > Step: 168700 Progress: 84.4% Elapsed: 16:20:10 Gen_loss: 3.976 Dis_loss: 0.2549 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:01:27 > Step: 168800 Progress: 84.4% Elapsed: 16:20:40 Gen_loss: 4.156 Dis_loss: 0.3418 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:01:57 > Step: 168900 Progress: 84.5% Elapsed: 16:21:09 Gen_loss: 2.538 Dis_loss: 0.3281 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:02:26 > Step: 169000 Progress: 84.5% Elapsed: 16:21:38 Gen_loss: 4.466 Dis_loss: 0.5366 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:02:55 > Step: 169100 Progress: 84.5% Elapsed: 16:22:07 Gen_loss: 4.387 Dis_loss: 0.3125 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:03:24 > Step: 169200 Progress: 84.6% Elapsed: 16:22:37 Gen_loss: 3.539 Dis_loss: 0.2572 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:03:53 > Step: 169300 Progress: 84.7% Elapsed: 16:23:06 Gen_loss: 3.332 Dis_loss: 0.4395 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:04:23 > Step: 169400 Progress: 84.7% Elapsed: 16:23:35 Gen_loss: 4.378 Dis_loss: 0.5054 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:04:52 > Step: 169500 Progress: 84.8% Elapsed: 16:24:04 Gen_loss: 3.259 Dis_loss: 0.3483 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:05:21 > Step: 169600 Progress: 84.8% Elapsed: 16:24:33 Gen_loss: 4.442 Dis_loss: 0.235 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:05:50 > Step: 169700 Progress: 84.9% Elapsed: 16:25:03 Gen_loss: 4.18 Dis_loss: 0.1842 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:06:20 > Step: 169800 Progress: 84.9% Elapsed: 16:25:32 Gen_loss: 2.883 Dis_loss: 0.3448 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:06:49 > Step: 169900 Progress: 85.0% Elapsed: 16:26:01 Gen_loss: 3.572 Dis_loss: 0.2374 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:07:18 > Step: 170000 Progress: 85.0% Elapsed: 16:26:30 Gen_loss: 3.733 Dis_loss: 0.3748 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:07:18 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-18 17:07:18 > Save image canvas to save/figures/StyleGAN2-train-2021_10_18_00_40_38/generated_canvas_170000.png
[INFO] 2021-10-18 17:07:18 > Start Evaluation (170000 Step): StyleGAN2-train-2021_10_18_00_40_38
[INFO] 2021-10-18 17:07:18 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-18 17:08:42 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-18 17:10:10 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-18 17:17:14 > Inception score (Step: 170000, 50000 generated images): 10.13134479522705
[INFO] 2021-10-18 17:17:14 > FID score (Step: 170000, Using train moments): 3.8822559196304383
[INFO] 2021-10-18 17:17:14 > Improved Precision (Step: 170000, Using train images): 0.73064
[INFO] 2021-10-18 17:17:14 > Improved Recall (Step: 170000, Using train images): 0.66476
[INFO] 2021-10-18 17:17:14 > Density (Step: 170000, Using train images): 0.9875880000000001
[INFO] 2021-10-18 17:17:14 > Coverage (Step: 170000, Using train images): 0.89162
[INFO] 2021-10-18 17:17:14 > Best FID score (Step: 170000, Using train moments): 3.8822559196304383
[INFO] 2021-10-18 17:17:15 > Save model to save/checkpoints/StyleGAN2-train-2021_10_18_00_40_38
[INFO] 2021-10-18 17:17:44 > Step: 170100 Progress: 85.0% Elapsed: 16:36:57 Gen_loss: 3.565 Dis_loss: 0.2877 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:18:14 > Step: 170200 Progress: 85.1% Elapsed: 16:37:26 Gen_loss: 2.752 Dis_loss: 0.2496 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:18:43 > Step: 170300 Progress: 85.2% Elapsed: 16:37:55 Gen_loss: 3.481 Dis_loss: 0.4248 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:19:12 > Step: 170400 Progress: 85.2% Elapsed: 16:38:24 Gen_loss: 3.146 Dis_loss: 0.2969 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:19:41 > Step: 170500 Progress: 85.2% Elapsed: 16:38:54 Gen_loss: 4.046 Dis_loss: 0.3002 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:20:11 > Step: 170600 Progress: 85.3% Elapsed: 16:39:23 Gen_loss: 2.813 Dis_loss: 0.4136 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:20:40 > Step: 170700 Progress: 85.4% Elapsed: 16:39:52 Gen_loss: 3.616 Dis_loss: 0.2616 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:21:09 > Step: 170800 Progress: 85.4% Elapsed: 16:40:21 Gen_loss: 3.455 Dis_loss: 0.2464 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:21:38 > Step: 170900 Progress: 85.5% Elapsed: 16:40:51 Gen_loss: 3.562 Dis_loss: 0.2869 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:22:07 > Step: 171000 Progress: 85.5% Elapsed: 16:41:20 Gen_loss: 2.89 Dis_loss: 0.3013 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:22:37 > Step: 171100 Progress: 85.5% Elapsed: 16:41:49 Gen_loss: 3.438 Dis_loss: 0.2128 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:23:06 > Step: 171200 Progress: 85.6% Elapsed: 16:42:18 Gen_loss: 2.468 Dis_loss: 0.5925 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:23:35 > Step: 171300 Progress: 85.7% Elapsed: 16:42:48 Gen_loss: 3.832 Dis_loss: 0.2602 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:24:05 > Step: 171400 Progress: 85.7% Elapsed: 16:43:17 Gen_loss: 3.296 Dis_loss: 0.264 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:24:34 > Step: 171500 Progress: 85.8% Elapsed: 16:43:46 Gen_loss: 4.358 Dis_loss: 0.4788 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:25:03 > Step: 171600 Progress: 85.8% Elapsed: 16:44:15 Gen_loss: 3.984 Dis_loss: 0.2676 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:25:32 > Step: 171700 Progress: 85.9% Elapsed: 16:44:44 Gen_loss: 3.015 Dis_loss: 0.2402 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:26:01 > Step: 171800 Progress: 85.9% Elapsed: 16:45:14 Gen_loss: 2.598 Dis_loss: 0.4086 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:26:31 > Step: 171900 Progress: 86.0% Elapsed: 16:45:43 Gen_loss: 3.339 Dis_loss: 0.3748 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:27:00 > Step: 172000 Progress: 86.0% Elapsed: 16:46:12 Gen_loss: 3.13 Dis_loss: 0.2721 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:27:29 > Step: 172100 Progress: 86.1% Elapsed: 16:46:41 Gen_loss: 3.116 Dis_loss: 0.3375 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:27:58 > Step: 172200 Progress: 86.1% Elapsed: 16:47:11 Gen_loss: 3.262 Dis_loss: 0.2021 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:28:27 > Step: 172300 Progress: 86.2% Elapsed: 16:47:40 Gen_loss: 4.19 Dis_loss: 0.187 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:28:57 > Step: 172400 Progress: 86.2% Elapsed: 16:48:09 Gen_loss: 3.774 Dis_loss: 0.2844 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:29:26 > Step: 172500 Progress: 86.2% Elapsed: 16:48:38 Gen_loss: 3.095 Dis_loss: 0.2579 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:29:55 > Step: 172600 Progress: 86.3% Elapsed: 16:49:07 Gen_loss: 3.729 Dis_loss: 0.3689 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:30:24 > Step: 172700 Progress: 86.4% Elapsed: 16:49:37 Gen_loss: 3.507 Dis_loss: 0.2414 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:30:54 > Step: 172800 Progress: 86.4% Elapsed: 16:50:06 Gen_loss: 3.75 Dis_loss: 0.2293 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:31:23 > Step: 172900 Progress: 86.5% Elapsed: 16:50:35 Gen_loss: 2.733 Dis_loss: 0.2947 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:31:52 > Step: 173000 Progress: 86.5% Elapsed: 16:51:04 Gen_loss: 3.388 Dis_loss: 0.3368 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:32:21 > Step: 173100 Progress: 86.6% Elapsed: 16:51:34 Gen_loss: 3.2 Dis_loss: 0.3351 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:32:50 > Step: 173200 Progress: 86.6% Elapsed: 16:52:03 Gen_loss: 5.079 Dis_loss: 0.4934 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:33:20 > Step: 173300 Progress: 86.7% Elapsed: 16:52:32 Gen_loss: 3.597 Dis_loss: 0.3656 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:33:49 > Step: 173400 Progress: 86.7% Elapsed: 16:53:01 Gen_loss: 3.366 Dis_loss: 0.2472 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:34:18 > Step: 173500 Progress: 86.8% Elapsed: 16:53:31 Gen_loss: 4.28 Dis_loss: 0.3578 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:34:47 > Step: 173600 Progress: 86.8% Elapsed: 16:54:00 Gen_loss: 2.679 Dis_loss: 0.3667 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:35:17 > Step: 173700 Progress: 86.9% Elapsed: 16:54:29 Gen_loss: 3.721 Dis_loss: 0.2091 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:35:46 > Step: 173800 Progress: 86.9% Elapsed: 16:54:58 Gen_loss: 4.005 Dis_loss: 0.4799 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:36:15 > Step: 173900 Progress: 87.0% Elapsed: 16:55:27 Gen_loss: 2.439 Dis_loss: 0.3199 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:36:44 > Step: 174000 Progress: 87.0% Elapsed: 16:55:57 Gen_loss: 3.06 Dis_loss: 0.3351 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:37:13 > Step: 174100 Progress: 87.1% Elapsed: 16:56:26 Gen_loss: 3.01 Dis_loss: 0.3984 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:37:43 > Step: 174200 Progress: 87.1% Elapsed: 16:56:55 Gen_loss: 4.155 Dis_loss: 0.2336 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:38:12 > Step: 174300 Progress: 87.2% Elapsed: 16:57:24 Gen_loss: 3.67 Dis_loss: 0.2438 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:38:41 > Step: 174400 Progress: 87.2% Elapsed: 16:57:53 Gen_loss: 3.869 Dis_loss: 0.3431 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:39:10 > Step: 174500 Progress: 87.2% Elapsed: 16:58:23 Gen_loss: 2.726 Dis_loss: 0.3383 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:39:40 > Step: 174600 Progress: 87.3% Elapsed: 16:58:52 Gen_loss: 3.666 Dis_loss: 0.278 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:40:09 > Step: 174700 Progress: 87.4% Elapsed: 16:59:21 Gen_loss: 3.412 Dis_loss: 0.4101 Cls_loss: N/A Topk: N/A ada_p: N/A
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[INFO] 2021-10-18 17:41:07 > Step: 174900 Progress: 87.5% Elapsed: 17:00:20 Gen_loss: 3.188 Dis_loss: 0.2116 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:41:37 > Step: 175000 Progress: 87.5% Elapsed: 17:00:49 Gen_loss: 3.139 Dis_loss: 0.2982 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:42:06 > Step: 175100 Progress: 87.5% Elapsed: 17:01:18 Gen_loss: 2.444 Dis_loss: 0.2783 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:42:35 > Step: 175200 Progress: 87.6% Elapsed: 17:01:47 Gen_loss: 2.778 Dis_loss: 0.2824 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:43:04 > Step: 175300 Progress: 87.6% Elapsed: 17:02:17 Gen_loss: 3.297 Dis_loss: 0.3124 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:43:33 > Step: 175400 Progress: 87.7% Elapsed: 17:02:46 Gen_loss: 1.76 Dis_loss: 0.5776 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:44:03 > Step: 175500 Progress: 87.8% Elapsed: 17:03:15 Gen_loss: 3.53 Dis_loss: 0.2768 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:44:32 > Step: 175600 Progress: 87.8% Elapsed: 17:03:44 Gen_loss: 2.745 Dis_loss: 0.2942 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:45:01 > Step: 175700 Progress: 87.8% Elapsed: 17:04:13 Gen_loss: 3.757 Dis_loss: 0.3432 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:45:30 > Step: 175800 Progress: 87.9% Elapsed: 17:04:43 Gen_loss: 3.167 Dis_loss: 0.1886 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:46:00 > Step: 175900 Progress: 87.9% Elapsed: 17:05:12 Gen_loss: 3.18 Dis_loss: 0.2189 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:46:29 > Step: 176000 Progress: 88.0% Elapsed: 17:05:41 Gen_loss: 3.41 Dis_loss: 0.4385 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:46:58 > Step: 176100 Progress: 88.0% Elapsed: 17:06:10 Gen_loss: 5.08 Dis_loss: 0.2882 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:47:27 > Step: 176200 Progress: 88.1% Elapsed: 17:06:40 Gen_loss: 2.802 Dis_loss: 0.2993 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:47:56 > Step: 176300 Progress: 88.1% Elapsed: 17:07:09 Gen_loss: 3.475 Dis_loss: 0.1853 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:48:26 > Step: 176400 Progress: 88.2% Elapsed: 17:07:38 Gen_loss: 3.584 Dis_loss: 0.2583 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:48:55 > Step: 176500 Progress: 88.2% Elapsed: 17:08:07 Gen_loss: 3.407 Dis_loss: 0.2607 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:49:24 > Step: 176600 Progress: 88.3% Elapsed: 17:08:36 Gen_loss: 3.822 Dis_loss: 0.3678 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:49:53 > Step: 176700 Progress: 88.3% Elapsed: 17:09:06 Gen_loss: 3.209 Dis_loss: 0.2808 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:50:22 > Step: 176800 Progress: 88.4% Elapsed: 17:09:35 Gen_loss: 4.1 Dis_loss: 0.1717 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:50:52 > Step: 176900 Progress: 88.4% Elapsed: 17:10:04 Gen_loss: 3.088 Dis_loss: 0.349 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:51:21 > Step: 177000 Progress: 88.5% Elapsed: 17:10:33 Gen_loss: 3.092 Dis_loss: 0.3074 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:51:50 > Step: 177100 Progress: 88.5% Elapsed: 17:11:02 Gen_loss: 3.538 Dis_loss: 0.2518 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:52:19 > Step: 177200 Progress: 88.6% Elapsed: 17:11:32 Gen_loss: 2.844 Dis_loss: 0.1951 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:52:49 > Step: 177300 Progress: 88.6% Elapsed: 17:12:01 Gen_loss: 3.885 Dis_loss: 0.2486 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:53:18 > Step: 177400 Progress: 88.7% Elapsed: 17:12:30 Gen_loss: 2.593 Dis_loss: 0.3888 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:53:47 > Step: 177500 Progress: 88.8% Elapsed: 17:12:59 Gen_loss: 4.182 Dis_loss: 0.3341 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:54:16 > Step: 177600 Progress: 88.8% Elapsed: 17:13:29 Gen_loss: 4.337 Dis_loss: 0.2141 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:54:45 > Step: 177700 Progress: 88.8% Elapsed: 17:13:58 Gen_loss: 3.297 Dis_loss: 0.4602 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:55:15 > Step: 177800 Progress: 88.9% Elapsed: 17:14:27 Gen_loss: 5.204 Dis_loss: 0.5389 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:55:44 > Step: 177900 Progress: 88.9% Elapsed: 17:14:56 Gen_loss: 3.779 Dis_loss: 0.2604 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:56:13 > Step: 178000 Progress: 89.0% Elapsed: 17:15:25 Gen_loss: 3.364 Dis_loss: 0.3731 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:56:42 > Step: 178100 Progress: 89.0% Elapsed: 17:15:55 Gen_loss: 3.366 Dis_loss: 0.2689 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:57:12 > Step: 178200 Progress: 89.1% Elapsed: 17:16:24 Gen_loss: 3.225 Dis_loss: 0.2655 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:57:41 > Step: 178300 Progress: 89.1% Elapsed: 17:16:53 Gen_loss: 3.679 Dis_loss: 0.3045 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:58:10 > Step: 178400 Progress: 89.2% Elapsed: 17:17:22 Gen_loss: 3.262 Dis_loss: 0.3736 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:58:39 > Step: 178500 Progress: 89.2% Elapsed: 17:17:52 Gen_loss: 3.335 Dis_loss: 0.2725 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:59:08 > Step: 178600 Progress: 89.3% Elapsed: 17:18:21 Gen_loss: 3.141 Dis_loss: 0.4101 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 17:59:38 > Step: 178700 Progress: 89.3% Elapsed: 17:18:50 Gen_loss: 3.867 Dis_loss: 0.2702 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:00:07 > Step: 178800 Progress: 89.4% Elapsed: 17:19:19 Gen_loss: 2.531 Dis_loss: 0.4988 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:00:36 > Step: 178900 Progress: 89.5% Elapsed: 17:19:49 Gen_loss: 3.25 Dis_loss: 0.3075 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:01:05 > Step: 179000 Progress: 89.5% Elapsed: 17:20:18 Gen_loss: 3.429 Dis_loss: 0.1723 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:01:35 > Step: 179100 Progress: 89.5% Elapsed: 17:20:47 Gen_loss: 3.347 Dis_loss: 0.3432 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:02:04 > Step: 179200 Progress: 89.6% Elapsed: 17:21:16 Gen_loss: 4.286 Dis_loss: 0.3192 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:02:33 > Step: 179300 Progress: 89.6% Elapsed: 17:21:45 Gen_loss: 3.01 Dis_loss: 0.3326 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:03:02 > Step: 179400 Progress: 89.7% Elapsed: 17:22:15 Gen_loss: 4.12 Dis_loss: 0.2461 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:03:31 > Step: 179500 Progress: 89.8% Elapsed: 17:22:44 Gen_loss: 3.009 Dis_loss: 0.2234 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:04:00 > Step: 179600 Progress: 89.8% Elapsed: 17:23:13 Gen_loss: 2.495 Dis_loss: 0.4205 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:04:30 > Step: 179700 Progress: 89.8% Elapsed: 17:23:42 Gen_loss: 4.153 Dis_loss: 0.284 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:04:59 > Step: 179800 Progress: 89.9% Elapsed: 17:24:11 Gen_loss: 3.277 Dis_loss: 0.2583 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:05:28 > Step: 179900 Progress: 90.0% Elapsed: 17:24:41 Gen_loss: 3.983 Dis_loss: 0.2305 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:05:57 > Step: 180000 Progress: 90.0% Elapsed: 17:25:10 Gen_loss: 4.112 Dis_loss: 0.3079 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:05:57 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-18 18:05:58 > Save image canvas to save/figures/StyleGAN2-train-2021_10_18_00_40_38/generated_canvas_180000.png
[INFO] 2021-10-18 18:05:58 > Start Evaluation (180000 Step): StyleGAN2-train-2021_10_18_00_40_38
[INFO] 2021-10-18 18:05:58 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-18 18:07:22 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-18 18:08:50 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-18 18:15:57 > Inception score (Step: 180000, 50000 generated images): 10.099784851074219
[INFO] 2021-10-18 18:15:57 > FID score (Step: 180000, Using train moments): 3.8958177616545413
[INFO] 2021-10-18 18:15:57 > Improved Precision (Step: 180000, Using train images): 0.73384
[INFO] 2021-10-18 18:15:57 > Improved Recall (Step: 180000, Using train images): 0.66614
[INFO] 2021-10-18 18:15:57 > Density (Step: 180000, Using train images): 0.9923640000000001
[INFO] 2021-10-18 18:15:57 > Coverage (Step: 180000, Using train images): 0.89116
[INFO] 2021-10-18 18:15:57 > Best FID score (Step: 170000, Using train moments): 3.8822559196304383
[INFO] 2021-10-18 18:15:58 > Save model to save/checkpoints/StyleGAN2-train-2021_10_18_00_40_38
[INFO] 2021-10-18 18:16:27 > Step: 180100 Progress: 90.0% Elapsed: 17:35:39 Gen_loss: 2.753 Dis_loss: 0.3191 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:16:56 > Step: 180200 Progress: 90.1% Elapsed: 17:36:08 Gen_loss: 3.788 Dis_loss: 0.2888 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:17:25 > Step: 180300 Progress: 90.1% Elapsed: 17:36:37 Gen_loss: 3.683 Dis_loss: 0.2283 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:17:54 > Step: 180400 Progress: 90.2% Elapsed: 17:37:07 Gen_loss: 3.732 Dis_loss: 0.2456 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:18:24 > Step: 180500 Progress: 90.2% Elapsed: 17:37:36 Gen_loss: 3.185 Dis_loss: 0.338 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:18:53 > Step: 180600 Progress: 90.3% Elapsed: 17:38:05 Gen_loss: 4.059 Dis_loss: 0.3525 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:19:22 > Step: 180700 Progress: 90.3% Elapsed: 17:38:34 Gen_loss: 4.075 Dis_loss: 0.339 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:19:51 > Step: 180800 Progress: 90.4% Elapsed: 17:39:04 Gen_loss: 3.484 Dis_loss: 0.184 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:20:21 > Step: 180900 Progress: 90.5% Elapsed: 17:39:33 Gen_loss: 3.594 Dis_loss: 0.2979 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:20:50 > Step: 181000 Progress: 90.5% Elapsed: 17:40:02 Gen_loss: 3.298 Dis_loss: 0.3022 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:21:19 > Step: 181100 Progress: 90.5% Elapsed: 17:40:31 Gen_loss: 3.124 Dis_loss: 0.2989 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:21:48 > Step: 181200 Progress: 90.6% Elapsed: 17:41:01 Gen_loss: 3.831 Dis_loss: 0.2351 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:22:18 > Step: 181300 Progress: 90.6% Elapsed: 17:41:30 Gen_loss: 3.495 Dis_loss: 0.2754 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:22:47 > Step: 181400 Progress: 90.7% Elapsed: 17:41:59 Gen_loss: 4.247 Dis_loss: 0.2896 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:23:16 > Step: 181500 Progress: 90.8% Elapsed: 17:42:28 Gen_loss: 4.062 Dis_loss: 0.2762 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:23:45 > Step: 181600 Progress: 90.8% Elapsed: 17:42:57 Gen_loss: 3.59 Dis_loss: 0.2348 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:24:14 > Step: 181700 Progress: 90.8% Elapsed: 17:43:27 Gen_loss: 2.973 Dis_loss: 0.3807 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:24:43 > Step: 181800 Progress: 90.9% Elapsed: 17:43:56 Gen_loss: 3.99 Dis_loss: 0.2132 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:25:13 > Step: 181900 Progress: 91.0% Elapsed: 17:44:25 Gen_loss: 3.754 Dis_loss: 0.2753 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:25:42 > Step: 182000 Progress: 91.0% Elapsed: 17:44:54 Gen_loss: 2.537 Dis_loss: 0.3532 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:26:11 > Step: 182100 Progress: 91.0% Elapsed: 17:45:24 Gen_loss: 2.359 Dis_loss: 0.424 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:26:40 > Step: 182200 Progress: 91.1% Elapsed: 17:45:53 Gen_loss: 3.714 Dis_loss: 0.2245 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:27:10 > Step: 182300 Progress: 91.1% Elapsed: 17:46:22 Gen_loss: 3.21 Dis_loss: 0.2922 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:27:39 > Step: 182400 Progress: 91.2% Elapsed: 17:46:51 Gen_loss: 2.776 Dis_loss: 0.314 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:28:08 > Step: 182500 Progress: 91.2% Elapsed: 17:47:20 Gen_loss: 3.241 Dis_loss: 0.2524 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:28:37 > Step: 182600 Progress: 91.3% Elapsed: 17:47:50 Gen_loss: 3.548 Dis_loss: 0.2059 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:29:06 > Step: 182700 Progress: 91.3% Elapsed: 17:48:19 Gen_loss: 3.985 Dis_loss: 0.2651 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:29:36 > Step: 182800 Progress: 91.4% Elapsed: 17:48:48 Gen_loss: 3.619 Dis_loss: 0.2318 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:30:05 > Step: 182900 Progress: 91.5% Elapsed: 17:49:17 Gen_loss: 3.078 Dis_loss: 0.3347 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:30:34 > Step: 183000 Progress: 91.5% Elapsed: 17:49:47 Gen_loss: 3.607 Dis_loss: 0.2611 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:31:03 > Step: 183100 Progress: 91.5% Elapsed: 17:50:16 Gen_loss: 2.457 Dis_loss: 0.26 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:31:33 > Step: 183200 Progress: 91.6% Elapsed: 17:50:45 Gen_loss: 3.197 Dis_loss: 0.2216 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:32:02 > Step: 183300 Progress: 91.6% Elapsed: 17:51:14 Gen_loss: 3.683 Dis_loss: 0.2315 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:32:31 > Step: 183400 Progress: 91.7% Elapsed: 17:51:43 Gen_loss: 3.127 Dis_loss: 0.2112 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:33:00 > Step: 183500 Progress: 91.8% Elapsed: 17:52:13 Gen_loss: 2.385 Dis_loss: 0.2915 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:33:29 > Step: 183600 Progress: 91.8% Elapsed: 17:52:42 Gen_loss: 3.232 Dis_loss: 0.3228 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:33:59 > Step: 183700 Progress: 91.8% Elapsed: 17:53:11 Gen_loss: 2.857 Dis_loss: 0.2977 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:34:28 > Step: 183800 Progress: 91.9% Elapsed: 17:53:40 Gen_loss: 4.091 Dis_loss: 0.2622 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:34:57 > Step: 183900 Progress: 92.0% Elapsed: 17:54:09 Gen_loss: 3.933 Dis_loss: 0.2596 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:35:26 > Step: 184000 Progress: 92.0% Elapsed: 17:54:39 Gen_loss: 3.616 Dis_loss: 0.2783 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:35:55 > Step: 184100 Progress: 92.0% Elapsed: 17:55:08 Gen_loss: 3.623 Dis_loss: 0.3055 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:36:25 > Step: 184200 Progress: 92.1% Elapsed: 17:55:37 Gen_loss: 2.809 Dis_loss: 0.1587 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:36:54 > Step: 184300 Progress: 92.2% Elapsed: 17:56:06 Gen_loss: 3.644 Dis_loss: 0.2527 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:37:23 > Step: 184400 Progress: 92.2% Elapsed: 17:56:36 Gen_loss: 3.838 Dis_loss: 0.3593 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:37:52 > Step: 184500 Progress: 92.2% Elapsed: 17:57:05 Gen_loss: 3.097 Dis_loss: 0.2159 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:38:22 > Step: 184600 Progress: 92.3% Elapsed: 17:57:34 Gen_loss: 3.449 Dis_loss: 0.3174 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:38:51 > Step: 184700 Progress: 92.3% Elapsed: 17:58:03 Gen_loss: 4.299 Dis_loss: 0.286 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:39:20 > Step: 184800 Progress: 92.4% Elapsed: 17:58:32 Gen_loss: 3.572 Dis_loss: 0.2663 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:39:49 > Step: 184900 Progress: 92.5% Elapsed: 17:59:02 Gen_loss: 3.095 Dis_loss: 0.3054 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:40:18 > Step: 185000 Progress: 92.5% Elapsed: 17:59:31 Gen_loss: 4.254 Dis_loss: 0.3303 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:40:48 > Step: 185100 Progress: 92.5% Elapsed: 18:00:00 Gen_loss: 4.144 Dis_loss: 0.2385 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:41:17 > Step: 185200 Progress: 92.6% Elapsed: 18:00:29 Gen_loss: 3.938 Dis_loss: 0.2819 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:41:46 > Step: 185300 Progress: 92.7% Elapsed: 18:00:59 Gen_loss: 3.984 Dis_loss: 0.2241 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:42:15 > Step: 185400 Progress: 92.7% Elapsed: 18:01:28 Gen_loss: 3.527 Dis_loss: 0.1909 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:42:44 > Step: 185500 Progress: 92.8% Elapsed: 18:01:57 Gen_loss: 3.734 Dis_loss: 0.3579 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:43:14 > Step: 185600 Progress: 92.8% Elapsed: 18:02:26 Gen_loss: 2.758 Dis_loss: 0.2628 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:43:43 > Step: 185700 Progress: 92.8% Elapsed: 18:02:55 Gen_loss: 2.266 Dis_loss: 0.282 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:44:12 > Step: 185800 Progress: 92.9% Elapsed: 18:03:24 Gen_loss: 3.471 Dis_loss: 0.2671 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:44:41 > Step: 185900 Progress: 93.0% Elapsed: 18:03:54 Gen_loss: 3.564 Dis_loss: 0.2073 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:45:11 > Step: 186000 Progress: 93.0% Elapsed: 18:04:23 Gen_loss: 3.343 Dis_loss: 0.2532 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:45:40 > Step: 186100 Progress: 93.0% Elapsed: 18:04:52 Gen_loss: 2.141 Dis_loss: 0.4423 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:46:09 > Step: 186200 Progress: 93.1% Elapsed: 18:05:21 Gen_loss: 3.875 Dis_loss: 0.2482 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:46:38 > Step: 186300 Progress: 93.2% Elapsed: 18:05:51 Gen_loss: 3.961 Dis_loss: 0.329 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:47:07 > Step: 186400 Progress: 93.2% Elapsed: 18:06:20 Gen_loss: 4.159 Dis_loss: 0.3749 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:47:37 > Step: 186500 Progress: 93.2% Elapsed: 18:06:49 Gen_loss: 3.797 Dis_loss: 0.34 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:48:06 > Step: 186600 Progress: 93.3% Elapsed: 18:07:18 Gen_loss: 3.484 Dis_loss: 0.2909 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:48:35 > Step: 186700 Progress: 93.3% Elapsed: 18:07:48 Gen_loss: 2.568 Dis_loss: 0.3606 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:49:04 > Step: 186800 Progress: 93.4% Elapsed: 18:08:17 Gen_loss: 3.966 Dis_loss: 0.1333 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:49:34 > Step: 186900 Progress: 93.5% Elapsed: 18:08:46 Gen_loss: 3.343 Dis_loss: 0.364 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:50:03 > Step: 187000 Progress: 93.5% Elapsed: 18:09:15 Gen_loss: 4.075 Dis_loss: 0.2858 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:50:32 > Step: 187100 Progress: 93.5% Elapsed: 18:09:44 Gen_loss: 3.424 Dis_loss: 0.3376 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:51:01 > Step: 187200 Progress: 93.6% Elapsed: 18:10:13 Gen_loss: 3.05 Dis_loss: 0.2281 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:51:30 > Step: 187300 Progress: 93.7% Elapsed: 18:10:43 Gen_loss: 3.758 Dis_loss: 0.3113 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:52:00 > Step: 187400 Progress: 93.7% Elapsed: 18:11:12 Gen_loss: 4.227 Dis_loss: 0.2672 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:52:29 > Step: 187500 Progress: 93.8% Elapsed: 18:11:41 Gen_loss: 3.475 Dis_loss: 0.274 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:52:58 > Step: 187600 Progress: 93.8% Elapsed: 18:12:10 Gen_loss: 3.771 Dis_loss: 0.3459 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:53:27 > Step: 187700 Progress: 93.8% Elapsed: 18:12:40 Gen_loss: 3.115 Dis_loss: 0.304 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:53:56 > Step: 187800 Progress: 93.9% Elapsed: 18:13:09 Gen_loss: 3.643 Dis_loss: 0.2772 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:54:26 > Step: 187900 Progress: 94.0% Elapsed: 18:13:38 Gen_loss: 3.827 Dis_loss: 0.3732 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:54:55 > Step: 188000 Progress: 94.0% Elapsed: 18:14:07 Gen_loss: 3.252 Dis_loss: 0.2335 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:55:24 > Step: 188100 Progress: 94.0% Elapsed: 18:14:36 Gen_loss: 2.538 Dis_loss: 0.3941 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:55:53 > Step: 188200 Progress: 94.1% Elapsed: 18:15:06 Gen_loss: 3.295 Dis_loss: 0.3243 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:56:23 > Step: 188300 Progress: 94.2% Elapsed: 18:15:35 Gen_loss: 3.783 Dis_loss: 0.2443 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:56:52 > Step: 188400 Progress: 94.2% Elapsed: 18:16:04 Gen_loss: 3.582 Dis_loss: 0.2956 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:57:21 > Step: 188500 Progress: 94.2% Elapsed: 18:16:33 Gen_loss: 3.776 Dis_loss: 0.1934 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:57:50 > Step: 188600 Progress: 94.3% Elapsed: 18:17:03 Gen_loss: 2.257 Dis_loss: 0.259 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:58:19 > Step: 188700 Progress: 94.3% Elapsed: 18:17:32 Gen_loss: 3.812 Dis_loss: 0.1828 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:58:49 > Step: 188800 Progress: 94.4% Elapsed: 18:18:01 Gen_loss: 3.067 Dis_loss: 0.4063 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:59:18 > Step: 188900 Progress: 94.5% Elapsed: 18:18:30 Gen_loss: 2.9 Dis_loss: 0.262 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 18:59:47 > Step: 189000 Progress: 94.5% Elapsed: 18:18:59 Gen_loss: 2.432 Dis_loss: 0.4759 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:00:16 > Step: 189100 Progress: 94.5% Elapsed: 18:19:29 Gen_loss: 3.651 Dis_loss: 0.1799 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:00:46 > Step: 189200 Progress: 94.6% Elapsed: 18:19:58 Gen_loss: 3.575 Dis_loss: 0.3193 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:01:15 > Step: 189300 Progress: 94.7% Elapsed: 18:20:27 Gen_loss: 3.631 Dis_loss: 0.2876 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:01:44 > Step: 189400 Progress: 94.7% Elapsed: 18:20:56 Gen_loss: 2.92 Dis_loss: 0.4527 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:02:13 > Step: 189500 Progress: 94.8% Elapsed: 18:21:26 Gen_loss: 4.181 Dis_loss: 0.3265 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:02:42 > Step: 189600 Progress: 94.8% Elapsed: 18:21:55 Gen_loss: 3.164 Dis_loss: 0.2878 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:03:12 > Step: 189700 Progress: 94.8% Elapsed: 18:22:24 Gen_loss: 3.545 Dis_loss: 0.2539 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:03:41 > Step: 189800 Progress: 94.9% Elapsed: 18:22:53 Gen_loss: 3.649 Dis_loss: 0.1881 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:04:10 > Step: 189900 Progress: 95.0% Elapsed: 18:23:22 Gen_loss: 3.268 Dis_loss: 0.3941 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:04:39 > Step: 190000 Progress: 95.0% Elapsed: 18:23:52 Gen_loss: 3.896 Dis_loss: 0.4483 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:04:39 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-18 19:04:39 > Save image canvas to save/figures/StyleGAN2-train-2021_10_18_00_40_38/generated_canvas_190000.png
[INFO] 2021-10-18 19:04:39 > Start Evaluation (190000 Step): StyleGAN2-train-2021_10_18_00_40_38
[INFO] 2021-10-18 19:04:39 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-18 19:06:04 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-18 19:07:31 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-18 19:14:39 > Inception score (Step: 190000, 50000 generated images): 10.10278034210205
[INFO] 2021-10-18 19:14:39 > FID score (Step: 190000, Using train moments): 3.931954462244505
[INFO] 2021-10-18 19:14:39 > Improved Precision (Step: 190000, Using train images): 0.73088
[INFO] 2021-10-18 19:14:39 > Improved Recall (Step: 190000, Using train images): 0.66492
[INFO] 2021-10-18 19:14:39 > Density (Step: 190000, Using train images): 0.9901920000000001
[INFO] 2021-10-18 19:14:39 > Coverage (Step: 190000, Using train images): 0.89126
[INFO] 2021-10-18 19:14:39 > Best FID score (Step: 170000, Using train moments): 3.8822559196304383
[INFO] 2021-10-18 19:14:40 > Save model to save/checkpoints/StyleGAN2-train-2021_10_18_00_40_38
[INFO] 2021-10-18 19:15:09 > Step: 190100 Progress: 95.0% Elapsed: 18:34:21 Gen_loss: 3.985 Dis_loss: 0.2723 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:15:38 > Step: 190200 Progress: 95.1% Elapsed: 18:34:50 Gen_loss: 3.705 Dis_loss: 0.2095 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:16:07 > Step: 190300 Progress: 95.2% Elapsed: 18:35:20 Gen_loss: 3.964 Dis_loss: 0.2109 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:16:36 > Step: 190400 Progress: 95.2% Elapsed: 18:35:49 Gen_loss: 3.274 Dis_loss: 0.3482 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:17:06 > Step: 190500 Progress: 95.2% Elapsed: 18:36:18 Gen_loss: 3.463 Dis_loss: 0.3616 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:17:35 > Step: 190600 Progress: 95.3% Elapsed: 18:36:47 Gen_loss: 4.267 Dis_loss: 0.1829 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:18:04 > Step: 190700 Progress: 95.3% Elapsed: 18:37:17 Gen_loss: 2.921 Dis_loss: 0.2978 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:18:33 > Step: 190800 Progress: 95.4% Elapsed: 18:37:46 Gen_loss: 3.953 Dis_loss: 0.2667 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:19:03 > Step: 190900 Progress: 95.5% Elapsed: 18:38:15 Gen_loss: 3.281 Dis_loss: 0.2505 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:19:32 > Step: 191000 Progress: 95.5% Elapsed: 18:38:44 Gen_loss: 3.348 Dis_loss: 0.2543 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:20:01 > Step: 191100 Progress: 95.5% Elapsed: 18:39:13 Gen_loss: 3.468 Dis_loss: 0.2724 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:20:30 > Step: 191200 Progress: 95.6% Elapsed: 18:39:43 Gen_loss: 3.423 Dis_loss: 0.3711 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:21:00 > Step: 191300 Progress: 95.7% Elapsed: 18:40:12 Gen_loss: 2.98 Dis_loss: 0.1946 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:21:29 > Step: 191400 Progress: 95.7% Elapsed: 18:40:41 Gen_loss: 4.247 Dis_loss: 0.2331 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:21:58 > Step: 191500 Progress: 95.8% Elapsed: 18:41:10 Gen_loss: 2.898 Dis_loss: 0.3684 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:22:27 > Step: 191600 Progress: 95.8% Elapsed: 18:41:40 Gen_loss: 3.44 Dis_loss: 0.2574 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:22:57 > Step: 191700 Progress: 95.9% Elapsed: 18:42:09 Gen_loss: 3.765 Dis_loss: 0.2482 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:23:26 > Step: 191800 Progress: 95.9% Elapsed: 18:42:38 Gen_loss: 3.167 Dis_loss: 0.2707 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:23:55 > Step: 191900 Progress: 96.0% Elapsed: 18:43:07 Gen_loss: 2.699 Dis_loss: 0.4398 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:24:24 > Step: 192000 Progress: 96.0% Elapsed: 18:43:36 Gen_loss: 3.279 Dis_loss: 0.2481 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:24:53 > Step: 192100 Progress: 96.0% Elapsed: 18:44:06 Gen_loss: 3.324 Dis_loss: 0.1822 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:25:23 > Step: 192200 Progress: 96.1% Elapsed: 18:44:35 Gen_loss: 3.517 Dis_loss: 0.1755 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:25:52 > Step: 192300 Progress: 96.2% Elapsed: 18:45:04 Gen_loss: 3.881 Dis_loss: 0.2519 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:26:21 > Step: 192400 Progress: 96.2% Elapsed: 18:45:33 Gen_loss: 2.837 Dis_loss: 0.3628 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:26:50 > Step: 192500 Progress: 96.2% Elapsed: 18:46:03 Gen_loss: 3.38 Dis_loss: 0.215 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:27:19 > Step: 192600 Progress: 96.3% Elapsed: 18:46:32 Gen_loss: 4.272 Dis_loss: 0.2476 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:27:49 > Step: 192700 Progress: 96.4% Elapsed: 18:47:01 Gen_loss: 3.741 Dis_loss: 0.23 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:28:18 > Step: 192800 Progress: 96.4% Elapsed: 18:47:30 Gen_loss: 3.215 Dis_loss: 0.2475 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:28:47 > Step: 192900 Progress: 96.5% Elapsed: 18:47:59 Gen_loss: 3.885 Dis_loss: 0.189 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:29:16 > Step: 193000 Progress: 96.5% Elapsed: 18:48:29 Gen_loss: 2.918 Dis_loss: 0.233 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:29:46 > Step: 193100 Progress: 96.5% Elapsed: 18:48:58 Gen_loss: 5.031 Dis_loss: 0.3811 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:30:15 > Step: 193200 Progress: 96.6% Elapsed: 18:49:27 Gen_loss: 3.588 Dis_loss: 0.26 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:30:44 > Step: 193300 Progress: 96.7% Elapsed: 18:49:56 Gen_loss: 2.824 Dis_loss: 0.3667 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:31:13 > Step: 193400 Progress: 96.7% Elapsed: 18:50:26 Gen_loss: 3.445 Dis_loss: 0.2888 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:31:42 > Step: 193500 Progress: 96.8% Elapsed: 18:50:55 Gen_loss: 3.435 Dis_loss: 0.3117 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:32:12 > Step: 193600 Progress: 96.8% Elapsed: 18:51:24 Gen_loss: 3.242 Dis_loss: 0.2786 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:32:41 > Step: 193700 Progress: 96.9% Elapsed: 18:51:53 Gen_loss: 3.495 Dis_loss: 0.1886 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:33:10 > Step: 193800 Progress: 96.9% Elapsed: 18:52:23 Gen_loss: 2.842 Dis_loss: 0.27 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:33:39 > Step: 193900 Progress: 97.0% Elapsed: 18:52:52 Gen_loss: 3.134 Dis_loss: 0.3178 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:34:08 > Step: 194000 Progress: 97.0% Elapsed: 18:53:21 Gen_loss: 3.795 Dis_loss: 0.264 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:34:38 > Step: 194100 Progress: 97.0% Elapsed: 18:53:50 Gen_loss: 4.082 Dis_loss: 0.3744 Cls_loss: N/A Topk: N/A ada_p: N/A
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[INFO] 2021-10-18 19:36:05 > Step: 194400 Progress: 97.2% Elapsed: 18:55:18 Gen_loss: 3.151 Dis_loss: 0.3359 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:36:35 > Step: 194500 Progress: 97.2% Elapsed: 18:55:47 Gen_loss: 3.3 Dis_loss: 0.2749 Cls_loss: N/A Topk: N/A ada_p: N/A
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[INFO] 2021-10-18 19:38:02 > Step: 194800 Progress: 97.4% Elapsed: 18:57:15 Gen_loss: 4.588 Dis_loss: 0.3074 Cls_loss: N/A Topk: N/A ada_p: N/A
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[INFO] 2021-10-18 19:40:28 > Step: 195300 Progress: 97.7% Elapsed: 18:59:41 Gen_loss: 4.096 Dis_loss: 0.2307 Cls_loss: N/A Topk: N/A ada_p: N/A
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[INFO] 2021-10-18 19:41:27 > Step: 195500 Progress: 97.8% Elapsed: 19:00:39 Gen_loss: 2.991 Dis_loss: 0.3502 Cls_loss: N/A Topk: N/A ada_p: N/A
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[INFO] 2021-10-18 19:44:22 > Step: 196100 Progress: 98.0% Elapsed: 19:03:35 Gen_loss: 3.666 Dis_loss: 0.3095 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:44:51 > Step: 196200 Progress: 98.1% Elapsed: 19:04:04 Gen_loss: 3.469 Dis_loss: 0.3305 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:45:20 > Step: 196300 Progress: 98.2% Elapsed: 19:04:33 Gen_loss: 4.442 Dis_loss: 0.5252 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:45:50 > Step: 196400 Progress: 98.2% Elapsed: 19:05:02 Gen_loss: 3.088 Dis_loss: 0.2704 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:46:19 > Step: 196500 Progress: 98.2% Elapsed: 19:05:31 Gen_loss: 2.503 Dis_loss: 0.3021 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:46:48 > Step: 196600 Progress: 98.3% Elapsed: 19:06:00 Gen_loss: 3.538 Dis_loss: 0.2154 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:47:17 > Step: 196700 Progress: 98.4% Elapsed: 19:06:30 Gen_loss: 3.484 Dis_loss: 0.2419 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:47:46 > Step: 196800 Progress: 98.4% Elapsed: 19:06:59 Gen_loss: 4.346 Dis_loss: 0.2948 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:48:16 > Step: 196900 Progress: 98.5% Elapsed: 19:07:28 Gen_loss: 3.347 Dis_loss: 0.1662 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:48:45 > Step: 197000 Progress: 98.5% Elapsed: 19:07:57 Gen_loss: 3.368 Dis_loss: 0.26 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:49:14 > Step: 197100 Progress: 98.6% Elapsed: 19:08:27 Gen_loss: 3.918 Dis_loss: 0.3335 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:49:43 > Step: 197200 Progress: 98.6% Elapsed: 19:08:56 Gen_loss: 2.863 Dis_loss: 0.2397 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:50:13 > Step: 197300 Progress: 98.7% Elapsed: 19:09:25 Gen_loss: 2.951 Dis_loss: 0.2334 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:50:42 > Step: 197400 Progress: 98.7% Elapsed: 19:09:54 Gen_loss: 2.971 Dis_loss: 0.2202 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:51:11 > Step: 197500 Progress: 98.8% Elapsed: 19:10:23 Gen_loss: 3.531 Dis_loss: 0.3198 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:51:40 > Step: 197600 Progress: 98.8% Elapsed: 19:10:53 Gen_loss: 4.564 Dis_loss: 0.2339 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:52:10 > Step: 197700 Progress: 98.9% Elapsed: 19:11:22 Gen_loss: 3.58 Dis_loss: 0.2765 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:52:39 > Step: 197800 Progress: 98.9% Elapsed: 19:11:51 Gen_loss: 3.725 Dis_loss: 0.1964 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:53:08 > Step: 197900 Progress: 99.0% Elapsed: 19:12:20 Gen_loss: 4.29 Dis_loss: 0.3065 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:53:37 > Step: 198000 Progress: 99.0% Elapsed: 19:12:49 Gen_loss: 3.798 Dis_loss: 0.3361 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:54:06 > Step: 198100 Progress: 99.1% Elapsed: 19:13:19 Gen_loss: 3.612 Dis_loss: 0.2173 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:54:35 > Step: 198200 Progress: 99.1% Elapsed: 19:13:48 Gen_loss: 3.353 Dis_loss: 0.2544 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:55:05 > Step: 198300 Progress: 99.2% Elapsed: 19:14:17 Gen_loss: 3.072 Dis_loss: 0.2627 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:55:34 > Step: 198400 Progress: 99.2% Elapsed: 19:14:46 Gen_loss: 4.46 Dis_loss: 0.2218 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:56:03 > Step: 198500 Progress: 99.2% Elapsed: 19:15:16 Gen_loss: 3.728 Dis_loss: 0.1712 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:56:32 > Step: 198600 Progress: 99.3% Elapsed: 19:15:45 Gen_loss: 3.941 Dis_loss: 0.2708 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:57:02 > Step: 198700 Progress: 99.4% Elapsed: 19:16:14 Gen_loss: 3.465 Dis_loss: 0.265 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:57:31 > Step: 198800 Progress: 99.4% Elapsed: 19:16:43 Gen_loss: 3.828 Dis_loss: 0.2587 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:58:00 > Step: 198900 Progress: 99.5% Elapsed: 19:17:12 Gen_loss: 3.674 Dis_loss: 0.4318 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:58:29 > Step: 199000 Progress: 99.5% Elapsed: 19:17:42 Gen_loss: 3.22 Dis_loss: 0.2293 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:58:58 > Step: 199100 Progress: 99.6% Elapsed: 19:18:11 Gen_loss: 2.999 Dis_loss: 0.1943 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:59:28 > Step: 199200 Progress: 99.6% Elapsed: 19:18:40 Gen_loss: 4.058 Dis_loss: 0.1621 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 19:59:57 > Step: 199300 Progress: 99.7% Elapsed: 19:19:09 Gen_loss: 3.71 Dis_loss: 0.2538 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:00:26 > Step: 199400 Progress: 99.7% Elapsed: 19:19:38 Gen_loss: 3.877 Dis_loss: 0.3754 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:00:55 > Step: 199500 Progress: 99.8% Elapsed: 19:20:08 Gen_loss: 3.856 Dis_loss: 0.2265 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:01:24 > Step: 199600 Progress: 99.8% Elapsed: 19:20:37 Gen_loss: 3.817 Dis_loss: 0.2972 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:01:54 > Step: 199700 Progress: 99.9% Elapsed: 19:21:06 Gen_loss: 3.827 Dis_loss: 0.2139 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:02:23 > Step: 199800 Progress: 99.9% Elapsed: 19:21:35 Gen_loss: 4.012 Dis_loss: 0.3275 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:02:52 > Step: 199900 Progress: 100.0% Elapsed: 19:22:04 Gen_loss: 3.05 Dis_loss: 0.2892 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:03:21 > Step: 200000 Progress: 100.0% Elapsed: 19:22:34 Gen_loss: 3.154 Dis_loss: 0.2508 Cls_loss: N/A Topk: N/A ada_p: N/A
[INFO] 2021-10-18 20:03:21 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-18 20:03:21 > Save image canvas to save/figures/StyleGAN2-train-2021_10_18_00_40_38/generated_canvas_200000.png
[INFO] 2021-10-18 20:03:21 > Start Evaluation (200000 Step): StyleGAN2-train-2021_10_18_00_40_38
[INFO] 2021-10-18 20:03:22 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-18 20:04:46 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-18 20:06:13 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-18 20:13:17 > Inception score (Step: 200000, 50000 generated images): 10.148816108703613
[INFO] 2021-10-18 20:13:17 > FID score (Step: 200000, Using train moments): 3.888539764570794
[INFO] 2021-10-18 20:13:17 > Improved Precision (Step: 200000, Using train images): 0.73042
[INFO] 2021-10-18 20:13:17 > Improved Recall (Step: 200000, Using train images): 0.66878
[INFO] 2021-10-18 20:13:17 > Density (Step: 200000, Using train images): 0.978956
[INFO] 2021-10-18 20:13:17 > Coverage (Step: 200000, Using train images): 0.89282
[INFO] 2021-10-18 20:13:17 > Best FID score (Step: 170000, Using train moments): 3.8822559196304383
[INFO] 2021-10-18 20:13:18 > Save model to save/checkpoints/StyleGAN2-train-2021_10_18_00_40_38
[INFO] 2021-10-18 20:13:19 > End training!
[INFO] 2021-10-18 20:13:22 > --------------------------------------------------------------------------------
[INFO] 2021-10-18 20:13:22 > Start Evaluation (170000 Step): StyleGAN2-train-2021_10_18_00_40_38
[INFO] 2021-10-18 20:13:22 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-18 20:14:46 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-18 20:16:14 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-18 20:23:19 > Inception score (Step: 170000, 50000 generated images): 10.199820518493652
[INFO] 2021-10-18 20:23:19 > FID score (Step: 170000, Using train moments): 3.814840510046679
[INFO] 2021-10-18 20:23:19 > Improved Precision (Step: 170000, Using train images): 0.7341
[INFO] 2021-10-18 20:23:19 > Improved Recall (Step: 170000, Using train images): 0.6635
[INFO] 2021-10-18 20:23:19 > Density (Step: 170000, Using train images): 0.9867760000000001
[INFO] 2021-10-18 20:23:19 > Coverage (Step: 170000, Using train images): 0.8943
[INFO] 2021-10-19 08:16:54 > Generator checkpoint is save/checkpoints/StyleGAN2-train-2021_10_18_00_40_38/model=G-current-weights-step=200000.pth
[INFO] 2021-10-19 08:16:54 > EMA_Generator checkpoint is save/checkpoints/StyleGAN2-train-2021_10_18_00_40_38/model=G_ema-current-weights-step=200000.pth
[INFO] 2021-10-19 08:16:54 > Discriminator checkpoint is save/checkpoints/StyleGAN2-train-2021_10_18_00_40_38/model=D-current-weights-step=200000.pth