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StyleGAN2-train-2021_10_18_00_40_38.log
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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