Path: blob/master/logs/CIFAR10/StyleGAN2-ADA-train-2021_10_16_13_21_43.log
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[INFO] 2021-10-16 13:21:46 > Run name : StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-16 13:21:46 > cfgs.DATA =
[INFO] 2021-10-16 13:21:46 > {
"name": "CIFAR10",
"img_size": 32,
"num_classes": 10,
"img_channels": 3
}
[INFO] 2021-10-16 13:21:46 > cfgs.MODEL =
[INFO] 2021-10-16 13:21:46 > {
"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] 2021-10-16 13:21:46 > cfgs.LOSS =
[INFO] 2021-10-16 13:21:46 > {
"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] 2021-10-16 13:21:46 > cfgs.OPTIMIZATION =
[INFO] 2021-10-16 13:21:46 > {
"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": 1000000,
"world_size": 2
}
[INFO] 2021-10-16 13:21:46 > cfgs.PRE =
[INFO] 2021-10-16 13:21:46 > {
"apply_rflip": true,
"crop_long_edge": true,
"resize_size": 32
}
[INFO] 2021-10-16 13:21:46 > cfgs.AUG =
[INFO] 2021-10-16 13:21:46 > {
"apply_diffaug": false,
"apply_ada": true,
"cr_aug_type": "W/O",
"bcr_aug_type": "W/O",
"diffaug_type": "W/O",
"ada_aug_type": "bgc",
"ada_initial_augment_p": 0,
"ada_target": 0.6,
"ada_kimg": 500,
"ada_interval": 4
}
[INFO] 2021-10-16 13:21:46 > cfgs.RUN =
[INFO] 2021-10-16 13:21:46 > {
"entity": "postech_studiogan",
"project": "stylegan2",
"cfg_file": "src/configs/CIFAR10/StyleGAN2-ADA.yaml",
"data_dir": "data/",
"save_dir": "save/",
"ckpt_dir": null,
"load_best": false,
"seed": 3041,
"distributed_data_parallel": true,
"backend": "nccl",
"total_nodes": 1,
"current_node": 0,
"num_workers": 3,
"synchronized_bn": false,
"mixed_precision": false,
"truncation_factor": -1.0,
"truncation_cutoff": null,
"batch_statistics": false,
"standing_statistics": false,
"standing_max_batch": -1,
"standing_step": -1,
"freezeD": -1,
"langevin_sampling": false,
"langevin_rate": -1,
"langevin_noise_std": -1,
"langevin_decay": -1,
"langevin_decay_steps": -1,
"langevin_steps": -1,
"train": true,
"load_train_hdf5": false,
"load_data_in_memory": false,
"eval": true,
"save_fake_images": false,
"vis_fake_images": false,
"k_nearest_neighbor": false,
"interpolation": false,
"frequency_analysis": false,
"tsne_analysis": false,
"intra_class_fid": false,
"GAN_train": false,
"GAN_test": false,
"resume_classifier_train": false,
"semantic_factorization": false,
"num_semantic_axis": -1,
"maximum_variations": -1,
"print_every": 100,
"save_every": 10000,
"eval_backbone": "Inception_V3",
"ref_dataset": "train"
}
[INFO] 2021-10-16 13:21:46 > cfgs.STYLEGAN2 =
[INFO] 2021-10-16 13:21:46 > {
"cond_type": [
"PD",
"SPD",
"2C",
"D2DCE"
],
"g_reg_interval": 4,
"d_reg_interval": 16,
"mapping_network": 2,
"style_mixing_p": 0,
"g_ema_kimg": 500,
"g_ema_rampup": 0.05,
"apply_pl_reg": false,
"pl_weight": 0,
"d_architecture": "orig",
"d_epilogue_mbstd_group_size": 32
}
[INFO] 2021-10-16 13:21:46 > Load CIFAR10 train dataset.
[INFO] 2021-10-16 13:21:47 > Train dataset size: 50000
[INFO] 2021-10-16 13:21:47 > Load CIFAR10 train dataset.
[INFO] 2021-10-16 13:21:48 > Eval dataset size: 50000
[INFO] 2021-10-16 13:21:48 > Build a Generative Adversarial Network.
[INFO] 2021-10-16 13:21:48 > Modules are located on './src/models.stylegan2'.
[INFO] 2021-10-16 13:21:50 > Prepare exponential moving average generator with decay rate of N/A.
[INFO] 2021-10-16 13:21:50 > Number of parameters: 20215315
[INFO] 2021-10-16 13:21:50 > Generator(
(synthesis): SynthesisNetwork(
(b4): SynthesisBlock(
(conv1): SynthesisLayer(
(affine): FullyConnectedLayer()
)
(torgb): ToRGBLayer(
(affine): FullyConnectedLayer()
)
)
(b8): SynthesisBlock(
(conv0): SynthesisLayer(
(affine): FullyConnectedLayer()
)
(conv1): SynthesisLayer(
(affine): FullyConnectedLayer()
)
(torgb): ToRGBLayer(
(affine): FullyConnectedLayer()
)
)
(b16): SynthesisBlock(
(conv0): SynthesisLayer(
(affine): FullyConnectedLayer()
)
(conv1): SynthesisLayer(
(affine): FullyConnectedLayer()
)
(torgb): ToRGBLayer(
(affine): FullyConnectedLayer()
)
)
(b32): SynthesisBlock(
(conv0): SynthesisLayer(
(affine): FullyConnectedLayer()
)
(conv1): SynthesisLayer(
(affine): FullyConnectedLayer()
)
(torgb): ToRGBLayer(
(affine): FullyConnectedLayer()
)
)
)
(mapping): MappingNetwork(
(embed): FullyConnectedLayer()
(fc0): FullyConnectedLayer()
(fc1): FullyConnectedLayer()
)
)
[INFO] 2021-10-16 13:21:50 > Number of parameters: 23089664
[INFO] 2021-10-16 13:21:50 > 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] 2021-10-16 13:21:55 > Start training!
[INFO] 2021-10-16 13:23:05 > Step: 100 Progress: 0.0% Elapsed: 0:01:10 Gen_loss: 4.433 Dis_loss: 0.4453 Cls_loss: N/A Topk: N/A ada_p: 0.009216
[INFO] 2021-10-16 13:24:06 > Step: 200 Progress: 0.0% Elapsed: 0:02:11 Gen_loss: 2.592 Dis_loss: 0.4589 Cls_loss: N/A Topk: N/A ada_p: 0.01971
[INFO] 2021-10-16 13:25:08 > Step: 300 Progress: 0.0% Elapsed: 0:03:12 Gen_loss: 3.242 Dis_loss: 1.325 Cls_loss: N/A Topk: N/A ada_p: 0.02662
[INFO] 2021-10-16 13:26:09 > Step: 400 Progress: 0.0% Elapsed: 0:04:14 Gen_loss: 1.427 Dis_loss: 1.801 Cls_loss: N/A Topk: N/A ada_p: 0.03507
[INFO] 2021-10-16 13:27:12 > Step: 500 Progress: 0.1% Elapsed: 0:05:17 Gen_loss: 2.061 Dis_loss: 0.6048 Cls_loss: N/A Topk: N/A ada_p: 0.03802
[INFO] 2021-10-16 13:28:14 > Step: 600 Progress: 0.1% Elapsed: 0:06:19 Gen_loss: 2.04 Dis_loss: 0.4609 Cls_loss: N/A Topk: N/A ada_p: 0.03981
[INFO] 2021-10-16 13:29:16 > Step: 700 Progress: 0.1% Elapsed: 0:07:21 Gen_loss: 1.859 Dis_loss: 0.6224 Cls_loss: N/A Topk: N/A ada_p: 0.03597
[INFO] 2021-10-16 13:30:28 > Step: 800 Progress: 0.1% Elapsed: 0:08:33 Gen_loss: 1.237 Dis_loss: 0.9689 Cls_loss: N/A Topk: N/A ada_p: 0.02675
[INFO] 2021-10-16 13:31:30 > Step: 900 Progress: 0.1% Elapsed: 0:09:35 Gen_loss: 1.932 Dis_loss: 0.737 Cls_loss: N/A Topk: N/A ada_p: 0.01741
[INFO] 2021-10-16 13:32:33 > Step: 1000 Progress: 0.1% Elapsed: 0:10:38 Gen_loss: 1.7 Dis_loss: 0.674 Cls_loss: N/A Topk: N/A ada_p: 0.01331
[INFO] 2021-10-16 13:33:35 > Step: 1100 Progress: 0.1% Elapsed: 0:11:40 Gen_loss: 3.11 Dis_loss: 0.8527 Cls_loss: N/A Topk: N/A ada_p: 0.00768
[INFO] 2021-10-16 13:34:38 > Step: 1200 Progress: 0.1% Elapsed: 0:12:42 Gen_loss: 2.72 Dis_loss: 1.349 Cls_loss: N/A Topk: N/A ada_p: 0.001024
[INFO] 2021-10-16 13:35:40 > Step: 1300 Progress: 0.1% Elapsed: 0:13:44 Gen_loss: 2.385 Dis_loss: 1.044 Cls_loss: N/A Topk: N/A ada_p: 0.0
[INFO] 2021-10-16 13:36:42 > Step: 1400 Progress: 0.1% Elapsed: 0:14:47 Gen_loss: 2.32 Dis_loss: 1.461 Cls_loss: N/A Topk: N/A ada_p: 0.0
[INFO] 2021-10-16 13:37:45 > Step: 1500 Progress: 0.1% Elapsed: 0:15:49 Gen_loss: 1.68 Dis_loss: 0.7307 Cls_loss: N/A Topk: N/A ada_p: 0.0
[INFO] 2021-10-16 13:38:56 > Step: 1600 Progress: 0.2% Elapsed: 0:17:01 Gen_loss: 1.388 Dis_loss: 1.093 Cls_loss: N/A Topk: N/A ada_p: 0.0
[INFO] 2021-10-16 13:39:59 > Step: 1700 Progress: 0.2% Elapsed: 0:18:04 Gen_loss: 1.845 Dis_loss: 0.9188 Cls_loss: N/A Topk: N/A ada_p: 0.0
[INFO] 2021-10-16 13:41:01 > Step: 1800 Progress: 0.2% Elapsed: 0:19:06 Gen_loss: 1.612 Dis_loss: 0.9404 Cls_loss: N/A Topk: N/A ada_p: 0.0
[INFO] 2021-10-16 13:42:04 > Step: 1900 Progress: 0.2% Elapsed: 0:20:09 Gen_loss: 1.399 Dis_loss: 0.7043 Cls_loss: N/A Topk: N/A ada_p: 0.0
[INFO] 2021-10-16 13:43:06 > Step: 2000 Progress: 0.2% Elapsed: 0:21:11 Gen_loss: 1.851 Dis_loss: 1.015 Cls_loss: N/A Topk: N/A ada_p: 0.0
[INFO] 2021-10-16 13:44:08 > Step: 2100 Progress: 0.2% Elapsed: 0:22:13 Gen_loss: 1.253 Dis_loss: 1.004 Cls_loss: N/A Topk: N/A ada_p: 0.0
[INFO] 2021-10-16 13:45:10 > Step: 2200 Progress: 0.2% Elapsed: 0:23:15 Gen_loss: 1.723 Dis_loss: 0.842 Cls_loss: N/A Topk: N/A ada_p: 0.0
[INFO] 2021-10-16 13:46:12 > Step: 2300 Progress: 0.2% Elapsed: 0:24:17 Gen_loss: 1.574 Dis_loss: 1.046 Cls_loss: N/A Topk: N/A ada_p: 0.0
[INFO] 2021-10-16 13:47:25 > Step: 2400 Progress: 0.2% Elapsed: 0:25:30 Gen_loss: 1.358 Dis_loss: 0.8412 Cls_loss: N/A Topk: N/A ada_p: 0.0
[INFO] 2021-10-16 13:48:27 > Step: 2500 Progress: 0.2% Elapsed: 0:26:32 Gen_loss: 1.927 Dis_loss: 1.073 Cls_loss: N/A Topk: N/A ada_p: 0.0
[INFO] 2021-10-16 13:49:29 > Step: 2600 Progress: 0.3% Elapsed: 0:27:34 Gen_loss: 1.943 Dis_loss: 1.11 Cls_loss: N/A Topk: N/A ada_p: 0.000512
[INFO] 2021-10-16 13:50:32 > Step: 2700 Progress: 0.3% Elapsed: 0:28:36 Gen_loss: 1.769 Dis_loss: 1.157 Cls_loss: N/A Topk: N/A ada_p: 0.000512
[INFO] 2021-10-16 13:51:34 > Step: 2800 Progress: 0.3% Elapsed: 0:29:39 Gen_loss: 2.322 Dis_loss: 1.067 Cls_loss: N/A Topk: N/A ada_p: 0.001024
[INFO] 2021-10-16 13:52:36 > Step: 2900 Progress: 0.3% Elapsed: 0:30:41 Gen_loss: 1.829 Dis_loss: 1.238 Cls_loss: N/A Topk: N/A ada_p: 0.001536
[INFO] 2021-10-16 13:53:39 > Step: 3000 Progress: 0.3% Elapsed: 0:31:44 Gen_loss: 2.585 Dis_loss: 0.9265 Cls_loss: N/A Topk: N/A ada_p: 0.00192
[INFO] 2021-10-16 13:54:41 > Step: 3100 Progress: 0.3% Elapsed: 0:32:45 Gen_loss: 1.386 Dis_loss: 0.6684 Cls_loss: N/A Topk: N/A ada_p: 0.0
[INFO] 2021-10-16 13:55:53 > Step: 3200 Progress: 0.3% Elapsed: 0:33:57 Gen_loss: 2.119 Dis_loss: 0.5569 Cls_loss: N/A Topk: N/A ada_p: 0.00128
[INFO] 2021-10-16 13:56:55 > Step: 3300 Progress: 0.3% Elapsed: 0:34:59 Gen_loss: 1.618 Dis_loss: 0.6517 Cls_loss: N/A Topk: N/A ada_p: 0.002176
[INFO] 2021-10-16 13:57:57 > Step: 3400 Progress: 0.3% Elapsed: 0:36:02 Gen_loss: 2.602 Dis_loss: 0.7382 Cls_loss: N/A Topk: N/A ada_p: 0.005248
[INFO] 2021-10-16 13:58:59 > Step: 3500 Progress: 0.4% Elapsed: 0:37:04 Gen_loss: 0.7264 Dis_loss: 1.135 Cls_loss: N/A Topk: N/A ada_p: 0.00448
[INFO] 2021-10-16 14:00:01 > Step: 3600 Progress: 0.4% Elapsed: 0:38:06 Gen_loss: 2.872 Dis_loss: 1.156 Cls_loss: N/A Topk: N/A ada_p: 0.006016
[INFO] 2021-10-16 14:01:04 > Step: 3700 Progress: 0.4% Elapsed: 0:39:08 Gen_loss: 1.511 Dis_loss: 1.015 Cls_loss: N/A Topk: N/A ada_p: 0.005376
[INFO] 2021-10-16 14:02:06 > Step: 3800 Progress: 0.4% Elapsed: 0:40:11 Gen_loss: 2.29 Dis_loss: 1.011 Cls_loss: N/A Topk: N/A ada_p: 0.005376
[INFO] 2021-10-16 14:03:08 > Step: 3900 Progress: 0.4% Elapsed: 0:41:13 Gen_loss: 1.285 Dis_loss: 0.9857 Cls_loss: N/A Topk: N/A ada_p: 0.009984
[INFO] 2021-10-16 14:04:20 > Step: 4000 Progress: 0.4% Elapsed: 0:42:25 Gen_loss: 0.8527 Dis_loss: 1.148 Cls_loss: N/A Topk: N/A ada_p: 0.009984
[INFO] 2021-10-16 14:05:22 > Step: 4100 Progress: 0.4% Elapsed: 0:43:27 Gen_loss: 1.376 Dis_loss: 0.7103 Cls_loss: N/A Topk: N/A ada_p: 0.01062
[INFO] 2021-10-16 14:06:25 > Step: 4200 Progress: 0.4% Elapsed: 0:44:29 Gen_loss: 3.618 Dis_loss: 0.7467 Cls_loss: N/A Topk: N/A ada_p: 0.01446
[INFO] 2021-10-16 14:07:26 > Step: 4300 Progress: 0.4% Elapsed: 0:45:31 Gen_loss: 1.047 Dis_loss: 0.7224 Cls_loss: N/A Topk: N/A ada_p: 0.0119
[INFO] 2021-10-16 14:08:28 > Step: 4400 Progress: 0.4% Elapsed: 0:46:33 Gen_loss: 2.127 Dis_loss: 0.5038 Cls_loss: N/A Topk: N/A ada_p: 0.007808
[INFO] 2021-10-16 14:09:31 > Step: 4500 Progress: 0.4% Elapsed: 0:47:35 Gen_loss: 1.765 Dis_loss: 0.7656 Cls_loss: N/A Topk: N/A ada_p: 0.008704
[INFO] 2021-10-16 14:10:32 > Step: 4600 Progress: 0.5% Elapsed: 0:48:37 Gen_loss: 2.262 Dis_loss: 0.4396 Cls_loss: N/A Topk: N/A ada_p: 0.00896
[INFO] 2021-10-16 14:11:44 > Step: 4700 Progress: 0.5% Elapsed: 0:49:49 Gen_loss: 1.858 Dis_loss: 1.1 Cls_loss: N/A Topk: N/A ada_p: 0.01331
[INFO] 2021-10-16 14:12:46 > Step: 4800 Progress: 0.5% Elapsed: 0:50:50 Gen_loss: 2.437 Dis_loss: 0.5396 Cls_loss: N/A Topk: N/A ada_p: 0.01766
[INFO] 2021-10-16 14:13:48 > Step: 4900 Progress: 0.5% Elapsed: 0:51:52 Gen_loss: 1.776 Dis_loss: 0.61 Cls_loss: N/A Topk: N/A ada_p: 0.02086
[INFO] 2021-10-16 14:14:50 > Step: 5000 Progress: 0.5% Elapsed: 0:52:54 Gen_loss: 3.163 Dis_loss: 2.764 Cls_loss: N/A Topk: N/A ada_p: 0.02496
[INFO] 2021-10-16 14:15:51 > Step: 5100 Progress: 0.5% Elapsed: 0:53:56 Gen_loss: 2.135 Dis_loss: 0.3453 Cls_loss: N/A Topk: N/A ada_p: 0.03008
[INFO] 2021-10-16 14:16:53 > Step: 5200 Progress: 0.5% Elapsed: 0:54:58 Gen_loss: 1.549 Dis_loss: 0.8409 Cls_loss: N/A Topk: N/A ada_p: 0.03366
[INFO] 2021-10-16 14:17:55 > Step: 5300 Progress: 0.5% Elapsed: 0:56:00 Gen_loss: 1.463 Dis_loss: 0.729 Cls_loss: N/A Topk: N/A ada_p: 0.04224
[INFO] 2021-10-16 14:18:57 > Step: 5400 Progress: 0.5% Elapsed: 0:57:02 Gen_loss: 3.061 Dis_loss: 0.6095 Cls_loss: N/A Topk: N/A ada_p: 0.04864
[INFO] 2021-10-16 14:20:09 > Step: 5500 Progress: 0.5% Elapsed: 0:58:13 Gen_loss: 4.223 Dis_loss: 0.6414 Cls_loss: N/A Topk: N/A ada_p: 0.05222
[INFO] 2021-10-16 14:21:11 > Step: 5600 Progress: 0.6% Elapsed: 0:59:15 Gen_loss: 3.503 Dis_loss: 0.4641 Cls_loss: N/A Topk: N/A ada_p: 0.05478
[INFO] 2021-10-16 14:22:13 > Step: 5700 Progress: 0.6% Elapsed: 1:00:17 Gen_loss: 2.155 Dis_loss: 0.6963 Cls_loss: N/A Topk: N/A ada_p: 0.05875
[INFO] 2021-10-16 14:23:15 > Step: 5800 Progress: 0.6% Elapsed: 1:01:19 Gen_loss: 1.421 Dis_loss: 0.5032 Cls_loss: N/A Topk: N/A ada_p: 0.05824
[INFO] 2021-10-16 14:24:17 > Step: 5900 Progress: 0.6% Elapsed: 1:02:22 Gen_loss: 2.681 Dis_loss: 0.8713 Cls_loss: N/A Topk: N/A ada_p: 0.06413
[INFO] 2021-10-16 14:25:19 > Step: 6000 Progress: 0.6% Elapsed: 1:03:24 Gen_loss: 1.966 Dis_loss: 1.1 Cls_loss: N/A Topk: N/A ada_p: 0.05875
[INFO] 2021-10-16 14:26:21 > Step: 6100 Progress: 0.6% Elapsed: 1:04:26 Gen_loss: 2.185 Dis_loss: 0.8765 Cls_loss: N/A Topk: N/A ada_p: 0.05606
[INFO] 2021-10-16 14:27:23 > Step: 6200 Progress: 0.6% Elapsed: 1:05:28 Gen_loss: 1.447 Dis_loss: 0.7763 Cls_loss: N/A Topk: N/A ada_p: 0.05632
[INFO] 2021-10-16 14:28:35 > Step: 6300 Progress: 0.6% Elapsed: 1:06:39 Gen_loss: 0.7075 Dis_loss: 1.393 Cls_loss: N/A Topk: N/A ada_p: 0.05914
[INFO] 2021-10-16 14:29:37 > Step: 6400 Progress: 0.6% Elapsed: 1:07:41 Gen_loss: 3.717 Dis_loss: 1.469 Cls_loss: N/A Topk: N/A ada_p: 0.06323
[INFO] 2021-10-16 14:30:39 > Step: 6500 Progress: 0.7% Elapsed: 1:08:44 Gen_loss: 3.477 Dis_loss: 0.7474 Cls_loss: N/A Topk: N/A ada_p: 0.06976
[INFO] 2021-10-16 14:31:41 > Step: 6600 Progress: 0.7% Elapsed: 1:09:46 Gen_loss: 1.996 Dis_loss: 1.117 Cls_loss: N/A Topk: N/A ada_p: 0.07539
[INFO] 2021-10-16 14:32:43 > Step: 6700 Progress: 0.7% Elapsed: 1:10:47 Gen_loss: 2.548 Dis_loss: 0.533 Cls_loss: N/A Topk: N/A ada_p: 0.07744
[INFO] 2021-10-16 14:33:44 > Step: 6800 Progress: 0.7% Elapsed: 1:11:49 Gen_loss: 1.833 Dis_loss: 0.9963 Cls_loss: N/A Topk: N/A ada_p: 0.07974
[INFO] 2021-10-16 14:34:46 > Step: 6900 Progress: 0.7% Elapsed: 1:12:51 Gen_loss: 2.626 Dis_loss: 0.6078 Cls_loss: N/A Topk: N/A ada_p: 0.08371
[INFO] 2021-10-16 14:35:48 > Step: 7000 Progress: 0.7% Elapsed: 1:13:53 Gen_loss: 2.09 Dis_loss: 1.006 Cls_loss: N/A Topk: N/A ada_p: 0.08986
[INFO] 2021-10-16 14:37:00 > Step: 7100 Progress: 0.7% Elapsed: 1:15:05 Gen_loss: 2.399 Dis_loss: 0.8312 Cls_loss: N/A Topk: N/A ada_p: 0.09037
[INFO] 2021-10-16 14:38:02 > Step: 7200 Progress: 0.7% Elapsed: 1:16:07 Gen_loss: 1.515 Dis_loss: 0.8501 Cls_loss: N/A Topk: N/A ada_p: 0.09114
[INFO] 2021-10-16 14:39:04 > Step: 7300 Progress: 0.7% Elapsed: 1:17:09 Gen_loss: 1.491 Dis_loss: 0.5568 Cls_loss: N/A Topk: N/A ada_p: 0.0905
[INFO] 2021-10-16 14:40:06 > Step: 7400 Progress: 0.7% Elapsed: 1:18:11 Gen_loss: 2.849 Dis_loss: 1.053 Cls_loss: N/A Topk: N/A ada_p: 0.0969
[INFO] 2021-10-16 14:41:08 > Step: 7500 Progress: 0.8% Elapsed: 1:19:13 Gen_loss: 2.152 Dis_loss: 1.202 Cls_loss: N/A Topk: N/A ada_p: 0.09997
[INFO] 2021-10-16 14:42:10 > Step: 7600 Progress: 0.8% Elapsed: 1:20:15 Gen_loss: 1.49 Dis_loss: 1.247 Cls_loss: N/A Topk: N/A ada_p: 0.09843
[INFO] 2021-10-16 14:43:12 > Step: 7700 Progress: 0.8% Elapsed: 1:21:17 Gen_loss: 1.261 Dis_loss: 0.8893 Cls_loss: N/A Topk: N/A ada_p: 0.09677
[INFO] 2021-10-16 14:44:14 > Step: 7800 Progress: 0.8% Elapsed: 1:22:19 Gen_loss: 2.61 Dis_loss: 0.6896 Cls_loss: N/A Topk: N/A ada_p: 0.1001
[INFO] 2021-10-16 14:45:27 > Step: 7900 Progress: 0.8% Elapsed: 1:23:31 Gen_loss: 1.628 Dis_loss: 0.6605 Cls_loss: N/A Topk: N/A ada_p: 0.09856
[INFO] 2021-10-16 14:46:29 > Step: 8000 Progress: 0.8% Elapsed: 1:24:33 Gen_loss: 2.535 Dis_loss: 0.5648 Cls_loss: N/A Topk: N/A ada_p: 0.1016
[INFO] 2021-10-16 14:47:32 > Step: 8100 Progress: 0.8% Elapsed: 1:25:36 Gen_loss: 1.996 Dis_loss: 0.5264 Cls_loss: N/A Topk: N/A ada_p: 0.1076
[INFO] 2021-10-16 14:48:34 > Step: 8200 Progress: 0.8% Elapsed: 1:26:38 Gen_loss: 1.617 Dis_loss: 0.6357 Cls_loss: N/A Topk: N/A ada_p: 0.1084
[INFO] 2021-10-16 14:49:36 > Step: 8300 Progress: 0.8% Elapsed: 1:27:40 Gen_loss: 0.8947 Dis_loss: 0.5079 Cls_loss: N/A Topk: N/A ada_p: 0.1092
[INFO] 2021-10-16 14:50:37 > Step: 8400 Progress: 0.8% Elapsed: 1:28:42 Gen_loss: 2.907 Dis_loss: 1.199 Cls_loss: N/A Topk: N/A ada_p: 0.1089
[INFO] 2021-10-16 14:51:40 > Step: 8500 Progress: 0.9% Elapsed: 1:29:44 Gen_loss: 1.872 Dis_loss: 0.7724 Cls_loss: N/A Topk: N/A ada_p: 0.1088
[INFO] 2021-10-16 14:52:52 > Step: 8600 Progress: 0.9% Elapsed: 1:30:57 Gen_loss: 2.009 Dis_loss: 1.017 Cls_loss: N/A Topk: N/A ada_p: 0.1075
[INFO] 2021-10-16 14:53:54 > Step: 8700 Progress: 0.9% Elapsed: 1:31:58 Gen_loss: 0.985 Dis_loss: 1.117 Cls_loss: N/A Topk: N/A ada_p: 0.1004
[INFO] 2021-10-16 14:54:56 > Step: 8800 Progress: 0.9% Elapsed: 1:33:00 Gen_loss: 2.823 Dis_loss: 1.371 Cls_loss: N/A Topk: N/A ada_p: 0.09805
[INFO] 2021-10-16 14:55:58 > Step: 8900 Progress: 0.9% Elapsed: 1:34:02 Gen_loss: 1.656 Dis_loss: 0.9615 Cls_loss: N/A Topk: N/A ada_p: 0.09254
[INFO] 2021-10-16 14:57:00 > Step: 9000 Progress: 0.9% Elapsed: 1:35:05 Gen_loss: 2.099 Dis_loss: 0.6071 Cls_loss: N/A Topk: N/A ada_p: 0.09408
[INFO] 2021-10-16 14:58:02 > Step: 9100 Progress: 0.9% Elapsed: 1:36:06 Gen_loss: 1.881 Dis_loss: 0.7143 Cls_loss: N/A Topk: N/A ada_p: 0.09203
[INFO] 2021-10-16 14:59:04 > Step: 9200 Progress: 0.9% Elapsed: 1:37:08 Gen_loss: 1.596 Dis_loss: 0.5686 Cls_loss: N/A Topk: N/A ada_p: 0.09152
[INFO] 2021-10-16 15:00:06 > Step: 9300 Progress: 0.9% Elapsed: 1:38:10 Gen_loss: 2.341 Dis_loss: 0.6945 Cls_loss: N/A Topk: N/A ada_p: 0.0937
[INFO] 2021-10-16 15:01:18 > Step: 9400 Progress: 0.9% Elapsed: 1:39:22 Gen_loss: 2.77 Dis_loss: 0.7499 Cls_loss: N/A Topk: N/A ada_p: 0.09421
[INFO] 2021-10-16 15:02:19 > Step: 9500 Progress: 0.9% Elapsed: 1:40:24 Gen_loss: 3.54 Dis_loss: 1.239 Cls_loss: N/A Topk: N/A ada_p: 0.09242
[INFO] 2021-10-16 15:03:21 > Step: 9600 Progress: 1.0% Elapsed: 1:41:26 Gen_loss: 2.33 Dis_loss: 0.8701 Cls_loss: N/A Topk: N/A ada_p: 0.09446
[INFO] 2021-10-16 15:04:24 > Step: 9700 Progress: 1.0% Elapsed: 1:42:28 Gen_loss: 1.825 Dis_loss: 0.7738 Cls_loss: N/A Topk: N/A ada_p: 0.09536
[INFO] 2021-10-16 15:05:25 > Step: 9800 Progress: 1.0% Elapsed: 1:43:30 Gen_loss: 2.244 Dis_loss: 0.8992 Cls_loss: N/A Topk: N/A ada_p: 0.0969
[INFO] 2021-10-16 15:06:27 > Step: 9900 Progress: 1.0% Elapsed: 1:44:32 Gen_loss: 1.615 Dis_loss: 1.039 Cls_loss: N/A Topk: N/A ada_p: 0.09178
[INFO] 2021-10-16 15:07:29 > Step: 10000 Progress: 1.0% Elapsed: 1:45:34 Gen_loss: 1.144 Dis_loss: 1.102 Cls_loss: N/A Topk: N/A ada_p: 0.08614
[INFO] 2021-10-16 15:07:29 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-16 15:07:29 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_10000.png
[INFO] 2021-10-16 15:07:29 > Start Evaluation (10000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-16 15:07:29 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-16 15:13:02 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-16 15:18:41 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-16 15:38:39 > Inception score (Step: 10000, 50000 generated images): 7.077238082885742
[INFO] 2021-10-16 15:38:39 > FID score (Step: 10000, Using train moments): 41.38621905887385
[INFO] 2021-10-16 15:38:39 > Improved Precision (Step: 10000, Using train images): 0.5728
[INFO] 2021-10-16 15:38:39 > Improved Recall (Step: 10000, Using train images): 0.27142
[INFO] 2021-10-16 15:38:39 > Density (Step: 10000, Using train images): 0.439924
[INFO] 2021-10-16 15:38:39 > Coverage (Step: 10000, Using train images): 0.3235
[INFO] 2021-10-16 15:38:39 > Best FID score (Step: 10000, Using train moments): 41.38621905887385
[INFO] 2021-10-16 15:39:00 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-16 15:40:00 > Step: 10100 Progress: 1.0% Elapsed: 2:18:05 Gen_loss: 2.572 Dis_loss: 0.7041 Cls_loss: N/A Topk: N/A ada_p: 0.08806
[INFO] 2021-10-16 15:41:19 > Step: 10200 Progress: 1.0% Elapsed: 2:19:23 Gen_loss: 1.808 Dis_loss: 1.008 Cls_loss: N/A Topk: N/A ada_p: 0.08883
[INFO] 2021-10-16 15:42:19 > Step: 10300 Progress: 1.0% Elapsed: 2:20:24 Gen_loss: 0.9932 Dis_loss: 1.045 Cls_loss: N/A Topk: N/A ada_p: 0.09293
[INFO] 2021-10-16 15:43:21 > Step: 10400 Progress: 1.0% Elapsed: 2:21:26 Gen_loss: 2.14 Dis_loss: 0.8926 Cls_loss: N/A Topk: N/A ada_p: 0.09472
[INFO] 2021-10-16 15:44:23 > Step: 10500 Progress: 1.1% Elapsed: 2:22:27 Gen_loss: 3.258 Dis_loss: 0.6676 Cls_loss: N/A Topk: N/A ada_p: 0.09869
[INFO] 2021-10-16 15:45:24 > Step: 10600 Progress: 1.1% Elapsed: 2:23:28 Gen_loss: 3.024 Dis_loss: 0.5392 Cls_loss: N/A Topk: N/A ada_p: 0.1036
[INFO] 2021-10-16 15:46:25 > Step: 10700 Progress: 1.1% Elapsed: 2:24:30 Gen_loss: 2.152 Dis_loss: 1.099 Cls_loss: N/A Topk: N/A ada_p: 0.1053
[INFO] 2021-10-16 15:47:26 > Step: 10800 Progress: 1.1% Elapsed: 2:25:31 Gen_loss: 0.7601 Dis_loss: 1.283 Cls_loss: N/A Topk: N/A ada_p: 0.1105
[INFO] 2021-10-16 15:48:29 > Step: 10900 Progress: 1.1% Elapsed: 2:26:34 Gen_loss: 1.304 Dis_loss: 0.8881 Cls_loss: N/A Topk: N/A ada_p: 0.1088
[INFO] 2021-10-16 15:49:41 > Step: 11000 Progress: 1.1% Elapsed: 2:27:45 Gen_loss: 1.451 Dis_loss: 0.987 Cls_loss: N/A Topk: N/A ada_p: 0.1075
[INFO] 2021-10-16 15:50:42 > Step: 11100 Progress: 1.1% Elapsed: 2:28:47 Gen_loss: 2.119 Dis_loss: 0.7187 Cls_loss: N/A Topk: N/A ada_p: 0.1052
[INFO] 2021-10-16 15:51:44 > Step: 11200 Progress: 1.1% Elapsed: 2:29:49 Gen_loss: 2.224 Dis_loss: 0.7669 Cls_loss: N/A Topk: N/A ada_p: 0.107
[INFO] 2021-10-16 15:52:46 > Step: 11300 Progress: 1.1% Elapsed: 2:30:51 Gen_loss: 0.9235 Dis_loss: 0.8161 Cls_loss: N/A Topk: N/A ada_p: 0.1043
[INFO] 2021-10-16 15:53:48 > Step: 11400 Progress: 1.1% Elapsed: 2:31:53 Gen_loss: 2.142 Dis_loss: 0.6824 Cls_loss: N/A Topk: N/A ada_p: 0.1025
[INFO] 2021-10-16 15:54:50 > Step: 11500 Progress: 1.1% Elapsed: 2:32:55 Gen_loss: 3.231 Dis_loss: 0.6263 Cls_loss: N/A Topk: N/A ada_p: 0.1028
[INFO] 2021-10-16 15:55:52 > Step: 11600 Progress: 1.2% Elapsed: 2:33:57 Gen_loss: 2.092 Dis_loss: 0.9049 Cls_loss: N/A Topk: N/A ada_p: 0.102
[INFO] 2021-10-16 15:56:53 > Step: 11700 Progress: 1.2% Elapsed: 2:34:58 Gen_loss: 1.703 Dis_loss: 1.179 Cls_loss: N/A Topk: N/A ada_p: 0.1014
[INFO] 2021-10-16 15:58:05 > Step: 11800 Progress: 1.2% Elapsed: 2:36:09 Gen_loss: 1.255 Dis_loss: 0.7989 Cls_loss: N/A Topk: N/A ada_p: 0.09626
[INFO] 2021-10-16 15:59:06 > Step: 11900 Progress: 1.2% Elapsed: 2:37:11 Gen_loss: 2.295 Dis_loss: 0.7088 Cls_loss: N/A Topk: N/A ada_p: 0.096
[INFO] 2021-10-16 16:00:08 > Step: 12000 Progress: 1.2% Elapsed: 2:38:13 Gen_loss: 1.426 Dis_loss: 0.9229 Cls_loss: N/A Topk: N/A ada_p: 0.09549
[INFO] 2021-10-16 16:01:10 > Step: 12100 Progress: 1.2% Elapsed: 2:39:15 Gen_loss: 1.695 Dis_loss: 1.164 Cls_loss: N/A Topk: N/A ada_p: 0.09715
[INFO] 2021-10-16 16:02:12 > Step: 12200 Progress: 1.2% Elapsed: 2:40:16 Gen_loss: 1.616 Dis_loss: 0.9626 Cls_loss: N/A Topk: N/A ada_p: 0.09229
[INFO] 2021-10-16 16:03:13 > Step: 12300 Progress: 1.2% Elapsed: 2:41:18 Gen_loss: 0.6469 Dis_loss: 1.116 Cls_loss: N/A Topk: N/A ada_p: 0.09434
[INFO] 2021-10-16 16:04:14 > Step: 12400 Progress: 1.2% Elapsed: 2:42:19 Gen_loss: 1.356 Dis_loss: 0.8705 Cls_loss: N/A Topk: N/A ada_p: 0.09408
[INFO] 2021-10-16 16:05:26 > Step: 12500 Progress: 1.2% Elapsed: 2:43:31 Gen_loss: 2.641 Dis_loss: 0.9754 Cls_loss: N/A Topk: N/A ada_p: 0.09472
[INFO] 2021-10-16 16:06:27 > Step: 12600 Progress: 1.3% Elapsed: 2:44:32 Gen_loss: 1.519 Dis_loss: 0.9014 Cls_loss: N/A Topk: N/A ada_p: 0.0983
[INFO] 2021-10-16 16:07:29 > Step: 12700 Progress: 1.3% Elapsed: 2:45:34 Gen_loss: 1.364 Dis_loss: 0.718 Cls_loss: N/A Topk: N/A ada_p: 0.09651
[INFO] 2021-10-16 16:08:30 > Step: 12800 Progress: 1.3% Elapsed: 2:46:35 Gen_loss: 0.99 Dis_loss: 0.7608 Cls_loss: N/A Topk: N/A ada_p: 0.09626
[INFO] 2021-10-16 16:09:32 > Step: 12900 Progress: 1.3% Elapsed: 2:47:37 Gen_loss: 1.492 Dis_loss: 0.9953 Cls_loss: N/A Topk: N/A ada_p: 0.09818
[INFO] 2021-10-16 16:10:33 > Step: 13000 Progress: 1.3% Elapsed: 2:48:38 Gen_loss: 1.769 Dis_loss: 0.8582 Cls_loss: N/A Topk: N/A ada_p: 0.09254
[INFO] 2021-10-16 16:11:35 > Step: 13100 Progress: 1.3% Elapsed: 2:49:39 Gen_loss: 2.398 Dis_loss: 0.7435 Cls_loss: N/A Topk: N/A ada_p: 0.09562
[INFO] 2021-10-16 16:12:36 > Step: 13200 Progress: 1.3% Elapsed: 2:50:41 Gen_loss: 1.652 Dis_loss: 0.7727 Cls_loss: N/A Topk: N/A ada_p: 0.09613
[INFO] 2021-10-16 16:13:48 > Step: 13300 Progress: 1.3% Elapsed: 2:51:53 Gen_loss: 1.093 Dis_loss: 0.9746 Cls_loss: N/A Topk: N/A ada_p: 0.09702
[INFO] 2021-10-16 16:14:49 > Step: 13400 Progress: 1.3% Elapsed: 2:52:54 Gen_loss: 2.04 Dis_loss: 0.7472 Cls_loss: N/A Topk: N/A ada_p: 0.09702
[INFO] 2021-10-16 16:15:51 > Step: 13500 Progress: 1.4% Elapsed: 2:53:55 Gen_loss: 1.843 Dis_loss: 0.8169 Cls_loss: N/A Topk: N/A ada_p: 0.1019
[INFO] 2021-10-16 16:16:52 > Step: 13600 Progress: 1.4% Elapsed: 2:54:57 Gen_loss: 0.9868 Dis_loss: 0.8139 Cls_loss: N/A Topk: N/A ada_p: 0.1047
[INFO] 2021-10-16 16:17:54 > Step: 13700 Progress: 1.4% Elapsed: 2:55:59 Gen_loss: 1.103 Dis_loss: 0.8727 Cls_loss: N/A Topk: N/A ada_p: 0.09766
[INFO] 2021-10-16 16:18:55 > Step: 13800 Progress: 1.4% Elapsed: 2:57:00 Gen_loss: 1.57 Dis_loss: 1.001 Cls_loss: N/A Topk: N/A ada_p: 0.09638
[INFO] 2021-10-16 16:19:56 > Step: 13900 Progress: 1.4% Elapsed: 2:58:01 Gen_loss: 1.346 Dis_loss: 1.043 Cls_loss: N/A Topk: N/A ada_p: 0.09587
[INFO] 2021-10-16 16:20:58 > Step: 14000 Progress: 1.4% Elapsed: 2:59:03 Gen_loss: 1.763 Dis_loss: 0.5594 Cls_loss: N/A Topk: N/A ada_p: 0.09562
[INFO] 2021-10-16 16:22:10 > Step: 14100 Progress: 1.4% Elapsed: 3:00:14 Gen_loss: 1.998 Dis_loss: 0.6411 Cls_loss: N/A Topk: N/A ada_p: 0.09421
[INFO] 2021-10-16 16:23:11 > Step: 14200 Progress: 1.4% Elapsed: 3:01:16 Gen_loss: 2.098 Dis_loss: 1.073 Cls_loss: N/A Topk: N/A ada_p: 0.09498
[INFO] 2021-10-16 16:24:13 > Step: 14300 Progress: 1.4% Elapsed: 3:02:17 Gen_loss: 1.756 Dis_loss: 0.5482 Cls_loss: N/A Topk: N/A ada_p: 0.09344
[INFO] 2021-10-16 16:25:14 > Step: 14400 Progress: 1.4% Elapsed: 3:03:19 Gen_loss: 1.97 Dis_loss: 0.983 Cls_loss: N/A Topk: N/A ada_p: 0.09395
[INFO] 2021-10-16 16:26:16 > Step: 14500 Progress: 1.5% Elapsed: 3:04:20 Gen_loss: 1.663 Dis_loss: 0.7077 Cls_loss: N/A Topk: N/A ada_p: 0.08896
[INFO] 2021-10-16 16:27:17 > Step: 14600 Progress: 1.5% Elapsed: 3:05:22 Gen_loss: 1.271 Dis_loss: 0.8974 Cls_loss: N/A Topk: N/A ada_p: 0.08614
[INFO] 2021-10-16 16:28:18 > Step: 14700 Progress: 1.5% Elapsed: 3:06:23 Gen_loss: 2.445 Dis_loss: 0.7813 Cls_loss: N/A Topk: N/A ada_p: 0.08154
[INFO] 2021-10-16 16:29:20 > Step: 14800 Progress: 1.5% Elapsed: 3:07:24 Gen_loss: 2.197 Dis_loss: 1.005 Cls_loss: N/A Topk: N/A ada_p: 0.07488
[INFO] 2021-10-16 16:30:32 > Step: 14900 Progress: 1.5% Elapsed: 3:08:37 Gen_loss: 1.406 Dis_loss: 0.795 Cls_loss: N/A Topk: N/A ada_p: 0.07219
[INFO] 2021-10-16 16:31:33 > Step: 15000 Progress: 1.5% Elapsed: 3:09:38 Gen_loss: 2.047 Dis_loss: 0.6183 Cls_loss: N/A Topk: N/A ada_p: 0.07782
[INFO] 2021-10-16 16:32:35 > Step: 15100 Progress: 1.5% Elapsed: 3:10:40 Gen_loss: 1.43 Dis_loss: 0.7386 Cls_loss: N/A Topk: N/A ada_p: 0.07859
[INFO] 2021-10-16 16:33:37 > Step: 15200 Progress: 1.5% Elapsed: 3:11:41 Gen_loss: 1.967 Dis_loss: 0.8754 Cls_loss: N/A Topk: N/A ada_p: 0.07962
[INFO] 2021-10-16 16:34:38 > Step: 15300 Progress: 1.5% Elapsed: 3:12:43 Gen_loss: 1.309 Dis_loss: 0.772 Cls_loss: N/A Topk: N/A ada_p: 0.08256
[INFO] 2021-10-16 16:35:40 > Step: 15400 Progress: 1.5% Elapsed: 3:13:44 Gen_loss: 1.305 Dis_loss: 0.929 Cls_loss: N/A Topk: N/A ada_p: 0.0864
[INFO] 2021-10-16 16:36:42 > Step: 15500 Progress: 1.6% Elapsed: 3:14:47 Gen_loss: 1.096 Dis_loss: 1.075 Cls_loss: N/A Topk: N/A ada_p: 0.08333
[INFO] 2021-10-16 16:37:43 > Step: 15600 Progress: 1.6% Elapsed: 3:15:48 Gen_loss: 1.915 Dis_loss: 0.9578 Cls_loss: N/A Topk: N/A ada_p: 0.08512
[INFO] 2021-10-16 16:38:55 > Step: 15700 Progress: 1.6% Elapsed: 3:17:00 Gen_loss: 1.568 Dis_loss: 1.347 Cls_loss: N/A Topk: N/A ada_p: 0.08755
[INFO] 2021-10-16 16:39:57 > Step: 15800 Progress: 1.6% Elapsed: 3:18:02 Gen_loss: 2.368 Dis_loss: 0.7167 Cls_loss: N/A Topk: N/A ada_p: 0.08602
[INFO] 2021-10-16 16:40:59 > Step: 15900 Progress: 1.6% Elapsed: 3:19:04 Gen_loss: 1.921 Dis_loss: 1.236 Cls_loss: N/A Topk: N/A ada_p: 0.08576
[INFO] 2021-10-16 16:42:01 > Step: 16000 Progress: 1.6% Elapsed: 3:20:06 Gen_loss: 2.143 Dis_loss: 1.082 Cls_loss: N/A Topk: N/A ada_p: 0.08294
[INFO] 2021-10-16 16:43:04 > Step: 16100 Progress: 1.6% Elapsed: 3:21:08 Gen_loss: 0.8487 Dis_loss: 1.375 Cls_loss: N/A Topk: N/A ada_p: 0.08256
[INFO] 2021-10-16 16:44:05 > Step: 16200 Progress: 1.6% Elapsed: 3:22:10 Gen_loss: 1.64 Dis_loss: 1.015 Cls_loss: N/A Topk: N/A ada_p: 0.07898
[INFO] 2021-10-16 16:45:06 > Step: 16300 Progress: 1.6% Elapsed: 3:23:11 Gen_loss: 1.961 Dis_loss: 0.482 Cls_loss: N/A Topk: N/A ada_p: 0.07386
[INFO] 2021-10-16 16:46:08 > Step: 16400 Progress: 1.6% Elapsed: 3:24:13 Gen_loss: 2.892 Dis_loss: 1.493 Cls_loss: N/A Topk: N/A ada_p: 0.07078
[INFO] 2021-10-16 16:47:19 > Step: 16500 Progress: 1.7% Elapsed: 3:25:24 Gen_loss: 1.418 Dis_loss: 0.8256 Cls_loss: N/A Topk: N/A ada_p: 0.0727
[INFO] 2021-10-16 16:48:21 > Step: 16600 Progress: 1.7% Elapsed: 3:26:26 Gen_loss: 3.143 Dis_loss: 0.794 Cls_loss: N/A Topk: N/A ada_p: 0.07091
[INFO] 2021-10-16 16:49:22 > Step: 16700 Progress: 1.7% Elapsed: 3:27:27 Gen_loss: 2.174 Dis_loss: 0.4389 Cls_loss: N/A Topk: N/A ada_p: 0.07706
[INFO] 2021-10-16 16:50:24 > Step: 16800 Progress: 1.7% Elapsed: 3:28:29 Gen_loss: 1.741 Dis_loss: 0.7788 Cls_loss: N/A Topk: N/A ada_p: 0.07014
[INFO] 2021-10-16 16:51:26 > Step: 16900 Progress: 1.7% Elapsed: 3:29:30 Gen_loss: 1.56 Dis_loss: 0.623 Cls_loss: N/A Topk: N/A ada_p: 0.0695
[INFO] 2021-10-16 16:52:27 > Step: 17000 Progress: 1.7% Elapsed: 3:30:32 Gen_loss: 1.024 Dis_loss: 1.013 Cls_loss: N/A Topk: N/A ada_p: 0.07283
[INFO] 2021-10-16 16:53:28 > Step: 17100 Progress: 1.7% Elapsed: 3:31:33 Gen_loss: 1.359 Dis_loss: 0.9286 Cls_loss: N/A Topk: N/A ada_p: 0.0713
[INFO] 2021-10-16 16:54:40 > Step: 17200 Progress: 1.7% Elapsed: 3:32:45 Gen_loss: 0.8046 Dis_loss: 1.389 Cls_loss: N/A Topk: N/A ada_p: 0.06848
[INFO] 2021-10-16 16:55:42 > Step: 17300 Progress: 1.7% Elapsed: 3:33:46 Gen_loss: 1.1 Dis_loss: 0.8826 Cls_loss: N/A Topk: N/A ada_p: 0.06451
[INFO] 2021-10-16 16:56:43 > Step: 17400 Progress: 1.7% Elapsed: 3:34:48 Gen_loss: 1.292 Dis_loss: 0.6737 Cls_loss: N/A Topk: N/A ada_p: 0.06502
[INFO] 2021-10-16 16:57:45 > Step: 17500 Progress: 1.8% Elapsed: 3:35:50 Gen_loss: 1.656 Dis_loss: 0.94 Cls_loss: N/A Topk: N/A ada_p: 0.06528
[INFO] 2021-10-16 16:58:47 > Step: 17600 Progress: 1.8% Elapsed: 3:36:52 Gen_loss: 1.508 Dis_loss: 0.6473 Cls_loss: N/A Topk: N/A ada_p: 0.06886
[INFO] 2021-10-16 16:59:49 > Step: 17700 Progress: 1.8% Elapsed: 3:37:53 Gen_loss: 1.847 Dis_loss: 1.179 Cls_loss: N/A Topk: N/A ada_p: 0.0649
[INFO] 2021-10-16 17:00:51 > Step: 17800 Progress: 1.8% Elapsed: 3:38:55 Gen_loss: 1.373 Dis_loss: 1.027 Cls_loss: N/A Topk: N/A ada_p: 0.05568
[INFO] 2021-10-16 17:01:52 > Step: 17900 Progress: 1.8% Elapsed: 3:39:57 Gen_loss: 1.176 Dis_loss: 1.09 Cls_loss: N/A Topk: N/A ada_p: 0.05594
[INFO] 2021-10-16 17:03:04 > Step: 18000 Progress: 1.8% Elapsed: 3:41:08 Gen_loss: 1.607 Dis_loss: 0.9967 Cls_loss: N/A Topk: N/A ada_p: 0.05978
[INFO] 2021-10-16 17:04:06 > Step: 18100 Progress: 1.8% Elapsed: 3:42:10 Gen_loss: 2.105 Dis_loss: 0.6956 Cls_loss: N/A Topk: N/A ada_p: 0.06042
[INFO] 2021-10-16 17:05:07 > Step: 18200 Progress: 1.8% Elapsed: 3:43:12 Gen_loss: 1.601 Dis_loss: 0.9575 Cls_loss: N/A Topk: N/A ada_p: 0.05914
[INFO] 2021-10-16 17:06:09 > Step: 18300 Progress: 1.8% Elapsed: 3:44:14 Gen_loss: 0.8977 Dis_loss: 0.9817 Cls_loss: N/A Topk: N/A ada_p: 0.0576
[INFO] 2021-10-16 17:07:11 > Step: 18400 Progress: 1.8% Elapsed: 3:45:16 Gen_loss: 2.224 Dis_loss: 0.847 Cls_loss: N/A Topk: N/A ada_p: 0.05862
[INFO] 2021-10-16 17:08:14 > Step: 18500 Progress: 1.8% Elapsed: 3:46:18 Gen_loss: 1.592 Dis_loss: 0.8376 Cls_loss: N/A Topk: N/A ada_p: 0.06208
[INFO] 2021-10-16 17:09:15 > Step: 18600 Progress: 1.9% Elapsed: 3:47:20 Gen_loss: 1.306 Dis_loss: 0.9643 Cls_loss: N/A Topk: N/A ada_p: 0.06285
[INFO] 2021-10-16 17:10:17 > Step: 18700 Progress: 1.9% Elapsed: 3:48:21 Gen_loss: 2.152 Dis_loss: 1.039 Cls_loss: N/A Topk: N/A ada_p: 0.06464
[INFO] 2021-10-16 17:11:29 > Step: 18800 Progress: 1.9% Elapsed: 3:49:33 Gen_loss: 2.02 Dis_loss: 0.6447 Cls_loss: N/A Topk: N/A ada_p: 0.06643
[INFO] 2021-10-16 17:12:31 > Step: 18900 Progress: 1.9% Elapsed: 3:50:35 Gen_loss: 1.688 Dis_loss: 0.7923 Cls_loss: N/A Topk: N/A ada_p: 0.06605
[INFO] 2021-10-16 17:13:32 > Step: 19000 Progress: 1.9% Elapsed: 3:51:37 Gen_loss: 2.552 Dis_loss: 0.6368 Cls_loss: N/A Topk: N/A ada_p: 0.06886
[INFO] 2021-10-16 17:14:35 > Step: 19100 Progress: 1.9% Elapsed: 3:52:40 Gen_loss: 1.628 Dis_loss: 1.171 Cls_loss: N/A Topk: N/A ada_p: 0.0704
[INFO] 2021-10-16 17:15:37 > Step: 19200 Progress: 1.9% Elapsed: 3:53:41 Gen_loss: 1.871 Dis_loss: 0.9827 Cls_loss: N/A Topk: N/A ada_p: 0.06784
[INFO] 2021-10-16 17:16:39 > Step: 19300 Progress: 1.9% Elapsed: 3:54:44 Gen_loss: 1.638 Dis_loss: 0.8572 Cls_loss: N/A Topk: N/A ada_p: 0.07181
[INFO] 2021-10-16 17:17:40 > Step: 19400 Progress: 1.9% Elapsed: 3:55:45 Gen_loss: 1.468 Dis_loss: 1.425 Cls_loss: N/A Topk: N/A ada_p: 0.07386
[INFO] 2021-10-16 17:18:42 > Step: 19500 Progress: 1.9% Elapsed: 3:56:46 Gen_loss: 1.062 Dis_loss: 0.8159 Cls_loss: N/A Topk: N/A ada_p: 0.07462
[INFO] 2021-10-16 17:19:53 > Step: 19600 Progress: 2.0% Elapsed: 3:57:58 Gen_loss: 1.629 Dis_loss: 0.7501 Cls_loss: N/A Topk: N/A ada_p: 0.08077
[INFO] 2021-10-16 17:20:56 > Step: 19700 Progress: 2.0% Elapsed: 3:59:01 Gen_loss: 1.298 Dis_loss: 0.8262 Cls_loss: N/A Topk: N/A ada_p: 0.08269
[INFO] 2021-10-16 17:21:58 > Step: 19800 Progress: 2.0% Elapsed: 4:00:03 Gen_loss: 1.354 Dis_loss: 0.9313 Cls_loss: N/A Topk: N/A ada_p: 0.08115
[INFO] 2021-10-16 17:22:59 > Step: 19900 Progress: 2.0% Elapsed: 4:01:04 Gen_loss: 1.299 Dis_loss: 1.007 Cls_loss: N/A Topk: N/A ada_p: 0.07859
[INFO] 2021-10-16 17:24:01 > Step: 20000 Progress: 2.0% Elapsed: 4:02:05 Gen_loss: 1.87 Dis_loss: 0.8549 Cls_loss: N/A Topk: N/A ada_p: 0.07603
[INFO] 2021-10-16 17:24:01 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-16 17:24:01 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_20000.png
[INFO] 2021-10-16 17:24:01 > Start Evaluation (20000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-16 17:24:01 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-16 17:29:30 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-16 17:35:06 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-16 17:54:06 > Inception score (Step: 20000, 50000 generated images): 8.15743350982666
[INFO] 2021-10-16 17:54:06 > FID score (Step: 20000, Using train moments): 22.39569671161246
[INFO] 2021-10-16 17:54:06 > Improved Precision (Step: 20000, Using train images): 0.62334
[INFO] 2021-10-16 17:54:06 > Improved Recall (Step: 20000, Using train images): 0.48504
[INFO] 2021-10-16 17:54:06 > Density (Step: 20000, Using train images): 0.5600120000000001
[INFO] 2021-10-16 17:54:06 > Coverage (Step: 20000, Using train images): 0.51686
[INFO] 2021-10-16 17:54:06 > Best FID score (Step: 20000, Using train moments): 22.39569671161246
[INFO] 2021-10-16 17:54:27 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-16 17:56:31 > Step: 20100 Progress: 2.0% Elapsed: 4:34:36 Gen_loss: 1.508 Dis_loss: 0.8735 Cls_loss: N/A Topk: N/A ada_p: 0.07514
[INFO] 2021-10-16 17:57:32 > Step: 20200 Progress: 2.0% Elapsed: 4:35:37 Gen_loss: 1.284 Dis_loss: 0.827 Cls_loss: N/A Topk: N/A ada_p: 0.07744
[INFO] 2021-10-16 17:58:33 > Step: 20300 Progress: 2.0% Elapsed: 4:36:38 Gen_loss: 1.732 Dis_loss: 0.9437 Cls_loss: N/A Topk: N/A ada_p: 0.07821
[INFO] 2021-10-16 17:59:51 > Step: 20400 Progress: 2.0% Elapsed: 4:37:55 Gen_loss: 1.912 Dis_loss: 0.8412 Cls_loss: N/A Topk: N/A ada_p: 0.07872
[INFO] 2021-10-16 18:00:52 > Step: 20500 Progress: 2.1% Elapsed: 4:38:57 Gen_loss: 1.275 Dis_loss: 0.6155 Cls_loss: N/A Topk: N/A ada_p: 0.0809
[INFO] 2021-10-16 18:01:54 > Step: 20600 Progress: 2.1% Elapsed: 4:39:58 Gen_loss: 2.213 Dis_loss: 0.4228 Cls_loss: N/A Topk: N/A ada_p: 0.08294
[INFO] 2021-10-16 18:02:55 > Step: 20700 Progress: 2.1% Elapsed: 4:41:00 Gen_loss: 2.26 Dis_loss: 1.031 Cls_loss: N/A Topk: N/A ada_p: 0.08243
[INFO] 2021-10-16 18:03:58 > Step: 20800 Progress: 2.1% Elapsed: 4:42:02 Gen_loss: 1.791 Dis_loss: 0.7633 Cls_loss: N/A Topk: N/A ada_p: 0.08269
[INFO] 2021-10-16 18:04:59 > Step: 20900 Progress: 2.1% Elapsed: 4:43:04 Gen_loss: 1.367 Dis_loss: 0.9833 Cls_loss: N/A Topk: N/A ada_p: 0.08154
[INFO] 2021-10-16 18:06:01 > Step: 21000 Progress: 2.1% Elapsed: 4:44:05 Gen_loss: 0.7202 Dis_loss: 0.7334 Cls_loss: N/A Topk: N/A ada_p: 0.08077
[INFO] 2021-10-16 18:07:12 > Step: 21100 Progress: 2.1% Elapsed: 4:45:17 Gen_loss: 1.695 Dis_loss: 0.921 Cls_loss: N/A Topk: N/A ada_p: 0.08128
[INFO] 2021-10-16 18:08:13 > Step: 21200 Progress: 2.1% Elapsed: 4:46:18 Gen_loss: 1.512 Dis_loss: 0.7985 Cls_loss: N/A Topk: N/A ada_p: 0.08282
[INFO] 2021-10-16 18:09:15 > Step: 21300 Progress: 2.1% Elapsed: 4:47:20 Gen_loss: 1.034 Dis_loss: 1.004 Cls_loss: N/A Topk: N/A ada_p: 0.08192
[INFO] 2021-10-16 18:10:17 > Step: 21400 Progress: 2.1% Elapsed: 4:48:21 Gen_loss: 1.891 Dis_loss: 0.6586 Cls_loss: N/A Topk: N/A ada_p: 0.07526
[INFO] 2021-10-16 18:11:18 > Step: 21500 Progress: 2.1% Elapsed: 4:49:23 Gen_loss: 1.729 Dis_loss: 0.8759 Cls_loss: N/A Topk: N/A ada_p: 0.07782
[INFO] 2021-10-16 18:12:19 > Step: 21600 Progress: 2.2% Elapsed: 4:50:24 Gen_loss: 1.805 Dis_loss: 0.8625 Cls_loss: N/A Topk: N/A ada_p: 0.08192
[INFO] 2021-10-16 18:13:21 > Step: 21700 Progress: 2.2% Elapsed: 4:51:26 Gen_loss: 1.057 Dis_loss: 0.6992 Cls_loss: N/A Topk: N/A ada_p: 0.07923
[INFO] 2021-10-16 18:14:22 > Step: 21800 Progress: 2.2% Elapsed: 4:52:27 Gen_loss: 1.726 Dis_loss: 0.8133 Cls_loss: N/A Topk: N/A ada_p: 0.07898
[INFO] 2021-10-16 18:15:34 > Step: 21900 Progress: 2.2% Elapsed: 4:53:39 Gen_loss: 1.49 Dis_loss: 0.9833 Cls_loss: N/A Topk: N/A ada_p: 0.08205
[INFO] 2021-10-16 18:16:36 > Step: 22000 Progress: 2.2% Elapsed: 4:54:40 Gen_loss: 1.297 Dis_loss: 0.8904 Cls_loss: N/A Topk: N/A ada_p: 0.07642
[INFO] 2021-10-16 18:17:37 > Step: 22100 Progress: 2.2% Elapsed: 4:55:42 Gen_loss: 1.801 Dis_loss: 0.6996 Cls_loss: N/A Topk: N/A ada_p: 0.07603
[INFO] 2021-10-16 18:18:39 > Step: 22200 Progress: 2.2% Elapsed: 4:56:44 Gen_loss: 1.808 Dis_loss: 0.5178 Cls_loss: N/A Topk: N/A ada_p: 0.0768
[INFO] 2021-10-16 18:19:41 > Step: 22300 Progress: 2.2% Elapsed: 4:57:45 Gen_loss: 1.09 Dis_loss: 1.015 Cls_loss: N/A Topk: N/A ada_p: 0.07859
[INFO] 2021-10-16 18:20:43 > Step: 22400 Progress: 2.2% Elapsed: 4:58:47 Gen_loss: 0.8397 Dis_loss: 0.9607 Cls_loss: N/A Topk: N/A ada_p: 0.07347
[INFO] 2021-10-16 18:21:45 > Step: 22500 Progress: 2.2% Elapsed: 4:59:49 Gen_loss: 1.282 Dis_loss: 0.8056 Cls_loss: N/A Topk: N/A ada_p: 0.0672
[INFO] 2021-10-16 18:22:47 > Step: 22600 Progress: 2.3% Elapsed: 5:00:52 Gen_loss: 0.9121 Dis_loss: 0.9587 Cls_loss: N/A Topk: N/A ada_p: 0.06515
[INFO] 2021-10-16 18:23:59 > Step: 22700 Progress: 2.3% Elapsed: 5:02:03 Gen_loss: 1.147 Dis_loss: 0.716 Cls_loss: N/A Topk: N/A ada_p: 0.06413
[INFO] 2021-10-16 18:25:01 > Step: 22800 Progress: 2.3% Elapsed: 5:03:06 Gen_loss: 3.711 Dis_loss: 1.297 Cls_loss: N/A Topk: N/A ada_p: 0.06822
[INFO] 2021-10-16 18:26:03 > Step: 22900 Progress: 2.3% Elapsed: 5:04:07 Gen_loss: 1.281 Dis_loss: 0.9391 Cls_loss: N/A Topk: N/A ada_p: 0.06426
[INFO] 2021-10-16 18:27:04 > Step: 23000 Progress: 2.3% Elapsed: 5:05:09 Gen_loss: 0.6314 Dis_loss: 1.009 Cls_loss: N/A Topk: N/A ada_p: 0.06451
[INFO] 2021-10-16 18:28:05 > Step: 23100 Progress: 2.3% Elapsed: 5:06:10 Gen_loss: 1.507 Dis_loss: 0.5195 Cls_loss: N/A Topk: N/A ada_p: 0.064
[INFO] 2021-10-16 18:29:07 > Step: 23200 Progress: 2.3% Elapsed: 5:07:12 Gen_loss: 1.656 Dis_loss: 0.6758 Cls_loss: N/A Topk: N/A ada_p: 0.06246
[INFO] 2021-10-16 18:30:09 > Step: 23300 Progress: 2.3% Elapsed: 5:08:14 Gen_loss: 2.004 Dis_loss: 0.7359 Cls_loss: N/A Topk: N/A ada_p: 0.06234
[INFO] 2021-10-16 18:31:11 > Step: 23400 Progress: 2.3% Elapsed: 5:09:16 Gen_loss: 1.669 Dis_loss: 0.6296 Cls_loss: N/A Topk: N/A ada_p: 0.06643
[INFO] 2021-10-16 18:32:24 > Step: 23500 Progress: 2.4% Elapsed: 5:10:28 Gen_loss: 1.643 Dis_loss: 0.6702 Cls_loss: N/A Topk: N/A ada_p: 0.07027
[INFO] 2021-10-16 18:33:25 > Step: 23600 Progress: 2.4% Elapsed: 5:11:30 Gen_loss: 1.119 Dis_loss: 1.096 Cls_loss: N/A Topk: N/A ada_p: 0.06874
[INFO] 2021-10-16 18:34:28 > Step: 23700 Progress: 2.4% Elapsed: 5:12:32 Gen_loss: 1.602 Dis_loss: 0.5598 Cls_loss: N/A Topk: N/A ada_p: 0.06886
[INFO] 2021-10-16 18:35:30 > Step: 23800 Progress: 2.4% Elapsed: 5:13:34 Gen_loss: 2.429 Dis_loss: 0.925 Cls_loss: N/A Topk: N/A ada_p: 0.06656
[INFO] 2021-10-16 18:36:31 > Step: 23900 Progress: 2.4% Elapsed: 5:14:36 Gen_loss: 1.241 Dis_loss: 0.9395 Cls_loss: N/A Topk: N/A ada_p: 0.06579
[INFO] 2021-10-16 18:37:32 > Step: 24000 Progress: 2.4% Elapsed: 5:15:37 Gen_loss: 1.935 Dis_loss: 0.9921 Cls_loss: N/A Topk: N/A ada_p: 0.06682
[INFO] 2021-10-16 18:38:34 > Step: 24100 Progress: 2.4% Elapsed: 5:16:39 Gen_loss: 0.8646 Dis_loss: 0.7975 Cls_loss: N/A Topk: N/A ada_p: 0.06618
[INFO] 2021-10-16 18:39:36 > Step: 24200 Progress: 2.4% Elapsed: 5:17:41 Gen_loss: 1.223 Dis_loss: 0.899 Cls_loss: N/A Topk: N/A ada_p: 0.06797
[INFO] 2021-10-16 18:40:48 > Step: 24300 Progress: 2.4% Elapsed: 5:18:53 Gen_loss: 1.77 Dis_loss: 0.8014 Cls_loss: N/A Topk: N/A ada_p: 0.06797
[INFO] 2021-10-16 18:41:50 > Step: 24400 Progress: 2.4% Elapsed: 5:19:54 Gen_loss: 1.279 Dis_loss: 0.9233 Cls_loss: N/A Topk: N/A ada_p: 0.07002
[INFO] 2021-10-16 18:42:52 > Step: 24500 Progress: 2.5% Elapsed: 5:20:57 Gen_loss: 2.469 Dis_loss: 1.036 Cls_loss: N/A Topk: N/A ada_p: 0.06938
[INFO] 2021-10-16 18:43:54 > Step: 24600 Progress: 2.5% Elapsed: 5:21:59 Gen_loss: 1.38 Dis_loss: 0.8685 Cls_loss: N/A Topk: N/A ada_p: 0.06707
[INFO] 2021-10-16 18:44:56 > Step: 24700 Progress: 2.5% Elapsed: 5:23:01 Gen_loss: 1.346 Dis_loss: 1.025 Cls_loss: N/A Topk: N/A ada_p: 0.06426
[INFO] 2021-10-16 18:45:58 > Step: 24800 Progress: 2.5% Elapsed: 5:24:03 Gen_loss: 1.157 Dis_loss: 1.002 Cls_loss: N/A Topk: N/A ada_p: 0.0617
[INFO] 2021-10-16 18:47:01 > Step: 24900 Progress: 2.5% Elapsed: 5:25:06 Gen_loss: 2.602 Dis_loss: 1.036 Cls_loss: N/A Topk: N/A ada_p: 0.06874
[INFO] 2021-10-16 18:48:13 > Step: 25000 Progress: 2.5% Elapsed: 5:26:18 Gen_loss: 1.061 Dis_loss: 0.7738 Cls_loss: N/A Topk: N/A ada_p: 0.06848
[INFO] 2021-10-16 18:49:15 > Step: 25100 Progress: 2.5% Elapsed: 5:27:20 Gen_loss: 5.15 Dis_loss: 0.7184 Cls_loss: N/A Topk: N/A ada_p: 0.07104
[INFO] 2021-10-16 18:50:17 > Step: 25200 Progress: 2.5% Elapsed: 5:28:22 Gen_loss: 1.807 Dis_loss: 1.114 Cls_loss: N/A Topk: N/A ada_p: 0.06618
[INFO] 2021-10-16 18:51:19 > Step: 25300 Progress: 2.5% Elapsed: 5:29:24 Gen_loss: 1.489 Dis_loss: 0.7984 Cls_loss: N/A Topk: N/A ada_p: 0.06605
[INFO] 2021-10-16 18:52:21 > Step: 25400 Progress: 2.5% Elapsed: 5:30:25 Gen_loss: 1.765 Dis_loss: 0.946 Cls_loss: N/A Topk: N/A ada_p: 0.06707
[INFO] 2021-10-16 18:53:24 > Step: 25500 Progress: 2.5% Elapsed: 5:31:28 Gen_loss: 1.614 Dis_loss: 0.6031 Cls_loss: N/A Topk: N/A ada_p: 0.06554
[INFO] 2021-10-16 18:54:25 > Step: 25600 Progress: 2.6% Elapsed: 5:32:30 Gen_loss: 1.206 Dis_loss: 0.9389 Cls_loss: N/A Topk: N/A ada_p: 0.06042
[INFO] 2021-10-16 18:55:27 > Step: 25700 Progress: 2.6% Elapsed: 5:33:32 Gen_loss: 1.772 Dis_loss: 0.8861 Cls_loss: N/A Topk: N/A ada_p: 0.06003
[INFO] 2021-10-16 18:56:39 > Step: 25800 Progress: 2.6% Elapsed: 5:34:43 Gen_loss: 1.665 Dis_loss: 0.8727 Cls_loss: N/A Topk: N/A ada_p: 0.05696
[INFO] 2021-10-16 18:57:40 > Step: 25900 Progress: 2.6% Elapsed: 5:35:44 Gen_loss: 2.026 Dis_loss: 0.8277 Cls_loss: N/A Topk: N/A ada_p: 0.0631
[INFO] 2021-10-16 18:58:41 > Step: 26000 Progress: 2.6% Elapsed: 5:36:46 Gen_loss: 1.217 Dis_loss: 0.5431 Cls_loss: N/A Topk: N/A ada_p: 0.06387
[INFO] 2021-10-16 18:59:43 > Step: 26100 Progress: 2.6% Elapsed: 5:37:48 Gen_loss: 1.315 Dis_loss: 0.6681 Cls_loss: N/A Topk: N/A ada_p: 0.06477
[INFO] 2021-10-16 19:00:45 > Step: 26200 Progress: 2.6% Elapsed: 5:38:50 Gen_loss: 1.807 Dis_loss: 0.7103 Cls_loss: N/A Topk: N/A ada_p: 0.06118
[INFO] 2021-10-16 19:01:47 > Step: 26300 Progress: 2.6% Elapsed: 5:39:51 Gen_loss: 1.059 Dis_loss: 1.03 Cls_loss: N/A Topk: N/A ada_p: 0.06221
[INFO] 2021-10-16 19:02:49 > Step: 26400 Progress: 2.6% Elapsed: 5:40:53 Gen_loss: 1.574 Dis_loss: 0.7055 Cls_loss: N/A Topk: N/A ada_p: 0.06605
[INFO] 2021-10-16 19:03:50 > Step: 26500 Progress: 2.6% Elapsed: 5:41:55 Gen_loss: 1.739 Dis_loss: 0.9899 Cls_loss: N/A Topk: N/A ada_p: 0.06592
[INFO] 2021-10-16 19:05:02 > Step: 26600 Progress: 2.7% Elapsed: 5:43:07 Gen_loss: 1.376 Dis_loss: 0.9707 Cls_loss: N/A Topk: N/A ada_p: 0.06925
[INFO] 2021-10-16 19:06:03 > Step: 26700 Progress: 2.7% Elapsed: 5:44:08 Gen_loss: 0.9086 Dis_loss: 0.7944 Cls_loss: N/A Topk: N/A ada_p: 0.06874
[INFO] 2021-10-16 19:07:05 > Step: 26800 Progress: 2.7% Elapsed: 5:45:10 Gen_loss: 2.911 Dis_loss: 2.158 Cls_loss: N/A Topk: N/A ada_p: 0.06925
[INFO] 2021-10-16 19:08:07 > Step: 26900 Progress: 2.7% Elapsed: 5:46:12 Gen_loss: 1.28 Dis_loss: 0.8609 Cls_loss: N/A Topk: N/A ada_p: 0.06963
[INFO] 2021-10-16 19:09:09 > Step: 27000 Progress: 2.7% Elapsed: 5:47:13 Gen_loss: 1.425 Dis_loss: 0.6545 Cls_loss: N/A Topk: N/A ada_p: 0.06886
[INFO] 2021-10-16 19:10:10 > Step: 27100 Progress: 2.7% Elapsed: 5:48:15 Gen_loss: 1.265 Dis_loss: 0.9301 Cls_loss: N/A Topk: N/A ada_p: 0.0704
[INFO] 2021-10-16 19:11:11 > Step: 27200 Progress: 2.7% Elapsed: 5:49:16 Gen_loss: 1.154 Dis_loss: 0.8242 Cls_loss: N/A Topk: N/A ada_p: 0.07117
[INFO] 2021-10-16 19:12:13 > Step: 27300 Progress: 2.7% Elapsed: 5:50:17 Gen_loss: 1.712 Dis_loss: 0.627 Cls_loss: N/A Topk: N/A ada_p: 0.07053
[INFO] 2021-10-16 19:13:24 > Step: 27400 Progress: 2.7% Elapsed: 5:51:29 Gen_loss: 1.345 Dis_loss: 1.123 Cls_loss: N/A Topk: N/A ada_p: 0.06899
[INFO] 2021-10-16 19:14:26 > Step: 27500 Progress: 2.8% Elapsed: 5:52:30 Gen_loss: 1.659 Dis_loss: 0.8459 Cls_loss: N/A Topk: N/A ada_p: 0.07334
[INFO] 2021-10-16 19:15:27 > Step: 27600 Progress: 2.8% Elapsed: 5:53:32 Gen_loss: 2.26 Dis_loss: 0.5703 Cls_loss: N/A Topk: N/A ada_p: 0.07539
[INFO] 2021-10-16 19:16:29 > Step: 27700 Progress: 2.8% Elapsed: 5:54:34 Gen_loss: 1.882 Dis_loss: 0.6421 Cls_loss: N/A Topk: N/A ada_p: 0.07501
[INFO] 2021-10-16 19:17:30 > Step: 27800 Progress: 2.8% Elapsed: 5:55:35 Gen_loss: 1.835 Dis_loss: 0.8464 Cls_loss: N/A Topk: N/A ada_p: 0.06912
[INFO] 2021-10-16 19:18:32 > Step: 27900 Progress: 2.8% Elapsed: 5:56:37 Gen_loss: 1.374 Dis_loss: 0.6935 Cls_loss: N/A Topk: N/A ada_p: 0.0663
[INFO] 2021-10-16 19:19:33 > Step: 28000 Progress: 2.8% Elapsed: 5:57:38 Gen_loss: 0.4919 Dis_loss: 1.252 Cls_loss: N/A Topk: N/A ada_p: 0.06451
[INFO] 2021-10-16 19:20:35 > Step: 28100 Progress: 2.8% Elapsed: 5:58:40 Gen_loss: 1.838 Dis_loss: 0.8473 Cls_loss: N/A Topk: N/A ada_p: 0.05952
[INFO] 2021-10-16 19:21:47 > Step: 28200 Progress: 2.8% Elapsed: 5:59:51 Gen_loss: 1.721 Dis_loss: 0.6297 Cls_loss: N/A Topk: N/A ada_p: 0.05824
[INFO] 2021-10-16 19:22:48 > Step: 28300 Progress: 2.8% Elapsed: 6:00:53 Gen_loss: 3.578 Dis_loss: 1.131 Cls_loss: N/A Topk: N/A ada_p: 0.06106
[INFO] 2021-10-16 19:23:50 > Step: 28400 Progress: 2.8% Elapsed: 6:01:54 Gen_loss: 1.547 Dis_loss: 0.8836 Cls_loss: N/A Topk: N/A ada_p: 0.0631
[INFO] 2021-10-16 19:24:52 > Step: 28500 Progress: 2.9% Elapsed: 6:02:56 Gen_loss: 1.688 Dis_loss: 0.9829 Cls_loss: N/A Topk: N/A ada_p: 0.06272
[INFO] 2021-10-16 19:25:53 > Step: 28600 Progress: 2.9% Elapsed: 6:03:58 Gen_loss: 1.3 Dis_loss: 0.8181 Cls_loss: N/A Topk: N/A ada_p: 0.06144
[INFO] 2021-10-16 19:26:54 > Step: 28700 Progress: 2.9% Elapsed: 6:04:59 Gen_loss: 1.464 Dis_loss: 0.6324 Cls_loss: N/A Topk: N/A ada_p: 0.05965
[INFO] 2021-10-16 19:27:56 > Step: 28800 Progress: 2.9% Elapsed: 6:06:01 Gen_loss: 1.162 Dis_loss: 1.023 Cls_loss: N/A Topk: N/A ada_p: 0.06118
[INFO] 2021-10-16 19:29:08 > Step: 28900 Progress: 2.9% Elapsed: 6:07:13 Gen_loss: 1.392 Dis_loss: 0.7795 Cls_loss: N/A Topk: N/A ada_p: 0.06259
[INFO] 2021-10-16 19:30:09 > Step: 29000 Progress: 2.9% Elapsed: 6:08:14 Gen_loss: 0.9684 Dis_loss: 1.098 Cls_loss: N/A Topk: N/A ada_p: 0.0649
[INFO] 2021-10-16 19:31:11 > Step: 29100 Progress: 2.9% Elapsed: 6:09:15 Gen_loss: 1.208 Dis_loss: 0.9874 Cls_loss: N/A Topk: N/A ada_p: 0.06208
[INFO] 2021-10-16 19:32:12 > Step: 29200 Progress: 2.9% Elapsed: 6:10:17 Gen_loss: 1.906 Dis_loss: 0.677 Cls_loss: N/A Topk: N/A ada_p: 0.05926
[INFO] 2021-10-16 19:33:14 > Step: 29300 Progress: 2.9% Elapsed: 6:11:18 Gen_loss: 2.321 Dis_loss: 0.5116 Cls_loss: N/A Topk: N/A ada_p: 0.06323
[INFO] 2021-10-16 19:34:15 > Step: 29400 Progress: 2.9% Elapsed: 6:12:20 Gen_loss: 1.567 Dis_loss: 1.134 Cls_loss: N/A Topk: N/A ada_p: 0.06477
[INFO] 2021-10-16 19:35:17 > Step: 29500 Progress: 2.9% Elapsed: 6:13:21 Gen_loss: 1.338 Dis_loss: 1.122 Cls_loss: N/A Topk: N/A ada_p: 0.06093
[INFO] 2021-10-16 19:36:18 > Step: 29600 Progress: 3.0% Elapsed: 6:14:22 Gen_loss: 1.156 Dis_loss: 0.89 Cls_loss: N/A Topk: N/A ada_p: 0.05734
[INFO] 2021-10-16 19:37:30 > Step: 29700 Progress: 3.0% Elapsed: 6:15:34 Gen_loss: 1.895 Dis_loss: 0.9924 Cls_loss: N/A Topk: N/A ada_p: 0.06336
[INFO] 2021-10-16 19:38:31 > Step: 29800 Progress: 3.0% Elapsed: 6:16:36 Gen_loss: 1.546 Dis_loss: 0.7256 Cls_loss: N/A Topk: N/A ada_p: 0.06618
[INFO] 2021-10-16 19:39:33 > Step: 29900 Progress: 3.0% Elapsed: 6:17:37 Gen_loss: 2.171 Dis_loss: 0.696 Cls_loss: N/A Topk: N/A ada_p: 0.07027
[INFO] 2021-10-16 19:40:35 > Step: 30000 Progress: 3.0% Elapsed: 6:18:39 Gen_loss: 1.771 Dis_loss: 0.9413 Cls_loss: N/A Topk: N/A ada_p: 0.07462
[INFO] 2021-10-16 19:40:35 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-16 19:40:35 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_30000.png
[INFO] 2021-10-16 19:40:35 > Start Evaluation (30000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-16 19:40:35 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-16 19:46:06 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-16 19:51:42 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-16 20:10:28 > Inception score (Step: 30000, 50000 generated images): 8.717720985412598
[INFO] 2021-10-16 20:10:28 > FID score (Step: 30000, Using train moments): 14.154664463490064
[INFO] 2021-10-16 20:10:28 > Improved Precision (Step: 30000, Using train images): 0.65184
[INFO] 2021-10-16 20:10:28 > Improved Recall (Step: 30000, Using train images): 0.55544
[INFO] 2021-10-16 20:10:28 > Density (Step: 30000, Using train images): 0.6642960000000001
[INFO] 2021-10-16 20:10:28 > Coverage (Step: 30000, Using train images): 0.64606
[INFO] 2021-10-16 20:10:28 > Best FID score (Step: 30000, Using train moments): 14.154664463490064
[INFO] 2021-10-16 20:10:50 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-16 20:12:53 > Step: 30100 Progress: 3.0% Elapsed: 6:50:57 Gen_loss: 1.89 Dis_loss: 0.7797 Cls_loss: N/A Topk: N/A ada_p: 0.07654
[INFO] 2021-10-16 20:13:54 > Step: 30200 Progress: 3.0% Elapsed: 6:51:58 Gen_loss: 1.673 Dis_loss: 1.134 Cls_loss: N/A Topk: N/A ada_p: 0.07424
[INFO] 2021-10-16 20:14:55 > Step: 30300 Progress: 3.0% Elapsed: 6:52:59 Gen_loss: 1.389 Dis_loss: 0.848 Cls_loss: N/A Topk: N/A ada_p: 0.07168
[INFO] 2021-10-16 20:15:56 > Step: 30400 Progress: 3.0% Elapsed: 6:54:01 Gen_loss: 1.293 Dis_loss: 0.8278 Cls_loss: N/A Topk: N/A ada_p: 0.06938
[INFO] 2021-10-16 20:17:15 > Step: 30500 Progress: 3.0% Elapsed: 6:55:20 Gen_loss: 1.975 Dis_loss: 0.8736 Cls_loss: N/A Topk: N/A ada_p: 0.06874
[INFO] 2021-10-16 20:18:17 > Step: 30600 Progress: 3.1% Elapsed: 6:56:21 Gen_loss: 0.8244 Dis_loss: 0.8128 Cls_loss: N/A Topk: N/A ada_p: 0.06387
[INFO] 2021-10-16 20:19:19 > Step: 30700 Progress: 3.1% Elapsed: 6:57:23 Gen_loss: 1.62 Dis_loss: 0.5621 Cls_loss: N/A Topk: N/A ada_p: 0.06413
[INFO] 2021-10-16 20:20:20 > Step: 30800 Progress: 3.1% Elapsed: 6:58:25 Gen_loss: 2.621 Dis_loss: 2.579 Cls_loss: N/A Topk: N/A ada_p: 0.06566
[INFO] 2021-10-16 20:21:22 > Step: 30900 Progress: 3.1% Elapsed: 6:59:26 Gen_loss: 1.546 Dis_loss: 0.8211 Cls_loss: N/A Topk: N/A ada_p: 0.06758
[INFO] 2021-10-16 20:22:23 > Step: 31000 Progress: 3.1% Elapsed: 7:00:28 Gen_loss: 1.536 Dis_loss: 0.8358 Cls_loss: N/A Topk: N/A ada_p: 0.07117
[INFO] 2021-10-16 20:23:25 > Step: 31100 Progress: 3.1% Elapsed: 7:01:30 Gen_loss: 1.574 Dis_loss: 1.035 Cls_loss: N/A Topk: N/A ada_p: 0.06989
[INFO] 2021-10-16 20:24:26 > Step: 31200 Progress: 3.1% Elapsed: 7:02:31 Gen_loss: 1.978 Dis_loss: 0.6868 Cls_loss: N/A Topk: N/A ada_p: 0.07168
[INFO] 2021-10-16 20:25:38 > Step: 31300 Progress: 3.1% Elapsed: 7:03:43 Gen_loss: 1.23 Dis_loss: 0.8801 Cls_loss: N/A Topk: N/A ada_p: 0.07181
[INFO] 2021-10-16 20:26:40 > Step: 31400 Progress: 3.1% Elapsed: 7:04:45 Gen_loss: 1.996 Dis_loss: 0.7431 Cls_loss: N/A Topk: N/A ada_p: 0.06694
[INFO] 2021-10-16 20:27:43 > Step: 31500 Progress: 3.1% Elapsed: 7:05:47 Gen_loss: 2.377 Dis_loss: 0.6182 Cls_loss: N/A Topk: N/A ada_p: 0.07078
[INFO] 2021-10-16 20:28:44 > Step: 31600 Progress: 3.2% Elapsed: 7:06:49 Gen_loss: 1.277 Dis_loss: 0.8791 Cls_loss: N/A Topk: N/A ada_p: 0.07488
[INFO] 2021-10-16 20:29:46 > Step: 31700 Progress: 3.2% Elapsed: 7:07:51 Gen_loss: 1.86 Dis_loss: 0.5671 Cls_loss: N/A Topk: N/A ada_p: 0.07296
[INFO] 2021-10-16 20:30:49 > Step: 31800 Progress: 3.2% Elapsed: 7:08:53 Gen_loss: 1.401 Dis_loss: 0.8662 Cls_loss: N/A Topk: N/A ada_p: 0.07117
[INFO] 2021-10-16 20:31:50 > Step: 31900 Progress: 3.2% Elapsed: 7:09:55 Gen_loss: 1.411 Dis_loss: 0.9308 Cls_loss: N/A Topk: N/A ada_p: 0.07117
[INFO] 2021-10-16 20:32:52 > Step: 32000 Progress: 3.2% Elapsed: 7:10:56 Gen_loss: 0.6427 Dis_loss: 1.206 Cls_loss: N/A Topk: N/A ada_p: 0.07194
[INFO] 2021-10-16 20:34:03 > Step: 32100 Progress: 3.2% Elapsed: 7:12:08 Gen_loss: 1.914 Dis_loss: 1.193 Cls_loss: N/A Topk: N/A ada_p: 0.07309
[INFO] 2021-10-16 20:35:05 > Step: 32200 Progress: 3.2% Elapsed: 7:13:10 Gen_loss: 1.932 Dis_loss: 0.6416 Cls_loss: N/A Topk: N/A ada_p: 0.07181
[INFO] 2021-10-16 20:36:07 > Step: 32300 Progress: 3.2% Elapsed: 7:14:12 Gen_loss: 0.7046 Dis_loss: 1.173 Cls_loss: N/A Topk: N/A ada_p: 0.07616
[INFO] 2021-10-16 20:37:10 > Step: 32400 Progress: 3.2% Elapsed: 7:15:15 Gen_loss: 0.841 Dis_loss: 0.8708 Cls_loss: N/A Topk: N/A ada_p: 0.0759
[INFO] 2021-10-16 20:38:12 > Step: 32500 Progress: 3.2% Elapsed: 7:16:17 Gen_loss: 1.836 Dis_loss: 1.126 Cls_loss: N/A Topk: N/A ada_p: 0.07373
[INFO] 2021-10-16 20:39:13 > Step: 32600 Progress: 3.3% Elapsed: 7:17:18 Gen_loss: 1.49 Dis_loss: 0.8564 Cls_loss: N/A Topk: N/A ada_p: 0.07091
[INFO] 2021-10-16 20:40:15 > Step: 32700 Progress: 3.3% Elapsed: 7:18:20 Gen_loss: 2.065 Dis_loss: 0.6709 Cls_loss: N/A Topk: N/A ada_p: 0.0704
[INFO] 2021-10-16 20:41:16 > Step: 32800 Progress: 3.3% Elapsed: 7:19:21 Gen_loss: 2.726 Dis_loss: 0.8565 Cls_loss: N/A Topk: N/A ada_p: 0.07168
[INFO] 2021-10-16 20:42:28 > Step: 32900 Progress: 3.3% Elapsed: 7:20:33 Gen_loss: 1.776 Dis_loss: 1.104 Cls_loss: N/A Topk: N/A ada_p: 0.07309
[INFO] 2021-10-16 20:43:30 > Step: 33000 Progress: 3.3% Elapsed: 7:21:34 Gen_loss: 2.227 Dis_loss: 1.522 Cls_loss: N/A Topk: N/A ada_p: 0.0759
[INFO] 2021-10-16 20:44:31 > Step: 33100 Progress: 3.3% Elapsed: 7:22:36 Gen_loss: 2.096 Dis_loss: 0.6866 Cls_loss: N/A Topk: N/A ada_p: 0.07744
[INFO] 2021-10-16 20:45:33 > Step: 33200 Progress: 3.3% Elapsed: 7:23:38 Gen_loss: 2.085 Dis_loss: 0.8199 Cls_loss: N/A Topk: N/A ada_p: 0.07846
[INFO] 2021-10-16 20:46:35 > Step: 33300 Progress: 3.3% Elapsed: 7:24:40 Gen_loss: 1.342 Dis_loss: 1.057 Cls_loss: N/A Topk: N/A ada_p: 0.07987
[INFO] 2021-10-16 20:47:38 > Step: 33400 Progress: 3.3% Elapsed: 7:25:42 Gen_loss: 1.252 Dis_loss: 0.6572 Cls_loss: N/A Topk: N/A ada_p: 0.07962
[INFO] 2021-10-16 20:48:39 > Step: 33500 Progress: 3.4% Elapsed: 7:26:44 Gen_loss: 1.429 Dis_loss: 1.056 Cls_loss: N/A Topk: N/A ada_p: 0.0791
[INFO] 2021-10-16 20:49:52 > Step: 33600 Progress: 3.4% Elapsed: 7:27:57 Gen_loss: 1.367 Dis_loss: 0.7282 Cls_loss: N/A Topk: N/A ada_p: 0.07475
[INFO] 2021-10-16 20:50:54 > Step: 33700 Progress: 3.4% Elapsed: 7:28:59 Gen_loss: 0.79 Dis_loss: 0.9019 Cls_loss: N/A Topk: N/A ada_p: 0.07744
[INFO] 2021-10-16 20:51:56 > Step: 33800 Progress: 3.4% Elapsed: 7:30:00 Gen_loss: 2.812 Dis_loss: 0.5751 Cls_loss: N/A Topk: N/A ada_p: 0.07795
[INFO] 2021-10-16 20:52:58 > Step: 33900 Progress: 3.4% Elapsed: 7:31:02 Gen_loss: 1.566 Dis_loss: 0.8873 Cls_loss: N/A Topk: N/A ada_p: 0.07846
[INFO] 2021-10-16 20:53:59 > Step: 34000 Progress: 3.4% Elapsed: 7:32:04 Gen_loss: 0.907 Dis_loss: 0.9633 Cls_loss: N/A Topk: N/A ada_p: 0.08358
[INFO] 2021-10-16 20:55:01 > Step: 34100 Progress: 3.4% Elapsed: 7:33:06 Gen_loss: 1.507 Dis_loss: 0.7741 Cls_loss: N/A Topk: N/A ada_p: 0.08422
[INFO] 2021-10-16 20:56:03 > Step: 34200 Progress: 3.4% Elapsed: 7:34:07 Gen_loss: 1.51 Dis_loss: 0.8764 Cls_loss: N/A Topk: N/A ada_p: 0.08371
[INFO] 2021-10-16 20:57:04 > Step: 34300 Progress: 3.4% Elapsed: 7:35:09 Gen_loss: 1.014 Dis_loss: 0.8793 Cls_loss: N/A Topk: N/A ada_p: 0.08269
[INFO] 2021-10-16 20:58:16 > Step: 34400 Progress: 3.4% Elapsed: 7:36:21 Gen_loss: 1.134 Dis_loss: 1.443 Cls_loss: N/A Topk: N/A ada_p: 0.08371
[INFO] 2021-10-16 20:59:18 > Step: 34500 Progress: 3.5% Elapsed: 7:37:22 Gen_loss: 1.574 Dis_loss: 0.9447 Cls_loss: N/A Topk: N/A ada_p: 0.0823
[INFO] 2021-10-16 21:00:19 > Step: 34600 Progress: 3.5% Elapsed: 7:38:24 Gen_loss: 0.7979 Dis_loss: 0.9577 Cls_loss: N/A Topk: N/A ada_p: 0.0841
[INFO] 2021-10-16 21:01:22 > Step: 34700 Progress: 3.5% Elapsed: 7:39:26 Gen_loss: 1.6 Dis_loss: 0.7701 Cls_loss: N/A Topk: N/A ada_p: 0.07949
[INFO] 2021-10-16 21:02:23 > Step: 34800 Progress: 3.5% Elapsed: 7:40:28 Gen_loss: 1.434 Dis_loss: 0.821 Cls_loss: N/A Topk: N/A ada_p: 0.07667
[INFO] 2021-10-16 21:03:26 > Step: 34900 Progress: 3.5% Elapsed: 7:41:30 Gen_loss: 1.484 Dis_loss: 0.9332 Cls_loss: N/A Topk: N/A ada_p: 0.07603
[INFO] 2021-10-16 21:04:28 > Step: 35000 Progress: 3.5% Elapsed: 7:42:32 Gen_loss: 1.246 Dis_loss: 0.8074 Cls_loss: N/A Topk: N/A ada_p: 0.0768
[INFO] 2021-10-16 21:05:30 > Step: 35100 Progress: 3.5% Elapsed: 7:43:35 Gen_loss: 2.262 Dis_loss: 0.8091 Cls_loss: N/A Topk: N/A ada_p: 0.08064
[INFO] 2021-10-16 21:06:42 > Step: 35200 Progress: 3.5% Elapsed: 7:44:47 Gen_loss: 0.9232 Dis_loss: 1.174 Cls_loss: N/A Topk: N/A ada_p: 0.08038
[INFO] 2021-10-16 21:07:45 > Step: 35300 Progress: 3.5% Elapsed: 7:45:49 Gen_loss: 1.418 Dis_loss: 0.9035 Cls_loss: N/A Topk: N/A ada_p: 0.07949
[INFO] 2021-10-16 21:08:48 > Step: 35400 Progress: 3.5% Elapsed: 7:46:53 Gen_loss: 1.363 Dis_loss: 0.7663 Cls_loss: N/A Topk: N/A ada_p: 0.0777
[INFO] 2021-10-16 21:09:50 > Step: 35500 Progress: 3.5% Elapsed: 7:47:55 Gen_loss: 1.736 Dis_loss: 0.7355 Cls_loss: N/A Topk: N/A ada_p: 0.07821
[INFO] 2021-10-16 21:10:52 > Step: 35600 Progress: 3.6% Elapsed: 7:48:56 Gen_loss: 1.882 Dis_loss: 0.6046 Cls_loss: N/A Topk: N/A ada_p: 0.07872
[INFO] 2021-10-16 21:11:54 > Step: 35700 Progress: 3.6% Elapsed: 7:49:58 Gen_loss: 1.526 Dis_loss: 1.307 Cls_loss: N/A Topk: N/A ada_p: 0.07296
[INFO] 2021-10-16 21:12:56 > Step: 35800 Progress: 3.6% Elapsed: 7:51:01 Gen_loss: 2.737 Dis_loss: 1.18 Cls_loss: N/A Topk: N/A ada_p: 0.07142
[INFO] 2021-10-16 21:13:58 > Step: 35900 Progress: 3.6% Elapsed: 7:52:02 Gen_loss: 1.297 Dis_loss: 0.8739 Cls_loss: N/A Topk: N/A ada_p: 0.06656
[INFO] 2021-10-16 21:15:10 > Step: 36000 Progress: 3.6% Elapsed: 7:53:14 Gen_loss: 1.45 Dis_loss: 0.968 Cls_loss: N/A Topk: N/A ada_p: 0.07194
[INFO] 2021-10-16 21:16:12 > Step: 36100 Progress: 3.6% Elapsed: 7:54:17 Gen_loss: 1.126 Dis_loss: 0.8029 Cls_loss: N/A Topk: N/A ada_p: 0.07514
[INFO] 2021-10-16 21:17:14 > Step: 36200 Progress: 3.6% Elapsed: 7:55:18 Gen_loss: 1.213 Dis_loss: 0.9389 Cls_loss: N/A Topk: N/A ada_p: 0.07462
[INFO] 2021-10-16 21:18:15 > Step: 36300 Progress: 3.6% Elapsed: 7:56:20 Gen_loss: 2.216 Dis_loss: 1.018 Cls_loss: N/A Topk: N/A ada_p: 0.07462
[INFO] 2021-10-16 21:19:17 > Step: 36400 Progress: 3.6% Elapsed: 7:57:21 Gen_loss: 1.47 Dis_loss: 0.9084 Cls_loss: N/A Topk: N/A ada_p: 0.07846
[INFO] 2021-10-16 21:20:19 > Step: 36500 Progress: 3.6% Elapsed: 7:58:23 Gen_loss: 1.476 Dis_loss: 0.8846 Cls_loss: N/A Topk: N/A ada_p: 0.08218
[INFO] 2021-10-16 21:21:21 > Step: 36600 Progress: 3.7% Elapsed: 7:59:25 Gen_loss: 1.732 Dis_loss: 1.083 Cls_loss: N/A Topk: N/A ada_p: 0.07808
[INFO] 2021-10-16 21:22:22 > Step: 36700 Progress: 3.7% Elapsed: 8:00:27 Gen_loss: 1.743 Dis_loss: 0.7887 Cls_loss: N/A Topk: N/A ada_p: 0.07501
[INFO] 2021-10-16 21:23:34 > Step: 36800 Progress: 3.7% Elapsed: 8:01:38 Gen_loss: 1.132 Dis_loss: 1.13 Cls_loss: N/A Topk: N/A ada_p: 0.07219
[INFO] 2021-10-16 21:24:36 > Step: 36900 Progress: 3.7% Elapsed: 8:02:40 Gen_loss: 2.16 Dis_loss: 0.925 Cls_loss: N/A Topk: N/A ada_p: 0.07718
[INFO] 2021-10-16 21:25:37 > Step: 37000 Progress: 3.7% Elapsed: 8:03:42 Gen_loss: 2.075 Dis_loss: 0.8997 Cls_loss: N/A Topk: N/A ada_p: 0.07565
[INFO] 2021-10-16 21:26:39 > Step: 37100 Progress: 3.7% Elapsed: 8:04:44 Gen_loss: 0.8186 Dis_loss: 0.7401 Cls_loss: N/A Topk: N/A ada_p: 0.07258
[INFO] 2021-10-16 21:27:41 > Step: 37200 Progress: 3.7% Elapsed: 8:05:45 Gen_loss: 2.082 Dis_loss: 1.079 Cls_loss: N/A Topk: N/A ada_p: 0.07693
[INFO] 2021-10-16 21:28:43 > Step: 37300 Progress: 3.7% Elapsed: 8:06:47 Gen_loss: 1.588 Dis_loss: 1.005 Cls_loss: N/A Topk: N/A ada_p: 0.07654
[INFO] 2021-10-16 21:29:45 > Step: 37400 Progress: 3.7% Elapsed: 8:07:50 Gen_loss: 1.411 Dis_loss: 1.035 Cls_loss: N/A Topk: N/A ada_p: 0.08064
[INFO] 2021-10-16 21:30:57 > Step: 37500 Progress: 3.8% Elapsed: 8:09:02 Gen_loss: 1.4 Dis_loss: 0.7989 Cls_loss: N/A Topk: N/A ada_p: 0.0791
[INFO] 2021-10-16 21:31:59 > Step: 37600 Progress: 3.8% Elapsed: 8:10:03 Gen_loss: 1.081 Dis_loss: 0.6341 Cls_loss: N/A Topk: N/A ada_p: 0.08115
[INFO] 2021-10-16 21:33:01 > Step: 37700 Progress: 3.8% Elapsed: 8:11:05 Gen_loss: 1.298 Dis_loss: 0.615 Cls_loss: N/A Topk: N/A ada_p: 0.08256
[INFO] 2021-10-16 21:34:02 > Step: 37800 Progress: 3.8% Elapsed: 8:12:07 Gen_loss: 1.436 Dis_loss: 0.6199 Cls_loss: N/A Topk: N/A ada_p: 0.08307
[INFO] 2021-10-16 21:35:04 > Step: 37900 Progress: 3.8% Elapsed: 8:13:09 Gen_loss: 1.46 Dis_loss: 0.6742 Cls_loss: N/A Topk: N/A ada_p: 0.08486
[INFO] 2021-10-16 21:36:06 > Step: 38000 Progress: 3.8% Elapsed: 8:14:10 Gen_loss: 1.755 Dis_loss: 0.9813 Cls_loss: N/A Topk: N/A ada_p: 0.08666
[INFO] 2021-10-16 21:37:07 > Step: 38100 Progress: 3.8% Elapsed: 8:15:12 Gen_loss: 1.162 Dis_loss: 0.6386 Cls_loss: N/A Topk: N/A ada_p: 0.0855
[INFO] 2021-10-16 21:38:09 > Step: 38200 Progress: 3.8% Elapsed: 8:16:14 Gen_loss: 1.725 Dis_loss: 0.9542 Cls_loss: N/A Topk: N/A ada_p: 0.08499
[INFO] 2021-10-16 21:39:21 > Step: 38300 Progress: 3.8% Elapsed: 8:17:26 Gen_loss: 1.293 Dis_loss: 0.7355 Cls_loss: N/A Topk: N/A ada_p: 0.08038
[INFO] 2021-10-16 21:40:22 > Step: 38400 Progress: 3.8% Elapsed: 8:18:27 Gen_loss: 1.317 Dis_loss: 0.6749 Cls_loss: N/A Topk: N/A ada_p: 0.07936
[INFO] 2021-10-16 21:41:25 > Step: 38500 Progress: 3.9% Elapsed: 8:19:30 Gen_loss: 1.316 Dis_loss: 1.111 Cls_loss: N/A Topk: N/A ada_p: 0.08179
[INFO] 2021-10-16 21:42:27 > Step: 38600 Progress: 3.9% Elapsed: 8:20:32 Gen_loss: 0.7066 Dis_loss: 1.123 Cls_loss: N/A Topk: N/A ada_p: 0.08179
[INFO] 2021-10-16 21:43:28 > Step: 38700 Progress: 3.9% Elapsed: 8:21:33 Gen_loss: 1.364 Dis_loss: 0.7087 Cls_loss: N/A Topk: N/A ada_p: 0.07718
[INFO] 2021-10-16 21:44:30 > Step: 38800 Progress: 3.9% Elapsed: 8:22:35 Gen_loss: 1.352 Dis_loss: 0.9603 Cls_loss: N/A Topk: N/A ada_p: 0.07027
[INFO] 2021-10-16 21:45:33 > Step: 38900 Progress: 3.9% Elapsed: 8:23:38 Gen_loss: 1.834 Dis_loss: 0.7385 Cls_loss: N/A Topk: N/A ada_p: 0.0745
[INFO] 2021-10-16 21:46:37 > Step: 39000 Progress: 3.9% Elapsed: 8:24:42 Gen_loss: 1.185 Dis_loss: 0.8799 Cls_loss: N/A Topk: N/A ada_p: 0.07398
[INFO] 2021-10-16 21:47:49 > Step: 39100 Progress: 3.9% Elapsed: 8:25:54 Gen_loss: 1.922 Dis_loss: 0.9241 Cls_loss: N/A Topk: N/A ada_p: 0.0791
[INFO] 2021-10-16 21:48:51 > Step: 39200 Progress: 3.9% Elapsed: 8:26:55 Gen_loss: 1.945 Dis_loss: 0.7366 Cls_loss: N/A Topk: N/A ada_p: 0.08192
[INFO] 2021-10-16 21:49:54 > Step: 39300 Progress: 3.9% Elapsed: 8:27:58 Gen_loss: 1.713 Dis_loss: 0.8823 Cls_loss: N/A Topk: N/A ada_p: 0.08486
[INFO] 2021-10-16 21:50:55 > Step: 39400 Progress: 3.9% Elapsed: 8:29:00 Gen_loss: 0.6688 Dis_loss: 1.396 Cls_loss: N/A Topk: N/A ada_p: 0.08461
[INFO] 2021-10-16 21:51:57 > Step: 39500 Progress: 4.0% Elapsed: 8:30:01 Gen_loss: 0.8009 Dis_loss: 0.959 Cls_loss: N/A Topk: N/A ada_p: 0.08077
[INFO] 2021-10-16 21:52:58 > Step: 39600 Progress: 4.0% Elapsed: 8:31:03 Gen_loss: 2.191 Dis_loss: 1.161 Cls_loss: N/A Topk: N/A ada_p: 0.07667
[INFO] 2021-10-16 21:54:00 > Step: 39700 Progress: 4.0% Elapsed: 8:32:05 Gen_loss: 1.962 Dis_loss: 0.7749 Cls_loss: N/A Topk: N/A ada_p: 0.07629
[INFO] 2021-10-16 21:55:02 > Step: 39800 Progress: 4.0% Elapsed: 8:33:06 Gen_loss: 1.583 Dis_loss: 0.8316 Cls_loss: N/A Topk: N/A ada_p: 0.08115
[INFO] 2021-10-16 21:56:14 > Step: 39900 Progress: 4.0% Elapsed: 8:34:18 Gen_loss: 1.159 Dis_loss: 0.6295 Cls_loss: N/A Topk: N/A ada_p: 0.08064
[INFO] 2021-10-16 21:57:15 > Step: 40000 Progress: 4.0% Elapsed: 8:35:20 Gen_loss: 1.461 Dis_loss: 0.9758 Cls_loss: N/A Topk: N/A ada_p: 0.08499
[INFO] 2021-10-16 21:57:16 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-16 21:57:16 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_40000.png
[INFO] 2021-10-16 21:57:16 > Start Evaluation (40000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-16 21:57:16 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-16 22:02:45 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-16 22:08:22 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-16 22:29:09 > Inception score (Step: 40000, 50000 generated images): 9.226640701293945
[INFO] 2021-10-16 22:29:09 > FID score (Step: 40000, Using train moments): 9.944737811694836
[INFO] 2021-10-16 22:29:09 > Improved Precision (Step: 40000, Using train images): 0.66332
[INFO] 2021-10-16 22:29:09 > Improved Recall (Step: 40000, Using train images): 0.5883
[INFO] 2021-10-16 22:29:09 > Density (Step: 40000, Using train images): 0.728612
[INFO] 2021-10-16 22:29:09 > Coverage (Step: 40000, Using train images): 0.73082
[INFO] 2021-10-16 22:29:09 > Best FID score (Step: 40000, Using train moments): 9.944737811694836
[INFO] 2021-10-16 22:29:29 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-16 22:30:30 > Step: 40100 Progress: 4.0% Elapsed: 9:08:34 Gen_loss: 1.197 Dis_loss: 0.7613 Cls_loss: N/A Topk: N/A ada_p: 0.08333
[INFO] 2021-10-16 22:31:31 > Step: 40200 Progress: 4.0% Elapsed: 9:09:35 Gen_loss: 1.726 Dis_loss: 0.8683 Cls_loss: N/A Topk: N/A ada_p: 0.08384
[INFO] 2021-10-16 22:32:32 > Step: 40300 Progress: 4.0% Elapsed: 9:10:37 Gen_loss: 1.502 Dis_loss: 0.5811 Cls_loss: N/A Topk: N/A ada_p: 0.08051
[INFO] 2021-10-16 22:33:33 > Step: 40400 Progress: 4.0% Elapsed: 9:11:38 Gen_loss: 1.346 Dis_loss: 1.084 Cls_loss: N/A Topk: N/A ada_p: 0.07872
[INFO] 2021-10-16 22:34:35 > Step: 40500 Progress: 4.0% Elapsed: 9:12:40 Gen_loss: 1.709 Dis_loss: 0.8893 Cls_loss: N/A Topk: N/A ada_p: 0.08243
[INFO] 2021-10-16 22:35:37 > Step: 40600 Progress: 4.1% Elapsed: 9:13:41 Gen_loss: 1.314 Dis_loss: 1.081 Cls_loss: N/A Topk: N/A ada_p: 0.08064
[INFO] 2021-10-16 22:36:55 > Step: 40700 Progress: 4.1% Elapsed: 9:14:59 Gen_loss: 2.764 Dis_loss: 1.107 Cls_loss: N/A Topk: N/A ada_p: 0.08038
[INFO] 2021-10-16 22:37:56 > Step: 40800 Progress: 4.1% Elapsed: 9:16:01 Gen_loss: 1.725 Dis_loss: 0.9906 Cls_loss: N/A Topk: N/A ada_p: 0.08474
[INFO] 2021-10-16 22:38:58 > Step: 40900 Progress: 4.1% Elapsed: 9:17:03 Gen_loss: 1.35 Dis_loss: 1.01 Cls_loss: N/A Topk: N/A ada_p: 0.08333
[INFO] 2021-10-16 22:40:00 > Step: 41000 Progress: 4.1% Elapsed: 9:18:05 Gen_loss: 1.474 Dis_loss: 0.8792 Cls_loss: N/A Topk: N/A ada_p: 0.08102
[INFO] 2021-10-16 22:41:01 > Step: 41100 Progress: 4.1% Elapsed: 9:19:06 Gen_loss: 1.017 Dis_loss: 1.271 Cls_loss: N/A Topk: N/A ada_p: 0.08102
[INFO] 2021-10-16 22:42:03 > Step: 41200 Progress: 4.1% Elapsed: 9:20:08 Gen_loss: 1.7 Dis_loss: 0.6626 Cls_loss: N/A Topk: N/A ada_p: 0.08051
[INFO] 2021-10-16 22:43:05 > Step: 41300 Progress: 4.1% Elapsed: 9:21:09 Gen_loss: 1.608 Dis_loss: 1.182 Cls_loss: N/A Topk: N/A ada_p: 0.08371
[INFO] 2021-10-16 22:44:17 > Step: 41400 Progress: 4.1% Elapsed: 9:22:21 Gen_loss: 1.139 Dis_loss: 1.027 Cls_loss: N/A Topk: N/A ada_p: 0.0791
[INFO] 2021-10-16 22:45:18 > Step: 41500 Progress: 4.2% Elapsed: 9:23:22 Gen_loss: 1.435 Dis_loss: 0.8742 Cls_loss: N/A Topk: N/A ada_p: 0.07885
[INFO] 2021-10-16 22:46:20 > Step: 41600 Progress: 4.2% Elapsed: 9:24:24 Gen_loss: 2.462 Dis_loss: 0.7614 Cls_loss: N/A Topk: N/A ada_p: 0.08115
[INFO] 2021-10-16 22:47:21 > Step: 41700 Progress: 4.2% Elapsed: 9:25:26 Gen_loss: 1.387 Dis_loss: 0.8627 Cls_loss: N/A Topk: N/A ada_p: 0.08307
[INFO] 2021-10-16 22:48:23 > Step: 41800 Progress: 4.2% Elapsed: 9:26:28 Gen_loss: 1.547 Dis_loss: 0.7023 Cls_loss: N/A Topk: N/A ada_p: 0.08154
[INFO] 2021-10-16 22:49:25 > Step: 41900 Progress: 4.2% Elapsed: 9:27:29 Gen_loss: 2.684 Dis_loss: 0.9546 Cls_loss: N/A Topk: N/A ada_p: 0.08077
[INFO] 2021-10-16 22:50:26 > Step: 42000 Progress: 4.2% Elapsed: 9:28:31 Gen_loss: 2.236 Dis_loss: 0.8241 Cls_loss: N/A Topk: N/A ada_p: 0.08384
[INFO] 2021-10-16 22:51:29 > Step: 42100 Progress: 4.2% Elapsed: 9:29:34 Gen_loss: 1.55 Dis_loss: 0.8392 Cls_loss: N/A Topk: N/A ada_p: 0.08422
[INFO] 2021-10-16 22:52:41 > Step: 42200 Progress: 4.2% Elapsed: 9:30:46 Gen_loss: 1.521 Dis_loss: 0.8323 Cls_loss: N/A Topk: N/A ada_p: 0.08602
[INFO] 2021-10-16 22:53:42 > Step: 42300 Progress: 4.2% Elapsed: 9:31:47 Gen_loss: 1.434 Dis_loss: 0.9615 Cls_loss: N/A Topk: N/A ada_p: 0.08806
[INFO] 2021-10-16 22:54:44 > Step: 42400 Progress: 4.2% Elapsed: 9:32:48 Gen_loss: 1.751 Dis_loss: 1.032 Cls_loss: N/A Topk: N/A ada_p: 0.08525
[INFO] 2021-10-16 22:55:46 > Step: 42500 Progress: 4.2% Elapsed: 9:33:50 Gen_loss: 1.847 Dis_loss: 0.7218 Cls_loss: N/A Topk: N/A ada_p: 0.08358
[INFO] 2021-10-16 22:56:47 > Step: 42600 Progress: 4.3% Elapsed: 9:34:52 Gen_loss: 1.79 Dis_loss: 0.8632 Cls_loss: N/A Topk: N/A ada_p: 0.08538
[INFO] 2021-10-16 22:57:49 > Step: 42700 Progress: 4.3% Elapsed: 9:35:53 Gen_loss: 2.151 Dis_loss: 0.7008 Cls_loss: N/A Topk: N/A ada_p: 0.08947
[INFO] 2021-10-16 22:58:50 > Step: 42800 Progress: 4.3% Elapsed: 9:36:55 Gen_loss: 2.532 Dis_loss: 1.025 Cls_loss: N/A Topk: N/A ada_p: 0.08691
[INFO] 2021-10-16 22:59:52 > Step: 42900 Progress: 4.3% Elapsed: 9:37:57 Gen_loss: 1.608 Dis_loss: 0.9633 Cls_loss: N/A Topk: N/A ada_p: 0.08653
[INFO] 2021-10-16 23:01:04 > Step: 43000 Progress: 4.3% Elapsed: 9:39:09 Gen_loss: 1.774 Dis_loss: 0.6825 Cls_loss: N/A Topk: N/A ada_p: 0.0873
[INFO] 2021-10-16 23:02:06 > Step: 43100 Progress: 4.3% Elapsed: 9:40:10 Gen_loss: 1.542 Dis_loss: 0.7399 Cls_loss: N/A Topk: N/A ada_p: 0.08678
[INFO] 2021-10-16 23:03:07 > Step: 43200 Progress: 4.3% Elapsed: 9:41:12 Gen_loss: 0.5545 Dis_loss: 1.151 Cls_loss: N/A Topk: N/A ada_p: 0.0855
[INFO] 2021-10-16 23:04:10 > Step: 43300 Progress: 4.3% Elapsed: 9:42:14 Gen_loss: 1.146 Dis_loss: 0.9463 Cls_loss: N/A Topk: N/A ada_p: 0.08512
[INFO] 2021-10-16 23:05:11 > Step: 43400 Progress: 4.3% Elapsed: 9:43:16 Gen_loss: 1.552 Dis_loss: 0.812 Cls_loss: N/A Topk: N/A ada_p: 0.08563
[INFO] 2021-10-16 23:06:14 > Step: 43500 Progress: 4.3% Elapsed: 9:44:18 Gen_loss: 1.765 Dis_loss: 0.9738 Cls_loss: N/A Topk: N/A ada_p: 0.08
[INFO] 2021-10-16 23:07:15 > Step: 43600 Progress: 4.4% Elapsed: 9:45:20 Gen_loss: 0.5085 Dis_loss: 1.518 Cls_loss: N/A Topk: N/A ada_p: 0.07642
[INFO] 2021-10-16 23:08:17 > Step: 43700 Progress: 4.4% Elapsed: 9:46:22 Gen_loss: 2.153 Dis_loss: 0.9004 Cls_loss: N/A Topk: N/A ada_p: 0.07936
[INFO] 2021-10-16 23:09:29 > Step: 43800 Progress: 4.4% Elapsed: 9:47:34 Gen_loss: 2.641 Dis_loss: 0.7355 Cls_loss: N/A Topk: N/A ada_p: 0.08115
[INFO] 2021-10-16 23:10:31 > Step: 43900 Progress: 4.4% Elapsed: 9:48:35 Gen_loss: 1.273 Dis_loss: 0.8338 Cls_loss: N/A Topk: N/A ada_p: 0.0873
[INFO] 2021-10-16 23:11:32 > Step: 44000 Progress: 4.4% Elapsed: 9:49:37 Gen_loss: 2.414 Dis_loss: 0.8714 Cls_loss: N/A Topk: N/A ada_p: 0.08883
[INFO] 2021-10-16 23:12:34 > Step: 44100 Progress: 4.4% Elapsed: 9:50:39 Gen_loss: 1.025 Dis_loss: 1.052 Cls_loss: N/A Topk: N/A ada_p: 0.09152
[INFO] 2021-10-16 23:13:36 > Step: 44200 Progress: 4.4% Elapsed: 9:51:41 Gen_loss: 1.196 Dis_loss: 1.159 Cls_loss: N/A Topk: N/A ada_p: 0.09306
[INFO] 2021-10-16 23:14:37 > Step: 44300 Progress: 4.4% Elapsed: 9:52:42 Gen_loss: 1.895 Dis_loss: 1.347 Cls_loss: N/A Topk: N/A ada_p: 0.09562
[INFO] 2021-10-16 23:15:39 > Step: 44400 Progress: 4.4% Elapsed: 9:53:44 Gen_loss: 0.9346 Dis_loss: 0.7341 Cls_loss: N/A Topk: N/A ada_p: 0.09434
[INFO] 2021-10-16 23:16:41 > Step: 44500 Progress: 4.5% Elapsed: 9:54:46 Gen_loss: 1.299 Dis_loss: 0.9163 Cls_loss: N/A Topk: N/A ada_p: 0.0919
[INFO] 2021-10-16 23:17:54 > Step: 44600 Progress: 4.5% Elapsed: 9:55:59 Gen_loss: 1.948 Dis_loss: 0.6486 Cls_loss: N/A Topk: N/A ada_p: 0.09395
[INFO] 2021-10-16 23:18:56 > Step: 44700 Progress: 4.5% Elapsed: 9:57:00 Gen_loss: 1.273 Dis_loss: 0.8938 Cls_loss: N/A Topk: N/A ada_p: 0.08986
[INFO] 2021-10-16 23:19:58 > Step: 44800 Progress: 4.5% Elapsed: 9:58:02 Gen_loss: 1.905 Dis_loss: 0.6413 Cls_loss: N/A Topk: N/A ada_p: 0.09037
[INFO] 2021-10-16 23:21:00 > Step: 44900 Progress: 4.5% Elapsed: 9:59:04 Gen_loss: 1.516 Dis_loss: 0.651 Cls_loss: N/A Topk: N/A ada_p: 0.09152
[INFO] 2021-10-16 23:22:01 > Step: 45000 Progress: 4.5% Elapsed: 10:00:06 Gen_loss: 0.9136 Dis_loss: 1.221 Cls_loss: N/A Topk: N/A ada_p: 0.09459
[INFO] 2021-10-16 23:23:03 > Step: 45100 Progress: 4.5% Elapsed: 10:01:08 Gen_loss: 2.065 Dis_loss: 0.7004 Cls_loss: N/A Topk: N/A ada_p: 0.09075
[INFO] 2021-10-16 23:24:04 > Step: 45200 Progress: 4.5% Elapsed: 10:02:09 Gen_loss: 0.785 Dis_loss: 1.531 Cls_loss: N/A Topk: N/A ada_p: 0.0928
[INFO] 2021-10-16 23:25:17 > Step: 45300 Progress: 4.5% Elapsed: 10:03:21 Gen_loss: 1.654 Dis_loss: 0.8327 Cls_loss: N/A Topk: N/A ada_p: 0.09446
[INFO] 2021-10-16 23:26:18 > Step: 45400 Progress: 4.5% Elapsed: 10:04:23 Gen_loss: 1.432 Dis_loss: 0.8928 Cls_loss: N/A Topk: N/A ada_p: 0.09472
[INFO] 2021-10-16 23:27:20 > Step: 45500 Progress: 4.5% Elapsed: 10:05:24 Gen_loss: 1.057 Dis_loss: 0.9861 Cls_loss: N/A Topk: N/A ada_p: 0.09882
[INFO] 2021-10-16 23:28:21 > Step: 45600 Progress: 4.6% Elapsed: 10:06:26 Gen_loss: 1.458 Dis_loss: 0.9188 Cls_loss: N/A Topk: N/A ada_p: 0.096
[INFO] 2021-10-16 23:29:23 > Step: 45700 Progress: 4.6% Elapsed: 10:07:27 Gen_loss: 1.359 Dis_loss: 0.9088 Cls_loss: N/A Topk: N/A ada_p: 0.09485
[INFO] 2021-10-16 23:30:24 > Step: 45800 Progress: 4.6% Elapsed: 10:08:29 Gen_loss: 2.215 Dis_loss: 1.312 Cls_loss: N/A Topk: N/A ada_p: 0.09562
[INFO] 2021-10-16 23:31:26 > Step: 45900 Progress: 4.6% Elapsed: 10:09:31 Gen_loss: 2.082 Dis_loss: 0.9249 Cls_loss: N/A Topk: N/A ada_p: 0.09741
[INFO] 2021-10-16 23:32:28 > Step: 46000 Progress: 4.6% Elapsed: 10:10:32 Gen_loss: 0.9955 Dis_loss: 0.9671 Cls_loss: N/A Topk: N/A ada_p: 0.09229
[INFO] 2021-10-16 23:33:40 > Step: 46100 Progress: 4.6% Elapsed: 10:11:44 Gen_loss: 1.868 Dis_loss: 1.112 Cls_loss: N/A Topk: N/A ada_p: 0.09293
[INFO] 2021-10-16 23:34:41 > Step: 46200 Progress: 4.6% Elapsed: 10:12:46 Gen_loss: 2.308 Dis_loss: 0.9877 Cls_loss: N/A Topk: N/A ada_p: 0.0937
[INFO] 2021-10-16 23:35:43 > Step: 46300 Progress: 4.6% Elapsed: 10:13:48 Gen_loss: 0.8086 Dis_loss: 1.231 Cls_loss: N/A Topk: N/A ada_p: 0.08986
[INFO] 2021-10-16 23:36:45 > Step: 46400 Progress: 4.6% Elapsed: 10:14:49 Gen_loss: 0.9734 Dis_loss: 1.067 Cls_loss: N/A Topk: N/A ada_p: 0.08883
[INFO] 2021-10-16 23:37:47 > Step: 46500 Progress: 4.7% Elapsed: 10:15:51 Gen_loss: 1.728 Dis_loss: 0.6191 Cls_loss: N/A Topk: N/A ada_p: 0.08819
[INFO] 2021-10-16 23:38:48 > Step: 46600 Progress: 4.7% Elapsed: 10:16:53 Gen_loss: 1.665 Dis_loss: 0.8932 Cls_loss: N/A Topk: N/A ada_p: 0.08922
[INFO] 2021-10-16 23:39:50 > Step: 46700 Progress: 4.7% Elapsed: 10:17:55 Gen_loss: 0.9156 Dis_loss: 1.415 Cls_loss: N/A Topk: N/A ada_p: 0.09536
[INFO] 2021-10-16 23:40:52 > Step: 46800 Progress: 4.7% Elapsed: 10:18:56 Gen_loss: 2.418 Dis_loss: 0.8901 Cls_loss: N/A Topk: N/A ada_p: 0.0969
[INFO] 2021-10-16 23:42:04 > Step: 46900 Progress: 4.7% Elapsed: 10:20:09 Gen_loss: 1.407 Dis_loss: 0.7876 Cls_loss: N/A Topk: N/A ada_p: 0.096
[INFO] 2021-10-16 23:43:05 > Step: 47000 Progress: 4.7% Elapsed: 10:21:10 Gen_loss: 2.41 Dis_loss: 1.091 Cls_loss: N/A Topk: N/A ada_p: 0.09779
[INFO] 2021-10-16 23:44:07 > Step: 47100 Progress: 4.7% Elapsed: 10:22:12 Gen_loss: 0.8182 Dis_loss: 1.068 Cls_loss: N/A Topk: N/A ada_p: 0.09907
[INFO] 2021-10-16 23:45:08 > Step: 47200 Progress: 4.7% Elapsed: 10:23:13 Gen_loss: 2.408 Dis_loss: 0.8669 Cls_loss: N/A Topk: N/A ada_p: 0.09754
[INFO] 2021-10-16 23:46:10 > Step: 47300 Progress: 4.7% Elapsed: 10:24:15 Gen_loss: 2.106 Dis_loss: 0.8427 Cls_loss: N/A Topk: N/A ada_p: 0.09818
[INFO] 2021-10-16 23:47:12 > Step: 47400 Progress: 4.7% Elapsed: 10:25:17 Gen_loss: 1.388 Dis_loss: 0.9033 Cls_loss: N/A Topk: N/A ada_p: 0.09792
[INFO] 2021-10-16 23:48:14 > Step: 47500 Progress: 4.8% Elapsed: 10:26:18 Gen_loss: 0.9584 Dis_loss: 1.151 Cls_loss: N/A Topk: N/A ada_p: 0.09408
[INFO] 2021-10-16 23:49:16 > Step: 47600 Progress: 4.8% Elapsed: 10:27:21 Gen_loss: 1.841 Dis_loss: 0.6444 Cls_loss: N/A Topk: N/A ada_p: 0.09101
[INFO] 2021-10-16 23:50:28 > Step: 47700 Progress: 4.8% Elapsed: 10:28:32 Gen_loss: 1.592 Dis_loss: 0.8519 Cls_loss: N/A Topk: N/A ada_p: 0.09293
[INFO] 2021-10-16 23:51:29 > Step: 47800 Progress: 4.8% Elapsed: 10:29:34 Gen_loss: 1.183 Dis_loss: 0.8506 Cls_loss: N/A Topk: N/A ada_p: 0.09549
[INFO] 2021-10-16 23:52:31 > Step: 47900 Progress: 4.8% Elapsed: 10:30:36 Gen_loss: 1.479 Dis_loss: 0.7652 Cls_loss: N/A Topk: N/A ada_p: 0.09856
[INFO] 2021-10-16 23:53:33 > Step: 48000 Progress: 4.8% Elapsed: 10:31:38 Gen_loss: 2.619 Dis_loss: 1.161 Cls_loss: N/A Topk: N/A ada_p: 0.096
[INFO] 2021-10-16 23:54:35 > Step: 48100 Progress: 4.8% Elapsed: 10:32:39 Gen_loss: 1.825 Dis_loss: 0.7267 Cls_loss: N/A Topk: N/A ada_p: 0.09613
[INFO] 2021-10-16 23:55:36 > Step: 48200 Progress: 4.8% Elapsed: 10:33:41 Gen_loss: 1.543 Dis_loss: 0.6962 Cls_loss: N/A Topk: N/A ada_p: 0.0969
[INFO] 2021-10-16 23:56:38 > Step: 48300 Progress: 4.8% Elapsed: 10:34:42 Gen_loss: 1.977 Dis_loss: 0.828 Cls_loss: N/A Topk: N/A ada_p: 0.0992
[INFO] 2021-10-16 23:57:40 > Step: 48400 Progress: 4.8% Elapsed: 10:35:44 Gen_loss: 0.9504 Dis_loss: 0.7688 Cls_loss: N/A Topk: N/A ada_p: 0.09357
[INFO] 2021-10-16 23:58:51 > Step: 48500 Progress: 4.9% Elapsed: 10:36:56 Gen_loss: 1.369 Dis_loss: 1.199 Cls_loss: N/A Topk: N/A ada_p: 0.09754
[INFO] 2021-10-16 23:59:53 > Step: 48600 Progress: 4.9% Elapsed: 10:37:57 Gen_loss: 1.923 Dis_loss: 0.4933 Cls_loss: N/A Topk: N/A ada_p: 0.09933
[INFO] 2021-10-17 00:00:54 > Step: 48700 Progress: 4.9% Elapsed: 10:38:59 Gen_loss: 1.223 Dis_loss: 0.8635 Cls_loss: N/A Topk: N/A ada_p: 0.09933
[INFO] 2021-10-17 00:01:56 > Step: 48800 Progress: 4.9% Elapsed: 10:40:00 Gen_loss: 1.375 Dis_loss: 0.7675 Cls_loss: N/A Topk: N/A ada_p: 0.09549
[INFO] 2021-10-17 00:02:58 > Step: 48900 Progress: 4.9% Elapsed: 10:41:02 Gen_loss: 1.123 Dis_loss: 0.706 Cls_loss: N/A Topk: N/A ada_p: 0.09408
[INFO] 2021-10-17 00:03:59 > Step: 49000 Progress: 4.9% Elapsed: 10:42:04 Gen_loss: 2.494 Dis_loss: 0.8098 Cls_loss: N/A Topk: N/A ada_p: 0.09382
[INFO] 2021-10-17 00:05:01 > Step: 49100 Progress: 4.9% Elapsed: 10:43:05 Gen_loss: 1.442 Dis_loss: 0.9122 Cls_loss: N/A Topk: N/A ada_p: 0.09536
[INFO] 2021-10-17 00:06:02 > Step: 49200 Progress: 4.9% Elapsed: 10:44:07 Gen_loss: 2.373 Dis_loss: 1.001 Cls_loss: N/A Topk: N/A ada_p: 0.09613
[INFO] 2021-10-17 00:07:15 > Step: 49300 Progress: 4.9% Elapsed: 10:45:20 Gen_loss: 0.9759 Dis_loss: 0.7421 Cls_loss: N/A Topk: N/A ada_p: 0.09216
[INFO] 2021-10-17 00:08:17 > Step: 49400 Progress: 4.9% Elapsed: 10:46:21 Gen_loss: 1.483 Dis_loss: 0.8763 Cls_loss: N/A Topk: N/A ada_p: 0.0919
[INFO] 2021-10-17 00:09:18 > Step: 49500 Progress: 5.0% Elapsed: 10:47:23 Gen_loss: 0.7346 Dis_loss: 0.9788 Cls_loss: N/A Topk: N/A ada_p: 0.09498
[INFO] 2021-10-17 00:10:20 > Step: 49600 Progress: 5.0% Elapsed: 10:48:24 Gen_loss: 2.618 Dis_loss: 0.8578 Cls_loss: N/A Topk: N/A ada_p: 0.09574
[INFO] 2021-10-17 00:11:22 > Step: 49700 Progress: 5.0% Elapsed: 10:49:26 Gen_loss: 1.61 Dis_loss: 1.034 Cls_loss: N/A Topk: N/A ada_p: 0.09869
[INFO] 2021-10-17 00:12:23 > Step: 49800 Progress: 5.0% Elapsed: 10:50:28 Gen_loss: 2.701 Dis_loss: 0.8084 Cls_loss: N/A Topk: N/A ada_p: 0.09715
[INFO] 2021-10-17 00:13:25 > Step: 49900 Progress: 5.0% Elapsed: 10:51:29 Gen_loss: 1.441 Dis_loss: 0.7698 Cls_loss: N/A Topk: N/A ada_p: 0.09562
[INFO] 2021-10-17 00:14:36 > Step: 50000 Progress: 5.0% Elapsed: 10:52:41 Gen_loss: 2.318 Dis_loss: 0.794 Cls_loss: N/A Topk: N/A ada_p: 0.09843
[INFO] 2021-10-17 00:14:37 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-17 00:14:37 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_50000.png
[INFO] 2021-10-17 00:14:37 > Start Evaluation (50000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-17 00:14:37 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-17 00:20:05 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-17 00:25:42 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-17 00:46:40 > Inception score (Step: 50000, 50000 generated images): 9.227953910827637
[INFO] 2021-10-17 00:46:40 > FID score (Step: 50000, Using train moments): 8.022773910977378
[INFO] 2021-10-17 00:46:40 > Improved Precision (Step: 50000, Using train images): 0.68248
[INFO] 2021-10-17 00:46:40 > Improved Recall (Step: 50000, Using train images): 0.609
[INFO] 2021-10-17 00:46:40 > Density (Step: 50000, Using train images): 0.7835200000000001
[INFO] 2021-10-17 00:46:40 > Coverage (Step: 50000, Using train images): 0.7708
[INFO] 2021-10-17 00:46:40 > Best FID score (Step: 50000, Using train moments): 8.022773910977378
[INFO] 2021-10-17 00:47:01 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-17 00:48:01 > Step: 50100 Progress: 5.0% Elapsed: 11:26:06 Gen_loss: 1.606 Dis_loss: 1.064 Cls_loss: N/A Topk: N/A ada_p: 0.09907
[INFO] 2021-10-17 00:49:02 > Step: 50200 Progress: 5.0% Elapsed: 11:27:07 Gen_loss: 1.095 Dis_loss: 0.8379 Cls_loss: N/A Topk: N/A ada_p: 0.09856
[INFO] 2021-10-17 00:50:04 > Step: 50300 Progress: 5.0% Elapsed: 11:28:08 Gen_loss: 3.023 Dis_loss: 0.6844 Cls_loss: N/A Topk: N/A ada_p: 0.0983
[INFO] 2021-10-17 00:51:05 > Step: 50400 Progress: 5.0% Elapsed: 11:29:10 Gen_loss: 2.565 Dis_loss: 0.8018 Cls_loss: N/A Topk: N/A ada_p: 0.1014
[INFO] 2021-10-17 00:52:07 > Step: 50500 Progress: 5.1% Elapsed: 11:30:12 Gen_loss: 0.9473 Dis_loss: 0.8875 Cls_loss: N/A Topk: N/A ada_p: 0.09971
[INFO] 2021-10-17 00:53:08 > Step: 50600 Progress: 5.1% Elapsed: 11:31:13 Gen_loss: 1.519 Dis_loss: 0.7931 Cls_loss: N/A Topk: N/A ada_p: 0.1036
[INFO] 2021-10-17 00:54:10 > Step: 50700 Progress: 5.1% Elapsed: 11:32:15 Gen_loss: 1.339 Dis_loss: 0.9068 Cls_loss: N/A Topk: N/A ada_p: 0.09869
[INFO] 2021-10-17 00:55:28 > Step: 50800 Progress: 5.1% Elapsed: 11:33:33 Gen_loss: 2.582 Dis_loss: 1.024 Cls_loss: N/A Topk: N/A ada_p: 0.09587
[INFO] 2021-10-17 00:56:30 > Step: 50900 Progress: 5.1% Elapsed: 11:34:35 Gen_loss: 1.454 Dis_loss: 0.8604 Cls_loss: N/A Topk: N/A ada_p: 0.09421
[INFO] 2021-10-17 00:57:32 > Step: 51000 Progress: 5.1% Elapsed: 11:35:37 Gen_loss: 1.953 Dis_loss: 1.026 Cls_loss: N/A Topk: N/A ada_p: 0.09754
[INFO] 2021-10-17 00:58:34 > Step: 51100 Progress: 5.1% Elapsed: 11:36:39 Gen_loss: 1.059 Dis_loss: 0.9515 Cls_loss: N/A Topk: N/A ada_p: 0.09549
[INFO] 2021-10-17 00:59:36 > Step: 51200 Progress: 5.1% Elapsed: 11:37:41 Gen_loss: 1.647 Dis_loss: 0.8064 Cls_loss: N/A Topk: N/A ada_p: 0.09395
[INFO] 2021-10-17 01:00:38 > Step: 51300 Progress: 5.1% Elapsed: 11:38:43 Gen_loss: 1.298 Dis_loss: 0.9421 Cls_loss: N/A Topk: N/A ada_p: 0.09613
[INFO] 2021-10-17 01:01:40 > Step: 51400 Progress: 5.1% Elapsed: 11:39:44 Gen_loss: 1.431 Dis_loss: 1.201 Cls_loss: N/A Topk: N/A ada_p: 0.09894
[INFO] 2021-10-17 01:02:41 > Step: 51500 Progress: 5.1% Elapsed: 11:40:46 Gen_loss: 1.743 Dis_loss: 1.255 Cls_loss: N/A Topk: N/A ada_p: 0.09971
[INFO] 2021-10-17 01:03:53 > Step: 51600 Progress: 5.2% Elapsed: 11:41:58 Gen_loss: 2.918 Dis_loss: 1.354 Cls_loss: N/A Topk: N/A ada_p: 0.1012
[INFO] 2021-10-17 01:04:55 > Step: 51700 Progress: 5.2% Elapsed: 11:42:59 Gen_loss: 1.217 Dis_loss: 0.9349 Cls_loss: N/A Topk: N/A ada_p: 0.1062
[INFO] 2021-10-17 01:05:57 > Step: 51800 Progress: 5.2% Elapsed: 11:44:01 Gen_loss: 1.202 Dis_loss: 1.064 Cls_loss: N/A Topk: N/A ada_p: 0.1055
[INFO] 2021-10-17 01:06:59 > Step: 51900 Progress: 5.2% Elapsed: 11:45:04 Gen_loss: 1.675 Dis_loss: 1.107 Cls_loss: N/A Topk: N/A ada_p: 0.09984
[INFO] 2021-10-17 01:08:02 > Step: 52000 Progress: 5.2% Elapsed: 11:46:07 Gen_loss: 1.352 Dis_loss: 1.093 Cls_loss: N/A Topk: N/A ada_p: 0.1006
[INFO] 2021-10-17 01:09:04 > Step: 52100 Progress: 5.2% Elapsed: 11:47:09 Gen_loss: 1.244 Dis_loss: 1.227 Cls_loss: N/A Topk: N/A ada_p: 0.0992
[INFO] 2021-10-17 01:10:06 > Step: 52200 Progress: 5.2% Elapsed: 11:48:10 Gen_loss: 3.595 Dis_loss: 2.622 Cls_loss: N/A Topk: N/A ada_p: 0.09894
[INFO] 2021-10-17 01:11:07 > Step: 52300 Progress: 5.2% Elapsed: 11:49:12 Gen_loss: 1.947 Dis_loss: 0.6948 Cls_loss: N/A Topk: N/A ada_p: 0.1023
[INFO] 2021-10-17 01:12:19 > Step: 52400 Progress: 5.2% Elapsed: 11:50:24 Gen_loss: 1.654 Dis_loss: 0.6749 Cls_loss: N/A Topk: N/A ada_p: 0.102
[INFO] 2021-10-17 01:13:22 > Step: 52500 Progress: 5.2% Elapsed: 11:51:26 Gen_loss: 1.084 Dis_loss: 1.122 Cls_loss: N/A Topk: N/A ada_p: 0.1024
[INFO] 2021-10-17 01:14:23 > Step: 52600 Progress: 5.3% Elapsed: 11:52:28 Gen_loss: 1.446 Dis_loss: 1.021 Cls_loss: N/A Topk: N/A ada_p: 0.09984
[INFO] 2021-10-17 01:15:25 > Step: 52700 Progress: 5.3% Elapsed: 11:53:30 Gen_loss: 2.273 Dis_loss: 1.237 Cls_loss: N/A Topk: N/A ada_p: 0.09805
[INFO] 2021-10-17 01:16:28 > Step: 52800 Progress: 5.3% Elapsed: 11:54:32 Gen_loss: 2.415 Dis_loss: 0.7256 Cls_loss: N/A Topk: N/A ada_p: 0.09984
[INFO] 2021-10-17 01:17:30 > Step: 52900 Progress: 5.3% Elapsed: 11:55:35 Gen_loss: 1.45 Dis_loss: 1.07 Cls_loss: N/A Topk: N/A ada_p: 0.0969
[INFO] 2021-10-17 01:18:32 > Step: 53000 Progress: 5.3% Elapsed: 11:56:37 Gen_loss: 1.433 Dis_loss: 1.097 Cls_loss: N/A Topk: N/A ada_p: 0.09766
[INFO] 2021-10-17 01:19:34 > Step: 53100 Progress: 5.3% Elapsed: 11:57:38 Gen_loss: 1.25 Dis_loss: 0.7114 Cls_loss: N/A Topk: N/A ada_p: 0.09715
[INFO] 2021-10-17 01:20:46 > Step: 53200 Progress: 5.3% Elapsed: 11:58:50 Gen_loss: 2.787 Dis_loss: 1.484 Cls_loss: N/A Topk: N/A ada_p: 0.101
[INFO] 2021-10-17 01:21:48 > Step: 53300 Progress: 5.3% Elapsed: 11:59:53 Gen_loss: 1.557 Dis_loss: 0.7726 Cls_loss: N/A Topk: N/A ada_p: 0.09574
[INFO] 2021-10-17 01:22:50 > Step: 53400 Progress: 5.3% Elapsed: 12:00:54 Gen_loss: 1.553 Dis_loss: 0.7261 Cls_loss: N/A Topk: N/A ada_p: 0.09728
[INFO] 2021-10-17 01:23:51 > Step: 53500 Progress: 5.3% Elapsed: 12:01:56 Gen_loss: 2.017 Dis_loss: 0.9445 Cls_loss: N/A Topk: N/A ada_p: 0.09702
[INFO] 2021-10-17 01:24:54 > Step: 53600 Progress: 5.4% Elapsed: 12:02:58 Gen_loss: 3.082 Dis_loss: 1.063 Cls_loss: N/A Topk: N/A ada_p: 0.1016
[INFO] 2021-10-17 01:25:55 > Step: 53700 Progress: 5.4% Elapsed: 12:04:00 Gen_loss: 1.337 Dis_loss: 0.8055 Cls_loss: N/A Topk: N/A ada_p: 0.1023
[INFO] 2021-10-17 01:26:58 > Step: 53800 Progress: 5.4% Elapsed: 12:05:03 Gen_loss: 2.327 Dis_loss: 0.9513 Cls_loss: N/A Topk: N/A ada_p: 0.09971
[INFO] 2021-10-17 01:28:10 > Step: 53900 Progress: 5.4% Elapsed: 12:06:15 Gen_loss: 1.31 Dis_loss: 0.9655 Cls_loss: N/A Topk: N/A ada_p: 0.1018
[INFO] 2021-10-17 01:29:11 > Step: 54000 Progress: 5.4% Elapsed: 12:07:16 Gen_loss: 1.828 Dis_loss: 0.8945 Cls_loss: N/A Topk: N/A ada_p: 0.09638
[INFO] 2021-10-17 01:30:14 > Step: 54100 Progress: 5.4% Elapsed: 12:08:18 Gen_loss: 1.533 Dis_loss: 1.041 Cls_loss: N/A Topk: N/A ada_p: 0.09344
[INFO] 2021-10-17 01:31:15 > Step: 54200 Progress: 5.4% Elapsed: 12:09:20 Gen_loss: 2.445 Dis_loss: 1.359 Cls_loss: N/A Topk: N/A ada_p: 0.08627
[INFO] 2021-10-17 01:32:17 > Step: 54300 Progress: 5.4% Elapsed: 12:10:22 Gen_loss: 1.167 Dis_loss: 1.095 Cls_loss: N/A Topk: N/A ada_p: 0.0855
[INFO] 2021-10-17 01:33:19 > Step: 54400 Progress: 5.4% Elapsed: 12:11:23 Gen_loss: 0.5593 Dis_loss: 1.207 Cls_loss: N/A Topk: N/A ada_p: 0.08781
[INFO] 2021-10-17 01:34:20 > Step: 54500 Progress: 5.5% Elapsed: 12:12:25 Gen_loss: 1.698 Dis_loss: 0.8412 Cls_loss: N/A Topk: N/A ada_p: 0.0905
[INFO] 2021-10-17 01:35:22 > Step: 54600 Progress: 5.5% Elapsed: 12:13:27 Gen_loss: 1.781 Dis_loss: 0.7339 Cls_loss: N/A Topk: N/A ada_p: 0.08998
[INFO] 2021-10-17 01:36:34 > Step: 54700 Progress: 5.5% Elapsed: 12:14:38 Gen_loss: 1.423 Dis_loss: 0.8192 Cls_loss: N/A Topk: N/A ada_p: 0.08717
[INFO] 2021-10-17 01:37:35 > Step: 54800 Progress: 5.5% Elapsed: 12:15:40 Gen_loss: 1.245 Dis_loss: 1.151 Cls_loss: N/A Topk: N/A ada_p: 0.08973
[INFO] 2021-10-17 01:38:37 > Step: 54900 Progress: 5.5% Elapsed: 12:16:42 Gen_loss: 1.101 Dis_loss: 0.9255 Cls_loss: N/A Topk: N/A ada_p: 0.08269
[INFO] 2021-10-17 01:39:39 > Step: 55000 Progress: 5.5% Elapsed: 12:17:43 Gen_loss: 1.344 Dis_loss: 0.9286 Cls_loss: N/A Topk: N/A ada_p: 0.08448
[INFO] 2021-10-17 01:40:40 > Step: 55100 Progress: 5.5% Elapsed: 12:18:45 Gen_loss: 1.165 Dis_loss: 0.9445 Cls_loss: N/A Topk: N/A ada_p: 0.08704
[INFO] 2021-10-17 01:41:42 > Step: 55200 Progress: 5.5% Elapsed: 12:19:46 Gen_loss: 1.012 Dis_loss: 1.142 Cls_loss: N/A Topk: N/A ada_p: 0.08883
[INFO] 2021-10-17 01:42:44 > Step: 55300 Progress: 5.5% Elapsed: 12:20:48 Gen_loss: 1.45 Dis_loss: 0.9606 Cls_loss: N/A Topk: N/A ada_p: 0.09024
[INFO] 2021-10-17 01:43:45 > Step: 55400 Progress: 5.5% Elapsed: 12:21:50 Gen_loss: 1.498 Dis_loss: 0.7661 Cls_loss: N/A Topk: N/A ada_p: 0.0864
[INFO] 2021-10-17 01:44:57 > Step: 55500 Progress: 5.5% Elapsed: 12:23:02 Gen_loss: 1.171 Dis_loss: 0.747 Cls_loss: N/A Topk: N/A ada_p: 0.08794
[INFO] 2021-10-17 01:45:58 > Step: 55600 Progress: 5.6% Elapsed: 12:24:03 Gen_loss: 1.302 Dis_loss: 0.9151 Cls_loss: N/A Topk: N/A ada_p: 0.08742
[INFO] 2021-10-17 01:47:00 > Step: 55700 Progress: 5.6% Elapsed: 12:25:05 Gen_loss: 1.152 Dis_loss: 0.7921 Cls_loss: N/A Topk: N/A ada_p: 0.0855
[INFO] 2021-10-17 01:48:02 > Step: 55800 Progress: 5.6% Elapsed: 12:26:06 Gen_loss: 22.8 Dis_loss: 0.9572 Cls_loss: N/A Topk: N/A ada_p: 0.08755
[INFO] 2021-10-17 01:49:03 > Step: 55900 Progress: 5.6% Elapsed: 12:27:08 Gen_loss: 0.9699 Dis_loss: 0.7976 Cls_loss: N/A Topk: N/A ada_p: 0.08755
[INFO] 2021-10-17 01:50:05 > Step: 56000 Progress: 5.6% Elapsed: 12:28:10 Gen_loss: 1.843 Dis_loss: 0.6505 Cls_loss: N/A Topk: N/A ada_p: 0.08909
[INFO] 2021-10-17 01:51:07 > Step: 56100 Progress: 5.6% Elapsed: 12:29:12 Gen_loss: 1.605 Dis_loss: 1.084 Cls_loss: N/A Topk: N/A ada_p: 0.09075
[INFO] 2021-10-17 01:52:09 > Step: 56200 Progress: 5.6% Elapsed: 12:30:13 Gen_loss: 1.868 Dis_loss: 1.224 Cls_loss: N/A Topk: N/A ada_p: 0.08947
[INFO] 2021-10-17 01:53:20 > Step: 56300 Progress: 5.6% Elapsed: 12:31:25 Gen_loss: 0.7068 Dis_loss: 1.174 Cls_loss: N/A Topk: N/A ada_p: 0.09254
[INFO] 2021-10-17 01:54:22 > Step: 56400 Progress: 5.6% Elapsed: 12:32:26 Gen_loss: 1.233 Dis_loss: 0.715 Cls_loss: N/A Topk: N/A ada_p: 0.08947
[INFO] 2021-10-17 01:55:24 > Step: 56500 Progress: 5.7% Elapsed: 12:33:28 Gen_loss: 1.402 Dis_loss: 1.093 Cls_loss: N/A Topk: N/A ada_p: 0.09242
[INFO] 2021-10-17 01:56:25 > Step: 56600 Progress: 5.7% Elapsed: 12:34:30 Gen_loss: 0.9039 Dis_loss: 0.5782 Cls_loss: N/A Topk: N/A ada_p: 0.0919
[INFO] 2021-10-17 01:57:27 > Step: 56700 Progress: 5.7% Elapsed: 12:35:31 Gen_loss: 1.003 Dis_loss: 0.5968 Cls_loss: N/A Topk: N/A ada_p: 0.09139
[INFO] 2021-10-17 01:58:28 > Step: 56800 Progress: 5.7% Elapsed: 12:36:33 Gen_loss: 1.515 Dis_loss: 0.8566 Cls_loss: N/A Topk: N/A ada_p: 0.09165
[INFO] 2021-10-17 01:59:30 > Step: 56900 Progress: 5.7% Elapsed: 12:37:35 Gen_loss: 1.648 Dis_loss: 0.8397 Cls_loss: N/A Topk: N/A ada_p: 0.09664
[INFO] 2021-10-17 02:00:32 > Step: 57000 Progress: 5.7% Elapsed: 12:38:37 Gen_loss: 1.748 Dis_loss: 0.9989 Cls_loss: N/A Topk: N/A ada_p: 0.09459
[INFO] 2021-10-17 02:01:43 > Step: 57100 Progress: 5.7% Elapsed: 12:39:48 Gen_loss: 1.207 Dis_loss: 0.7587 Cls_loss: N/A Topk: N/A ada_p: 0.09229
[INFO] 2021-10-17 02:02:45 > Step: 57200 Progress: 5.7% Elapsed: 12:40:50 Gen_loss: 2.271 Dis_loss: 1.255 Cls_loss: N/A Topk: N/A ada_p: 0.08998
[INFO] 2021-10-17 02:03:47 > Step: 57300 Progress: 5.7% Elapsed: 12:41:52 Gen_loss: 0.7718 Dis_loss: 0.9891 Cls_loss: N/A Topk: N/A ada_p: 0.08986
[INFO] 2021-10-17 02:04:49 > Step: 57400 Progress: 5.7% Elapsed: 12:42:53 Gen_loss: 1.533 Dis_loss: 0.928 Cls_loss: N/A Topk: N/A ada_p: 0.08858
[INFO] 2021-10-17 02:05:52 > Step: 57500 Progress: 5.8% Elapsed: 12:43:57 Gen_loss: 1.584 Dis_loss: 0.7641 Cls_loss: N/A Topk: N/A ada_p: 0.09395
[INFO] 2021-10-17 02:06:54 > Step: 57600 Progress: 5.8% Elapsed: 12:44:58 Gen_loss: 2.56 Dis_loss: 0.9157 Cls_loss: N/A Topk: N/A ada_p: 0.09907
[INFO] 2021-10-17 02:07:56 > Step: 57700 Progress: 5.8% Elapsed: 12:46:00 Gen_loss: 1.742 Dis_loss: 0.9754 Cls_loss: N/A Topk: N/A ada_p: 0.1005
[INFO] 2021-10-17 02:09:08 > Step: 57800 Progress: 5.8% Elapsed: 12:47:12 Gen_loss: 1.558 Dis_loss: 0.9308 Cls_loss: N/A Topk: N/A ada_p: 0.09459
[INFO] 2021-10-17 02:10:09 > Step: 57900 Progress: 5.8% Elapsed: 12:48:14 Gen_loss: 2.677 Dis_loss: 0.8897 Cls_loss: N/A Topk: N/A ada_p: 0.09715
[INFO] 2021-10-17 02:11:11 > Step: 58000 Progress: 5.8% Elapsed: 12:49:15 Gen_loss: 1.448 Dis_loss: 0.6022 Cls_loss: N/A Topk: N/A ada_p: 0.101
[INFO] 2021-10-17 02:12:13 > Step: 58100 Progress: 5.8% Elapsed: 12:50:17 Gen_loss: 1.346 Dis_loss: 0.7303 Cls_loss: N/A Topk: N/A ada_p: 0.107
[INFO] 2021-10-17 02:13:14 > Step: 58200 Progress: 5.8% Elapsed: 12:51:19 Gen_loss: 1.545 Dis_loss: 0.9588 Cls_loss: N/A Topk: N/A ada_p: 0.1091
[INFO] 2021-10-17 02:14:16 > Step: 58300 Progress: 5.8% Elapsed: 12:52:20 Gen_loss: 1.095 Dis_loss: 1.113 Cls_loss: N/A Topk: N/A ada_p: 0.1106
[INFO] 2021-10-17 02:15:17 > Step: 58400 Progress: 5.8% Elapsed: 12:53:22 Gen_loss: 1.968 Dis_loss: 0.9649 Cls_loss: N/A Topk: N/A ada_p: 0.1093
[INFO] 2021-10-17 02:16:19 > Step: 58500 Progress: 5.9% Elapsed: 12:54:24 Gen_loss: 1.376 Dis_loss: 1.169 Cls_loss: N/A Topk: N/A ada_p: 0.1066
[INFO] 2021-10-17 02:17:32 > Step: 58600 Progress: 5.9% Elapsed: 12:55:37 Gen_loss: 0.6048 Dis_loss: 1.46 Cls_loss: N/A Topk: N/A ada_p: 0.1074
[INFO] 2021-10-17 02:18:34 > Step: 58700 Progress: 5.9% Elapsed: 12:56:38 Gen_loss: 1.724 Dis_loss: 0.6912 Cls_loss: N/A Topk: N/A ada_p: 0.1079
[INFO] 2021-10-17 02:19:36 > Step: 58800 Progress: 5.9% Elapsed: 12:57:40 Gen_loss: 1.285 Dis_loss: 1.001 Cls_loss: N/A Topk: N/A ada_p: 0.1018
[INFO] 2021-10-17 02:20:37 > Step: 58900 Progress: 5.9% Elapsed: 12:58:42 Gen_loss: 1.489 Dis_loss: 0.8609 Cls_loss: N/A Topk: N/A ada_p: 0.1034
[INFO] 2021-10-17 02:21:39 > Step: 59000 Progress: 5.9% Elapsed: 12:59:44 Gen_loss: 1.232 Dis_loss: 0.7205 Cls_loss: N/A Topk: N/A ada_p: 0.1029
[INFO] 2021-10-17 02:22:41 > Step: 59100 Progress: 5.9% Elapsed: 13:00:46 Gen_loss: 1.428 Dis_loss: 0.834 Cls_loss: N/A Topk: N/A ada_p: 0.1009
[INFO] 2021-10-17 02:23:43 > Step: 59200 Progress: 5.9% Elapsed: 13:01:47 Gen_loss: 2.249 Dis_loss: 1.039 Cls_loss: N/A Topk: N/A ada_p: 0.09728
[INFO] 2021-10-17 02:24:44 > Step: 59300 Progress: 5.9% Elapsed: 13:02:49 Gen_loss: 1.048 Dis_loss: 0.8214 Cls_loss: N/A Topk: N/A ada_p: 0.09664
[INFO] 2021-10-17 02:25:56 > Step: 59400 Progress: 5.9% Elapsed: 13:04:01 Gen_loss: 0.9528 Dis_loss: 0.8068 Cls_loss: N/A Topk: N/A ada_p: 0.09843
[INFO] 2021-10-17 02:26:57 > Step: 59500 Progress: 5.9% Elapsed: 13:05:02 Gen_loss: 1.131 Dis_loss: 0.8614 Cls_loss: N/A Topk: N/A ada_p: 0.1012
[INFO] 2021-10-17 02:27:59 > Step: 59600 Progress: 6.0% Elapsed: 13:06:04 Gen_loss: 1.591 Dis_loss: 0.6206 Cls_loss: N/A Topk: N/A ada_p: 0.09946
[INFO] 2021-10-17 02:29:01 > Step: 59700 Progress: 6.0% Elapsed: 13:07:06 Gen_loss: 1.725 Dis_loss: 1.015 Cls_loss: N/A Topk: N/A ada_p: 0.09907
[INFO] 2021-10-17 02:30:03 > Step: 59800 Progress: 6.0% Elapsed: 13:08:08 Gen_loss: 0.8088 Dis_loss: 1.155 Cls_loss: N/A Topk: N/A ada_p: 0.09805
[INFO] 2021-10-17 02:31:05 > Step: 59900 Progress: 6.0% Elapsed: 13:09:09 Gen_loss: 1.814 Dis_loss: 0.9431 Cls_loss: N/A Topk: N/A ada_p: 0.09779
[INFO] 2021-10-17 02:32:06 > Step: 60000 Progress: 6.0% Elapsed: 13:10:11 Gen_loss: 0.9892 Dis_loss: 0.8304 Cls_loss: N/A Topk: N/A ada_p: 0.0983
[INFO] 2021-10-17 02:32:06 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-17 02:32:06 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_60000.png
[INFO] 2021-10-17 02:32:06 > Start Evaluation (60000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-17 02:32:06 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-17 02:37:36 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-17 02:43:12 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-17 03:03:45 > Inception score (Step: 60000, 50000 generated images): 9.363000869750977
[INFO] 2021-10-17 03:03:46 > FID score (Step: 60000, Using train moments): 6.757712942820149
[INFO] 2021-10-17 03:03:46 > Improved Precision (Step: 60000, Using train images): 0.69226
[INFO] 2021-10-17 03:03:46 > Improved Recall (Step: 60000, Using train images): 0.6159
[INFO] 2021-10-17 03:03:46 > Density (Step: 60000, Using train images): 0.8376
[INFO] 2021-10-17 03:03:46 > Coverage (Step: 60000, Using train images): 0.79802
[INFO] 2021-10-17 03:03:46 > Best FID score (Step: 60000, Using train moments): 6.757712942820149
[INFO] 2021-10-17 03:04:13 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-17 03:05:47 > Step: 60100 Progress: 6.0% Elapsed: 13:43:51 Gen_loss: 1.401 Dis_loss: 0.9232 Cls_loss: N/A Topk: N/A ada_p: 0.09664
[INFO] 2021-10-17 03:07:05 > Step: 60200 Progress: 6.0% Elapsed: 13:45:09 Gen_loss: 1.258 Dis_loss: 0.5955 Cls_loss: N/A Topk: N/A ada_p: 0.09946
[INFO] 2021-10-17 03:08:07 > Step: 60300 Progress: 6.0% Elapsed: 13:46:11 Gen_loss: 1.2 Dis_loss: 0.9605 Cls_loss: N/A Topk: N/A ada_p: 0.1002
[INFO] 2021-10-17 03:09:08 > Step: 60400 Progress: 6.0% Elapsed: 13:47:13 Gen_loss: 0.5328 Dis_loss: 1.284 Cls_loss: N/A Topk: N/A ada_p: 0.1043
[INFO] 2021-10-17 03:10:11 > Step: 60500 Progress: 6.0% Elapsed: 13:48:16 Gen_loss: 0.8066 Dis_loss: 0.9149 Cls_loss: N/A Topk: N/A ada_p: 0.1027
[INFO] 2021-10-17 03:11:14 > Step: 60600 Progress: 6.1% Elapsed: 13:49:19 Gen_loss: 1.257 Dis_loss: 0.788 Cls_loss: N/A Topk: N/A ada_p: 0.09805
[INFO] 2021-10-17 03:12:16 > Step: 60700 Progress: 6.1% Elapsed: 13:50:21 Gen_loss: 0.9925 Dis_loss: 1.258 Cls_loss: N/A Topk: N/A ada_p: 0.09677
[INFO] 2021-10-17 03:13:18 > Step: 60800 Progress: 6.1% Elapsed: 13:51:23 Gen_loss: 0.7551 Dis_loss: 1.408 Cls_loss: N/A Topk: N/A ada_p: 0.0983
[INFO] 2021-10-17 03:14:20 > Step: 60900 Progress: 6.1% Elapsed: 13:52:25 Gen_loss: 1.577 Dis_loss: 0.9259 Cls_loss: N/A Topk: N/A ada_p: 0.1005
[INFO] 2021-10-17 03:15:32 > Step: 61000 Progress: 6.1% Elapsed: 13:53:37 Gen_loss: 0.881 Dis_loss: 0.6277 Cls_loss: N/A Topk: N/A ada_p: 0.09869
[INFO] 2021-10-17 03:16:35 > Step: 61100 Progress: 6.1% Elapsed: 13:54:40 Gen_loss: 1.638 Dis_loss: 0.7778 Cls_loss: N/A Topk: N/A ada_p: 0.09562
[INFO] 2021-10-17 03:17:37 > Step: 61200 Progress: 6.1% Elapsed: 13:55:41 Gen_loss: 2.327 Dis_loss: 0.7207 Cls_loss: N/A Topk: N/A ada_p: 0.0969
[INFO] 2021-10-17 03:18:39 > Step: 61300 Progress: 6.1% Elapsed: 13:56:44 Gen_loss: 0.9645 Dis_loss: 0.9381 Cls_loss: N/A Topk: N/A ada_p: 0.09702
[INFO] 2021-10-17 03:19:41 > Step: 61400 Progress: 6.1% Elapsed: 13:57:46 Gen_loss: 0.5843 Dis_loss: 1.164 Cls_loss: N/A Topk: N/A ada_p: 0.1039
[INFO] 2021-10-17 03:20:43 > Step: 61500 Progress: 6.2% Elapsed: 13:58:48 Gen_loss: 2.679 Dis_loss: 1.062 Cls_loss: N/A Topk: N/A ada_p: 0.1057
[INFO] 2021-10-17 03:21:45 > Step: 61600 Progress: 6.2% Elapsed: 13:59:49 Gen_loss: 1.637 Dis_loss: 0.9916 Cls_loss: N/A Topk: N/A ada_p: 0.1034
[INFO] 2021-10-17 03:22:57 > Step: 61700 Progress: 6.2% Elapsed: 14:01:02 Gen_loss: 1.493 Dis_loss: 0.8604 Cls_loss: N/A Topk: N/A ada_p: 0.1041
[INFO] 2021-10-17 03:23:59 > Step: 61800 Progress: 6.2% Elapsed: 14:02:03 Gen_loss: 1.273 Dis_loss: 0.6831 Cls_loss: N/A Topk: N/A ada_p: 0.1043
[INFO] 2021-10-17 03:25:01 > Step: 61900 Progress: 6.2% Elapsed: 14:03:05 Gen_loss: 1.452 Dis_loss: 0.7102 Cls_loss: N/A Topk: N/A ada_p: 0.1007
[INFO] 2021-10-17 03:26:03 > Step: 62000 Progress: 6.2% Elapsed: 14:04:08 Gen_loss: 1.529 Dis_loss: 0.583 Cls_loss: N/A Topk: N/A ada_p: 0.1015
[INFO] 2021-10-17 03:27:05 > Step: 62100 Progress: 6.2% Elapsed: 14:05:09 Gen_loss: 1.797 Dis_loss: 1.002 Cls_loss: N/A Topk: N/A ada_p: 0.1078
[INFO] 2021-10-17 03:28:07 > Step: 62200 Progress: 6.2% Elapsed: 14:06:11 Gen_loss: 1.667 Dis_loss: 0.9198 Cls_loss: N/A Topk: N/A ada_p: 0.1065
[INFO] 2021-10-17 03:29:09 > Step: 62300 Progress: 6.2% Elapsed: 14:07:13 Gen_loss: 1.038 Dis_loss: 0.9081 Cls_loss: N/A Topk: N/A ada_p: 0.1085
[INFO] 2021-10-17 03:30:10 > Step: 62400 Progress: 6.2% Elapsed: 14:08:15 Gen_loss: 1.53 Dis_loss: 0.7481 Cls_loss: N/A Topk: N/A ada_p: 0.1111
[INFO] 2021-10-17 03:31:24 > Step: 62500 Progress: 6.2% Elapsed: 14:09:29 Gen_loss: 1.62 Dis_loss: 0.815 Cls_loss: N/A Topk: N/A ada_p: 0.1064
[INFO] 2021-10-17 03:32:26 > Step: 62600 Progress: 6.3% Elapsed: 14:10:31 Gen_loss: 0.8336 Dis_loss: 0.7997 Cls_loss: N/A Topk: N/A ada_p: 0.1097
[INFO] 2021-10-17 03:33:28 > Step: 62700 Progress: 6.3% Elapsed: 14:11:33 Gen_loss: 1.607 Dis_loss: 0.4066 Cls_loss: N/A Topk: N/A ada_p: 0.1102
[INFO] 2021-10-17 03:34:30 > Step: 62800 Progress: 6.3% Elapsed: 14:12:35 Gen_loss: 1.858 Dis_loss: 0.676 Cls_loss: N/A Topk: N/A ada_p: 0.114
[INFO] 2021-10-17 03:35:34 > Step: 62900 Progress: 6.3% Elapsed: 14:13:38 Gen_loss: 1.662 Dis_loss: 0.5134 Cls_loss: N/A Topk: N/A ada_p: 0.1137
[INFO] 2021-10-17 03:36:35 > Step: 63000 Progress: 6.3% Elapsed: 14:14:40 Gen_loss: 2.619 Dis_loss: 0.541 Cls_loss: N/A Topk: N/A ada_p: 0.1178
[INFO] 2021-10-17 03:37:38 > Step: 63100 Progress: 6.3% Elapsed: 14:15:43 Gen_loss: 1.357 Dis_loss: 0.8416 Cls_loss: N/A Topk: N/A ada_p: 0.1152
[INFO] 2021-10-17 03:38:40 > Step: 63200 Progress: 6.3% Elapsed: 14:16:45 Gen_loss: 1.239 Dis_loss: 1.21 Cls_loss: N/A Topk: N/A ada_p: 0.1114
[INFO] 2021-10-17 03:39:53 > Step: 63300 Progress: 6.3% Elapsed: 14:17:58 Gen_loss: 2.615 Dis_loss: 0.9891 Cls_loss: N/A Topk: N/A ada_p: 0.112
[INFO] 2021-10-17 03:40:55 > Step: 63400 Progress: 6.3% Elapsed: 14:19:00 Gen_loss: 1.305 Dis_loss: 0.9061 Cls_loss: N/A Topk: N/A ada_p: 0.1117
[INFO] 2021-10-17 03:41:57 > Step: 63500 Progress: 6.3% Elapsed: 14:20:02 Gen_loss: 1.581 Dis_loss: 0.919 Cls_loss: N/A Topk: N/A ada_p: 0.1128
[INFO] 2021-10-17 03:42:59 > Step: 63600 Progress: 6.4% Elapsed: 14:21:04 Gen_loss: 1.067 Dis_loss: 0.8721 Cls_loss: N/A Topk: N/A ada_p: 0.1135
[INFO] 2021-10-17 03:44:02 > Step: 63700 Progress: 6.4% Elapsed: 14:22:06 Gen_loss: 1.109 Dis_loss: 0.995 Cls_loss: N/A Topk: N/A ada_p: 0.1132
[INFO] 2021-10-17 03:45:03 > Step: 63800 Progress: 6.4% Elapsed: 14:23:08 Gen_loss: 2.103 Dis_loss: 0.8864 Cls_loss: N/A Topk: N/A ada_p: 0.1106
[INFO] 2021-10-17 03:46:05 > Step: 63900 Progress: 6.4% Elapsed: 14:24:10 Gen_loss: 0.8642 Dis_loss: 1.158 Cls_loss: N/A Topk: N/A ada_p: 0.1037
[INFO] 2021-10-17 03:47:08 > Step: 64000 Progress: 6.4% Elapsed: 14:25:12 Gen_loss: 1.359 Dis_loss: 0.9928 Cls_loss: N/A Topk: N/A ada_p: 0.108
[INFO] 2021-10-17 03:48:20 > Step: 64100 Progress: 6.4% Elapsed: 14:26:25 Gen_loss: 1.517 Dis_loss: 0.721 Cls_loss: N/A Topk: N/A ada_p: 0.1084
[INFO] 2021-10-17 03:49:22 > Step: 64200 Progress: 6.4% Elapsed: 14:27:26 Gen_loss: 2.248 Dis_loss: 0.9212 Cls_loss: N/A Topk: N/A ada_p: 0.111
[INFO] 2021-10-17 03:50:24 > Step: 64300 Progress: 6.4% Elapsed: 14:28:29 Gen_loss: 1.201 Dis_loss: 0.6773 Cls_loss: N/A Topk: N/A ada_p: 0.1128
[INFO] 2021-10-17 03:51:26 > Step: 64400 Progress: 6.4% Elapsed: 14:29:30 Gen_loss: 1.165 Dis_loss: 0.4917 Cls_loss: N/A Topk: N/A ada_p: 0.1133
[INFO] 2021-10-17 03:52:28 > Step: 64500 Progress: 6.5% Elapsed: 14:30:32 Gen_loss: 1.47 Dis_loss: 0.7629 Cls_loss: N/A Topk: N/A ada_p: 0.1116
[INFO] 2021-10-17 03:53:30 > Step: 64600 Progress: 6.5% Elapsed: 14:31:34 Gen_loss: 1.86 Dis_loss: 0.8026 Cls_loss: N/A Topk: N/A ada_p: 0.1085
[INFO] 2021-10-17 03:54:32 > Step: 64700 Progress: 6.5% Elapsed: 14:32:36 Gen_loss: 2.457 Dis_loss: 0.7483 Cls_loss: N/A Topk: N/A ada_p: 0.1096
[INFO] 2021-10-17 03:55:33 > Step: 64800 Progress: 6.5% Elapsed: 14:33:38 Gen_loss: 2.892 Dis_loss: 0.8949 Cls_loss: N/A Topk: N/A ada_p: 0.1114
[INFO] 2021-10-17 03:56:45 > Step: 64900 Progress: 6.5% Elapsed: 14:34:50 Gen_loss: 2.111 Dis_loss: 1.031 Cls_loss: N/A Topk: N/A ada_p: 0.114
[INFO] 2021-10-17 03:57:47 > Step: 65000 Progress: 6.5% Elapsed: 14:35:52 Gen_loss: 1.131 Dis_loss: 0.9289 Cls_loss: N/A Topk: N/A ada_p: 0.1105
[INFO] 2021-10-17 03:58:49 > Step: 65100 Progress: 6.5% Elapsed: 14:36:54 Gen_loss: 1.241 Dis_loss: 1.042 Cls_loss: N/A Topk: N/A ada_p: 0.1089
[INFO] 2021-10-17 03:59:52 > Step: 65200 Progress: 6.5% Elapsed: 14:37:56 Gen_loss: 1.984 Dis_loss: 0.8052 Cls_loss: N/A Topk: N/A ada_p: 0.1074
[INFO] 2021-10-17 04:00:53 > Step: 65300 Progress: 6.5% Elapsed: 14:38:58 Gen_loss: 1.433 Dis_loss: 1.021 Cls_loss: N/A Topk: N/A ada_p: 0.1065
[INFO] 2021-10-17 04:01:55 > Step: 65400 Progress: 6.5% Elapsed: 14:40:00 Gen_loss: 1.413 Dis_loss: 0.7624 Cls_loss: N/A Topk: N/A ada_p: 0.1075
[INFO] 2021-10-17 04:02:57 > Step: 65500 Progress: 6.6% Elapsed: 14:41:02 Gen_loss: 1.243 Dis_loss: 0.6271 Cls_loss: N/A Topk: N/A ada_p: 0.106
[INFO] 2021-10-17 04:03:58 > Step: 65600 Progress: 6.6% Elapsed: 14:42:03 Gen_loss: 0.7848 Dis_loss: 1.319 Cls_loss: N/A Topk: N/A ada_p: 0.1032
[INFO] 2021-10-17 04:05:11 > Step: 65700 Progress: 6.6% Elapsed: 14:43:15 Gen_loss: 2.253 Dis_loss: 0.903 Cls_loss: N/A Topk: N/A ada_p: 0.1071
[INFO] 2021-10-17 04:06:12 > Step: 65800 Progress: 6.6% Elapsed: 14:44:17 Gen_loss: 1.109 Dis_loss: 1.011 Cls_loss: N/A Topk: N/A ada_p: 0.111
[INFO] 2021-10-17 04:07:14 > Step: 65900 Progress: 6.6% Elapsed: 14:45:19 Gen_loss: 1.467 Dis_loss: 0.984 Cls_loss: N/A Topk: N/A ada_p: 0.1046
[INFO] 2021-10-17 04:08:16 > Step: 66000 Progress: 6.6% Elapsed: 14:46:21 Gen_loss: 1.118 Dis_loss: 0.8083 Cls_loss: N/A Topk: N/A ada_p: 0.1064
[INFO] 2021-10-17 04:09:19 > Step: 66100 Progress: 6.6% Elapsed: 14:47:24 Gen_loss: 1.83 Dis_loss: 0.7852 Cls_loss: N/A Topk: N/A ada_p: 0.105
[INFO] 2021-10-17 04:10:21 > Step: 66200 Progress: 6.6% Elapsed: 14:48:25 Gen_loss: 1.52 Dis_loss: 1.017 Cls_loss: N/A Topk: N/A ada_p: 0.1037
[INFO] 2021-10-17 04:11:23 > Step: 66300 Progress: 6.6% Elapsed: 14:49:28 Gen_loss: 1.523 Dis_loss: 0.8688 Cls_loss: N/A Topk: N/A ada_p: 0.1088
[INFO] 2021-10-17 04:12:36 > Step: 66400 Progress: 6.6% Elapsed: 14:50:40 Gen_loss: 1.043 Dis_loss: 0.8993 Cls_loss: N/A Topk: N/A ada_p: 0.1093
[INFO] 2021-10-17 04:13:38 > Step: 66500 Progress: 6.7% Elapsed: 14:51:43 Gen_loss: 2.035 Dis_loss: 1.027 Cls_loss: N/A Topk: N/A ada_p: 0.1133
[INFO] 2021-10-17 04:14:41 > Step: 66600 Progress: 6.7% Elapsed: 14:52:45 Gen_loss: 1.368 Dis_loss: 0.8015 Cls_loss: N/A Topk: N/A ada_p: 0.1143
[INFO] 2021-10-17 04:15:43 > Step: 66700 Progress: 6.7% Elapsed: 14:53:48 Gen_loss: 0.9946 Dis_loss: 0.9924 Cls_loss: N/A Topk: N/A ada_p: 0.1138
[INFO] 2021-10-17 04:16:45 > Step: 66800 Progress: 6.7% Elapsed: 14:54:50 Gen_loss: 1.187 Dis_loss: 0.9432 Cls_loss: N/A Topk: N/A ada_p: 0.1148
[INFO] 2021-10-17 04:17:47 > Step: 66900 Progress: 6.7% Elapsed: 14:55:52 Gen_loss: 2.134 Dis_loss: 1.132 Cls_loss: N/A Topk: N/A ada_p: 0.1108
[INFO] 2021-10-17 04:18:50 > Step: 67000 Progress: 6.7% Elapsed: 14:56:55 Gen_loss: 2.231 Dis_loss: 0.8962 Cls_loss: N/A Topk: N/A ada_p: 0.1119
[INFO] 2021-10-17 04:19:52 > Step: 67100 Progress: 6.7% Elapsed: 14:57:56 Gen_loss: 1.682 Dis_loss: 0.5025 Cls_loss: N/A Topk: N/A ada_p: 0.1119
[INFO] 2021-10-17 04:21:04 > Step: 67200 Progress: 6.7% Elapsed: 14:59:08 Gen_loss: 0.8747 Dis_loss: 1.033 Cls_loss: N/A Topk: N/A ada_p: 0.1134
[INFO] 2021-10-17 04:22:06 > Step: 67300 Progress: 6.7% Elapsed: 15:00:10 Gen_loss: 1.228 Dis_loss: 0.8474 Cls_loss: N/A Topk: N/A ada_p: 0.113
[INFO] 2021-10-17 04:23:07 > Step: 67400 Progress: 6.7% Elapsed: 15:01:12 Gen_loss: 1.772 Dis_loss: 0.6992 Cls_loss: N/A Topk: N/A ada_p: 0.1158
[INFO] 2021-10-17 04:24:10 > Step: 67500 Progress: 6.8% Elapsed: 15:02:14 Gen_loss: 2.116 Dis_loss: 1.242 Cls_loss: N/A Topk: N/A ada_p: 0.114
[INFO] 2021-10-17 04:25:11 > Step: 67600 Progress: 6.8% Elapsed: 15:03:16 Gen_loss: 1.484 Dis_loss: 0.4733 Cls_loss: N/A Topk: N/A ada_p: 0.1169
[INFO] 2021-10-17 04:26:13 > Step: 67700 Progress: 6.8% Elapsed: 15:04:18 Gen_loss: 1.182 Dis_loss: 0.7868 Cls_loss: N/A Topk: N/A ada_p: 0.1129
[INFO] 2021-10-17 04:27:15 > Step: 67800 Progress: 6.8% Elapsed: 15:05:19 Gen_loss: 1.146 Dis_loss: 0.796 Cls_loss: N/A Topk: N/A ada_p: 0.1103
[INFO] 2021-10-17 04:28:16 > Step: 67900 Progress: 6.8% Elapsed: 15:06:21 Gen_loss: 2.234 Dis_loss: 1.05 Cls_loss: N/A Topk: N/A ada_p: 0.1065
[INFO] 2021-10-17 04:29:36 > Step: 68000 Progress: 6.8% Elapsed: 15:07:41 Gen_loss: 1.066 Dis_loss: 0.7914 Cls_loss: N/A Topk: N/A ada_p: 0.1042
[INFO] 2021-10-17 04:30:39 > Step: 68100 Progress: 6.8% Elapsed: 15:08:44 Gen_loss: 1.438 Dis_loss: 0.8383 Cls_loss: N/A Topk: N/A ada_p: 0.1087
[INFO] 2021-10-17 04:31:41 > Step: 68200 Progress: 6.8% Elapsed: 15:09:46 Gen_loss: 1.519 Dis_loss: 0.9482 Cls_loss: N/A Topk: N/A ada_p: 0.1059
[INFO] 2021-10-17 04:32:43 > Step: 68300 Progress: 6.8% Elapsed: 15:10:48 Gen_loss: 2.081 Dis_loss: 0.7333 Cls_loss: N/A Topk: N/A ada_p: 0.1079
[INFO] 2021-10-17 04:33:45 > Step: 68400 Progress: 6.8% Elapsed: 15:11:49 Gen_loss: 1.432 Dis_loss: 0.7735 Cls_loss: N/A Topk: N/A ada_p: 0.1046
[INFO] 2021-10-17 04:34:47 > Step: 68500 Progress: 6.9% Elapsed: 15:12:51 Gen_loss: 1.041 Dis_loss: 1.116 Cls_loss: N/A Topk: N/A ada_p: 0.1039
[INFO] 2021-10-17 04:35:48 > Step: 68600 Progress: 6.9% Elapsed: 15:13:53 Gen_loss: 1.163 Dis_loss: 1.042 Cls_loss: N/A Topk: N/A ada_p: 0.1024
[INFO] 2021-10-17 04:36:51 > Step: 68700 Progress: 6.9% Elapsed: 15:14:55 Gen_loss: 1.496 Dis_loss: 1.02 Cls_loss: N/A Topk: N/A ada_p: 0.1029
[INFO] 2021-10-17 04:38:02 > Step: 68800 Progress: 6.9% Elapsed: 15:16:07 Gen_loss: 1.636 Dis_loss: 0.8469 Cls_loss: N/A Topk: N/A ada_p: 0.1024
[INFO] 2021-10-17 04:39:05 > Step: 68900 Progress: 6.9% Elapsed: 15:17:09 Gen_loss: 1.137 Dis_loss: 0.7502 Cls_loss: N/A Topk: N/A ada_p: 0.1043
[INFO] 2021-10-17 04:40:06 > Step: 69000 Progress: 6.9% Elapsed: 15:18:11 Gen_loss: 1.273 Dis_loss: 0.6972 Cls_loss: N/A Topk: N/A ada_p: 0.1066
[INFO] 2021-10-17 04:41:08 > Step: 69100 Progress: 6.9% Elapsed: 15:19:13 Gen_loss: 0.7493 Dis_loss: 1.183 Cls_loss: N/A Topk: N/A ada_p: 0.1082
[INFO] 2021-10-17 04:42:10 > Step: 69200 Progress: 6.9% Elapsed: 15:20:14 Gen_loss: 2.445 Dis_loss: 1.434 Cls_loss: N/A Topk: N/A ada_p: 0.1059
[INFO] 2021-10-17 04:43:12 > Step: 69300 Progress: 6.9% Elapsed: 15:21:16 Gen_loss: 1.277 Dis_loss: 0.8622 Cls_loss: N/A Topk: N/A ada_p: 0.1088
[INFO] 2021-10-17 04:44:13 > Step: 69400 Progress: 6.9% Elapsed: 15:22:18 Gen_loss: 1.075 Dis_loss: 0.7282 Cls_loss: N/A Topk: N/A ada_p: 0.1108
[INFO] 2021-10-17 04:45:15 > Step: 69500 Progress: 7.0% Elapsed: 15:23:20 Gen_loss: 1.449 Dis_loss: 0.8201 Cls_loss: N/A Topk: N/A ada_p: 0.1073
[INFO] 2021-10-17 04:46:27 > Step: 69600 Progress: 7.0% Elapsed: 15:24:32 Gen_loss: 1.581 Dis_loss: 0.9602 Cls_loss: N/A Topk: N/A ada_p: 0.1078
[INFO] 2021-10-17 04:47:30 > Step: 69700 Progress: 7.0% Elapsed: 15:25:34 Gen_loss: 1.487 Dis_loss: 0.8233 Cls_loss: N/A Topk: N/A ada_p: 0.1036
[INFO] 2021-10-17 04:48:31 > Step: 69800 Progress: 7.0% Elapsed: 15:26:36 Gen_loss: 1.401 Dis_loss: 0.9502 Cls_loss: N/A Topk: N/A ada_p: 0.09869
[INFO] 2021-10-17 04:49:33 > Step: 69900 Progress: 7.0% Elapsed: 15:27:38 Gen_loss: 2.108 Dis_loss: 0.808 Cls_loss: N/A Topk: N/A ada_p: 0.09715
[INFO] 2021-10-17 04:50:35 > Step: 70000 Progress: 7.0% Elapsed: 15:28:39 Gen_loss: 1.894 Dis_loss: 0.9502 Cls_loss: N/A Topk: N/A ada_p: 0.09946
[INFO] 2021-10-17 04:50:35 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-17 04:50:35 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_70000.png
[INFO] 2021-10-17 04:50:35 > Start Evaluation (70000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-17 04:50:35 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-17 04:56:04 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-17 05:01:41 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-17 05:22:11 > Inception score (Step: 70000, 50000 generated images): 9.501091003417969
[INFO] 2021-10-17 05:22:11 > FID score (Step: 70000, Using train moments): 5.919135874780579
[INFO] 2021-10-17 05:22:11 > Improved Precision (Step: 70000, Using train images): 0.70042
[INFO] 2021-10-17 05:22:11 > Improved Recall (Step: 70000, Using train images): 0.62254
[INFO] 2021-10-17 05:22:11 > Density (Step: 70000, Using train images): 0.882132
[INFO] 2021-10-17 05:22:11 > Coverage (Step: 70000, Using train images): 0.81444
[INFO] 2021-10-17 05:22:11 > Best FID score (Step: 70000, Using train moments): 5.919135874780579
[INFO] 2021-10-17 05:22:35 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-17 05:24:59 > Step: 70100 Progress: 7.0% Elapsed: 16:03:03 Gen_loss: 1.623 Dis_loss: 0.7328 Cls_loss: N/A Topk: N/A ada_p: 0.1014
[INFO] 2021-10-17 05:26:01 > Step: 70200 Progress: 7.0% Elapsed: 16:04:05 Gen_loss: 1.288 Dis_loss: 0.6239 Cls_loss: N/A Topk: N/A ada_p: 0.1032
[INFO] 2021-10-17 05:27:19 > Step: 70300 Progress: 7.0% Elapsed: 16:05:24 Gen_loss: 0.7719 Dis_loss: 1.015 Cls_loss: N/A Topk: N/A ada_p: 0.1085
[INFO] 2021-10-17 05:28:20 > Step: 70400 Progress: 7.0% Elapsed: 16:06:25 Gen_loss: 2.66 Dis_loss: 1.236 Cls_loss: N/A Topk: N/A ada_p: 0.1062
[INFO] 2021-10-17 05:29:22 > Step: 70500 Progress: 7.0% Elapsed: 16:07:27 Gen_loss: 1.487 Dis_loss: 1.009 Cls_loss: N/A Topk: N/A ada_p: 0.1033
[INFO] 2021-10-17 05:30:24 > Step: 70600 Progress: 7.1% Elapsed: 16:08:28 Gen_loss: 1.113 Dis_loss: 0.6179 Cls_loss: N/A Topk: N/A ada_p: 0.103
[INFO] 2021-10-17 05:31:26 > Step: 70700 Progress: 7.1% Elapsed: 16:09:31 Gen_loss: 1.374 Dis_loss: 0.7837 Cls_loss: N/A Topk: N/A ada_p: 0.1051
[INFO] 2021-10-17 05:32:29 > Step: 70800 Progress: 7.1% Elapsed: 16:10:33 Gen_loss: 1.024 Dis_loss: 0.7024 Cls_loss: N/A Topk: N/A ada_p: 0.1056
[INFO] 2021-10-17 05:33:31 > Step: 70900 Progress: 7.1% Elapsed: 16:11:35 Gen_loss: 1.638 Dis_loss: 0.9898 Cls_loss: N/A Topk: N/A ada_p: 0.1075
[INFO] 2021-10-17 05:34:33 > Step: 71000 Progress: 7.1% Elapsed: 16:12:37 Gen_loss: 1.553 Dis_loss: 0.9036 Cls_loss: N/A Topk: N/A ada_p: 0.106
[INFO] 2021-10-17 05:35:45 > Step: 71100 Progress: 7.1% Elapsed: 16:13:50 Gen_loss: 2.147 Dis_loss: 0.6665 Cls_loss: N/A Topk: N/A ada_p: 0.1103
[INFO] 2021-10-17 05:36:47 > Step: 71200 Progress: 7.1% Elapsed: 16:14:52 Gen_loss: 1.37 Dis_loss: 1.096 Cls_loss: N/A Topk: N/A ada_p: 0.1108
[INFO] 2021-10-17 05:37:49 > Step: 71300 Progress: 7.1% Elapsed: 16:15:54 Gen_loss: 1.438 Dis_loss: 1.107 Cls_loss: N/A Topk: N/A ada_p: 0.11
[INFO] 2021-10-17 05:38:51 > Step: 71400 Progress: 7.1% Elapsed: 16:16:56 Gen_loss: 1.374 Dis_loss: 0.8203 Cls_loss: N/A Topk: N/A ada_p: 0.1082
[INFO] 2021-10-17 05:39:54 > Step: 71500 Progress: 7.1% Elapsed: 16:17:58 Gen_loss: 1.246 Dis_loss: 0.8603 Cls_loss: N/A Topk: N/A ada_p: 0.1076
[INFO] 2021-10-17 05:40:55 > Step: 71600 Progress: 7.2% Elapsed: 16:19:00 Gen_loss: 2.918 Dis_loss: 0.9086 Cls_loss: N/A Topk: N/A ada_p: 0.1082
[INFO] 2021-10-17 05:41:58 > Step: 71700 Progress: 7.2% Elapsed: 16:20:03 Gen_loss: 0.3618 Dis_loss: 1.145 Cls_loss: N/A Topk: N/A ada_p: 0.1088
[INFO] 2021-10-17 05:43:00 > Step: 71800 Progress: 7.2% Elapsed: 16:21:05 Gen_loss: 2.081 Dis_loss: 1.055 Cls_loss: N/A Topk: N/A ada_p: 0.1047
[INFO] 2021-10-17 05:44:12 > Step: 71900 Progress: 7.2% Elapsed: 16:22:17 Gen_loss: 2.519 Dis_loss: 0.8542 Cls_loss: N/A Topk: N/A ada_p: 0.1065
[INFO] 2021-10-17 05:45:14 > Step: 72000 Progress: 7.2% Elapsed: 16:23:18 Gen_loss: 1.439 Dis_loss: 0.7065 Cls_loss: N/A Topk: N/A ada_p: 0.1073
[INFO] 2021-10-17 05:46:16 > Step: 72100 Progress: 7.2% Elapsed: 16:24:21 Gen_loss: 1.5 Dis_loss: 0.939 Cls_loss: N/A Topk: N/A ada_p: 0.11
[INFO] 2021-10-17 05:47:18 > Step: 72200 Progress: 7.2% Elapsed: 16:25:23 Gen_loss: 1.397 Dis_loss: 1.044 Cls_loss: N/A Topk: N/A ada_p: 0.111
[INFO] 2021-10-17 05:48:20 > Step: 72300 Progress: 7.2% Elapsed: 16:26:25 Gen_loss: 1.941 Dis_loss: 0.8465 Cls_loss: N/A Topk: N/A ada_p: 0.1115
[INFO] 2021-10-17 05:49:22 > Step: 72400 Progress: 7.2% Elapsed: 16:27:26 Gen_loss: 1.631 Dis_loss: 0.9861 Cls_loss: N/A Topk: N/A ada_p: 0.1097
[INFO] 2021-10-17 05:50:24 > Step: 72500 Progress: 7.2% Elapsed: 16:28:28 Gen_loss: 1.564 Dis_loss: 0.9079 Cls_loss: N/A Topk: N/A ada_p: 0.1126
[INFO] 2021-10-17 05:51:26 > Step: 72600 Progress: 7.3% Elapsed: 16:29:30 Gen_loss: 1.894 Dis_loss: 1.072 Cls_loss: N/A Topk: N/A ada_p: 0.1111
[INFO] 2021-10-17 05:52:38 > Step: 72700 Progress: 7.3% Elapsed: 16:30:42 Gen_loss: 1.76 Dis_loss: 0.6244 Cls_loss: N/A Topk: N/A ada_p: 0.1152
[INFO] 2021-10-17 05:53:40 > Step: 72800 Progress: 7.3% Elapsed: 16:31:44 Gen_loss: 2.051 Dis_loss: 1.127 Cls_loss: N/A Topk: N/A ada_p: 0.116
[INFO] 2021-10-17 05:54:42 > Step: 72900 Progress: 7.3% Elapsed: 16:32:47 Gen_loss: 1.621 Dis_loss: 1.045 Cls_loss: N/A Topk: N/A ada_p: 0.1135
[INFO] 2021-10-17 05:55:44 > Step: 73000 Progress: 7.3% Elapsed: 16:33:49 Gen_loss: 1.772 Dis_loss: 1.143 Cls_loss: N/A Topk: N/A ada_p: 0.1153
[INFO] 2021-10-17 05:56:47 > Step: 73100 Progress: 7.3% Elapsed: 16:34:52 Gen_loss: 2.901 Dis_loss: 1.383 Cls_loss: N/A Topk: N/A ada_p: 0.1148
[INFO] 2021-10-17 05:57:50 > Step: 73200 Progress: 7.3% Elapsed: 16:35:55 Gen_loss: 1.026 Dis_loss: 1.345 Cls_loss: N/A Topk: N/A ada_p: 0.1153
[INFO] 2021-10-17 05:58:52 > Step: 73300 Progress: 7.3% Elapsed: 16:36:57 Gen_loss: 1.041 Dis_loss: 0.8954 Cls_loss: N/A Topk: N/A ada_p: 0.1103
[INFO] 2021-10-17 05:59:54 > Step: 73400 Progress: 7.3% Elapsed: 16:37:59 Gen_loss: 1.967 Dis_loss: 0.6345 Cls_loss: N/A Topk: N/A ada_p: 0.1116
[INFO] 2021-10-17 06:01:06 > Step: 73500 Progress: 7.3% Elapsed: 16:39:11 Gen_loss: 1.275 Dis_loss: 0.9189 Cls_loss: N/A Topk: N/A ada_p: 0.1144
[INFO] 2021-10-17 06:02:08 > Step: 73600 Progress: 7.4% Elapsed: 16:40:12 Gen_loss: 1.146 Dis_loss: 1.127 Cls_loss: N/A Topk: N/A ada_p: 0.1132
[INFO] 2021-10-17 06:03:11 > Step: 73700 Progress: 7.4% Elapsed: 16:41:15 Gen_loss: 1.467 Dis_loss: 0.9586 Cls_loss: N/A Topk: N/A ada_p: 0.1143
[INFO] 2021-10-17 06:04:12 > Step: 73800 Progress: 7.4% Elapsed: 16:42:17 Gen_loss: 1.912 Dis_loss: 0.9552 Cls_loss: N/A Topk: N/A ada_p: 0.1181
[INFO] 2021-10-17 06:05:15 > Step: 73900 Progress: 7.4% Elapsed: 16:43:19 Gen_loss: 1.558 Dis_loss: 0.891 Cls_loss: N/A Topk: N/A ada_p: 0.1199
[INFO] 2021-10-17 06:06:16 > Step: 74000 Progress: 7.4% Elapsed: 16:44:21 Gen_loss: 1.734 Dis_loss: 0.6974 Cls_loss: N/A Topk: N/A ada_p: 0.1215
[INFO] 2021-10-17 06:07:18 > Step: 74100 Progress: 7.4% Elapsed: 16:45:23 Gen_loss: 1.402 Dis_loss: 0.7487 Cls_loss: N/A Topk: N/A ada_p: 0.1203
[INFO] 2021-10-17 06:08:31 > Step: 74200 Progress: 7.4% Elapsed: 16:46:36 Gen_loss: 1.378 Dis_loss: 0.7937 Cls_loss: N/A Topk: N/A ada_p: 0.1165
[INFO] 2021-10-17 06:09:32 > Step: 74300 Progress: 7.4% Elapsed: 16:47:37 Gen_loss: 1.037 Dis_loss: 1.06 Cls_loss: N/A Topk: N/A ada_p: 0.116
[INFO] 2021-10-17 06:10:34 > Step: 74400 Progress: 7.4% Elapsed: 16:48:39 Gen_loss: 1.559 Dis_loss: 0.8019 Cls_loss: N/A Topk: N/A ada_p: 0.1198
[INFO] 2021-10-17 06:11:36 > Step: 74500 Progress: 7.4% Elapsed: 16:49:41 Gen_loss: 11.18 Dis_loss: 1.084 Cls_loss: N/A Topk: N/A ada_p: 0.1197
[INFO] 2021-10-17 06:12:38 > Step: 74600 Progress: 7.5% Elapsed: 16:50:43 Gen_loss: 1.208 Dis_loss: 0.7935 Cls_loss: N/A Topk: N/A ada_p: 0.1105
[INFO] 2021-10-17 06:13:40 > Step: 74700 Progress: 7.5% Elapsed: 16:51:45 Gen_loss: 1.127 Dis_loss: 1.333 Cls_loss: N/A Topk: N/A ada_p: 0.1102
[INFO] 2021-10-17 06:14:43 > Step: 74800 Progress: 7.5% Elapsed: 16:52:47 Gen_loss: 1.627 Dis_loss: 0.9965 Cls_loss: N/A Topk: N/A ada_p: 0.1112
[INFO] 2021-10-17 06:15:47 > Step: 74900 Progress: 7.5% Elapsed: 16:53:52 Gen_loss: 1.153 Dis_loss: 0.7734 Cls_loss: N/A Topk: N/A ada_p: 0.1134
[INFO] 2021-10-17 06:17:00 > Step: 75000 Progress: 7.5% Elapsed: 16:55:04 Gen_loss: 1.597 Dis_loss: 0.8485 Cls_loss: N/A Topk: N/A ada_p: 0.1129
[INFO] 2021-10-17 06:18:01 > Step: 75100 Progress: 7.5% Elapsed: 16:56:06 Gen_loss: 1.198 Dis_loss: 0.98 Cls_loss: N/A Topk: N/A ada_p: 0.1142
[INFO] 2021-10-17 06:19:04 > Step: 75200 Progress: 7.5% Elapsed: 16:57:08 Gen_loss: 1.538 Dis_loss: 1.028 Cls_loss: N/A Topk: N/A ada_p: 0.1149
[INFO] 2021-10-17 06:20:06 > Step: 75300 Progress: 7.5% Elapsed: 16:58:10 Gen_loss: 1.394 Dis_loss: 0.7597 Cls_loss: N/A Topk: N/A ada_p: 0.1105
[INFO] 2021-10-17 06:21:08 > Step: 75400 Progress: 7.5% Elapsed: 16:59:12 Gen_loss: 1.604 Dis_loss: 0.7761 Cls_loss: N/A Topk: N/A ada_p: 0.1066
[INFO] 2021-10-17 06:22:10 > Step: 75500 Progress: 7.5% Elapsed: 17:00:14 Gen_loss: 2.204 Dis_loss: 0.7779 Cls_loss: N/A Topk: N/A ada_p: 0.102
[INFO] 2021-10-17 06:23:11 > Step: 75600 Progress: 7.6% Elapsed: 17:01:16 Gen_loss: 2.038 Dis_loss: 1.147 Cls_loss: N/A Topk: N/A ada_p: 0.1007
[INFO] 2021-10-17 06:24:14 > Step: 75700 Progress: 7.6% Elapsed: 17:02:18 Gen_loss: 1.631 Dis_loss: 0.7743 Cls_loss: N/A Topk: N/A ada_p: 0.1004
[INFO] 2021-10-17 06:25:27 > Step: 75800 Progress: 7.6% Elapsed: 17:03:31 Gen_loss: 0.9586 Dis_loss: 1.035 Cls_loss: N/A Topk: N/A ada_p: 0.1011
[INFO] 2021-10-17 06:26:29 > Step: 75900 Progress: 7.6% Elapsed: 17:04:33 Gen_loss: 1.877 Dis_loss: 1.004 Cls_loss: N/A Topk: N/A ada_p: 0.1006
[INFO] 2021-10-17 06:27:31 > Step: 76000 Progress: 7.6% Elapsed: 17:05:35 Gen_loss: 0.9377 Dis_loss: 0.9997 Cls_loss: N/A Topk: N/A ada_p: 0.1024
[INFO] 2021-10-17 06:28:33 > Step: 76100 Progress: 7.6% Elapsed: 17:06:37 Gen_loss: 1.297 Dis_loss: 0.7691 Cls_loss: N/A Topk: N/A ada_p: 0.1053
[INFO] 2021-10-17 06:29:35 > Step: 76200 Progress: 7.6% Elapsed: 17:07:40 Gen_loss: 1.995 Dis_loss: 1.165 Cls_loss: N/A Topk: N/A ada_p: 0.1079
[INFO] 2021-10-17 06:30:38 > Step: 76300 Progress: 7.6% Elapsed: 17:08:42 Gen_loss: 1.28 Dis_loss: 0.8085 Cls_loss: N/A Topk: N/A ada_p: 0.1043
[INFO] 2021-10-17 06:31:39 > Step: 76400 Progress: 7.6% Elapsed: 17:09:44 Gen_loss: 1.925 Dis_loss: 0.7359 Cls_loss: N/A Topk: N/A ada_p: 0.1094
[INFO] 2021-10-17 06:32:41 > Step: 76500 Progress: 7.6% Elapsed: 17:10:46 Gen_loss: 1.839 Dis_loss: 0.8167 Cls_loss: N/A Topk: N/A ada_p: 0.1085
[INFO] 2021-10-17 06:33:53 > Step: 76600 Progress: 7.7% Elapsed: 17:11:58 Gen_loss: 1.437 Dis_loss: 1.041 Cls_loss: N/A Topk: N/A ada_p: 0.1091
[INFO] 2021-10-17 06:34:55 > Step: 76700 Progress: 7.7% Elapsed: 17:13:00 Gen_loss: 1.658 Dis_loss: 1.256 Cls_loss: N/A Topk: N/A ada_p: 0.1121
[INFO] 2021-10-17 06:35:57 > Step: 76800 Progress: 7.7% Elapsed: 17:14:02 Gen_loss: 0.5504 Dis_loss: 1.285 Cls_loss: N/A Topk: N/A ada_p: 0.1116
[INFO] 2021-10-17 06:36:59 > Step: 76900 Progress: 7.7% Elapsed: 17:15:04 Gen_loss: 1.554 Dis_loss: 0.8951 Cls_loss: N/A Topk: N/A ada_p: 0.1138
[INFO] 2021-10-17 06:38:02 > Step: 77000 Progress: 7.7% Elapsed: 17:16:06 Gen_loss: 0.5246 Dis_loss: 1.286 Cls_loss: N/A Topk: N/A ada_p: 0.1171
[INFO] 2021-10-17 06:39:03 > Step: 77100 Progress: 7.7% Elapsed: 17:17:08 Gen_loss: 2.157 Dis_loss: 1.053 Cls_loss: N/A Topk: N/A ada_p: 0.1166
[INFO] 2021-10-17 06:40:05 > Step: 77200 Progress: 7.7% Elapsed: 17:18:10 Gen_loss: 1.485 Dis_loss: 0.6767 Cls_loss: N/A Topk: N/A ada_p: 0.1176
[INFO] 2021-10-17 06:41:08 > Step: 77300 Progress: 7.7% Elapsed: 17:19:13 Gen_loss: 1.334 Dis_loss: 0.9373 Cls_loss: N/A Topk: N/A ada_p: 0.1206
[INFO] 2021-10-17 06:42:20 > Step: 77400 Progress: 7.7% Elapsed: 17:20:25 Gen_loss: 2.039 Dis_loss: 0.9259 Cls_loss: N/A Topk: N/A ada_p: 0.1172
[INFO] 2021-10-17 06:43:23 > Step: 77500 Progress: 7.8% Elapsed: 17:21:27 Gen_loss: 1.033 Dis_loss: 0.7563 Cls_loss: N/A Topk: N/A ada_p: 0.1147
[INFO] 2021-10-17 06:44:24 > Step: 77600 Progress: 7.8% Elapsed: 17:22:29 Gen_loss: 1.356 Dis_loss: 0.6287 Cls_loss: N/A Topk: N/A ada_p: 0.1149
[INFO] 2021-10-17 06:45:27 > Step: 77700 Progress: 7.8% Elapsed: 17:23:31 Gen_loss: 1.326 Dis_loss: 1.16 Cls_loss: N/A Topk: N/A ada_p: 0.1153
[INFO] 2021-10-17 06:46:28 > Step: 77800 Progress: 7.8% Elapsed: 17:24:33 Gen_loss: 1.259 Dis_loss: 0.8637 Cls_loss: N/A Topk: N/A ada_p: 0.1161
[INFO] 2021-10-17 06:47:30 > Step: 77900 Progress: 7.8% Elapsed: 17:25:35 Gen_loss: 0.9047 Dis_loss: 0.872 Cls_loss: N/A Topk: N/A ada_p: 0.1143
[INFO] 2021-10-17 06:48:32 > Step: 78000 Progress: 7.8% Elapsed: 17:26:37 Gen_loss: 1.638 Dis_loss: 1.378 Cls_loss: N/A Topk: N/A ada_p: 0.1107
[INFO] 2021-10-17 06:49:34 > Step: 78100 Progress: 7.8% Elapsed: 17:27:38 Gen_loss: 1.791 Dis_loss: 0.8801 Cls_loss: N/A Topk: N/A ada_p: 0.1057
[INFO] 2021-10-17 06:50:45 > Step: 78200 Progress: 7.8% Elapsed: 17:28:50 Gen_loss: 0.4161 Dis_loss: 1.606 Cls_loss: N/A Topk: N/A ada_p: 0.108
[INFO] 2021-10-17 06:51:47 > Step: 78300 Progress: 7.8% Elapsed: 17:29:52 Gen_loss: 1.059 Dis_loss: 0.872 Cls_loss: N/A Topk: N/A ada_p: 0.1108
[INFO] 2021-10-17 06:52:49 > Step: 78400 Progress: 7.8% Elapsed: 17:30:54 Gen_loss: 2.124 Dis_loss: 0.8574 Cls_loss: N/A Topk: N/A ada_p: 0.117
[INFO] 2021-10-17 06:53:51 > Step: 78500 Progress: 7.8% Elapsed: 17:31:56 Gen_loss: 1.451 Dis_loss: 0.9492 Cls_loss: N/A Topk: N/A ada_p: 0.1169
[INFO] 2021-10-17 06:54:53 > Step: 78600 Progress: 7.9% Elapsed: 17:32:58 Gen_loss: 2.168 Dis_loss: 0.6602 Cls_loss: N/A Topk: N/A ada_p: 0.1212
[INFO] 2021-10-17 06:55:55 > Step: 78700 Progress: 7.9% Elapsed: 17:34:00 Gen_loss: 1.614 Dis_loss: 0.553 Cls_loss: N/A Topk: N/A ada_p: 0.1228
[INFO] 2021-10-17 06:56:57 > Step: 78800 Progress: 7.9% Elapsed: 17:35:02 Gen_loss: 2.438 Dis_loss: 0.789 Cls_loss: N/A Topk: N/A ada_p: 0.1212
[INFO] 2021-10-17 06:58:09 > Step: 78900 Progress: 7.9% Elapsed: 17:36:14 Gen_loss: 0.9473 Dis_loss: 1.388 Cls_loss: N/A Topk: N/A ada_p: 0.1221
[INFO] 2021-10-17 06:59:10 > Step: 79000 Progress: 7.9% Elapsed: 17:37:15 Gen_loss: 1.014 Dis_loss: 0.6339 Cls_loss: N/A Topk: N/A ada_p: 0.1206
[INFO] 2021-10-17 07:00:12 > Step: 79100 Progress: 7.9% Elapsed: 17:38:17 Gen_loss: 1.333 Dis_loss: 0.8276 Cls_loss: N/A Topk: N/A ada_p: 0.1188
[INFO] 2021-10-17 07:01:14 > Step: 79200 Progress: 7.9% Elapsed: 17:39:19 Gen_loss: 1.503 Dis_loss: 0.7928 Cls_loss: N/A Topk: N/A ada_p: 0.1185
[INFO] 2021-10-17 07:02:16 > Step: 79300 Progress: 7.9% Elapsed: 17:40:21 Gen_loss: 1.118 Dis_loss: 1.312 Cls_loss: N/A Topk: N/A ada_p: 0.1228
[INFO] 2021-10-17 07:03:18 > Step: 79400 Progress: 7.9% Elapsed: 17:41:23 Gen_loss: 1.64 Dis_loss: 1.15 Cls_loss: N/A Topk: N/A ada_p: 0.1202
[INFO] 2021-10-17 07:04:20 > Step: 79500 Progress: 8.0% Elapsed: 17:42:24 Gen_loss: 1.767 Dis_loss: 0.9709 Cls_loss: N/A Topk: N/A ada_p: 0.1194
[INFO] 2021-10-17 07:05:21 > Step: 79600 Progress: 8.0% Elapsed: 17:43:26 Gen_loss: 1.619 Dis_loss: 0.8959 Cls_loss: N/A Topk: N/A ada_p: 0.1181
[INFO] 2021-10-17 07:06:34 > Step: 79700 Progress: 8.0% Elapsed: 17:44:38 Gen_loss: 1.479 Dis_loss: 0.7927 Cls_loss: N/A Topk: N/A ada_p: 0.1157
[INFO] 2021-10-17 07:07:35 > Step: 79800 Progress: 8.0% Elapsed: 17:45:40 Gen_loss: 1.032 Dis_loss: 0.693 Cls_loss: N/A Topk: N/A ada_p: 0.1149
[INFO] 2021-10-17 07:08:38 > Step: 79900 Progress: 8.0% Elapsed: 17:46:42 Gen_loss: 1.899 Dis_loss: 0.9718 Cls_loss: N/A Topk: N/A ada_p: 0.1098
[INFO] 2021-10-17 07:09:39 > Step: 80000 Progress: 8.0% Elapsed: 17:47:44 Gen_loss: 1.527 Dis_loss: 0.6061 Cls_loss: N/A Topk: N/A ada_p: 0.1106
[INFO] 2021-10-17 07:09:39 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-17 07:09:40 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_80000.png
[INFO] 2021-10-17 07:09:40 > Start Evaluation (80000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-17 07:09:40 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-17 07:15:09 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-17 07:20:45 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-17 07:42:14 > Inception score (Step: 80000, 50000 generated images): 9.63420295715332
[INFO] 2021-10-17 07:42:14 > FID score (Step: 80000, Using train moments): 5.36998664070137
[INFO] 2021-10-17 07:42:14 > Improved Precision (Step: 80000, Using train images): 0.71068
[INFO] 2021-10-17 07:42:14 > Improved Recall (Step: 80000, Using train images): 0.6322
[INFO] 2021-10-17 07:42:14 > Density (Step: 80000, Using train images): 0.8982680000000001
[INFO] 2021-10-17 07:42:14 > Coverage (Step: 80000, Using train images): 0.82884
[INFO] 2021-10-17 07:42:14 > Best FID score (Step: 80000, Using train moments): 5.36998664070137
[INFO] 2021-10-17 07:42:35 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-17 07:43:36 > Step: 80100 Progress: 8.0% Elapsed: 18:21:40 Gen_loss: 1.198 Dis_loss: 0.6486 Cls_loss: N/A Topk: N/A ada_p: 0.11
[INFO] 2021-10-17 07:44:37 > Step: 80200 Progress: 8.0% Elapsed: 18:22:42 Gen_loss: 1.622 Dis_loss: 1.187 Cls_loss: N/A Topk: N/A ada_p: 0.1112
[INFO] 2021-10-17 07:45:39 > Step: 80300 Progress: 8.0% Elapsed: 18:23:44 Gen_loss: 1.207 Dis_loss: 0.7066 Cls_loss: N/A Topk: N/A ada_p: 0.1105
[INFO] 2021-10-17 07:46:41 > Step: 80400 Progress: 8.0% Elapsed: 18:24:46 Gen_loss: 1.523 Dis_loss: 0.8767 Cls_loss: N/A Topk: N/A ada_p: 0.112
[INFO] 2021-10-17 07:48:01 > Step: 80500 Progress: 8.1% Elapsed: 18:26:05 Gen_loss: 1.383 Dis_loss: 1.047 Cls_loss: N/A Topk: N/A ada_p: 0.1098
[INFO] 2021-10-17 07:49:03 > Step: 80600 Progress: 8.1% Elapsed: 18:27:07 Gen_loss: 1.001 Dis_loss: 0.8423 Cls_loss: N/A Topk: N/A ada_p: 0.1042
[INFO] 2021-10-17 07:50:05 > Step: 80700 Progress: 8.1% Elapsed: 18:28:09 Gen_loss: 1.364 Dis_loss: 0.6595 Cls_loss: N/A Topk: N/A ada_p: 0.1006
[INFO] 2021-10-17 07:51:08 > Step: 80800 Progress: 8.1% Elapsed: 18:29:12 Gen_loss: 0.9237 Dis_loss: 0.6006 Cls_loss: N/A Topk: N/A ada_p: 0.1044
[INFO] 2021-10-17 07:52:10 > Step: 80900 Progress: 8.1% Elapsed: 18:30:15 Gen_loss: 1.296 Dis_loss: 0.9553 Cls_loss: N/A Topk: N/A ada_p: 0.1071
[INFO] 2021-10-17 07:53:12 > Step: 81000 Progress: 8.1% Elapsed: 18:31:17 Gen_loss: 1.954 Dis_loss: 0.9026 Cls_loss: N/A Topk: N/A ada_p: 0.1053
[INFO] 2021-10-17 07:54:14 > Step: 81100 Progress: 8.1% Elapsed: 18:32:19 Gen_loss: 1.322 Dis_loss: 0.6483 Cls_loss: N/A Topk: N/A ada_p: 0.1061
[INFO] 2021-10-17 07:55:16 > Step: 81200 Progress: 8.1% Elapsed: 18:33:21 Gen_loss: 1.039 Dis_loss: 0.9313 Cls_loss: N/A Topk: N/A ada_p: 0.1105
[INFO] 2021-10-17 07:56:28 > Step: 81300 Progress: 8.1% Elapsed: 18:34:33 Gen_loss: 1.378 Dis_loss: 0.8119 Cls_loss: N/A Topk: N/A ada_p: 0.1114
[INFO] 2021-10-17 07:57:30 > Step: 81400 Progress: 8.1% Elapsed: 18:35:35 Gen_loss: 1.979 Dis_loss: 0.961 Cls_loss: N/A Topk: N/A ada_p: 0.1129
[INFO] 2021-10-17 07:58:32 > Step: 81500 Progress: 8.2% Elapsed: 18:36:36 Gen_loss: 2.243 Dis_loss: 0.8203 Cls_loss: N/A Topk: N/A ada_p: 0.1155
[INFO] 2021-10-17 07:59:34 > Step: 81600 Progress: 8.2% Elapsed: 18:37:38 Gen_loss: 2.156 Dis_loss: 0.9504 Cls_loss: N/A Topk: N/A ada_p: 0.1147
[INFO] 2021-10-17 08:00:36 > Step: 81700 Progress: 8.2% Elapsed: 18:38:40 Gen_loss: 1.271 Dis_loss: 0.8639 Cls_loss: N/A Topk: N/A ada_p: 0.1174
[INFO] 2021-10-17 08:01:38 > Step: 81800 Progress: 8.2% Elapsed: 18:39:42 Gen_loss: 1.88 Dis_loss: 1.222 Cls_loss: N/A Topk: N/A ada_p: 0.1125
[INFO] 2021-10-17 08:02:40 > Step: 81900 Progress: 8.2% Elapsed: 18:40:44 Gen_loss: 1.45 Dis_loss: 0.7319 Cls_loss: N/A Topk: N/A ada_p: 0.1133
[INFO] 2021-10-17 08:03:42 > Step: 82000 Progress: 8.2% Elapsed: 18:41:46 Gen_loss: 1.402 Dis_loss: 0.6181 Cls_loss: N/A Topk: N/A ada_p: 0.114
[INFO] 2021-10-17 08:04:54 > Step: 82100 Progress: 8.2% Elapsed: 18:42:58 Gen_loss: 1.252 Dis_loss: 0.5878 Cls_loss: N/A Topk: N/A ada_p: 0.1106
[INFO] 2021-10-17 08:05:56 > Step: 82200 Progress: 8.2% Elapsed: 18:44:00 Gen_loss: 1.971 Dis_loss: 1.246 Cls_loss: N/A Topk: N/A ada_p: 0.1116
[INFO] 2021-10-17 08:06:58 > Step: 82300 Progress: 8.2% Elapsed: 18:45:02 Gen_loss: 1.438 Dis_loss: 1.077 Cls_loss: N/A Topk: N/A ada_p: 0.1129
[INFO] 2021-10-17 08:08:00 > Step: 82400 Progress: 8.2% Elapsed: 18:46:04 Gen_loss: 1.24 Dis_loss: 0.8768 Cls_loss: N/A Topk: N/A ada_p: 0.116
[INFO] 2021-10-17 08:09:03 > Step: 82500 Progress: 8.2% Elapsed: 18:47:07 Gen_loss: 0.9164 Dis_loss: 0.9465 Cls_loss: N/A Topk: N/A ada_p: 0.1181
[INFO] 2021-10-17 08:10:06 > Step: 82600 Progress: 8.3% Elapsed: 18:48:11 Gen_loss: 1.327 Dis_loss: 0.8003 Cls_loss: N/A Topk: N/A ada_p: 0.1176
[INFO] 2021-10-17 08:11:10 > Step: 82700 Progress: 8.3% Elapsed: 18:49:14 Gen_loss: 2.04 Dis_loss: 0.8941 Cls_loss: N/A Topk: N/A ada_p: 0.1128
[INFO] 2021-10-17 08:12:22 > Step: 82800 Progress: 8.3% Elapsed: 18:50:27 Gen_loss: 1.529 Dis_loss: 0.9296 Cls_loss: N/A Topk: N/A ada_p: 0.1092
[INFO] 2021-10-17 08:13:24 > Step: 82900 Progress: 8.3% Elapsed: 18:51:29 Gen_loss: 1.402 Dis_loss: 0.6533 Cls_loss: N/A Topk: N/A ada_p: 0.1111
[INFO] 2021-10-17 08:14:27 > Step: 83000 Progress: 8.3% Elapsed: 18:52:31 Gen_loss: 2.237 Dis_loss: 0.8598 Cls_loss: N/A Topk: N/A ada_p: 0.1162
[INFO] 2021-10-17 08:15:29 > Step: 83100 Progress: 8.3% Elapsed: 18:53:33 Gen_loss: 1.399 Dis_loss: 0.9279 Cls_loss: N/A Topk: N/A ada_p: 0.1157
[INFO] 2021-10-17 08:16:31 > Step: 83200 Progress: 8.3% Elapsed: 18:54:36 Gen_loss: 1.786 Dis_loss: 0.6433 Cls_loss: N/A Topk: N/A ada_p: 0.1183
[INFO] 2021-10-17 08:17:33 > Step: 83300 Progress: 8.3% Elapsed: 18:55:38 Gen_loss: 1.054 Dis_loss: 0.4663 Cls_loss: N/A Topk: N/A ada_p: 0.1181
[INFO] 2021-10-17 08:18:35 > Step: 83400 Progress: 8.3% Elapsed: 18:56:40 Gen_loss: 1.488 Dis_loss: 0.9963 Cls_loss: N/A Topk: N/A ada_p: 0.1179
[INFO] 2021-10-17 08:19:37 > Step: 83500 Progress: 8.3% Elapsed: 18:57:42 Gen_loss: 1.341 Dis_loss: 0.8351 Cls_loss: N/A Topk: N/A ada_p: 0.1176
[INFO] 2021-10-17 08:20:49 > Step: 83600 Progress: 8.4% Elapsed: 18:58:54 Gen_loss: 1.543 Dis_loss: 0.7302 Cls_loss: N/A Topk: N/A ada_p: 0.1107
[INFO] 2021-10-17 08:21:51 > Step: 83700 Progress: 8.4% Elapsed: 18:59:56 Gen_loss: 1.269 Dis_loss: 0.8213 Cls_loss: N/A Topk: N/A ada_p: 0.1129
[INFO] 2021-10-17 08:22:54 > Step: 83800 Progress: 8.4% Elapsed: 19:00:58 Gen_loss: 1.878 Dis_loss: 0.7504 Cls_loss: N/A Topk: N/A ada_p: 0.1124
[INFO] 2021-10-17 08:23:57 > Step: 83900 Progress: 8.4% Elapsed: 19:02:02 Gen_loss: 2.223 Dis_loss: 0.7747 Cls_loss: N/A Topk: N/A ada_p: 0.1152
[INFO] 2021-10-17 08:24:59 > Step: 84000 Progress: 8.4% Elapsed: 19:03:04 Gen_loss: 2.427 Dis_loss: 0.6829 Cls_loss: N/A Topk: N/A ada_p: 0.119
[INFO] 2021-10-17 08:26:02 > Step: 84100 Progress: 8.4% Elapsed: 19:04:06 Gen_loss: 1.323 Dis_loss: 0.9698 Cls_loss: N/A Topk: N/A ada_p: 0.1166
[INFO] 2021-10-17 08:27:04 > Step: 84200 Progress: 8.4% Elapsed: 19:05:09 Gen_loss: 1.399 Dis_loss: 0.7586 Cls_loss: N/A Topk: N/A ada_p: 0.1192
[INFO] 2021-10-17 08:28:06 > Step: 84300 Progress: 8.4% Elapsed: 19:06:11 Gen_loss: 1.672 Dis_loss: 1.075 Cls_loss: N/A Topk: N/A ada_p: 0.1143
[INFO] 2021-10-17 08:29:19 > Step: 84400 Progress: 8.4% Elapsed: 19:07:24 Gen_loss: 1.187 Dis_loss: 0.9718 Cls_loss: N/A Topk: N/A ada_p: 0.1102
[INFO] 2021-10-17 08:30:22 > Step: 84500 Progress: 8.5% Elapsed: 19:08:26 Gen_loss: 1.211 Dis_loss: 0.7766 Cls_loss: N/A Topk: N/A ada_p: 0.1098
[INFO] 2021-10-17 08:31:24 > Step: 84600 Progress: 8.5% Elapsed: 19:09:29 Gen_loss: 1.622 Dis_loss: 0.8432 Cls_loss: N/A Topk: N/A ada_p: 0.1083
[INFO] 2021-10-17 08:32:27 > Step: 84700 Progress: 8.5% Elapsed: 19:10:31 Gen_loss: 1.474 Dis_loss: 0.8207 Cls_loss: N/A Topk: N/A ada_p: 0.1111
[INFO] 2021-10-17 08:33:29 > Step: 84800 Progress: 8.5% Elapsed: 19:11:33 Gen_loss: 1.015 Dis_loss: 1.189 Cls_loss: N/A Topk: N/A ada_p: 0.1142
[INFO] 2021-10-17 08:34:31 > Step: 84900 Progress: 8.5% Elapsed: 19:12:35 Gen_loss: 1.954 Dis_loss: 0.969 Cls_loss: N/A Topk: N/A ada_p: 0.114
[INFO] 2021-10-17 08:35:33 > Step: 85000 Progress: 8.5% Elapsed: 19:13:38 Gen_loss: 1.412 Dis_loss: 0.8155 Cls_loss: N/A Topk: N/A ada_p: 0.1146
[INFO] 2021-10-17 08:36:35 > Step: 85100 Progress: 8.5% Elapsed: 19:14:40 Gen_loss: 1.664 Dis_loss: 0.8617 Cls_loss: N/A Topk: N/A ada_p: 0.112
[INFO] 2021-10-17 08:37:47 > Step: 85200 Progress: 8.5% Elapsed: 19:15:52 Gen_loss: 1.935 Dis_loss: 1.211 Cls_loss: N/A Topk: N/A ada_p: 0.1092
[INFO] 2021-10-17 08:38:49 > Step: 85300 Progress: 8.5% Elapsed: 19:16:54 Gen_loss: 1.374 Dis_loss: 1.108 Cls_loss: N/A Topk: N/A ada_p: 0.1085
[INFO] 2021-10-17 08:39:51 > Step: 85400 Progress: 8.5% Elapsed: 19:17:56 Gen_loss: 1.152 Dis_loss: 0.959 Cls_loss: N/A Topk: N/A ada_p: 0.1039
[INFO] 2021-10-17 08:40:54 > Step: 85500 Progress: 8.6% Elapsed: 19:18:59 Gen_loss: 2.254 Dis_loss: 1.225 Cls_loss: N/A Topk: N/A ada_p: 0.1055
[INFO] 2021-10-17 08:41:56 > Step: 85600 Progress: 8.6% Elapsed: 19:20:01 Gen_loss: 2.18 Dis_loss: 0.8629 Cls_loss: N/A Topk: N/A ada_p: 0.105
[INFO] 2021-10-17 08:42:59 > Step: 85700 Progress: 8.6% Elapsed: 19:21:04 Gen_loss: 2.043 Dis_loss: 0.9612 Cls_loss: N/A Topk: N/A ada_p: 0.11
[INFO] 2021-10-17 08:44:02 > Step: 85800 Progress: 8.6% Elapsed: 19:22:06 Gen_loss: 1.888 Dis_loss: 0.8994 Cls_loss: N/A Topk: N/A ada_p: 0.1102
[INFO] 2021-10-17 08:45:04 > Step: 85900 Progress: 8.6% Elapsed: 19:23:09 Gen_loss: 1.851 Dis_loss: 0.8163 Cls_loss: N/A Topk: N/A ada_p: 0.1153
[INFO] 2021-10-17 08:46:16 > Step: 86000 Progress: 8.6% Elapsed: 19:24:21 Gen_loss: 1.233 Dis_loss: 0.847 Cls_loss: N/A Topk: N/A ada_p: 0.1156
[INFO] 2021-10-17 08:47:19 > Step: 86100 Progress: 8.6% Elapsed: 19:25:23 Gen_loss: 1.801 Dis_loss: 0.9961 Cls_loss: N/A Topk: N/A ada_p: 0.1165
[INFO] 2021-10-17 08:48:21 > Step: 86200 Progress: 8.6% Elapsed: 19:26:25 Gen_loss: 2.681 Dis_loss: 1.119 Cls_loss: N/A Topk: N/A ada_p: 0.1162
[INFO] 2021-10-17 08:49:23 > Step: 86300 Progress: 8.6% Elapsed: 19:27:27 Gen_loss: 1.95 Dis_loss: 0.7563 Cls_loss: N/A Topk: N/A ada_p: 0.119
[INFO] 2021-10-17 08:50:25 > Step: 86400 Progress: 8.6% Elapsed: 19:28:30 Gen_loss: 1.601 Dis_loss: 1.064 Cls_loss: N/A Topk: N/A ada_p: 0.1185
[INFO] 2021-10-17 08:51:27 > Step: 86500 Progress: 8.6% Elapsed: 19:29:32 Gen_loss: 1.559 Dis_loss: 0.9778 Cls_loss: N/A Topk: N/A ada_p: 0.1202
[INFO] 2021-10-17 08:52:30 > Step: 86600 Progress: 8.7% Elapsed: 19:30:35 Gen_loss: 2.285 Dis_loss: 1.135 Cls_loss: N/A Topk: N/A ada_p: 0.1199
[INFO] 2021-10-17 08:53:43 > Step: 86700 Progress: 8.7% Elapsed: 19:31:47 Gen_loss: 2.04 Dis_loss: 1.156 Cls_loss: N/A Topk: N/A ada_p: 0.1192
[INFO] 2021-10-17 08:54:45 > Step: 86800 Progress: 8.7% Elapsed: 19:32:49 Gen_loss: 1.772 Dis_loss: 0.9546 Cls_loss: N/A Topk: N/A ada_p: 0.1187
[INFO] 2021-10-17 08:55:47 > Step: 86900 Progress: 8.7% Elapsed: 19:33:52 Gen_loss: 2.615 Dis_loss: 0.8738 Cls_loss: N/A Topk: N/A ada_p: 0.1198
[INFO] 2021-10-17 08:56:49 > Step: 87000 Progress: 8.7% Elapsed: 19:34:54 Gen_loss: 1.604 Dis_loss: 1.175 Cls_loss: N/A Topk: N/A ada_p: 0.1203
[INFO] 2021-10-17 08:57:52 > Step: 87100 Progress: 8.7% Elapsed: 19:35:57 Gen_loss: 1.367 Dis_loss: 0.7691 Cls_loss: N/A Topk: N/A ada_p: 0.118
[INFO] 2021-10-17 08:58:55 > Step: 87200 Progress: 8.7% Elapsed: 19:36:59 Gen_loss: 0.9724 Dis_loss: 0.93 Cls_loss: N/A Topk: N/A ada_p: 0.1198
[INFO] 2021-10-17 08:59:57 > Step: 87300 Progress: 8.7% Elapsed: 19:38:02 Gen_loss: 1.011 Dis_loss: 0.8779 Cls_loss: N/A Topk: N/A ada_p: 0.121
[INFO] 2021-10-17 09:00:59 > Step: 87400 Progress: 8.7% Elapsed: 19:39:04 Gen_loss: 1.589 Dis_loss: 0.9712 Cls_loss: N/A Topk: N/A ada_p: 0.1225
[INFO] 2021-10-17 09:02:13 > Step: 87500 Progress: 8.8% Elapsed: 19:40:17 Gen_loss: 0.9682 Dis_loss: 0.8038 Cls_loss: N/A Topk: N/A ada_p: 0.122
[INFO] 2021-10-17 09:03:15 > Step: 87600 Progress: 8.8% Elapsed: 19:41:20 Gen_loss: 1.692 Dis_loss: 1.072 Cls_loss: N/A Topk: N/A ada_p: 0.1245
[INFO] 2021-10-17 09:04:18 > Step: 87700 Progress: 8.8% Elapsed: 19:42:22 Gen_loss: 1.524 Dis_loss: 0.9927 Cls_loss: N/A Topk: N/A ada_p: 0.1236
[INFO] 2021-10-17 09:05:20 > Step: 87800 Progress: 8.8% Elapsed: 19:43:25 Gen_loss: 1.378 Dis_loss: 0.8924 Cls_loss: N/A Topk: N/A ada_p: 0.1231
[INFO] 2021-10-17 09:06:22 > Step: 87900 Progress: 8.8% Elapsed: 19:44:27 Gen_loss: 1.572 Dis_loss: 0.9755 Cls_loss: N/A Topk: N/A ada_p: 0.1229
[INFO] 2021-10-17 09:07:24 > Step: 88000 Progress: 8.8% Elapsed: 19:45:29 Gen_loss: 2.203 Dis_loss: 0.9835 Cls_loss: N/A Topk: N/A ada_p: 0.1234
[INFO] 2021-10-17 09:08:27 > Step: 88100 Progress: 8.8% Elapsed: 19:46:32 Gen_loss: 1.695 Dis_loss: 0.6511 Cls_loss: N/A Topk: N/A ada_p: 0.1174
[INFO] 2021-10-17 09:09:29 > Step: 88200 Progress: 8.8% Elapsed: 19:47:34 Gen_loss: 1.146 Dis_loss: 1.415 Cls_loss: N/A Topk: N/A ada_p: 0.1189
[INFO] 2021-10-17 09:10:41 > Step: 88300 Progress: 8.8% Elapsed: 19:48:46 Gen_loss: 0.5483 Dis_loss: 0.7411 Cls_loss: N/A Topk: N/A ada_p: 0.1184
[INFO] 2021-10-17 09:11:44 > Step: 88400 Progress: 8.8% Elapsed: 19:49:48 Gen_loss: 1.461 Dis_loss: 0.825 Cls_loss: N/A Topk: N/A ada_p: 0.1153
[INFO] 2021-10-17 09:12:46 > Step: 88500 Progress: 8.8% Elapsed: 19:50:50 Gen_loss: 1.36 Dis_loss: 0.6386 Cls_loss: N/A Topk: N/A ada_p: 0.119
[INFO] 2021-10-17 09:13:48 > Step: 88600 Progress: 8.9% Elapsed: 19:51:53 Gen_loss: 1.79 Dis_loss: 0.5114 Cls_loss: N/A Topk: N/A ada_p: 0.1231
[INFO] 2021-10-17 09:14:50 > Step: 88700 Progress: 8.9% Elapsed: 19:52:55 Gen_loss: 1.221 Dis_loss: 1.32 Cls_loss: N/A Topk: N/A ada_p: 0.1234
[INFO] 2021-10-17 09:15:52 > Step: 88800 Progress: 8.9% Elapsed: 19:53:57 Gen_loss: 1.815 Dis_loss: 0.6528 Cls_loss: N/A Topk: N/A ada_p: 0.1252
[INFO] 2021-10-17 09:16:54 > Step: 88900 Progress: 8.9% Elapsed: 19:54:59 Gen_loss: 1.531 Dis_loss: 0.8142 Cls_loss: N/A Topk: N/A ada_p: 0.1279
[INFO] 2021-10-17 09:17:56 > Step: 89000 Progress: 8.9% Elapsed: 19:56:01 Gen_loss: 2.035 Dis_loss: 0.5243 Cls_loss: N/A Topk: N/A ada_p: 0.1297
[INFO] 2021-10-17 09:19:08 > Step: 89100 Progress: 8.9% Elapsed: 19:57:13 Gen_loss: 1.903 Dis_loss: 0.9705 Cls_loss: N/A Topk: N/A ada_p: 0.1248
[INFO] 2021-10-17 09:20:10 > Step: 89200 Progress: 8.9% Elapsed: 19:58:15 Gen_loss: 1.565 Dis_loss: 1.087 Cls_loss: N/A Topk: N/A ada_p: 0.1235
[INFO] 2021-10-17 09:21:13 > Step: 89300 Progress: 8.9% Elapsed: 19:59:17 Gen_loss: 1.178 Dis_loss: 0.8031 Cls_loss: N/A Topk: N/A ada_p: 0.1219
[INFO] 2021-10-17 09:22:15 > Step: 89400 Progress: 8.9% Elapsed: 20:00:19 Gen_loss: 2.017 Dis_loss: 0.5433 Cls_loss: N/A Topk: N/A ada_p: 0.1203
[INFO] 2021-10-17 09:23:17 > Step: 89500 Progress: 8.9% Elapsed: 20:01:21 Gen_loss: 1.425 Dis_loss: 0.7492 Cls_loss: N/A Topk: N/A ada_p: 0.1157
[INFO] 2021-10-17 09:24:18 > Step: 89600 Progress: 9.0% Elapsed: 20:02:23 Gen_loss: 1.717 Dis_loss: 0.8321 Cls_loss: N/A Topk: N/A ada_p: 0.1185
[INFO] 2021-10-17 09:25:21 > Step: 89700 Progress: 9.0% Elapsed: 20:03:25 Gen_loss: 1.449 Dis_loss: 0.9182 Cls_loss: N/A Topk: N/A ada_p: 0.1176
[INFO] 2021-10-17 09:26:23 > Step: 89800 Progress: 9.0% Elapsed: 20:04:27 Gen_loss: 1.068 Dis_loss: 0.7661 Cls_loss: N/A Topk: N/A ada_p: 0.113
[INFO] 2021-10-17 09:27:35 > Step: 89900 Progress: 9.0% Elapsed: 20:05:39 Gen_loss: 2.017 Dis_loss: 0.9909 Cls_loss: N/A Topk: N/A ada_p: 0.1138
[INFO] 2021-10-17 09:28:37 > Step: 90000 Progress: 9.0% Elapsed: 20:06:41 Gen_loss: 1.047 Dis_loss: 1.006 Cls_loss: N/A Topk: N/A ada_p: 0.1146
[INFO] 2021-10-17 09:28:37 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-17 09:28:37 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_90000.png
[INFO] 2021-10-17 09:28:37 > Start Evaluation (90000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-17 09:28:37 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-17 09:34:06 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-17 09:39:43 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-17 10:01:36 > Inception score (Step: 90000, 50000 generated images): 9.685007095336914
[INFO] 2021-10-17 10:01:36 > FID score (Step: 90000, Using train moments): 5.121982528373167
[INFO] 2021-10-17 10:01:36 > Improved Precision (Step: 90000, Using train images): 0.71214
[INFO] 2021-10-17 10:01:36 > Improved Recall (Step: 90000, Using train images): 0.63708
[INFO] 2021-10-17 10:01:36 > Density (Step: 90000, Using train images): 0.9205800000000001
[INFO] 2021-10-17 10:01:36 > Coverage (Step: 90000, Using train images): 0.84312
[INFO] 2021-10-17 10:01:36 > Best FID score (Step: 90000, Using train moments): 5.121982528373167
[INFO] 2021-10-17 10:01:57 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-17 10:02:58 > Step: 90100 Progress: 9.0% Elapsed: 20:41:03 Gen_loss: 1.108 Dis_loss: 0.9736 Cls_loss: N/A Topk: N/A ada_p: 0.1162
[INFO] 2021-10-17 10:04:00 > Step: 90200 Progress: 9.0% Elapsed: 20:42:05 Gen_loss: 1.327 Dis_loss: 0.7021 Cls_loss: N/A Topk: N/A ada_p: 0.1167
[INFO] 2021-10-17 10:05:02 > Step: 90300 Progress: 9.0% Elapsed: 20:43:07 Gen_loss: 2.032 Dis_loss: 0.8471 Cls_loss: N/A Topk: N/A ada_p: 0.1193
[INFO] 2021-10-17 10:06:04 > Step: 90400 Progress: 9.0% Elapsed: 20:44:09 Gen_loss: 0.5791 Dis_loss: 0.7095 Cls_loss: N/A Topk: N/A ada_p: 0.1188
[INFO] 2021-10-17 10:07:07 > Step: 90500 Progress: 9.0% Elapsed: 20:45:12 Gen_loss: 1.105 Dis_loss: 0.6673 Cls_loss: N/A Topk: N/A ada_p: 0.1243
[INFO] 2021-10-17 10:08:25 > Step: 90600 Progress: 9.1% Elapsed: 20:46:30 Gen_loss: 1.064 Dis_loss: 0.9733 Cls_loss: N/A Topk: N/A ada_p: 0.1253
[INFO] 2021-10-17 10:09:27 > Step: 90700 Progress: 9.1% Elapsed: 20:47:31 Gen_loss: 1.44 Dis_loss: 1.092 Cls_loss: N/A Topk: N/A ada_p: 0.1194
[INFO] 2021-10-17 10:10:29 > Step: 90800 Progress: 9.1% Elapsed: 20:48:34 Gen_loss: 2.281 Dis_loss: 0.66 Cls_loss: N/A Topk: N/A ada_p: 0.1158
[INFO] 2021-10-17 10:11:32 > Step: 90900 Progress: 9.1% Elapsed: 20:49:37 Gen_loss: 1.303 Dis_loss: 0.8068 Cls_loss: N/A Topk: N/A ada_p: 0.119
[INFO] 2021-10-17 10:12:35 > Step: 91000 Progress: 9.1% Elapsed: 20:50:40 Gen_loss: 1.431 Dis_loss: 0.9127 Cls_loss: N/A Topk: N/A ada_p: 0.1162
[INFO] 2021-10-17 10:13:37 > Step: 91100 Progress: 9.1% Elapsed: 20:51:42 Gen_loss: 1.706 Dis_loss: 0.7977 Cls_loss: N/A Topk: N/A ada_p: 0.1134
[INFO] 2021-10-17 10:14:40 > Step: 91200 Progress: 9.1% Elapsed: 20:52:44 Gen_loss: 1.224 Dis_loss: 0.8655 Cls_loss: N/A Topk: N/A ada_p: 0.1114
[INFO] 2021-10-17 10:15:42 > Step: 91300 Progress: 9.1% Elapsed: 20:53:47 Gen_loss: 1.898 Dis_loss: 0.9871 Cls_loss: N/A Topk: N/A ada_p: 0.1117
[INFO] 2021-10-17 10:16:55 > Step: 91400 Progress: 9.1% Elapsed: 20:54:59 Gen_loss: 1.464 Dis_loss: 0.8847 Cls_loss: N/A Topk: N/A ada_p: 0.1158
[INFO] 2021-10-17 10:17:57 > Step: 91500 Progress: 9.2% Elapsed: 20:56:01 Gen_loss: 1.703 Dis_loss: 0.6477 Cls_loss: N/A Topk: N/A ada_p: 0.1153
[INFO] 2021-10-17 10:18:59 > Step: 91600 Progress: 9.2% Elapsed: 20:57:03 Gen_loss: 1.46 Dis_loss: 0.5727 Cls_loss: N/A Topk: N/A ada_p: 0.1171
[INFO] 2021-10-17 10:20:01 > Step: 91700 Progress: 9.2% Elapsed: 20:58:06 Gen_loss: 1.229 Dis_loss: 1.083 Cls_loss: N/A Topk: N/A ada_p: 0.117
[INFO] 2021-10-17 10:21:03 > Step: 91800 Progress: 9.2% Elapsed: 20:59:08 Gen_loss: 1.435 Dis_loss: 1.107 Cls_loss: N/A Topk: N/A ada_p: 0.1185
[INFO] 2021-10-17 10:22:05 > Step: 91900 Progress: 9.2% Elapsed: 21:00:10 Gen_loss: 2.751 Dis_loss: 0.9138 Cls_loss: N/A Topk: N/A ada_p: 0.1183
[INFO] 2021-10-17 10:23:08 > Step: 92000 Progress: 9.2% Elapsed: 21:01:12 Gen_loss: 2.027 Dis_loss: 0.96 Cls_loss: N/A Topk: N/A ada_p: 0.119
[INFO] 2021-10-17 10:24:10 > Step: 92100 Progress: 9.2% Elapsed: 21:02:15 Gen_loss: 1.43 Dis_loss: 0.9625 Cls_loss: N/A Topk: N/A ada_p: 0.1166
[INFO] 2021-10-17 10:25:22 > Step: 92200 Progress: 9.2% Elapsed: 21:03:27 Gen_loss: 1.353 Dis_loss: 1.134 Cls_loss: N/A Topk: N/A ada_p: 0.113
[INFO] 2021-10-17 10:26:24 > Step: 92300 Progress: 9.2% Elapsed: 21:04:29 Gen_loss: 1.488 Dis_loss: 0.7918 Cls_loss: N/A Topk: N/A ada_p: 0.1138
[INFO] 2021-10-17 10:27:27 > Step: 92400 Progress: 9.2% Elapsed: 21:05:31 Gen_loss: 1.83 Dis_loss: 0.8503 Cls_loss: N/A Topk: N/A ada_p: 0.1169
[INFO] 2021-10-17 10:28:29 > Step: 92500 Progress: 9.2% Elapsed: 21:06:34 Gen_loss: 1.713 Dis_loss: 0.8829 Cls_loss: N/A Topk: N/A ada_p: 0.1208
[INFO] 2021-10-17 10:29:32 > Step: 92600 Progress: 9.3% Elapsed: 21:07:36 Gen_loss: 2.333 Dis_loss: 0.6788 Cls_loss: N/A Topk: N/A ada_p: 0.1216
[INFO] 2021-10-17 10:30:34 > Step: 92700 Progress: 9.3% Elapsed: 21:08:39 Gen_loss: 1.319 Dis_loss: 0.7465 Cls_loss: N/A Topk: N/A ada_p: 0.1206
[INFO] 2021-10-17 10:31:36 > Step: 92800 Progress: 9.3% Elapsed: 21:09:40 Gen_loss: 2.107 Dis_loss: 0.9451 Cls_loss: N/A Topk: N/A ada_p: 0.1221
[INFO] 2021-10-17 10:32:38 > Step: 92900 Progress: 9.3% Elapsed: 21:10:43 Gen_loss: 1.45 Dis_loss: 0.7501 Cls_loss: N/A Topk: N/A ada_p: 0.1238
[INFO] 2021-10-17 10:33:50 > Step: 93000 Progress: 9.3% Elapsed: 21:11:55 Gen_loss: 1.305 Dis_loss: 0.8767 Cls_loss: N/A Topk: N/A ada_p: 0.1268
[INFO] 2021-10-17 10:34:52 > Step: 93100 Progress: 9.3% Elapsed: 21:12:57 Gen_loss: 1.367 Dis_loss: 0.6321 Cls_loss: N/A Topk: N/A ada_p: 0.1286
[INFO] 2021-10-17 10:35:56 > Step: 93200 Progress: 9.3% Elapsed: 21:14:00 Gen_loss: 2.081 Dis_loss: 0.8094 Cls_loss: N/A Topk: N/A ada_p: 0.1335
[INFO] 2021-10-17 10:36:59 > Step: 93300 Progress: 9.3% Elapsed: 21:15:04 Gen_loss: 1.284 Dis_loss: 0.9389 Cls_loss: N/A Topk: N/A ada_p: 0.1321
[INFO] 2021-10-17 10:38:02 > Step: 93400 Progress: 9.3% Elapsed: 21:16:06 Gen_loss: 1.743 Dis_loss: 0.9316 Cls_loss: N/A Topk: N/A ada_p: 0.128
[INFO] 2021-10-17 10:39:04 > Step: 93500 Progress: 9.3% Elapsed: 21:17:09 Gen_loss: 1.375 Dis_loss: 0.8661 Cls_loss: N/A Topk: N/A ada_p: 0.1308
[INFO] 2021-10-17 10:40:06 > Step: 93600 Progress: 9.4% Elapsed: 21:18:11 Gen_loss: 1.267 Dis_loss: 0.7413 Cls_loss: N/A Topk: N/A ada_p: 0.1283
[INFO] 2021-10-17 10:41:08 > Step: 93700 Progress: 9.4% Elapsed: 21:19:13 Gen_loss: 1.679 Dis_loss: 0.7488 Cls_loss: N/A Topk: N/A ada_p: 0.1276
[INFO] 2021-10-17 10:42:21 > Step: 93800 Progress: 9.4% Elapsed: 21:20:26 Gen_loss: 1.943 Dis_loss: 0.8452 Cls_loss: N/A Topk: N/A ada_p: 0.124
[INFO] 2021-10-17 10:43:23 > Step: 93900 Progress: 9.4% Elapsed: 21:21:28 Gen_loss: 2.385 Dis_loss: 1.279 Cls_loss: N/A Topk: N/A ada_p: 0.1251
[INFO] 2021-10-17 10:44:26 > Step: 94000 Progress: 9.4% Elapsed: 21:22:30 Gen_loss: 2.62 Dis_loss: 0.8403 Cls_loss: N/A Topk: N/A ada_p: 0.1266
[INFO] 2021-10-17 10:45:28 > Step: 94100 Progress: 9.4% Elapsed: 21:23:33 Gen_loss: 1.305 Dis_loss: 0.8327 Cls_loss: N/A Topk: N/A ada_p: 0.126
[INFO] 2021-10-17 10:46:30 > Step: 94200 Progress: 9.4% Elapsed: 21:24:35 Gen_loss: 2.082 Dis_loss: 0.7678 Cls_loss: N/A Topk: N/A ada_p: 0.1254
[INFO] 2021-10-17 10:47:33 > Step: 94300 Progress: 9.4% Elapsed: 21:25:37 Gen_loss: 1.083 Dis_loss: 0.8671 Cls_loss: N/A Topk: N/A ada_p: 0.1265
[INFO] 2021-10-17 10:48:35 > Step: 94400 Progress: 9.4% Elapsed: 21:26:40 Gen_loss: 1.398 Dis_loss: 0.5069 Cls_loss: N/A Topk: N/A ada_p: 0.1257
[INFO] 2021-10-17 10:49:37 > Step: 94500 Progress: 9.4% Elapsed: 21:27:42 Gen_loss: 1.458 Dis_loss: 1.599 Cls_loss: N/A Topk: N/A ada_p: 0.1289
[INFO] 2021-10-17 10:50:49 > Step: 94600 Progress: 9.5% Elapsed: 21:28:54 Gen_loss: 1.432 Dis_loss: 0.9022 Cls_loss: N/A Topk: N/A ada_p: 0.1304
[INFO] 2021-10-17 10:51:52 > Step: 94700 Progress: 9.5% Elapsed: 21:29:57 Gen_loss: 1.251 Dis_loss: 0.801 Cls_loss: N/A Topk: N/A ada_p: 0.1356
[INFO] 2021-10-17 10:52:54 > Step: 94800 Progress: 9.5% Elapsed: 21:30:59 Gen_loss: 2.394 Dis_loss: 0.945 Cls_loss: N/A Topk: N/A ada_p: 0.1332
[INFO] 2021-10-17 10:53:56 > Step: 94900 Progress: 9.5% Elapsed: 21:32:01 Gen_loss: 1.294 Dis_loss: 0.7988 Cls_loss: N/A Topk: N/A ada_p: 0.1326
[INFO] 2021-10-17 10:54:59 > Step: 95000 Progress: 9.5% Elapsed: 21:33:04 Gen_loss: 1.563 Dis_loss: 0.8905 Cls_loss: N/A Topk: N/A ada_p: 0.1331
[INFO] 2021-10-17 10:56:01 > Step: 95100 Progress: 9.5% Elapsed: 21:34:06 Gen_loss: 1.59 Dis_loss: 1.214 Cls_loss: N/A Topk: N/A ada_p: 0.1313
[INFO] 2021-10-17 10:57:04 > Step: 95200 Progress: 9.5% Elapsed: 21:35:08 Gen_loss: 1.467 Dis_loss: 0.7598 Cls_loss: N/A Topk: N/A ada_p: 0.1285
[INFO] 2021-10-17 10:58:16 > Step: 95300 Progress: 9.5% Elapsed: 21:36:21 Gen_loss: 1.451 Dis_loss: 0.8859 Cls_loss: N/A Topk: N/A ada_p: 0.1292
[INFO] 2021-10-17 10:59:18 > Step: 95400 Progress: 9.5% Elapsed: 21:37:23 Gen_loss: 1.477 Dis_loss: 0.7305 Cls_loss: N/A Topk: N/A ada_p: 0.1299
[INFO] 2021-10-17 11:00:21 > Step: 95500 Progress: 9.6% Elapsed: 21:38:25 Gen_loss: 1.364 Dis_loss: 0.8295 Cls_loss: N/A Topk: N/A ada_p: 0.133
[INFO] 2021-10-17 11:01:23 > Step: 95600 Progress: 9.6% Elapsed: 21:39:28 Gen_loss: 0.9739 Dis_loss: 0.909 Cls_loss: N/A Topk: N/A ada_p: 0.1292
[INFO] 2021-10-17 11:02:26 > Step: 95700 Progress: 9.6% Elapsed: 21:40:30 Gen_loss: 1.48 Dis_loss: 0.7223 Cls_loss: N/A Topk: N/A ada_p: 0.1318
[INFO] 2021-10-17 11:03:28 > Step: 95800 Progress: 9.6% Elapsed: 21:41:32 Gen_loss: 1.749 Dis_loss: 0.9406 Cls_loss: N/A Topk: N/A ada_p: 0.1336
[INFO] 2021-10-17 11:04:30 > Step: 95900 Progress: 9.6% Elapsed: 21:42:34 Gen_loss: 1.711 Dis_loss: 0.7402 Cls_loss: N/A Topk: N/A ada_p: 0.1275
[INFO] 2021-10-17 11:05:32 > Step: 96000 Progress: 9.6% Elapsed: 21:43:36 Gen_loss: 1.545 Dis_loss: 0.8489 Cls_loss: N/A Topk: N/A ada_p: 0.1277
[INFO] 2021-10-17 11:06:44 > Step: 96100 Progress: 9.6% Elapsed: 21:44:49 Gen_loss: 1.464 Dis_loss: 0.8723 Cls_loss: N/A Topk: N/A ada_p: 0.1261
[INFO] 2021-10-17 11:07:46 > Step: 96200 Progress: 9.6% Elapsed: 21:45:50 Gen_loss: 1.442 Dis_loss: 0.7774 Cls_loss: N/A Topk: N/A ada_p: 0.1279
[INFO] 2021-10-17 11:08:48 > Step: 96300 Progress: 9.6% Elapsed: 21:46:53 Gen_loss: 2.18 Dis_loss: 1.101 Cls_loss: N/A Topk: N/A ada_p: 0.1263
[INFO] 2021-10-17 11:09:50 > Step: 96400 Progress: 9.6% Elapsed: 21:47:55 Gen_loss: 0.8397 Dis_loss: 1.079 Cls_loss: N/A Topk: N/A ada_p: 0.1266
[INFO] 2021-10-17 11:10:52 > Step: 96500 Progress: 9.7% Elapsed: 21:48:57 Gen_loss: 1.497 Dis_loss: 0.8664 Cls_loss: N/A Topk: N/A ada_p: 0.1272
[INFO] 2021-10-17 11:11:54 > Step: 96600 Progress: 9.7% Elapsed: 21:49:59 Gen_loss: 0.8966 Dis_loss: 1.071 Cls_loss: N/A Topk: N/A ada_p: 0.1288
[INFO] 2021-10-17 11:12:57 > Step: 96700 Progress: 9.7% Elapsed: 21:51:01 Gen_loss: 1.517 Dis_loss: 0.7745 Cls_loss: N/A Topk: N/A ada_p: 0.1262
[INFO] 2021-10-17 11:13:59 > Step: 96800 Progress: 9.7% Elapsed: 21:52:03 Gen_loss: 0.8069 Dis_loss: 1.14 Cls_loss: N/A Topk: N/A ada_p: 0.1224
[INFO] 2021-10-17 11:15:11 > Step: 96900 Progress: 9.7% Elapsed: 21:53:16 Gen_loss: 1.535 Dis_loss: 0.8399 Cls_loss: N/A Topk: N/A ada_p: 0.1238
[INFO] 2021-10-17 11:16:13 > Step: 97000 Progress: 9.7% Elapsed: 21:54:18 Gen_loss: 0.8382 Dis_loss: 0.8292 Cls_loss: N/A Topk: N/A ada_p: 0.1233
[INFO] 2021-10-17 11:17:15 > Step: 97100 Progress: 9.7% Elapsed: 21:55:20 Gen_loss: 1.517 Dis_loss: 0.5501 Cls_loss: N/A Topk: N/A ada_p: 0.1238
[INFO] 2021-10-17 11:18:17 > Step: 97200 Progress: 9.7% Elapsed: 21:56:22 Gen_loss: 1.357 Dis_loss: 0.4286 Cls_loss: N/A Topk: N/A ada_p: 0.1266
[INFO] 2021-10-17 11:19:19 > Step: 97300 Progress: 9.7% Elapsed: 21:57:24 Gen_loss: 0.9891 Dis_loss: 1.413 Cls_loss: N/A Topk: N/A ada_p: 0.1252
[INFO] 2021-10-17 11:20:21 > Step: 97400 Progress: 9.7% Elapsed: 21:58:26 Gen_loss: 1.094 Dis_loss: 0.8827 Cls_loss: N/A Topk: N/A ada_p: 0.1229
[INFO] 2021-10-17 11:21:23 > Step: 97500 Progress: 9.8% Elapsed: 21:59:28 Gen_loss: 1.869 Dis_loss: 0.9801 Cls_loss: N/A Topk: N/A ada_p: 0.1193
[INFO] 2021-10-17 11:22:25 > Step: 97600 Progress: 9.8% Elapsed: 22:00:30 Gen_loss: 1.51 Dis_loss: 0.9724 Cls_loss: N/A Topk: N/A ada_p: 0.1244
[INFO] 2021-10-17 11:23:37 > Step: 97700 Progress: 9.8% Elapsed: 22:01:42 Gen_loss: 1.522 Dis_loss: 0.7526 Cls_loss: N/A Topk: N/A ada_p: 0.1253
[INFO] 2021-10-17 11:24:39 > Step: 97800 Progress: 9.8% Elapsed: 22:02:44 Gen_loss: 0.7306 Dis_loss: 1.496 Cls_loss: N/A Topk: N/A ada_p: 0.1307
[INFO] 2021-10-17 11:25:41 > Step: 97900 Progress: 9.8% Elapsed: 22:03:46 Gen_loss: 1.367 Dis_loss: 0.8905 Cls_loss: N/A Topk: N/A ada_p: 0.132
[INFO] 2021-10-17 11:26:43 > Step: 98000 Progress: 9.8% Elapsed: 22:04:48 Gen_loss: 1.005 Dis_loss: 1.057 Cls_loss: N/A Topk: N/A ada_p: 0.1315
[INFO] 2021-10-17 11:27:46 > Step: 98100 Progress: 9.8% Elapsed: 22:05:50 Gen_loss: 1.621 Dis_loss: 0.6915 Cls_loss: N/A Topk: N/A ada_p: 0.129
[INFO] 2021-10-17 11:28:48 > Step: 98200 Progress: 9.8% Elapsed: 22:06:52 Gen_loss: 1.309 Dis_loss: 0.6069 Cls_loss: N/A Topk: N/A ada_p: 0.1308
[INFO] 2021-10-17 11:29:50 > Step: 98300 Progress: 9.8% Elapsed: 22:07:54 Gen_loss: 1.636 Dis_loss: 0.7749 Cls_loss: N/A Topk: N/A ada_p: 0.1326
[INFO] 2021-10-17 11:30:52 > Step: 98400 Progress: 9.8% Elapsed: 22:08:56 Gen_loss: 1.183 Dis_loss: 0.8767 Cls_loss: N/A Topk: N/A ada_p: 0.1308
[INFO] 2021-10-17 11:32:04 > Step: 98500 Progress: 9.8% Elapsed: 22:10:08 Gen_loss: 1.546 Dis_loss: 0.794 Cls_loss: N/A Topk: N/A ada_p: 0.1281
[INFO] 2021-10-17 11:33:06 > Step: 98600 Progress: 9.9% Elapsed: 22:11:10 Gen_loss: 1.842 Dis_loss: 0.8649 Cls_loss: N/A Topk: N/A ada_p: 0.1281
[INFO] 2021-10-17 11:34:08 > Step: 98700 Progress: 9.9% Elapsed: 22:12:12 Gen_loss: 1.515 Dis_loss: 0.925 Cls_loss: N/A Topk: N/A ada_p: 0.133
[INFO] 2021-10-17 11:35:10 > Step: 98800 Progress: 9.9% Elapsed: 22:13:14 Gen_loss: 1.597 Dis_loss: 0.9632 Cls_loss: N/A Topk: N/A ada_p: 0.1286
[INFO] 2021-10-17 11:36:12 > Step: 98900 Progress: 9.9% Elapsed: 22:14:17 Gen_loss: 1.356 Dis_loss: 1.05 Cls_loss: N/A Topk: N/A ada_p: 0.13
[INFO] 2021-10-17 11:37:14 > Step: 99000 Progress: 9.9% Elapsed: 22:15:18 Gen_loss: 1.334 Dis_loss: 1.081 Cls_loss: N/A Topk: N/A ada_p: 0.1288
[INFO] 2021-10-17 11:38:16 > Step: 99100 Progress: 9.9% Elapsed: 22:16:20 Gen_loss: 1.018 Dis_loss: 0.6739 Cls_loss: N/A Topk: N/A ada_p: 0.1257
[INFO] 2021-10-17 11:39:28 > Step: 99200 Progress: 9.9% Elapsed: 22:17:33 Gen_loss: 1.47 Dis_loss: 1.041 Cls_loss: N/A Topk: N/A ada_p: 0.1252
[INFO] 2021-10-17 11:40:30 > Step: 99300 Progress: 9.9% Elapsed: 22:18:35 Gen_loss: 1.788 Dis_loss: 0.9002 Cls_loss: N/A Topk: N/A ada_p: 0.1281
[INFO] 2021-10-17 11:41:32 > Step: 99400 Progress: 9.9% Elapsed: 22:19:37 Gen_loss: 2.369 Dis_loss: 1.049 Cls_loss: N/A Topk: N/A ada_p: 0.123
[INFO] 2021-10-17 11:42:34 > Step: 99500 Progress: 10.0% Elapsed: 22:20:39 Gen_loss: 1.618 Dis_loss: 1.053 Cls_loss: N/A Topk: N/A ada_p: 0.1235
[INFO] 2021-10-17 11:43:36 > Step: 99600 Progress: 10.0% Elapsed: 22:21:41 Gen_loss: 1.569 Dis_loss: 0.7048 Cls_loss: N/A Topk: N/A ada_p: 0.1228
[INFO] 2021-10-17 11:44:39 > Step: 99700 Progress: 10.0% Elapsed: 22:22:43 Gen_loss: 1.387 Dis_loss: 0.8727 Cls_loss: N/A Topk: N/A ada_p: 0.1178
[INFO] 2021-10-17 11:45:41 > Step: 99800 Progress: 10.0% Elapsed: 22:23:45 Gen_loss: 1.009 Dis_loss: 0.8503 Cls_loss: N/A Topk: N/A ada_p: 0.116
[INFO] 2021-10-17 11:46:44 > Step: 99900 Progress: 10.0% Elapsed: 22:24:49 Gen_loss: 2.116 Dis_loss: 1.206 Cls_loss: N/A Topk: N/A ada_p: 0.1196
[INFO] 2021-10-17 11:47:56 > Step: 100000 Progress: 10.0% Elapsed: 22:26:01 Gen_loss: 1.739 Dis_loss: 0.798 Cls_loss: N/A Topk: N/A ada_p: 0.118
[INFO] 2021-10-17 11:47:56 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-17 11:47:56 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_100000.png
[INFO] 2021-10-17 11:47:56 > Start Evaluation (100000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-17 11:47:56 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-17 11:53:25 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-17 11:59:02 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-17 12:20:02 > Inception score (Step: 100000, 50000 generated images): 9.712869644165039
[INFO] 2021-10-17 12:20:02 > FID score (Step: 100000, Using train moments): 4.675940966960582
[INFO] 2021-10-17 12:20:02 > Improved Precision (Step: 100000, Using train images): 0.71708
[INFO] 2021-10-17 12:20:02 > Improved Recall (Step: 100000, Using train images): 0.63764
[INFO] 2021-10-17 12:20:02 > Density (Step: 100000, Using train images): 0.9468400000000001
[INFO] 2021-10-17 12:20:02 > Coverage (Step: 100000, Using train images): 0.85476
[INFO] 2021-10-17 12:20:02 > Best FID score (Step: 100000, Using train moments): 4.675940966960582
[INFO] 2021-10-17 12:20:25 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-17 12:23:27 > Step: 100100 Progress: 10.0% Elapsed: 23:01:32 Gen_loss: 1.824 Dis_loss: 1.217 Cls_loss: N/A Topk: N/A ada_p: 0.1192
[INFO] 2021-10-17 12:24:29 > Step: 100200 Progress: 10.0% Elapsed: 23:02:34 Gen_loss: 1.076 Dis_loss: 0.9206 Cls_loss: N/A Topk: N/A ada_p: 0.1176
[INFO] 2021-10-17 12:25:31 > Step: 100300 Progress: 10.0% Elapsed: 23:03:35 Gen_loss: 0.9401 Dis_loss: 0.6343 Cls_loss: N/A Topk: N/A ada_p: 0.1197
[INFO] 2021-10-17 12:26:33 > Step: 100400 Progress: 10.0% Elapsed: 23:04:37 Gen_loss: 2.132 Dis_loss: 0.9837 Cls_loss: N/A Topk: N/A ada_p: 0.1194
[INFO] 2021-10-17 12:27:35 > Step: 100500 Progress: 10.1% Elapsed: 23:05:40 Gen_loss: 1.844 Dis_loss: 0.8204 Cls_loss: N/A Topk: N/A ada_p: 0.1203
[INFO] 2021-10-17 12:28:37 > Step: 100600 Progress: 10.1% Elapsed: 23:06:42 Gen_loss: 1.212 Dis_loss: 0.9453 Cls_loss: N/A Topk: N/A ada_p: 0.1201
[INFO] 2021-10-17 12:29:40 > Step: 100700 Progress: 10.1% Elapsed: 23:07:44 Gen_loss: 2.03 Dis_loss: 0.922 Cls_loss: N/A Topk: N/A ada_p: 0.1213
[INFO] 2021-10-17 12:30:59 > Step: 100800 Progress: 10.1% Elapsed: 23:09:04 Gen_loss: 1.426 Dis_loss: 0.8791 Cls_loss: N/A Topk: N/A ada_p: 0.119
[INFO] 2021-10-17 12:32:01 > Step: 100900 Progress: 10.1% Elapsed: 23:10:06 Gen_loss: 0.9951 Dis_loss: 0.8684 Cls_loss: N/A Topk: N/A ada_p: 0.1251
[INFO] 2021-10-17 12:33:03 > Step: 101000 Progress: 10.1% Elapsed: 23:11:08 Gen_loss: 0.9166 Dis_loss: 0.7785 Cls_loss: N/A Topk: N/A ada_p: 0.1245
[INFO] 2021-10-17 12:34:06 > Step: 101100 Progress: 10.1% Elapsed: 23:12:11 Gen_loss: 2.974 Dis_loss: 0.5516 Cls_loss: N/A Topk: N/A ada_p: 0.1199
[INFO] 2021-10-17 12:35:08 > Step: 101200 Progress: 10.1% Elapsed: 23:13:12 Gen_loss: 1.004 Dis_loss: 0.8285 Cls_loss: N/A Topk: N/A ada_p: 0.1228
[INFO] 2021-10-17 12:36:10 > Step: 101300 Progress: 10.1% Elapsed: 23:14:15 Gen_loss: 1.676 Dis_loss: 1.171 Cls_loss: N/A Topk: N/A ada_p: 0.1208
[INFO] 2021-10-17 12:37:12 > Step: 101400 Progress: 10.1% Elapsed: 23:15:17 Gen_loss: 1.543 Dis_loss: 0.8691 Cls_loss: N/A Topk: N/A ada_p: 0.1203
[INFO] 2021-10-17 12:38:15 > Step: 101500 Progress: 10.2% Elapsed: 23:16:20 Gen_loss: 1.675 Dis_loss: 0.5886 Cls_loss: N/A Topk: N/A ada_p: 0.1167
[INFO] 2021-10-17 12:39:27 > Step: 101600 Progress: 10.2% Elapsed: 23:17:32 Gen_loss: 1.762 Dis_loss: 0.8719 Cls_loss: N/A Topk: N/A ada_p: 0.117
[INFO] 2021-10-17 12:40:29 > Step: 101700 Progress: 10.2% Elapsed: 23:18:34 Gen_loss: 1.788 Dis_loss: 0.9603 Cls_loss: N/A Topk: N/A ada_p: 0.1176
[INFO] 2021-10-17 12:41:32 > Step: 101800 Progress: 10.2% Elapsed: 23:19:36 Gen_loss: 1.169 Dis_loss: 0.9325 Cls_loss: N/A Topk: N/A ada_p: 0.1161
[INFO] 2021-10-17 12:42:34 > Step: 101900 Progress: 10.2% Elapsed: 23:20:38 Gen_loss: 1.68 Dis_loss: 1.051 Cls_loss: N/A Topk: N/A ada_p: 0.1187
[INFO] 2021-10-17 12:43:36 > Step: 102000 Progress: 10.2% Elapsed: 23:21:41 Gen_loss: 0.7695 Dis_loss: 0.913 Cls_loss: N/A Topk: N/A ada_p: 0.124
[INFO] 2021-10-17 12:44:38 > Step: 102100 Progress: 10.2% Elapsed: 23:22:43 Gen_loss: 1.497 Dis_loss: 0.6906 Cls_loss: N/A Topk: N/A ada_p: 0.1254
[INFO] 2021-10-17 12:45:40 > Step: 102200 Progress: 10.2% Elapsed: 23:23:45 Gen_loss: 2.44 Dis_loss: 0.9057 Cls_loss: N/A Topk: N/A ada_p: 0.1306
[INFO] 2021-10-17 12:46:43 > Step: 102300 Progress: 10.2% Elapsed: 23:24:48 Gen_loss: 2.05 Dis_loss: 0.4251 Cls_loss: N/A Topk: N/A ada_p: 0.1321
[INFO] 2021-10-17 12:47:57 > Step: 102400 Progress: 10.2% Elapsed: 23:26:01 Gen_loss: 1.588 Dis_loss: 1.099 Cls_loss: N/A Topk: N/A ada_p: 0.129
[INFO] 2021-10-17 12:48:59 > Step: 102500 Progress: 10.2% Elapsed: 23:27:04 Gen_loss: 0.8913 Dis_loss: 0.6534 Cls_loss: N/A Topk: N/A ada_p: 0.1286
[INFO] 2021-10-17 12:50:01 > Step: 102600 Progress: 10.3% Elapsed: 23:28:06 Gen_loss: 1.202 Dis_loss: 0.9414 Cls_loss: N/A Topk: N/A ada_p: 0.1286
[INFO] 2021-10-17 12:51:03 > Step: 102700 Progress: 10.3% Elapsed: 23:29:08 Gen_loss: 1.133 Dis_loss: 1.121 Cls_loss: N/A Topk: N/A ada_p: 0.1217
[INFO] 2021-10-17 12:52:05 > Step: 102800 Progress: 10.3% Elapsed: 23:30:10 Gen_loss: 1.212 Dis_loss: 0.919 Cls_loss: N/A Topk: N/A ada_p: 0.1176
[INFO] 2021-10-17 12:53:08 > Step: 102900 Progress: 10.3% Elapsed: 23:31:12 Gen_loss: 1.319 Dis_loss: 0.8359 Cls_loss: N/A Topk: N/A ada_p: 0.1172
[INFO] 2021-10-17 12:54:10 > Step: 103000 Progress: 10.3% Elapsed: 23:32:14 Gen_loss: 0.8206 Dis_loss: 1.035 Cls_loss: N/A Topk: N/A ada_p: 0.117
[INFO] 2021-10-17 12:55:23 > Step: 103100 Progress: 10.3% Elapsed: 23:33:27 Gen_loss: 1.075 Dis_loss: 0.8172 Cls_loss: N/A Topk: N/A ada_p: 0.1178
[INFO] 2021-10-17 12:56:24 > Step: 103200 Progress: 10.3% Elapsed: 23:34:29 Gen_loss: 1.748 Dis_loss: 0.7805 Cls_loss: N/A Topk: N/A ada_p: 0.1236
[INFO] 2021-10-17 12:57:27 > Step: 103300 Progress: 10.3% Elapsed: 23:35:31 Gen_loss: 1.345 Dis_loss: 0.8829 Cls_loss: N/A Topk: N/A ada_p: 0.1228
[INFO] 2021-10-17 12:58:29 > Step: 103400 Progress: 10.3% Elapsed: 23:36:33 Gen_loss: 1.876 Dis_loss: 1.257 Cls_loss: N/A Topk: N/A ada_p: 0.124
[INFO] 2021-10-17 12:59:31 > Step: 103500 Progress: 10.3% Elapsed: 23:37:35 Gen_loss: 1.854 Dis_loss: 1.058 Cls_loss: N/A Topk: N/A ada_p: 0.1245
[INFO] 2021-10-17 13:00:33 > Step: 103600 Progress: 10.4% Elapsed: 23:38:38 Gen_loss: 1.629 Dis_loss: 0.6916 Cls_loss: N/A Topk: N/A ada_p: 0.1263
[INFO] 2021-10-17 13:01:35 > Step: 103700 Progress: 10.4% Elapsed: 23:39:40 Gen_loss: 1.202 Dis_loss: 0.928 Cls_loss: N/A Topk: N/A ada_p: 0.1265
[INFO] 2021-10-17 13:02:37 > Step: 103800 Progress: 10.4% Elapsed: 23:40:42 Gen_loss: 1.497 Dis_loss: 0.8358 Cls_loss: N/A Topk: N/A ada_p: 0.128
[INFO] 2021-10-17 13:03:50 > Step: 103900 Progress: 10.4% Elapsed: 23:41:54 Gen_loss: 1.648 Dis_loss: 0.6175 Cls_loss: N/A Topk: N/A ada_p: 0.1236
[INFO] 2021-10-17 13:04:52 > Step: 104000 Progress: 10.4% Elapsed: 23:42:57 Gen_loss: 1.161 Dis_loss: 0.7325 Cls_loss: N/A Topk: N/A ada_p: 0.1249
[INFO] 2021-10-17 13:05:55 > Step: 104100 Progress: 10.4% Elapsed: 23:43:59 Gen_loss: 1.545 Dis_loss: 1.072 Cls_loss: N/A Topk: N/A ada_p: 0.1256
[INFO] 2021-10-17 13:06:57 > Step: 104200 Progress: 10.4% Elapsed: 23:45:01 Gen_loss: 1.227 Dis_loss: 0.8503 Cls_loss: N/A Topk: N/A ada_p: 0.1263
[INFO] 2021-10-17 13:07:59 > Step: 104300 Progress: 10.4% Elapsed: 23:46:04 Gen_loss: 1.183 Dis_loss: 1.123 Cls_loss: N/A Topk: N/A ada_p: 0.1281
[INFO] 2021-10-17 13:09:01 > Step: 104400 Progress: 10.4% Elapsed: 23:47:06 Gen_loss: 1.217 Dis_loss: 0.9042 Cls_loss: N/A Topk: N/A ada_p: 0.1294
[INFO] 2021-10-17 13:10:03 > Step: 104500 Progress: 10.4% Elapsed: 23:48:08 Gen_loss: 1.447 Dis_loss: 0.6631 Cls_loss: N/A Topk: N/A ada_p: 0.1326
[INFO] 2021-10-17 13:11:05 > Step: 104600 Progress: 10.5% Elapsed: 23:49:10 Gen_loss: 1.596 Dis_loss: 0.8348 Cls_loss: N/A Topk: N/A ada_p: 0.1367
[INFO] 2021-10-17 13:12:17 > Step: 104700 Progress: 10.5% Elapsed: 23:50:22 Gen_loss: 1.684 Dis_loss: 0.9557 Cls_loss: N/A Topk: N/A ada_p: 0.1341
[INFO] 2021-10-17 13:13:19 > Step: 104800 Progress: 10.5% Elapsed: 23:51:24 Gen_loss: 2.124 Dis_loss: 0.9501 Cls_loss: N/A Topk: N/A ada_p: 0.1313
[INFO] 2021-10-17 13:14:22 > Step: 104900 Progress: 10.5% Elapsed: 23:52:26 Gen_loss: 1.959 Dis_loss: 0.6901 Cls_loss: N/A Topk: N/A ada_p: 0.1299
[INFO] 2021-10-17 13:15:25 > Step: 105000 Progress: 10.5% Elapsed: 23:53:30 Gen_loss: 1.652 Dis_loss: 0.9614 Cls_loss: N/A Topk: N/A ada_p: 0.1289
[INFO] 2021-10-17 13:16:28 > Step: 105100 Progress: 10.5% Elapsed: 23:54:33 Gen_loss: 0.9992 Dis_loss: 0.9587 Cls_loss: N/A Topk: N/A ada_p: 0.1307
[INFO] 2021-10-17 13:17:30 > Step: 105200 Progress: 10.5% Elapsed: 23:55:35 Gen_loss: 1.697 Dis_loss: 0.764 Cls_loss: N/A Topk: N/A ada_p: 0.1258
[INFO] 2021-10-17 13:18:32 > Step: 105300 Progress: 10.5% Elapsed: 23:56:37 Gen_loss: 1.532 Dis_loss: 0.8078 Cls_loss: N/A Topk: N/A ada_p: 0.1254
[INFO] 2021-10-17 13:19:35 > Step: 105400 Progress: 10.5% Elapsed: 23:57:39 Gen_loss: 2.075 Dis_loss: 0.3339 Cls_loss: N/A Topk: N/A ada_p: 0.1303
[INFO] 2021-10-17 13:20:47 > Step: 105500 Progress: 10.5% Elapsed: 23:58:52 Gen_loss: 1.061 Dis_loss: 0.9846 Cls_loss: N/A Topk: N/A ada_p: 0.1321
[INFO] 2021-10-17 13:21:50 > Step: 105600 Progress: 10.6% Elapsed: 23:59:54 Gen_loss: 1.557 Dis_loss: 0.4865 Cls_loss: N/A Topk: N/A ada_p: 0.1288
[INFO] 2021-10-17 13:22:53 > Step: 105700 Progress: 10.6% Elapsed: 1 day, 0:00:57 Gen_loss: 1.492 Dis_loss: 0.9285 Cls_loss: N/A Topk: N/A ada_p: 0.1286
[INFO] 2021-10-17 13:23:55 > Step: 105800 Progress: 10.6% Elapsed: 1 day, 0:01:59 Gen_loss: 1.268 Dis_loss: 0.8392 Cls_loss: N/A Topk: N/A ada_p: 0.1268
[INFO] 2021-10-17 13:24:57 > Step: 105900 Progress: 10.6% Elapsed: 1 day, 0:03:02 Gen_loss: 2.126 Dis_loss: 1.357 Cls_loss: N/A Topk: N/A ada_p: 0.1266
[INFO] 2021-10-17 13:25:59 > Step: 106000 Progress: 10.6% Elapsed: 1 day, 0:04:04 Gen_loss: 1.744 Dis_loss: 0.7111 Cls_loss: N/A Topk: N/A ada_p: 0.1258
[INFO] 2021-10-17 13:27:01 > Step: 106100 Progress: 10.6% Elapsed: 1 day, 0:05:06 Gen_loss: 1.26 Dis_loss: 0.7394 Cls_loss: N/A Topk: N/A ada_p: 0.1265
[INFO] 2021-10-17 13:28:03 > Step: 106200 Progress: 10.6% Elapsed: 1 day, 0:06:08 Gen_loss: 1.456 Dis_loss: 1.097 Cls_loss: N/A Topk: N/A ada_p: 0.1236
[INFO] 2021-10-17 13:29:16 > Step: 106300 Progress: 10.6% Elapsed: 1 day, 0:07:21 Gen_loss: 1.625 Dis_loss: 1.01 Cls_loss: N/A Topk: N/A ada_p: 0.1252
[INFO] 2021-10-17 13:30:19 > Step: 106400 Progress: 10.6% Elapsed: 1 day, 0:08:23 Gen_loss: 0.9571 Dis_loss: 1.078 Cls_loss: N/A Topk: N/A ada_p: 0.126
[INFO] 2021-10-17 13:31:22 > Step: 106500 Progress: 10.7% Elapsed: 1 day, 0:09:26 Gen_loss: 0.9784 Dis_loss: 1.015 Cls_loss: N/A Topk: N/A ada_p: 0.1266
[INFO] 2021-10-17 13:32:24 > Step: 106600 Progress: 10.7% Elapsed: 1 day, 0:10:29 Gen_loss: 1.191 Dis_loss: 0.5959 Cls_loss: N/A Topk: N/A ada_p: 0.1258
[INFO] 2021-10-17 13:33:27 > Step: 106700 Progress: 10.7% Elapsed: 1 day, 0:11:31 Gen_loss: 1.191 Dis_loss: 0.7266 Cls_loss: N/A Topk: N/A ada_p: 0.1268
[INFO] 2021-10-17 13:34:29 > Step: 106800 Progress: 10.7% Elapsed: 1 day, 0:12:33 Gen_loss: 1.867 Dis_loss: 0.9722 Cls_loss: N/A Topk: N/A ada_p: 0.1258
[INFO] 2021-10-17 13:35:31 > Step: 106900 Progress: 10.7% Elapsed: 1 day, 0:13:36 Gen_loss: 1.088 Dis_loss: 1.177 Cls_loss: N/A Topk: N/A ada_p: 0.129
[INFO] 2021-10-17 13:36:43 > Step: 107000 Progress: 10.7% Elapsed: 1 day, 0:14:48 Gen_loss: 1.331 Dis_loss: 0.8268 Cls_loss: N/A Topk: N/A ada_p: 0.1298
[INFO] 2021-10-17 13:37:45 > Step: 107100 Progress: 10.7% Elapsed: 1 day, 0:15:50 Gen_loss: 1.82 Dis_loss: 1.002 Cls_loss: N/A Topk: N/A ada_p: 0.1349
[INFO] 2021-10-17 13:38:47 > Step: 107200 Progress: 10.7% Elapsed: 1 day, 0:16:52 Gen_loss: 0.7098 Dis_loss: 1.138 Cls_loss: N/A Topk: N/A ada_p: 0.1331
[INFO] 2021-10-17 13:39:50 > Step: 107300 Progress: 10.7% Elapsed: 1 day, 0:17:54 Gen_loss: 1.807 Dis_loss: 0.773 Cls_loss: N/A Topk: N/A ada_p: 0.1325
[INFO] 2021-10-17 13:40:52 > Step: 107400 Progress: 10.7% Elapsed: 1 day, 0:18:56 Gen_loss: 1.346 Dis_loss: 1.086 Cls_loss: N/A Topk: N/A ada_p: 0.1366
[INFO] 2021-10-17 13:41:54 > Step: 107500 Progress: 10.8% Elapsed: 1 day, 0:19:58 Gen_loss: 0.821 Dis_loss: 0.9796 Cls_loss: N/A Topk: N/A ada_p: 0.1363
[INFO] 2021-10-17 13:42:56 > Step: 107600 Progress: 10.8% Elapsed: 1 day, 0:21:00 Gen_loss: 1.598 Dis_loss: 0.8424 Cls_loss: N/A Topk: N/A ada_p: 0.1348
[INFO] 2021-10-17 13:43:58 > Step: 107700 Progress: 10.8% Elapsed: 1 day, 0:22:03 Gen_loss: 1.759 Dis_loss: 0.7062 Cls_loss: N/A Topk: N/A ada_p: 0.1347
[INFO] 2021-10-17 13:45:10 > Step: 107800 Progress: 10.8% Elapsed: 1 day, 0:23:15 Gen_loss: 1.71 Dis_loss: 0.7279 Cls_loss: N/A Topk: N/A ada_p: 0.1341
[INFO] 2021-10-17 13:46:12 > Step: 107900 Progress: 10.8% Elapsed: 1 day, 0:24:16 Gen_loss: 1.726 Dis_loss: 0.7089 Cls_loss: N/A Topk: N/A ada_p: 0.137
[INFO] 2021-10-17 13:47:14 > Step: 108000 Progress: 10.8% Elapsed: 1 day, 0:25:19 Gen_loss: 1.547 Dis_loss: 0.5272 Cls_loss: N/A Topk: N/A ada_p: 0.1318
[INFO] 2021-10-17 13:48:16 > Step: 108100 Progress: 10.8% Elapsed: 1 day, 0:26:21 Gen_loss: 1.491 Dis_loss: 0.9668 Cls_loss: N/A Topk: N/A ada_p: 0.1379
[INFO] 2021-10-17 13:49:18 > Step: 108200 Progress: 10.8% Elapsed: 1 day, 0:27:23 Gen_loss: 1.09 Dis_loss: 0.8236 Cls_loss: N/A Topk: N/A ada_p: 0.1399
[INFO] 2021-10-17 13:50:20 > Step: 108300 Progress: 10.8% Elapsed: 1 day, 0:28:25 Gen_loss: 2.087 Dis_loss: 0.9893 Cls_loss: N/A Topk: N/A ada_p: 0.1386
[INFO] 2021-10-17 13:51:22 > Step: 108400 Progress: 10.8% Elapsed: 1 day, 0:29:27 Gen_loss: 0.9077 Dis_loss: 1.002 Cls_loss: N/A Topk: N/A ada_p: 0.135
[INFO] 2021-10-17 13:52:24 > Step: 108500 Progress: 10.8% Elapsed: 1 day, 0:30:29 Gen_loss: 1.792 Dis_loss: 0.7672 Cls_loss: N/A Topk: N/A ada_p: 0.1334
[INFO] 2021-10-17 13:53:37 > Step: 108600 Progress: 10.9% Elapsed: 1 day, 0:31:41 Gen_loss: 2.134 Dis_loss: 0.5932 Cls_loss: N/A Topk: N/A ada_p: 0.1306
[INFO] 2021-10-17 13:54:39 > Step: 108700 Progress: 10.9% Elapsed: 1 day, 0:32:43 Gen_loss: 1.226 Dis_loss: 0.7563 Cls_loss: N/A Topk: N/A ada_p: 0.1324
[INFO] 2021-10-17 13:55:40 > Step: 108800 Progress: 10.9% Elapsed: 1 day, 0:33:45 Gen_loss: 0.9286 Dis_loss: 1.212 Cls_loss: N/A Topk: N/A ada_p: 0.1316
[INFO] 2021-10-17 13:56:43 > Step: 108900 Progress: 10.9% Elapsed: 1 day, 0:34:47 Gen_loss: 1.391 Dis_loss: 1.216 Cls_loss: N/A Topk: N/A ada_p: 0.1292
[INFO] 2021-10-17 13:57:45 > Step: 109000 Progress: 10.9% Elapsed: 1 day, 0:35:49 Gen_loss: 1.466 Dis_loss: 0.7969 Cls_loss: N/A Topk: N/A ada_p: 0.1251
[INFO] 2021-10-17 13:58:47 > Step: 109100 Progress: 10.9% Elapsed: 1 day, 0:36:51 Gen_loss: 1.218 Dis_loss: 0.884 Cls_loss: N/A Topk: N/A ada_p: 0.1256
[INFO] 2021-10-17 13:59:49 > Step: 109200 Progress: 10.9% Elapsed: 1 day, 0:37:53 Gen_loss: 1.207 Dis_loss: 0.6802 Cls_loss: N/A Topk: N/A ada_p: 0.124
[INFO] 2021-10-17 14:00:51 > Step: 109300 Progress: 10.9% Elapsed: 1 day, 0:38:56 Gen_loss: 1.788 Dis_loss: 0.9205 Cls_loss: N/A Topk: N/A ada_p: 0.1219
[INFO] 2021-10-17 14:02:03 > Step: 109400 Progress: 10.9% Elapsed: 1 day, 0:40:08 Gen_loss: 0.723 Dis_loss: 0.9972 Cls_loss: N/A Topk: N/A ada_p: 0.1244
[INFO] 2021-10-17 14:03:05 > Step: 109500 Progress: 10.9% Elapsed: 1 day, 0:41:10 Gen_loss: 1.93 Dis_loss: 0.6721 Cls_loss: N/A Topk: N/A ada_p: 0.1201
[INFO] 2021-10-17 14:04:07 > Step: 109600 Progress: 11.0% Elapsed: 1 day, 0:42:12 Gen_loss: 0.56 Dis_loss: 0.7066 Cls_loss: N/A Topk: N/A ada_p: 0.1219
[INFO] 2021-10-17 14:05:09 > Step: 109700 Progress: 11.0% Elapsed: 1 day, 0:43:14 Gen_loss: 1.39 Dis_loss: 1.037 Cls_loss: N/A Topk: N/A ada_p: 0.1235
[INFO] 2021-10-17 14:06:11 > Step: 109800 Progress: 11.0% Elapsed: 1 day, 0:44:16 Gen_loss: 1.361 Dis_loss: 0.9042 Cls_loss: N/A Topk: N/A ada_p: 0.1245
[INFO] 2021-10-17 14:07:13 > Step: 109900 Progress: 11.0% Elapsed: 1 day, 0:45:18 Gen_loss: 1.18 Dis_loss: 0.9414 Cls_loss: N/A Topk: N/A ada_p: 0.1251
[INFO] 2021-10-17 14:08:15 > Step: 110000 Progress: 11.0% Elapsed: 1 day, 0:46:20 Gen_loss: 2.209 Dis_loss: 0.7942 Cls_loss: N/A Topk: N/A ada_p: 0.1261
[INFO] 2021-10-17 14:08:15 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-17 14:08:16 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_110000.png
[INFO] 2021-10-17 14:08:16 > Start Evaluation (110000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-17 14:08:16 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-17 14:13:45 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-17 14:19:22 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-17 14:46:10 > Inception score (Step: 110000, 50000 generated images): 9.763648986816406
[INFO] 2021-10-17 14:46:10 > FID score (Step: 110000, Using train moments): 4.495748610329883
[INFO] 2021-10-17 14:46:10 > Improved Precision (Step: 110000, Using train images): 0.71866
[INFO] 2021-10-17 14:46:10 > Improved Recall (Step: 110000, Using train images): 0.64022
[INFO] 2021-10-17 14:46:10 > Density (Step: 110000, Using train images): 0.961948
[INFO] 2021-10-17 14:46:10 > Coverage (Step: 110000, Using train images): 0.86108
[INFO] 2021-10-17 14:46:10 > Best FID score (Step: 110000, Using train moments): 4.495748610329883
[INFO] 2021-10-17 14:46:33 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-17 14:48:45 > Step: 110100 Progress: 11.0% Elapsed: 1 day, 1:26:49 Gen_loss: 1.201 Dis_loss: 0.8479 Cls_loss: N/A Topk: N/A ada_p: 0.1288
[INFO] 2021-10-17 14:50:03 > Step: 110200 Progress: 11.0% Elapsed: 1 day, 1:28:08 Gen_loss: 1.586 Dis_loss: 0.5543 Cls_loss: N/A Topk: N/A ada_p: 0.1288
[INFO] 2021-10-17 14:51:05 > Step: 110300 Progress: 11.0% Elapsed: 1 day, 1:29:10 Gen_loss: 1.079 Dis_loss: 0.9842 Cls_loss: N/A Topk: N/A ada_p: 0.1347
[INFO] 2021-10-17 14:52:07 > Step: 110400 Progress: 11.0% Elapsed: 1 day, 1:30:12 Gen_loss: 1.543 Dis_loss: 0.7759 Cls_loss: N/A Topk: N/A ada_p: 0.1321
[INFO] 2021-10-17 14:53:09 > Step: 110500 Progress: 11.1% Elapsed: 1 day, 1:31:14 Gen_loss: 1.575 Dis_loss: 0.8695 Cls_loss: N/A Topk: N/A ada_p: 0.1307
[INFO] 2021-10-17 14:54:12 > Step: 110600 Progress: 11.1% Elapsed: 1 day, 1:32:16 Gen_loss: 1.422 Dis_loss: 0.8325 Cls_loss: N/A Topk: N/A ada_p: 0.1258
[INFO] 2021-10-17 14:55:14 > Step: 110700 Progress: 11.1% Elapsed: 1 day, 1:33:19 Gen_loss: 0.6816 Dis_loss: 1.451 Cls_loss: N/A Topk: N/A ada_p: 0.1233
[INFO] 2021-10-17 14:56:16 > Step: 110800 Progress: 11.1% Elapsed: 1 day, 1:34:21 Gen_loss: 0.7916 Dis_loss: 1.003 Cls_loss: N/A Topk: N/A ada_p: 0.1222
[INFO] 2021-10-17 14:57:20 > Step: 110900 Progress: 11.1% Elapsed: 1 day, 1:35:25 Gen_loss: 1.415 Dis_loss: 0.9225 Cls_loss: N/A Topk: N/A ada_p: 0.1231
[INFO] 2021-10-17 14:58:32 > Step: 111000 Progress: 11.1% Elapsed: 1 day, 1:36:37 Gen_loss: 1.997 Dis_loss: 0.6266 Cls_loss: N/A Topk: N/A ada_p: 0.1211
[INFO] 2021-10-17 14:59:34 > Step: 111100 Progress: 11.1% Elapsed: 1 day, 1:37:39 Gen_loss: 1.507 Dis_loss: 0.7773 Cls_loss: N/A Topk: N/A ada_p: 0.1224
[INFO] 2021-10-17 15:00:36 > Step: 111200 Progress: 11.1% Elapsed: 1 day, 1:38:41 Gen_loss: 1.311 Dis_loss: 0.7601 Cls_loss: N/A Topk: N/A ada_p: 0.1224
[INFO] 2021-10-17 15:01:39 > Step: 111300 Progress: 11.1% Elapsed: 1 day, 1:39:43 Gen_loss: 1.473 Dis_loss: 1.343 Cls_loss: N/A Topk: N/A ada_p: 0.1222
[INFO] 2021-10-17 15:02:42 > Step: 111400 Progress: 11.1% Elapsed: 1 day, 1:40:46 Gen_loss: 1.43 Dis_loss: 0.9214 Cls_loss: N/A Topk: N/A ada_p: 0.1222
[INFO] 2021-10-17 15:03:44 > Step: 111500 Progress: 11.2% Elapsed: 1 day, 1:41:49 Gen_loss: 1.617 Dis_loss: 0.9641 Cls_loss: N/A Topk: N/A ada_p: 0.1228
[INFO] 2021-10-17 15:04:46 > Step: 111600 Progress: 11.2% Elapsed: 1 day, 1:42:51 Gen_loss: 0.917 Dis_loss: 0.7757 Cls_loss: N/A Topk: N/A ada_p: 0.1194
[INFO] 2021-10-17 15:05:58 > Step: 111700 Progress: 11.2% Elapsed: 1 day, 1:44:03 Gen_loss: 1.632 Dis_loss: 0.575 Cls_loss: N/A Topk: N/A ada_p: 0.1216
[INFO] 2021-10-17 15:07:00 > Step: 111800 Progress: 11.2% Elapsed: 1 day, 1:45:05 Gen_loss: 2.245 Dis_loss: 1.304 Cls_loss: N/A Topk: N/A ada_p: 0.1211
[INFO] 2021-10-17 15:08:03 > Step: 111900 Progress: 11.2% Elapsed: 1 day, 1:46:07 Gen_loss: 0.5419 Dis_loss: 1.522 Cls_loss: N/A Topk: N/A ada_p: 0.1196
[INFO] 2021-10-17 15:09:05 > Step: 112000 Progress: 11.2% Elapsed: 1 day, 1:47:09 Gen_loss: 1.084 Dis_loss: 0.8406 Cls_loss: N/A Topk: N/A ada_p: 0.1193
[INFO] 2021-10-17 15:10:07 > Step: 112100 Progress: 11.2% Elapsed: 1 day, 1:48:12 Gen_loss: 1.717 Dis_loss: 0.8765 Cls_loss: N/A Topk: N/A ada_p: 0.1217
[INFO] 2021-10-17 15:11:09 > Step: 112200 Progress: 11.2% Elapsed: 1 day, 1:49:14 Gen_loss: 1.634 Dis_loss: 1.101 Cls_loss: N/A Topk: N/A ada_p: 0.1228
[INFO] 2021-10-17 15:12:13 > Step: 112300 Progress: 11.2% Elapsed: 1 day, 1:50:18 Gen_loss: 1.955 Dis_loss: 0.6298 Cls_loss: N/A Topk: N/A ada_p: 0.1256
[INFO] 2021-10-17 15:13:15 > Step: 112400 Progress: 11.2% Elapsed: 1 day, 1:51:20 Gen_loss: 2.17 Dis_loss: 0.7915 Cls_loss: N/A Topk: N/A ada_p: 0.1261
[INFO] 2021-10-17 15:14:28 > Step: 112500 Progress: 11.2% Elapsed: 1 day, 1:52:33 Gen_loss: 1.654 Dis_loss: 0.9881 Cls_loss: N/A Topk: N/A ada_p: 0.1257
[INFO] 2021-10-17 15:15:30 > Step: 112600 Progress: 11.3% Elapsed: 1 day, 1:53:34 Gen_loss: 1.359 Dis_loss: 0.952 Cls_loss: N/A Topk: N/A ada_p: 0.1221
[INFO] 2021-10-17 15:16:32 > Step: 112700 Progress: 11.3% Elapsed: 1 day, 1:54:36 Gen_loss: 1.623 Dis_loss: 0.8277 Cls_loss: N/A Topk: N/A ada_p: 0.1231
[INFO] 2021-10-17 15:17:34 > Step: 112800 Progress: 11.3% Elapsed: 1 day, 1:55:39 Gen_loss: 1.425 Dis_loss: 0.864 Cls_loss: N/A Topk: N/A ada_p: 0.1247
[INFO] 2021-10-17 15:18:37 > Step: 112900 Progress: 11.3% Elapsed: 1 day, 1:56:41 Gen_loss: 1.523 Dis_loss: 0.7912 Cls_loss: N/A Topk: N/A ada_p: 0.1253
[INFO] 2021-10-17 15:19:39 > Step: 113000 Progress: 11.3% Elapsed: 1 day, 1:57:44 Gen_loss: 1.203 Dis_loss: 0.6596 Cls_loss: N/A Topk: N/A ada_p: 0.1225
[INFO] 2021-10-17 15:20:41 > Step: 113100 Progress: 11.3% Elapsed: 1 day, 1:58:46 Gen_loss: 1.856 Dis_loss: 1.139 Cls_loss: N/A Topk: N/A ada_p: 0.1233
[INFO] 2021-10-17 15:21:44 > Step: 113200 Progress: 11.3% Elapsed: 1 day, 1:59:49 Gen_loss: 1.873 Dis_loss: 0.7214 Cls_loss: N/A Topk: N/A ada_p: 0.1228
[INFO] 2021-10-17 15:22:57 > Step: 113300 Progress: 11.3% Elapsed: 1 day, 2:01:02 Gen_loss: 1.612 Dis_loss: 0.7416 Cls_loss: N/A Topk: N/A ada_p: 0.1211
[INFO] 2021-10-17 15:24:00 > Step: 113400 Progress: 11.3% Elapsed: 1 day, 2:02:04 Gen_loss: 2.2 Dis_loss: 1.041 Cls_loss: N/A Topk: N/A ada_p: 0.1206
[INFO] 2021-10-17 15:25:02 > Step: 113500 Progress: 11.3% Elapsed: 1 day, 2:03:07 Gen_loss: 2.479 Dis_loss: 0.9905 Cls_loss: N/A Topk: N/A ada_p: 0.1178
[INFO] 2021-10-17 15:26:04 > Step: 113600 Progress: 11.4% Elapsed: 1 day, 2:04:09 Gen_loss: 1.346 Dis_loss: 0.6336 Cls_loss: N/A Topk: N/A ada_p: 0.1211
[INFO] 2021-10-17 15:27:07 > Step: 113700 Progress: 11.4% Elapsed: 1 day, 2:05:12 Gen_loss: 1.676 Dis_loss: 0.5604 Cls_loss: N/A Topk: N/A ada_p: 0.1204
[INFO] 2021-10-17 15:28:09 > Step: 113800 Progress: 11.4% Elapsed: 1 day, 2:06:14 Gen_loss: 1.222 Dis_loss: 0.8967 Cls_loss: N/A Topk: N/A ada_p: 0.121
[INFO] 2021-10-17 15:29:11 > Step: 113900 Progress: 11.4% Elapsed: 1 day, 2:07:16 Gen_loss: 1.342 Dis_loss: 1.037 Cls_loss: N/A Topk: N/A ada_p: 0.1222
[INFO] 2021-10-17 15:30:14 > Step: 114000 Progress: 11.4% Elapsed: 1 day, 2:08:19 Gen_loss: 2.396 Dis_loss: 1.313 Cls_loss: N/A Topk: N/A ada_p: 0.1199
[INFO] 2021-10-17 15:31:27 > Step: 114100 Progress: 11.4% Elapsed: 1 day, 2:09:32 Gen_loss: 1.749 Dis_loss: 0.9937 Cls_loss: N/A Topk: N/A ada_p: 0.1216
[INFO] 2021-10-17 15:32:29 > Step: 114200 Progress: 11.4% Elapsed: 1 day, 2:10:34 Gen_loss: 1.396 Dis_loss: 0.6731 Cls_loss: N/A Topk: N/A ada_p: 0.1252
[INFO] 2021-10-17 15:33:32 > Step: 114300 Progress: 11.4% Elapsed: 1 day, 2:11:37 Gen_loss: 1.265 Dis_loss: 0.7748 Cls_loss: N/A Topk: N/A ada_p: 0.1262
[INFO] 2021-10-17 15:34:34 > Step: 114400 Progress: 11.4% Elapsed: 1 day, 2:12:39 Gen_loss: 1.301 Dis_loss: 0.9334 Cls_loss: N/A Topk: N/A ada_p: 0.1293
[INFO] 2021-10-17 15:35:37 > Step: 114500 Progress: 11.5% Elapsed: 1 day, 2:13:41 Gen_loss: 1.046 Dis_loss: 1.168 Cls_loss: N/A Topk: N/A ada_p: 0.1307
[INFO] 2021-10-17 15:36:39 > Step: 114600 Progress: 11.5% Elapsed: 1 day, 2:14:43 Gen_loss: 1.445 Dis_loss: 0.8762 Cls_loss: N/A Topk: N/A ada_p: 0.1312
[INFO] 2021-10-17 15:37:41 > Step: 114700 Progress: 11.5% Elapsed: 1 day, 2:15:46 Gen_loss: 1.663 Dis_loss: 0.9273 Cls_loss: N/A Topk: N/A ada_p: 0.1286
[INFO] 2021-10-17 15:38:43 > Step: 114800 Progress: 11.5% Elapsed: 1 day, 2:16:48 Gen_loss: 1.582 Dis_loss: 0.4968 Cls_loss: N/A Topk: N/A ada_p: 0.1245
[INFO] 2021-10-17 15:39:55 > Step: 114900 Progress: 11.5% Elapsed: 1 day, 2:18:00 Gen_loss: 1.166 Dis_loss: 0.8963 Cls_loss: N/A Topk: N/A ada_p: 0.1249
[INFO] 2021-10-17 15:40:57 > Step: 115000 Progress: 11.5% Elapsed: 1 day, 2:19:02 Gen_loss: 1.886 Dis_loss: 0.8312 Cls_loss: N/A Topk: N/A ada_p: 0.1283
[INFO] 2021-10-17 15:41:59 > Step: 115100 Progress: 11.5% Elapsed: 1 day, 2:20:04 Gen_loss: 1.686 Dis_loss: 0.8062 Cls_loss: N/A Topk: N/A ada_p: 0.1308
[INFO] 2021-10-17 15:43:01 > Step: 115200 Progress: 11.5% Elapsed: 1 day, 2:21:06 Gen_loss: 2.225 Dis_loss: 1.22 Cls_loss: N/A Topk: N/A ada_p: 0.1303
[INFO] 2021-10-17 15:44:04 > Step: 115300 Progress: 11.5% Elapsed: 1 day, 2:22:08 Gen_loss: 1.719 Dis_loss: 0.9286 Cls_loss: N/A Topk: N/A ada_p: 0.132
[INFO] 2021-10-17 15:45:06 > Step: 115400 Progress: 11.5% Elapsed: 1 day, 2:23:11 Gen_loss: 1.854 Dis_loss: 0.797 Cls_loss: N/A Topk: N/A ada_p: 0.1271
[INFO] 2021-10-17 15:46:09 > Step: 115500 Progress: 11.6% Elapsed: 1 day, 2:24:14 Gen_loss: 1.364 Dis_loss: 0.6645 Cls_loss: N/A Topk: N/A ada_p: 0.123
[INFO] 2021-10-17 15:47:22 > Step: 115600 Progress: 11.6% Elapsed: 1 day, 2:25:27 Gen_loss: 1.56 Dis_loss: 1.511 Cls_loss: N/A Topk: N/A ada_p: 0.1217
[INFO] 2021-10-17 15:48:24 > Step: 115700 Progress: 11.6% Elapsed: 1 day, 2:26:28 Gen_loss: 0.7536 Dis_loss: 1.056 Cls_loss: N/A Topk: N/A ada_p: 0.1267
[INFO] 2021-10-17 15:49:26 > Step: 115800 Progress: 11.6% Elapsed: 1 day, 2:27:31 Gen_loss: 1.442 Dis_loss: 0.8268 Cls_loss: N/A Topk: N/A ada_p: 0.1298
[INFO] 2021-10-17 15:50:28 > Step: 115900 Progress: 11.6% Elapsed: 1 day, 2:28:33 Gen_loss: 1.228 Dis_loss: 0.9509 Cls_loss: N/A Topk: N/A ada_p: 0.1326
[INFO] 2021-10-17 15:51:30 > Step: 116000 Progress: 11.6% Elapsed: 1 day, 2:29:35 Gen_loss: 0.5473 Dis_loss: 0.9268 Cls_loss: N/A Topk: N/A ada_p: 0.1324
[INFO] 2021-10-17 15:52:32 > Step: 116100 Progress: 11.6% Elapsed: 1 day, 2:30:37 Gen_loss: 1.185 Dis_loss: 0.8734 Cls_loss: N/A Topk: N/A ada_p: 0.1307
[INFO] 2021-10-17 15:53:34 > Step: 116200 Progress: 11.6% Elapsed: 1 day, 2:31:39 Gen_loss: 1.628 Dis_loss: 1.142 Cls_loss: N/A Topk: N/A ada_p: 0.1258
[INFO] 2021-10-17 15:54:37 > Step: 116300 Progress: 11.6% Elapsed: 1 day, 2:32:41 Gen_loss: 0.9381 Dis_loss: 1.089 Cls_loss: N/A Topk: N/A ada_p: 0.1243
[INFO] 2021-10-17 15:55:49 > Step: 116400 Progress: 11.6% Elapsed: 1 day, 2:33:54 Gen_loss: 1.199 Dis_loss: 0.9348 Cls_loss: N/A Topk: N/A ada_p: 0.1284
[INFO] 2021-10-17 15:56:52 > Step: 116500 Progress: 11.7% Elapsed: 1 day, 2:34:56 Gen_loss: 1.528 Dis_loss: 0.7701 Cls_loss: N/A Topk: N/A ada_p: 0.1288
[INFO] 2021-10-17 15:57:54 > Step: 116600 Progress: 11.7% Elapsed: 1 day, 2:35:58 Gen_loss: 0.8125 Dis_loss: 0.8687 Cls_loss: N/A Topk: N/A ada_p: 0.1254
[INFO] 2021-10-17 15:58:56 > Step: 116700 Progress: 11.7% Elapsed: 1 day, 2:37:01 Gen_loss: 1.526 Dis_loss: 0.5615 Cls_loss: N/A Topk: N/A ada_p: 0.1257
[INFO] 2021-10-17 15:59:59 > Step: 116800 Progress: 11.7% Elapsed: 1 day, 2:38:04 Gen_loss: 1.942 Dis_loss: 1.088 Cls_loss: N/A Topk: N/A ada_p: 0.1272
[INFO] 2021-10-17 16:01:01 > Step: 116900 Progress: 11.7% Elapsed: 1 day, 2:39:06 Gen_loss: 1.731 Dis_loss: 0.9981 Cls_loss: N/A Topk: N/A ada_p: 0.1281
[INFO] 2021-10-17 16:02:03 > Step: 117000 Progress: 11.7% Elapsed: 1 day, 2:40:08 Gen_loss: 0.9606 Dis_loss: 1.176 Cls_loss: N/A Topk: N/A ada_p: 0.1307
[INFO] 2021-10-17 16:03:05 > Step: 117100 Progress: 11.7% Elapsed: 1 day, 2:41:09 Gen_loss: 1.151 Dis_loss: 0.7585 Cls_loss: N/A Topk: N/A ada_p: 0.1289
[INFO] 2021-10-17 16:04:17 > Step: 117200 Progress: 11.7% Elapsed: 1 day, 2:42:22 Gen_loss: 0.7822 Dis_loss: 0.8104 Cls_loss: N/A Topk: N/A ada_p: 0.1307
[INFO] 2021-10-17 16:05:20 > Step: 117300 Progress: 11.7% Elapsed: 1 day, 2:43:24 Gen_loss: 2.007 Dis_loss: 1.12 Cls_loss: N/A Topk: N/A ada_p: 0.1347
[INFO] 2021-10-17 16:06:22 > Step: 117400 Progress: 11.7% Elapsed: 1 day, 2:44:27 Gen_loss: 1.352 Dis_loss: 0.9179 Cls_loss: N/A Topk: N/A ada_p: 0.1329
[INFO] 2021-10-17 16:07:24 > Step: 117500 Progress: 11.8% Elapsed: 1 day, 2:45:29 Gen_loss: 1.782 Dis_loss: 0.7511 Cls_loss: N/A Topk: N/A ada_p: 0.1341
[INFO] 2021-10-17 16:08:26 > Step: 117600 Progress: 11.8% Elapsed: 1 day, 2:46:31 Gen_loss: 0.959 Dis_loss: 0.8752 Cls_loss: N/A Topk: N/A ada_p: 0.1318
[INFO] 2021-10-17 16:09:28 > Step: 117700 Progress: 11.8% Elapsed: 1 day, 2:47:33 Gen_loss: 1.457 Dis_loss: 0.817 Cls_loss: N/A Topk: N/A ada_p: 0.1302
[INFO] 2021-10-17 16:10:30 > Step: 117800 Progress: 11.8% Elapsed: 1 day, 2:48:35 Gen_loss: 1.908 Dis_loss: 0.5812 Cls_loss: N/A Topk: N/A ada_p: 0.1353
[INFO] 2021-10-17 16:11:32 > Step: 117900 Progress: 11.8% Elapsed: 1 day, 2:49:37 Gen_loss: 1.457 Dis_loss: 0.883 Cls_loss: N/A Topk: N/A ada_p: 0.135
[INFO] 2021-10-17 16:12:44 > Step: 118000 Progress: 11.8% Elapsed: 1 day, 2:50:49 Gen_loss: 1.383 Dis_loss: 0.611 Cls_loss: N/A Topk: N/A ada_p: 0.1358
[INFO] 2021-10-17 16:13:46 > Step: 118100 Progress: 11.8% Elapsed: 1 day, 2:51:51 Gen_loss: 1.293 Dis_loss: 1.072 Cls_loss: N/A Topk: N/A ada_p: 0.1354
[INFO] 2021-10-17 16:14:48 > Step: 118200 Progress: 11.8% Elapsed: 1 day, 2:52:53 Gen_loss: 1.628 Dis_loss: 0.8976 Cls_loss: N/A Topk: N/A ada_p: 0.1349
[INFO] 2021-10-17 16:15:50 > Step: 118300 Progress: 11.8% Elapsed: 1 day, 2:53:55 Gen_loss: 1.53 Dis_loss: 1.19 Cls_loss: N/A Topk: N/A ada_p: 0.1331
[INFO] 2021-10-17 16:16:52 > Step: 118400 Progress: 11.8% Elapsed: 1 day, 2:54:57 Gen_loss: 1.752 Dis_loss: 1.113 Cls_loss: N/A Topk: N/A ada_p: 0.1306
[INFO] 2021-10-17 16:17:54 > Step: 118500 Progress: 11.8% Elapsed: 1 day, 2:55:59 Gen_loss: 1.437 Dis_loss: 0.6517 Cls_loss: N/A Topk: N/A ada_p: 0.1332
[INFO] 2021-10-17 16:18:56 > Step: 118600 Progress: 11.9% Elapsed: 1 day, 2:57:01 Gen_loss: 2.0 Dis_loss: 0.8276 Cls_loss: N/A Topk: N/A ada_p: 0.1361
[INFO] 2021-10-17 16:19:58 > Step: 118700 Progress: 11.9% Elapsed: 1 day, 2:58:03 Gen_loss: 1.3 Dis_loss: 0.7821 Cls_loss: N/A Topk: N/A ada_p: 0.1343
[INFO] 2021-10-17 16:21:10 > Step: 118800 Progress: 11.9% Elapsed: 1 day, 2:59:15 Gen_loss: 1.214 Dis_loss: 0.8727 Cls_loss: N/A Topk: N/A ada_p: 0.1353
[INFO] 2021-10-17 16:22:13 > Step: 118900 Progress: 11.9% Elapsed: 1 day, 3:00:17 Gen_loss: 1.271 Dis_loss: 0.9169 Cls_loss: N/A Topk: N/A ada_p: 0.1339
[INFO] 2021-10-17 16:23:15 > Step: 119000 Progress: 11.9% Elapsed: 1 day, 3:01:19 Gen_loss: 1.499 Dis_loss: 0.784 Cls_loss: N/A Topk: N/A ada_p: 0.1316
[INFO] 2021-10-17 16:24:17 > Step: 119100 Progress: 11.9% Elapsed: 1 day, 3:02:21 Gen_loss: 1.723 Dis_loss: 0.8548 Cls_loss: N/A Topk: N/A ada_p: 0.129
[INFO] 2021-10-17 16:25:18 > Step: 119200 Progress: 11.9% Elapsed: 1 day, 3:03:23 Gen_loss: 1.248 Dis_loss: 0.7603 Cls_loss: N/A Topk: N/A ada_p: 0.1285
[INFO] 2021-10-17 16:26:21 > Step: 119300 Progress: 11.9% Elapsed: 1 day, 3:04:25 Gen_loss: 1.719 Dis_loss: 0.8851 Cls_loss: N/A Topk: N/A ada_p: 0.1304
[INFO] 2021-10-17 16:27:23 > Step: 119400 Progress: 11.9% Elapsed: 1 day, 3:05:27 Gen_loss: 0.3458 Dis_loss: 1.509 Cls_loss: N/A Topk: N/A ada_p: 0.1335
[INFO] 2021-10-17 16:28:35 > Step: 119500 Progress: 11.9% Elapsed: 1 day, 3:06:40 Gen_loss: 1.033 Dis_loss: 0.6769 Cls_loss: N/A Topk: N/A ada_p: 0.1345
[INFO] 2021-10-17 16:29:37 > Step: 119600 Progress: 12.0% Elapsed: 1 day, 3:07:42 Gen_loss: 0.423 Dis_loss: 1.299 Cls_loss: N/A Topk: N/A ada_p: 0.135
[INFO] 2021-10-17 16:30:39 > Step: 119700 Progress: 12.0% Elapsed: 1 day, 3:08:44 Gen_loss: 1.25 Dis_loss: 0.7924 Cls_loss: N/A Topk: N/A ada_p: 0.1362
[INFO] 2021-10-17 16:31:42 > Step: 119800 Progress: 12.0% Elapsed: 1 day, 3:09:46 Gen_loss: 1.214 Dis_loss: 1.114 Cls_loss: N/A Topk: N/A ada_p: 0.1377
[INFO] 2021-10-17 16:32:43 > Step: 119900 Progress: 12.0% Elapsed: 1 day, 3:10:48 Gen_loss: 1.974 Dis_loss: 1.632 Cls_loss: N/A Topk: N/A ada_p: 0.1336
[INFO] 2021-10-17 16:33:46 > Step: 120000 Progress: 12.0% Elapsed: 1 day, 3:11:50 Gen_loss: 1.428 Dis_loss: 0.9737 Cls_loss: N/A Topk: N/A ada_p: 0.1318
[INFO] 2021-10-17 16:33:46 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-17 16:33:46 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_120000.png
[INFO] 2021-10-17 16:33:46 > Start Evaluation (120000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-17 16:33:46 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-17 16:39:15 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-17 16:44:53 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-17 17:14:57 > Inception score (Step: 120000, 50000 generated images): 9.834147453308105
[INFO] 2021-10-17 17:14:57 > FID score (Step: 120000, Using train moments): 4.366103594926017
[INFO] 2021-10-17 17:14:57 > Improved Precision (Step: 120000, Using train images): 0.7221
[INFO] 2021-10-17 17:14:57 > Improved Recall (Step: 120000, Using train images): 0.64144
[INFO] 2021-10-17 17:14:57 > Density (Step: 120000, Using train images): 0.975948
[INFO] 2021-10-17 17:14:57 > Coverage (Step: 120000, Using train images): 0.87092
[INFO] 2021-10-17 17:14:57 > Best FID score (Step: 120000, Using train moments): 4.366103594926017
[INFO] 2021-10-17 17:15:21 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-17 17:16:22 > Step: 120100 Progress: 12.0% Elapsed: 1 day, 3:54:26 Gen_loss: 1.655 Dis_loss: 0.8738 Cls_loss: N/A Topk: N/A ada_p: 0.1315
[INFO] 2021-10-17 17:17:23 > Step: 120200 Progress: 12.0% Elapsed: 1 day, 3:55:28 Gen_loss: 1.261 Dis_loss: 0.6958 Cls_loss: N/A Topk: N/A ada_p: 0.1297
[INFO] 2021-10-17 17:18:42 > Step: 120300 Progress: 12.0% Elapsed: 1 day, 3:56:47 Gen_loss: 2.028 Dis_loss: 0.5762 Cls_loss: N/A Topk: N/A ada_p: 0.1312
[INFO] 2021-10-17 17:19:44 > Step: 120400 Progress: 12.0% Elapsed: 1 day, 3:57:48 Gen_loss: 1.615 Dis_loss: 0.7948 Cls_loss: N/A Topk: N/A ada_p: 0.1304
[INFO] 2021-10-17 17:20:46 > Step: 120500 Progress: 12.0% Elapsed: 1 day, 3:58:51 Gen_loss: 1.81 Dis_loss: 1.255 Cls_loss: N/A Topk: N/A ada_p: 0.129
[INFO] 2021-10-17 17:21:48 > Step: 120600 Progress: 12.1% Elapsed: 1 day, 3:59:53 Gen_loss: 1.501 Dis_loss: 0.8977 Cls_loss: N/A Topk: N/A ada_p: 0.1293
[INFO] 2021-10-17 17:22:50 > Step: 120700 Progress: 12.1% Elapsed: 1 day, 4:00:55 Gen_loss: 1.222 Dis_loss: 0.8751 Cls_loss: N/A Topk: N/A ada_p: 0.1344
[INFO] 2021-10-17 17:23:53 > Step: 120800 Progress: 12.1% Elapsed: 1 day, 4:01:57 Gen_loss: 1.957 Dis_loss: 0.7597 Cls_loss: N/A Topk: N/A ada_p: 0.1362
[INFO] 2021-10-17 17:24:55 > Step: 120900 Progress: 12.1% Elapsed: 1 day, 4:03:00 Gen_loss: 1.597 Dis_loss: 0.5384 Cls_loss: N/A Topk: N/A ada_p: 0.1356
[INFO] 2021-10-17 17:25:57 > Step: 121000 Progress: 12.1% Elapsed: 1 day, 4:04:02 Gen_loss: 1.239 Dis_loss: 0.8681 Cls_loss: N/A Topk: N/A ada_p: 0.1317
[INFO] 2021-10-17 17:27:10 > Step: 121100 Progress: 12.1% Elapsed: 1 day, 4:05:14 Gen_loss: 1.028 Dis_loss: 1.031 Cls_loss: N/A Topk: N/A ada_p: 0.1335
[INFO] 2021-10-17 17:28:12 > Step: 121200 Progress: 12.1% Elapsed: 1 day, 4:06:16 Gen_loss: 0.9931 Dis_loss: 0.6978 Cls_loss: N/A Topk: N/A ada_p: 0.133
[INFO] 2021-10-17 17:29:14 > Step: 121300 Progress: 12.1% Elapsed: 1 day, 4:07:19 Gen_loss: 1.745 Dis_loss: 0.7051 Cls_loss: N/A Topk: N/A ada_p: 0.1331
[INFO] 2021-10-17 17:30:16 > Step: 121400 Progress: 12.1% Elapsed: 1 day, 4:08:21 Gen_loss: 1.333 Dis_loss: 0.6896 Cls_loss: N/A Topk: N/A ada_p: 0.1283
[INFO] 2021-10-17 17:31:18 > Step: 121500 Progress: 12.2% Elapsed: 1 day, 4:09:23 Gen_loss: 1.377 Dis_loss: 0.9186 Cls_loss: N/A Topk: N/A ada_p: 0.1239
[INFO] 2021-10-17 17:32:20 > Step: 121600 Progress: 12.2% Elapsed: 1 day, 4:10:25 Gen_loss: 1.077 Dis_loss: 0.5981 Cls_loss: N/A Topk: N/A ada_p: 0.1257
[INFO] 2021-10-17 17:33:22 > Step: 121700 Progress: 12.2% Elapsed: 1 day, 4:11:27 Gen_loss: 1.398 Dis_loss: 0.8496 Cls_loss: N/A Topk: N/A ada_p: 0.1284
[INFO] 2021-10-17 17:34:24 > Step: 121800 Progress: 12.2% Elapsed: 1 day, 4:12:29 Gen_loss: 0.8411 Dis_loss: 0.7288 Cls_loss: N/A Topk: N/A ada_p: 0.1304
[INFO] 2021-10-17 17:35:36 > Step: 121900 Progress: 12.2% Elapsed: 1 day, 4:13:41 Gen_loss: 1.152 Dis_loss: 0.8144 Cls_loss: N/A Topk: N/A ada_p: 0.1325
[INFO] 2021-10-17 17:36:38 > Step: 122000 Progress: 12.2% Elapsed: 1 day, 4:14:43 Gen_loss: 0.8479 Dis_loss: 0.7373 Cls_loss: N/A Topk: N/A ada_p: 0.1384
[INFO] 2021-10-17 17:37:41 > Step: 122100 Progress: 12.2% Elapsed: 1 day, 4:15:46 Gen_loss: 1.115 Dis_loss: 1.099 Cls_loss: N/A Topk: N/A ada_p: 0.138
[INFO] 2021-10-17 17:38:43 > Step: 122200 Progress: 12.2% Elapsed: 1 day, 4:16:48 Gen_loss: 0.8253 Dis_loss: 0.8754 Cls_loss: N/A Topk: N/A ada_p: 0.1405
[INFO] 2021-10-17 17:39:45 > Step: 122300 Progress: 12.2% Elapsed: 1 day, 4:17:50 Gen_loss: 1.453 Dis_loss: 1.005 Cls_loss: N/A Topk: N/A ada_p: 0.139
[INFO] 2021-10-17 17:40:47 > Step: 122400 Progress: 12.2% Elapsed: 1 day, 4:18:52 Gen_loss: 0.9719 Dis_loss: 1.085 Cls_loss: N/A Topk: N/A ada_p: 0.1352
[INFO] 2021-10-17 17:41:49 > Step: 122500 Progress: 12.2% Elapsed: 1 day, 4:19:54 Gen_loss: 1.561 Dis_loss: 0.8677 Cls_loss: N/A Topk: N/A ada_p: 0.1332
[INFO] 2021-10-17 17:42:51 > Step: 122600 Progress: 12.3% Elapsed: 1 day, 4:20:56 Gen_loss: 1.453 Dis_loss: 0.6509 Cls_loss: N/A Topk: N/A ada_p: 0.1363
[INFO] 2021-10-17 17:44:04 > Step: 122700 Progress: 12.3% Elapsed: 1 day, 4:22:08 Gen_loss: 2.488 Dis_loss: 1.47 Cls_loss: N/A Topk: N/A ada_p: 0.1381
[INFO] 2021-10-17 17:45:06 > Step: 122800 Progress: 12.3% Elapsed: 1 day, 4:23:11 Gen_loss: 0.6279 Dis_loss: 0.9713 Cls_loss: N/A Topk: N/A ada_p: 0.1373
[INFO] 2021-10-17 17:46:08 > Step: 122900 Progress: 12.3% Elapsed: 1 day, 4:24:13 Gen_loss: 1.072 Dis_loss: 1.059 Cls_loss: N/A Topk: N/A ada_p: 0.14
[INFO] 2021-10-17 17:47:10 > Step: 123000 Progress: 12.3% Elapsed: 1 day, 4:25:15 Gen_loss: 1.364 Dis_loss: 0.8225 Cls_loss: N/A Topk: N/A ada_p: 0.1418
[INFO] 2021-10-17 17:48:13 > Step: 123100 Progress: 12.3% Elapsed: 1 day, 4:26:17 Gen_loss: 1.976 Dis_loss: 1.195 Cls_loss: N/A Topk: N/A ada_p: 0.1382
[INFO] 2021-10-17 17:49:15 > Step: 123200 Progress: 12.3% Elapsed: 1 day, 4:27:19 Gen_loss: 1.004 Dis_loss: 0.7685 Cls_loss: N/A Topk: N/A ada_p: 0.1382
[INFO] 2021-10-17 17:50:17 > Step: 123300 Progress: 12.3% Elapsed: 1 day, 4:28:22 Gen_loss: 1.355 Dis_loss: 0.739 Cls_loss: N/A Topk: N/A ada_p: 0.1394
[INFO] 2021-10-17 17:51:29 > Step: 123400 Progress: 12.3% Elapsed: 1 day, 4:29:34 Gen_loss: 1.103 Dis_loss: 0.8005 Cls_loss: N/A Topk: N/A ada_p: 0.1376
[INFO] 2021-10-17 17:52:31 > Step: 123500 Progress: 12.3% Elapsed: 1 day, 4:30:36 Gen_loss: 0.4952 Dis_loss: 1.324 Cls_loss: N/A Topk: N/A ada_p: 0.1391
[INFO] 2021-10-17 17:53:33 > Step: 123600 Progress: 12.4% Elapsed: 1 day, 4:31:38 Gen_loss: 1.298 Dis_loss: 0.8551 Cls_loss: N/A Topk: N/A ada_p: 0.1404
[INFO] 2021-10-17 17:54:36 > Step: 123700 Progress: 12.4% Elapsed: 1 day, 4:32:40 Gen_loss: 1.545 Dis_loss: 1.178 Cls_loss: N/A Topk: N/A ada_p: 0.1393
[INFO] 2021-10-17 17:55:38 > Step: 123800 Progress: 12.4% Elapsed: 1 day, 4:33:42 Gen_loss: 1.389 Dis_loss: 0.5212 Cls_loss: N/A Topk: N/A ada_p: 0.1416
[INFO] 2021-10-17 17:56:40 > Step: 123900 Progress: 12.4% Elapsed: 1 day, 4:34:44 Gen_loss: 2.01 Dis_loss: 0.9333 Cls_loss: N/A Topk: N/A ada_p: 0.1462
[INFO] 2021-10-17 17:57:42 > Step: 124000 Progress: 12.4% Elapsed: 1 day, 4:35:46 Gen_loss: 1.074 Dis_loss: 0.884 Cls_loss: N/A Topk: N/A ada_p: 0.1477
[INFO] 2021-10-17 17:58:44 > Step: 124100 Progress: 12.4% Elapsed: 1 day, 4:36:49 Gen_loss: 1.205 Dis_loss: 0.8213 Cls_loss: N/A Topk: N/A ada_p: 0.146
[INFO] 2021-10-17 17:59:56 > Step: 124200 Progress: 12.4% Elapsed: 1 day, 4:38:01 Gen_loss: 1.946 Dis_loss: 1.06 Cls_loss: N/A Topk: N/A ada_p: 0.1435
[INFO] 2021-10-17 18:00:58 > Step: 124300 Progress: 12.4% Elapsed: 1 day, 4:39:02 Gen_loss: 1.039 Dis_loss: 1.189 Cls_loss: N/A Topk: N/A ada_p: 0.1412
[INFO] 2021-10-17 18:02:00 > Step: 124400 Progress: 12.4% Elapsed: 1 day, 4:40:05 Gen_loss: 1.236 Dis_loss: 0.9468 Cls_loss: N/A Topk: N/A ada_p: 0.1412
[INFO] 2021-10-17 18:03:02 > Step: 124500 Progress: 12.4% Elapsed: 1 day, 4:41:07 Gen_loss: 1.85 Dis_loss: 1.144 Cls_loss: N/A Topk: N/A ada_p: 0.1421
[INFO] 2021-10-17 18:04:04 > Step: 124600 Progress: 12.5% Elapsed: 1 day, 4:42:09 Gen_loss: 1.091 Dis_loss: 1.136 Cls_loss: N/A Topk: N/A ada_p: 0.1431
[INFO] 2021-10-17 18:05:07 > Step: 124700 Progress: 12.5% Elapsed: 1 day, 4:43:11 Gen_loss: 1.334 Dis_loss: 0.9857 Cls_loss: N/A Topk: N/A ada_p: 0.1421
[INFO] 2021-10-17 18:06:09 > Step: 124800 Progress: 12.5% Elapsed: 1 day, 4:44:13 Gen_loss: 1.902 Dis_loss: 1.202 Cls_loss: N/A Topk: N/A ada_p: 0.1408
[INFO] 2021-10-17 18:07:11 > Step: 124900 Progress: 12.5% Elapsed: 1 day, 4:45:16 Gen_loss: 1.191 Dis_loss: 0.9431 Cls_loss: N/A Topk: N/A ada_p: 0.1379
[INFO] 2021-10-17 18:08:23 > Step: 125000 Progress: 12.5% Elapsed: 1 day, 4:46:28 Gen_loss: 1.37 Dis_loss: 0.9193 Cls_loss: N/A Topk: N/A ada_p: 0.1402
[INFO] 2021-10-17 18:09:25 > Step: 125100 Progress: 12.5% Elapsed: 1 day, 4:47:30 Gen_loss: 0.8856 Dis_loss: 1.226 Cls_loss: N/A Topk: N/A ada_p: 0.1414
[INFO] 2021-10-17 18:10:27 > Step: 125200 Progress: 12.5% Elapsed: 1 day, 4:48:32 Gen_loss: 1.587 Dis_loss: 1.155 Cls_loss: N/A Topk: N/A ada_p: 0.1402
[INFO] 2021-10-17 18:11:30 > Step: 125300 Progress: 12.5% Elapsed: 1 day, 4:49:34 Gen_loss: 0.7509 Dis_loss: 1.593 Cls_loss: N/A Topk: N/A ada_p: 0.137
[INFO] 2021-10-17 18:12:32 > Step: 125400 Progress: 12.5% Elapsed: 1 day, 4:50:36 Gen_loss: 1.137 Dis_loss: 0.8251 Cls_loss: N/A Topk: N/A ada_p: 0.1405
[INFO] 2021-10-17 18:13:34 > Step: 125500 Progress: 12.6% Elapsed: 1 day, 4:51:38 Gen_loss: 1.42 Dis_loss: 0.9758 Cls_loss: N/A Topk: N/A ada_p: 0.1382
[INFO] 2021-10-17 18:14:36 > Step: 125600 Progress: 12.6% Elapsed: 1 day, 4:52:40 Gen_loss: 1.003 Dis_loss: 0.6729 Cls_loss: N/A Topk: N/A ada_p: 0.1413
[INFO] 2021-10-17 18:15:38 > Step: 125700 Progress: 12.6% Elapsed: 1 day, 4:53:42 Gen_loss: 2.073 Dis_loss: 0.8853 Cls_loss: N/A Topk: N/A ada_p: 0.142
[INFO] 2021-10-17 18:16:50 > Step: 125800 Progress: 12.6% Elapsed: 1 day, 4:54:55 Gen_loss: 1.75 Dis_loss: 0.8683 Cls_loss: N/A Topk: N/A ada_p: 0.1391
[INFO] 2021-10-17 18:17:52 > Step: 125900 Progress: 12.6% Elapsed: 1 day, 4:55:57 Gen_loss: 1.418 Dis_loss: 0.9776 Cls_loss: N/A Topk: N/A ada_p: 0.1399
[INFO] 2021-10-17 18:18:55 > Step: 126000 Progress: 12.6% Elapsed: 1 day, 4:56:59 Gen_loss: 1.863 Dis_loss: 0.81 Cls_loss: N/A Topk: N/A ada_p: 0.1414
[INFO] 2021-10-17 18:19:57 > Step: 126100 Progress: 12.6% Elapsed: 1 day, 4:58:01 Gen_loss: 1.345 Dis_loss: 1.068 Cls_loss: N/A Topk: N/A ada_p: 0.1411
[INFO] 2021-10-17 18:20:59 > Step: 126200 Progress: 12.6% Elapsed: 1 day, 4:59:03 Gen_loss: 1.512 Dis_loss: 1.046 Cls_loss: N/A Topk: N/A ada_p: 0.1405
[INFO] 2021-10-17 18:22:01 > Step: 126300 Progress: 12.6% Elapsed: 1 day, 5:00:06 Gen_loss: 1.313 Dis_loss: 0.8058 Cls_loss: N/A Topk: N/A ada_p: 0.1385
[INFO] 2021-10-17 18:23:03 > Step: 126400 Progress: 12.6% Elapsed: 1 day, 5:01:08 Gen_loss: 0.9206 Dis_loss: 0.7726 Cls_loss: N/A Topk: N/A ada_p: 0.139
[INFO] 2021-10-17 18:24:05 > Step: 126500 Progress: 12.7% Elapsed: 1 day, 5:02:10 Gen_loss: 1.665 Dis_loss: 0.861 Cls_loss: N/A Topk: N/A ada_p: 0.1366
[INFO] 2021-10-17 18:25:17 > Step: 126600 Progress: 12.7% Elapsed: 1 day, 5:03:22 Gen_loss: 1.319 Dis_loss: 0.9237 Cls_loss: N/A Topk: N/A ada_p: 0.1381
[INFO] 2021-10-17 18:26:19 > Step: 126700 Progress: 12.7% Elapsed: 1 day, 5:04:24 Gen_loss: 1.895 Dis_loss: 1.214 Cls_loss: N/A Topk: N/A ada_p: 0.1376
[INFO] 2021-10-17 18:27:21 > Step: 126800 Progress: 12.7% Elapsed: 1 day, 5:05:26 Gen_loss: 1.633 Dis_loss: 1.156 Cls_loss: N/A Topk: N/A ada_p: 0.1384
[INFO] 2021-10-17 18:28:24 > Step: 126900 Progress: 12.7% Elapsed: 1 day, 5:06:28 Gen_loss: 1.754 Dis_loss: 0.9519 Cls_loss: N/A Topk: N/A ada_p: 0.1367
[INFO] 2021-10-17 18:29:26 > Step: 127000 Progress: 12.7% Elapsed: 1 day, 5:07:30 Gen_loss: 1.406 Dis_loss: 0.8209 Cls_loss: N/A Topk: N/A ada_p: 0.1354
[INFO] 2021-10-17 18:30:27 > Step: 127100 Progress: 12.7% Elapsed: 1 day, 5:08:32 Gen_loss: 1.153 Dis_loss: 0.8974 Cls_loss: N/A Topk: N/A ada_p: 0.1324
[INFO] 2021-10-17 18:31:30 > Step: 127200 Progress: 12.7% Elapsed: 1 day, 5:09:34 Gen_loss: 1.529 Dis_loss: 0.6072 Cls_loss: N/A Topk: N/A ada_p: 0.1311
[INFO] 2021-10-17 18:32:32 > Step: 127300 Progress: 12.7% Elapsed: 1 day, 5:10:36 Gen_loss: 1.503 Dis_loss: 0.7319 Cls_loss: N/A Topk: N/A ada_p: 0.1315
[INFO] 2021-10-17 18:33:44 > Step: 127400 Progress: 12.7% Elapsed: 1 day, 5:11:48 Gen_loss: 1.052 Dis_loss: 0.9212 Cls_loss: N/A Topk: N/A ada_p: 0.1332
[INFO] 2021-10-17 18:34:46 > Step: 127500 Progress: 12.8% Elapsed: 1 day, 5:12:51 Gen_loss: 0.4283 Dis_loss: 0.9213 Cls_loss: N/A Topk: N/A ada_p: 0.1302
[INFO] 2021-10-17 18:35:48 > Step: 127600 Progress: 12.8% Elapsed: 1 day, 5:13:53 Gen_loss: 1.204 Dis_loss: 0.7871 Cls_loss: N/A Topk: N/A ada_p: 0.1322
[INFO] 2021-10-17 18:36:50 > Step: 127700 Progress: 12.8% Elapsed: 1 day, 5:14:55 Gen_loss: 1.966 Dis_loss: 0.7697 Cls_loss: N/A Topk: N/A ada_p: 0.1405
[INFO] 2021-10-17 18:37:52 > Step: 127800 Progress: 12.8% Elapsed: 1 day, 5:15:57 Gen_loss: 1.134 Dis_loss: 1.189 Cls_loss: N/A Topk: N/A ada_p: 0.1423
[INFO] 2021-10-17 18:38:54 > Step: 127900 Progress: 12.8% Elapsed: 1 day, 5:16:59 Gen_loss: 1.256 Dis_loss: 0.6854 Cls_loss: N/A Topk: N/A ada_p: 0.1354
[INFO] 2021-10-17 18:39:56 > Step: 128000 Progress: 12.8% Elapsed: 1 day, 5:18:01 Gen_loss: 1.903 Dis_loss: 0.9735 Cls_loss: N/A Topk: N/A ada_p: 0.1344
[INFO] 2021-10-17 18:41:09 > Step: 128100 Progress: 12.8% Elapsed: 1 day, 5:19:13 Gen_loss: 1.226 Dis_loss: 0.8819 Cls_loss: N/A Topk: N/A ada_p: 0.1338
[INFO] 2021-10-17 18:42:11 > Step: 128200 Progress: 12.8% Elapsed: 1 day, 5:20:15 Gen_loss: 1.177 Dis_loss: 1.105 Cls_loss: N/A Topk: N/A ada_p: 0.1317
[INFO] 2021-10-17 18:43:13 > Step: 128300 Progress: 12.8% Elapsed: 1 day, 5:21:17 Gen_loss: 1.924 Dis_loss: 0.885 Cls_loss: N/A Topk: N/A ada_p: 0.1361
[INFO] 2021-10-17 18:44:15 > Step: 128400 Progress: 12.8% Elapsed: 1 day, 5:22:20 Gen_loss: 1.446 Dis_loss: 0.7835 Cls_loss: N/A Topk: N/A ada_p: 0.1376
[INFO] 2021-10-17 18:45:17 > Step: 128500 Progress: 12.8% Elapsed: 1 day, 5:23:22 Gen_loss: 1.176 Dis_loss: 1.118 Cls_loss: N/A Topk: N/A ada_p: 0.1375
[INFO] 2021-10-17 18:46:19 > Step: 128600 Progress: 12.9% Elapsed: 1 day, 5:24:24 Gen_loss: 1.346 Dis_loss: 0.9779 Cls_loss: N/A Topk: N/A ada_p: 0.1339
[INFO] 2021-10-17 18:47:22 > Step: 128700 Progress: 12.9% Elapsed: 1 day, 5:25:26 Gen_loss: 1.308 Dis_loss: 0.8664 Cls_loss: N/A Topk: N/A ada_p: 0.1326
[INFO] 2021-10-17 18:48:24 > Step: 128800 Progress: 12.9% Elapsed: 1 day, 5:26:28 Gen_loss: 1.979 Dis_loss: 0.8435 Cls_loss: N/A Topk: N/A ada_p: 0.1298
[INFO] 2021-10-17 18:49:37 > Step: 128900 Progress: 12.9% Elapsed: 1 day, 5:27:41 Gen_loss: 1.681 Dis_loss: 0.8524 Cls_loss: N/A Topk: N/A ada_p: 0.1307
[INFO] 2021-10-17 18:50:39 > Step: 129000 Progress: 12.9% Elapsed: 1 day, 5:28:44 Gen_loss: 1.208 Dis_loss: 0.8233 Cls_loss: N/A Topk: N/A ada_p: 0.1304
[INFO] 2021-10-17 18:51:42 > Step: 129100 Progress: 12.9% Elapsed: 1 day, 5:29:47 Gen_loss: 1.41 Dis_loss: 1.018 Cls_loss: N/A Topk: N/A ada_p: 0.1348
[INFO] 2021-10-17 18:52:44 > Step: 129200 Progress: 12.9% Elapsed: 1 day, 5:30:49 Gen_loss: 1.333 Dis_loss: 0.7498 Cls_loss: N/A Topk: N/A ada_p: 0.1376
[INFO] 2021-10-17 18:53:47 > Step: 129300 Progress: 12.9% Elapsed: 1 day, 5:31:51 Gen_loss: 0.9791 Dis_loss: 0.8366 Cls_loss: N/A Topk: N/A ada_p: 0.1336
[INFO] 2021-10-17 18:54:51 > Step: 129400 Progress: 12.9% Elapsed: 1 day, 5:32:56 Gen_loss: 1.116 Dis_loss: 1.109 Cls_loss: N/A Topk: N/A ada_p: 0.1377
[INFO] 2021-10-17 18:55:54 > Step: 129500 Progress: 13.0% Elapsed: 1 day, 5:33:59 Gen_loss: 1.319 Dis_loss: 0.6392 Cls_loss: N/A Topk: N/A ada_p: 0.1375
[INFO] 2021-10-17 18:56:56 > Step: 129600 Progress: 13.0% Elapsed: 1 day, 5:35:01 Gen_loss: 1.947 Dis_loss: 0.8415 Cls_loss: N/A Topk: N/A ada_p: 0.1352
[INFO] 2021-10-17 18:58:09 > Step: 129700 Progress: 13.0% Elapsed: 1 day, 5:36:14 Gen_loss: 0.9791 Dis_loss: 0.7755 Cls_loss: N/A Topk: N/A ada_p: 0.1348
[INFO] 2021-10-17 18:59:11 > Step: 129800 Progress: 13.0% Elapsed: 1 day, 5:37:16 Gen_loss: 1.372 Dis_loss: 0.7584 Cls_loss: N/A Topk: N/A ada_p: 0.1343
[INFO] 2021-10-17 19:00:14 > Step: 129900 Progress: 13.0% Elapsed: 1 day, 5:38:18 Gen_loss: 1.773 Dis_loss: 0.5481 Cls_loss: N/A Topk: N/A ada_p: 0.1373
[INFO] 2021-10-17 19:01:16 > Step: 130000 Progress: 13.0% Elapsed: 1 day, 5:39:20 Gen_loss: 1.259 Dis_loss: 0.5349 Cls_loss: N/A Topk: N/A ada_p: 0.1399
[INFO] 2021-10-17 19:01:16 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-17 19:01:17 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_130000.png
[INFO] 2021-10-17 19:01:17 > Start Evaluation (130000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-17 19:01:17 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-17 19:06:46 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-17 19:12:24 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-17 19:36:42 > Inception score (Step: 130000, 50000 generated images): 10.011968612670898
[INFO] 2021-10-17 19:36:42 > FID score (Step: 130000, Using train moments): 4.220612841393802
[INFO] 2021-10-17 19:36:42 > Improved Precision (Step: 130000, Using train images): 0.72316
[INFO] 2021-10-17 19:36:42 > Improved Recall (Step: 130000, Using train images): 0.64346
[INFO] 2021-10-17 19:36:42 > Density (Step: 130000, Using train images): 0.976028
[INFO] 2021-10-17 19:36:42 > Coverage (Step: 130000, Using train images): 0.87576
[INFO] 2021-10-17 19:36:42 > Best FID score (Step: 130000, Using train moments): 4.220612841393802
[INFO] 2021-10-17 19:37:03 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-17 19:38:04 > Step: 130100 Progress: 13.0% Elapsed: 1 day, 6:16:09 Gen_loss: 1.633 Dis_loss: 1.156 Cls_loss: N/A Topk: N/A ada_p: 0.1431
[INFO] 2021-10-17 19:39:06 > Step: 130200 Progress: 13.0% Elapsed: 1 day, 6:17:10 Gen_loss: 1.472 Dis_loss: 0.838 Cls_loss: N/A Topk: N/A ada_p: 0.1436
[INFO] 2021-10-17 19:40:07 > Step: 130300 Progress: 13.0% Elapsed: 1 day, 6:18:12 Gen_loss: 1.774 Dis_loss: 0.6645 Cls_loss: N/A Topk: N/A ada_p: 0.1444
[INFO] 2021-10-17 19:41:09 > Step: 130400 Progress: 13.0% Elapsed: 1 day, 6:19:14 Gen_loss: 1.186 Dis_loss: 0.8651 Cls_loss: N/A Topk: N/A ada_p: 0.1405
[INFO] 2021-10-17 19:42:28 > Step: 130500 Progress: 13.1% Elapsed: 1 day, 6:20:32 Gen_loss: 1.439 Dis_loss: 0.9386 Cls_loss: N/A Topk: N/A ada_p: 0.1402
[INFO] 2021-10-17 19:43:30 > Step: 130600 Progress: 13.1% Elapsed: 1 day, 6:21:35 Gen_loss: 1.135 Dis_loss: 0.9062 Cls_loss: N/A Topk: N/A ada_p: 0.1384
[INFO] 2021-10-17 19:44:32 > Step: 130700 Progress: 13.1% Elapsed: 1 day, 6:22:37 Gen_loss: 1.374 Dis_loss: 1.018 Cls_loss: N/A Topk: N/A ada_p: 0.1384
[INFO] 2021-10-17 19:45:34 > Step: 130800 Progress: 13.1% Elapsed: 1 day, 6:23:39 Gen_loss: 1.342 Dis_loss: 1.051 Cls_loss: N/A Topk: N/A ada_p: 0.1386
[INFO] 2021-10-17 19:46:37 > Step: 130900 Progress: 13.1% Elapsed: 1 day, 6:24:42 Gen_loss: 1.927 Dis_loss: 1.065 Cls_loss: N/A Topk: N/A ada_p: 0.1349
[INFO] 2021-10-17 19:47:39 > Step: 131000 Progress: 13.1% Elapsed: 1 day, 6:25:44 Gen_loss: 1.937 Dis_loss: 0.7618 Cls_loss: N/A Topk: N/A ada_p: 0.138
[INFO] 2021-10-17 19:48:41 > Step: 131100 Progress: 13.1% Elapsed: 1 day, 6:26:45 Gen_loss: 1.229 Dis_loss: 0.7524 Cls_loss: N/A Topk: N/A ada_p: 0.1385
[INFO] 2021-10-17 19:49:43 > Step: 131200 Progress: 13.1% Elapsed: 1 day, 6:27:48 Gen_loss: 1.831 Dis_loss: 0.8298 Cls_loss: N/A Topk: N/A ada_p: 0.1411
[INFO] 2021-10-17 19:50:56 > Step: 131300 Progress: 13.1% Elapsed: 1 day, 6:29:00 Gen_loss: 1.46 Dis_loss: 0.8232 Cls_loss: N/A Topk: N/A ada_p: 0.142
[INFO] 2021-10-17 19:51:58 > Step: 131400 Progress: 13.1% Elapsed: 1 day, 6:30:03 Gen_loss: 0.8303 Dis_loss: 1.193 Cls_loss: N/A Topk: N/A ada_p: 0.1391
[INFO] 2021-10-17 19:53:01 > Step: 131500 Progress: 13.2% Elapsed: 1 day, 6:31:06 Gen_loss: 2.217 Dis_loss: 0.8091 Cls_loss: N/A Topk: N/A ada_p: 0.1384
[INFO] 2021-10-17 19:54:03 > Step: 131600 Progress: 13.2% Elapsed: 1 day, 6:32:08 Gen_loss: 1.363 Dis_loss: 0.8704 Cls_loss: N/A Topk: N/A ada_p: 0.1338
[INFO] 2021-10-17 19:55:06 > Step: 131700 Progress: 13.2% Elapsed: 1 day, 6:33:10 Gen_loss: 1.486 Dis_loss: 0.8182 Cls_loss: N/A Topk: N/A ada_p: 0.1313
[INFO] 2021-10-17 19:56:08 > Step: 131800 Progress: 13.2% Elapsed: 1 day, 6:34:12 Gen_loss: 1.358 Dis_loss: 0.766 Cls_loss: N/A Topk: N/A ada_p: 0.1329
[INFO] 2021-10-17 19:57:09 > Step: 131900 Progress: 13.2% Elapsed: 1 day, 6:35:14 Gen_loss: 1.41 Dis_loss: 0.8166 Cls_loss: N/A Topk: N/A ada_p: 0.1311
[INFO] 2021-10-17 19:58:22 > Step: 132000 Progress: 13.2% Elapsed: 1 day, 6:36:26 Gen_loss: 0.9605 Dis_loss: 0.7357 Cls_loss: N/A Topk: N/A ada_p: 0.1357
[INFO] 2021-10-17 19:59:25 > Step: 132100 Progress: 13.2% Elapsed: 1 day, 6:37:29 Gen_loss: 1.353 Dis_loss: 1.029 Cls_loss: N/A Topk: N/A ada_p: 0.1356
[INFO] 2021-10-17 20:00:28 > Step: 132200 Progress: 13.2% Elapsed: 1 day, 6:38:32 Gen_loss: 1.764 Dis_loss: 0.8409 Cls_loss: N/A Topk: N/A ada_p: 0.1325
[INFO] 2021-10-17 20:01:29 > Step: 132300 Progress: 13.2% Elapsed: 1 day, 6:39:34 Gen_loss: 1.234 Dis_loss: 0.8701 Cls_loss: N/A Topk: N/A ada_p: 0.1356
[INFO] 2021-10-17 20:02:32 > Step: 132400 Progress: 13.2% Elapsed: 1 day, 6:40:36 Gen_loss: 1.356 Dis_loss: 0.5815 Cls_loss: N/A Topk: N/A ada_p: 0.1361
[INFO] 2021-10-17 20:03:34 > Step: 132500 Progress: 13.2% Elapsed: 1 day, 6:41:38 Gen_loss: 1.523 Dis_loss: 0.5441 Cls_loss: N/A Topk: N/A ada_p: 0.1344
[INFO] 2021-10-17 20:04:36 > Step: 132600 Progress: 13.3% Elapsed: 1 day, 6:42:40 Gen_loss: 1.345 Dis_loss: 1.007 Cls_loss: N/A Topk: N/A ada_p: 0.1326
[INFO] 2021-10-17 20:05:38 > Step: 132700 Progress: 13.3% Elapsed: 1 day, 6:43:42 Gen_loss: 0.6673 Dis_loss: 1.019 Cls_loss: N/A Topk: N/A ada_p: 0.1344
[INFO] 2021-10-17 20:06:51 > Step: 132800 Progress: 13.3% Elapsed: 1 day, 6:44:56 Gen_loss: 1.371 Dis_loss: 1.017 Cls_loss: N/A Topk: N/A ada_p: 0.1362
[INFO] 2021-10-17 20:07:53 > Step: 132900 Progress: 13.3% Elapsed: 1 day, 6:45:58 Gen_loss: 1.344 Dis_loss: 0.7437 Cls_loss: N/A Topk: N/A ada_p: 0.1335
[INFO] 2021-10-17 20:08:55 > Step: 133000 Progress: 13.3% Elapsed: 1 day, 6:47:00 Gen_loss: 2.199 Dis_loss: 1.076 Cls_loss: N/A Topk: N/A ada_p: 0.1348
[INFO] 2021-10-17 20:09:57 > Step: 133100 Progress: 13.3% Elapsed: 1 day, 6:48:02 Gen_loss: 1.561 Dis_loss: 0.9827 Cls_loss: N/A Topk: N/A ada_p: 0.1327
[INFO] 2021-10-17 20:11:00 > Step: 133200 Progress: 13.3% Elapsed: 1 day, 6:49:04 Gen_loss: 1.509 Dis_loss: 0.8551 Cls_loss: N/A Topk: N/A ada_p: 0.1325
[INFO] 2021-10-17 20:12:02 > Step: 133300 Progress: 13.3% Elapsed: 1 day, 6:50:07 Gen_loss: 1.576 Dis_loss: 1.356 Cls_loss: N/A Topk: N/A ada_p: 0.1329
[INFO] 2021-10-17 20:13:04 > Step: 133400 Progress: 13.3% Elapsed: 1 day, 6:51:09 Gen_loss: 2.032 Dis_loss: 0.7593 Cls_loss: N/A Topk: N/A ada_p: 0.1367
[INFO] 2021-10-17 20:14:07 > Step: 133500 Progress: 13.4% Elapsed: 1 day, 6:52:12 Gen_loss: 1.21 Dis_loss: 0.8594 Cls_loss: N/A Topk: N/A ada_p: 0.1372
[INFO] 2021-10-17 20:15:19 > Step: 133600 Progress: 13.4% Elapsed: 1 day, 6:53:24 Gen_loss: 0.8206 Dis_loss: 0.9659 Cls_loss: N/A Topk: N/A ada_p: 0.138
[INFO] 2021-10-17 20:16:21 > Step: 133700 Progress: 13.4% Elapsed: 1 day, 6:54:26 Gen_loss: 1.109 Dis_loss: 0.9137 Cls_loss: N/A Topk: N/A ada_p: 0.1389
[INFO] 2021-10-17 20:17:23 > Step: 133800 Progress: 13.4% Elapsed: 1 day, 6:55:28 Gen_loss: 2.248 Dis_loss: 0.8897 Cls_loss: N/A Topk: N/A ada_p: 0.142
[INFO] 2021-10-17 20:18:26 > Step: 133900 Progress: 13.4% Elapsed: 1 day, 6:56:31 Gen_loss: 1.138 Dis_loss: 0.827 Cls_loss: N/A Topk: N/A ada_p: 0.1394
[INFO] 2021-10-17 20:19:29 > Step: 134000 Progress: 13.4% Elapsed: 1 day, 6:57:33 Gen_loss: 1.646 Dis_loss: 1.061 Cls_loss: N/A Topk: N/A ada_p: 0.1412
[INFO] 2021-10-17 20:20:31 > Step: 134100 Progress: 13.4% Elapsed: 1 day, 6:58:36 Gen_loss: 1.62 Dis_loss: 0.8556 Cls_loss: N/A Topk: N/A ada_p: 0.1418
[INFO] 2021-10-17 20:21:33 > Step: 134200 Progress: 13.4% Elapsed: 1 day, 6:59:38 Gen_loss: 1.36 Dis_loss: 1.042 Cls_loss: N/A Topk: N/A ada_p: 0.1372
[INFO] 2021-10-17 20:22:35 > Step: 134300 Progress: 13.4% Elapsed: 1 day, 7:00:40 Gen_loss: 1.027 Dis_loss: 0.8661 Cls_loss: N/A Topk: N/A ada_p: 0.1354
[INFO] 2021-10-17 20:23:47 > Step: 134400 Progress: 13.4% Elapsed: 1 day, 7:01:52 Gen_loss: 1.419 Dis_loss: 0.8246 Cls_loss: N/A Topk: N/A ada_p: 0.14
[INFO] 2021-10-17 20:24:50 > Step: 134500 Progress: 13.5% Elapsed: 1 day, 7:02:54 Gen_loss: 1.443 Dis_loss: 1.015 Cls_loss: N/A Topk: N/A ada_p: 0.1427
[INFO] 2021-10-17 20:25:52 > Step: 134600 Progress: 13.5% Elapsed: 1 day, 7:03:57 Gen_loss: 0.7964 Dis_loss: 1.18 Cls_loss: N/A Topk: N/A ada_p: 0.142
[INFO] 2021-10-17 20:26:54 > Step: 134700 Progress: 13.5% Elapsed: 1 day, 7:04:59 Gen_loss: 0.8542 Dis_loss: 1.05 Cls_loss: N/A Topk: N/A ada_p: 0.1366
[INFO] 2021-10-17 20:27:56 > Step: 134800 Progress: 13.5% Elapsed: 1 day, 7:06:01 Gen_loss: 1.09 Dis_loss: 0.9844 Cls_loss: N/A Topk: N/A ada_p: 0.1327
[INFO] 2021-10-17 20:28:59 > Step: 134900 Progress: 13.5% Elapsed: 1 day, 7:07:03 Gen_loss: 1.156 Dis_loss: 0.9134 Cls_loss: N/A Topk: N/A ada_p: 0.1334
[INFO] 2021-10-17 20:30:01 > Step: 135000 Progress: 13.5% Elapsed: 1 day, 7:08:05 Gen_loss: 1.802 Dis_loss: 1.014 Cls_loss: N/A Topk: N/A ada_p: 0.1339
[INFO] 2021-10-17 20:31:03 > Step: 135100 Progress: 13.5% Elapsed: 1 day, 7:09:08 Gen_loss: 1.695 Dis_loss: 0.9989 Cls_loss: N/A Topk: N/A ada_p: 0.1318
[INFO] 2021-10-17 20:32:16 > Step: 135200 Progress: 13.5% Elapsed: 1 day, 7:10:21 Gen_loss: 2.35 Dis_loss: 0.4672 Cls_loss: N/A Topk: N/A ada_p: 0.1326
[INFO] 2021-10-17 20:33:18 > Step: 135300 Progress: 13.5% Elapsed: 1 day, 7:11:23 Gen_loss: 1.045 Dis_loss: 1.003 Cls_loss: N/A Topk: N/A ada_p: 0.1335
[INFO] 2021-10-17 20:34:20 > Step: 135400 Progress: 13.5% Elapsed: 1 day, 7:12:25 Gen_loss: 2.015 Dis_loss: 1.326 Cls_loss: N/A Topk: N/A ada_p: 0.1343
[INFO] 2021-10-17 20:35:22 > Step: 135500 Progress: 13.6% Elapsed: 1 day, 7:13:27 Gen_loss: 0.7164 Dis_loss: 0.6998 Cls_loss: N/A Topk: N/A ada_p: 0.1348
[INFO] 2021-10-17 20:36:25 > Step: 135600 Progress: 13.6% Elapsed: 1 day, 7:14:29 Gen_loss: 1.126 Dis_loss: 0.899 Cls_loss: N/A Topk: N/A ada_p: 0.1353
[INFO] 2021-10-17 20:37:27 > Step: 135700 Progress: 13.6% Elapsed: 1 day, 7:15:32 Gen_loss: 1.484 Dis_loss: 0.9217 Cls_loss: N/A Topk: N/A ada_p: 0.137
[INFO] 2021-10-17 20:38:29 > Step: 135800 Progress: 13.6% Elapsed: 1 day, 7:16:34 Gen_loss: 1.255 Dis_loss: 0.7936 Cls_loss: N/A Topk: N/A ada_p: 0.1354
[INFO] 2021-10-17 20:39:43 > Step: 135900 Progress: 13.6% Elapsed: 1 day, 7:17:47 Gen_loss: 1.951 Dis_loss: 0.7703 Cls_loss: N/A Topk: N/A ada_p: 0.1403
[INFO] 2021-10-17 20:40:44 > Step: 136000 Progress: 13.6% Elapsed: 1 day, 7:18:49 Gen_loss: 1.388 Dis_loss: 0.7897 Cls_loss: N/A Topk: N/A ada_p: 0.1418
[INFO] 2021-10-17 20:41:47 > Step: 136100 Progress: 13.6% Elapsed: 1 day, 7:19:51 Gen_loss: 1.146 Dis_loss: 0.8342 Cls_loss: N/A Topk: N/A ada_p: 0.1391
[INFO] 2021-10-17 20:42:49 > Step: 136200 Progress: 13.6% Elapsed: 1 day, 7:20:53 Gen_loss: 1.641 Dis_loss: 0.8363 Cls_loss: N/A Topk: N/A ada_p: 0.1386
[INFO] 2021-10-17 20:43:51 > Step: 136300 Progress: 13.6% Elapsed: 1 day, 7:21:55 Gen_loss: 1.557 Dis_loss: 1.047 Cls_loss: N/A Topk: N/A ada_p: 0.1404
[INFO] 2021-10-17 20:44:53 > Step: 136400 Progress: 13.6% Elapsed: 1 day, 7:22:57 Gen_loss: 1.777 Dis_loss: 0.7494 Cls_loss: N/A Topk: N/A ada_p: 0.1404
[INFO] 2021-10-17 20:45:55 > Step: 136500 Progress: 13.7% Elapsed: 1 day, 7:24:00 Gen_loss: 1.162 Dis_loss: 0.9226 Cls_loss: N/A Topk: N/A ada_p: 0.1413
[INFO] 2021-10-17 20:46:57 > Step: 136600 Progress: 13.7% Elapsed: 1 day, 7:25:02 Gen_loss: 1.266 Dis_loss: 0.8133 Cls_loss: N/A Topk: N/A ada_p: 0.1405
[INFO] 2021-10-17 20:48:09 > Step: 136700 Progress: 13.7% Elapsed: 1 day, 7:26:14 Gen_loss: 2.052 Dis_loss: 1.023 Cls_loss: N/A Topk: N/A ada_p: 0.1428
[INFO] 2021-10-17 20:49:11 > Step: 136800 Progress: 13.7% Elapsed: 1 day, 7:27:16 Gen_loss: 2.177 Dis_loss: 0.931 Cls_loss: N/A Topk: N/A ada_p: 0.1377
[INFO] 2021-10-17 20:50:13 > Step: 136900 Progress: 13.7% Elapsed: 1 day, 7:28:18 Gen_loss: 1.249 Dis_loss: 0.6155 Cls_loss: N/A Topk: N/A ada_p: 0.1386
[INFO] 2021-10-17 20:51:15 > Step: 137000 Progress: 13.7% Elapsed: 1 day, 7:29:20 Gen_loss: 2.368 Dis_loss: 0.7659 Cls_loss: N/A Topk: N/A ada_p: 0.1414
[INFO] 2021-10-17 20:52:17 > Step: 137100 Progress: 13.7% Elapsed: 1 day, 7:30:22 Gen_loss: 1.542 Dis_loss: 0.942 Cls_loss: N/A Topk: N/A ada_p: 0.1425
[INFO] 2021-10-17 20:53:19 > Step: 137200 Progress: 13.7% Elapsed: 1 day, 7:31:24 Gen_loss: 0.7343 Dis_loss: 1.387 Cls_loss: N/A Topk: N/A ada_p: 0.1445
[INFO] 2021-10-17 20:54:22 > Step: 137300 Progress: 13.7% Elapsed: 1 day, 7:32:27 Gen_loss: 1.95 Dis_loss: 0.9907 Cls_loss: N/A Topk: N/A ada_p: 0.1477
[INFO] 2021-10-17 20:55:24 > Step: 137400 Progress: 13.7% Elapsed: 1 day, 7:33:28 Gen_loss: 1.889 Dis_loss: 0.6719 Cls_loss: N/A Topk: N/A ada_p: 0.1459
[INFO] 2021-10-17 20:56:36 > Step: 137500 Progress: 13.8% Elapsed: 1 day, 7:34:40 Gen_loss: 1.712 Dis_loss: 0.7755 Cls_loss: N/A Topk: N/A ada_p: 0.1467
[INFO] 2021-10-17 20:57:38 > Step: 137600 Progress: 13.8% Elapsed: 1 day, 7:35:42 Gen_loss: 1.763 Dis_loss: 0.6853 Cls_loss: N/A Topk: N/A ada_p: 0.1498
[INFO] 2021-10-17 20:58:40 > Step: 137700 Progress: 13.8% Elapsed: 1 day, 7:36:44 Gen_loss: 1.283 Dis_loss: 0.7215 Cls_loss: N/A Topk: N/A ada_p: 0.1514
[INFO] 2021-10-17 20:59:42 > Step: 137800 Progress: 13.8% Elapsed: 1 day, 7:37:47 Gen_loss: 1.467 Dis_loss: 1.025 Cls_loss: N/A Topk: N/A ada_p: 0.1522
[INFO] 2021-10-17 21:00:44 > Step: 137900 Progress: 13.8% Elapsed: 1 day, 7:38:49 Gen_loss: 1.306 Dis_loss: 0.69 Cls_loss: N/A Topk: N/A ada_p: 0.1517
[INFO] 2021-10-17 21:01:46 > Step: 138000 Progress: 13.8% Elapsed: 1 day, 7:39:51 Gen_loss: 0.9325 Dis_loss: 1.222 Cls_loss: N/A Topk: N/A ada_p: 0.1496
[INFO] 2021-10-17 21:02:49 > Step: 138100 Progress: 13.8% Elapsed: 1 day, 7:40:54 Gen_loss: 1.116 Dis_loss: 0.8165 Cls_loss: N/A Topk: N/A ada_p: 0.1464
[INFO] 2021-10-17 21:03:51 > Step: 138200 Progress: 13.8% Elapsed: 1 day, 7:41:56 Gen_loss: 1.21 Dis_loss: 1.041 Cls_loss: N/A Topk: N/A ada_p: 0.1452
[INFO] 2021-10-17 21:05:03 > Step: 138300 Progress: 13.8% Elapsed: 1 day, 7:43:07 Gen_loss: 1.286 Dis_loss: 0.7948 Cls_loss: N/A Topk: N/A ada_p: 0.1469
[INFO] 2021-10-17 21:06:05 > Step: 138400 Progress: 13.8% Elapsed: 1 day, 7:44:09 Gen_loss: 1.234 Dis_loss: 0.7561 Cls_loss: N/A Topk: N/A ada_p: 0.1492
[INFO] 2021-10-17 21:07:07 > Step: 138500 Progress: 13.9% Elapsed: 1 day, 7:45:12 Gen_loss: 1.582 Dis_loss: 0.9226 Cls_loss: N/A Topk: N/A ada_p: 0.1496
[INFO] 2021-10-17 21:08:09 > Step: 138600 Progress: 13.9% Elapsed: 1 day, 7:46:14 Gen_loss: 1.061 Dis_loss: 0.9088 Cls_loss: N/A Topk: N/A ada_p: 0.1471
[INFO] 2021-10-17 21:09:11 > Step: 138700 Progress: 13.9% Elapsed: 1 day, 7:47:16 Gen_loss: 1.232 Dis_loss: 0.975 Cls_loss: N/A Topk: N/A ada_p: 0.1468
[INFO] 2021-10-17 21:10:13 > Step: 138800 Progress: 13.9% Elapsed: 1 day, 7:48:17 Gen_loss: 0.7677 Dis_loss: 1.014 Cls_loss: N/A Topk: N/A ada_p: 0.1455
[INFO] 2021-10-17 21:11:15 > Step: 138900 Progress: 13.9% Elapsed: 1 day, 7:49:20 Gen_loss: 1.157 Dis_loss: 0.7677 Cls_loss: N/A Topk: N/A ada_p: 0.1405
[INFO] 2021-10-17 21:12:17 > Step: 139000 Progress: 13.9% Elapsed: 1 day, 7:50:22 Gen_loss: 1.053 Dis_loss: 0.9545 Cls_loss: N/A Topk: N/A ada_p: 0.1426
[INFO] 2021-10-17 21:13:30 > Step: 139100 Progress: 13.9% Elapsed: 1 day, 7:51:35 Gen_loss: 0.8213 Dis_loss: 0.6377 Cls_loss: N/A Topk: N/A ada_p: 0.1467
[INFO] 2021-10-17 21:14:32 > Step: 139200 Progress: 13.9% Elapsed: 1 day, 7:52:37 Gen_loss: 1.087 Dis_loss: 0.8374 Cls_loss: N/A Topk: N/A ada_p: 0.1472
[INFO] 2021-10-17 21:15:35 > Step: 139300 Progress: 13.9% Elapsed: 1 day, 7:53:39 Gen_loss: 1.598 Dis_loss: 0.9063 Cls_loss: N/A Topk: N/A ada_p: 0.1435
[INFO] 2021-10-17 21:16:37 > Step: 139400 Progress: 13.9% Elapsed: 1 day, 7:54:41 Gen_loss: 1.029 Dis_loss: 1.089 Cls_loss: N/A Topk: N/A ada_p: 0.144
[INFO] 2021-10-17 21:17:38 > Step: 139500 Progress: 14.0% Elapsed: 1 day, 7:55:43 Gen_loss: 0.5004 Dis_loss: 0.9715 Cls_loss: N/A Topk: N/A ada_p: 0.1427
[INFO] 2021-10-17 21:18:40 > Step: 139600 Progress: 14.0% Elapsed: 1 day, 7:56:45 Gen_loss: 0.904 Dis_loss: 1.142 Cls_loss: N/A Topk: N/A ada_p: 0.1402
[INFO] 2021-10-17 21:19:43 > Step: 139700 Progress: 14.0% Elapsed: 1 day, 7:57:47 Gen_loss: 1.333 Dis_loss: 1.031 Cls_loss: N/A Topk: N/A ada_p: 0.1388
[INFO] 2021-10-17 21:20:55 > Step: 139800 Progress: 14.0% Elapsed: 1 day, 7:59:00 Gen_loss: 1.245 Dis_loss: 1.207 Cls_loss: N/A Topk: N/A ada_p: 0.1359
[INFO] 2021-10-17 21:21:57 > Step: 139900 Progress: 14.0% Elapsed: 1 day, 8:00:01 Gen_loss: 1.361 Dis_loss: 0.7699 Cls_loss: N/A Topk: N/A ada_p: 0.1364
[INFO] 2021-10-17 21:22:59 > Step: 140000 Progress: 14.0% Elapsed: 1 day, 8:01:03 Gen_loss: 1.494 Dis_loss: 0.8533 Cls_loss: N/A Topk: N/A ada_p: 0.1393
[INFO] 2021-10-17 21:22:59 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-17 21:22:59 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_140000.png
[INFO] 2021-10-17 21:22:59 > Start Evaluation (140000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-17 21:22:59 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-17 21:28:28 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-17 21:34:04 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-17 21:55:25 > Inception score (Step: 140000, 50000 generated images): 9.998857498168945
[INFO] 2021-10-17 21:55:25 > FID score (Step: 140000, Using train moments): 4.0078669605941855
[INFO] 2021-10-17 21:55:25 > Improved Precision (Step: 140000, Using train images): 0.72298
[INFO] 2021-10-17 21:55:25 > Improved Recall (Step: 140000, Using train images): 0.65268
[INFO] 2021-10-17 21:55:25 > Density (Step: 140000, Using train images): 0.972712
[INFO] 2021-10-17 21:55:25 > Coverage (Step: 140000, Using train images): 0.87632
[INFO] 2021-10-17 21:55:25 > Best FID score (Step: 140000, Using train moments): 4.0078669605941855
[INFO] 2021-10-17 21:55:47 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-17 21:56:47 > Step: 140100 Progress: 14.0% Elapsed: 1 day, 8:34:52 Gen_loss: 1.269 Dis_loss: 0.8718 Cls_loss: N/A Topk: N/A ada_p: 0.1379
[INFO] 2021-10-17 21:57:49 > Step: 140200 Progress: 14.0% Elapsed: 1 day, 8:35:53 Gen_loss: 1.14 Dis_loss: 0.7743 Cls_loss: N/A Topk: N/A ada_p: 0.1386
[INFO] 2021-10-17 21:58:50 > Step: 140300 Progress: 14.0% Elapsed: 1 day, 8:36:55 Gen_loss: 0.8261 Dis_loss: 0.6217 Cls_loss: N/A Topk: N/A ada_p: 0.1394
[INFO] 2021-10-17 21:59:53 > Step: 140400 Progress: 14.0% Elapsed: 1 day, 8:37:58 Gen_loss: 2.212 Dis_loss: 0.9343 Cls_loss: N/A Topk: N/A ada_p: 0.1432
[INFO] 2021-10-17 22:00:55 > Step: 140500 Progress: 14.1% Elapsed: 1 day, 8:39:00 Gen_loss: 0.3794 Dis_loss: 2.178 Cls_loss: N/A Topk: N/A ada_p: 0.1472
[INFO] 2021-10-17 22:02:14 > Step: 140600 Progress: 14.1% Elapsed: 1 day, 8:40:18 Gen_loss: 1.106 Dis_loss: 1.072 Cls_loss: N/A Topk: N/A ada_p: 0.1475
[INFO] 2021-10-17 22:03:15 > Step: 140700 Progress: 14.1% Elapsed: 1 day, 8:41:20 Gen_loss: 1.189 Dis_loss: 0.9943 Cls_loss: N/A Topk: N/A ada_p: 0.1485
[INFO] 2021-10-17 22:04:17 > Step: 140800 Progress: 14.1% Elapsed: 1 day, 8:42:22 Gen_loss: 0.9341 Dis_loss: 0.9801 Cls_loss: N/A Topk: N/A ada_p: 0.1446
[INFO] 2021-10-17 22:05:19 > Step: 140900 Progress: 14.1% Elapsed: 1 day, 8:43:24 Gen_loss: 1.046 Dis_loss: 0.836 Cls_loss: N/A Topk: N/A ada_p: 0.1453
[INFO] 2021-10-17 22:06:21 > Step: 141000 Progress: 14.1% Elapsed: 1 day, 8:44:26 Gen_loss: 1.657 Dis_loss: 1.105 Cls_loss: N/A Topk: N/A ada_p: 0.1455
[INFO] 2021-10-17 22:07:23 > Step: 141100 Progress: 14.1% Elapsed: 1 day, 8:45:28 Gen_loss: 1.149 Dis_loss: 0.8662 Cls_loss: N/A Topk: N/A ada_p: 0.1458
[INFO] 2021-10-17 22:08:25 > Step: 141200 Progress: 14.1% Elapsed: 1 day, 8:46:30 Gen_loss: 1.597 Dis_loss: 0.9447 Cls_loss: N/A Topk: N/A ada_p: 0.1481
[INFO] 2021-10-17 22:09:28 > Step: 141300 Progress: 14.1% Elapsed: 1 day, 8:47:33 Gen_loss: 1.292 Dis_loss: 0.8576 Cls_loss: N/A Topk: N/A ada_p: 0.1485
[INFO] 2021-10-17 22:10:40 > Step: 141400 Progress: 14.1% Elapsed: 1 day, 8:48:45 Gen_loss: 1.617 Dis_loss: 1.214 Cls_loss: N/A Topk: N/A ada_p: 0.1469
[INFO] 2021-10-17 22:11:42 > Step: 141500 Progress: 14.1% Elapsed: 1 day, 8:49:47 Gen_loss: 1.473 Dis_loss: 0.7775 Cls_loss: N/A Topk: N/A ada_p: 0.1413
[INFO] 2021-10-17 22:12:45 > Step: 141600 Progress: 14.2% Elapsed: 1 day, 8:50:49 Gen_loss: 2.032 Dis_loss: 0.8705 Cls_loss: N/A Topk: N/A ada_p: 0.1436
[INFO] 2021-10-17 22:13:47 > Step: 141700 Progress: 14.2% Elapsed: 1 day, 8:51:52 Gen_loss: 1.345 Dis_loss: 1.031 Cls_loss: N/A Topk: N/A ada_p: 0.145
[INFO] 2021-10-17 22:14:50 > Step: 141800 Progress: 14.2% Elapsed: 1 day, 8:52:55 Gen_loss: 2.533 Dis_loss: 0.8428 Cls_loss: N/A Topk: N/A ada_p: 0.146
[INFO] 2021-10-17 22:15:52 > Step: 141900 Progress: 14.2% Elapsed: 1 day, 8:53:57 Gen_loss: 1.549 Dis_loss: 0.8452 Cls_loss: N/A Topk: N/A ada_p: 0.1458
[INFO] 2021-10-17 22:16:55 > Step: 142000 Progress: 14.2% Elapsed: 1 day, 8:54:59 Gen_loss: 1.671 Dis_loss: 1.177 Cls_loss: N/A Topk: N/A ada_p: 0.1453
[INFO] 2021-10-17 22:17:57 > Step: 142100 Progress: 14.2% Elapsed: 1 day, 8:56:01 Gen_loss: 1.189 Dis_loss: 0.9433 Cls_loss: N/A Topk: N/A ada_p: 0.1434
[INFO] 2021-10-17 22:19:09 > Step: 142200 Progress: 14.2% Elapsed: 1 day, 8:57:14 Gen_loss: 1.149 Dis_loss: 0.7032 Cls_loss: N/A Topk: N/A ada_p: 0.1444
[INFO] 2021-10-17 22:20:12 > Step: 142300 Progress: 14.2% Elapsed: 1 day, 8:58:17 Gen_loss: 1.486 Dis_loss: 1.093 Cls_loss: N/A Topk: N/A ada_p: 0.1436
[INFO] 2021-10-17 22:21:15 > Step: 142400 Progress: 14.2% Elapsed: 1 day, 8:59:19 Gen_loss: 0.8556 Dis_loss: 1.091 Cls_loss: N/A Topk: N/A ada_p: 0.1464
[INFO] 2021-10-17 22:22:18 > Step: 142500 Progress: 14.2% Elapsed: 1 day, 9:00:22 Gen_loss: 1.837 Dis_loss: 0.9098 Cls_loss: N/A Topk: N/A ada_p: 0.145
[INFO] 2021-10-17 22:23:20 > Step: 142600 Progress: 14.3% Elapsed: 1 day, 9:01:24 Gen_loss: 1.372 Dis_loss: 1.017 Cls_loss: N/A Topk: N/A ada_p: 0.1468
[INFO] 2021-10-17 22:24:21 > Step: 142700 Progress: 14.3% Elapsed: 1 day, 9:02:26 Gen_loss: 1.855 Dis_loss: 0.6669 Cls_loss: N/A Topk: N/A ada_p: 0.1499
[INFO] 2021-10-17 22:25:24 > Step: 142800 Progress: 14.3% Elapsed: 1 day, 9:03:29 Gen_loss: 1.588 Dis_loss: 1.04 Cls_loss: N/A Topk: N/A ada_p: 0.1496
[INFO] 2021-10-17 22:26:27 > Step: 142900 Progress: 14.3% Elapsed: 1 day, 9:04:31 Gen_loss: 0.9409 Dis_loss: 0.9396 Cls_loss: N/A Topk: N/A ada_p: 0.148
[INFO] 2021-10-17 22:27:38 > Step: 143000 Progress: 14.3% Elapsed: 1 day, 9:05:43 Gen_loss: 0.995 Dis_loss: 0.7417 Cls_loss: N/A Topk: N/A ada_p: 0.1454
[INFO] 2021-10-17 22:28:41 > Step: 143100 Progress: 14.3% Elapsed: 1 day, 9:06:45 Gen_loss: 1.383 Dis_loss: 0.9496 Cls_loss: N/A Topk: N/A ada_p: 0.1462
[INFO] 2021-10-17 22:29:43 > Step: 143200 Progress: 14.3% Elapsed: 1 day, 9:07:48 Gen_loss: 1.295 Dis_loss: 0.8581 Cls_loss: N/A Topk: N/A ada_p: 0.1446
[INFO] 2021-10-17 22:30:46 > Step: 143300 Progress: 14.3% Elapsed: 1 day, 9:08:51 Gen_loss: 1.085 Dis_loss: 0.8642 Cls_loss: N/A Topk: N/A ada_p: 0.1455
[INFO] 2021-10-17 22:31:48 > Step: 143400 Progress: 14.3% Elapsed: 1 day, 9:09:53 Gen_loss: 0.9042 Dis_loss: 0.6495 Cls_loss: N/A Topk: N/A ada_p: 0.1445
[INFO] 2021-10-17 22:32:50 > Step: 143500 Progress: 14.3% Elapsed: 1 day, 9:10:55 Gen_loss: 1.901 Dis_loss: 0.638 Cls_loss: N/A Topk: N/A ada_p: 0.1453
[INFO] 2021-10-17 22:33:53 > Step: 143600 Progress: 14.4% Elapsed: 1 day, 9:11:57 Gen_loss: 0.9766 Dis_loss: 0.9182 Cls_loss: N/A Topk: N/A ada_p: 0.1432
[INFO] 2021-10-17 22:34:55 > Step: 143700 Progress: 14.4% Elapsed: 1 day, 9:13:00 Gen_loss: 1.346 Dis_loss: 0.9901 Cls_loss: N/A Topk: N/A ada_p: 0.1403
[INFO] 2021-10-17 22:36:07 > Step: 143800 Progress: 14.4% Elapsed: 1 day, 9:14:12 Gen_loss: 1.858 Dis_loss: 0.5892 Cls_loss: N/A Topk: N/A ada_p: 0.1413
[INFO] 2021-10-17 22:37:10 > Step: 143900 Progress: 14.4% Elapsed: 1 day, 9:15:14 Gen_loss: 0.7121 Dis_loss: 0.861 Cls_loss: N/A Topk: N/A ada_p: 0.1434
[INFO] 2021-10-17 22:38:13 > Step: 144000 Progress: 14.4% Elapsed: 1 day, 9:16:18 Gen_loss: 1.24 Dis_loss: 0.9345 Cls_loss: N/A Topk: N/A ada_p: 0.1421
[INFO] 2021-10-17 22:39:15 > Step: 144100 Progress: 14.4% Elapsed: 1 day, 9:17:20 Gen_loss: 0.6832 Dis_loss: 1.186 Cls_loss: N/A Topk: N/A ada_p: 0.1391
[INFO] 2021-10-17 22:40:17 > Step: 144200 Progress: 14.4% Elapsed: 1 day, 9:18:22 Gen_loss: 2.107 Dis_loss: 1.019 Cls_loss: N/A Topk: N/A ada_p: 0.1422
[INFO] 2021-10-17 22:41:20 > Step: 144300 Progress: 14.4% Elapsed: 1 day, 9:19:24 Gen_loss: 0.84 Dis_loss: 1.082 Cls_loss: N/A Topk: N/A ada_p: 0.1407
[INFO] 2021-10-17 22:42:22 > Step: 144400 Progress: 14.4% Elapsed: 1 day, 9:20:26 Gen_loss: 0.8059 Dis_loss: 1.203 Cls_loss: N/A Topk: N/A ada_p: 0.1371
[INFO] 2021-10-17 22:43:34 > Step: 144500 Progress: 14.4% Elapsed: 1 day, 9:21:39 Gen_loss: 1.716 Dis_loss: 0.6307 Cls_loss: N/A Topk: N/A ada_p: 0.1393
[INFO] 2021-10-17 22:44:36 > Step: 144600 Progress: 14.5% Elapsed: 1 day, 9:22:41 Gen_loss: 2.032 Dis_loss: 0.868 Cls_loss: N/A Topk: N/A ada_p: 0.1441
[INFO] 2021-10-17 22:45:38 > Step: 144700 Progress: 14.5% Elapsed: 1 day, 9:23:43 Gen_loss: 1.258 Dis_loss: 1.005 Cls_loss: N/A Topk: N/A ada_p: 0.1434
[INFO] 2021-10-17 22:46:40 > Step: 144800 Progress: 14.5% Elapsed: 1 day, 9:24:45 Gen_loss: 1.356 Dis_loss: 0.9817 Cls_loss: N/A Topk: N/A ada_p: 0.1462
[INFO] 2021-10-17 22:47:43 > Step: 144900 Progress: 14.5% Elapsed: 1 day, 9:25:47 Gen_loss: 1.334 Dis_loss: 1.029 Cls_loss: N/A Topk: N/A ada_p: 0.1481
[INFO] 2021-10-17 22:48:45 > Step: 145000 Progress: 14.5% Elapsed: 1 day, 9:26:49 Gen_loss: 0.6362 Dis_loss: 1.272 Cls_loss: N/A Topk: N/A ada_p: 0.1478
[INFO] 2021-10-17 22:49:47 > Step: 145100 Progress: 14.5% Elapsed: 1 day, 9:27:52 Gen_loss: 1.348 Dis_loss: 0.8692 Cls_loss: N/A Topk: N/A ada_p: 0.1501
[INFO] 2021-10-17 22:50:50 > Step: 145200 Progress: 14.5% Elapsed: 1 day, 9:28:54 Gen_loss: 1.372 Dis_loss: 0.5391 Cls_loss: N/A Topk: N/A ada_p: 0.1517
[INFO] 2021-10-17 22:52:02 > Step: 145300 Progress: 14.5% Elapsed: 1 day, 9:30:07 Gen_loss: 1.397 Dis_loss: 0.5046 Cls_loss: N/A Topk: N/A ada_p: 0.1446
[INFO] 2021-10-17 22:53:04 > Step: 145400 Progress: 14.5% Elapsed: 1 day, 9:31:09 Gen_loss: 0.9916 Dis_loss: 1.114 Cls_loss: N/A Topk: N/A ada_p: 0.1421
[INFO] 2021-10-17 22:54:06 > Step: 145500 Progress: 14.5% Elapsed: 1 day, 9:32:11 Gen_loss: 1.782 Dis_loss: 0.7582 Cls_loss: N/A Topk: N/A ada_p: 0.1416
[INFO] 2021-10-17 22:55:08 > Step: 145600 Progress: 14.6% Elapsed: 1 day, 9:33:13 Gen_loss: 1.021 Dis_loss: 0.7042 Cls_loss: N/A Topk: N/A ada_p: 0.1428
[INFO] 2021-10-17 22:56:10 > Step: 145700 Progress: 14.6% Elapsed: 1 day, 9:34:15 Gen_loss: 1.95 Dis_loss: 1.066 Cls_loss: N/A Topk: N/A ada_p: 0.1399
[INFO] 2021-10-17 22:57:13 > Step: 145800 Progress: 14.6% Elapsed: 1 day, 9:35:17 Gen_loss: 0.9656 Dis_loss: 0.9082 Cls_loss: N/A Topk: N/A ada_p: 0.1384
[INFO] 2021-10-17 22:58:15 > Step: 145900 Progress: 14.6% Elapsed: 1 day, 9:36:19 Gen_loss: 2.202 Dis_loss: 1.317 Cls_loss: N/A Topk: N/A ada_p: 0.1437
[INFO] 2021-10-17 22:59:17 > Step: 146000 Progress: 14.6% Elapsed: 1 day, 9:37:22 Gen_loss: 0.6082 Dis_loss: 1.152 Cls_loss: N/A Topk: N/A ada_p: 0.1379
[INFO] 2021-10-17 23:00:29 > Step: 146100 Progress: 14.6% Elapsed: 1 day, 9:38:34 Gen_loss: 1.286 Dis_loss: 0.7066 Cls_loss: N/A Topk: N/A ada_p: 0.1318
[INFO] 2021-10-17 23:01:31 > Step: 146200 Progress: 14.6% Elapsed: 1 day, 9:39:36 Gen_loss: 1.73 Dis_loss: 0.8046 Cls_loss: N/A Topk: N/A ada_p: 0.1336
[INFO] 2021-10-17 23:02:33 > Step: 146300 Progress: 14.6% Elapsed: 1 day, 9:40:38 Gen_loss: 1.891 Dis_loss: 0.9483 Cls_loss: N/A Topk: N/A ada_p: 0.1377
[INFO] 2021-10-17 23:03:35 > Step: 146400 Progress: 14.6% Elapsed: 1 day, 9:41:40 Gen_loss: 0.7878 Dis_loss: 1.159 Cls_loss: N/A Topk: N/A ada_p: 0.1372
[INFO] 2021-10-17 23:04:38 > Step: 146500 Progress: 14.6% Elapsed: 1 day, 9:42:42 Gen_loss: 1.695 Dis_loss: 0.5493 Cls_loss: N/A Topk: N/A ada_p: 0.1435
[INFO] 2021-10-17 23:05:40 > Step: 146600 Progress: 14.7% Elapsed: 1 day, 9:43:44 Gen_loss: 1.009 Dis_loss: 1.333 Cls_loss: N/A Topk: N/A ada_p: 0.1437
[INFO] 2021-10-17 23:06:42 > Step: 146700 Progress: 14.7% Elapsed: 1 day, 9:44:46 Gen_loss: 1.189 Dis_loss: 0.7792 Cls_loss: N/A Topk: N/A ada_p: 0.1455
[INFO] 2021-10-17 23:07:44 > Step: 146800 Progress: 14.7% Elapsed: 1 day, 9:45:48 Gen_loss: 1.675 Dis_loss: 0.7722 Cls_loss: N/A Topk: N/A ada_p: 0.1473
[INFO] 2021-10-17 23:08:56 > Step: 146900 Progress: 14.7% Elapsed: 1 day, 9:47:01 Gen_loss: 1.898 Dis_loss: 0.7579 Cls_loss: N/A Topk: N/A ada_p: 0.1469
[INFO] 2021-10-17 23:09:58 > Step: 147000 Progress: 14.7% Elapsed: 1 day, 9:48:03 Gen_loss: 1.006 Dis_loss: 1.001 Cls_loss: N/A Topk: N/A ada_p: 0.1485
[INFO] 2021-10-17 23:11:00 > Step: 147100 Progress: 14.7% Elapsed: 1 day, 9:49:05 Gen_loss: 0.9421 Dis_loss: 0.6466 Cls_loss: N/A Topk: N/A ada_p: 0.1492
[INFO] 2021-10-17 23:12:02 > Step: 147200 Progress: 14.7% Elapsed: 1 day, 9:50:07 Gen_loss: 1.675 Dis_loss: 0.687 Cls_loss: N/A Topk: N/A ada_p: 0.149
[INFO] 2021-10-17 23:13:04 > Step: 147300 Progress: 14.7% Elapsed: 1 day, 9:51:09 Gen_loss: 1.42 Dis_loss: 0.9435 Cls_loss: N/A Topk: N/A ada_p: 0.153
[INFO] 2021-10-17 23:14:06 > Step: 147400 Progress: 14.7% Elapsed: 1 day, 9:52:11 Gen_loss: 1.067 Dis_loss: 0.9818 Cls_loss: N/A Topk: N/A ada_p: 0.1532
[INFO] 2021-10-17 23:15:08 > Step: 147500 Progress: 14.8% Elapsed: 1 day, 9:53:13 Gen_loss: 0.8455 Dis_loss: 1.02 Cls_loss: N/A Topk: N/A ada_p: 0.1471
[INFO] 2021-10-17 23:16:10 > Step: 147600 Progress: 14.8% Elapsed: 1 day, 9:54:15 Gen_loss: 0.9298 Dis_loss: 0.7755 Cls_loss: N/A Topk: N/A ada_p: 0.1491
[INFO] 2021-10-17 23:17:23 > Step: 147700 Progress: 14.8% Elapsed: 1 day, 9:55:27 Gen_loss: 1.614 Dis_loss: 1.197 Cls_loss: N/A Topk: N/A ada_p: 0.1477
[INFO] 2021-10-17 23:18:25 > Step: 147800 Progress: 14.8% Elapsed: 1 day, 9:56:29 Gen_loss: 1.143 Dis_loss: 0.8988 Cls_loss: N/A Topk: N/A ada_p: 0.1467
[INFO] 2021-10-17 23:19:27 > Step: 147900 Progress: 14.8% Elapsed: 1 day, 9:57:32 Gen_loss: 1.05 Dis_loss: 0.8329 Cls_loss: N/A Topk: N/A ada_p: 0.1487
[INFO] 2021-10-17 23:20:29 > Step: 148000 Progress: 14.8% Elapsed: 1 day, 9:58:34 Gen_loss: 1.502 Dis_loss: 0.9619 Cls_loss: N/A Topk: N/A ada_p: 0.1482
[INFO] 2021-10-17 23:21:31 > Step: 148100 Progress: 14.8% Elapsed: 1 day, 9:59:36 Gen_loss: 1.023 Dis_loss: 1.018 Cls_loss: N/A Topk: N/A ada_p: 0.1494
[INFO] 2021-10-17 23:22:33 > Step: 148200 Progress: 14.8% Elapsed: 1 day, 10:00:38 Gen_loss: 1.137 Dis_loss: 1.085 Cls_loss: N/A Topk: N/A ada_p: 0.1545
[INFO] 2021-10-17 23:23:35 > Step: 148300 Progress: 14.8% Elapsed: 1 day, 10:01:40 Gen_loss: 1.96 Dis_loss: 0.8812 Cls_loss: N/A Topk: N/A ada_p: 0.1542
[INFO] 2021-10-17 23:24:48 > Step: 148400 Progress: 14.8% Elapsed: 1 day, 10:02:53 Gen_loss: 1.126 Dis_loss: 0.9129 Cls_loss: N/A Topk: N/A ada_p: 0.1537
[INFO] 2021-10-17 23:25:50 > Step: 148500 Progress: 14.8% Elapsed: 1 day, 10:03:55 Gen_loss: 1.288 Dis_loss: 0.9612 Cls_loss: N/A Topk: N/A ada_p: 0.1528
[INFO] 2021-10-17 23:26:53 > Step: 148600 Progress: 14.9% Elapsed: 1 day, 10:04:57 Gen_loss: 1.851 Dis_loss: 0.9907 Cls_loss: N/A Topk: N/A ada_p: 0.1533
[INFO] 2021-10-17 23:27:55 > Step: 148700 Progress: 14.9% Elapsed: 1 day, 10:06:00 Gen_loss: 0.9456 Dis_loss: 0.6693 Cls_loss: N/A Topk: N/A ada_p: 0.1539
[INFO] 2021-10-17 23:28:58 > Step: 148800 Progress: 14.9% Elapsed: 1 day, 10:07:02 Gen_loss: 1.565 Dis_loss: 1.249 Cls_loss: N/A Topk: N/A ada_p: 0.151
[INFO] 2021-10-17 23:30:01 > Step: 148900 Progress: 14.9% Elapsed: 1 day, 10:08:06 Gen_loss: 1.269 Dis_loss: 1.145 Cls_loss: N/A Topk: N/A ada_p: 0.1499
[INFO] 2021-10-17 23:31:03 > Step: 149000 Progress: 14.9% Elapsed: 1 day, 10:09:08 Gen_loss: 1.19 Dis_loss: 0.9424 Cls_loss: N/A Topk: N/A ada_p: 0.1504
[INFO] 2021-10-17 23:32:07 > Step: 149100 Progress: 14.9% Elapsed: 1 day, 10:10:12 Gen_loss: 2.045 Dis_loss: 0.9474 Cls_loss: N/A Topk: N/A ada_p: 0.1453
[INFO] 2021-10-17 23:33:20 > Step: 149200 Progress: 14.9% Elapsed: 1 day, 10:11:25 Gen_loss: 1.094 Dis_loss: 0.7533 Cls_loss: N/A Topk: N/A ada_p: 0.1489
[INFO] 2021-10-17 23:34:22 > Step: 149300 Progress: 14.9% Elapsed: 1 day, 10:12:27 Gen_loss: 1.364 Dis_loss: 0.8567 Cls_loss: N/A Topk: N/A ada_p: 0.1518
[INFO] 2021-10-17 23:35:24 > Step: 149400 Progress: 14.9% Elapsed: 1 day, 10:13:29 Gen_loss: 1.512 Dis_loss: 1.008 Cls_loss: N/A Topk: N/A ada_p: 0.1523
[INFO] 2021-10-17 23:36:27 > Step: 149500 Progress: 14.9% Elapsed: 1 day, 10:14:31 Gen_loss: 0.708 Dis_loss: 1.347 Cls_loss: N/A Topk: N/A ada_p: 0.1562
[INFO] 2021-10-17 23:37:29 > Step: 149600 Progress: 15.0% Elapsed: 1 day, 10:15:34 Gen_loss: 1.557 Dis_loss: 1.152 Cls_loss: N/A Topk: N/A ada_p: 0.1569
[INFO] 2021-10-17 23:38:32 > Step: 149700 Progress: 15.0% Elapsed: 1 day, 10:16:36 Gen_loss: 1.174 Dis_loss: 0.9072 Cls_loss: N/A Topk: N/A ada_p: 0.1519
[INFO] 2021-10-17 23:39:34 > Step: 149800 Progress: 15.0% Elapsed: 1 day, 10:17:39 Gen_loss: 0.9823 Dis_loss: 0.8307 Cls_loss: N/A Topk: N/A ada_p: 0.1499
[INFO] 2021-10-17 23:40:36 > Step: 149900 Progress: 15.0% Elapsed: 1 day, 10:18:41 Gen_loss: 1.183 Dis_loss: 0.9246 Cls_loss: N/A Topk: N/A ada_p: 0.1466
[INFO] 2021-10-17 23:41:48 > Step: 150000 Progress: 15.0% Elapsed: 1 day, 10:19:53 Gen_loss: 1.537 Dis_loss: 0.7337 Cls_loss: N/A Topk: N/A ada_p: 0.1435
[INFO] 2021-10-17 23:41:48 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-17 23:41:49 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_150000.png
[INFO] 2021-10-17 23:41:49 > Start Evaluation (150000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-17 23:41:49 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-17 23:47:18 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-17 23:52:54 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-18 00:13:52 > Inception score (Step: 150000, 50000 generated images): 9.993885040283203
[INFO] 2021-10-18 00:13:52 > FID score (Step: 150000, Using train moments): 3.904414643975599
[INFO] 2021-10-18 00:13:52 > Improved Precision (Step: 150000, Using train images): 0.72406
[INFO] 2021-10-18 00:13:52 > Improved Recall (Step: 150000, Using train images): 0.6524
[INFO] 2021-10-18 00:13:52 > Density (Step: 150000, Using train images): 0.9891679999999999
[INFO] 2021-10-18 00:13:52 > Coverage (Step: 150000, Using train images): 0.88176
[INFO] 2021-10-18 00:13:52 > Best FID score (Step: 150000, Using train moments): 3.904414643975599
[INFO] 2021-10-18 00:14:19 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-18 00:16:02 > Step: 150100 Progress: 15.0% Elapsed: 1 day, 10:54:07 Gen_loss: 1.54 Dis_loss: 0.9685 Cls_loss: N/A Topk: N/A ada_p: 0.1464
[INFO] 2021-10-18 00:17:04 > Step: 150200 Progress: 15.0% Elapsed: 1 day, 10:55:08 Gen_loss: 1.223 Dis_loss: 0.8753 Cls_loss: N/A Topk: N/A ada_p: 0.1439
[INFO] 2021-10-18 00:18:05 > Step: 150300 Progress: 15.0% Elapsed: 1 day, 10:56:10 Gen_loss: 2.21 Dis_loss: 0.9109 Cls_loss: N/A Topk: N/A ada_p: 0.1446
[INFO] 2021-10-18 00:19:07 > Step: 150400 Progress: 15.0% Elapsed: 1 day, 10:57:12 Gen_loss: 0.73 Dis_loss: 0.9942 Cls_loss: N/A Topk: N/A ada_p: 0.1464
[INFO] 2021-10-18 00:20:09 > Step: 150500 Progress: 15.0% Elapsed: 1 day, 10:58:14 Gen_loss: 1.28 Dis_loss: 0.7409 Cls_loss: N/A Topk: N/A ada_p: 0.1437
[INFO] 2021-10-18 00:21:11 > Step: 150600 Progress: 15.1% Elapsed: 1 day, 10:59:16 Gen_loss: 1.546 Dis_loss: 0.7529 Cls_loss: N/A Topk: N/A ada_p: 0.1432
[INFO] 2021-10-18 00:22:13 > Step: 150700 Progress: 15.1% Elapsed: 1 day, 11:00:18 Gen_loss: 1.977 Dis_loss: 1.211 Cls_loss: N/A Topk: N/A ada_p: 0.1435
[INFO] 2021-10-18 00:23:32 > Step: 150800 Progress: 15.1% Elapsed: 1 day, 11:01:37 Gen_loss: 1.4 Dis_loss: 0.5075 Cls_loss: N/A Topk: N/A ada_p: 0.1463
[INFO] 2021-10-18 00:24:35 > Step: 150900 Progress: 15.1% Elapsed: 1 day, 11:02:39 Gen_loss: 1.56 Dis_loss: 0.8309 Cls_loss: N/A Topk: N/A ada_p: 0.1446
[INFO] 2021-10-18 00:25:39 > Step: 151000 Progress: 15.1% Elapsed: 1 day, 11:03:43 Gen_loss: 1.712 Dis_loss: 0.7522 Cls_loss: N/A Topk: N/A ada_p: 0.1434
[INFO] 2021-10-18 00:26:40 > Step: 151100 Progress: 15.1% Elapsed: 1 day, 11:04:45 Gen_loss: 0.8656 Dis_loss: 0.8784 Cls_loss: N/A Topk: N/A ada_p: 0.1454
[INFO] 2021-10-18 00:27:43 > Step: 151200 Progress: 15.1% Elapsed: 1 day, 11:05:47 Gen_loss: 1.385 Dis_loss: 0.8145 Cls_loss: N/A Topk: N/A ada_p: 0.1426
[INFO] 2021-10-18 00:28:45 > Step: 151300 Progress: 15.1% Elapsed: 1 day, 11:06:49 Gen_loss: 1.434 Dis_loss: 0.9676 Cls_loss: N/A Topk: N/A ada_p: 0.1463
[INFO] 2021-10-18 00:29:47 > Step: 151400 Progress: 15.1% Elapsed: 1 day, 11:07:51 Gen_loss: 1.874 Dis_loss: 0.8803 Cls_loss: N/A Topk: N/A ada_p: 0.1494
[INFO] 2021-10-18 00:30:49 > Step: 151500 Progress: 15.2% Elapsed: 1 day, 11:08:53 Gen_loss: 1.082 Dis_loss: 1.037 Cls_loss: N/A Topk: N/A ada_p: 0.1471
[INFO] 2021-10-18 00:32:01 > Step: 151600 Progress: 15.2% Elapsed: 1 day, 11:10:05 Gen_loss: 1.767 Dis_loss: 1.069 Cls_loss: N/A Topk: N/A ada_p: 0.1443
[INFO] 2021-10-18 00:33:03 > Step: 151700 Progress: 15.2% Elapsed: 1 day, 11:11:08 Gen_loss: 1.317 Dis_loss: 0.5038 Cls_loss: N/A Topk: N/A ada_p: 0.1446
[INFO] 2021-10-18 00:34:05 > Step: 151800 Progress: 15.2% Elapsed: 1 day, 11:12:10 Gen_loss: 0.6344 Dis_loss: 1.115 Cls_loss: N/A Topk: N/A ada_p: 0.1411
[INFO] 2021-10-18 00:35:07 > Step: 151900 Progress: 15.2% Elapsed: 1 day, 11:13:12 Gen_loss: 1.897 Dis_loss: 1.016 Cls_loss: N/A Topk: N/A ada_p: 0.1423
[INFO] 2021-10-18 00:36:09 > Step: 152000 Progress: 15.2% Elapsed: 1 day, 11:14:14 Gen_loss: 2.245 Dis_loss: 0.7059 Cls_loss: N/A Topk: N/A ada_p: 0.1436
[INFO] 2021-10-18 00:37:11 > Step: 152100 Progress: 15.2% Elapsed: 1 day, 11:15:16 Gen_loss: 1.574 Dis_loss: 0.9264 Cls_loss: N/A Topk: N/A ada_p: 0.142
[INFO] 2021-10-18 00:38:13 > Step: 152200 Progress: 15.2% Elapsed: 1 day, 11:16:18 Gen_loss: 1.184 Dis_loss: 1.442 Cls_loss: N/A Topk: N/A ada_p: 0.142
[INFO] 2021-10-18 00:39:25 > Step: 152300 Progress: 15.2% Elapsed: 1 day, 11:17:30 Gen_loss: 1.019 Dis_loss: 0.8629 Cls_loss: N/A Topk: N/A ada_p: 0.142
[INFO] 2021-10-18 00:40:27 > Step: 152400 Progress: 15.2% Elapsed: 1 day, 11:18:32 Gen_loss: 1.432 Dis_loss: 0.9235 Cls_loss: N/A Topk: N/A ada_p: 0.1404
[INFO] 2021-10-18 00:41:30 > Step: 152500 Progress: 15.2% Elapsed: 1 day, 11:19:34 Gen_loss: 0.8005 Dis_loss: 1.517 Cls_loss: N/A Topk: N/A ada_p: 0.1446
[INFO] 2021-10-18 00:42:31 > Step: 152600 Progress: 15.3% Elapsed: 1 day, 11:20:36 Gen_loss: 0.7952 Dis_loss: 0.7785 Cls_loss: N/A Topk: N/A ada_p: 0.1505
[INFO] 2021-10-18 00:43:34 > Step: 152700 Progress: 15.3% Elapsed: 1 day, 11:21:38 Gen_loss: 1.037 Dis_loss: 0.7032 Cls_loss: N/A Topk: N/A ada_p: 0.148
[INFO] 2021-10-18 00:44:35 > Step: 152800 Progress: 15.3% Elapsed: 1 day, 11:22:40 Gen_loss: 1.319 Dis_loss: 1.044 Cls_loss: N/A Topk: N/A ada_p: 0.1464
[INFO] 2021-10-18 00:45:38 > Step: 152900 Progress: 15.3% Elapsed: 1 day, 11:23:43 Gen_loss: 1.052 Dis_loss: 0.8078 Cls_loss: N/A Topk: N/A ada_p: 0.145
[INFO] 2021-10-18 00:46:40 > Step: 153000 Progress: 15.3% Elapsed: 1 day, 11:24:45 Gen_loss: 1.687 Dis_loss: 0.6212 Cls_loss: N/A Topk: N/A ada_p: 0.1468
[INFO] 2021-10-18 00:47:52 > Step: 153100 Progress: 15.3% Elapsed: 1 day, 11:25:57 Gen_loss: 1.735 Dis_loss: 1.569 Cls_loss: N/A Topk: N/A ada_p: 0.1455
[INFO] 2021-10-18 00:48:55 > Step: 153200 Progress: 15.3% Elapsed: 1 day, 11:26:59 Gen_loss: 1.194 Dis_loss: 0.8885 Cls_loss: N/A Topk: N/A ada_p: 0.1435
[INFO] 2021-10-18 00:49:57 > Step: 153300 Progress: 15.3% Elapsed: 1 day, 11:28:02 Gen_loss: 1.162 Dis_loss: 0.897 Cls_loss: N/A Topk: N/A ada_p: 0.1464
[INFO] 2021-10-18 00:51:00 > Step: 153400 Progress: 15.3% Elapsed: 1 day, 11:29:05 Gen_loss: 1.01 Dis_loss: 0.8727 Cls_loss: N/A Topk: N/A ada_p: 0.1516
[INFO] 2021-10-18 00:52:03 > Step: 153500 Progress: 15.3% Elapsed: 1 day, 11:30:08 Gen_loss: 1.606 Dis_loss: 1.023 Cls_loss: N/A Topk: N/A ada_p: 0.151
[INFO] 2021-10-18 00:53:05 > Step: 153600 Progress: 15.4% Elapsed: 1 day, 11:31:10 Gen_loss: 1.4 Dis_loss: 1.201 Cls_loss: N/A Topk: N/A ada_p: 0.149
[INFO] 2021-10-18 00:54:07 > Step: 153700 Progress: 15.4% Elapsed: 1 day, 11:32:12 Gen_loss: 1.697 Dis_loss: 0.9434 Cls_loss: N/A Topk: N/A ada_p: 0.1514
[INFO] 2021-10-18 00:55:09 > Step: 153800 Progress: 15.4% Elapsed: 1 day, 11:33:14 Gen_loss: 1.607 Dis_loss: 0.9805 Cls_loss: N/A Topk: N/A ada_p: 0.1522
[INFO] 2021-10-18 00:56:22 > Step: 153900 Progress: 15.4% Elapsed: 1 day, 11:34:27 Gen_loss: 1.603 Dis_loss: 1.003 Cls_loss: N/A Topk: N/A ada_p: 0.1517
[INFO] 2021-10-18 00:57:24 > Step: 154000 Progress: 15.4% Elapsed: 1 day, 11:35:28 Gen_loss: 1.8 Dis_loss: 0.9515 Cls_loss: N/A Topk: N/A ada_p: 0.1537
[INFO] 2021-10-18 00:58:26 > Step: 154100 Progress: 15.4% Elapsed: 1 day, 11:36:31 Gen_loss: 1.139 Dis_loss: 0.8109 Cls_loss: N/A Topk: N/A ada_p: 0.1554
[INFO] 2021-10-18 00:59:29 > Step: 154200 Progress: 15.4% Elapsed: 1 day, 11:37:33 Gen_loss: 1.63 Dis_loss: 0.9908 Cls_loss: N/A Topk: N/A ada_p: 0.1544
[INFO] 2021-10-18 01:00:31 > Step: 154300 Progress: 15.4% Elapsed: 1 day, 11:38:35 Gen_loss: 0.8614 Dis_loss: 1.073 Cls_loss: N/A Topk: N/A ada_p: 0.1528
[INFO] 2021-10-18 01:01:32 > Step: 154400 Progress: 15.4% Elapsed: 1 day, 11:39:37 Gen_loss: 1.656 Dis_loss: 0.7587 Cls_loss: N/A Topk: N/A ada_p: 0.1539
[INFO] 2021-10-18 01:02:35 > Step: 154500 Progress: 15.4% Elapsed: 1 day, 11:40:39 Gen_loss: 1.266 Dis_loss: 0.634 Cls_loss: N/A Topk: N/A ada_p: 0.154
[INFO] 2021-10-18 01:03:37 > Step: 154600 Progress: 15.5% Elapsed: 1 day, 11:41:42 Gen_loss: 1.475 Dis_loss: 0.8124 Cls_loss: N/A Topk: N/A ada_p: 0.1512
[INFO] 2021-10-18 01:04:50 > Step: 154700 Progress: 15.5% Elapsed: 1 day, 11:42:55 Gen_loss: 2.336 Dis_loss: 1.043 Cls_loss: N/A Topk: N/A ada_p: 0.1489
[INFO] 2021-10-18 01:05:53 > Step: 154800 Progress: 15.5% Elapsed: 1 day, 11:43:57 Gen_loss: 1.139 Dis_loss: 0.739 Cls_loss: N/A Topk: N/A ada_p: 0.1458
[INFO] 2021-10-18 01:06:55 > Step: 154900 Progress: 15.5% Elapsed: 1 day, 11:45:00 Gen_loss: 1.386 Dis_loss: 0.9086 Cls_loss: N/A Topk: N/A ada_p: 0.1454
[INFO] 2021-10-18 01:07:57 > Step: 155000 Progress: 15.5% Elapsed: 1 day, 11:46:02 Gen_loss: 1.233 Dis_loss: 1.031 Cls_loss: N/A Topk: N/A ada_p: 0.1462
[INFO] 2021-10-18 01:08:59 > Step: 155100 Progress: 15.5% Elapsed: 1 day, 11:47:04 Gen_loss: 1.4 Dis_loss: 0.8339 Cls_loss: N/A Topk: N/A ada_p: 0.1475
[INFO] 2021-10-18 01:10:01 > Step: 155200 Progress: 15.5% Elapsed: 1 day, 11:48:06 Gen_loss: 1.762 Dis_loss: 0.9446 Cls_loss: N/A Topk: N/A ada_p: 0.1469
[INFO] 2021-10-18 01:11:04 > Step: 155300 Progress: 15.5% Elapsed: 1 day, 11:49:08 Gen_loss: 1.478 Dis_loss: 0.8141 Cls_loss: N/A Topk: N/A ada_p: 0.1468
[INFO] 2021-10-18 01:12:06 > Step: 155400 Progress: 15.5% Elapsed: 1 day, 11:50:10 Gen_loss: 1.582 Dis_loss: 0.7072 Cls_loss: N/A Topk: N/A ada_p: 0.1455
[INFO] 2021-10-18 01:13:18 > Step: 155500 Progress: 15.6% Elapsed: 1 day, 11:51:22 Gen_loss: 1.077 Dis_loss: 0.9022 Cls_loss: N/A Topk: N/A ada_p: 0.1453
[INFO] 2021-10-18 01:14:20 > Step: 155600 Progress: 15.6% Elapsed: 1 day, 11:52:25 Gen_loss: 1.26 Dis_loss: 0.7485 Cls_loss: N/A Topk: N/A ada_p: 0.1455
[INFO] 2021-10-18 01:15:22 > Step: 155700 Progress: 15.6% Elapsed: 1 day, 11:53:27 Gen_loss: 1.34 Dis_loss: 1.079 Cls_loss: N/A Topk: N/A ada_p: 0.1475
[INFO] 2021-10-18 01:16:24 > Step: 155800 Progress: 15.6% Elapsed: 1 day, 11:54:29 Gen_loss: 0.907 Dis_loss: 0.7442 Cls_loss: N/A Topk: N/A ada_p: 0.149
[INFO] 2021-10-18 01:17:26 > Step: 155900 Progress: 15.6% Elapsed: 1 day, 11:55:31 Gen_loss: 1.088 Dis_loss: 0.9318 Cls_loss: N/A Topk: N/A ada_p: 0.1531
[INFO] 2021-10-18 01:18:28 > Step: 156000 Progress: 15.6% Elapsed: 1 day, 11:56:33 Gen_loss: 0.8614 Dis_loss: 1.01 Cls_loss: N/A Topk: N/A ada_p: 0.1559
[INFO] 2021-10-18 01:19:30 > Step: 156100 Progress: 15.6% Elapsed: 1 day, 11:57:35 Gen_loss: 1.741 Dis_loss: 1.041 Cls_loss: N/A Topk: N/A ada_p: 0.155
[INFO] 2021-10-18 01:20:32 > Step: 156200 Progress: 15.6% Elapsed: 1 day, 11:58:37 Gen_loss: 1.193 Dis_loss: 1.161 Cls_loss: N/A Topk: N/A ada_p: 0.153
[INFO] 2021-10-18 01:21:44 > Step: 156300 Progress: 15.6% Elapsed: 1 day, 11:59:49 Gen_loss: 1.723 Dis_loss: 0.6991 Cls_loss: N/A Topk: N/A ada_p: 0.1514
[INFO] 2021-10-18 01:22:46 > Step: 156400 Progress: 15.6% Elapsed: 1 day, 12:00:51 Gen_loss: 1.275 Dis_loss: 0.9855 Cls_loss: N/A Topk: N/A ada_p: 0.1509
[INFO] 2021-10-18 01:23:49 > Step: 156500 Progress: 15.7% Elapsed: 1 day, 12:01:53 Gen_loss: 1.365 Dis_loss: 1.117 Cls_loss: N/A Topk: N/A ada_p: 0.1518
[INFO] 2021-10-18 01:24:51 > Step: 156600 Progress: 15.7% Elapsed: 1 day, 12:02:55 Gen_loss: 1.261 Dis_loss: 0.7522 Cls_loss: N/A Topk: N/A ada_p: 0.1559
[INFO] 2021-10-18 01:25:53 > Step: 156700 Progress: 15.7% Elapsed: 1 day, 12:03:57 Gen_loss: 1.477 Dis_loss: 1.073 Cls_loss: N/A Topk: N/A ada_p: 0.1544
[INFO] 2021-10-18 01:26:55 > Step: 156800 Progress: 15.7% Elapsed: 1 day, 12:04:59 Gen_loss: 0.9098 Dis_loss: 1.162 Cls_loss: N/A Topk: N/A ada_p: 0.1526
[INFO] 2021-10-18 01:27:57 > Step: 156900 Progress: 15.7% Elapsed: 1 day, 12:06:02 Gen_loss: 1.274 Dis_loss: 0.9578 Cls_loss: N/A Topk: N/A ada_p: 0.1504
[INFO] 2021-10-18 01:29:09 > Step: 157000 Progress: 15.7% Elapsed: 1 day, 12:07:14 Gen_loss: 1.268 Dis_loss: 0.6988 Cls_loss: N/A Topk: N/A ada_p: 0.1435
[INFO] 2021-10-18 01:30:11 > Step: 157100 Progress: 15.7% Elapsed: 1 day, 12:08:15 Gen_loss: 1.026 Dis_loss: 0.8962 Cls_loss: N/A Topk: N/A ada_p: 0.1435
[INFO] 2021-10-18 01:31:13 > Step: 157200 Progress: 15.7% Elapsed: 1 day, 12:09:17 Gen_loss: 1.604 Dis_loss: 0.9971 Cls_loss: N/A Topk: N/A ada_p: 0.1422
[INFO] 2021-10-18 01:32:15 > Step: 157300 Progress: 15.7% Elapsed: 1 day, 12:10:20 Gen_loss: 1.566 Dis_loss: 0.8632 Cls_loss: N/A Topk: N/A ada_p: 0.1411
[INFO] 2021-10-18 01:33:17 > Step: 157400 Progress: 15.7% Elapsed: 1 day, 12:11:22 Gen_loss: 1.686 Dis_loss: 0.9108 Cls_loss: N/A Topk: N/A ada_p: 0.1431
[INFO] 2021-10-18 01:34:19 > Step: 157500 Progress: 15.8% Elapsed: 1 day, 12:12:24 Gen_loss: 1.06 Dis_loss: 0.5744 Cls_loss: N/A Topk: N/A ada_p: 0.1408
[INFO] 2021-10-18 01:35:21 > Step: 157600 Progress: 15.8% Elapsed: 1 day, 12:13:26 Gen_loss: 1.833 Dis_loss: 0.812 Cls_loss: N/A Topk: N/A ada_p: 0.1446
[INFO] 2021-10-18 01:36:23 > Step: 157700 Progress: 15.8% Elapsed: 1 day, 12:14:28 Gen_loss: 1.268 Dis_loss: 1.177 Cls_loss: N/A Topk: N/A ada_p: 0.1455
[INFO] 2021-10-18 01:37:35 > Step: 157800 Progress: 15.8% Elapsed: 1 day, 12:15:40 Gen_loss: 1.56 Dis_loss: 0.9029 Cls_loss: N/A Topk: N/A ada_p: 0.146
[INFO] 2021-10-18 01:38:37 > Step: 157900 Progress: 15.8% Elapsed: 1 day, 12:16:42 Gen_loss: 0.8358 Dis_loss: 0.5662 Cls_loss: N/A Topk: N/A ada_p: 0.1491
[INFO] 2021-10-18 01:39:39 > Step: 158000 Progress: 15.8% Elapsed: 1 day, 12:17:44 Gen_loss: 1.097 Dis_loss: 0.5711 Cls_loss: N/A Topk: N/A ada_p: 0.1509
[INFO] 2021-10-18 01:40:42 > Step: 158100 Progress: 15.8% Elapsed: 1 day, 12:18:46 Gen_loss: 1.733 Dis_loss: 1.119 Cls_loss: N/A Topk: N/A ada_p: 0.1526
[INFO] 2021-10-18 01:41:44 > Step: 158200 Progress: 15.8% Elapsed: 1 day, 12:19:49 Gen_loss: 2.137 Dis_loss: 0.7587 Cls_loss: N/A Topk: N/A ada_p: 0.1508
[INFO] 2021-10-18 01:42:47 > Step: 158300 Progress: 15.8% Elapsed: 1 day, 12:20:51 Gen_loss: 0.7306 Dis_loss: 0.8425 Cls_loss: N/A Topk: N/A ada_p: 0.1485
[INFO] 2021-10-18 01:43:49 > Step: 158400 Progress: 15.8% Elapsed: 1 day, 12:21:54 Gen_loss: 1.172 Dis_loss: 0.4795 Cls_loss: N/A Topk: N/A ada_p: 0.1516
[INFO] 2021-10-18 01:44:51 > Step: 158500 Progress: 15.8% Elapsed: 1 day, 12:22:56 Gen_loss: 1.582 Dis_loss: 0.6029 Cls_loss: N/A Topk: N/A ada_p: 0.1514
[INFO] 2021-10-18 01:46:04 > Step: 158600 Progress: 15.9% Elapsed: 1 day, 12:24:08 Gen_loss: 0.8552 Dis_loss: 0.8157 Cls_loss: N/A Topk: N/A ada_p: 0.1499
[INFO] 2021-10-18 01:47:06 > Step: 158700 Progress: 15.9% Elapsed: 1 day, 12:25:10 Gen_loss: 1.41 Dis_loss: 1.06 Cls_loss: N/A Topk: N/A ada_p: 0.1455
[INFO] 2021-10-18 01:48:09 > Step: 158800 Progress: 15.9% Elapsed: 1 day, 12:26:13 Gen_loss: 1.829 Dis_loss: 0.789 Cls_loss: N/A Topk: N/A ada_p: 0.1437
[INFO] 2021-10-18 01:49:11 > Step: 158900 Progress: 15.9% Elapsed: 1 day, 12:27:16 Gen_loss: 0.987 Dis_loss: 0.6728 Cls_loss: N/A Topk: N/A ada_p: 0.1487
[INFO] 2021-10-18 01:50:13 > Step: 159000 Progress: 15.9% Elapsed: 1 day, 12:28:18 Gen_loss: 1.366 Dis_loss: 0.6684 Cls_loss: N/A Topk: N/A ada_p: 0.1492
[INFO] 2021-10-18 01:51:15 > Step: 159100 Progress: 15.9% Elapsed: 1 day, 12:29:20 Gen_loss: 1.333 Dis_loss: 0.6507 Cls_loss: N/A Topk: N/A ada_p: 0.1518
[INFO] 2021-10-18 01:52:18 > Step: 159200 Progress: 15.9% Elapsed: 1 day, 12:30:22 Gen_loss: 1.169 Dis_loss: 0.7654 Cls_loss: N/A Topk: N/A ada_p: 0.1533
[INFO] 2021-10-18 01:53:20 > Step: 159300 Progress: 15.9% Elapsed: 1 day, 12:31:25 Gen_loss: 1.613 Dis_loss: 0.8638 Cls_loss: N/A Topk: N/A ada_p: 0.1507
[INFO] 2021-10-18 01:54:32 > Step: 159400 Progress: 15.9% Elapsed: 1 day, 12:32:37 Gen_loss: 1.422 Dis_loss: 0.6891 Cls_loss: N/A Topk: N/A ada_p: 0.153
[INFO] 2021-10-18 01:55:34 > Step: 159500 Progress: 16.0% Elapsed: 1 day, 12:33:39 Gen_loss: 1.815 Dis_loss: 0.734 Cls_loss: N/A Topk: N/A ada_p: 0.1537
[INFO] 2021-10-18 01:56:37 > Step: 159600 Progress: 16.0% Elapsed: 1 day, 12:34:41 Gen_loss: 2.135 Dis_loss: 1.168 Cls_loss: N/A Topk: N/A ada_p: 0.1532
[INFO] 2021-10-18 01:57:39 > Step: 159700 Progress: 16.0% Elapsed: 1 day, 12:35:44 Gen_loss: 2.272 Dis_loss: 1.049 Cls_loss: N/A Topk: N/A ada_p: 0.1518
[INFO] 2021-10-18 01:58:42 > Step: 159800 Progress: 16.0% Elapsed: 1 day, 12:36:46 Gen_loss: 1.264 Dis_loss: 1.398 Cls_loss: N/A Topk: N/A ada_p: 0.1518
[INFO] 2021-10-18 01:59:44 > Step: 159900 Progress: 16.0% Elapsed: 1 day, 12:37:48 Gen_loss: 0.5154 Dis_loss: 0.9377 Cls_loss: N/A Topk: N/A ada_p: 0.1518
[INFO] 2021-10-18 02:00:46 > Step: 160000 Progress: 16.0% Elapsed: 1 day, 12:38:51 Gen_loss: 1.763 Dis_loss: 0.6237 Cls_loss: N/A Topk: N/A ada_p: 0.1513
[INFO] 2021-10-18 02:00:46 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-18 02:00:46 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_160000.png
[INFO] 2021-10-18 02:00:46 > Start Evaluation (160000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-18 02:00:46 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-18 02:06:16 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-18 02:11:53 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-18 02:34:38 > Inception score (Step: 160000, 50000 generated images): 10.092061996459961
[INFO] 2021-10-18 02:34:38 > FID score (Step: 160000, Using train moments): 3.7626411600840584
[INFO] 2021-10-18 02:34:38 > Improved Precision (Step: 160000, Using train images): 0.72732
[INFO] 2021-10-18 02:34:38 > Improved Recall (Step: 160000, Using train images): 0.65278
[INFO] 2021-10-18 02:34:38 > Density (Step: 160000, Using train images): 0.999772
[INFO] 2021-10-18 02:34:38 > Coverage (Step: 160000, Using train images): 0.88812
[INFO] 2021-10-18 02:34:38 > Best FID score (Step: 160000, Using train moments): 3.7626411600840584
[INFO] 2021-10-18 02:35:04 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-18 02:36:56 > Step: 160100 Progress: 16.0% Elapsed: 1 day, 13:15:00 Gen_loss: 1.512 Dis_loss: 0.8477 Cls_loss: N/A Topk: N/A ada_p: 0.1476
[INFO] 2021-10-18 02:38:14 > Step: 160200 Progress: 16.0% Elapsed: 1 day, 13:16:19 Gen_loss: 0.9291 Dis_loss: 0.8748 Cls_loss: N/A Topk: N/A ada_p: 0.1471
[INFO] 2021-10-18 02:39:16 > Step: 160300 Progress: 16.0% Elapsed: 1 day, 13:17:21 Gen_loss: 0.5185 Dis_loss: 1.21 Cls_loss: N/A Topk: N/A ada_p: 0.1478
[INFO] 2021-10-18 02:40:18 > Step: 160400 Progress: 16.0% Elapsed: 1 day, 13:18:23 Gen_loss: 1.808 Dis_loss: 0.9143 Cls_loss: N/A Topk: N/A ada_p: 0.1507
[INFO] 2021-10-18 02:41:21 > Step: 160500 Progress: 16.1% Elapsed: 1 day, 13:19:25 Gen_loss: 1.584 Dis_loss: 0.7268 Cls_loss: N/A Topk: N/A ada_p: 0.1513
[INFO] 2021-10-18 02:42:24 > Step: 160600 Progress: 16.1% Elapsed: 1 day, 13:20:28 Gen_loss: 1.952 Dis_loss: 1.045 Cls_loss: N/A Topk: N/A ada_p: 0.1551
[INFO] 2021-10-18 02:43:26 > Step: 160700 Progress: 16.1% Elapsed: 1 day, 13:21:31 Gen_loss: 2.394 Dis_loss: 1.169 Cls_loss: N/A Topk: N/A ada_p: 0.1536
[INFO] 2021-10-18 02:44:28 > Step: 160800 Progress: 16.1% Elapsed: 1 day, 13:22:33 Gen_loss: 2.046 Dis_loss: 1.181 Cls_loss: N/A Topk: N/A ada_p: 0.1556
[INFO] 2021-10-18 02:45:41 > Step: 160900 Progress: 16.1% Elapsed: 1 day, 13:23:46 Gen_loss: 0.8969 Dis_loss: 0.9407 Cls_loss: N/A Topk: N/A ada_p: 0.1568
[INFO] 2021-10-18 02:46:43 > Step: 161000 Progress: 16.1% Elapsed: 1 day, 13:24:48 Gen_loss: 0.9889 Dis_loss: 0.7444 Cls_loss: N/A Topk: N/A ada_p: 0.1588
[INFO] 2021-10-18 02:47:45 > Step: 161100 Progress: 16.1% Elapsed: 1 day, 13:25:50 Gen_loss: 0.978 Dis_loss: 1.042 Cls_loss: N/A Topk: N/A ada_p: 0.1583
[INFO] 2021-10-18 02:48:47 > Step: 161200 Progress: 16.1% Elapsed: 1 day, 13:26:52 Gen_loss: 2.078 Dis_loss: 0.8868 Cls_loss: N/A Topk: N/A ada_p: 0.1558
[INFO] 2021-10-18 02:49:50 > Step: 161300 Progress: 16.1% Elapsed: 1 day, 13:27:55 Gen_loss: 1.562 Dis_loss: 0.7602 Cls_loss: N/A Topk: N/A ada_p: 0.1546
[INFO] 2021-10-18 02:50:52 > Step: 161400 Progress: 16.1% Elapsed: 1 day, 13:28:57 Gen_loss: 1.637 Dis_loss: 0.8802 Cls_loss: N/A Topk: N/A ada_p: 0.151
[INFO] 2021-10-18 02:51:54 > Step: 161500 Progress: 16.2% Elapsed: 1 day, 13:29:59 Gen_loss: 1.228 Dis_loss: 1.12 Cls_loss: N/A Topk: N/A ada_p: 0.1518
[INFO] 2021-10-18 02:52:57 > Step: 161600 Progress: 16.2% Elapsed: 1 day, 13:31:02 Gen_loss: 1.38 Dis_loss: 0.917 Cls_loss: N/A Topk: N/A ada_p: 0.1521
[INFO] 2021-10-18 02:54:10 > Step: 161700 Progress: 16.2% Elapsed: 1 day, 13:32:15 Gen_loss: 1.358 Dis_loss: 0.9054 Cls_loss: N/A Topk: N/A ada_p: 0.1509
[INFO] 2021-10-18 02:55:13 > Step: 161800 Progress: 16.2% Elapsed: 1 day, 13:33:18 Gen_loss: 0.984 Dis_loss: 1.046 Cls_loss: N/A Topk: N/A ada_p: 0.1512
[INFO] 2021-10-18 02:56:16 > Step: 161900 Progress: 16.2% Elapsed: 1 day, 13:34:20 Gen_loss: 1.282 Dis_loss: 0.6818 Cls_loss: N/A Topk: N/A ada_p: 0.1542
[INFO] 2021-10-18 02:57:18 > Step: 162000 Progress: 16.2% Elapsed: 1 day, 13:35:23 Gen_loss: 1.614 Dis_loss: 1.172 Cls_loss: N/A Topk: N/A ada_p: 0.1563
[INFO] 2021-10-18 02:58:20 > Step: 162100 Progress: 16.2% Elapsed: 1 day, 13:36:25 Gen_loss: 1.497 Dis_loss: 0.8132 Cls_loss: N/A Topk: N/A ada_p: 0.1572
[INFO] 2021-10-18 02:59:23 > Step: 162200 Progress: 16.2% Elapsed: 1 day, 13:37:27 Gen_loss: 1.931 Dis_loss: 0.8064 Cls_loss: N/A Topk: N/A ada_p: 0.1572
[INFO] 2021-10-18 03:00:25 > Step: 162300 Progress: 16.2% Elapsed: 1 day, 13:38:29 Gen_loss: 1.328 Dis_loss: 0.5578 Cls_loss: N/A Topk: N/A ada_p: 0.1605
[INFO] 2021-10-18 03:01:27 > Step: 162400 Progress: 16.2% Elapsed: 1 day, 13:39:32 Gen_loss: 1.432 Dis_loss: 0.9679 Cls_loss: N/A Topk: N/A ada_p: 0.1613
[INFO] 2021-10-18 03:02:40 > Step: 162500 Progress: 16.2% Elapsed: 1 day, 13:40:45 Gen_loss: 1.103 Dis_loss: 0.6661 Cls_loss: N/A Topk: N/A ada_p: 0.1588
[INFO] 2021-10-18 03:03:42 > Step: 162600 Progress: 16.3% Elapsed: 1 day, 13:41:47 Gen_loss: 1.309 Dis_loss: 0.8817 Cls_loss: N/A Topk: N/A ada_p: 0.1576
[INFO] 2021-10-18 03:04:45 > Step: 162700 Progress: 16.3% Elapsed: 1 day, 13:42:49 Gen_loss: 1.036 Dis_loss: 0.743 Cls_loss: N/A Topk: N/A ada_p: 0.1588
[INFO] 2021-10-18 03:05:47 > Step: 162800 Progress: 16.3% Elapsed: 1 day, 13:43:52 Gen_loss: 1.322 Dis_loss: 0.8807 Cls_loss: N/A Topk: N/A ada_p: 0.1581
[INFO] 2021-10-18 03:06:49 > Step: 162900 Progress: 16.3% Elapsed: 1 day, 13:44:54 Gen_loss: 1.769 Dis_loss: 1.124 Cls_loss: N/A Topk: N/A ada_p: 0.1585
[INFO] 2021-10-18 03:07:52 > Step: 163000 Progress: 16.3% Elapsed: 1 day, 13:45:56 Gen_loss: 1.161 Dis_loss: 0.8966 Cls_loss: N/A Topk: N/A ada_p: 0.1544
[INFO] 2021-10-18 03:08:54 > Step: 163100 Progress: 16.3% Elapsed: 1 day, 13:46:58 Gen_loss: 1.628 Dis_loss: 0.8892 Cls_loss: N/A Topk: N/A ada_p: 0.1518
[INFO] 2021-10-18 03:09:56 > Step: 163200 Progress: 16.3% Elapsed: 1 day, 13:48:01 Gen_loss: 1.25 Dis_loss: 1.027 Cls_loss: N/A Topk: N/A ada_p: 0.1505
[INFO] 2021-10-18 03:11:08 > Step: 163300 Progress: 16.3% Elapsed: 1 day, 13:49:13 Gen_loss: 1.059 Dis_loss: 0.7306 Cls_loss: N/A Topk: N/A ada_p: 0.1501
[INFO] 2021-10-18 03:12:11 > Step: 163400 Progress: 16.3% Elapsed: 1 day, 13:50:16 Gen_loss: 1.067 Dis_loss: 0.9153 Cls_loss: N/A Topk: N/A ada_p: 0.1517
[INFO] 2021-10-18 03:13:13 > Step: 163500 Progress: 16.4% Elapsed: 1 day, 13:51:18 Gen_loss: 1.514 Dis_loss: 0.5766 Cls_loss: N/A Topk: N/A ada_p: 0.1545
[INFO] 2021-10-18 03:14:16 > Step: 163600 Progress: 16.4% Elapsed: 1 day, 13:52:20 Gen_loss: 2.073 Dis_loss: 0.6938 Cls_loss: N/A Topk: N/A ada_p: 0.154
[INFO] 2021-10-18 03:15:18 > Step: 163700 Progress: 16.4% Elapsed: 1 day, 13:53:23 Gen_loss: 1.374 Dis_loss: 1.033 Cls_loss: N/A Topk: N/A ada_p: 0.1556
[INFO] 2021-10-18 03:16:20 > Step: 163800 Progress: 16.4% Elapsed: 1 day, 13:54:25 Gen_loss: 1.042 Dis_loss: 1.029 Cls_loss: N/A Topk: N/A ada_p: 0.1549
[INFO] 2021-10-18 03:17:22 > Step: 163900 Progress: 16.4% Elapsed: 1 day, 13:55:27 Gen_loss: 1.639 Dis_loss: 0.7914 Cls_loss: N/A Topk: N/A ada_p: 0.1516
[INFO] 2021-10-18 03:18:24 > Step: 164000 Progress: 16.4% Elapsed: 1 day, 13:56:29 Gen_loss: 0.7925 Dis_loss: 0.8554 Cls_loss: N/A Topk: N/A ada_p: 0.1492
[INFO] 2021-10-18 03:19:37 > Step: 164100 Progress: 16.4% Elapsed: 1 day, 13:57:42 Gen_loss: 0.4498 Dis_loss: 1.518 Cls_loss: N/A Topk: N/A ada_p: 0.1514
[INFO] 2021-10-18 03:20:39 > Step: 164200 Progress: 16.4% Elapsed: 1 day, 13:58:44 Gen_loss: 0.9225 Dis_loss: 0.9102 Cls_loss: N/A Topk: N/A ada_p: 0.1522
[INFO] 2021-10-18 03:21:42 > Step: 164300 Progress: 16.4% Elapsed: 1 day, 13:59:46 Gen_loss: 1.797 Dis_loss: 1.077 Cls_loss: N/A Topk: N/A ada_p: 0.1527
[INFO] 2021-10-18 03:22:44 > Step: 164400 Progress: 16.4% Elapsed: 1 day, 14:00:48 Gen_loss: 1.442 Dis_loss: 0.6882 Cls_loss: N/A Topk: N/A ada_p: 0.1519
[INFO] 2021-10-18 03:23:46 > Step: 164500 Progress: 16.4% Elapsed: 1 day, 14:01:51 Gen_loss: 1.691 Dis_loss: 0.9724 Cls_loss: N/A Topk: N/A ada_p: 0.1508
[INFO] 2021-10-18 03:24:48 > Step: 164600 Progress: 16.5% Elapsed: 1 day, 14:02:53 Gen_loss: 1.334 Dis_loss: 1.195 Cls_loss: N/A Topk: N/A ada_p: 0.1539
[INFO] 2021-10-18 03:25:51 > Step: 164700 Progress: 16.5% Elapsed: 1 day, 14:03:55 Gen_loss: 1.342 Dis_loss: 1.241 Cls_loss: N/A Topk: N/A ada_p: 0.1503
[INFO] 2021-10-18 03:27:03 > Step: 164800 Progress: 16.5% Elapsed: 1 day, 14:05:08 Gen_loss: 2.059 Dis_loss: 1.038 Cls_loss: N/A Topk: N/A ada_p: 0.1505
[INFO] 2021-10-18 03:28:05 > Step: 164900 Progress: 16.5% Elapsed: 1 day, 14:06:10 Gen_loss: 1.155 Dis_loss: 0.8953 Cls_loss: N/A Topk: N/A ada_p: 0.1512
[INFO] 2021-10-18 03:29:08 > Step: 165000 Progress: 16.5% Elapsed: 1 day, 14:07:12 Gen_loss: 1.569 Dis_loss: 0.932 Cls_loss: N/A Topk: N/A ada_p: 0.153
[INFO] 2021-10-18 03:30:10 > Step: 165100 Progress: 16.5% Elapsed: 1 day, 14:08:15 Gen_loss: 0.8546 Dis_loss: 0.8339 Cls_loss: N/A Topk: N/A ada_p: 0.156
[INFO] 2021-10-18 03:31:12 > Step: 165200 Progress: 16.5% Elapsed: 1 day, 14:09:17 Gen_loss: 1.485 Dis_loss: 1.096 Cls_loss: N/A Topk: N/A ada_p: 0.1576
[INFO] 2021-10-18 03:32:14 > Step: 165300 Progress: 16.5% Elapsed: 1 day, 14:10:19 Gen_loss: 1.362 Dis_loss: 0.5887 Cls_loss: N/A Topk: N/A ada_p: 0.1597
[INFO] 2021-10-18 03:33:16 > Step: 165400 Progress: 16.5% Elapsed: 1 day, 14:11:21 Gen_loss: 1.372 Dis_loss: 0.9702 Cls_loss: N/A Topk: N/A ada_p: 0.1618
[INFO] 2021-10-18 03:34:19 > Step: 165500 Progress: 16.6% Elapsed: 1 day, 14:12:23 Gen_loss: 0.9525 Dis_loss: 0.9386 Cls_loss: N/A Topk: N/A ada_p: 0.158
[INFO] 2021-10-18 03:35:31 > Step: 165600 Progress: 16.6% Elapsed: 1 day, 14:13:36 Gen_loss: 1.519 Dis_loss: 0.9326 Cls_loss: N/A Topk: N/A ada_p: 0.1539
[INFO] 2021-10-18 03:36:33 > Step: 165700 Progress: 16.6% Elapsed: 1 day, 14:14:38 Gen_loss: 1.285 Dis_loss: 0.8253 Cls_loss: N/A Topk: N/A ada_p: 0.1535
[INFO] 2021-10-18 03:37:36 > Step: 165800 Progress: 16.6% Elapsed: 1 day, 14:15:40 Gen_loss: 1.727 Dis_loss: 0.7356 Cls_loss: N/A Topk: N/A ada_p: 0.156
[INFO] 2021-10-18 03:38:38 > Step: 165900 Progress: 16.6% Elapsed: 1 day, 14:16:42 Gen_loss: 1.761 Dis_loss: 0.7586 Cls_loss: N/A Topk: N/A ada_p: 0.1535
[INFO] 2021-10-18 03:39:40 > Step: 166000 Progress: 16.6% Elapsed: 1 day, 14:17:45 Gen_loss: 1.104 Dis_loss: 0.8041 Cls_loss: N/A Topk: N/A ada_p: 0.1565
[INFO] 2021-10-18 03:40:42 > Step: 166100 Progress: 16.6% Elapsed: 1 day, 14:18:47 Gen_loss: 1.771 Dis_loss: 0.8261 Cls_loss: N/A Topk: N/A ada_p: 0.158
[INFO] 2021-10-18 03:41:44 > Step: 166200 Progress: 16.6% Elapsed: 1 day, 14:19:49 Gen_loss: 1.542 Dis_loss: 0.9578 Cls_loss: N/A Topk: N/A ada_p: 0.1597
[INFO] 2021-10-18 03:42:46 > Step: 166300 Progress: 16.6% Elapsed: 1 day, 14:20:51 Gen_loss: 1.222 Dis_loss: 0.8857 Cls_loss: N/A Topk: N/A ada_p: 0.16
[INFO] 2021-10-18 03:43:58 > Step: 166400 Progress: 16.6% Elapsed: 1 day, 14:22:03 Gen_loss: 1.188 Dis_loss: 1.456 Cls_loss: N/A Topk: N/A ada_p: 0.1618
[INFO] 2021-10-18 03:45:01 > Step: 166500 Progress: 16.7% Elapsed: 1 day, 14:23:06 Gen_loss: 1.152 Dis_loss: 0.9775 Cls_loss: N/A Topk: N/A ada_p: 0.1604
[INFO] 2021-10-18 03:46:03 > Step: 166600 Progress: 16.7% Elapsed: 1 day, 14:24:08 Gen_loss: 1.717 Dis_loss: 1.258 Cls_loss: N/A Topk: N/A ada_p: 0.1527
[INFO] 2021-10-18 03:47:08 > Step: 166700 Progress: 16.7% Elapsed: 1 day, 14:25:13 Gen_loss: 1.542 Dis_loss: 0.8387 Cls_loss: N/A Topk: N/A ada_p: 0.1512
[INFO] 2021-10-18 03:48:10 > Step: 166800 Progress: 16.7% Elapsed: 1 day, 14:26:15 Gen_loss: 2.011 Dis_loss: 0.9577 Cls_loss: N/A Topk: N/A ada_p: 0.1473
[INFO] 2021-10-18 03:49:13 > Step: 166900 Progress: 16.7% Elapsed: 1 day, 14:27:18 Gen_loss: 1.205 Dis_loss: 0.7731 Cls_loss: N/A Topk: N/A ada_p: 0.1467
[INFO] 2021-10-18 03:50:15 > Step: 167000 Progress: 16.7% Elapsed: 1 day, 14:28:20 Gen_loss: 1.285 Dis_loss: 0.9339 Cls_loss: N/A Topk: N/A ada_p: 0.1469
[INFO] 2021-10-18 03:51:17 > Step: 167100 Progress: 16.7% Elapsed: 1 day, 14:29:22 Gen_loss: 1.44 Dis_loss: 0.9452 Cls_loss: N/A Topk: N/A ada_p: 0.1503
[INFO] 2021-10-18 03:52:29 > Step: 167200 Progress: 16.7% Elapsed: 1 day, 14:30:34 Gen_loss: 1.187 Dis_loss: 0.8625 Cls_loss: N/A Topk: N/A ada_p: 0.1503
[INFO] 2021-10-18 03:53:32 > Step: 167300 Progress: 16.7% Elapsed: 1 day, 14:31:37 Gen_loss: 0.8016 Dis_loss: 1.058 Cls_loss: N/A Topk: N/A ada_p: 0.1509
[INFO] 2021-10-18 03:54:35 > Step: 167400 Progress: 16.7% Elapsed: 1 day, 14:32:40 Gen_loss: 1.651 Dis_loss: 1.051 Cls_loss: N/A Topk: N/A ada_p: 0.1519
[INFO] 2021-10-18 03:55:38 > Step: 167500 Progress: 16.8% Elapsed: 1 day, 14:33:42 Gen_loss: 1.102 Dis_loss: 1.053 Cls_loss: N/A Topk: N/A ada_p: 0.1522
[INFO] 2021-10-18 03:56:40 > Step: 167600 Progress: 16.8% Elapsed: 1 day, 14:34:44 Gen_loss: 0.8376 Dis_loss: 0.9886 Cls_loss: N/A Topk: N/A ada_p: 0.1501
[INFO] 2021-10-18 03:57:43 > Step: 167700 Progress: 16.8% Elapsed: 1 day, 14:35:47 Gen_loss: 1.85 Dis_loss: 0.7392 Cls_loss: N/A Topk: N/A ada_p: 0.1521
[INFO] 2021-10-18 03:58:47 > Step: 167800 Progress: 16.8% Elapsed: 1 day, 14:36:51 Gen_loss: 1.201 Dis_loss: 0.766 Cls_loss: N/A Topk: N/A ada_p: 0.1482
[INFO] 2021-10-18 03:59:49 > Step: 167900 Progress: 16.8% Elapsed: 1 day, 14:37:53 Gen_loss: 2.028 Dis_loss: 1.113 Cls_loss: N/A Topk: N/A ada_p: 0.1505
[INFO] 2021-10-18 04:01:01 > Step: 168000 Progress: 16.8% Elapsed: 1 day, 14:39:06 Gen_loss: 0.7807 Dis_loss: 1.19 Cls_loss: N/A Topk: N/A ada_p: 0.1526
[INFO] 2021-10-18 04:02:04 > Step: 168100 Progress: 16.8% Elapsed: 1 day, 14:40:09 Gen_loss: 1.335 Dis_loss: 0.7142 Cls_loss: N/A Topk: N/A ada_p: 0.154
[INFO] 2021-10-18 04:03:07 > Step: 168200 Progress: 16.8% Elapsed: 1 day, 14:41:12 Gen_loss: 1.056 Dis_loss: 0.9906 Cls_loss: N/A Topk: N/A ada_p: 0.1563
[INFO] 2021-10-18 04:04:09 > Step: 168300 Progress: 16.8% Elapsed: 1 day, 14:42:14 Gen_loss: 1.651 Dis_loss: 0.7795 Cls_loss: N/A Topk: N/A ada_p: 0.1555
[INFO] 2021-10-18 04:05:12 > Step: 168400 Progress: 16.8% Elapsed: 1 day, 14:43:16 Gen_loss: 1.378 Dis_loss: 1.018 Cls_loss: N/A Topk: N/A ada_p: 0.154
[INFO] 2021-10-18 04:06:15 > Step: 168500 Progress: 16.9% Elapsed: 1 day, 14:44:19 Gen_loss: 1.514 Dis_loss: 0.6918 Cls_loss: N/A Topk: N/A ada_p: 0.1533
[INFO] 2021-10-18 04:07:17 > Step: 168600 Progress: 16.9% Elapsed: 1 day, 14:45:22 Gen_loss: 1.793 Dis_loss: 0.8088 Cls_loss: N/A Topk: N/A ada_p: 0.1551
[INFO] 2021-10-18 04:08:31 > Step: 168700 Progress: 16.9% Elapsed: 1 day, 14:46:35 Gen_loss: 1.323 Dis_loss: 0.9693 Cls_loss: N/A Topk: N/A ada_p: 0.1531
[INFO] 2021-10-18 04:09:32 > Step: 168800 Progress: 16.9% Elapsed: 1 day, 14:47:37 Gen_loss: 1.666 Dis_loss: 0.9001 Cls_loss: N/A Topk: N/A ada_p: 0.1536
[INFO] 2021-10-18 04:10:35 > Step: 168900 Progress: 16.9% Elapsed: 1 day, 14:48:39 Gen_loss: 1.352 Dis_loss: 0.9229 Cls_loss: N/A Topk: N/A ada_p: 0.1545
[INFO] 2021-10-18 04:11:38 > Step: 169000 Progress: 16.9% Elapsed: 1 day, 14:49:43 Gen_loss: 1.119 Dis_loss: 1.274 Cls_loss: N/A Topk: N/A ada_p: 0.1524
[INFO] 2021-10-18 04:12:41 > Step: 169100 Progress: 16.9% Elapsed: 1 day, 14:50:45 Gen_loss: 1.597 Dis_loss: 0.7448 Cls_loss: N/A Topk: N/A ada_p: 0.1501
[INFO] 2021-10-18 04:13:43 > Step: 169200 Progress: 16.9% Elapsed: 1 day, 14:51:48 Gen_loss: 1.196 Dis_loss: 0.6918 Cls_loss: N/A Topk: N/A ada_p: 0.1507
[INFO] 2021-10-18 04:14:46 > Step: 169300 Progress: 16.9% Elapsed: 1 day, 14:52:51 Gen_loss: 1.456 Dis_loss: 0.6942 Cls_loss: N/A Topk: N/A ada_p: 0.1503
[INFO] 2021-10-18 04:15:48 > Step: 169400 Progress: 16.9% Elapsed: 1 day, 14:53:53 Gen_loss: 1.769 Dis_loss: 0.6782 Cls_loss: N/A Topk: N/A ada_p: 0.1518
[INFO] 2021-10-18 04:17:01 > Step: 169500 Progress: 17.0% Elapsed: 1 day, 14:55:05 Gen_loss: 1.35 Dis_loss: 0.9084 Cls_loss: N/A Topk: N/A ada_p: 0.1492
[INFO] 2021-10-18 04:18:04 > Step: 169600 Progress: 17.0% Elapsed: 1 day, 14:56:09 Gen_loss: 0.8871 Dis_loss: 0.9352 Cls_loss: N/A Topk: N/A ada_p: 0.1498
[INFO] 2021-10-18 04:19:07 > Step: 169700 Progress: 17.0% Elapsed: 1 day, 14:57:11 Gen_loss: 1.559 Dis_loss: 0.7995 Cls_loss: N/A Topk: N/A ada_p: 0.1514
[INFO] 2021-10-18 04:20:09 > Step: 169800 Progress: 17.0% Elapsed: 1 day, 14:58:14 Gen_loss: 0.806 Dis_loss: 0.8121 Cls_loss: N/A Topk: N/A ada_p: 0.153
[INFO] 2021-10-18 04:21:12 > Step: 169900 Progress: 17.0% Elapsed: 1 day, 14:59:16 Gen_loss: 2.547 Dis_loss: 0.9888 Cls_loss: N/A Topk: N/A ada_p: 0.1535
[INFO] 2021-10-18 04:22:14 > Step: 170000 Progress: 17.0% Elapsed: 1 day, 15:00:19 Gen_loss: 1.88 Dis_loss: 0.4792 Cls_loss: N/A Topk: N/A ada_p: 0.153
[INFO] 2021-10-18 04:22:15 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-18 04:22:15 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_170000.png
[INFO] 2021-10-18 04:22:15 > Start Evaluation (170000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-18 04:22:15 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-18 04:27:45 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-18 04:33:23 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-18 04:59:46 > Inception score (Step: 170000, 50000 generated images): 10.1143798828125
[INFO] 2021-10-18 04:59:46 > FID score (Step: 170000, Using train moments): 3.6134789812621193
[INFO] 2021-10-18 04:59:46 > Improved Precision (Step: 170000, Using train images): 0.72648
[INFO] 2021-10-18 04:59:46 > Improved Recall (Step: 170000, Using train images): 0.65796
[INFO] 2021-10-18 04:59:46 > Density (Step: 170000, Using train images): 0.99432
[INFO] 2021-10-18 04:59:46 > Coverage (Step: 170000, Using train images): 0.88878
[INFO] 2021-10-18 04:59:46 > Best FID score (Step: 170000, Using train moments): 3.6134789812621193
[INFO] 2021-10-18 05:00:08 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-18 05:01:09 > Step: 170100 Progress: 17.0% Elapsed: 1 day, 15:39:14 Gen_loss: 2.039 Dis_loss: 0.7092 Cls_loss: N/A Topk: N/A ada_p: 0.1516
[INFO] 2021-10-18 05:02:11 > Step: 170200 Progress: 17.0% Elapsed: 1 day, 15:40:16 Gen_loss: 1.074 Dis_loss: 0.8297 Cls_loss: N/A Topk: N/A ada_p: 0.1554
[INFO] 2021-10-18 05:03:29 > Step: 170300 Progress: 17.0% Elapsed: 1 day, 15:41:34 Gen_loss: 1.795 Dis_loss: 1.091 Cls_loss: N/A Topk: N/A ada_p: 0.1572
[INFO] 2021-10-18 05:04:32 > Step: 170400 Progress: 17.0% Elapsed: 1 day, 15:42:37 Gen_loss: 1.172 Dis_loss: 0.924 Cls_loss: N/A Topk: N/A ada_p: 0.1562
[INFO] 2021-10-18 05:05:35 > Step: 170500 Progress: 17.1% Elapsed: 1 day, 15:43:39 Gen_loss: 1.859 Dis_loss: 1.008 Cls_loss: N/A Topk: N/A ada_p: 0.1571
[INFO] 2021-10-18 05:06:37 > Step: 170600 Progress: 17.1% Elapsed: 1 day, 15:44:42 Gen_loss: 1.374 Dis_loss: 0.5173 Cls_loss: N/A Topk: N/A ada_p: 0.1568
[INFO] 2021-10-18 05:07:39 > Step: 170700 Progress: 17.1% Elapsed: 1 day, 15:45:44 Gen_loss: 1.222 Dis_loss: 1.256 Cls_loss: N/A Topk: N/A ada_p: 0.1563
[INFO] 2021-10-18 05:08:41 > Step: 170800 Progress: 17.1% Elapsed: 1 day, 15:46:46 Gen_loss: 2.165 Dis_loss: 0.9067 Cls_loss: N/A Topk: N/A ada_p: 0.1601
[INFO] 2021-10-18 05:09:44 > Step: 170900 Progress: 17.1% Elapsed: 1 day, 15:47:48 Gen_loss: 1.42 Dis_loss: 0.8714 Cls_loss: N/A Topk: N/A ada_p: 0.1554
[INFO] 2021-10-18 05:10:46 > Step: 171000 Progress: 17.1% Elapsed: 1 day, 15:48:51 Gen_loss: 1.291 Dis_loss: 0.9143 Cls_loss: N/A Topk: N/A ada_p: 0.1531
[INFO] 2021-10-18 05:11:59 > Step: 171100 Progress: 17.1% Elapsed: 1 day, 15:50:03 Gen_loss: 1.172 Dis_loss: 0.7587 Cls_loss: N/A Topk: N/A ada_p: 0.1539
[INFO] 2021-10-18 05:13:01 > Step: 171200 Progress: 17.1% Elapsed: 1 day, 15:51:05 Gen_loss: 1.706 Dis_loss: 0.7281 Cls_loss: N/A Topk: N/A ada_p: 0.1531
[INFO] 2021-10-18 05:14:04 > Step: 171300 Progress: 17.1% Elapsed: 1 day, 15:52:08 Gen_loss: 1.28 Dis_loss: 0.8186 Cls_loss: N/A Topk: N/A ada_p: 0.1537
[INFO] 2021-10-18 05:15:06 > Step: 171400 Progress: 17.1% Elapsed: 1 day, 15:53:11 Gen_loss: 0.5776 Dis_loss: 0.9938 Cls_loss: N/A Topk: N/A ada_p: 0.1545
[INFO] 2021-10-18 05:16:09 > Step: 171500 Progress: 17.2% Elapsed: 1 day, 15:54:13 Gen_loss: 1.095 Dis_loss: 0.8699 Cls_loss: N/A Topk: N/A ada_p: 0.1509
[INFO] 2021-10-18 05:17:11 > Step: 171600 Progress: 17.2% Elapsed: 1 day, 15:55:16 Gen_loss: 3.062 Dis_loss: 1.278 Cls_loss: N/A Topk: N/A ada_p: 0.1494
[INFO] 2021-10-18 05:18:14 > Step: 171700 Progress: 17.2% Elapsed: 1 day, 15:56:19 Gen_loss: 1.371 Dis_loss: 0.741 Cls_loss: N/A Topk: N/A ada_p: 0.1485
[INFO] 2021-10-18 05:19:16 > Step: 171800 Progress: 17.2% Elapsed: 1 day, 15:57:21 Gen_loss: 1.31 Dis_loss: 0.9936 Cls_loss: N/A Topk: N/A ada_p: 0.1492
[INFO] 2021-10-18 05:20:28 > Step: 171900 Progress: 17.2% Elapsed: 1 day, 15:58:33 Gen_loss: 1.502 Dis_loss: 1.108 Cls_loss: N/A Topk: N/A ada_p: 0.1513
[INFO] 2021-10-18 05:21:31 > Step: 172000 Progress: 17.2% Elapsed: 1 day, 15:59:35 Gen_loss: 2.606 Dis_loss: 1.667 Cls_loss: N/A Topk: N/A ada_p: 0.1531
[INFO] 2021-10-18 05:22:33 > Step: 172100 Progress: 17.2% Elapsed: 1 day, 16:00:38 Gen_loss: 1.706 Dis_loss: 0.8593 Cls_loss: N/A Topk: N/A ada_p: 0.1555
[INFO] 2021-10-18 05:23:37 > Step: 172200 Progress: 17.2% Elapsed: 1 day, 16:01:41 Gen_loss: 1.595 Dis_loss: 0.8955 Cls_loss: N/A Topk: N/A ada_p: 0.1517
[INFO] 2021-10-18 05:24:40 > Step: 172300 Progress: 17.2% Elapsed: 1 day, 16:02:45 Gen_loss: 1.333 Dis_loss: 0.9287 Cls_loss: N/A Topk: N/A ada_p: 0.1501
[INFO] 2021-10-18 05:25:42 > Step: 172400 Progress: 17.2% Elapsed: 1 day, 16:03:47 Gen_loss: 1.01 Dis_loss: 1.011 Cls_loss: N/A Topk: N/A ada_p: 0.1494
[INFO] 2021-10-18 05:26:45 > Step: 172500 Progress: 17.2% Elapsed: 1 day, 16:04:49 Gen_loss: 1.264 Dis_loss: 1.016 Cls_loss: N/A Topk: N/A ada_p: 0.15
[INFO] 2021-10-18 05:27:47 > Step: 172600 Progress: 17.3% Elapsed: 1 day, 16:05:52 Gen_loss: 1.864 Dis_loss: 0.959 Cls_loss: N/A Topk: N/A ada_p: 0.1472
[INFO] 2021-10-18 05:29:01 > Step: 172700 Progress: 17.3% Elapsed: 1 day, 16:07:05 Gen_loss: 1.451 Dis_loss: 0.7369 Cls_loss: N/A Topk: N/A ada_p: 0.1467
[INFO] 2021-10-18 05:30:03 > Step: 172800 Progress: 17.3% Elapsed: 1 day, 16:08:08 Gen_loss: 1.31 Dis_loss: 0.8901 Cls_loss: N/A Topk: N/A ada_p: 0.15
[INFO] 2021-10-18 05:31:06 > Step: 172900 Progress: 17.3% Elapsed: 1 day, 16:09:11 Gen_loss: 1.25 Dis_loss: 0.7149 Cls_loss: N/A Topk: N/A ada_p: 0.1496
[INFO] 2021-10-18 05:32:09 > Step: 173000 Progress: 17.3% Elapsed: 1 day, 16:10:13 Gen_loss: 1.443 Dis_loss: 0.9645 Cls_loss: N/A Topk: N/A ada_p: 0.1501
[INFO] 2021-10-18 05:33:12 > Step: 173100 Progress: 17.3% Elapsed: 1 day, 16:11:16 Gen_loss: 1.372 Dis_loss: 0.7807 Cls_loss: N/A Topk: N/A ada_p: 0.1484
[INFO] 2021-10-18 05:34:14 > Step: 173200 Progress: 17.3% Elapsed: 1 day, 16:12:19 Gen_loss: 1.793 Dis_loss: 0.7965 Cls_loss: N/A Topk: N/A ada_p: 0.1512
[INFO] 2021-10-18 05:35:17 > Step: 173300 Progress: 17.3% Elapsed: 1 day, 16:13:21 Gen_loss: 1.502 Dis_loss: 1.031 Cls_loss: N/A Topk: N/A ada_p: 0.151
[INFO] 2021-10-18 05:36:29 > Step: 173400 Progress: 17.3% Elapsed: 1 day, 16:14:34 Gen_loss: 1.407 Dis_loss: 0.8159 Cls_loss: N/A Topk: N/A ada_p: 0.1526
[INFO] 2021-10-18 05:37:31 > Step: 173500 Progress: 17.3% Elapsed: 1 day, 16:15:36 Gen_loss: 1.561 Dis_loss: 0.7861 Cls_loss: N/A Topk: N/A ada_p: 0.1546
[INFO] 2021-10-18 05:38:34 > Step: 173600 Progress: 17.4% Elapsed: 1 day, 16:16:39 Gen_loss: 1.12 Dis_loss: 1.079 Cls_loss: N/A Topk: N/A ada_p: 0.1544
[INFO] 2021-10-18 05:39:37 > Step: 173700 Progress: 17.4% Elapsed: 1 day, 16:17:42 Gen_loss: 1.346 Dis_loss: 1.049 Cls_loss: N/A Topk: N/A ada_p: 0.1571
[INFO] 2021-10-18 05:40:40 > Step: 173800 Progress: 17.4% Elapsed: 1 day, 16:18:44 Gen_loss: 2.19 Dis_loss: 0.6337 Cls_loss: N/A Topk: N/A ada_p: 0.1545
[INFO] 2021-10-18 05:41:42 > Step: 173900 Progress: 17.4% Elapsed: 1 day, 16:19:47 Gen_loss: 1.161 Dis_loss: 0.5765 Cls_loss: N/A Topk: N/A ada_p: 0.1527
[INFO] 2021-10-18 05:42:45 > Step: 174000 Progress: 17.4% Elapsed: 1 day, 16:20:49 Gen_loss: 1.458 Dis_loss: 1.478 Cls_loss: N/A Topk: N/A ada_p: 0.1535
[INFO] 2021-10-18 05:43:48 > Step: 174100 Progress: 17.4% Elapsed: 1 day, 16:21:53 Gen_loss: 1.373 Dis_loss: 0.8919 Cls_loss: N/A Topk: N/A ada_p: 0.1562
[INFO] 2021-10-18 05:45:01 > Step: 174200 Progress: 17.4% Elapsed: 1 day, 16:23:05 Gen_loss: 1.338 Dis_loss: 0.9173 Cls_loss: N/A Topk: N/A ada_p: 0.1544
[INFO] 2021-10-18 05:46:03 > Step: 174300 Progress: 17.4% Elapsed: 1 day, 16:24:07 Gen_loss: 1.763 Dis_loss: 0.953 Cls_loss: N/A Topk: N/A ada_p: 0.1541
[INFO] 2021-10-18 05:47:06 > Step: 174400 Progress: 17.4% Elapsed: 1 day, 16:25:10 Gen_loss: 1.541 Dis_loss: 0.8322 Cls_loss: N/A Topk: N/A ada_p: 0.1526
[INFO] 2021-10-18 05:48:08 > Step: 174500 Progress: 17.4% Elapsed: 1 day, 16:26:13 Gen_loss: 1.469 Dis_loss: 0.8833 Cls_loss: N/A Topk: N/A ada_p: 0.1535
[INFO] 2021-10-18 05:49:10 > Step: 174600 Progress: 17.5% Elapsed: 1 day, 16:27:15 Gen_loss: 1.217 Dis_loss: 1.105 Cls_loss: N/A Topk: N/A ada_p: 0.153
[INFO] 2021-10-18 05:50:13 > Step: 174700 Progress: 17.5% Elapsed: 1 day, 16:28:18 Gen_loss: 0.65 Dis_loss: 1.278 Cls_loss: N/A Topk: N/A ada_p: 0.1548
[INFO] 2021-10-18 05:51:16 > Step: 174800 Progress: 17.5% Elapsed: 1 day, 16:29:20 Gen_loss: 1.235 Dis_loss: 0.8309 Cls_loss: N/A Topk: N/A ada_p: 0.1555
[INFO] 2021-10-18 05:52:18 > Step: 174900 Progress: 17.5% Elapsed: 1 day, 16:30:23 Gen_loss: 1.391 Dis_loss: 0.9987 Cls_loss: N/A Topk: N/A ada_p: 0.1523
[INFO] 2021-10-18 05:53:30 > Step: 175000 Progress: 17.5% Elapsed: 1 day, 16:31:35 Gen_loss: 1.628 Dis_loss: 0.7195 Cls_loss: N/A Topk: N/A ada_p: 0.149
[INFO] 2021-10-18 05:54:33 > Step: 175100 Progress: 17.5% Elapsed: 1 day, 16:32:38 Gen_loss: 1.678 Dis_loss: 0.6548 Cls_loss: N/A Topk: N/A ada_p: 0.1516
[INFO] 2021-10-18 05:55:35 > Step: 175200 Progress: 17.5% Elapsed: 1 day, 16:33:40 Gen_loss: 1.39 Dis_loss: 0.7579 Cls_loss: N/A Topk: N/A ada_p: 0.1531
[INFO] 2021-10-18 05:56:38 > Step: 175300 Progress: 17.5% Elapsed: 1 day, 16:34:43 Gen_loss: 0.7463 Dis_loss: 0.7659 Cls_loss: N/A Topk: N/A ada_p: 0.1555
[INFO] 2021-10-18 05:57:40 > Step: 175400 Progress: 17.5% Elapsed: 1 day, 16:35:45 Gen_loss: 1.999 Dis_loss: 0.6217 Cls_loss: N/A Topk: N/A ada_p: 0.155
[INFO] 2021-10-18 05:58:43 > Step: 175500 Progress: 17.5% Elapsed: 1 day, 16:36:47 Gen_loss: 1.117 Dis_loss: 0.9592 Cls_loss: N/A Topk: N/A ada_p: 0.1522
[INFO] 2021-10-18 05:59:45 > Step: 175600 Progress: 17.6% Elapsed: 1 day, 16:37:50 Gen_loss: 1.2 Dis_loss: 0.9111 Cls_loss: N/A Topk: N/A ada_p: 0.156
[INFO] 2021-10-18 06:00:47 > Step: 175700 Progress: 17.6% Elapsed: 1 day, 16:38:52 Gen_loss: 1.123 Dis_loss: 1.1 Cls_loss: N/A Topk: N/A ada_p: 0.1577
[INFO] 2021-10-18 06:02:00 > Step: 175800 Progress: 17.6% Elapsed: 1 day, 16:40:04 Gen_loss: 1.199 Dis_loss: 0.7765 Cls_loss: N/A Topk: N/A ada_p: 0.1546
[INFO] 2021-10-18 06:03:02 > Step: 175900 Progress: 17.6% Elapsed: 1 day, 16:41:06 Gen_loss: 1.671 Dis_loss: 1.004 Cls_loss: N/A Topk: N/A ada_p: 0.1569
[INFO] 2021-10-18 06:04:04 > Step: 176000 Progress: 17.6% Elapsed: 1 day, 16:42:09 Gen_loss: 1.693 Dis_loss: 0.7959 Cls_loss: N/A Topk: N/A ada_p: 0.16
[INFO] 2021-10-18 06:05:06 > Step: 176100 Progress: 17.6% Elapsed: 1 day, 16:43:11 Gen_loss: 1.547 Dis_loss: 0.8759 Cls_loss: N/A Topk: N/A ada_p: 0.1637
[INFO] 2021-10-18 06:06:09 > Step: 176200 Progress: 17.6% Elapsed: 1 day, 16:44:14 Gen_loss: 1.184 Dis_loss: 0.5608 Cls_loss: N/A Topk: N/A ada_p: 0.166
[INFO] 2021-10-18 06:07:11 > Step: 176300 Progress: 17.6% Elapsed: 1 day, 16:45:16 Gen_loss: 1.168 Dis_loss: 0.6161 Cls_loss: N/A Topk: N/A ada_p: 0.1609
[INFO] 2021-10-18 06:08:14 > Step: 176400 Progress: 17.6% Elapsed: 1 day, 16:46:18 Gen_loss: 1.637 Dis_loss: 0.5552 Cls_loss: N/A Topk: N/A ada_p: 0.1583
[INFO] 2021-10-18 06:09:16 > Step: 176500 Progress: 17.6% Elapsed: 1 day, 16:47:21 Gen_loss: 1.261 Dis_loss: 0.8391 Cls_loss: N/A Topk: N/A ada_p: 0.1582
[INFO] 2021-10-18 06:10:28 > Step: 176600 Progress: 17.7% Elapsed: 1 day, 16:48:33 Gen_loss: 0.5538 Dis_loss: 0.776 Cls_loss: N/A Topk: N/A ada_p: 0.161
[INFO] 2021-10-18 06:11:31 > Step: 176700 Progress: 17.7% Elapsed: 1 day, 16:49:35 Gen_loss: 1.845 Dis_loss: 0.9218 Cls_loss: N/A Topk: N/A ada_p: 0.1595
[INFO] 2021-10-18 06:12:33 > Step: 176800 Progress: 17.7% Elapsed: 1 day, 16:50:38 Gen_loss: 2.266 Dis_loss: 0.8039 Cls_loss: N/A Topk: N/A ada_p: 0.161
[INFO] 2021-10-18 06:13:36 > Step: 176900 Progress: 17.7% Elapsed: 1 day, 16:51:40 Gen_loss: 2.182 Dis_loss: 1.095 Cls_loss: N/A Topk: N/A ada_p: 0.1627
[INFO] 2021-10-18 06:14:38 > Step: 177000 Progress: 17.7% Elapsed: 1 day, 16:52:42 Gen_loss: 0.9501 Dis_loss: 0.937 Cls_loss: N/A Topk: N/A ada_p: 0.1622
[INFO] 2021-10-18 06:15:40 > Step: 177100 Progress: 17.7% Elapsed: 1 day, 16:53:45 Gen_loss: 0.908 Dis_loss: 0.8506 Cls_loss: N/A Topk: N/A ada_p: 0.1609
[INFO] 2021-10-18 06:16:42 > Step: 177200 Progress: 17.7% Elapsed: 1 day, 16:54:47 Gen_loss: 0.7291 Dis_loss: 1.061 Cls_loss: N/A Topk: N/A ada_p: 0.1624
[INFO] 2021-10-18 06:17:55 > Step: 177300 Progress: 17.7% Elapsed: 1 day, 16:56:00 Gen_loss: 1.488 Dis_loss: 0.9176 Cls_loss: N/A Topk: N/A ada_p: 0.1654
[INFO] 2021-10-18 06:18:57 > Step: 177400 Progress: 17.7% Elapsed: 1 day, 16:57:02 Gen_loss: 1.357 Dis_loss: 0.7763 Cls_loss: N/A Topk: N/A ada_p: 0.1626
[INFO] 2021-10-18 06:20:00 > Step: 177500 Progress: 17.8% Elapsed: 1 day, 16:58:05 Gen_loss: 1.77 Dis_loss: 0.8698 Cls_loss: N/A Topk: N/A ada_p: 0.1656
[INFO] 2021-10-18 06:21:02 > Step: 177600 Progress: 17.8% Elapsed: 1 day, 16:59:07 Gen_loss: 0.9797 Dis_loss: 0.7957 Cls_loss: N/A Topk: N/A ada_p: 0.1618
[INFO] 2021-10-18 06:22:05 > Step: 177700 Progress: 17.8% Elapsed: 1 day, 17:00:10 Gen_loss: 1.68 Dis_loss: 0.9542 Cls_loss: N/A Topk: N/A ada_p: 0.1635
[INFO] 2021-10-18 06:23:07 > Step: 177800 Progress: 17.8% Elapsed: 1 day, 17:01:12 Gen_loss: 1.634 Dis_loss: 1.121 Cls_loss: N/A Topk: N/A ada_p: 0.1645
[INFO] 2021-10-18 06:24:10 > Step: 177900 Progress: 17.8% Elapsed: 1 day, 17:02:14 Gen_loss: 1.843 Dis_loss: 0.7834 Cls_loss: N/A Topk: N/A ada_p: 0.1629
[INFO] 2021-10-18 06:25:12 > Step: 178000 Progress: 17.8% Elapsed: 1 day, 17:03:17 Gen_loss: 1.185 Dis_loss: 0.8487 Cls_loss: N/A Topk: N/A ada_p: 0.1601
[INFO] 2021-10-18 06:26:25 > Step: 178100 Progress: 17.8% Elapsed: 1 day, 17:04:30 Gen_loss: 1.723 Dis_loss: 0.9363 Cls_loss: N/A Topk: N/A ada_p: 0.1631
[INFO] 2021-10-18 06:27:27 > Step: 178200 Progress: 17.8% Elapsed: 1 day, 17:05:32 Gen_loss: 2.04 Dis_loss: 1.245 Cls_loss: N/A Topk: N/A ada_p: 0.1641
[INFO] 2021-10-18 06:28:29 > Step: 178300 Progress: 17.8% Elapsed: 1 day, 17:06:34 Gen_loss: 1.535 Dis_loss: 0.822 Cls_loss: N/A Topk: N/A ada_p: 0.1592
[INFO] 2021-10-18 06:29:32 > Step: 178400 Progress: 17.8% Elapsed: 1 day, 17:07:37 Gen_loss: 1.506 Dis_loss: 0.7724 Cls_loss: N/A Topk: N/A ada_p: 0.1603
[INFO] 2021-10-18 06:30:34 > Step: 178500 Progress: 17.8% Elapsed: 1 day, 17:08:39 Gen_loss: 1.319 Dis_loss: 0.8748 Cls_loss: N/A Topk: N/A ada_p: 0.1645
[INFO] 2021-10-18 06:31:37 > Step: 178600 Progress: 17.9% Elapsed: 1 day, 17:09:41 Gen_loss: 1.153 Dis_loss: 0.6257 Cls_loss: N/A Topk: N/A ada_p: 0.1622
[INFO] 2021-10-18 06:32:39 > Step: 178700 Progress: 17.9% Elapsed: 1 day, 17:10:44 Gen_loss: 1.514 Dis_loss: 0.9492 Cls_loss: N/A Topk: N/A ada_p: 0.1619
[INFO] 2021-10-18 06:33:41 > Step: 178800 Progress: 17.9% Elapsed: 1 day, 17:11:46 Gen_loss: 2.142 Dis_loss: 0.8066 Cls_loss: N/A Topk: N/A ada_p: 0.1624
[INFO] 2021-10-18 06:34:54 > Step: 178900 Progress: 17.9% Elapsed: 1 day, 17:12:59 Gen_loss: 0.9885 Dis_loss: 0.5138 Cls_loss: N/A Topk: N/A ada_p: 0.1633
[INFO] 2021-10-18 06:35:56 > Step: 179000 Progress: 17.9% Elapsed: 1 day, 17:14:01 Gen_loss: 1.283 Dis_loss: 0.7317 Cls_loss: N/A Topk: N/A ada_p: 0.1618
[INFO] 2021-10-18 06:36:59 > Step: 179100 Progress: 17.9% Elapsed: 1 day, 17:15:04 Gen_loss: 1.048 Dis_loss: 0.7934 Cls_loss: N/A Topk: N/A ada_p: 0.1633
[INFO] 2021-10-18 06:38:01 > Step: 179200 Progress: 17.9% Elapsed: 1 day, 17:16:06 Gen_loss: 1.838 Dis_loss: 0.9039 Cls_loss: N/A Topk: N/A ada_p: 0.1567
[INFO] 2021-10-18 06:39:04 > Step: 179300 Progress: 17.9% Elapsed: 1 day, 17:17:09 Gen_loss: 1.451 Dis_loss: 0.601 Cls_loss: N/A Topk: N/A ada_p: 0.1532
[INFO] 2021-10-18 06:40:07 > Step: 179400 Progress: 17.9% Elapsed: 1 day, 17:18:11 Gen_loss: 0.6455 Dis_loss: 0.9061 Cls_loss: N/A Topk: N/A ada_p: 0.153
[INFO] 2021-10-18 06:41:09 > Step: 179500 Progress: 17.9% Elapsed: 1 day, 17:19:13 Gen_loss: 1.426 Dis_loss: 0.6263 Cls_loss: N/A Topk: N/A ada_p: 0.156
[INFO] 2021-10-18 06:42:11 > Step: 179600 Progress: 18.0% Elapsed: 1 day, 17:20:16 Gen_loss: 1.077 Dis_loss: 0.6616 Cls_loss: N/A Topk: N/A ada_p: 0.1558
[INFO] 2021-10-18 06:43:23 > Step: 179700 Progress: 18.0% Elapsed: 1 day, 17:21:28 Gen_loss: 2.003 Dis_loss: 1.048 Cls_loss: N/A Topk: N/A ada_p: 0.1567
[INFO] 2021-10-18 06:44:26 > Step: 179800 Progress: 18.0% Elapsed: 1 day, 17:22:30 Gen_loss: 1.156 Dis_loss: 0.8562 Cls_loss: N/A Topk: N/A ada_p: 0.1574
[INFO] 2021-10-18 06:45:29 > Step: 179900 Progress: 18.0% Elapsed: 1 day, 17:23:33 Gen_loss: 1.033 Dis_loss: 0.9168 Cls_loss: N/A Topk: N/A ada_p: 0.16
[INFO] 2021-10-18 06:46:31 > Step: 180000 Progress: 18.0% Elapsed: 1 day, 17:24:36 Gen_loss: 1.14 Dis_loss: 0.9882 Cls_loss: N/A Topk: N/A ada_p: 0.1597
[INFO] 2021-10-18 06:46:31 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-18 06:46:31 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_180000.png
[INFO] 2021-10-18 06:46:31 > Start Evaluation (180000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-18 06:46:31 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-18 06:52:01 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-18 06:57:39 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-18 07:23:08 > Inception score (Step: 180000, 50000 generated images): 10.048202514648438
[INFO] 2021-10-18 07:23:08 > FID score (Step: 180000, Using train moments): 3.544991351868191
[INFO] 2021-10-18 07:23:08 > Improved Precision (Step: 180000, Using train images): 0.72894
[INFO] 2021-10-18 07:23:08 > Improved Recall (Step: 180000, Using train images): 0.65844
[INFO] 2021-10-18 07:23:08 > Density (Step: 180000, Using train images): 1.0104760000000002
[INFO] 2021-10-18 07:23:08 > Coverage (Step: 180000, Using train images): 0.8964
[INFO] 2021-10-18 07:23:08 > Best FID score (Step: 180000, Using train moments): 3.544991351868191
[INFO] 2021-10-18 07:23:29 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-18 07:24:30 > Step: 180100 Progress: 18.0% Elapsed: 1 day, 18:02:34 Gen_loss: 1.479 Dis_loss: 0.9282 Cls_loss: N/A Topk: N/A ada_p: 0.1596
[INFO] 2021-10-18 07:25:32 > Step: 180200 Progress: 18.0% Elapsed: 1 day, 18:03:36 Gen_loss: 1.66 Dis_loss: 0.9119 Cls_loss: N/A Topk: N/A ada_p: 0.1553
[INFO] 2021-10-18 07:26:34 > Step: 180300 Progress: 18.0% Elapsed: 1 day, 18:04:39 Gen_loss: 1.698 Dis_loss: 0.9314 Cls_loss: N/A Topk: N/A ada_p: 0.1524
[INFO] 2021-10-18 07:27:36 > Step: 180400 Progress: 18.0% Elapsed: 1 day, 18:05:41 Gen_loss: 2.258 Dis_loss: 1.318 Cls_loss: N/A Topk: N/A ada_p: 0.1509
[INFO] 2021-10-18 07:28:55 > Step: 180500 Progress: 18.1% Elapsed: 1 day, 18:07:00 Gen_loss: 1.145 Dis_loss: 0.7542 Cls_loss: N/A Topk: N/A ada_p: 0.1495
[INFO] 2021-10-18 07:29:58 > Step: 180600 Progress: 18.1% Elapsed: 1 day, 18:08:03 Gen_loss: 1.269 Dis_loss: 0.8099 Cls_loss: N/A Topk: N/A ada_p: 0.1513
[INFO] 2021-10-18 07:31:01 > Step: 180700 Progress: 18.1% Elapsed: 1 day, 18:09:06 Gen_loss: 1.812 Dis_loss: 0.7154 Cls_loss: N/A Topk: N/A ada_p: 0.151
[INFO] 2021-10-18 07:32:03 > Step: 180800 Progress: 18.1% Elapsed: 1 day, 18:10:08 Gen_loss: 1.151 Dis_loss: 0.9025 Cls_loss: N/A Topk: N/A ada_p: 0.1549
[INFO] 2021-10-18 07:33:06 > Step: 180900 Progress: 18.1% Elapsed: 1 day, 18:11:10 Gen_loss: 1.172 Dis_loss: 0.9458 Cls_loss: N/A Topk: N/A ada_p: 0.1545
[INFO] 2021-10-18 07:34:08 > Step: 181000 Progress: 18.1% Elapsed: 1 day, 18:12:13 Gen_loss: 0.7723 Dis_loss: 0.9928 Cls_loss: N/A Topk: N/A ada_p: 0.1571
[INFO] 2021-10-18 07:35:10 > Step: 181100 Progress: 18.1% Elapsed: 1 day, 18:13:15 Gen_loss: 1.228 Dis_loss: 0.9428 Cls_loss: N/A Topk: N/A ada_p: 0.1555
[INFO] 2021-10-18 07:36:23 > Step: 181200 Progress: 18.1% Elapsed: 1 day, 18:14:27 Gen_loss: 1.227 Dis_loss: 0.7627 Cls_loss: N/A Topk: N/A ada_p: 0.1535
[INFO] 2021-10-18 07:37:25 > Step: 181300 Progress: 18.1% Elapsed: 1 day, 18:15:30 Gen_loss: 1.199 Dis_loss: 0.6906 Cls_loss: N/A Topk: N/A ada_p: 0.1567
[INFO] 2021-10-18 07:38:28 > Step: 181400 Progress: 18.1% Elapsed: 1 day, 18:16:32 Gen_loss: 1.496 Dis_loss: 1.133 Cls_loss: N/A Topk: N/A ada_p: 0.1556
[INFO] 2021-10-18 07:39:31 > Step: 181500 Progress: 18.1% Elapsed: 1 day, 18:17:35 Gen_loss: 1.438 Dis_loss: 1.079 Cls_loss: N/A Topk: N/A ada_p: 0.1567
[INFO] 2021-10-18 07:40:33 > Step: 181600 Progress: 18.2% Elapsed: 1 day, 18:18:38 Gen_loss: 1.716 Dis_loss: 0.675 Cls_loss: N/A Topk: N/A ada_p: 0.1567
[INFO] 2021-10-18 07:41:36 > Step: 181700 Progress: 18.2% Elapsed: 1 day, 18:19:40 Gen_loss: 1.338 Dis_loss: 0.8529 Cls_loss: N/A Topk: N/A ada_p: 0.1581
[INFO] 2021-10-18 07:42:38 > Step: 181800 Progress: 18.2% Elapsed: 1 day, 18:20:43 Gen_loss: 1.186 Dis_loss: 0.7884 Cls_loss: N/A Topk: N/A ada_p: 0.153
[INFO] 2021-10-18 07:43:40 > Step: 181900 Progress: 18.2% Elapsed: 1 day, 18:21:45 Gen_loss: 1.48 Dis_loss: 1.07 Cls_loss: N/A Topk: N/A ada_p: 0.1524
[INFO] 2021-10-18 07:44:52 > Step: 182000 Progress: 18.2% Elapsed: 1 day, 18:22:57 Gen_loss: 1.872 Dis_loss: 1.123 Cls_loss: N/A Topk: N/A ada_p: 0.1553
[INFO] 2021-10-18 07:45:55 > Step: 182100 Progress: 18.2% Elapsed: 1 day, 18:23:59 Gen_loss: 1.328 Dis_loss: 1.027 Cls_loss: N/A Topk: N/A ada_p: 0.1503
[INFO] 2021-10-18 07:46:58 > Step: 182200 Progress: 18.2% Elapsed: 1 day, 18:25:02 Gen_loss: 1.054 Dis_loss: 0.7395 Cls_loss: N/A Topk: N/A ada_p: 0.1551
[INFO] 2021-10-18 07:48:00 > Step: 182300 Progress: 18.2% Elapsed: 1 day, 18:26:05 Gen_loss: 1.335 Dis_loss: 0.7243 Cls_loss: N/A Topk: N/A ada_p: 0.1569
[INFO] 2021-10-18 07:49:02 > Step: 182400 Progress: 18.2% Elapsed: 1 day, 18:27:07 Gen_loss: 1.584 Dis_loss: 1.155 Cls_loss: N/A Topk: N/A ada_p: 0.1587
[INFO] 2021-10-18 07:50:05 > Step: 182500 Progress: 18.2% Elapsed: 1 day, 18:28:10 Gen_loss: 1.073 Dis_loss: 0.8507 Cls_loss: N/A Topk: N/A ada_p: 0.1545
[INFO] 2021-10-18 07:51:08 > Step: 182600 Progress: 18.3% Elapsed: 1 day, 18:29:13 Gen_loss: 1.336 Dis_loss: 0.9368 Cls_loss: N/A Topk: N/A ada_p: 0.1535
[INFO] 2021-10-18 07:52:10 > Step: 182700 Progress: 18.3% Elapsed: 1 day, 18:30:15 Gen_loss: 1.345 Dis_loss: 1.021 Cls_loss: N/A Topk: N/A ada_p: 0.1499
[INFO] 2021-10-18 07:53:22 > Step: 182800 Progress: 18.3% Elapsed: 1 day, 18:31:27 Gen_loss: 1.735 Dis_loss: 0.7109 Cls_loss: N/A Topk: N/A ada_p: 0.1499
[INFO] 2021-10-18 07:54:25 > Step: 182900 Progress: 18.3% Elapsed: 1 day, 18:32:29 Gen_loss: 1.649 Dis_loss: 0.9192 Cls_loss: N/A Topk: N/A ada_p: 0.1475
[INFO] 2021-10-18 07:55:27 > Step: 183000 Progress: 18.3% Elapsed: 1 day, 18:33:32 Gen_loss: 0.883 Dis_loss: 1.021 Cls_loss: N/A Topk: N/A ada_p: 0.1495
[INFO] 2021-10-18 07:56:30 > Step: 183100 Progress: 18.3% Elapsed: 1 day, 18:34:35 Gen_loss: 1.782 Dis_loss: 1.068 Cls_loss: N/A Topk: N/A ada_p: 0.1492
[INFO] 2021-10-18 07:57:33 > Step: 183200 Progress: 18.3% Elapsed: 1 day, 18:35:37 Gen_loss: 0.6899 Dis_loss: 1.01 Cls_loss: N/A Topk: N/A ada_p: 0.1508
[INFO] 2021-10-18 07:58:36 > Step: 183300 Progress: 18.3% Elapsed: 1 day, 18:36:41 Gen_loss: 1.021 Dis_loss: 0.7957 Cls_loss: N/A Topk: N/A ada_p: 0.1537
[INFO] 2021-10-18 07:59:38 > Step: 183400 Progress: 18.3% Elapsed: 1 day, 18:37:43 Gen_loss: 1.134 Dis_loss: 0.8035 Cls_loss: N/A Topk: N/A ada_p: 0.1522
[INFO] 2021-10-18 08:00:41 > Step: 183500 Progress: 18.4% Elapsed: 1 day, 18:38:46 Gen_loss: 1.289 Dis_loss: 1.106 Cls_loss: N/A Topk: N/A ada_p: 0.153
[INFO] 2021-10-18 08:01:55 > Step: 183600 Progress: 18.4% Elapsed: 1 day, 18:39:59 Gen_loss: 1.539 Dis_loss: 0.915 Cls_loss: N/A Topk: N/A ada_p: 0.1555
[INFO] 2021-10-18 08:02:58 > Step: 183700 Progress: 18.4% Elapsed: 1 day, 18:41:03 Gen_loss: 1.448 Dis_loss: 0.8648 Cls_loss: N/A Topk: N/A ada_p: 0.1551
[INFO] 2021-10-18 08:04:01 > Step: 183800 Progress: 18.4% Elapsed: 1 day, 18:42:05 Gen_loss: 1.525 Dis_loss: 0.9833 Cls_loss: N/A Topk: N/A ada_p: 0.1533
[INFO] 2021-10-18 08:05:04 > Step: 183900 Progress: 18.4% Elapsed: 1 day, 18:43:08 Gen_loss: 1.536 Dis_loss: 0.7819 Cls_loss: N/A Topk: N/A ada_p: 0.1528
[INFO] 2021-10-18 08:06:06 > Step: 184000 Progress: 18.4% Elapsed: 1 day, 18:44:11 Gen_loss: 1.728 Dis_loss: 0.894 Cls_loss: N/A Topk: N/A ada_p: 0.1554
[INFO] 2021-10-18 08:07:09 > Step: 184100 Progress: 18.4% Elapsed: 1 day, 18:45:13 Gen_loss: 0.8053 Dis_loss: 1.156 Cls_loss: N/A Topk: N/A ada_p: 0.156
[INFO] 2021-10-18 08:08:11 > Step: 184200 Progress: 18.4% Elapsed: 1 day, 18:46:16 Gen_loss: 1.048 Dis_loss: 0.8554 Cls_loss: N/A Topk: N/A ada_p: 0.1527
[INFO] 2021-10-18 08:09:14 > Step: 184300 Progress: 18.4% Elapsed: 1 day, 18:47:18 Gen_loss: 1.125 Dis_loss: 0.9464 Cls_loss: N/A Topk: N/A ada_p: 0.153
[INFO] 2021-10-18 08:10:26 > Step: 184400 Progress: 18.4% Elapsed: 1 day, 18:48:31 Gen_loss: 0.8377 Dis_loss: 0.8732 Cls_loss: N/A Topk: N/A ada_p: 0.1535
[INFO] 2021-10-18 08:11:29 > Step: 184500 Progress: 18.4% Elapsed: 1 day, 18:49:34 Gen_loss: 1.605 Dis_loss: 0.8934 Cls_loss: N/A Topk: N/A ada_p: 0.1495
[INFO] 2021-10-18 08:12:32 > Step: 184600 Progress: 18.5% Elapsed: 1 day, 18:50:36 Gen_loss: 1.387 Dis_loss: 1.204 Cls_loss: N/A Topk: N/A ada_p: 0.15
[INFO] 2021-10-18 08:13:34 > Step: 184700 Progress: 18.5% Elapsed: 1 day, 18:51:39 Gen_loss: 1.638 Dis_loss: 0.6233 Cls_loss: N/A Topk: N/A ada_p: 0.1518
[INFO] 2021-10-18 08:14:37 > Step: 184800 Progress: 18.5% Elapsed: 1 day, 18:52:41 Gen_loss: 0.6428 Dis_loss: 1.442 Cls_loss: N/A Topk: N/A ada_p: 0.1533
[INFO] 2021-10-18 08:15:39 > Step: 184900 Progress: 18.5% Elapsed: 1 day, 18:53:44 Gen_loss: 1.708 Dis_loss: 0.8071 Cls_loss: N/A Topk: N/A ada_p: 0.1501
[INFO] 2021-10-18 08:16:41 > Step: 185000 Progress: 18.5% Elapsed: 1 day, 18:54:46 Gen_loss: 1.418 Dis_loss: 0.927 Cls_loss: N/A Topk: N/A ada_p: 0.1514
[INFO] 2021-10-18 08:17:54 > Step: 185100 Progress: 18.5% Elapsed: 1 day, 18:55:59 Gen_loss: 1.446 Dis_loss: 0.5925 Cls_loss: N/A Topk: N/A ada_p: 0.1517
[INFO] 2021-10-18 08:18:56 > Step: 185200 Progress: 18.5% Elapsed: 1 day, 18:57:01 Gen_loss: 1.587 Dis_loss: 1.321 Cls_loss: N/A Topk: N/A ada_p: 0.1524
[INFO] 2021-10-18 08:19:59 > Step: 185300 Progress: 18.5% Elapsed: 1 day, 18:58:03 Gen_loss: 1.339 Dis_loss: 0.8298 Cls_loss: N/A Topk: N/A ada_p: 0.1531
[INFO] 2021-10-18 08:21:01 > Step: 185400 Progress: 18.5% Elapsed: 1 day, 18:59:06 Gen_loss: 0.995 Dis_loss: 0.6195 Cls_loss: N/A Topk: N/A ada_p: 0.1551
[INFO] 2021-10-18 08:22:03 > Step: 185500 Progress: 18.6% Elapsed: 1 day, 19:00:08 Gen_loss: 1.226 Dis_loss: 1.034 Cls_loss: N/A Topk: N/A ada_p: 0.1539
[INFO] 2021-10-18 08:23:06 > Step: 185600 Progress: 18.6% Elapsed: 1 day, 19:01:10 Gen_loss: 1.036 Dis_loss: 0.996 Cls_loss: N/A Topk: N/A ada_p: 0.1536
[INFO] 2021-10-18 08:24:08 > Step: 185700 Progress: 18.6% Elapsed: 1 day, 19:02:13 Gen_loss: 0.9917 Dis_loss: 0.7845 Cls_loss: N/A Topk: N/A ada_p: 0.1473
[INFO] 2021-10-18 08:25:10 > Step: 185800 Progress: 18.6% Elapsed: 1 day, 19:03:15 Gen_loss: 1.061 Dis_loss: 0.7638 Cls_loss: N/A Topk: N/A ada_p: 0.1468
[INFO] 2021-10-18 08:26:23 > Step: 185900 Progress: 18.6% Elapsed: 1 day, 19:04:27 Gen_loss: 1.224 Dis_loss: 0.8684 Cls_loss: N/A Topk: N/A ada_p: 0.1471
[INFO] 2021-10-18 08:27:25 > Step: 186000 Progress: 18.6% Elapsed: 1 day, 19:05:29 Gen_loss: 0.9048 Dis_loss: 0.9105 Cls_loss: N/A Topk: N/A ada_p: 0.1501
[INFO] 2021-10-18 08:28:27 > Step: 186100 Progress: 18.6% Elapsed: 1 day, 19:06:32 Gen_loss: 1.549 Dis_loss: 0.9406 Cls_loss: N/A Topk: N/A ada_p: 0.1503
[INFO] 2021-10-18 08:29:30 > Step: 186200 Progress: 18.6% Elapsed: 1 day, 19:07:34 Gen_loss: 1.001 Dis_loss: 0.7901 Cls_loss: N/A Topk: N/A ada_p: 0.1531
[INFO] 2021-10-18 08:30:32 > Step: 186300 Progress: 18.6% Elapsed: 1 day, 19:08:37 Gen_loss: 1.356 Dis_loss: 1.005 Cls_loss: N/A Topk: N/A ada_p: 0.1536
[INFO] 2021-10-18 08:31:35 > Step: 186400 Progress: 18.6% Elapsed: 1 day, 19:09:39 Gen_loss: 2.535 Dis_loss: 1.191 Cls_loss: N/A Topk: N/A ada_p: 0.1523
[INFO] 2021-10-18 08:32:37 > Step: 186500 Progress: 18.6% Elapsed: 1 day, 19:10:42 Gen_loss: 1.323 Dis_loss: 0.8132 Cls_loss: N/A Topk: N/A ada_p: 0.153
[INFO] 2021-10-18 08:33:40 > Step: 186600 Progress: 18.7% Elapsed: 1 day, 19:11:44 Gen_loss: 0.6494 Dis_loss: 0.7463 Cls_loss: N/A Topk: N/A ada_p: 0.156
[INFO] 2021-10-18 08:34:52 > Step: 186700 Progress: 18.7% Elapsed: 1 day, 19:12:57 Gen_loss: 0.3034 Dis_loss: 0.8543 Cls_loss: N/A Topk: N/A ada_p: 0.1581
[INFO] 2021-10-18 08:35:54 > Step: 186800 Progress: 18.7% Elapsed: 1 day, 19:13:59 Gen_loss: 0.9951 Dis_loss: 0.8182 Cls_loss: N/A Topk: N/A ada_p: 0.1542
[INFO] 2021-10-18 08:36:57 > Step: 186900 Progress: 18.7% Elapsed: 1 day, 19:15:01 Gen_loss: 1.555 Dis_loss: 0.8659 Cls_loss: N/A Topk: N/A ada_p: 0.1539
[INFO] 2021-10-18 08:37:59 > Step: 187000 Progress: 18.7% Elapsed: 1 day, 19:16:04 Gen_loss: 1.538 Dis_loss: 0.9273 Cls_loss: N/A Topk: N/A ada_p: 0.1533
[INFO] 2021-10-18 08:39:02 > Step: 187100 Progress: 18.7% Elapsed: 1 day, 19:17:06 Gen_loss: 0.7055 Dis_loss: 1.409 Cls_loss: N/A Topk: N/A ada_p: 0.1485
[INFO] 2021-10-18 08:40:04 > Step: 187200 Progress: 18.7% Elapsed: 1 day, 19:18:08 Gen_loss: 1.766 Dis_loss: 0.8003 Cls_loss: N/A Topk: N/A ada_p: 0.1492
[INFO] 2021-10-18 08:41:06 > Step: 187300 Progress: 18.7% Elapsed: 1 day, 19:19:11 Gen_loss: 1.336 Dis_loss: 0.9847 Cls_loss: N/A Topk: N/A ada_p: 0.1494
[INFO] 2021-10-18 08:42:09 > Step: 187400 Progress: 18.7% Elapsed: 1 day, 19:20:14 Gen_loss: 1.761 Dis_loss: 0.8963 Cls_loss: N/A Topk: N/A ada_p: 0.1509
[INFO] 2021-10-18 08:43:21 > Step: 187500 Progress: 18.8% Elapsed: 1 day, 19:21:26 Gen_loss: 1.392 Dis_loss: 0.8308 Cls_loss: N/A Topk: N/A ada_p: 0.1535
[INFO] 2021-10-18 08:44:24 > Step: 187600 Progress: 18.8% Elapsed: 1 day, 19:22:28 Gen_loss: 2.44 Dis_loss: 1.573 Cls_loss: N/A Topk: N/A ada_p: 0.156
[INFO] 2021-10-18 08:45:27 > Step: 187700 Progress: 18.8% Elapsed: 1 day, 19:23:31 Gen_loss: 1.26 Dis_loss: 0.497 Cls_loss: N/A Topk: N/A ada_p: 0.1556
[INFO] 2021-10-18 08:46:29 > Step: 187800 Progress: 18.8% Elapsed: 1 day, 19:24:33 Gen_loss: 0.8834 Dis_loss: 0.8212 Cls_loss: N/A Topk: N/A ada_p: 0.1567
[INFO] 2021-10-18 08:47:31 > Step: 187900 Progress: 18.8% Elapsed: 1 day, 19:25:36 Gen_loss: 1.013 Dis_loss: 0.8102 Cls_loss: N/A Topk: N/A ada_p: 0.1567
[INFO] 2021-10-18 08:48:33 > Step: 188000 Progress: 18.8% Elapsed: 1 day, 19:26:38 Gen_loss: 1.213 Dis_loss: 0.8246 Cls_loss: N/A Topk: N/A ada_p: 0.1574
[INFO] 2021-10-18 08:49:36 > Step: 188100 Progress: 18.8% Elapsed: 1 day, 19:27:40 Gen_loss: 1.803 Dis_loss: 0.8652 Cls_loss: N/A Topk: N/A ada_p: 0.1545
[INFO] 2021-10-18 08:50:38 > Step: 188200 Progress: 18.8% Elapsed: 1 day, 19:28:43 Gen_loss: 1.597 Dis_loss: 1.01 Cls_loss: N/A Topk: N/A ada_p: 0.155
[INFO] 2021-10-18 08:51:50 > Step: 188300 Progress: 18.8% Elapsed: 1 day, 19:29:55 Gen_loss: 1.529 Dis_loss: 0.7194 Cls_loss: N/A Topk: N/A ada_p: 0.1548
[INFO] 2021-10-18 08:52:53 > Step: 188400 Progress: 18.8% Elapsed: 1 day, 19:30:58 Gen_loss: 1.153 Dis_loss: 1.213 Cls_loss: N/A Topk: N/A ada_p: 0.155
[INFO] 2021-10-18 08:53:57 > Step: 188500 Progress: 18.9% Elapsed: 1 day, 19:32:02 Gen_loss: 1.503 Dis_loss: 0.8423 Cls_loss: N/A Topk: N/A ada_p: 0.1559
[INFO] 2021-10-18 08:54:59 > Step: 188600 Progress: 18.9% Elapsed: 1 day, 19:33:04 Gen_loss: 1.162 Dis_loss: 1.078 Cls_loss: N/A Topk: N/A ada_p: 0.1544
[INFO] 2021-10-18 08:56:02 > Step: 188700 Progress: 18.9% Elapsed: 1 day, 19:34:07 Gen_loss: 1.488 Dis_loss: 1.003 Cls_loss: N/A Topk: N/A ada_p: 0.1513
[INFO] 2021-10-18 08:57:05 > Step: 188800 Progress: 18.9% Elapsed: 1 day, 19:35:10 Gen_loss: 1.313 Dis_loss: 0.8339 Cls_loss: N/A Topk: N/A ada_p: 0.1477
[INFO] 2021-10-18 08:58:08 > Step: 188900 Progress: 18.9% Elapsed: 1 day, 19:36:12 Gen_loss: 1.658 Dis_loss: 1.059 Cls_loss: N/A Topk: N/A ada_p: 0.1494
[INFO] 2021-10-18 08:59:11 > Step: 189000 Progress: 18.9% Elapsed: 1 day, 19:37:15 Gen_loss: 1.098 Dis_loss: 1.044 Cls_loss: N/A Topk: N/A ada_p: 0.1514
[INFO] 2021-10-18 09:00:23 > Step: 189100 Progress: 18.9% Elapsed: 1 day, 19:38:27 Gen_loss: 1.653 Dis_loss: 0.8528 Cls_loss: N/A Topk: N/A ada_p: 0.1555
[INFO] 2021-10-18 09:01:26 > Step: 189200 Progress: 18.9% Elapsed: 1 day, 19:39:31 Gen_loss: 1.253 Dis_loss: 0.7925 Cls_loss: N/A Topk: N/A ada_p: 0.1553
[INFO] 2021-10-18 09:02:29 > Step: 189300 Progress: 18.9% Elapsed: 1 day, 19:40:33 Gen_loss: 1.139 Dis_loss: 0.6488 Cls_loss: N/A Topk: N/A ada_p: 0.1549
[INFO] 2021-10-18 09:03:33 > Step: 189400 Progress: 18.9% Elapsed: 1 day, 19:41:38 Gen_loss: 1.46 Dis_loss: 0.9096 Cls_loss: N/A Topk: N/A ada_p: 0.1513
[INFO] 2021-10-18 09:04:36 > Step: 189500 Progress: 18.9% Elapsed: 1 day, 19:42:40 Gen_loss: 1.794 Dis_loss: 0.7772 Cls_loss: N/A Topk: N/A ada_p: 0.1526
[INFO] 2021-10-18 09:05:39 > Step: 189600 Progress: 19.0% Elapsed: 1 day, 19:43:43 Gen_loss: 2.239 Dis_loss: 1.28 Cls_loss: N/A Topk: N/A ada_p: 0.1562
[INFO] 2021-10-18 09:06:42 > Step: 189700 Progress: 19.0% Elapsed: 1 day, 19:44:47 Gen_loss: 0.9606 Dis_loss: 1.374 Cls_loss: N/A Topk: N/A ada_p: 0.1571
[INFO] 2021-10-18 09:07:55 > Step: 189800 Progress: 19.0% Elapsed: 1 day, 19:45:59 Gen_loss: 1.472 Dis_loss: 0.9086 Cls_loss: N/A Topk: N/A ada_p: 0.1573
[INFO] 2021-10-18 09:08:57 > Step: 189900 Progress: 19.0% Elapsed: 1 day, 19:47:01 Gen_loss: 1.135 Dis_loss: 0.5983 Cls_loss: N/A Topk: N/A ada_p: 0.1558
[INFO] 2021-10-18 09:10:00 > Step: 190000 Progress: 19.0% Elapsed: 1 day, 19:48:05 Gen_loss: 2.41 Dis_loss: 1.249 Cls_loss: N/A Topk: N/A ada_p: 0.1581
[INFO] 2021-10-18 09:10:00 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-18 09:10:00 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_190000.png
[INFO] 2021-10-18 09:10:00 > Start Evaluation (190000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-18 09:10:00 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-18 09:15:31 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-18 09:21:09 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-18 09:40:17 > Inception score (Step: 190000, 50000 generated images): 10.152005195617676
[INFO] 2021-10-18 09:40:17 > FID score (Step: 190000, Using train moments): 3.4261538575501618
[INFO] 2021-10-18 09:40:17 > Improved Precision (Step: 190000, Using train images): 0.73134
[INFO] 2021-10-18 09:40:17 > Improved Recall (Step: 190000, Using train images): 0.6581
[INFO] 2021-10-18 09:40:17 > Density (Step: 190000, Using train images): 1.007372
[INFO] 2021-10-18 09:40:17 > Coverage (Step: 190000, Using train images): 0.89704
[INFO] 2021-10-18 09:40:17 > Best FID score (Step: 190000, Using train moments): 3.4261538575501618
[INFO] 2021-10-18 09:42:42 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-18 09:44:09 > Step: 190100 Progress: 19.0% Elapsed: 1 day, 20:22:13 Gen_loss: 0.8456 Dis_loss: 0.9164 Cls_loss: N/A Topk: N/A ada_p: 0.1567
[INFO] 2021-10-18 09:45:30 > Step: 190200 Progress: 19.0% Elapsed: 1 day, 20:23:35 Gen_loss: 1.187 Dis_loss: 0.794 Cls_loss: N/A Topk: N/A ada_p: 0.1564
[INFO] 2021-10-18 09:46:32 > Step: 190300 Progress: 19.0% Elapsed: 1 day, 20:24:37 Gen_loss: 1.919 Dis_loss: 0.6019 Cls_loss: N/A Topk: N/A ada_p: 0.1615
[INFO] 2021-10-18 09:47:35 > Step: 190400 Progress: 19.0% Elapsed: 1 day, 20:25:39 Gen_loss: 1.157 Dis_loss: 0.5838 Cls_loss: N/A Topk: N/A ada_p: 0.1595
[INFO] 2021-10-18 09:48:37 > Step: 190500 Progress: 19.1% Elapsed: 1 day, 20:26:42 Gen_loss: 1.78 Dis_loss: 0.9145 Cls_loss: N/A Topk: N/A ada_p: 0.1635
[INFO] 2021-10-18 09:49:56 > Step: 190600 Progress: 19.1% Elapsed: 1 day, 20:28:00 Gen_loss: 1.77 Dis_loss: 1.03 Cls_loss: N/A Topk: N/A ada_p: 0.1586
[INFO] 2021-10-18 09:51:05 > Step: 190700 Progress: 19.1% Elapsed: 1 day, 20:29:10 Gen_loss: 1.625 Dis_loss: 0.7061 Cls_loss: N/A Topk: N/A ada_p: 0.1568
[INFO] 2021-10-18 09:52:12 > Step: 190800 Progress: 19.1% Elapsed: 1 day, 20:30:17 Gen_loss: 0.8543 Dis_loss: 0.9104 Cls_loss: N/A Topk: N/A ada_p: 0.1548
[INFO] 2021-10-18 09:53:18 > Step: 190900 Progress: 19.1% Elapsed: 1 day, 20:31:22 Gen_loss: 1.678 Dis_loss: 0.6102 Cls_loss: N/A Topk: N/A ada_p: 0.1577
[INFO] 2021-10-18 09:54:20 > Step: 191000 Progress: 19.1% Elapsed: 1 day, 20:32:25 Gen_loss: 0.8592 Dis_loss: 0.8939 Cls_loss: N/A Topk: N/A ada_p: 0.1595
[INFO] 2021-10-18 09:55:23 > Step: 191100 Progress: 19.1% Elapsed: 1 day, 20:33:27 Gen_loss: 1.327 Dis_loss: 0.9013 Cls_loss: N/A Topk: N/A ada_p: 0.161
[INFO] 2021-10-18 09:56:28 > Step: 191200 Progress: 19.1% Elapsed: 1 day, 20:34:32 Gen_loss: 0.6886 Dis_loss: 1.175 Cls_loss: N/A Topk: N/A ada_p: 0.1636
[INFO] 2021-10-18 09:57:39 > Step: 191300 Progress: 19.1% Elapsed: 1 day, 20:35:44 Gen_loss: 0.9953 Dis_loss: 0.9395 Cls_loss: N/A Topk: N/A ada_p: 0.1606
[INFO] 2021-10-18 09:59:14 > Step: 191400 Progress: 19.1% Elapsed: 1 day, 20:37:19 Gen_loss: 1.516 Dis_loss: 0.9441 Cls_loss: N/A Topk: N/A ada_p: 0.1647
[INFO] 2021-10-18 10:00:27 > Step: 191500 Progress: 19.1% Elapsed: 1 day, 20:38:31 Gen_loss: 1.27 Dis_loss: 0.5164 Cls_loss: N/A Topk: N/A ada_p: 0.1632
[INFO] 2021-10-18 10:01:36 > Step: 191600 Progress: 19.2% Elapsed: 1 day, 20:39:41 Gen_loss: 1.619 Dis_loss: 0.9766 Cls_loss: N/A Topk: N/A ada_p: 0.1668
[INFO] 2021-10-18 10:02:47 > Step: 191700 Progress: 19.2% Elapsed: 1 day, 20:40:52 Gen_loss: 1.842 Dis_loss: 0.9373 Cls_loss: N/A Topk: N/A ada_p: 0.1672
[INFO] 2021-10-18 10:03:52 > Step: 191800 Progress: 19.2% Elapsed: 1 day, 20:41:57 Gen_loss: 1.731 Dis_loss: 1.157 Cls_loss: N/A Topk: N/A ada_p: 0.1636
[INFO] 2021-10-18 10:04:56 > Step: 191900 Progress: 19.2% Elapsed: 1 day, 20:43:01 Gen_loss: 1.639 Dis_loss: 0.9565 Cls_loss: N/A Topk: N/A ada_p: 0.1661
[INFO] 2021-10-18 10:05:59 > Step: 192000 Progress: 19.2% Elapsed: 1 day, 20:44:03 Gen_loss: 1.188 Dis_loss: 1.051 Cls_loss: N/A Topk: N/A ada_p: 0.1659
[INFO] 2021-10-18 10:07:01 > Step: 192100 Progress: 19.2% Elapsed: 1 day, 20:45:06 Gen_loss: 1.101 Dis_loss: 0.9959 Cls_loss: N/A Topk: N/A ada_p: 0.167
[INFO] 2021-10-18 10:08:15 > Step: 192200 Progress: 19.2% Elapsed: 1 day, 20:46:19 Gen_loss: 0.9036 Dis_loss: 0.9319 Cls_loss: N/A Topk: N/A ada_p: 0.166
[INFO] 2021-10-18 10:09:17 > Step: 192300 Progress: 19.2% Elapsed: 1 day, 20:47:22 Gen_loss: 1.596 Dis_loss: 1.106 Cls_loss: N/A Topk: N/A ada_p: 0.1642
[INFO] 2021-10-18 10:10:25 > Step: 192400 Progress: 19.2% Elapsed: 1 day, 20:48:29 Gen_loss: 1.969 Dis_loss: 0.6824 Cls_loss: N/A Topk: N/A ada_p: 0.1642
[INFO] 2021-10-18 10:11:27 > Step: 192500 Progress: 19.2% Elapsed: 1 day, 20:49:32 Gen_loss: 0.9429 Dis_loss: 1.026 Cls_loss: N/A Topk: N/A ada_p: 0.1618
[INFO] 2021-10-18 10:12:29 > Step: 192600 Progress: 19.3% Elapsed: 1 day, 20:50:34 Gen_loss: 1.09 Dis_loss: 0.7571 Cls_loss: N/A Topk: N/A ada_p: 0.16
[INFO] 2021-10-18 10:13:32 > Step: 192700 Progress: 19.3% Elapsed: 1 day, 20:51:36 Gen_loss: 1.606 Dis_loss: 0.8243 Cls_loss: N/A Topk: N/A ada_p: 0.1626
[INFO] 2021-10-18 10:14:34 > Step: 192800 Progress: 19.3% Elapsed: 1 day, 20:52:39 Gen_loss: 1.232 Dis_loss: 0.6963 Cls_loss: N/A Topk: N/A ada_p: 0.161
[INFO] 2021-10-18 10:15:44 > Step: 192900 Progress: 19.3% Elapsed: 1 day, 20:53:48 Gen_loss: 1.982 Dis_loss: 1.191 Cls_loss: N/A Topk: N/A ada_p: 0.1617
[INFO] 2021-10-18 10:17:02 > Step: 193000 Progress: 19.3% Elapsed: 1 day, 20:55:07 Gen_loss: 1.419 Dis_loss: 0.9039 Cls_loss: N/A Topk: N/A ada_p: 0.1622
[INFO] 2021-10-18 10:18:07 > Step: 193100 Progress: 19.3% Elapsed: 1 day, 20:56:12 Gen_loss: 0.7693 Dis_loss: 0.9204 Cls_loss: N/A Topk: N/A ada_p: 0.1627
[INFO] 2021-10-18 10:19:11 > Step: 193200 Progress: 19.3% Elapsed: 1 day, 20:57:15 Gen_loss: 1.054 Dis_loss: 0.8957 Cls_loss: N/A Topk: N/A ada_p: 0.1617
[INFO] 2021-10-18 10:20:14 > Step: 193300 Progress: 19.3% Elapsed: 1 day, 20:58:19 Gen_loss: 1.374 Dis_loss: 0.8297 Cls_loss: N/A Topk: N/A ada_p: 0.16
[INFO] 2021-10-18 10:21:17 > Step: 193400 Progress: 19.3% Elapsed: 1 day, 20:59:21 Gen_loss: 0.9366 Dis_loss: 1.043 Cls_loss: N/A Topk: N/A ada_p: 0.1592
[INFO] 2021-10-18 10:22:19 > Step: 193500 Progress: 19.4% Elapsed: 1 day, 21:00:24 Gen_loss: 2.482 Dis_loss: 0.753 Cls_loss: N/A Topk: N/A ada_p: 0.1577
[INFO] 2021-10-18 10:23:21 > Step: 193600 Progress: 19.4% Elapsed: 1 day, 21:01:26 Gen_loss: 1.393 Dis_loss: 0.6048 Cls_loss: N/A Topk: N/A ada_p: 0.1572
[INFO] 2021-10-18 10:24:34 > Step: 193700 Progress: 19.4% Elapsed: 1 day, 21:02:39 Gen_loss: 1.983 Dis_loss: 1.081 Cls_loss: N/A Topk: N/A ada_p: 0.1609
[INFO] 2021-10-18 10:25:36 > Step: 193800 Progress: 19.4% Elapsed: 1 day, 21:03:41 Gen_loss: 1.904 Dis_loss: 0.6667 Cls_loss: N/A Topk: N/A ada_p: 0.1619
[INFO] 2021-10-18 10:26:39 > Step: 193900 Progress: 19.4% Elapsed: 1 day, 21:04:43 Gen_loss: 2.001 Dis_loss: 1.006 Cls_loss: N/A Topk: N/A ada_p: 0.165
[INFO] 2021-10-18 10:27:41 > Step: 194000 Progress: 19.4% Elapsed: 1 day, 21:05:46 Gen_loss: 1.319 Dis_loss: 0.8346 Cls_loss: N/A Topk: N/A ada_p: 0.1632
[INFO] 2021-10-18 10:28:44 > Step: 194100 Progress: 19.4% Elapsed: 1 day, 21:06:49 Gen_loss: 1.513 Dis_loss: 0.7794 Cls_loss: N/A Topk: N/A ada_p: 0.1672
[INFO] 2021-10-18 10:29:47 > Step: 194200 Progress: 19.4% Elapsed: 1 day, 21:07:51 Gen_loss: 1.994 Dis_loss: 0.6206 Cls_loss: N/A Topk: N/A ada_p: 0.1682
[INFO] 2021-10-18 10:30:49 > Step: 194300 Progress: 19.4% Elapsed: 1 day, 21:08:54 Gen_loss: 0.9077 Dis_loss: 0.8025 Cls_loss: N/A Topk: N/A ada_p: 0.1679
[INFO] 2021-10-18 10:31:51 > Step: 194400 Progress: 19.4% Elapsed: 1 day, 21:09:56 Gen_loss: 1.543 Dis_loss: 0.9332 Cls_loss: N/A Topk: N/A ada_p: 0.1708
[INFO] 2021-10-18 10:33:05 > Step: 194500 Progress: 19.4% Elapsed: 1 day, 21:11:09 Gen_loss: 1.269 Dis_loss: 0.7047 Cls_loss: N/A Topk: N/A ada_p: 0.1681
[INFO] 2021-10-18 10:34:07 > Step: 194600 Progress: 19.5% Elapsed: 1 day, 21:12:12 Gen_loss: 1.226 Dis_loss: 0.8551 Cls_loss: N/A Topk: N/A ada_p: 0.1699
[INFO] 2021-10-18 10:35:09 > Step: 194700 Progress: 19.5% Elapsed: 1 day, 21:13:14 Gen_loss: 1.641 Dis_loss: 0.8026 Cls_loss: N/A Topk: N/A ada_p: 0.1678
[INFO] 2021-10-18 10:36:12 > Step: 194800 Progress: 19.5% Elapsed: 1 day, 21:14:16 Gen_loss: 1.478 Dis_loss: 0.8101 Cls_loss: N/A Topk: N/A ada_p: 0.166
[INFO] 2021-10-18 10:37:17 > Step: 194900 Progress: 19.5% Elapsed: 1 day, 21:15:22 Gen_loss: 1.951 Dis_loss: 0.9571 Cls_loss: N/A Topk: N/A ada_p: 0.1659
[INFO] 2021-10-18 10:38:22 > Step: 195000 Progress: 19.5% Elapsed: 1 day, 21:16:27 Gen_loss: 1.128 Dis_loss: 0.9922 Cls_loss: N/A Topk: N/A ada_p: 0.1677
[INFO] 2021-10-18 10:39:30 > Step: 195100 Progress: 19.5% Elapsed: 1 day, 21:17:34 Gen_loss: 1.197 Dis_loss: 1.11 Cls_loss: N/A Topk: N/A ada_p: 0.1638
[INFO] 2021-10-18 10:40:36 > Step: 195200 Progress: 19.5% Elapsed: 1 day, 21:18:41 Gen_loss: 2.513 Dis_loss: 0.8504 Cls_loss: N/A Topk: N/A ada_p: 0.1646
[INFO] 2021-10-18 10:41:56 > Step: 195300 Progress: 19.5% Elapsed: 1 day, 21:20:01 Gen_loss: 1.805 Dis_loss: 0.9781 Cls_loss: N/A Topk: N/A ada_p: 0.1617
[INFO] 2021-10-18 10:43:02 > Step: 195400 Progress: 19.5% Elapsed: 1 day, 21:21:07 Gen_loss: 1.616 Dis_loss: 0.7014 Cls_loss: N/A Topk: N/A ada_p: 0.1612
[INFO] 2021-10-18 10:44:10 > Step: 195500 Progress: 19.6% Elapsed: 1 day, 21:22:15 Gen_loss: 1.428 Dis_loss: 0.9067 Cls_loss: N/A Topk: N/A ada_p: 0.1583
[INFO] 2021-10-18 10:45:16 > Step: 195600 Progress: 19.6% Elapsed: 1 day, 21:23:20 Gen_loss: 1.725 Dis_loss: 1.048 Cls_loss: N/A Topk: N/A ada_p: 0.1588
[INFO] 2021-10-18 10:46:22 > Step: 195700 Progress: 19.6% Elapsed: 1 day, 21:24:27 Gen_loss: 1.862 Dis_loss: 0.9342 Cls_loss: N/A Topk: N/A ada_p: 0.1595
[INFO] 2021-10-18 10:47:29 > Step: 195800 Progress: 19.6% Elapsed: 1 day, 21:25:34 Gen_loss: 1.383 Dis_loss: 0.9753 Cls_loss: N/A Topk: N/A ada_p: 0.159
[INFO] 2021-10-18 10:48:34 > Step: 195900 Progress: 19.6% Elapsed: 1 day, 21:26:39 Gen_loss: 0.8368 Dis_loss: 1.275 Cls_loss: N/A Topk: N/A ada_p: 0.1613
[INFO] 2021-10-18 10:49:37 > Step: 196000 Progress: 19.6% Elapsed: 1 day, 21:27:42 Gen_loss: 1.411 Dis_loss: 1.368 Cls_loss: N/A Topk: N/A ada_p: 0.1628
[INFO] 2021-10-18 10:50:49 > Step: 196100 Progress: 19.6% Elapsed: 1 day, 21:28:54 Gen_loss: 1.175 Dis_loss: 0.9205 Cls_loss: N/A Topk: N/A ada_p: 0.165
[INFO] 2021-10-18 10:51:52 > Step: 196200 Progress: 19.6% Elapsed: 1 day, 21:29:56 Gen_loss: 1.894 Dis_loss: 0.8833 Cls_loss: N/A Topk: N/A ada_p: 0.166
[INFO] 2021-10-18 10:52:54 > Step: 196300 Progress: 19.6% Elapsed: 1 day, 21:30:59 Gen_loss: 1.355 Dis_loss: 0.8775 Cls_loss: N/A Topk: N/A ada_p: 0.1624
[INFO] 2021-10-18 10:53:57 > Step: 196400 Progress: 19.6% Elapsed: 1 day, 21:32:02 Gen_loss: 1.54 Dis_loss: 0.9282 Cls_loss: N/A Topk: N/A ada_p: 0.1617
[INFO] 2021-10-18 10:55:00 > Step: 196500 Progress: 19.7% Elapsed: 1 day, 21:33:04 Gen_loss: 1.499 Dis_loss: 0.5995 Cls_loss: N/A Topk: N/A ada_p: 0.1615
[INFO] 2021-10-18 10:56:02 > Step: 196600 Progress: 19.7% Elapsed: 1 day, 21:34:07 Gen_loss: 0.9486 Dis_loss: 0.8414 Cls_loss: N/A Topk: N/A ada_p: 0.1654
[INFO] 2021-10-18 10:57:04 > Step: 196700 Progress: 19.7% Elapsed: 1 day, 21:35:09 Gen_loss: 1.21 Dis_loss: 0.9209 Cls_loss: N/A Topk: N/A ada_p: 0.1682
[INFO] 2021-10-18 10:58:07 > Step: 196800 Progress: 19.7% Elapsed: 1 day, 21:36:11 Gen_loss: 1.642 Dis_loss: 0.7848 Cls_loss: N/A Topk: N/A ada_p: 0.1674
[INFO] 2021-10-18 10:59:21 > Step: 196900 Progress: 19.7% Elapsed: 1 day, 21:37:25 Gen_loss: 1.18 Dis_loss: 1.03 Cls_loss: N/A Topk: N/A ada_p: 0.166
[INFO] 2021-10-18 11:00:28 > Step: 197000 Progress: 19.7% Elapsed: 1 day, 21:38:33 Gen_loss: 1.373 Dis_loss: 1.028 Cls_loss: N/A Topk: N/A ada_p: 0.1683
[INFO] 2021-10-18 11:01:30 > Step: 197100 Progress: 19.7% Elapsed: 1 day, 21:39:35 Gen_loss: 1.884 Dis_loss: 1.014 Cls_loss: N/A Topk: N/A ada_p: 0.1678
[INFO] 2021-10-18 11:02:35 > Step: 197200 Progress: 19.7% Elapsed: 1 day, 21:40:39 Gen_loss: 2.394 Dis_loss: 0.6351 Cls_loss: N/A Topk: N/A ada_p: 0.1663
[INFO] 2021-10-18 11:03:38 > Step: 197300 Progress: 19.7% Elapsed: 1 day, 21:41:43 Gen_loss: 1.328 Dis_loss: 0.8832 Cls_loss: N/A Topk: N/A ada_p: 0.1641
[INFO] 2021-10-18 11:04:40 > Step: 197400 Progress: 19.7% Elapsed: 1 day, 21:42:45 Gen_loss: 1.735 Dis_loss: 0.7326 Cls_loss: N/A Topk: N/A ada_p: 0.1605
[INFO] 2021-10-18 11:05:43 > Step: 197500 Progress: 19.8% Elapsed: 1 day, 21:43:48 Gen_loss: 1.084 Dis_loss: 1.028 Cls_loss: N/A Topk: N/A ada_p: 0.1603
[INFO] 2021-10-18 11:06:57 > Step: 197600 Progress: 19.8% Elapsed: 1 day, 21:45:02 Gen_loss: 0.6547 Dis_loss: 2.179 Cls_loss: N/A Topk: N/A ada_p: 0.162
[INFO] 2021-10-18 11:07:59 > Step: 197700 Progress: 19.8% Elapsed: 1 day, 21:46:04 Gen_loss: 1.292 Dis_loss: 1.124 Cls_loss: N/A Topk: N/A ada_p: 0.164
[INFO] 2021-10-18 11:09:02 > Step: 197800 Progress: 19.8% Elapsed: 1 day, 21:47:06 Gen_loss: 1.362 Dis_loss: 0.8448 Cls_loss: N/A Topk: N/A ada_p: 0.1642
[INFO] 2021-10-18 11:10:05 > Step: 197900 Progress: 19.8% Elapsed: 1 day, 21:48:10 Gen_loss: 1.973 Dis_loss: 1.062 Cls_loss: N/A Topk: N/A ada_p: 0.1609
[INFO] 2021-10-18 11:11:07 > Step: 198000 Progress: 19.8% Elapsed: 1 day, 21:49:12 Gen_loss: 1.002 Dis_loss: 0.9086 Cls_loss: N/A Topk: N/A ada_p: 0.1596
[INFO] 2021-10-18 11:12:11 > Step: 198100 Progress: 19.8% Elapsed: 1 day, 21:50:15 Gen_loss: 1.066 Dis_loss: 1.032 Cls_loss: N/A Topk: N/A ada_p: 0.1587
[INFO] 2021-10-18 11:13:13 > Step: 198200 Progress: 19.8% Elapsed: 1 day, 21:51:18 Gen_loss: 1.08 Dis_loss: 0.9885 Cls_loss: N/A Topk: N/A ada_p: 0.1582
[INFO] 2021-10-18 11:14:16 > Step: 198300 Progress: 19.8% Elapsed: 1 day, 21:52:20 Gen_loss: 0.9563 Dis_loss: 0.8191 Cls_loss: N/A Topk: N/A ada_p: 0.1587
[INFO] 2021-10-18 11:15:28 > Step: 198400 Progress: 19.8% Elapsed: 1 day, 21:53:33 Gen_loss: 1.823 Dis_loss: 0.659 Cls_loss: N/A Topk: N/A ada_p: 0.1613
[INFO] 2021-10-18 11:16:31 > Step: 198500 Progress: 19.9% Elapsed: 1 day, 21:54:36 Gen_loss: 0.9629 Dis_loss: 0.667 Cls_loss: N/A Topk: N/A ada_p: 0.1652
[INFO] 2021-10-18 11:17:34 > Step: 198600 Progress: 19.9% Elapsed: 1 day, 21:55:38 Gen_loss: 1.726 Dis_loss: 0.9117 Cls_loss: N/A Topk: N/A ada_p: 0.1673
[INFO] 2021-10-18 11:18:36 > Step: 198700 Progress: 19.9% Elapsed: 1 day, 21:56:41 Gen_loss: 1.689 Dis_loss: 0.9872 Cls_loss: N/A Topk: N/A ada_p: 0.1681
[INFO] 2021-10-18 11:19:38 > Step: 198800 Progress: 19.9% Elapsed: 1 day, 21:57:43 Gen_loss: 1.525 Dis_loss: 0.5984 Cls_loss: N/A Topk: N/A ada_p: 0.166
[INFO] 2021-10-18 11:20:41 > Step: 198900 Progress: 19.9% Elapsed: 1 day, 21:58:46 Gen_loss: 1.547 Dis_loss: 0.7825 Cls_loss: N/A Topk: N/A ada_p: 0.1623
[INFO] 2021-10-18 11:21:44 > Step: 199000 Progress: 19.9% Elapsed: 1 day, 21:59:48 Gen_loss: 1.241 Dis_loss: 0.909 Cls_loss: N/A Topk: N/A ada_p: 0.1592
[INFO] 2021-10-18 11:22:46 > Step: 199100 Progress: 19.9% Elapsed: 1 day, 22:00:51 Gen_loss: 0.7381 Dis_loss: 0.8488 Cls_loss: N/A Topk: N/A ada_p: 0.1577
[INFO] 2021-10-18 11:23:58 > Step: 199200 Progress: 19.9% Elapsed: 1 day, 22:02:03 Gen_loss: 1.051 Dis_loss: 0.9812 Cls_loss: N/A Topk: N/A ada_p: 0.1559
[INFO] 2021-10-18 11:25:00 > Step: 199300 Progress: 19.9% Elapsed: 1 day, 22:03:05 Gen_loss: 1.539 Dis_loss: 0.787 Cls_loss: N/A Topk: N/A ada_p: 0.1522
[INFO] 2021-10-18 11:26:03 > Step: 199400 Progress: 19.9% Elapsed: 1 day, 22:04:07 Gen_loss: 1.501 Dis_loss: 0.9437 Cls_loss: N/A Topk: N/A ada_p: 0.1553
[INFO] 2021-10-18 11:27:05 > Step: 199500 Progress: 20.0% Elapsed: 1 day, 22:05:10 Gen_loss: 2.354 Dis_loss: 1.073 Cls_loss: N/A Topk: N/A ada_p: 0.1553
[INFO] 2021-10-18 11:28:07 > Step: 199600 Progress: 20.0% Elapsed: 1 day, 22:06:12 Gen_loss: 1.274 Dis_loss: 1.072 Cls_loss: N/A Topk: N/A ada_p: 0.1581
[INFO] 2021-10-18 11:29:10 > Step: 199700 Progress: 20.0% Elapsed: 1 day, 22:07:15 Gen_loss: 1.34 Dis_loss: 0.9567 Cls_loss: N/A Topk: N/A ada_p: 0.1636
[INFO] 2021-10-18 11:30:14 > Step: 199800 Progress: 20.0% Elapsed: 1 day, 22:08:19 Gen_loss: 1.466 Dis_loss: 0.7811 Cls_loss: N/A Topk: N/A ada_p: 0.1618
[INFO] 2021-10-18 11:31:16 > Step: 199900 Progress: 20.0% Elapsed: 1 day, 22:09:21 Gen_loss: 1.898 Dis_loss: 1.119 Cls_loss: N/A Topk: N/A ada_p: 0.1603
[INFO] 2021-10-18 11:32:29 > Step: 200000 Progress: 20.0% Elapsed: 1 day, 22:10:34 Gen_loss: 1.559 Dis_loss: 1.281 Cls_loss: N/A Topk: N/A ada_p: 0.159
[INFO] 2021-10-18 11:32:29 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-18 11:32:29 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_200000.png
[INFO] 2021-10-18 11:32:29 > Start Evaluation (200000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-18 11:32:29 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-18 11:38:00 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-18 11:43:38 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-18 12:07:34 > Inception score (Step: 200000, 50000 generated images): 10.105449676513672
[INFO] 2021-10-18 12:07:34 > FID score (Step: 200000, Using train moments): 3.3939847763939497
[INFO] 2021-10-18 12:07:34 > Improved Precision (Step: 200000, Using train images): 0.73612
[INFO] 2021-10-18 12:07:34 > Improved Recall (Step: 200000, Using train images): 0.65558
[INFO] 2021-10-18 12:07:34 > Density (Step: 200000, Using train images): 1.0214
[INFO] 2021-10-18 12:07:34 > Coverage (Step: 200000, Using train images): 0.89718
[INFO] 2021-10-18 12:07:34 > Best FID score (Step: 200000, Using train moments): 3.3939847763939497
[INFO] 2021-10-18 12:07:56 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-18 12:10:29 > Step: 200100 Progress: 20.0% Elapsed: 1 day, 22:48:33 Gen_loss: 1.095 Dis_loss: 0.6535 Cls_loss: N/A Topk: N/A ada_p: 0.1619
[INFO] 2021-10-18 12:11:31 > Step: 200200 Progress: 20.0% Elapsed: 1 day, 22:49:35 Gen_loss: 2.156 Dis_loss: 0.76 Cls_loss: N/A Topk: N/A ada_p: 0.1619
[INFO] 2021-10-18 12:12:33 > Step: 200300 Progress: 20.0% Elapsed: 1 day, 22:50:37 Gen_loss: 1.44 Dis_loss: 0.6286 Cls_loss: N/A Topk: N/A ada_p: 0.1627
[INFO] 2021-10-18 12:13:36 > Step: 200400 Progress: 20.0% Elapsed: 1 day, 22:51:40 Gen_loss: 1.387 Dis_loss: 0.714 Cls_loss: N/A Topk: N/A ada_p: 0.1632
[INFO] 2021-10-18 12:14:39 > Step: 200500 Progress: 20.1% Elapsed: 1 day, 22:52:43 Gen_loss: 0.9421 Dis_loss: 0.8402 Cls_loss: N/A Topk: N/A ada_p: 0.1661
[INFO] 2021-10-18 12:15:41 > Step: 200600 Progress: 20.1% Elapsed: 1 day, 22:53:46 Gen_loss: 1.543 Dis_loss: 0.9283 Cls_loss: N/A Topk: N/A ada_p: 0.1659
[INFO] 2021-10-18 12:16:44 > Step: 200700 Progress: 20.1% Elapsed: 1 day, 22:54:48 Gen_loss: 1.732 Dis_loss: 1.215 Cls_loss: N/A Topk: N/A ada_p: 0.1644
[INFO] 2021-10-18 12:18:03 > Step: 200800 Progress: 20.1% Elapsed: 1 day, 22:56:08 Gen_loss: 1.775 Dis_loss: 0.9248 Cls_loss: N/A Topk: N/A ada_p: 0.1605
[INFO] 2021-10-18 12:19:07 > Step: 200900 Progress: 20.1% Elapsed: 1 day, 22:57:12 Gen_loss: 1.569 Dis_loss: 1.215 Cls_loss: N/A Topk: N/A ada_p: 0.1629
[INFO] 2021-10-18 12:20:10 > Step: 201000 Progress: 20.1% Elapsed: 1 day, 22:58:14 Gen_loss: 1.081 Dis_loss: 1.009 Cls_loss: N/A Topk: N/A ada_p: 0.1681
[INFO] 2021-10-18 12:21:12 > Step: 201100 Progress: 20.1% Elapsed: 1 day, 22:59:17 Gen_loss: 1.634 Dis_loss: 0.6512 Cls_loss: N/A Topk: N/A ada_p: 0.1629
[INFO] 2021-10-18 12:22:14 > Step: 201200 Progress: 20.1% Elapsed: 1 day, 23:00:19 Gen_loss: 1.489 Dis_loss: 0.7724 Cls_loss: N/A Topk: N/A ada_p: 0.165
[INFO] 2021-10-18 12:23:17 > Step: 201300 Progress: 20.1% Elapsed: 1 day, 23:01:22 Gen_loss: 1.206 Dis_loss: 1.009 Cls_loss: N/A Topk: N/A ada_p: 0.1664
[INFO] 2021-10-18 12:24:20 > Step: 201400 Progress: 20.1% Elapsed: 1 day, 23:02:24 Gen_loss: 1.442 Dis_loss: 0.8761 Cls_loss: N/A Topk: N/A ada_p: 0.1682
[INFO] 2021-10-18 12:25:33 > Step: 201500 Progress: 20.2% Elapsed: 1 day, 23:03:38 Gen_loss: 1.847 Dis_loss: 0.9037 Cls_loss: N/A Topk: N/A ada_p: 0.1677
[INFO] 2021-10-18 12:26:35 > Step: 201600 Progress: 20.2% Elapsed: 1 day, 23:04:40 Gen_loss: 1.907 Dis_loss: 0.6728 Cls_loss: N/A Topk: N/A ada_p: 0.1654
[INFO] 2021-10-18 12:27:39 > Step: 201700 Progress: 20.2% Elapsed: 1 day, 23:05:44 Gen_loss: 1.522 Dis_loss: 0.9498 Cls_loss: N/A Topk: N/A ada_p: 0.1635
[INFO] 2021-10-18 12:28:42 > Step: 201800 Progress: 20.2% Elapsed: 1 day, 23:06:46 Gen_loss: 1.817 Dis_loss: 1.178 Cls_loss: N/A Topk: N/A ada_p: 0.1658
[INFO] 2021-10-18 12:29:45 > Step: 201900 Progress: 20.2% Elapsed: 1 day, 23:07:50 Gen_loss: 1.338 Dis_loss: 1.188 Cls_loss: N/A Topk: N/A ada_p: 0.1693
[INFO] 2021-10-18 12:30:48 > Step: 202000 Progress: 20.2% Elapsed: 1 day, 23:08:53 Gen_loss: 1.557 Dis_loss: 0.8762 Cls_loss: N/A Topk: N/A ada_p: 0.1711
[INFO] 2021-10-18 12:31:51 > Step: 202100 Progress: 20.2% Elapsed: 1 day, 23:09:56 Gen_loss: 1.271 Dis_loss: 0.5741 Cls_loss: N/A Topk: N/A ada_p: 0.1674
[INFO] 2021-10-18 12:32:54 > Step: 202200 Progress: 20.2% Elapsed: 1 day, 23:10:59 Gen_loss: 1.493 Dis_loss: 1.146 Cls_loss: N/A Topk: N/A ada_p: 0.1641
[INFO] 2021-10-18 12:34:06 > Step: 202300 Progress: 20.2% Elapsed: 1 day, 23:12:11 Gen_loss: 1.969 Dis_loss: 0.7621 Cls_loss: N/A Topk: N/A ada_p: 0.1656
[INFO] 2021-10-18 12:35:09 > Step: 202400 Progress: 20.2% Elapsed: 1 day, 23:13:13 Gen_loss: 1.484 Dis_loss: 0.9162 Cls_loss: N/A Topk: N/A ada_p: 0.1651
[INFO] 2021-10-18 12:36:12 > Step: 202500 Progress: 20.2% Elapsed: 1 day, 23:14:16 Gen_loss: 1.538 Dis_loss: 1.11 Cls_loss: N/A Topk: N/A ada_p: 0.167
[INFO] 2021-10-18 12:37:14 > Step: 202600 Progress: 20.3% Elapsed: 1 day, 23:15:18 Gen_loss: 0.9655 Dis_loss: 0.7411 Cls_loss: N/A Topk: N/A ada_p: 0.1676
[INFO] 2021-10-18 12:38:17 > Step: 202700 Progress: 20.3% Elapsed: 1 day, 23:16:21 Gen_loss: 1.643 Dis_loss: 0.8874 Cls_loss: N/A Topk: N/A ada_p: 0.1665
[INFO] 2021-10-18 12:39:19 > Step: 202800 Progress: 20.3% Elapsed: 1 day, 23:17:24 Gen_loss: 0.8853 Dis_loss: 0.9004 Cls_loss: N/A Topk: N/A ada_p: 0.1635
[INFO] 2021-10-18 12:40:22 > Step: 202900 Progress: 20.3% Elapsed: 1 day, 23:18:26 Gen_loss: 1.529 Dis_loss: 0.9558 Cls_loss: N/A Topk: N/A ada_p: 0.1641
[INFO] 2021-10-18 12:41:24 > Step: 203000 Progress: 20.3% Elapsed: 1 day, 23:19:29 Gen_loss: 2.171 Dis_loss: 1.359 Cls_loss: N/A Topk: N/A ada_p: 0.1641
[INFO] 2021-10-18 12:42:36 > Step: 203100 Progress: 20.3% Elapsed: 1 day, 23:20:41 Gen_loss: 0.8517 Dis_loss: 0.8267 Cls_loss: N/A Topk: N/A ada_p: 0.1649
[INFO] 2021-10-18 12:43:39 > Step: 203200 Progress: 20.3% Elapsed: 1 day, 23:21:43 Gen_loss: 2.44 Dis_loss: 1.532 Cls_loss: N/A Topk: N/A ada_p: 0.1677
[INFO] 2021-10-18 12:44:42 > Step: 203300 Progress: 20.3% Elapsed: 1 day, 23:22:46 Gen_loss: 1.454 Dis_loss: 0.9287 Cls_loss: N/A Topk: N/A ada_p: 0.1691
[INFO] 2021-10-18 12:45:44 > Step: 203400 Progress: 20.3% Elapsed: 1 day, 23:23:49 Gen_loss: 1.132 Dis_loss: 0.7511 Cls_loss: N/A Topk: N/A ada_p: 0.1691
[INFO] 2021-10-18 12:46:47 > Step: 203500 Progress: 20.3% Elapsed: 1 day, 23:24:52 Gen_loss: 1.863 Dis_loss: 0.9703 Cls_loss: N/A Topk: N/A ada_p: 0.1706
[INFO] 2021-10-18 12:47:50 > Step: 203600 Progress: 20.4% Elapsed: 1 day, 23:25:54 Gen_loss: 1.128 Dis_loss: 0.6569 Cls_loss: N/A Topk: N/A ada_p: 0.167
[INFO] 2021-10-18 12:48:52 > Step: 203700 Progress: 20.4% Elapsed: 1 day, 23:26:57 Gen_loss: 1.421 Dis_loss: 0.8927 Cls_loss: N/A Topk: N/A ada_p: 0.1646
[INFO] 2021-10-18 12:49:55 > Step: 203800 Progress: 20.4% Elapsed: 1 day, 23:27:59 Gen_loss: 1.299 Dis_loss: 0.984 Cls_loss: N/A Topk: N/A ada_p: 0.1659
[INFO] 2021-10-18 12:51:07 > Step: 203900 Progress: 20.4% Elapsed: 1 day, 23:29:12 Gen_loss: 1.493 Dis_loss: 0.6038 Cls_loss: N/A Topk: N/A ada_p: 0.1679
[INFO] 2021-10-18 12:52:09 > Step: 204000 Progress: 20.4% Elapsed: 1 day, 23:30:14 Gen_loss: 1.285 Dis_loss: 0.9255 Cls_loss: N/A Topk: N/A ada_p: 0.1667
[INFO] 2021-10-18 12:53:12 > Step: 204100 Progress: 20.4% Elapsed: 1 day, 23:31:17 Gen_loss: 1.352 Dis_loss: 0.931 Cls_loss: N/A Topk: N/A ada_p: 0.1673
[INFO] 2021-10-18 12:54:15 > Step: 204200 Progress: 20.4% Elapsed: 1 day, 23:32:19 Gen_loss: 0.631 Dis_loss: 1.377 Cls_loss: N/A Topk: N/A ada_p: 0.1665
[INFO] 2021-10-18 12:55:17 > Step: 204300 Progress: 20.4% Elapsed: 1 day, 23:33:22 Gen_loss: 0.9333 Dis_loss: 1.046 Cls_loss: N/A Topk: N/A ada_p: 0.167
[INFO] 2021-10-18 12:56:20 > Step: 204400 Progress: 20.4% Elapsed: 1 day, 23:34:24 Gen_loss: 0.8933 Dis_loss: 0.7505 Cls_loss: N/A Topk: N/A ada_p: 0.1673
[INFO] 2021-10-18 12:57:22 > Step: 204500 Progress: 20.4% Elapsed: 1 day, 23:35:27 Gen_loss: 1.114 Dis_loss: 1.007 Cls_loss: N/A Topk: N/A ada_p: 0.169
[INFO] 2021-10-18 12:58:25 > Step: 204600 Progress: 20.5% Elapsed: 1 day, 23:36:29 Gen_loss: 1.995 Dis_loss: 1.015 Cls_loss: N/A Topk: N/A ada_p: 0.1684
[INFO] 2021-10-18 12:59:38 > Step: 204700 Progress: 20.5% Elapsed: 1 day, 23:37:42 Gen_loss: 1.968 Dis_loss: 1.075 Cls_loss: N/A Topk: N/A ada_p: 0.1679
[INFO] 2021-10-18 13:00:40 > Step: 204800 Progress: 20.5% Elapsed: 1 day, 23:38:45 Gen_loss: 1.191 Dis_loss: 1.001 Cls_loss: N/A Topk: N/A ada_p: 0.1682
[INFO] 2021-10-18 13:01:43 > Step: 204900 Progress: 20.5% Elapsed: 1 day, 23:39:48 Gen_loss: 0.8178 Dis_loss: 0.9288 Cls_loss: N/A Topk: N/A ada_p: 0.1711
[INFO] 2021-10-18 13:02:45 > Step: 205000 Progress: 20.5% Elapsed: 1 day, 23:40:50 Gen_loss: 0.9131 Dis_loss: 0.9493 Cls_loss: N/A Topk: N/A ada_p: 0.1701
[INFO] 2021-10-18 13:03:47 > Step: 205100 Progress: 20.5% Elapsed: 1 day, 23:41:52 Gen_loss: 1.479 Dis_loss: 0.6527 Cls_loss: N/A Topk: N/A ada_p: 0.1683
[INFO] 2021-10-18 13:04:50 > Step: 205200 Progress: 20.5% Elapsed: 1 day, 23:42:54 Gen_loss: 1.013 Dis_loss: 1.05 Cls_loss: N/A Topk: N/A ada_p: 0.1645
[INFO] 2021-10-18 13:05:52 > Step: 205300 Progress: 20.5% Elapsed: 1 day, 23:43:57 Gen_loss: 1.408 Dis_loss: 0.5277 Cls_loss: N/A Topk: N/A ada_p: 0.1654
[INFO] 2021-10-18 13:06:55 > Step: 205400 Progress: 20.5% Elapsed: 1 day, 23:44:59 Gen_loss: 1.002 Dis_loss: 1.189 Cls_loss: N/A Topk: N/A ada_p: 0.1677
[INFO] 2021-10-18 13:08:07 > Step: 205500 Progress: 20.5% Elapsed: 1 day, 23:46:12 Gen_loss: 2.024 Dis_loss: 0.8365 Cls_loss: N/A Topk: N/A ada_p: 0.1664
[INFO] 2021-10-18 13:09:10 > Step: 205600 Progress: 20.6% Elapsed: 1 day, 23:47:14 Gen_loss: 1.929 Dis_loss: 0.5758 Cls_loss: N/A Topk: N/A ada_p: 0.1672
[INFO] 2021-10-18 13:10:12 > Step: 205700 Progress: 20.6% Elapsed: 1 day, 23:48:17 Gen_loss: 1.39 Dis_loss: 0.6515 Cls_loss: N/A Topk: N/A ada_p: 0.167
[INFO] 2021-10-18 13:11:15 > Step: 205800 Progress: 20.6% Elapsed: 1 day, 23:49:19 Gen_loss: 1.255 Dis_loss: 0.7938 Cls_loss: N/A Topk: N/A ada_p: 0.1655
[INFO] 2021-10-18 13:12:17 > Step: 205900 Progress: 20.6% Elapsed: 1 day, 23:50:22 Gen_loss: 1.182 Dis_loss: 0.8791 Cls_loss: N/A Topk: N/A ada_p: 0.1658
[INFO] 2021-10-18 13:13:20 > Step: 206000 Progress: 20.6% Elapsed: 1 day, 23:51:24 Gen_loss: 1.111 Dis_loss: 1.144 Cls_loss: N/A Topk: N/A ada_p: 0.1655
[INFO] 2021-10-18 13:14:23 > Step: 206100 Progress: 20.6% Elapsed: 1 day, 23:52:28 Gen_loss: 1.329 Dis_loss: 1.041 Cls_loss: N/A Topk: N/A ada_p: 0.1659
[INFO] 2021-10-18 13:15:36 > Step: 206200 Progress: 20.6% Elapsed: 1 day, 23:53:41 Gen_loss: 1.332 Dis_loss: 0.9236 Cls_loss: N/A Topk: N/A ada_p: 0.1667
[INFO] 2021-10-18 13:16:38 > Step: 206300 Progress: 20.6% Elapsed: 1 day, 23:54:43 Gen_loss: 1.696 Dis_loss: 1.164 Cls_loss: N/A Topk: N/A ada_p: 0.1667
[INFO] 2021-10-18 13:17:41 > Step: 206400 Progress: 20.6% Elapsed: 1 day, 23:55:45 Gen_loss: 1.235 Dis_loss: 0.9047 Cls_loss: N/A Topk: N/A ada_p: 0.1682
[INFO] 2021-10-18 13:18:43 > Step: 206500 Progress: 20.6% Elapsed: 1 day, 23:56:48 Gen_loss: 1.392 Dis_loss: 0.8365 Cls_loss: N/A Topk: N/A ada_p: 0.1683
[INFO] 2021-10-18 13:19:46 > Step: 206600 Progress: 20.7% Elapsed: 1 day, 23:57:50 Gen_loss: 1.438 Dis_loss: 1.13 Cls_loss: N/A Topk: N/A ada_p: 0.1658
[INFO] 2021-10-18 13:20:48 > Step: 206700 Progress: 20.7% Elapsed: 1 day, 23:58:53 Gen_loss: 0.9713 Dis_loss: 0.9378 Cls_loss: N/A Topk: N/A ada_p: 0.1619
[INFO] 2021-10-18 13:21:51 > Step: 206800 Progress: 20.7% Elapsed: 1 day, 23:59:55 Gen_loss: 1.922 Dis_loss: 1.054 Cls_loss: N/A Topk: N/A ada_p: 0.165
[INFO] 2021-10-18 13:22:53 > Step: 206900 Progress: 20.7% Elapsed: 2 days, 0:00:58 Gen_loss: 1.624 Dis_loss: 0.7673 Cls_loss: N/A Topk: N/A ada_p: 0.1646
[INFO] 2021-10-18 13:24:06 > Step: 207000 Progress: 20.7% Elapsed: 2 days, 0:02:10 Gen_loss: 1.528 Dis_loss: 0.7392 Cls_loss: N/A Topk: N/A ada_p: 0.1651
[INFO] 2021-10-18 13:25:08 > Step: 207100 Progress: 20.7% Elapsed: 2 days, 0:03:13 Gen_loss: 0.8001 Dis_loss: 0.9444 Cls_loss: N/A Topk: N/A ada_p: 0.1667
[INFO] 2021-10-18 13:26:11 > Step: 207200 Progress: 20.7% Elapsed: 2 days, 0:04:16 Gen_loss: 1.808 Dis_loss: 0.6766 Cls_loss: N/A Topk: N/A ada_p: 0.1669
[INFO] 2021-10-18 13:27:15 > Step: 207300 Progress: 20.7% Elapsed: 2 days, 0:05:20 Gen_loss: 1.168 Dis_loss: 0.8577 Cls_loss: N/A Topk: N/A ada_p: 0.1676
[INFO] 2021-10-18 13:28:18 > Step: 207400 Progress: 20.7% Elapsed: 2 days, 0:06:22 Gen_loss: 1.581 Dis_loss: 0.8446 Cls_loss: N/A Topk: N/A ada_p: 0.1673
[INFO] 2021-10-18 13:29:20 > Step: 207500 Progress: 20.8% Elapsed: 2 days, 0:07:25 Gen_loss: 2.531 Dis_loss: 0.8621 Cls_loss: N/A Topk: N/A ada_p: 0.1645
[INFO] 2021-10-18 13:30:22 > Step: 207600 Progress: 20.8% Elapsed: 2 days, 0:08:27 Gen_loss: 1.19 Dis_loss: 1.014 Cls_loss: N/A Topk: N/A ada_p: 0.1632
[INFO] 2021-10-18 13:31:25 > Step: 207700 Progress: 20.8% Elapsed: 2 days, 0:09:30 Gen_loss: 2.138 Dis_loss: 1.05 Cls_loss: N/A Topk: N/A ada_p: 0.1618
[INFO] 2021-10-18 13:32:38 > Step: 207800 Progress: 20.8% Elapsed: 2 days, 0:10:42 Gen_loss: 1.084 Dis_loss: 1.027 Cls_loss: N/A Topk: N/A ada_p: 0.1649
[INFO] 2021-10-18 13:33:40 > Step: 207900 Progress: 20.8% Elapsed: 2 days, 0:11:45 Gen_loss: 2.123 Dis_loss: 0.5262 Cls_loss: N/A Topk: N/A ada_p: 0.17
[INFO] 2021-10-18 13:34:43 > Step: 208000 Progress: 20.8% Elapsed: 2 days, 0:12:48 Gen_loss: 0.7963 Dis_loss: 0.7866 Cls_loss: N/A Topk: N/A ada_p: 0.17
[INFO] 2021-10-18 13:35:46 > Step: 208100 Progress: 20.8% Elapsed: 2 days, 0:13:50 Gen_loss: 1.204 Dis_loss: 0.8027 Cls_loss: N/A Topk: N/A ada_p: 0.1688
[INFO] 2021-10-18 13:36:48 > Step: 208200 Progress: 20.8% Elapsed: 2 days, 0:14:53 Gen_loss: 1.888 Dis_loss: 1.275 Cls_loss: N/A Topk: N/A ada_p: 0.167
[INFO] 2021-10-18 13:37:51 > Step: 208300 Progress: 20.8% Elapsed: 2 days, 0:15:56 Gen_loss: 1.749 Dis_loss: 0.6891 Cls_loss: N/A Topk: N/A ada_p: 0.1678
[INFO] 2021-10-18 13:38:53 > Step: 208400 Progress: 20.8% Elapsed: 2 days, 0:16:58 Gen_loss: 1.761 Dis_loss: 0.7379 Cls_loss: N/A Topk: N/A ada_p: 0.1668
[INFO] 2021-10-18 13:39:56 > Step: 208500 Progress: 20.8% Elapsed: 2 days, 0:18:01 Gen_loss: 1.39 Dis_loss: 0.6783 Cls_loss: N/A Topk: N/A ada_p: 0.1608
[INFO] 2021-10-18 13:41:08 > Step: 208600 Progress: 20.9% Elapsed: 2 days, 0:19:13 Gen_loss: 0.5813 Dis_loss: 1.144 Cls_loss: N/A Topk: N/A ada_p: 0.1669
[INFO] 2021-10-18 13:42:10 > Step: 208700 Progress: 20.9% Elapsed: 2 days, 0:20:15 Gen_loss: 1.579 Dis_loss: 0.8838 Cls_loss: N/A Topk: N/A ada_p: 0.1654
[INFO] 2021-10-18 13:43:13 > Step: 208800 Progress: 20.9% Elapsed: 2 days, 0:21:17 Gen_loss: 1.968 Dis_loss: 0.388 Cls_loss: N/A Topk: N/A ada_p: 0.1664
[INFO] 2021-10-18 13:44:15 > Step: 208900 Progress: 20.9% Elapsed: 2 days, 0:22:20 Gen_loss: 1.188 Dis_loss: 0.6822 Cls_loss: N/A Topk: N/A ada_p: 0.1683
[INFO] 2021-10-18 13:45:18 > Step: 209000 Progress: 20.9% Elapsed: 2 days, 0:23:22 Gen_loss: 1.077 Dis_loss: 0.6998 Cls_loss: N/A Topk: N/A ada_p: 0.1704
[INFO] 2021-10-18 13:46:20 > Step: 209100 Progress: 20.9% Elapsed: 2 days, 0:24:24 Gen_loss: 0.6272 Dis_loss: 1.188 Cls_loss: N/A Topk: N/A ada_p: 0.1711
[INFO] 2021-10-18 13:47:22 > Step: 209200 Progress: 20.9% Elapsed: 2 days, 0:25:27 Gen_loss: 1.026 Dis_loss: 0.8551 Cls_loss: N/A Topk: N/A ada_p: 0.1696
[INFO] 2021-10-18 13:48:26 > Step: 209300 Progress: 20.9% Elapsed: 2 days, 0:26:30 Gen_loss: 0.9901 Dis_loss: 1.065 Cls_loss: N/A Topk: N/A ada_p: 0.1659
[INFO] 2021-10-18 13:49:38 > Step: 209400 Progress: 20.9% Elapsed: 2 days, 0:27:43 Gen_loss: 1.474 Dis_loss: 0.5749 Cls_loss: N/A Topk: N/A ada_p: 0.1644
[INFO] 2021-10-18 13:50:41 > Step: 209500 Progress: 20.9% Elapsed: 2 days, 0:28:45 Gen_loss: 1.692 Dis_loss: 0.8898 Cls_loss: N/A Topk: N/A ada_p: 0.1697
[INFO] 2021-10-18 13:51:43 > Step: 209600 Progress: 21.0% Elapsed: 2 days, 0:29:48 Gen_loss: 1.228 Dis_loss: 1.085 Cls_loss: N/A Topk: N/A ada_p: 0.1679
[INFO] 2021-10-18 13:52:46 > Step: 209700 Progress: 21.0% Elapsed: 2 days, 0:30:50 Gen_loss: 1.266 Dis_loss: 0.6275 Cls_loss: N/A Topk: N/A ada_p: 0.1704
[INFO] 2021-10-18 13:53:49 > Step: 209800 Progress: 21.0% Elapsed: 2 days, 0:31:53 Gen_loss: 1.476 Dis_loss: 0.8742 Cls_loss: N/A Topk: N/A ada_p: 0.1745
[INFO] 2021-10-18 13:54:51 > Step: 209900 Progress: 21.0% Elapsed: 2 days, 0:32:56 Gen_loss: 0.9012 Dis_loss: 0.7016 Cls_loss: N/A Topk: N/A ada_p: 0.1742
[INFO] 2021-10-18 13:55:54 > Step: 210000 Progress: 21.0% Elapsed: 2 days, 0:33:59 Gen_loss: 1.293 Dis_loss: 1.02 Cls_loss: N/A Topk: N/A ada_p: 0.1693
[INFO] 2021-10-18 13:55:54 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-18 13:55:54 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_210000.png
[INFO] 2021-10-18 13:55:54 > Start Evaluation (210000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-18 13:55:54 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-18 14:01:24 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-18 14:07:02 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-18 14:34:59 > Inception score (Step: 210000, 50000 generated images): 10.175846099853516
[INFO] 2021-10-18 14:34:59 > FID score (Step: 210000, Using train moments): 3.366528722262842
[INFO] 2021-10-18 14:34:59 > Improved Precision (Step: 210000, Using train images): 0.73334
[INFO] 2021-10-18 14:34:59 > Improved Recall (Step: 210000, Using train images): 0.65738
[INFO] 2021-10-18 14:34:59 > Density (Step: 210000, Using train images): 1.0219
[INFO] 2021-10-18 14:34:59 > Coverage (Step: 210000, Using train images): 0.89896
[INFO] 2021-10-18 14:34:59 > Best FID score (Step: 210000, Using train moments): 3.366528722262842
[INFO] 2021-10-18 14:35:21 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-18 14:36:39 > Step: 210100 Progress: 21.0% Elapsed: 2 days, 1:14:44 Gen_loss: 1.023 Dis_loss: 0.7291 Cls_loss: N/A Topk: N/A ada_p: 0.1713
[INFO] 2021-10-18 14:37:41 > Step: 210200 Progress: 21.0% Elapsed: 2 days, 1:15:45 Gen_loss: 1.582 Dis_loss: 0.914 Cls_loss: N/A Topk: N/A ada_p: 0.1718
[INFO] 2021-10-18 14:38:43 > Step: 210300 Progress: 21.0% Elapsed: 2 days, 1:16:48 Gen_loss: 1.181 Dis_loss: 1.205 Cls_loss: N/A Topk: N/A ada_p: 0.1715
[INFO] 2021-10-18 14:39:45 > Step: 210400 Progress: 21.0% Elapsed: 2 days, 1:17:50 Gen_loss: 0.9837 Dis_loss: 0.7379 Cls_loss: N/A Topk: N/A ada_p: 0.1702
[INFO] 2021-10-18 14:40:48 > Step: 210500 Progress: 21.1% Elapsed: 2 days, 1:18:52 Gen_loss: 1.515 Dis_loss: 0.8116 Cls_loss: N/A Topk: N/A ada_p: 0.1724
[INFO] 2021-10-18 14:41:50 > Step: 210600 Progress: 21.1% Elapsed: 2 days, 1:19:55 Gen_loss: 0.9054 Dis_loss: 1.001 Cls_loss: N/A Topk: N/A ada_p: 0.1722
[INFO] 2021-10-18 14:42:52 > Step: 210700 Progress: 21.1% Elapsed: 2 days, 1:20:57 Gen_loss: 1.758 Dis_loss: 0.7353 Cls_loss: N/A Topk: N/A ada_p: 0.1714
[INFO] 2021-10-18 14:43:55 > Step: 210800 Progress: 21.1% Elapsed: 2 days, 1:22:00 Gen_loss: 1.093 Dis_loss: 0.891 Cls_loss: N/A Topk: N/A ada_p: 0.1711
[INFO] 2021-10-18 14:45:08 > Step: 210900 Progress: 21.1% Elapsed: 2 days, 1:23:12 Gen_loss: 1.168 Dis_loss: 1.045 Cls_loss: N/A Topk: N/A ada_p: 0.1708
[INFO] 2021-10-18 14:46:10 > Step: 211000 Progress: 21.1% Elapsed: 2 days, 1:24:14 Gen_loss: 1.316 Dis_loss: 1.112 Cls_loss: N/A Topk: N/A ada_p: 0.1713
[INFO] 2021-10-18 14:47:12 > Step: 211100 Progress: 21.1% Elapsed: 2 days, 1:25:17 Gen_loss: 1.123 Dis_loss: 0.9571 Cls_loss: N/A Topk: N/A ada_p: 0.1692
[INFO] 2021-10-18 14:48:15 > Step: 211200 Progress: 21.1% Elapsed: 2 days, 1:26:20 Gen_loss: 1.632 Dis_loss: 0.7142 Cls_loss: N/A Topk: N/A ada_p: 0.172
[INFO] 2021-10-18 14:49:18 > Step: 211300 Progress: 21.1% Elapsed: 2 days, 1:27:23 Gen_loss: 1.254 Dis_loss: 1.097 Cls_loss: N/A Topk: N/A ada_p: 0.1693
[INFO] 2021-10-18 14:50:20 > Step: 211400 Progress: 21.1% Elapsed: 2 days, 1:28:25 Gen_loss: 1.257 Dis_loss: 0.8938 Cls_loss: N/A Topk: N/A ada_p: 0.1711
[INFO] 2021-10-18 14:51:23 > Step: 211500 Progress: 21.1% Elapsed: 2 days, 1:29:27 Gen_loss: 1.167 Dis_loss: 1.07 Cls_loss: N/A Topk: N/A ada_p: 0.1676
[INFO] 2021-10-18 14:52:25 > Step: 211600 Progress: 21.2% Elapsed: 2 days, 1:30:30 Gen_loss: 1.773 Dis_loss: 0.9499 Cls_loss: N/A Topk: N/A ada_p: 0.1665
[INFO] 2021-10-18 14:53:39 > Step: 211700 Progress: 21.2% Elapsed: 2 days, 1:31:43 Gen_loss: 0.9895 Dis_loss: 1.4 Cls_loss: N/A Topk: N/A ada_p: 0.1669
[INFO] 2021-10-18 14:54:41 > Step: 211800 Progress: 21.2% Elapsed: 2 days, 1:32:46 Gen_loss: 1.183 Dis_loss: 0.8817 Cls_loss: N/A Topk: N/A ada_p: 0.1677
[INFO] 2021-10-18 14:55:44 > Step: 211900 Progress: 21.2% Elapsed: 2 days, 1:33:49 Gen_loss: 1.418 Dis_loss: 0.7351 Cls_loss: N/A Topk: N/A ada_p: 0.1695
[INFO] 2021-10-18 14:56:47 > Step: 212000 Progress: 21.2% Elapsed: 2 days, 1:34:51 Gen_loss: 1.552 Dis_loss: 0.5875 Cls_loss: N/A Topk: N/A ada_p: 0.169
[INFO] 2021-10-18 14:57:49 > Step: 212100 Progress: 21.2% Elapsed: 2 days, 1:35:54 Gen_loss: 1.477 Dis_loss: 0.7832 Cls_loss: N/A Topk: N/A ada_p: 0.1696
[INFO] 2021-10-18 14:58:51 > Step: 212200 Progress: 21.2% Elapsed: 2 days, 1:36:56 Gen_loss: 0.824 Dis_loss: 1.034 Cls_loss: N/A Topk: N/A ada_p: 0.1691
[INFO] 2021-10-18 14:59:54 > Step: 212300 Progress: 21.2% Elapsed: 2 days, 1:37:58 Gen_loss: 1.571 Dis_loss: 1.006 Cls_loss: N/A Topk: N/A ada_p: 0.1655
[INFO] 2021-10-18 15:00:56 > Step: 212400 Progress: 21.2% Elapsed: 2 days, 1:39:01 Gen_loss: 1.239 Dis_loss: 0.5854 Cls_loss: N/A Topk: N/A ada_p: 0.1701
[INFO] 2021-10-18 15:02:09 > Step: 212500 Progress: 21.2% Elapsed: 2 days, 1:40:14 Gen_loss: 1.512 Dis_loss: 0.6857 Cls_loss: N/A Topk: N/A ada_p: 0.1708
[INFO] 2021-10-18 15:03:12 > Step: 212600 Progress: 21.3% Elapsed: 2 days, 1:41:16 Gen_loss: 1.642 Dis_loss: 0.8685 Cls_loss: N/A Topk: N/A ada_p: 0.1679
[INFO] 2021-10-18 15:04:14 > Step: 212700 Progress: 21.3% Elapsed: 2 days, 1:42:19 Gen_loss: 1.316 Dis_loss: 0.853 Cls_loss: N/A Topk: N/A ada_p: 0.17
[INFO] 2021-10-18 15:05:16 > Step: 212800 Progress: 21.3% Elapsed: 2 days, 1:43:21 Gen_loss: 1.018 Dis_loss: 1.163 Cls_loss: N/A Topk: N/A ada_p: 0.1697
[INFO] 2021-10-18 15:06:19 > Step: 212900 Progress: 21.3% Elapsed: 2 days, 1:44:24 Gen_loss: 1.276 Dis_loss: 0.6313 Cls_loss: N/A Topk: N/A ada_p: 0.1714
[INFO] 2021-10-18 15:07:21 > Step: 213000 Progress: 21.3% Elapsed: 2 days, 1:45:26 Gen_loss: 1.378 Dis_loss: 0.9589 Cls_loss: N/A Topk: N/A ada_p: 0.1701
[INFO] 2021-10-18 15:08:23 > Step: 213100 Progress: 21.3% Elapsed: 2 days, 1:46:28 Gen_loss: 2.609 Dis_loss: 1.271 Cls_loss: N/A Topk: N/A ada_p: 0.1727
[INFO] 2021-10-18 15:09:26 > Step: 213200 Progress: 21.3% Elapsed: 2 days, 1:47:31 Gen_loss: 1.83 Dis_loss: 0.8981 Cls_loss: N/A Topk: N/A ada_p: 0.1673
[INFO] 2021-10-18 15:10:38 > Step: 213300 Progress: 21.3% Elapsed: 2 days, 1:48:43 Gen_loss: 1.28 Dis_loss: 0.8217 Cls_loss: N/A Topk: N/A ada_p: 0.1651
[INFO] 2021-10-18 15:11:41 > Step: 213400 Progress: 21.3% Elapsed: 2 days, 1:49:46 Gen_loss: 1.494 Dis_loss: 0.8458 Cls_loss: N/A Topk: N/A ada_p: 0.1672
[INFO] 2021-10-18 15:12:43 > Step: 213500 Progress: 21.3% Elapsed: 2 days, 1:50:48 Gen_loss: 1.033 Dis_loss: 1.002 Cls_loss: N/A Topk: N/A ada_p: 0.1692
[INFO] 2021-10-18 15:13:46 > Step: 213600 Progress: 21.4% Elapsed: 2 days, 1:51:50 Gen_loss: 1.793 Dis_loss: 1.066 Cls_loss: N/A Topk: N/A ada_p: 0.1695
[INFO] 2021-10-18 15:14:48 > Step: 213700 Progress: 21.4% Elapsed: 2 days, 1:52:53 Gen_loss: 1.8 Dis_loss: 1.054 Cls_loss: N/A Topk: N/A ada_p: 0.1676
[INFO] 2021-10-18 15:15:51 > Step: 213800 Progress: 21.4% Elapsed: 2 days, 1:53:55 Gen_loss: 1.794 Dis_loss: 0.6406 Cls_loss: N/A Topk: N/A ada_p: 0.1686
[INFO] 2021-10-18 15:16:53 > Step: 213900 Progress: 21.4% Elapsed: 2 days, 1:54:58 Gen_loss: 1.735 Dis_loss: 0.6448 Cls_loss: N/A Topk: N/A ada_p: 0.1711
[INFO] 2021-10-18 15:18:06 > Step: 214000 Progress: 21.4% Elapsed: 2 days, 1:56:10 Gen_loss: 1.884 Dis_loss: 0.8382 Cls_loss: N/A Topk: N/A ada_p: 0.1696
[INFO] 2021-10-18 15:19:08 > Step: 214100 Progress: 21.4% Elapsed: 2 days, 1:57:13 Gen_loss: 1.274 Dis_loss: 0.6439 Cls_loss: N/A Topk: N/A ada_p: 0.1695
[INFO] 2021-10-18 15:20:10 > Step: 214200 Progress: 21.4% Elapsed: 2 days, 1:58:15 Gen_loss: 1.368 Dis_loss: 1.081 Cls_loss: N/A Topk: N/A ada_p: 0.1677
[INFO] 2021-10-18 15:21:13 > Step: 214300 Progress: 21.4% Elapsed: 2 days, 1:59:18 Gen_loss: 0.8453 Dis_loss: 0.9821 Cls_loss: N/A Topk: N/A ada_p: 0.1702
[INFO] 2021-10-18 15:22:15 > Step: 214400 Progress: 21.4% Elapsed: 2 days, 2:00:20 Gen_loss: 1.795 Dis_loss: 0.5905 Cls_loss: N/A Topk: N/A ada_p: 0.1684
[INFO] 2021-10-18 15:23:18 > Step: 214500 Progress: 21.4% Elapsed: 2 days, 2:01:22 Gen_loss: 1.071 Dis_loss: 0.9383 Cls_loss: N/A Topk: N/A ada_p: 0.1716
[INFO] 2021-10-18 15:24:20 > Step: 214600 Progress: 21.5% Elapsed: 2 days, 2:02:25 Gen_loss: 1.274 Dis_loss: 0.7779 Cls_loss: N/A Topk: N/A ada_p: 0.1745
[INFO] 2021-10-18 15:25:22 > Step: 214700 Progress: 21.5% Elapsed: 2 days, 2:03:27 Gen_loss: 1.538 Dis_loss: 0.561 Cls_loss: N/A Topk: N/A ada_p: 0.1719
[INFO] 2021-10-18 15:26:35 > Step: 214800 Progress: 21.5% Elapsed: 2 days, 2:04:39 Gen_loss: 2.055 Dis_loss: 0.8704 Cls_loss: N/A Topk: N/A ada_p: 0.1729
[INFO] 2021-10-18 15:27:37 > Step: 214900 Progress: 21.5% Elapsed: 2 days, 2:05:42 Gen_loss: 1.244 Dis_loss: 0.67 Cls_loss: N/A Topk: N/A ada_p: 0.1723
[INFO] 2021-10-18 15:28:39 > Step: 215000 Progress: 21.5% Elapsed: 2 days, 2:06:44 Gen_loss: 1.167 Dis_loss: 0.6163 Cls_loss: N/A Topk: N/A ada_p: 0.1738
[INFO] 2021-10-18 15:29:42 > Step: 215100 Progress: 21.5% Elapsed: 2 days, 2:07:46 Gen_loss: 0.9915 Dis_loss: 0.9408 Cls_loss: N/A Topk: N/A ada_p: 0.1728
[INFO] 2021-10-18 15:30:44 > Step: 215200 Progress: 21.5% Elapsed: 2 days, 2:08:49 Gen_loss: 1.394 Dis_loss: 0.9662 Cls_loss: N/A Topk: N/A ada_p: 0.1695
[INFO] 2021-10-18 15:31:47 > Step: 215300 Progress: 21.5% Elapsed: 2 days, 2:09:52 Gen_loss: 1.495 Dis_loss: 0.9086 Cls_loss: N/A Topk: N/A ada_p: 0.1681
[INFO] 2021-10-18 15:32:50 > Step: 215400 Progress: 21.5% Elapsed: 2 days, 2:10:54 Gen_loss: 1.674 Dis_loss: 0.9256 Cls_loss: N/A Topk: N/A ada_p: 0.1696
[INFO] 2021-10-18 15:33:52 > Step: 215500 Progress: 21.6% Elapsed: 2 days, 2:11:57 Gen_loss: 0.9057 Dis_loss: 0.9143 Cls_loss: N/A Topk: N/A ada_p: 0.1711
[INFO] 2021-10-18 15:35:04 > Step: 215600 Progress: 21.6% Elapsed: 2 days, 2:13:09 Gen_loss: 1.134 Dis_loss: 0.9056 Cls_loss: N/A Topk: N/A ada_p: 0.1729
[INFO] 2021-10-18 15:36:07 > Step: 215700 Progress: 21.6% Elapsed: 2 days, 2:14:11 Gen_loss: 1.025 Dis_loss: 0.9251 Cls_loss: N/A Topk: N/A ada_p: 0.1746
[INFO] 2021-10-18 15:37:10 > Step: 215800 Progress: 21.6% Elapsed: 2 days, 2:15:14 Gen_loss: 1.567 Dis_loss: 0.9573 Cls_loss: N/A Topk: N/A ada_p: 0.1718
[INFO] 2021-10-18 15:38:12 > Step: 215900 Progress: 21.6% Elapsed: 2 days, 2:16:17 Gen_loss: 1.618 Dis_loss: 0.9159 Cls_loss: N/A Topk: N/A ada_p: 0.1692
[INFO] 2021-10-18 15:39:15 > Step: 216000 Progress: 21.6% Elapsed: 2 days, 2:17:20 Gen_loss: 1.643 Dis_loss: 0.5689 Cls_loss: N/A Topk: N/A ada_p: 0.1695
[INFO] 2021-10-18 15:40:19 > Step: 216100 Progress: 21.6% Elapsed: 2 days, 2:18:23 Gen_loss: 1.186 Dis_loss: 0.8708 Cls_loss: N/A Topk: N/A ada_p: 0.1699
[INFO] 2021-10-18 15:41:22 > Step: 216200 Progress: 21.6% Elapsed: 2 days, 2:19:27 Gen_loss: 1.045 Dis_loss: 0.8826 Cls_loss: N/A Topk: N/A ada_p: 0.1709
[INFO] 2021-10-18 15:42:24 > Step: 216300 Progress: 21.6% Elapsed: 2 days, 2:20:29 Gen_loss: 1.515 Dis_loss: 0.7464 Cls_loss: N/A Topk: N/A ada_p: 0.1734
[INFO] 2021-10-18 15:43:37 > Step: 216400 Progress: 21.6% Elapsed: 2 days, 2:21:41 Gen_loss: 1.494 Dis_loss: 0.5274 Cls_loss: N/A Topk: N/A ada_p: 0.1778
[INFO] 2021-10-18 15:44:40 > Step: 216500 Progress: 21.6% Elapsed: 2 days, 2:22:45 Gen_loss: 1.362 Dis_loss: 1.2 Cls_loss: N/A Topk: N/A ada_p: 0.1772
[INFO] 2021-10-18 15:45:42 > Step: 216600 Progress: 21.7% Elapsed: 2 days, 2:23:47 Gen_loss: 1.218 Dis_loss: 1.007 Cls_loss: N/A Topk: N/A ada_p: 0.1743
[INFO] 2021-10-18 15:46:46 > Step: 216700 Progress: 21.7% Elapsed: 2 days, 2:24:50 Gen_loss: 1.4 Dis_loss: 0.84 Cls_loss: N/A Topk: N/A ada_p: 0.1761
[INFO] 2021-10-18 15:47:48 > Step: 216800 Progress: 21.7% Elapsed: 2 days, 2:25:53 Gen_loss: 1.814 Dis_loss: 0.8265 Cls_loss: N/A Topk: N/A ada_p: 0.1754
[INFO] 2021-10-18 15:48:51 > Step: 216900 Progress: 21.7% Elapsed: 2 days, 2:26:56 Gen_loss: 1.385 Dis_loss: 0.7338 Cls_loss: N/A Topk: N/A ada_p: 0.1786
[INFO] 2021-10-18 15:49:54 > Step: 217000 Progress: 21.7% Elapsed: 2 days, 2:27:59 Gen_loss: 0.8777 Dis_loss: 0.8641 Cls_loss: N/A Topk: N/A ada_p: 0.1806
[INFO] 2021-10-18 15:50:57 > Step: 217100 Progress: 21.7% Elapsed: 2 days, 2:29:02 Gen_loss: 1.687 Dis_loss: 1.027 Cls_loss: N/A Topk: N/A ada_p: 0.175
[INFO] 2021-10-18 15:52:09 > Step: 217200 Progress: 21.7% Elapsed: 2 days, 2:30:14 Gen_loss: 1.747 Dis_loss: 0.8315 Cls_loss: N/A Topk: N/A ada_p: 0.1711
[INFO] 2021-10-18 15:53:12 > Step: 217300 Progress: 21.7% Elapsed: 2 days, 2:31:17 Gen_loss: 1.463 Dis_loss: 0.8681 Cls_loss: N/A Topk: N/A ada_p: 0.1723
[INFO] 2021-10-18 15:54:15 > Step: 217400 Progress: 21.7% Elapsed: 2 days, 2:32:20 Gen_loss: 1.556 Dis_loss: 0.5868 Cls_loss: N/A Topk: N/A ada_p: 0.1708
[INFO] 2021-10-18 15:55:18 > Step: 217500 Progress: 21.8% Elapsed: 2 days, 2:33:22 Gen_loss: 0.7304 Dis_loss: 0.7494 Cls_loss: N/A Topk: N/A ada_p: 0.1723
[INFO] 2021-10-18 15:56:20 > Step: 217600 Progress: 21.8% Elapsed: 2 days, 2:34:25 Gen_loss: 1.934 Dis_loss: 0.8524 Cls_loss: N/A Topk: N/A ada_p: 0.1728
[INFO] 2021-10-18 15:57:23 > Step: 217700 Progress: 21.8% Elapsed: 2 days, 2:35:28 Gen_loss: 1.69 Dis_loss: 0.9897 Cls_loss: N/A Topk: N/A ada_p: 0.1709
[INFO] 2021-10-18 15:58:26 > Step: 217800 Progress: 21.8% Elapsed: 2 days, 2:36:30 Gen_loss: 1.107 Dis_loss: 0.8535 Cls_loss: N/A Topk: N/A ada_p: 0.1686
[INFO] 2021-10-18 15:59:39 > Step: 217900 Progress: 21.8% Elapsed: 2 days, 2:37:43 Gen_loss: 0.7959 Dis_loss: 0.8786 Cls_loss: N/A Topk: N/A ada_p: 0.1663
[INFO] 2021-10-18 16:00:41 > Step: 218000 Progress: 21.8% Elapsed: 2 days, 2:38:45 Gen_loss: 1.168 Dis_loss: 0.8896 Cls_loss: N/A Topk: N/A ada_p: 0.1686
[INFO] 2021-10-18 16:01:43 > Step: 218100 Progress: 21.8% Elapsed: 2 days, 2:39:48 Gen_loss: 1.429 Dis_loss: 0.7777 Cls_loss: N/A Topk: N/A ada_p: 0.1695
[INFO] 2021-10-18 16:02:46 > Step: 218200 Progress: 21.8% Elapsed: 2 days, 2:40:50 Gen_loss: 1.48 Dis_loss: 1.028 Cls_loss: N/A Topk: N/A ada_p: 0.171
[INFO] 2021-10-18 16:03:49 > Step: 218300 Progress: 21.8% Elapsed: 2 days, 2:41:54 Gen_loss: 1.267 Dis_loss: 0.9217 Cls_loss: N/A Topk: N/A ada_p: 0.1736
[INFO] 2021-10-18 16:04:51 > Step: 218400 Progress: 21.8% Elapsed: 2 days, 2:42:56 Gen_loss: 1.232 Dis_loss: 0.8857 Cls_loss: N/A Topk: N/A ada_p: 0.172
[INFO] 2021-10-18 16:05:54 > Step: 218500 Progress: 21.9% Elapsed: 2 days, 2:43:58 Gen_loss: 1.528 Dis_loss: 0.9249 Cls_loss: N/A Topk: N/A ada_p: 0.1686
[INFO] 2021-10-18 16:06:56 > Step: 218600 Progress: 21.9% Elapsed: 2 days, 2:45:01 Gen_loss: 1.037 Dis_loss: 0.711 Cls_loss: N/A Topk: N/A ada_p: 0.1701
[INFO] 2021-10-18 16:08:08 > Step: 218700 Progress: 21.9% Elapsed: 2 days, 2:46:13 Gen_loss: 0.7943 Dis_loss: 0.9858 Cls_loss: N/A Topk: N/A ada_p: 0.1709
[INFO] 2021-10-18 16:09:10 > Step: 218800 Progress: 21.9% Elapsed: 2 days, 2:47:15 Gen_loss: 1.569 Dis_loss: 0.9803 Cls_loss: N/A Topk: N/A ada_p: 0.1706
[INFO] 2021-10-18 16:10:13 > Step: 218900 Progress: 21.9% Elapsed: 2 days, 2:48:18 Gen_loss: 1.551 Dis_loss: 1.086 Cls_loss: N/A Topk: N/A ada_p: 0.169
[INFO] 2021-10-18 16:11:16 > Step: 219000 Progress: 21.9% Elapsed: 2 days, 2:49:20 Gen_loss: 1.445 Dis_loss: 0.9781 Cls_loss: N/A Topk: N/A ada_p: 0.1697
[INFO] 2021-10-18 16:12:18 > Step: 219100 Progress: 21.9% Elapsed: 2 days, 2:50:23 Gen_loss: 2.186 Dis_loss: 0.9726 Cls_loss: N/A Topk: N/A ada_p: 0.1679
[INFO] 2021-10-18 16:13:21 > Step: 219200 Progress: 21.9% Elapsed: 2 days, 2:51:26 Gen_loss: 1.666 Dis_loss: 0.5718 Cls_loss: N/A Topk: N/A ada_p: 0.1672
[INFO] 2021-10-18 16:14:23 > Step: 219300 Progress: 21.9% Elapsed: 2 days, 2:52:28 Gen_loss: 1.482 Dis_loss: 0.7512 Cls_loss: N/A Topk: N/A ada_p: 0.1673
[INFO] 2021-10-18 16:15:26 > Step: 219400 Progress: 21.9% Elapsed: 2 days, 2:53:30 Gen_loss: 1.217 Dis_loss: 0.7658 Cls_loss: N/A Topk: N/A ada_p: 0.1681
[INFO] 2021-10-18 16:16:38 > Step: 219500 Progress: 21.9% Elapsed: 2 days, 2:54:43 Gen_loss: 0.8669 Dis_loss: 0.9571 Cls_loss: N/A Topk: N/A ada_p: 0.1665
[INFO] 2021-10-18 16:17:40 > Step: 219600 Progress: 22.0% Elapsed: 2 days, 2:55:44 Gen_loss: 1.566 Dis_loss: 0.7854 Cls_loss: N/A Topk: N/A ada_p: 0.1642
[INFO] 2021-10-18 16:18:42 > Step: 219700 Progress: 22.0% Elapsed: 2 days, 2:56:47 Gen_loss: 1.514 Dis_loss: 0.8008 Cls_loss: N/A Topk: N/A ada_p: 0.1644
[INFO] 2021-10-18 16:19:47 > Step: 219800 Progress: 22.0% Elapsed: 2 days, 2:57:51 Gen_loss: 1.317 Dis_loss: 0.6752 Cls_loss: N/A Topk: N/A ada_p: 0.1661
[INFO] 2021-10-18 16:20:49 > Step: 219900 Progress: 22.0% Elapsed: 2 days, 2:58:54 Gen_loss: 2.422 Dis_loss: 0.7115 Cls_loss: N/A Topk: N/A ada_p: 0.1682
[INFO] 2021-10-18 16:21:52 > Step: 220000 Progress: 22.0% Elapsed: 2 days, 2:59:56 Gen_loss: 1.152 Dis_loss: 0.7603 Cls_loss: N/A Topk: N/A ada_p: 0.1695
[INFO] 2021-10-18 16:21:52 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-18 16:21:52 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_220000.png
[INFO] 2021-10-18 16:21:52 > Start Evaluation (220000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-18 16:21:52 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-18 16:27:22 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-18 16:32:59 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-18 17:01:42 > Inception score (Step: 220000, 50000 generated images): 10.185511589050293
[INFO] 2021-10-18 17:01:42 > FID score (Step: 220000, Using train moments): 3.3522276321934896
[INFO] 2021-10-18 17:01:42 > Improved Precision (Step: 220000, Using train images): 0.73482
[INFO] 2021-10-18 17:01:42 > Improved Recall (Step: 220000, Using train images): 0.65866
[INFO] 2021-10-18 17:01:42 > Density (Step: 220000, Using train images): 1.0293400000000001
[INFO] 2021-10-18 17:01:42 > Coverage (Step: 220000, Using train images): 0.90414
[INFO] 2021-10-18 17:01:42 > Best FID score (Step: 220000, Using train moments): 3.3522276321934896
[INFO] 2021-10-18 17:02:03 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-18 17:03:04 > Step: 220100 Progress: 22.0% Elapsed: 2 days, 3:41:08 Gen_loss: 0.8501 Dis_loss: 0.8762 Cls_loss: N/A Topk: N/A ada_p: 0.1693
[INFO] 2021-10-18 17:04:06 > Step: 220200 Progress: 22.0% Elapsed: 2 days, 3:42:10 Gen_loss: 1.105 Dis_loss: 1.102 Cls_loss: N/A Topk: N/A ada_p: 0.1668
[INFO] 2021-10-18 17:05:24 > Step: 220300 Progress: 22.0% Elapsed: 2 days, 3:43:29 Gen_loss: 2.159 Dis_loss: 1.011 Cls_loss: N/A Topk: N/A ada_p: 0.164
[INFO] 2021-10-18 17:06:26 > Step: 220400 Progress: 22.0% Elapsed: 2 days, 3:44:31 Gen_loss: 1.873 Dis_loss: 0.7037 Cls_loss: N/A Topk: N/A ada_p: 0.1665
[INFO] 2021-10-18 17:07:29 > Step: 220500 Progress: 22.1% Elapsed: 2 days, 3:45:33 Gen_loss: 1.533 Dis_loss: 0.8202 Cls_loss: N/A Topk: N/A ada_p: 0.1672
[INFO] 2021-10-18 17:08:31 > Step: 220600 Progress: 22.1% Elapsed: 2 days, 3:46:36 Gen_loss: 1.752 Dis_loss: 0.5758 Cls_loss: N/A Topk: N/A ada_p: 0.169
[INFO] 2021-10-18 17:09:34 > Step: 220700 Progress: 22.1% Elapsed: 2 days, 3:47:38 Gen_loss: 2.054 Dis_loss: 0.9045 Cls_loss: N/A Topk: N/A ada_p: 0.1705
[INFO] 2021-10-18 17:10:36 > Step: 220800 Progress: 22.1% Elapsed: 2 days, 3:48:41 Gen_loss: 1.582 Dis_loss: 0.8711 Cls_loss: N/A Topk: N/A ada_p: 0.1738
[INFO] 2021-10-18 17:11:38 > Step: 220900 Progress: 22.1% Elapsed: 2 days, 3:49:43 Gen_loss: 1.293 Dis_loss: 0.6656 Cls_loss: N/A Topk: N/A ada_p: 0.1734
[INFO] 2021-10-18 17:12:41 > Step: 221000 Progress: 22.1% Elapsed: 2 days, 3:50:46 Gen_loss: 1.354 Dis_loss: 0.7628 Cls_loss: N/A Topk: N/A ada_p: 0.175
[INFO] 2021-10-18 17:13:53 > Step: 221100 Progress: 22.1% Elapsed: 2 days, 3:51:58 Gen_loss: 1.249 Dis_loss: 0.9376 Cls_loss: N/A Topk: N/A ada_p: 0.174
[INFO] 2021-10-18 17:14:55 > Step: 221200 Progress: 22.1% Elapsed: 2 days, 3:53:00 Gen_loss: 1.202 Dis_loss: 1.246 Cls_loss: N/A Topk: N/A ada_p: 0.1755
[INFO] 2021-10-18 17:15:58 > Step: 221300 Progress: 22.1% Elapsed: 2 days, 3:54:03 Gen_loss: 2.221 Dis_loss: 1.051 Cls_loss: N/A Topk: N/A ada_p: 0.1733
[INFO] 2021-10-18 17:17:00 > Step: 221400 Progress: 22.1% Elapsed: 2 days, 3:55:05 Gen_loss: 1.087 Dis_loss: 0.9623 Cls_loss: N/A Topk: N/A ada_p: 0.1718
[INFO] 2021-10-18 17:18:03 > Step: 221500 Progress: 22.1% Elapsed: 2 days, 3:56:07 Gen_loss: 0.9874 Dis_loss: 1.031 Cls_loss: N/A Topk: N/A ada_p: 0.17
[INFO] 2021-10-18 17:19:05 > Step: 221600 Progress: 22.2% Elapsed: 2 days, 3:57:09 Gen_loss: 0.7459 Dis_loss: 1.032 Cls_loss: N/A Topk: N/A ada_p: 0.1718
[INFO] 2021-10-18 17:20:07 > Step: 221700 Progress: 22.2% Elapsed: 2 days, 3:58:12 Gen_loss: 1.587 Dis_loss: 0.9518 Cls_loss: N/A Topk: N/A ada_p: 0.1696
[INFO] 2021-10-18 17:21:09 > Step: 221800 Progress: 22.2% Elapsed: 2 days, 3:59:14 Gen_loss: 1.349 Dis_loss: 0.6994 Cls_loss: N/A Topk: N/A ada_p: 0.1693
[INFO] 2021-10-18 17:22:22 > Step: 221900 Progress: 22.2% Elapsed: 2 days, 4:00:26 Gen_loss: 1.183 Dis_loss: 1.026 Cls_loss: N/A Topk: N/A ada_p: 0.1711
[INFO] 2021-10-18 17:23:24 > Step: 222000 Progress: 22.2% Elapsed: 2 days, 4:01:29 Gen_loss: 0.536 Dis_loss: 1.11 Cls_loss: N/A Topk: N/A ada_p: 0.1724
[INFO] 2021-10-18 17:24:27 > Step: 222100 Progress: 22.2% Elapsed: 2 days, 4:02:32 Gen_loss: 0.9931 Dis_loss: 0.8273 Cls_loss: N/A Topk: N/A ada_p: 0.1731
[INFO] 2021-10-18 17:25:29 > Step: 222200 Progress: 22.2% Elapsed: 2 days, 4:03:34 Gen_loss: 1.338 Dis_loss: 1.008 Cls_loss: N/A Topk: N/A ada_p: 0.1741
[INFO] 2021-10-18 17:26:32 > Step: 222300 Progress: 22.2% Elapsed: 2 days, 4:04:36 Gen_loss: 1.567 Dis_loss: 0.3786 Cls_loss: N/A Topk: N/A ada_p: 0.1746
[INFO] 2021-10-18 17:27:34 > Step: 222400 Progress: 22.2% Elapsed: 2 days, 4:05:39 Gen_loss: 1.041 Dis_loss: 1.023 Cls_loss: N/A Topk: N/A ada_p: 0.1731
[INFO] 2021-10-18 17:28:36 > Step: 222500 Progress: 22.2% Elapsed: 2 days, 4:06:41 Gen_loss: 1.227 Dis_loss: 0.633 Cls_loss: N/A Topk: N/A ada_p: 0.1686
[INFO] 2021-10-18 17:29:49 > Step: 222600 Progress: 22.3% Elapsed: 2 days, 4:07:53 Gen_loss: 1.608 Dis_loss: 1.106 Cls_loss: N/A Topk: N/A ada_p: 0.1681
[INFO] 2021-10-18 17:30:51 > Step: 222700 Progress: 22.3% Elapsed: 2 days, 4:08:55 Gen_loss: 1.181 Dis_loss: 0.806 Cls_loss: N/A Topk: N/A ada_p: 0.1711
[INFO] 2021-10-18 17:31:53 > Step: 222800 Progress: 22.3% Elapsed: 2 days, 4:09:58 Gen_loss: 2.326 Dis_loss: 0.8712 Cls_loss: N/A Topk: N/A ada_p: 0.174
[INFO] 2021-10-18 17:32:55 > Step: 222900 Progress: 22.3% Elapsed: 2 days, 4:11:00 Gen_loss: 1.07 Dis_loss: 0.5932 Cls_loss: N/A Topk: N/A ada_p: 0.1754
[INFO] 2021-10-18 17:33:57 > Step: 223000 Progress: 22.3% Elapsed: 2 days, 4:12:02 Gen_loss: 1.754 Dis_loss: 0.7849 Cls_loss: N/A Topk: N/A ada_p: 0.1751
[INFO] 2021-10-18 17:35:00 > Step: 223100 Progress: 22.3% Elapsed: 2 days, 4:13:04 Gen_loss: 1.493 Dis_loss: 0.6977 Cls_loss: N/A Topk: N/A ada_p: 0.1766
[INFO] 2021-10-18 17:36:02 > Step: 223200 Progress: 22.3% Elapsed: 2 days, 4:14:06 Gen_loss: 1.108 Dis_loss: 0.6736 Cls_loss: N/A Topk: N/A ada_p: 0.1741
[INFO] 2021-10-18 17:37:04 > Step: 223300 Progress: 22.3% Elapsed: 2 days, 4:15:09 Gen_loss: 1.468 Dis_loss: 1.057 Cls_loss: N/A Topk: N/A ada_p: 0.175
[INFO] 2021-10-18 17:38:16 > Step: 223400 Progress: 22.3% Elapsed: 2 days, 4:16:21 Gen_loss: 1.496 Dis_loss: 0.7842 Cls_loss: N/A Topk: N/A ada_p: 0.176
[INFO] 2021-10-18 17:39:19 > Step: 223500 Progress: 22.4% Elapsed: 2 days, 4:17:23 Gen_loss: 1.6 Dis_loss: 1.189 Cls_loss: N/A Topk: N/A ada_p: 0.1798
[INFO] 2021-10-18 17:40:21 > Step: 223600 Progress: 22.4% Elapsed: 2 days, 4:18:25 Gen_loss: 1.603 Dis_loss: 1.044 Cls_loss: N/A Topk: N/A ada_p: 0.1806
[INFO] 2021-10-18 17:41:23 > Step: 223700 Progress: 22.4% Elapsed: 2 days, 4:19:28 Gen_loss: 1.739 Dis_loss: 1.269 Cls_loss: N/A Topk: N/A ada_p: 0.1772
[INFO] 2021-10-18 17:42:26 > Step: 223800 Progress: 22.4% Elapsed: 2 days, 4:20:30 Gen_loss: 1.724 Dis_loss: 0.898 Cls_loss: N/A Topk: N/A ada_p: 0.1769
[INFO] 2021-10-18 17:43:28 > Step: 223900 Progress: 22.4% Elapsed: 2 days, 4:21:33 Gen_loss: 1.599 Dis_loss: 0.8466 Cls_loss: N/A Topk: N/A ada_p: 0.1772
[INFO] 2021-10-18 17:44:30 > Step: 224000 Progress: 22.4% Elapsed: 2 days, 4:22:35 Gen_loss: 1.188 Dis_loss: 0.7728 Cls_loss: N/A Topk: N/A ada_p: 0.1792
[INFO] 2021-10-18 17:45:33 > Step: 224100 Progress: 22.4% Elapsed: 2 days, 4:23:38 Gen_loss: 0.9968 Dis_loss: 0.8466 Cls_loss: N/A Topk: N/A ada_p: 0.1775
[INFO] 2021-10-18 17:46:46 > Step: 224200 Progress: 22.4% Elapsed: 2 days, 4:24:51 Gen_loss: 1.936 Dis_loss: 0.9143 Cls_loss: N/A Topk: N/A ada_p: 0.1752
[INFO] 2021-10-18 17:47:49 > Step: 224300 Progress: 22.4% Elapsed: 2 days, 4:25:53 Gen_loss: 1.563 Dis_loss: 0.878 Cls_loss: N/A Topk: N/A ada_p: 0.1752
[INFO] 2021-10-18 17:48:52 > Step: 224400 Progress: 22.4% Elapsed: 2 days, 4:26:56 Gen_loss: 1.291 Dis_loss: 0.811 Cls_loss: N/A Topk: N/A ada_p: 0.175
[INFO] 2021-10-18 17:49:54 > Step: 224500 Progress: 22.4% Elapsed: 2 days, 4:27:59 Gen_loss: 1.102 Dis_loss: 1.041 Cls_loss: N/A Topk: N/A ada_p: 0.1769
[INFO] 2021-10-18 17:50:56 > Step: 224600 Progress: 22.5% Elapsed: 2 days, 4:29:01 Gen_loss: 1.12 Dis_loss: 0.7327 Cls_loss: N/A Topk: N/A ada_p: 0.1746
[INFO] 2021-10-18 17:51:58 > Step: 224700 Progress: 22.5% Elapsed: 2 days, 4:30:03 Gen_loss: 2.1 Dis_loss: 1.077 Cls_loss: N/A Topk: N/A ada_p: 0.1761
[INFO] 2021-10-18 17:53:01 > Step: 224800 Progress: 22.5% Elapsed: 2 days, 4:31:06 Gen_loss: 1.425 Dis_loss: 0.9218 Cls_loss: N/A Topk: N/A ada_p: 0.1777
[INFO] 2021-10-18 17:54:04 > Step: 224900 Progress: 22.5% Elapsed: 2 days, 4:32:08 Gen_loss: 0.8541 Dis_loss: 0.8765 Cls_loss: N/A Topk: N/A ada_p: 0.174
[INFO] 2021-10-18 17:55:16 > Step: 225000 Progress: 22.5% Elapsed: 2 days, 4:33:20 Gen_loss: 1.103 Dis_loss: 0.7027 Cls_loss: N/A Topk: N/A ada_p: 0.1724
[INFO] 2021-10-18 17:56:18 > Step: 225100 Progress: 22.5% Elapsed: 2 days, 4:34:23 Gen_loss: 1.205 Dis_loss: 0.9788 Cls_loss: N/A Topk: N/A ada_p: 0.176
[INFO] 2021-10-18 17:57:20 > Step: 225200 Progress: 22.5% Elapsed: 2 days, 4:35:25 Gen_loss: 1.288 Dis_loss: 0.6171 Cls_loss: N/A Topk: N/A ada_p: 0.1732
[INFO] 2021-10-18 17:58:23 > Step: 225300 Progress: 22.5% Elapsed: 2 days, 4:36:28 Gen_loss: 1.393 Dis_loss: 0.9783 Cls_loss: N/A Topk: N/A ada_p: 0.1741
[INFO] 2021-10-18 17:59:25 > Step: 225400 Progress: 22.5% Elapsed: 2 days, 4:37:30 Gen_loss: 1.304 Dis_loss: 0.8713 Cls_loss: N/A Topk: N/A ada_p: 0.1723
[INFO] 2021-10-18 18:00:29 > Step: 225500 Progress: 22.6% Elapsed: 2 days, 4:38:34 Gen_loss: 0.8547 Dis_loss: 0.9774 Cls_loss: N/A Topk: N/A ada_p: 0.1751
[INFO] 2021-10-18 18:01:33 > Step: 225600 Progress: 22.6% Elapsed: 2 days, 4:39:38 Gen_loss: 1.098 Dis_loss: 1.175 Cls_loss: N/A Topk: N/A ada_p: 0.1774
[INFO] 2021-10-18 18:02:35 > Step: 225700 Progress: 22.6% Elapsed: 2 days, 4:40:40 Gen_loss: 1.171 Dis_loss: 0.9242 Cls_loss: N/A Topk: N/A ada_p: 0.176
[INFO] 2021-10-18 18:03:48 > Step: 225800 Progress: 22.6% Elapsed: 2 days, 4:41:52 Gen_loss: 1.362 Dis_loss: 0.9231 Cls_loss: N/A Topk: N/A ada_p: 0.174
[INFO] 2021-10-18 18:04:50 > Step: 225900 Progress: 22.6% Elapsed: 2 days, 4:42:55 Gen_loss: 1.02 Dis_loss: 1.18 Cls_loss: N/A Topk: N/A ada_p: 0.1757
[INFO] 2021-10-18 18:05:53 > Step: 226000 Progress: 22.6% Elapsed: 2 days, 4:43:57 Gen_loss: 1.111 Dis_loss: 1.093 Cls_loss: N/A Topk: N/A ada_p: 0.1729
[INFO] 2021-10-18 18:06:55 > Step: 226100 Progress: 22.6% Elapsed: 2 days, 4:45:00 Gen_loss: 1.452 Dis_loss: 1.131 Cls_loss: N/A Topk: N/A ada_p: 0.1725
[INFO] 2021-10-18 18:07:58 > Step: 226200 Progress: 22.6% Elapsed: 2 days, 4:46:02 Gen_loss: 1.21 Dis_loss: 0.9509 Cls_loss: N/A Topk: N/A ada_p: 0.1733
[INFO] 2021-10-18 18:09:00 > Step: 226300 Progress: 22.6% Elapsed: 2 days, 4:47:05 Gen_loss: 1.401 Dis_loss: 0.8889 Cls_loss: N/A Topk: N/A ada_p: 0.1777
[INFO] 2021-10-18 18:10:02 > Step: 226400 Progress: 22.6% Elapsed: 2 days, 4:48:07 Gen_loss: 1.796 Dis_loss: 0.9182 Cls_loss: N/A Topk: N/A ada_p: 0.1782
[INFO] 2021-10-18 18:11:16 > Step: 226500 Progress: 22.7% Elapsed: 2 days, 4:49:21 Gen_loss: 1.71 Dis_loss: 0.9017 Cls_loss: N/A Topk: N/A ada_p: 0.1832
[INFO] 2021-10-18 18:12:19 > Step: 226600 Progress: 22.7% Elapsed: 2 days, 4:50:23 Gen_loss: 1.138 Dis_loss: 0.9104 Cls_loss: N/A Topk: N/A ada_p: 0.1806
[INFO] 2021-10-18 18:13:21 > Step: 226700 Progress: 22.7% Elapsed: 2 days, 4:51:25 Gen_loss: 1.327 Dis_loss: 1.035 Cls_loss: N/A Topk: N/A ada_p: 0.1834
[INFO] 2021-10-18 18:14:23 > Step: 226800 Progress: 22.7% Elapsed: 2 days, 4:52:28 Gen_loss: 1.292 Dis_loss: 0.7912 Cls_loss: N/A Topk: N/A ada_p: 0.1791
[INFO] 2021-10-18 18:15:26 > Step: 226900 Progress: 22.7% Elapsed: 2 days, 4:53:30 Gen_loss: 1.415 Dis_loss: 0.8311 Cls_loss: N/A Topk: N/A ada_p: 0.1777
[INFO] 2021-10-18 18:16:28 > Step: 227000 Progress: 22.7% Elapsed: 2 days, 4:54:33 Gen_loss: 1.263 Dis_loss: 0.7361 Cls_loss: N/A Topk: N/A ada_p: 0.1805
[INFO] 2021-10-18 18:17:31 > Step: 227100 Progress: 22.7% Elapsed: 2 days, 4:55:35 Gen_loss: 1.231 Dis_loss: 0.8972 Cls_loss: N/A Topk: N/A ada_p: 0.1802
[INFO] 2021-10-18 18:18:34 > Step: 227200 Progress: 22.7% Elapsed: 2 days, 4:56:38 Gen_loss: 0.8823 Dis_loss: 0.9696 Cls_loss: N/A Topk: N/A ada_p: 0.18
[INFO] 2021-10-18 18:19:46 > Step: 227300 Progress: 22.7% Elapsed: 2 days, 4:57:51 Gen_loss: 1.114 Dis_loss: 0.862 Cls_loss: N/A Topk: N/A ada_p: 0.1763
[INFO] 2021-10-18 18:20:49 > Step: 227400 Progress: 22.7% Elapsed: 2 days, 4:58:53 Gen_loss: 1.818 Dis_loss: 0.9493 Cls_loss: N/A Topk: N/A ada_p: 0.177
[INFO] 2021-10-18 18:21:51 > Step: 227500 Progress: 22.8% Elapsed: 2 days, 4:59:56 Gen_loss: 1.698 Dis_loss: 0.787 Cls_loss: N/A Topk: N/A ada_p: 0.1765
[INFO] 2021-10-18 18:22:54 > Step: 227600 Progress: 22.8% Elapsed: 2 days, 5:00:59 Gen_loss: 1.089 Dis_loss: 0.9405 Cls_loss: N/A Topk: N/A ada_p: 0.1791
[INFO] 2021-10-18 18:23:57 > Step: 227700 Progress: 22.8% Elapsed: 2 days, 5:02:02 Gen_loss: 1.287 Dis_loss: 0.8114 Cls_loss: N/A Topk: N/A ada_p: 0.1782
[INFO] 2021-10-18 18:25:00 > Step: 227800 Progress: 22.8% Elapsed: 2 days, 5:03:04 Gen_loss: 1.519 Dis_loss: 0.7788 Cls_loss: N/A Topk: N/A ada_p: 0.1764
[INFO] 2021-10-18 18:26:02 > Step: 227900 Progress: 22.8% Elapsed: 2 days, 5:04:06 Gen_loss: 1.356 Dis_loss: 0.6324 Cls_loss: N/A Topk: N/A ada_p: 0.1754
[INFO] 2021-10-18 18:27:04 > Step: 228000 Progress: 22.8% Elapsed: 2 days, 5:05:09 Gen_loss: 1.587 Dis_loss: 0.6226 Cls_loss: N/A Topk: N/A ada_p: 0.1756
[INFO] 2021-10-18 18:28:16 > Step: 228100 Progress: 22.8% Elapsed: 2 days, 5:06:21 Gen_loss: 1.28 Dis_loss: 0.9301 Cls_loss: N/A Topk: N/A ada_p: 0.1755
[INFO] 2021-10-18 18:29:19 > Step: 228200 Progress: 22.8% Elapsed: 2 days, 5:07:24 Gen_loss: 1.166 Dis_loss: 0.8086 Cls_loss: N/A Topk: N/A ada_p: 0.1783
[INFO] 2021-10-18 18:30:21 > Step: 228300 Progress: 22.8% Elapsed: 2 days, 5:08:26 Gen_loss: 1.463 Dis_loss: 0.5693 Cls_loss: N/A Topk: N/A ada_p: 0.1765
[INFO] 2021-10-18 18:31:24 > Step: 228400 Progress: 22.8% Elapsed: 2 days, 5:09:28 Gen_loss: 1.456 Dis_loss: 1.121 Cls_loss: N/A Topk: N/A ada_p: 0.1788
[INFO] 2021-10-18 18:32:27 > Step: 228500 Progress: 22.9% Elapsed: 2 days, 5:10:31 Gen_loss: 2.126 Dis_loss: 0.4929 Cls_loss: N/A Topk: N/A ada_p: 0.1805
[INFO] 2021-10-18 18:33:29 > Step: 228600 Progress: 22.9% Elapsed: 2 days, 5:11:33 Gen_loss: 1.097 Dis_loss: 0.9002 Cls_loss: N/A Topk: N/A ada_p: 0.1823
[INFO] 2021-10-18 18:34:31 > Step: 228700 Progress: 22.9% Elapsed: 2 days, 5:12:36 Gen_loss: 1.499 Dis_loss: 0.8695 Cls_loss: N/A Topk: N/A ada_p: 0.1853
[INFO] 2021-10-18 18:35:34 > Step: 228800 Progress: 22.9% Elapsed: 2 days, 5:13:39 Gen_loss: 1.824 Dis_loss: 0.9603 Cls_loss: N/A Topk: N/A ada_p: 0.1861
[INFO] 2021-10-18 18:36:48 > Step: 228900 Progress: 22.9% Elapsed: 2 days, 5:14:52 Gen_loss: 1.727 Dis_loss: 0.5636 Cls_loss: N/A Topk: N/A ada_p: 0.1885
[INFO] 2021-10-18 18:37:51 > Step: 229000 Progress: 22.9% Elapsed: 2 days, 5:15:56 Gen_loss: 1.357 Dis_loss: 0.9985 Cls_loss: N/A Topk: N/A ada_p: 0.187
[INFO] 2021-10-18 18:38:53 > Step: 229100 Progress: 22.9% Elapsed: 2 days, 5:16:58 Gen_loss: 1.864 Dis_loss: 1.076 Cls_loss: N/A Topk: N/A ada_p: 0.1834
[INFO] 2021-10-18 18:39:56 > Step: 229200 Progress: 22.9% Elapsed: 2 days, 5:18:01 Gen_loss: 1.734 Dis_loss: 0.6587 Cls_loss: N/A Topk: N/A ada_p: 0.1809
[INFO] 2021-10-18 18:40:59 > Step: 229300 Progress: 22.9% Elapsed: 2 days, 5:19:03 Gen_loss: 1.474 Dis_loss: 0.9689 Cls_loss: N/A Topk: N/A ada_p: 0.1807
[INFO] 2021-10-18 18:42:01 > Step: 229400 Progress: 22.9% Elapsed: 2 days, 5:20:05 Gen_loss: 1.101 Dis_loss: 0.6723 Cls_loss: N/A Topk: N/A ada_p: 0.1761
[INFO] 2021-10-18 18:43:04 > Step: 229500 Progress: 22.9% Elapsed: 2 days, 5:21:08 Gen_loss: 1.557 Dis_loss: 0.9158 Cls_loss: N/A Topk: N/A ada_p: 0.1782
[INFO] 2021-10-18 18:44:06 > Step: 229600 Progress: 23.0% Elapsed: 2 days, 5:22:11 Gen_loss: 1.719 Dis_loss: 1.022 Cls_loss: N/A Topk: N/A ada_p: 0.1756
[INFO] 2021-10-18 18:45:19 > Step: 229700 Progress: 23.0% Elapsed: 2 days, 5:23:24 Gen_loss: 1.725 Dis_loss: 0.8575 Cls_loss: N/A Topk: N/A ada_p: 0.1775
[INFO] 2021-10-18 18:46:21 > Step: 229800 Progress: 23.0% Elapsed: 2 days, 5:24:26 Gen_loss: 1.375 Dis_loss: 0.9118 Cls_loss: N/A Topk: N/A ada_p: 0.1734
[INFO] 2021-10-18 18:47:25 > Step: 229900 Progress: 23.0% Elapsed: 2 days, 5:25:29 Gen_loss: 1.282 Dis_loss: 0.8039 Cls_loss: N/A Topk: N/A ada_p: 0.1732
[INFO] 2021-10-18 18:48:27 > Step: 230000 Progress: 23.0% Elapsed: 2 days, 5:26:32 Gen_loss: 1.668 Dis_loss: 0.8902 Cls_loss: N/A Topk: N/A ada_p: 0.1706
[INFO] 2021-10-18 18:48:27 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-18 18:48:27 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_230000.png
[INFO] 2021-10-18 18:48:27 > Start Evaluation (230000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-18 18:48:27 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-18 18:53:57 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-18 18:59:34 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-18 19:27:04 > Inception score (Step: 230000, 50000 generated images): 10.20167350769043
[INFO] 2021-10-18 19:27:04 > FID score (Step: 230000, Using train moments): 3.3212379152605536
[INFO] 2021-10-18 19:27:04 > Improved Precision (Step: 230000, Using train images): 0.7342
[INFO] 2021-10-18 19:27:04 > Improved Recall (Step: 230000, Using train images): 0.66668
[INFO] 2021-10-18 19:27:04 > Density (Step: 230000, Using train images): 1.007372
[INFO] 2021-10-18 19:27:04 > Coverage (Step: 230000, Using train images): 0.89972
[INFO] 2021-10-18 19:27:04 > Best FID score (Step: 230000, Using train moments): 3.3212379152605536
[INFO] 2021-10-18 19:27:25 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-18 19:28:26 > Step: 230100 Progress: 23.0% Elapsed: 2 days, 6:06:31 Gen_loss: 1.331 Dis_loss: 1.183 Cls_loss: N/A Topk: N/A ada_p: 0.1695
[INFO] 2021-10-18 19:29:28 > Step: 230200 Progress: 23.0% Elapsed: 2 days, 6:07:32 Gen_loss: 1.908 Dis_loss: 0.8334 Cls_loss: N/A Topk: N/A ada_p: 0.1725
[INFO] 2021-10-18 19:30:30 > Step: 230300 Progress: 23.0% Elapsed: 2 days, 6:08:34 Gen_loss: 1.389 Dis_loss: 0.8022 Cls_loss: N/A Topk: N/A ada_p: 0.169
[INFO] 2021-10-18 19:31:49 > Step: 230400 Progress: 23.0% Elapsed: 2 days, 6:09:54 Gen_loss: 1.426 Dis_loss: 0.8103 Cls_loss: N/A Topk: N/A ada_p: 0.1718
[INFO] 2021-10-18 19:32:51 > Step: 230500 Progress: 23.1% Elapsed: 2 days, 6:10:56 Gen_loss: 1.171 Dis_loss: 0.8961 Cls_loss: N/A Topk: N/A ada_p: 0.1724
[INFO] 2021-10-18 19:33:53 > Step: 230600 Progress: 23.1% Elapsed: 2 days, 6:11:58 Gen_loss: 1.14 Dis_loss: 1.038 Cls_loss: N/A Topk: N/A ada_p: 0.1737
[INFO] 2021-10-18 19:34:56 > Step: 230700 Progress: 23.1% Elapsed: 2 days, 6:13:00 Gen_loss: 1.865 Dis_loss: 0.6463 Cls_loss: N/A Topk: N/A ada_p: 0.1763
[INFO] 2021-10-18 19:35:58 > Step: 230800 Progress: 23.1% Elapsed: 2 days, 6:14:03 Gen_loss: 1.674 Dis_loss: 0.7805 Cls_loss: N/A Topk: N/A ada_p: 0.1745
[INFO] 2021-10-18 19:37:00 > Step: 230900 Progress: 23.1% Elapsed: 2 days, 6:15:05 Gen_loss: 0.864 Dis_loss: 0.7935 Cls_loss: N/A Topk: N/A ada_p: 0.172
[INFO] 2021-10-18 19:38:03 > Step: 231000 Progress: 23.1% Elapsed: 2 days, 6:16:07 Gen_loss: 1.359 Dis_loss: 0.904 Cls_loss: N/A Topk: N/A ada_p: 0.1718
[INFO] 2021-10-18 19:39:05 > Step: 231100 Progress: 23.1% Elapsed: 2 days, 6:17:10 Gen_loss: 0.8635 Dis_loss: 0.8768 Cls_loss: N/A Topk: N/A ada_p: 0.1713
[INFO] 2021-10-18 19:40:18 > Step: 231200 Progress: 23.1% Elapsed: 2 days, 6:18:22 Gen_loss: 4.818 Dis_loss: 0.9226 Cls_loss: N/A Topk: N/A ada_p: 0.169
[INFO] 2021-10-18 19:41:20 > Step: 231300 Progress: 23.1% Elapsed: 2 days, 6:19:25 Gen_loss: 1.237 Dis_loss: 0.9771 Cls_loss: N/A Topk: N/A ada_p: 0.1693
[INFO] 2021-10-18 19:42:23 > Step: 231400 Progress: 23.1% Elapsed: 2 days, 6:20:27 Gen_loss: 1.928 Dis_loss: 0.8858 Cls_loss: N/A Topk: N/A ada_p: 0.1722
[INFO] 2021-10-18 19:43:25 > Step: 231500 Progress: 23.2% Elapsed: 2 days, 6:21:29 Gen_loss: 0.8788 Dis_loss: 1.092 Cls_loss: N/A Topk: N/A ada_p: 0.1722
[INFO] 2021-10-18 19:44:27 > Step: 231600 Progress: 23.2% Elapsed: 2 days, 6:22:32 Gen_loss: 1.173 Dis_loss: 0.7803 Cls_loss: N/A Topk: N/A ada_p: 0.1745
[INFO] 2021-10-18 19:45:29 > Step: 231700 Progress: 23.2% Elapsed: 2 days, 6:23:34 Gen_loss: 0.8553 Dis_loss: 0.77 Cls_loss: N/A Topk: N/A ada_p: 0.1782
[INFO] 2021-10-18 19:46:32 > Step: 231800 Progress: 23.2% Elapsed: 2 days, 6:24:36 Gen_loss: 1.25 Dis_loss: 0.9213 Cls_loss: N/A Topk: N/A ada_p: 0.1769
[INFO] 2021-10-18 19:47:34 > Step: 231900 Progress: 23.2% Elapsed: 2 days, 6:25:38 Gen_loss: 1.22 Dis_loss: 0.5486 Cls_loss: N/A Topk: N/A ada_p: 0.1805
[INFO] 2021-10-18 19:48:46 > Step: 232000 Progress: 23.2% Elapsed: 2 days, 6:26:51 Gen_loss: 0.7355 Dis_loss: 0.8503 Cls_loss: N/A Topk: N/A ada_p: 0.1766
[INFO] 2021-10-18 19:49:48 > Step: 232100 Progress: 23.2% Elapsed: 2 days, 6:27:53 Gen_loss: 1.894 Dis_loss: 0.6179 Cls_loss: N/A Topk: N/A ada_p: 0.1752
[INFO] 2021-10-18 19:50:51 > Step: 232200 Progress: 23.2% Elapsed: 2 days, 6:28:56 Gen_loss: 1.2 Dis_loss: 1.131 Cls_loss: N/A Topk: N/A ada_p: 0.1757
[INFO] 2021-10-18 19:51:54 > Step: 232300 Progress: 23.2% Elapsed: 2 days, 6:29:58 Gen_loss: 1.596 Dis_loss: 0.4442 Cls_loss: N/A Topk: N/A ada_p: 0.1729
[INFO] 2021-10-18 19:52:56 > Step: 232400 Progress: 23.2% Elapsed: 2 days, 6:31:01 Gen_loss: 2.2 Dis_loss: 1.056 Cls_loss: N/A Topk: N/A ada_p: 0.1714
[INFO] 2021-10-18 19:53:59 > Step: 232500 Progress: 23.2% Elapsed: 2 days, 6:32:03 Gen_loss: 1.275 Dis_loss: 0.7448 Cls_loss: N/A Topk: N/A ada_p: 0.1697
[INFO] 2021-10-18 19:55:01 > Step: 232600 Progress: 23.3% Elapsed: 2 days, 6:33:05 Gen_loss: 1.747 Dis_loss: 0.9802 Cls_loss: N/A Topk: N/A ada_p: 0.1697
[INFO] 2021-10-18 19:56:03 > Step: 232700 Progress: 23.3% Elapsed: 2 days, 6:34:08 Gen_loss: 2.163 Dis_loss: 0.9289 Cls_loss: N/A Topk: N/A ada_p: 0.171
[INFO] 2021-10-18 19:57:15 > Step: 232800 Progress: 23.3% Elapsed: 2 days, 6:35:20 Gen_loss: 1.106 Dis_loss: 0.778 Cls_loss: N/A Topk: N/A ada_p: 0.1738
[INFO] 2021-10-18 19:58:18 > Step: 232900 Progress: 23.3% Elapsed: 2 days, 6:36:23 Gen_loss: 1.481 Dis_loss: 0.7367 Cls_loss: N/A Topk: N/A ada_p: 0.1727
[INFO] 2021-10-18 19:59:20 > Step: 233000 Progress: 23.3% Elapsed: 2 days, 6:37:25 Gen_loss: 1.338 Dis_loss: 0.8899 Cls_loss: N/A Topk: N/A ada_p: 0.1752
[INFO] 2021-10-18 20:00:23 > Step: 233100 Progress: 23.3% Elapsed: 2 days, 6:38:27 Gen_loss: 1.479 Dis_loss: 0.7711 Cls_loss: N/A Topk: N/A ada_p: 0.1693
[INFO] 2021-10-18 20:01:25 > Step: 233200 Progress: 23.3% Elapsed: 2 days, 6:39:29 Gen_loss: 0.6732 Dis_loss: 1.008 Cls_loss: N/A Topk: N/A ada_p: 0.1711
[INFO] 2021-10-18 20:02:27 > Step: 233300 Progress: 23.3% Elapsed: 2 days, 6:40:32 Gen_loss: 1.499 Dis_loss: 1.129 Cls_loss: N/A Topk: N/A ada_p: 0.1692
[INFO] 2021-10-18 20:03:30 > Step: 233400 Progress: 23.3% Elapsed: 2 days, 6:41:35 Gen_loss: 1.464 Dis_loss: 0.8977 Cls_loss: N/A Topk: N/A ada_p: 0.1713
[INFO] 2021-10-18 20:04:33 > Step: 233500 Progress: 23.4% Elapsed: 2 days, 6:42:37 Gen_loss: 1.038 Dis_loss: 1.034 Cls_loss: N/A Topk: N/A ada_p: 0.1677
[INFO] 2021-10-18 20:05:45 > Step: 233600 Progress: 23.4% Elapsed: 2 days, 6:43:50 Gen_loss: 1.736 Dis_loss: 0.6937 Cls_loss: N/A Topk: N/A ada_p: 0.1715
[INFO] 2021-10-18 20:06:48 > Step: 233700 Progress: 23.4% Elapsed: 2 days, 6:44:53 Gen_loss: 1.359 Dis_loss: 0.9506 Cls_loss: N/A Topk: N/A ada_p: 0.1722
[INFO] 2021-10-18 20:07:50 > Step: 233800 Progress: 23.4% Elapsed: 2 days, 6:45:55 Gen_loss: 1.489 Dis_loss: 0.9421 Cls_loss: N/A Topk: N/A ada_p: 0.1701
[INFO] 2021-10-18 20:08:52 > Step: 233900 Progress: 23.4% Elapsed: 2 days, 6:46:57 Gen_loss: 1.18 Dis_loss: 0.7019 Cls_loss: N/A Topk: N/A ada_p: 0.1729
[INFO] 2021-10-18 20:09:54 > Step: 234000 Progress: 23.4% Elapsed: 2 days, 6:47:59 Gen_loss: 1.225 Dis_loss: 0.7662 Cls_loss: N/A Topk: N/A ada_p: 0.1745
[INFO] 2021-10-18 20:10:57 > Step: 234100 Progress: 23.4% Elapsed: 2 days, 6:49:01 Gen_loss: 1.367 Dis_loss: 0.8788 Cls_loss: N/A Topk: N/A ada_p: 0.1764
[INFO] 2021-10-18 20:11:59 > Step: 234200 Progress: 23.4% Elapsed: 2 days, 6:50:03 Gen_loss: 1.319 Dis_loss: 0.7108 Cls_loss: N/A Topk: N/A ada_p: 0.1792
[INFO] 2021-10-18 20:13:01 > Step: 234300 Progress: 23.4% Elapsed: 2 days, 6:51:05 Gen_loss: 1.812 Dis_loss: 0.519 Cls_loss: N/A Topk: N/A ada_p: 0.18
[INFO] 2021-10-18 20:14:13 > Step: 234400 Progress: 23.4% Elapsed: 2 days, 6:52:18 Gen_loss: 1.301 Dis_loss: 0.8163 Cls_loss: N/A Topk: N/A ada_p: 0.1787
[INFO] 2021-10-18 20:15:16 > Step: 234500 Progress: 23.4% Elapsed: 2 days, 6:53:20 Gen_loss: 0.6861 Dis_loss: 0.9226 Cls_loss: N/A Topk: N/A ada_p: 0.1778
[INFO] 2021-10-18 20:16:18 > Step: 234600 Progress: 23.5% Elapsed: 2 days, 6:54:23 Gen_loss: 1.017 Dis_loss: 1.16 Cls_loss: N/A Topk: N/A ada_p: 0.1775
[INFO] 2021-10-18 20:17:20 > Step: 234700 Progress: 23.5% Elapsed: 2 days, 6:55:25 Gen_loss: 1.51 Dis_loss: 0.9766 Cls_loss: N/A Topk: N/A ada_p: 0.177
[INFO] 2021-10-18 20:18:23 > Step: 234800 Progress: 23.5% Elapsed: 2 days, 6:56:27 Gen_loss: 0.6183 Dis_loss: 1.21 Cls_loss: N/A Topk: N/A ada_p: 0.1775
[INFO] 2021-10-18 20:19:25 > Step: 234900 Progress: 23.5% Elapsed: 2 days, 6:57:30 Gen_loss: 1.253 Dis_loss: 0.9685 Cls_loss: N/A Topk: N/A ada_p: 0.1782
[INFO] 2021-10-18 20:20:27 > Step: 235000 Progress: 23.5% Elapsed: 2 days, 6:58:32 Gen_loss: 1.39 Dis_loss: 0.9704 Cls_loss: N/A Topk: N/A ada_p: 0.1751
[INFO] 2021-10-18 20:21:40 > Step: 235100 Progress: 23.5% Elapsed: 2 days, 6:59:45 Gen_loss: 1.093 Dis_loss: 0.8426 Cls_loss: N/A Topk: N/A ada_p: 0.1766
[INFO] 2021-10-18 20:22:42 > Step: 235200 Progress: 23.5% Elapsed: 2 days, 7:00:47 Gen_loss: 1.832 Dis_loss: 1.286 Cls_loss: N/A Topk: N/A ada_p: 0.1805
[INFO] 2021-10-18 20:23:45 > Step: 235300 Progress: 23.5% Elapsed: 2 days, 7:01:49 Gen_loss: 1.379 Dis_loss: 1.026 Cls_loss: N/A Topk: N/A ada_p: 0.1834
[INFO] 2021-10-18 20:24:47 > Step: 235400 Progress: 23.5% Elapsed: 2 days, 7:02:52 Gen_loss: 2.059 Dis_loss: 0.664 Cls_loss: N/A Topk: N/A ada_p: 0.178
[INFO] 2021-10-18 20:25:49 > Step: 235500 Progress: 23.5% Elapsed: 2 days, 7:03:54 Gen_loss: 2.024 Dis_loss: 0.9116 Cls_loss: N/A Topk: N/A ada_p: 0.1809
[INFO] 2021-10-18 20:26:51 > Step: 235600 Progress: 23.6% Elapsed: 2 days, 7:04:56 Gen_loss: 1.372 Dis_loss: 0.9672 Cls_loss: N/A Topk: N/A ada_p: 0.1816
[INFO] 2021-10-18 20:27:54 > Step: 235700 Progress: 23.6% Elapsed: 2 days, 7:05:59 Gen_loss: 0.8036 Dis_loss: 0.7163 Cls_loss: N/A Topk: N/A ada_p: 0.1812
[INFO] 2021-10-18 20:28:56 > Step: 235800 Progress: 23.6% Elapsed: 2 days, 7:07:01 Gen_loss: 1.703 Dis_loss: 0.767 Cls_loss: N/A Topk: N/A ada_p: 0.1807
[INFO] 2021-10-18 20:30:09 > Step: 235900 Progress: 23.6% Elapsed: 2 days, 7:08:14 Gen_loss: 1.89 Dis_loss: 1.011 Cls_loss: N/A Topk: N/A ada_p: 0.1815
[INFO] 2021-10-18 20:31:11 > Step: 236000 Progress: 23.6% Elapsed: 2 days, 7:09:16 Gen_loss: 1.547 Dis_loss: 0.9879 Cls_loss: N/A Topk: N/A ada_p: 0.183
[INFO] 2021-10-18 20:32:14 > Step: 236100 Progress: 23.6% Elapsed: 2 days, 7:10:19 Gen_loss: 1.057 Dis_loss: 0.9249 Cls_loss: N/A Topk: N/A ada_p: 0.1816
[INFO] 2021-10-18 20:33:16 > Step: 236200 Progress: 23.6% Elapsed: 2 days, 7:11:21 Gen_loss: 1.993 Dis_loss: 0.9726 Cls_loss: N/A Topk: N/A ada_p: 0.1775
[INFO] 2021-10-18 20:34:19 > Step: 236300 Progress: 23.6% Elapsed: 2 days, 7:12:23 Gen_loss: 1.345 Dis_loss: 0.9502 Cls_loss: N/A Topk: N/A ada_p: 0.174
[INFO] 2021-10-18 20:35:21 > Step: 236400 Progress: 23.6% Elapsed: 2 days, 7:13:25 Gen_loss: 1.696 Dis_loss: 0.8561 Cls_loss: N/A Topk: N/A ada_p: 0.1691
[INFO] 2021-10-18 20:36:23 > Step: 236500 Progress: 23.6% Elapsed: 2 days, 7:14:28 Gen_loss: 1.452 Dis_loss: 0.9 Cls_loss: N/A Topk: N/A ada_p: 0.1684
[INFO] 2021-10-18 20:37:25 > Step: 236600 Progress: 23.7% Elapsed: 2 days, 7:15:30 Gen_loss: 0.9445 Dis_loss: 0.9163 Cls_loss: N/A Topk: N/A ada_p: 0.1669
[INFO] 2021-10-18 20:38:38 > Step: 236700 Progress: 23.7% Elapsed: 2 days, 7:16:43 Gen_loss: 1.448 Dis_loss: 0.8413 Cls_loss: N/A Topk: N/A ada_p: 0.1684
[INFO] 2021-10-18 20:39:40 > Step: 236800 Progress: 23.7% Elapsed: 2 days, 7:17:45 Gen_loss: 0.8068 Dis_loss: 0.9896 Cls_loss: N/A Topk: N/A ada_p: 0.1656
[INFO] 2021-10-18 20:40:43 > Step: 236900 Progress: 23.7% Elapsed: 2 days, 7:18:48 Gen_loss: 1.91 Dis_loss: 0.9158 Cls_loss: N/A Topk: N/A ada_p: 0.1652
[INFO] 2021-10-18 20:41:45 > Step: 237000 Progress: 23.7% Elapsed: 2 days, 7:19:50 Gen_loss: 1.644 Dis_loss: 1.127 Cls_loss: N/A Topk: N/A ada_p: 0.166
[INFO] 2021-10-18 20:42:48 > Step: 237100 Progress: 23.7% Elapsed: 2 days, 7:20:52 Gen_loss: 1.686 Dis_loss: 0.6881 Cls_loss: N/A Topk: N/A ada_p: 0.1663
[INFO] 2021-10-18 20:43:50 > Step: 237200 Progress: 23.7% Elapsed: 2 days, 7:21:55 Gen_loss: 1.304 Dis_loss: 0.8569 Cls_loss: N/A Topk: N/A ada_p: 0.1691
[INFO] 2021-10-18 20:44:53 > Step: 237300 Progress: 23.7% Elapsed: 2 days, 7:22:57 Gen_loss: 1.647 Dis_loss: 0.8275 Cls_loss: N/A Topk: N/A ada_p: 0.1687
[INFO] 2021-10-18 20:45:55 > Step: 237400 Progress: 23.7% Elapsed: 2 days, 7:24:00 Gen_loss: 1.986 Dis_loss: 0.6264 Cls_loss: N/A Topk: N/A ada_p: 0.1684
[INFO] 2021-10-18 20:47:07 > Step: 237500 Progress: 23.8% Elapsed: 2 days, 7:25:12 Gen_loss: 1.111 Dis_loss: 1.208 Cls_loss: N/A Topk: N/A ada_p: 0.1713
[INFO] 2021-10-18 20:48:10 > Step: 237600 Progress: 23.8% Elapsed: 2 days, 7:26:14 Gen_loss: 0.8077 Dis_loss: 0.7985 Cls_loss: N/A Topk: N/A ada_p: 0.1728
[INFO] 2021-10-18 20:49:12 > Step: 237700 Progress: 23.8% Elapsed: 2 days, 7:27:17 Gen_loss: 1.608 Dis_loss: 0.9977 Cls_loss: N/A Topk: N/A ada_p: 0.1719
[INFO] 2021-10-18 20:50:15 > Step: 237800 Progress: 23.8% Elapsed: 2 days, 7:28:19 Gen_loss: 1.669 Dis_loss: 0.9055 Cls_loss: N/A Topk: N/A ada_p: 0.1747
[INFO] 2021-10-18 20:51:17 > Step: 237900 Progress: 23.8% Elapsed: 2 days, 7:29:22 Gen_loss: 2.118 Dis_loss: 1.174 Cls_loss: N/A Topk: N/A ada_p: 0.1778
[INFO] 2021-10-18 20:52:19 > Step: 238000 Progress: 23.8% Elapsed: 2 days, 7:30:24 Gen_loss: 2.342 Dis_loss: 1.148 Cls_loss: N/A Topk: N/A ada_p: 0.1806
[INFO] 2021-10-18 20:53:22 > Step: 238100 Progress: 23.8% Elapsed: 2 days, 7:31:27 Gen_loss: 1.485 Dis_loss: 0.8021 Cls_loss: N/A Topk: N/A ada_p: 0.1812
[INFO] 2021-10-18 20:54:24 > Step: 238200 Progress: 23.8% Elapsed: 2 days, 7:32:29 Gen_loss: 1.553 Dis_loss: 0.9824 Cls_loss: N/A Topk: N/A ada_p: 0.1838
[INFO] 2021-10-18 20:55:37 > Step: 238300 Progress: 23.8% Elapsed: 2 days, 7:33:41 Gen_loss: 1.749 Dis_loss: 0.7074 Cls_loss: N/A Topk: N/A ada_p: 0.1836
[INFO] 2021-10-18 20:56:40 > Step: 238400 Progress: 23.8% Elapsed: 2 days, 7:34:45 Gen_loss: 1.516 Dis_loss: 0.9164 Cls_loss: N/A Topk: N/A ada_p: 0.183
[INFO] 2021-10-18 20:57:42 > Step: 238500 Progress: 23.8% Elapsed: 2 days, 7:35:47 Gen_loss: 1.838 Dis_loss: 0.9601 Cls_loss: N/A Topk: N/A ada_p: 0.1844
[INFO] 2021-10-18 20:58:45 > Step: 238600 Progress: 23.9% Elapsed: 2 days, 7:36:50 Gen_loss: 1.434 Dis_loss: 0.8182 Cls_loss: N/A Topk: N/A ada_p: 0.1821
[INFO] 2021-10-18 20:59:47 > Step: 238700 Progress: 23.9% Elapsed: 2 days, 7:37:52 Gen_loss: 0.8799 Dis_loss: 0.8691 Cls_loss: N/A Topk: N/A ada_p: 0.1842
[INFO] 2021-10-18 21:00:49 > Step: 238800 Progress: 23.9% Elapsed: 2 days, 7:38:54 Gen_loss: 1.398 Dis_loss: 0.883 Cls_loss: N/A Topk: N/A ada_p: 0.1827
[INFO] 2021-10-18 21:01:52 > Step: 238900 Progress: 23.9% Elapsed: 2 days, 7:39:57 Gen_loss: 1.58 Dis_loss: 1.667 Cls_loss: N/A Topk: N/A ada_p: 0.1833
[INFO] 2021-10-18 21:03:05 > Step: 239000 Progress: 23.9% Elapsed: 2 days, 7:41:10 Gen_loss: 1.329 Dis_loss: 1.001 Cls_loss: N/A Topk: N/A ada_p: 0.1853
[INFO] 2021-10-18 21:04:07 > Step: 239100 Progress: 23.9% Elapsed: 2 days, 7:42:12 Gen_loss: 1.279 Dis_loss: 0.8338 Cls_loss: N/A Topk: N/A ada_p: 0.1869
[INFO] 2021-10-18 21:05:10 > Step: 239200 Progress: 23.9% Elapsed: 2 days, 7:43:15 Gen_loss: 1.74 Dis_loss: 0.5319 Cls_loss: N/A Topk: N/A ada_p: 0.1871
[INFO] 2021-10-18 21:06:13 > Step: 239300 Progress: 23.9% Elapsed: 2 days, 7:44:17 Gen_loss: 0.8269 Dis_loss: 0.9838 Cls_loss: N/A Topk: N/A ada_p: 0.1855
[INFO] 2021-10-18 21:07:15 > Step: 239400 Progress: 23.9% Elapsed: 2 days, 7:45:20 Gen_loss: 2.134 Dis_loss: 0.8699 Cls_loss: N/A Topk: N/A ada_p: 0.1875
[INFO] 2021-10-18 21:08:17 > Step: 239500 Progress: 23.9% Elapsed: 2 days, 7:46:22 Gen_loss: 0.716 Dis_loss: 0.7215 Cls_loss: N/A Topk: N/A ada_p: 0.1868
[INFO] 2021-10-18 21:09:20 > Step: 239600 Progress: 24.0% Elapsed: 2 days, 7:47:24 Gen_loss: 1.956 Dis_loss: 1.298 Cls_loss: N/A Topk: N/A ada_p: 0.1878
[INFO] 2021-10-18 21:10:23 > Step: 239700 Progress: 24.0% Elapsed: 2 days, 7:48:27 Gen_loss: 1.292 Dis_loss: 1.074 Cls_loss: N/A Topk: N/A ada_p: 0.1856
[INFO] 2021-10-18 21:11:35 > Step: 239800 Progress: 24.0% Elapsed: 2 days, 7:49:40 Gen_loss: 1.835 Dis_loss: 0.8659 Cls_loss: N/A Topk: N/A ada_p: 0.1864
[INFO] 2021-10-18 21:12:38 > Step: 239900 Progress: 24.0% Elapsed: 2 days, 7:50:43 Gen_loss: 0.9528 Dis_loss: 1.06 Cls_loss: N/A Topk: N/A ada_p: 0.1848
[INFO] 2021-10-18 21:13:41 > Step: 240000 Progress: 24.0% Elapsed: 2 days, 7:51:45 Gen_loss: 1.699 Dis_loss: 1.216 Cls_loss: N/A Topk: N/A ada_p: 0.182
[INFO] 2021-10-18 21:13:41 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-18 21:13:41 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_240000.png
[INFO] 2021-10-18 21:13:41 > Start Evaluation (240000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-18 21:13:41 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-18 21:19:11 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-18 21:24:49 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-18 21:52:31 > Inception score (Step: 240000, 50000 generated images): 10.223726272583008
[INFO] 2021-10-18 21:52:31 > FID score (Step: 240000, Using train moments): 3.2248028728293434
[INFO] 2021-10-18 21:52:31 > Improved Precision (Step: 240000, Using train images): 0.73526
[INFO] 2021-10-18 21:52:31 > Improved Recall (Step: 240000, Using train images): 0.66186
[INFO] 2021-10-18 21:52:31 > Density (Step: 240000, Using train images): 1.0278040000000002
[INFO] 2021-10-18 21:52:31 > Coverage (Step: 240000, Using train images): 0.90432
[INFO] 2021-10-18 21:52:31 > Best FID score (Step: 240000, Using train moments): 3.2248028728293434
[INFO] 2021-10-18 21:52:54 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-18 21:55:43 > Step: 240100 Progress: 24.0% Elapsed: 2 days, 8:33:48 Gen_loss: 1.06 Dis_loss: 0.9241 Cls_loss: N/A Topk: N/A ada_p: 0.1768
[INFO] 2021-10-18 21:56:46 > Step: 240200 Progress: 24.0% Elapsed: 2 days, 8:34:50 Gen_loss: 1.071 Dis_loss: 1.124 Cls_loss: N/A Topk: N/A ada_p: 0.1763
[INFO] 2021-10-18 21:57:48 > Step: 240300 Progress: 24.0% Elapsed: 2 days, 8:35:53 Gen_loss: 1.846 Dis_loss: 0.7628 Cls_loss: N/A Topk: N/A ada_p: 0.1737
[INFO] 2021-10-18 21:58:50 > Step: 240400 Progress: 24.0% Elapsed: 2 days, 8:36:54 Gen_loss: 1.155 Dis_loss: 0.8472 Cls_loss: N/A Topk: N/A ada_p: 0.1773
[INFO] 2021-10-18 21:59:52 > Step: 240500 Progress: 24.1% Elapsed: 2 days, 8:37:57 Gen_loss: 1.556 Dis_loss: 0.7672 Cls_loss: N/A Topk: N/A ada_p: 0.1774
[INFO] 2021-10-18 22:01:11 > Step: 240600 Progress: 24.1% Elapsed: 2 days, 8:39:16 Gen_loss: 1.423 Dis_loss: 0.9092 Cls_loss: N/A Topk: N/A ada_p: 0.1805
[INFO] 2021-10-18 22:02:14 > Step: 240700 Progress: 24.1% Elapsed: 2 days, 8:40:18 Gen_loss: 1.434 Dis_loss: 1.144 Cls_loss: N/A Topk: N/A ada_p: 0.1805
[INFO] 2021-10-18 22:03:16 > Step: 240800 Progress: 24.1% Elapsed: 2 days, 8:41:21 Gen_loss: 1.381 Dis_loss: 0.8625 Cls_loss: N/A Topk: N/A ada_p: 0.18
[INFO] 2021-10-18 22:04:19 > Step: 240900 Progress: 24.1% Elapsed: 2 days, 8:42:23 Gen_loss: 1.371 Dis_loss: 0.8583 Cls_loss: N/A Topk: N/A ada_p: 0.1783
[INFO] 2021-10-18 22:05:21 > Step: 241000 Progress: 24.1% Elapsed: 2 days, 8:43:25 Gen_loss: 1.777 Dis_loss: 0.8627 Cls_loss: N/A Topk: N/A ada_p: 0.1791
[INFO] 2021-10-18 22:06:23 > Step: 241100 Progress: 24.1% Elapsed: 2 days, 8:44:28 Gen_loss: 1.94 Dis_loss: 1.067 Cls_loss: N/A Topk: N/A ada_p: 0.1806
[INFO] 2021-10-18 22:07:25 > Step: 241200 Progress: 24.1% Elapsed: 2 days, 8:45:30 Gen_loss: 0.5608 Dis_loss: 1.12 Cls_loss: N/A Topk: N/A ada_p: 0.175
[INFO] 2021-10-18 22:08:27 > Step: 241300 Progress: 24.1% Elapsed: 2 days, 8:46:32 Gen_loss: 0.9119 Dis_loss: 0.8415 Cls_loss: N/A Topk: N/A ada_p: 0.1743
[INFO] 2021-10-18 22:09:40 > Step: 241400 Progress: 24.1% Elapsed: 2 days, 8:47:45 Gen_loss: 1.088 Dis_loss: 0.9052 Cls_loss: N/A Topk: N/A ada_p: 0.1738
[INFO] 2021-10-18 22:10:43 > Step: 241500 Progress: 24.1% Elapsed: 2 days, 8:48:47 Gen_loss: 2.444 Dis_loss: 1.067 Cls_loss: N/A Topk: N/A ada_p: 0.1764
[INFO] 2021-10-18 22:11:45 > Step: 241600 Progress: 24.2% Elapsed: 2 days, 8:49:50 Gen_loss: 1.941 Dis_loss: 0.9914 Cls_loss: N/A Topk: N/A ada_p: 0.1784
[INFO] 2021-10-18 22:12:48 > Step: 241700 Progress: 24.2% Elapsed: 2 days, 8:50:52 Gen_loss: 1.174 Dis_loss: 1.13 Cls_loss: N/A Topk: N/A ada_p: 0.1773
[INFO] 2021-10-18 22:13:49 > Step: 241800 Progress: 24.2% Elapsed: 2 days, 8:51:54 Gen_loss: 2.14 Dis_loss: 0.7098 Cls_loss: N/A Topk: N/A ada_p: 0.1819
[INFO] 2021-10-18 22:14:52 > Step: 241900 Progress: 24.2% Elapsed: 2 days, 8:52:56 Gen_loss: 1.003 Dis_loss: 0.8855 Cls_loss: N/A Topk: N/A ada_p: 0.1809
[INFO] 2021-10-18 22:15:54 > Step: 242000 Progress: 24.2% Elapsed: 2 days, 8:53:58 Gen_loss: 1.434 Dis_loss: 0.7367 Cls_loss: N/A Topk: N/A ada_p: 0.1783
[INFO] 2021-10-18 22:16:56 > Step: 242100 Progress: 24.2% Elapsed: 2 days, 8:55:01 Gen_loss: 1.216 Dis_loss: 0.929 Cls_loss: N/A Topk: N/A ada_p: 0.1784
[INFO] 2021-10-18 22:18:09 > Step: 242200 Progress: 24.2% Elapsed: 2 days, 8:56:14 Gen_loss: 1.001 Dis_loss: 0.8954 Cls_loss: N/A Topk: N/A ada_p: 0.1825
[INFO] 2021-10-18 22:19:11 > Step: 242300 Progress: 24.2% Elapsed: 2 days, 8:57:16 Gen_loss: 1.287 Dis_loss: 0.7775 Cls_loss: N/A Topk: N/A ada_p: 0.1833
[INFO] 2021-10-18 22:20:14 > Step: 242400 Progress: 24.2% Elapsed: 2 days, 8:58:18 Gen_loss: 1.589 Dis_loss: 0.6354 Cls_loss: N/A Topk: N/A ada_p: 0.1802
[INFO] 2021-10-18 22:21:17 > Step: 242500 Progress: 24.2% Elapsed: 2 days, 8:59:21 Gen_loss: 1.296 Dis_loss: 0.8416 Cls_loss: N/A Topk: N/A ada_p: 0.1788
[INFO] 2021-10-18 22:22:19 > Step: 242600 Progress: 24.3% Elapsed: 2 days, 9:00:23 Gen_loss: 1.848 Dis_loss: 0.7603 Cls_loss: N/A Topk: N/A ada_p: 0.177
[INFO] 2021-10-18 22:23:22 > Step: 242700 Progress: 24.3% Elapsed: 2 days, 9:01:27 Gen_loss: 1.645 Dis_loss: 0.9092 Cls_loss: N/A Topk: N/A ada_p: 0.1742
[INFO] 2021-10-18 22:24:24 > Step: 242800 Progress: 24.3% Elapsed: 2 days, 9:02:29 Gen_loss: 1.821 Dis_loss: 0.8899 Cls_loss: N/A Topk: N/A ada_p: 0.1796
[INFO] 2021-10-18 22:25:38 > Step: 242900 Progress: 24.3% Elapsed: 2 days, 9:03:43 Gen_loss: 1.7 Dis_loss: 0.7761 Cls_loss: N/A Topk: N/A ada_p: 0.1779
[INFO] 2021-10-18 22:26:41 > Step: 243000 Progress: 24.3% Elapsed: 2 days, 9:04:45 Gen_loss: 1.165 Dis_loss: 0.8253 Cls_loss: N/A Topk: N/A ada_p: 0.1789
[INFO] 2021-10-18 22:27:44 > Step: 243100 Progress: 24.3% Elapsed: 2 days, 9:05:48 Gen_loss: 1.063 Dis_loss: 0.9459 Cls_loss: N/A Topk: N/A ada_p: 0.1792
[INFO] 2021-10-18 22:28:46 > Step: 243200 Progress: 24.3% Elapsed: 2 days, 9:06:51 Gen_loss: 2.246 Dis_loss: 0.8385 Cls_loss: N/A Topk: N/A ada_p: 0.1789
[INFO] 2021-10-18 22:29:49 > Step: 243300 Progress: 24.3% Elapsed: 2 days, 9:07:54 Gen_loss: 1.622 Dis_loss: 0.6159 Cls_loss: N/A Topk: N/A ada_p: 0.1788
[INFO] 2021-10-18 22:30:51 > Step: 243400 Progress: 24.3% Elapsed: 2 days, 9:08:56 Gen_loss: 1.009 Dis_loss: 0.7114 Cls_loss: N/A Topk: N/A ada_p: 0.1757
[INFO] 2021-10-18 22:31:54 > Step: 243500 Progress: 24.3% Elapsed: 2 days, 9:09:59 Gen_loss: 1.882 Dis_loss: 0.9468 Cls_loss: N/A Topk: N/A ada_p: 0.1765
[INFO] 2021-10-18 22:32:58 > Step: 243600 Progress: 24.4% Elapsed: 2 days, 9:11:02 Gen_loss: 2.003 Dis_loss: 1.006 Cls_loss: N/A Topk: N/A ada_p: 0.1724
[INFO] 2021-10-18 22:34:12 > Step: 243700 Progress: 24.4% Elapsed: 2 days, 9:12:17 Gen_loss: 1.094 Dis_loss: 0.8774 Cls_loss: N/A Topk: N/A ada_p: 0.1751
[INFO] 2021-10-18 22:35:14 > Step: 243800 Progress: 24.4% Elapsed: 2 days, 9:13:19 Gen_loss: 1.156 Dis_loss: 0.6954 Cls_loss: N/A Topk: N/A ada_p: 0.1792
[INFO] 2021-10-18 22:36:16 > Step: 243900 Progress: 24.4% Elapsed: 2 days, 9:14:21 Gen_loss: 1.071 Dis_loss: 1.095 Cls_loss: N/A Topk: N/A ada_p: 0.1777
[INFO] 2021-10-18 22:37:19 > Step: 244000 Progress: 24.4% Elapsed: 2 days, 9:15:23 Gen_loss: 2.168 Dis_loss: 0.9845 Cls_loss: N/A Topk: N/A ada_p: 0.1787
[INFO] 2021-10-18 22:38:21 > Step: 244100 Progress: 24.4% Elapsed: 2 days, 9:16:26 Gen_loss: 1.906 Dis_loss: 1.248 Cls_loss: N/A Topk: N/A ada_p: 0.1773
[INFO] 2021-10-18 22:39:23 > Step: 244200 Progress: 24.4% Elapsed: 2 days, 9:17:28 Gen_loss: 1.32 Dis_loss: 0.8678 Cls_loss: N/A Topk: N/A ada_p: 0.1773
[INFO] 2021-10-18 22:40:26 > Step: 244300 Progress: 24.4% Elapsed: 2 days, 9:18:30 Gen_loss: 1.784 Dis_loss: 0.7691 Cls_loss: N/A Topk: N/A ada_p: 0.178
[INFO] 2021-10-18 22:41:28 > Step: 244400 Progress: 24.4% Elapsed: 2 days, 9:19:33 Gen_loss: 2.242 Dis_loss: 0.7284 Cls_loss: N/A Topk: N/A ada_p: 0.1778
[INFO] 2021-10-18 22:42:41 > Step: 244500 Progress: 24.4% Elapsed: 2 days, 9:20:45 Gen_loss: 1.279 Dis_loss: 0.7713 Cls_loss: N/A Topk: N/A ada_p: 0.1815
[INFO] 2021-10-18 22:43:43 > Step: 244600 Progress: 24.5% Elapsed: 2 days, 9:21:48 Gen_loss: 1.154 Dis_loss: 0.8287 Cls_loss: N/A Topk: N/A ada_p: 0.1779
[INFO] 2021-10-18 22:44:45 > Step: 244700 Progress: 24.5% Elapsed: 2 days, 9:22:50 Gen_loss: 1.99 Dis_loss: 0.4108 Cls_loss: N/A Topk: N/A ada_p: 0.1792
[INFO] 2021-10-18 22:45:48 > Step: 244800 Progress: 24.5% Elapsed: 2 days, 9:23:52 Gen_loss: 1.437 Dis_loss: 0.7085 Cls_loss: N/A Topk: N/A ada_p: 0.1766
[INFO] 2021-10-18 22:46:50 > Step: 244900 Progress: 24.5% Elapsed: 2 days, 9:24:55 Gen_loss: 1.252 Dis_loss: 0.7498 Cls_loss: N/A Topk: N/A ada_p: 0.1763
[INFO] 2021-10-18 22:47:53 > Step: 245000 Progress: 24.5% Elapsed: 2 days, 9:25:57 Gen_loss: 1.557 Dis_loss: 0.9059 Cls_loss: N/A Topk: N/A ada_p: 0.177
[INFO] 2021-10-18 22:48:55 > Step: 245100 Progress: 24.5% Elapsed: 2 days, 9:26:59 Gen_loss: 0.9744 Dis_loss: 0.9198 Cls_loss: N/A Topk: N/A ada_p: 0.1775
[INFO] 2021-10-18 22:49:57 > Step: 245200 Progress: 24.5% Elapsed: 2 days, 9:28:02 Gen_loss: 1.42 Dis_loss: 1.003 Cls_loss: N/A Topk: N/A ada_p: 0.1747
[INFO] 2021-10-18 22:51:10 > Step: 245300 Progress: 24.5% Elapsed: 2 days, 9:29:15 Gen_loss: 1.086 Dis_loss: 0.8017 Cls_loss: N/A Topk: N/A ada_p: 0.1748
[INFO] 2021-10-18 22:52:12 > Step: 245400 Progress: 24.5% Elapsed: 2 days, 9:30:17 Gen_loss: 0.9725 Dis_loss: 0.9847 Cls_loss: N/A Topk: N/A ada_p: 0.1784
[INFO] 2021-10-18 22:53:15 > Step: 245500 Progress: 24.6% Elapsed: 2 days, 9:31:19 Gen_loss: 1.546 Dis_loss: 0.6454 Cls_loss: N/A Topk: N/A ada_p: 0.18
[INFO] 2021-10-18 22:54:17 > Step: 245600 Progress: 24.6% Elapsed: 2 days, 9:32:22 Gen_loss: 1.127 Dis_loss: 1.023 Cls_loss: N/A Topk: N/A ada_p: 0.1807
[INFO] 2021-10-18 22:55:20 > Step: 245700 Progress: 24.6% Elapsed: 2 days, 9:33:24 Gen_loss: 1.818 Dis_loss: 1.12 Cls_loss: N/A Topk: N/A ada_p: 0.1837
[INFO] 2021-10-18 22:56:22 > Step: 245800 Progress: 24.6% Elapsed: 2 days, 9:34:27 Gen_loss: 1.603 Dis_loss: 0.8878 Cls_loss: N/A Topk: N/A ada_p: 0.1814
[INFO] 2021-10-18 22:57:24 > Step: 245900 Progress: 24.6% Elapsed: 2 days, 9:35:29 Gen_loss: 0.6588 Dis_loss: 0.9621 Cls_loss: N/A Topk: N/A ada_p: 0.1827
[INFO] 2021-10-18 22:58:26 > Step: 246000 Progress: 24.6% Elapsed: 2 days, 9:36:31 Gen_loss: 2.167 Dis_loss: 0.5098 Cls_loss: N/A Topk: N/A ada_p: 0.1811
[INFO] 2021-10-18 22:59:39 > Step: 246100 Progress: 24.6% Elapsed: 2 days, 9:37:44 Gen_loss: 1.693 Dis_loss: 0.649 Cls_loss: N/A Topk: N/A ada_p: 0.181
[INFO] 2021-10-18 23:00:42 > Step: 246200 Progress: 24.6% Elapsed: 2 days, 9:38:46 Gen_loss: 1.87 Dis_loss: 1.084 Cls_loss: N/A Topk: N/A ada_p: 0.1828
[INFO] 2021-10-18 23:01:44 > Step: 246300 Progress: 24.6% Elapsed: 2 days, 9:39:49 Gen_loss: 1.172 Dis_loss: 1.053 Cls_loss: N/A Topk: N/A ada_p: 0.1823
[INFO] 2021-10-18 23:02:46 > Step: 246400 Progress: 24.6% Elapsed: 2 days, 9:40:51 Gen_loss: 1.219 Dis_loss: 0.8788 Cls_loss: N/A Topk: N/A ada_p: 0.182
[INFO] 2021-10-18 23:03:49 > Step: 246500 Progress: 24.6% Elapsed: 2 days, 9:41:53 Gen_loss: 1.416 Dis_loss: 0.9623 Cls_loss: N/A Topk: N/A ada_p: 0.1765
[INFO] 2021-10-18 23:04:51 > Step: 246600 Progress: 24.7% Elapsed: 2 days, 9:42:55 Gen_loss: 0.9105 Dis_loss: 0.9105 Cls_loss: N/A Topk: N/A ada_p: 0.1783
[INFO] 2021-10-18 23:05:53 > Step: 246700 Progress: 24.7% Elapsed: 2 days, 9:43:57 Gen_loss: 1.626 Dis_loss: 0.9082 Cls_loss: N/A Topk: N/A ada_p: 0.1778
[INFO] 2021-10-18 23:07:06 > Step: 246800 Progress: 24.7% Elapsed: 2 days, 9:45:11 Gen_loss: 1.121 Dis_loss: 0.8508 Cls_loss: N/A Topk: N/A ada_p: 0.1796
[INFO] 2021-10-18 23:08:08 > Step: 246900 Progress: 24.7% Elapsed: 2 days, 9:46:13 Gen_loss: 1.393 Dis_loss: 0.939 Cls_loss: N/A Topk: N/A ada_p: 0.182
[INFO] 2021-10-18 23:09:11 > Step: 247000 Progress: 24.7% Elapsed: 2 days, 9:47:15 Gen_loss: 2.037 Dis_loss: 0.9564 Cls_loss: N/A Topk: N/A ada_p: 0.182
[INFO] 2021-10-18 23:10:13 > Step: 247100 Progress: 24.7% Elapsed: 2 days, 9:48:18 Gen_loss: 1.873 Dis_loss: 0.7253 Cls_loss: N/A Topk: N/A ada_p: 0.1838
[INFO] 2021-10-18 23:11:16 > Step: 247200 Progress: 24.7% Elapsed: 2 days, 9:49:20 Gen_loss: 2.161 Dis_loss: 1.359 Cls_loss: N/A Topk: N/A ada_p: 0.1848
[INFO] 2021-10-18 23:12:18 > Step: 247300 Progress: 24.7% Elapsed: 2 days, 9:50:23 Gen_loss: 1.198 Dis_loss: 0.9179 Cls_loss: N/A Topk: N/A ada_p: 0.1806
[INFO] 2021-10-18 23:13:21 > Step: 247400 Progress: 24.7% Elapsed: 2 days, 9:51:26 Gen_loss: 1.696 Dis_loss: 0.996 Cls_loss: N/A Topk: N/A ada_p: 0.1791
[INFO] 2021-10-18 23:14:24 > Step: 247500 Progress: 24.8% Elapsed: 2 days, 9:52:29 Gen_loss: 2.028 Dis_loss: 0.9158 Cls_loss: N/A Topk: N/A ada_p: 0.1842
[INFO] 2021-10-18 23:15:37 > Step: 247600 Progress: 24.8% Elapsed: 2 days, 9:53:42 Gen_loss: 1.201 Dis_loss: 0.8718 Cls_loss: N/A Topk: N/A ada_p: 0.1768
[INFO] 2021-10-18 23:16:40 > Step: 247700 Progress: 24.8% Elapsed: 2 days, 9:54:44 Gen_loss: 1.447 Dis_loss: 0.8212 Cls_loss: N/A Topk: N/A ada_p: 0.181
[INFO] 2021-10-18 23:17:43 > Step: 247800 Progress: 24.8% Elapsed: 2 days, 9:55:48 Gen_loss: 0.6807 Dis_loss: 0.7993 Cls_loss: N/A Topk: N/A ada_p: 0.1795
[INFO] 2021-10-18 23:18:45 > Step: 247900 Progress: 24.8% Elapsed: 2 days, 9:56:50 Gen_loss: 1.605 Dis_loss: 0.9255 Cls_loss: N/A Topk: N/A ada_p: 0.1825
[INFO] 2021-10-18 23:19:48 > Step: 248000 Progress: 24.8% Elapsed: 2 days, 9:57:52 Gen_loss: 2.045 Dis_loss: 1.061 Cls_loss: N/A Topk: N/A ada_p: 0.1818
[INFO] 2021-10-18 23:20:50 > Step: 248100 Progress: 24.8% Elapsed: 2 days, 9:58:55 Gen_loss: 1.261 Dis_loss: 0.7109 Cls_loss: N/A Topk: N/A ada_p: 0.1821
[INFO] 2021-10-18 23:21:52 > Step: 248200 Progress: 24.8% Elapsed: 2 days, 9:59:57 Gen_loss: 1.342 Dis_loss: 0.8589 Cls_loss: N/A Topk: N/A ada_p: 0.1783
[INFO] 2021-10-18 23:22:55 > Step: 248300 Progress: 24.8% Elapsed: 2 days, 10:00:59 Gen_loss: 1.098 Dis_loss: 0.9806 Cls_loss: N/A Topk: N/A ada_p: 0.1827
[INFO] 2021-10-18 23:24:07 > Step: 248400 Progress: 24.8% Elapsed: 2 days, 10:02:12 Gen_loss: 1.888 Dis_loss: 0.964 Cls_loss: N/A Topk: N/A ada_p: 0.1832
[INFO] 2021-10-18 23:25:10 > Step: 248500 Progress: 24.9% Elapsed: 2 days, 10:03:14 Gen_loss: 1.139 Dis_loss: 0.7047 Cls_loss: N/A Topk: N/A ada_p: 0.1815
[INFO] 2021-10-18 23:26:12 > Step: 248600 Progress: 24.9% Elapsed: 2 days, 10:04:17 Gen_loss: 1.83 Dis_loss: 0.9434 Cls_loss: N/A Topk: N/A ada_p: 0.181
[INFO] 2021-10-18 23:27:15 > Step: 248700 Progress: 24.9% Elapsed: 2 days, 10:05:19 Gen_loss: 1.708 Dis_loss: 0.9739 Cls_loss: N/A Topk: N/A ada_p: 0.1838
[INFO] 2021-10-18 23:28:17 > Step: 248800 Progress: 24.9% Elapsed: 2 days, 10:06:21 Gen_loss: 1.622 Dis_loss: 1.114 Cls_loss: N/A Topk: N/A ada_p: 0.182
[INFO] 2021-10-18 23:29:20 > Step: 248900 Progress: 24.9% Elapsed: 2 days, 10:07:24 Gen_loss: 1.214 Dis_loss: 0.9822 Cls_loss: N/A Topk: N/A ada_p: 0.1811
[INFO] 2021-10-18 23:30:22 > Step: 249000 Progress: 24.9% Elapsed: 2 days, 10:08:26 Gen_loss: 1.519 Dis_loss: 0.9865 Cls_loss: N/A Topk: N/A ada_p: 0.1834
[INFO] 2021-10-18 23:31:24 > Step: 249100 Progress: 24.9% Elapsed: 2 days, 10:09:29 Gen_loss: 2.147 Dis_loss: 0.8526 Cls_loss: N/A Topk: N/A ada_p: 0.1862
[INFO] 2021-10-18 23:32:37 > Step: 249200 Progress: 24.9% Elapsed: 2 days, 10:10:42 Gen_loss: 0.926 Dis_loss: 1.191 Cls_loss: N/A Topk: N/A ada_p: 0.1868
[INFO] 2021-10-18 23:33:39 > Step: 249300 Progress: 24.9% Elapsed: 2 days, 10:11:44 Gen_loss: 1.072 Dis_loss: 0.944 Cls_loss: N/A Topk: N/A ada_p: 0.1843
[INFO] 2021-10-18 23:34:41 > Step: 249400 Progress: 24.9% Elapsed: 2 days, 10:12:46 Gen_loss: 1.686 Dis_loss: 0.6 Cls_loss: N/A Topk: N/A ada_p: 0.1838
[INFO] 2021-10-18 23:35:43 > Step: 249500 Progress: 24.9% Elapsed: 2 days, 10:13:48 Gen_loss: 1.786 Dis_loss: 0.9474 Cls_loss: N/A Topk: N/A ada_p: 0.1833
[INFO] 2021-10-18 23:36:46 > Step: 249600 Progress: 25.0% Elapsed: 2 days, 10:14:50 Gen_loss: 1.486 Dis_loss: 0.8751 Cls_loss: N/A Topk: N/A ada_p: 0.1823
[INFO] 2021-10-18 23:37:48 > Step: 249700 Progress: 25.0% Elapsed: 2 days, 10:15:52 Gen_loss: 1.421 Dis_loss: 0.933 Cls_loss: N/A Topk: N/A ada_p: 0.1832
[INFO] 2021-10-18 23:38:50 > Step: 249800 Progress: 25.0% Elapsed: 2 days, 10:16:54 Gen_loss: 1.179 Dis_loss: 0.9247 Cls_loss: N/A Topk: N/A ada_p: 0.1806
[INFO] 2021-10-18 23:39:52 > Step: 249900 Progress: 25.0% Elapsed: 2 days, 10:17:56 Gen_loss: 1.052 Dis_loss: 1.0 Cls_loss: N/A Topk: N/A ada_p: 0.1809
[INFO] 2021-10-18 23:41:04 > Step: 250000 Progress: 25.0% Elapsed: 2 days, 10:19:09 Gen_loss: 1.093 Dis_loss: 1.003 Cls_loss: N/A Topk: N/A ada_p: 0.1816
[INFO] 2021-10-18 23:41:05 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-18 23:41:05 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_250000.png
[INFO] 2021-10-18 23:41:05 > Start Evaluation (250000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-18 23:41:05 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-18 23:46:34 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-18 23:52:11 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-19 00:20:39 > Inception score (Step: 250000, 50000 generated images): 10.261787414550781
[INFO] 2021-10-19 00:20:39 > FID score (Step: 250000, Using train moments): 3.236695949479838
[INFO] 2021-10-19 00:20:39 > Improved Precision (Step: 250000, Using train images): 0.73984
[INFO] 2021-10-19 00:20:39 > Improved Recall (Step: 250000, Using train images): 0.66642
[INFO] 2021-10-19 00:20:39 > Density (Step: 250000, Using train images): 1.048772
[INFO] 2021-10-19 00:20:39 > Coverage (Step: 250000, Using train images): 0.90784
[INFO] 2021-10-19 00:20:39 > Best FID score (Step: 240000, Using train moments): 3.2248028728293434
[INFO] 2021-10-19 00:20:50 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-19 00:21:50 > Step: 250100 Progress: 25.0% Elapsed: 2 days, 10:59:55 Gen_loss: 1.537 Dis_loss: 0.8875 Cls_loss: N/A Topk: N/A ada_p: 0.1823
[INFO] 2021-10-19 00:22:52 > Step: 250200 Progress: 25.0% Elapsed: 2 days, 11:00:56 Gen_loss: 1.441 Dis_loss: 0.7425 Cls_loss: N/A Topk: N/A ada_p: 0.1825
[INFO] 2021-10-19 00:23:53 > Step: 250300 Progress: 25.0% Elapsed: 2 days, 11:01:58 Gen_loss: 1.426 Dis_loss: 1.003 Cls_loss: N/A Topk: N/A ada_p: 0.181
[INFO] 2021-10-19 00:24:55 > Step: 250400 Progress: 25.0% Elapsed: 2 days, 11:03:00 Gen_loss: 1.745 Dis_loss: 0.9103 Cls_loss: N/A Topk: N/A ada_p: 0.1838
[INFO] 2021-10-19 00:25:58 > Step: 250500 Progress: 25.1% Elapsed: 2 days, 11:04:02 Gen_loss: 1.444 Dis_loss: 0.7352 Cls_loss: N/A Topk: N/A ada_p: 0.177
[INFO] 2021-10-19 00:27:00 > Step: 250600 Progress: 25.1% Elapsed: 2 days, 11:05:04 Gen_loss: 0.9946 Dis_loss: 0.7522 Cls_loss: N/A Topk: N/A ada_p: 0.1775
[INFO] 2021-10-19 00:28:02 > Step: 250700 Progress: 25.1% Elapsed: 2 days, 11:06:06 Gen_loss: 0.9546 Dis_loss: 0.8766 Cls_loss: N/A Topk: N/A ada_p: 0.1791
[INFO] 2021-10-19 00:29:20 > Step: 250800 Progress: 25.1% Elapsed: 2 days, 11:07:25 Gen_loss: 0.9195 Dis_loss: 0.7039 Cls_loss: N/A Topk: N/A ada_p: 0.1809
[INFO] 2021-10-19 00:30:22 > Step: 250900 Progress: 25.1% Elapsed: 2 days, 11:08:27 Gen_loss: 1.592 Dis_loss: 0.8165 Cls_loss: N/A Topk: N/A ada_p: 0.1812
[INFO] 2021-10-19 00:31:25 > Step: 251000 Progress: 25.1% Elapsed: 2 days, 11:09:29 Gen_loss: 1.178 Dis_loss: 0.9155 Cls_loss: N/A Topk: N/A ada_p: 0.1807
[INFO] 2021-10-19 00:32:27 > Step: 251100 Progress: 25.1% Elapsed: 2 days, 11:10:31 Gen_loss: 0.7653 Dis_loss: 0.7877 Cls_loss: N/A Topk: N/A ada_p: 0.1823
[INFO] 2021-10-19 00:33:29 > Step: 251200 Progress: 25.1% Elapsed: 2 days, 11:11:33 Gen_loss: 1.68 Dis_loss: 0.9717 Cls_loss: N/A Topk: N/A ada_p: 0.1825
[INFO] 2021-10-19 00:34:31 > Step: 251300 Progress: 25.1% Elapsed: 2 days, 11:12:35 Gen_loss: 1.168 Dis_loss: 1.241 Cls_loss: N/A Topk: N/A ada_p: 0.1832
[INFO] 2021-10-19 00:35:33 > Step: 251400 Progress: 25.1% Elapsed: 2 days, 11:13:38 Gen_loss: 0.8371 Dis_loss: 1.138 Cls_loss: N/A Topk: N/A ada_p: 0.1839
[INFO] 2021-10-19 00:36:45 > Step: 251500 Progress: 25.1% Elapsed: 2 days, 11:14:50 Gen_loss: 0.8706 Dis_loss: 1.076 Cls_loss: N/A Topk: N/A ada_p: 0.1868
[INFO] 2021-10-19 00:37:47 > Step: 251600 Progress: 25.2% Elapsed: 2 days, 11:15:52 Gen_loss: 1.061 Dis_loss: 0.9394 Cls_loss: N/A Topk: N/A ada_p: 0.1868
[INFO] 2021-10-19 00:38:50 > Step: 251700 Progress: 25.2% Elapsed: 2 days, 11:16:54 Gen_loss: 1.08 Dis_loss: 0.7335 Cls_loss: N/A Topk: N/A ada_p: 0.183
[INFO] 2021-10-19 00:39:52 > Step: 251800 Progress: 25.2% Elapsed: 2 days, 11:17:57 Gen_loss: 1.584 Dis_loss: 0.6508 Cls_loss: N/A Topk: N/A ada_p: 0.1843
[INFO] 2021-10-19 00:40:55 > Step: 251900 Progress: 25.2% Elapsed: 2 days, 11:19:00 Gen_loss: 1.539 Dis_loss: 1.091 Cls_loss: N/A Topk: N/A ada_p: 0.1841
[INFO] 2021-10-19 00:41:57 > Step: 252000 Progress: 25.2% Elapsed: 2 days, 11:20:02 Gen_loss: 0.7972 Dis_loss: 0.9547 Cls_loss: N/A Topk: N/A ada_p: 0.1805
[INFO] 2021-10-19 00:43:00 > Step: 252100 Progress: 25.2% Elapsed: 2 days, 11:21:04 Gen_loss: 1.084 Dis_loss: 0.9967 Cls_loss: N/A Topk: N/A ada_p: 0.1811
[INFO] 2021-10-19 00:44:02 > Step: 252200 Progress: 25.2% Elapsed: 2 days, 11:22:07 Gen_loss: 1.639 Dis_loss: 1.018 Cls_loss: N/A Topk: N/A ada_p: 0.1814
[INFO] 2021-10-19 00:45:15 > Step: 252300 Progress: 25.2% Elapsed: 2 days, 11:23:19 Gen_loss: 1.174 Dis_loss: 0.824 Cls_loss: N/A Topk: N/A ada_p: 0.1786
[INFO] 2021-10-19 00:46:17 > Step: 252400 Progress: 25.2% Elapsed: 2 days, 11:24:21 Gen_loss: 1.77 Dis_loss: 1.102 Cls_loss: N/A Topk: N/A ada_p: 0.178
[INFO] 2021-10-19 00:47:19 > Step: 252500 Progress: 25.2% Elapsed: 2 days, 11:25:24 Gen_loss: 1.132 Dis_loss: 0.8951 Cls_loss: N/A Topk: N/A ada_p: 0.181
[INFO] 2021-10-19 00:48:22 > Step: 252600 Progress: 25.3% Elapsed: 2 days, 11:26:26 Gen_loss: 1.634 Dis_loss: 1.058 Cls_loss: N/A Topk: N/A ada_p: 0.1805
[INFO] 2021-10-19 00:49:24 > Step: 252700 Progress: 25.3% Elapsed: 2 days, 11:27:28 Gen_loss: 1.08 Dis_loss: 1.047 Cls_loss: N/A Topk: N/A ada_p: 0.1833
[INFO] 2021-10-19 00:50:25 > Step: 252800 Progress: 25.3% Elapsed: 2 days, 11:28:30 Gen_loss: 1.034 Dis_loss: 0.5989 Cls_loss: N/A Topk: N/A ada_p: 0.1815
[INFO] 2021-10-19 00:51:29 > Step: 252900 Progress: 25.3% Elapsed: 2 days, 11:29:33 Gen_loss: 1.537 Dis_loss: 0.7686 Cls_loss: N/A Topk: N/A ada_p: 0.1791
[INFO] 2021-10-19 00:52:31 > Step: 253000 Progress: 25.3% Elapsed: 2 days, 11:30:35 Gen_loss: 2.193 Dis_loss: 1.205 Cls_loss: N/A Topk: N/A ada_p: 0.1752
[INFO] 2021-10-19 00:53:43 > Step: 253100 Progress: 25.3% Elapsed: 2 days, 11:31:47 Gen_loss: 1.951 Dis_loss: 0.8266 Cls_loss: N/A Topk: N/A ada_p: 0.177
[INFO] 2021-10-19 00:54:45 > Step: 253200 Progress: 25.3% Elapsed: 2 days, 11:32:50 Gen_loss: 1.976 Dis_loss: 0.4756 Cls_loss: N/A Topk: N/A ada_p: 0.1755
[INFO] 2021-10-19 00:55:47 > Step: 253300 Progress: 25.3% Elapsed: 2 days, 11:33:52 Gen_loss: 1.286 Dis_loss: 0.8559 Cls_loss: N/A Topk: N/A ada_p: 0.1725
[INFO] 2021-10-19 00:56:49 > Step: 253400 Progress: 25.3% Elapsed: 2 days, 11:34:54 Gen_loss: 1.39 Dis_loss: 0.8245 Cls_loss: N/A Topk: N/A ada_p: 0.1754
[INFO] 2021-10-19 00:57:51 > Step: 253500 Progress: 25.4% Elapsed: 2 days, 11:35:56 Gen_loss: 1.561 Dis_loss: 0.8397 Cls_loss: N/A Topk: N/A ada_p: 0.1766
[INFO] 2021-10-19 00:58:54 > Step: 253600 Progress: 25.4% Elapsed: 2 days, 11:36:58 Gen_loss: 1.853 Dis_loss: 0.6888 Cls_loss: N/A Topk: N/A ada_p: 0.1795
[INFO] 2021-10-19 00:59:56 > Step: 253700 Progress: 25.4% Elapsed: 2 days, 11:38:01 Gen_loss: 1.518 Dis_loss: 1.33 Cls_loss: N/A Topk: N/A ada_p: 0.1829
[INFO] 2021-10-19 01:00:58 > Step: 253800 Progress: 25.4% Elapsed: 2 days, 11:39:03 Gen_loss: 1.151 Dis_loss: 0.592 Cls_loss: N/A Topk: N/A ada_p: 0.1824
[INFO] 2021-10-19 01:02:11 > Step: 253900 Progress: 25.4% Elapsed: 2 days, 11:40:16 Gen_loss: 0.7978 Dis_loss: 0.9487 Cls_loss: N/A Topk: N/A ada_p: 0.1806
[INFO] 2021-10-19 01:03:14 > Step: 254000 Progress: 25.4% Elapsed: 2 days, 11:41:19 Gen_loss: 0.7885 Dis_loss: 0.6427 Cls_loss: N/A Topk: N/A ada_p: 0.1798
[INFO] 2021-10-19 01:04:17 > Step: 254100 Progress: 25.4% Elapsed: 2 days, 11:42:22 Gen_loss: 1.964 Dis_loss: 0.7012 Cls_loss: N/A Topk: N/A ada_p: 0.1818
[INFO] 2021-10-19 01:05:20 > Step: 254200 Progress: 25.4% Elapsed: 2 days, 11:43:24 Gen_loss: 0.9619 Dis_loss: 1.053 Cls_loss: N/A Topk: N/A ada_p: 0.182
[INFO] 2021-10-19 01:06:23 > Step: 254300 Progress: 25.4% Elapsed: 2 days, 11:44:28 Gen_loss: 1.38 Dis_loss: 0.8237 Cls_loss: N/A Topk: N/A ada_p: 0.1841
[INFO] 2021-10-19 01:07:25 > Step: 254400 Progress: 25.4% Elapsed: 2 days, 11:45:30 Gen_loss: 2.053 Dis_loss: 0.9283 Cls_loss: N/A Topk: N/A ada_p: 0.1823
[INFO] 2021-10-19 01:08:27 > Step: 254500 Progress: 25.4% Elapsed: 2 days, 11:46:32 Gen_loss: 1.12 Dis_loss: 1.095 Cls_loss: N/A Topk: N/A ada_p: 0.1814
[INFO] 2021-10-19 01:09:30 > Step: 254600 Progress: 25.5% Elapsed: 2 days, 11:47:35 Gen_loss: 2.249 Dis_loss: 0.8734 Cls_loss: N/A Topk: N/A ada_p: 0.1814
[INFO] 2021-10-19 01:10:43 > Step: 254700 Progress: 25.5% Elapsed: 2 days, 11:48:47 Gen_loss: 1.249 Dis_loss: 0.867 Cls_loss: N/A Topk: N/A ada_p: 0.1793
[INFO] 2021-10-19 01:11:45 > Step: 254800 Progress: 25.5% Elapsed: 2 days, 11:49:50 Gen_loss: 1.335 Dis_loss: 0.8205 Cls_loss: N/A Topk: N/A ada_p: 0.1798
[INFO] 2021-10-19 01:12:48 > Step: 254900 Progress: 25.5% Elapsed: 2 days, 11:50:53 Gen_loss: 1.281 Dis_loss: 0.8335 Cls_loss: N/A Topk: N/A ada_p: 0.1792
[INFO] 2021-10-19 01:13:50 > Step: 255000 Progress: 25.5% Elapsed: 2 days, 11:51:54 Gen_loss: 1.71 Dis_loss: 0.8804 Cls_loss: N/A Topk: N/A ada_p: 0.1764
[INFO] 2021-10-19 01:14:52 > Step: 255100 Progress: 25.5% Elapsed: 2 days, 11:52:56 Gen_loss: 0.9456 Dis_loss: 0.7572 Cls_loss: N/A Topk: N/A ada_p: 0.1792
[INFO] 2021-10-19 01:15:54 > Step: 255200 Progress: 25.5% Elapsed: 2 days, 11:53:59 Gen_loss: 1.172 Dis_loss: 1.096 Cls_loss: N/A Topk: N/A ada_p: 0.1823
[INFO] 2021-10-19 01:16:56 > Step: 255300 Progress: 25.5% Elapsed: 2 days, 11:55:01 Gen_loss: 1.896 Dis_loss: 0.7574 Cls_loss: N/A Topk: N/A ada_p: 0.1806
[INFO] 2021-10-19 01:18:08 > Step: 255400 Progress: 25.5% Elapsed: 2 days, 11:56:13 Gen_loss: 1.18 Dis_loss: 1.152 Cls_loss: N/A Topk: N/A ada_p: 0.1793
[INFO] 2021-10-19 01:19:11 > Step: 255500 Progress: 25.6% Elapsed: 2 days, 11:57:15 Gen_loss: 2.792 Dis_loss: 0.9764 Cls_loss: N/A Topk: N/A ada_p: 0.1775
[INFO] 2021-10-19 01:20:13 > Step: 255600 Progress: 25.6% Elapsed: 2 days, 11:58:18 Gen_loss: 1.127 Dis_loss: 0.67 Cls_loss: N/A Topk: N/A ada_p: 0.1793
[INFO] 2021-10-19 01:21:16 > Step: 255700 Progress: 25.6% Elapsed: 2 days, 11:59:20 Gen_loss: 2.216 Dis_loss: 1.314 Cls_loss: N/A Topk: N/A ada_p: 0.1866
[INFO] 2021-10-19 01:22:18 > Step: 255800 Progress: 25.6% Elapsed: 2 days, 12:00:23 Gen_loss: 1.321 Dis_loss: 1.042 Cls_loss: N/A Topk: N/A ada_p: 0.1833
[INFO] 2021-10-19 01:23:20 > Step: 255900 Progress: 25.6% Elapsed: 2 days, 12:01:25 Gen_loss: 1.789 Dis_loss: 0.8501 Cls_loss: N/A Topk: N/A ada_p: 0.1871
[INFO] 2021-10-19 01:24:23 > Step: 256000 Progress: 25.6% Elapsed: 2 days, 12:02:28 Gen_loss: 2.324 Dis_loss: 0.812 Cls_loss: N/A Topk: N/A ada_p: 0.1866
[INFO] 2021-10-19 01:25:27 > Step: 256100 Progress: 25.6% Elapsed: 2 days, 12:03:31 Gen_loss: 1.266 Dis_loss: 1.032 Cls_loss: N/A Topk: N/A ada_p: 0.1901
[INFO] 2021-10-19 01:26:39 > Step: 256200 Progress: 25.6% Elapsed: 2 days, 12:04:44 Gen_loss: 1.53 Dis_loss: 0.9234 Cls_loss: N/A Topk: N/A ada_p: 0.1908
[INFO] 2021-10-19 01:27:41 > Step: 256300 Progress: 25.6% Elapsed: 2 days, 12:05:46 Gen_loss: 1.533 Dis_loss: 0.9788 Cls_loss: N/A Topk: N/A ada_p: 0.1862
[INFO] 2021-10-19 01:28:44 > Step: 256400 Progress: 25.6% Elapsed: 2 days, 12:06:49 Gen_loss: 1.397 Dis_loss: 1.062 Cls_loss: N/A Topk: N/A ada_p: 0.1821
[INFO] 2021-10-19 01:29:46 > Step: 256500 Progress: 25.7% Elapsed: 2 days, 12:07:51 Gen_loss: 1.961 Dis_loss: 0.6203 Cls_loss: N/A Topk: N/A ada_p: 0.1836
[INFO] 2021-10-19 01:30:48 > Step: 256600 Progress: 25.7% Elapsed: 2 days, 12:08:53 Gen_loss: 1.361 Dis_loss: 0.8202 Cls_loss: N/A Topk: N/A ada_p: 0.1787
[INFO] 2021-10-19 01:31:51 > Step: 256700 Progress: 25.7% Elapsed: 2 days, 12:09:56 Gen_loss: 0.9767 Dis_loss: 0.9288 Cls_loss: N/A Topk: N/A ada_p: 0.1828
[INFO] 2021-10-19 01:32:54 > Step: 256800 Progress: 25.7% Elapsed: 2 days, 12:10:58 Gen_loss: 1.374 Dis_loss: 0.7259 Cls_loss: N/A Topk: N/A ada_p: 0.1797
[INFO] 2021-10-19 01:33:56 > Step: 256900 Progress: 25.7% Elapsed: 2 days, 12:12:01 Gen_loss: 1.828 Dis_loss: 0.9729 Cls_loss: N/A Topk: N/A ada_p: 0.1783
[INFO] 2021-10-19 01:35:11 > Step: 257000 Progress: 25.7% Elapsed: 2 days, 12:13:16 Gen_loss: 0.8621 Dis_loss: 0.707 Cls_loss: N/A Topk: N/A ada_p: 0.1804
[INFO] 2021-10-19 01:36:13 > Step: 257100 Progress: 25.7% Elapsed: 2 days, 12:14:18 Gen_loss: 0.5363 Dis_loss: 1.297 Cls_loss: N/A Topk: N/A ada_p: 0.1819
[INFO] 2021-10-19 01:37:16 > Step: 257200 Progress: 25.7% Elapsed: 2 days, 12:15:21 Gen_loss: 2.283 Dis_loss: 0.7775 Cls_loss: N/A Topk: N/A ada_p: 0.1788
[INFO] 2021-10-19 01:38:19 > Step: 257300 Progress: 25.7% Elapsed: 2 days, 12:16:23 Gen_loss: 1.277 Dis_loss: 0.9895 Cls_loss: N/A Topk: N/A ada_p: 0.1807
[INFO] 2021-10-19 01:39:21 > Step: 257400 Progress: 25.7% Elapsed: 2 days, 12:17:25 Gen_loss: 1.007 Dis_loss: 1.031 Cls_loss: N/A Topk: N/A ada_p: 0.1789
[INFO] 2021-10-19 01:40:23 > Step: 257500 Progress: 25.8% Elapsed: 2 days, 12:18:28 Gen_loss: 2.059 Dis_loss: 1.376 Cls_loss: N/A Topk: N/A ada_p: 0.1782
[INFO] 2021-10-19 01:41:26 > Step: 257600 Progress: 25.8% Elapsed: 2 days, 12:19:30 Gen_loss: 1.83 Dis_loss: 1.057 Cls_loss: N/A Topk: N/A ada_p: 0.1723
[INFO] 2021-10-19 01:42:29 > Step: 257700 Progress: 25.8% Elapsed: 2 days, 12:20:34 Gen_loss: 1.757 Dis_loss: 0.911 Cls_loss: N/A Topk: N/A ada_p: 0.1727
[INFO] 2021-10-19 01:43:43 > Step: 257800 Progress: 25.8% Elapsed: 2 days, 12:21:47 Gen_loss: 1.177 Dis_loss: 1.037 Cls_loss: N/A Topk: N/A ada_p: 0.1734
[INFO] 2021-10-19 01:44:45 > Step: 257900 Progress: 25.8% Elapsed: 2 days, 12:22:49 Gen_loss: 1.441 Dis_loss: 0.8568 Cls_loss: N/A Topk: N/A ada_p: 0.1765
[INFO] 2021-10-19 01:45:47 > Step: 258000 Progress: 25.8% Elapsed: 2 days, 12:23:52 Gen_loss: 1.296 Dis_loss: 0.8968 Cls_loss: N/A Topk: N/A ada_p: 0.1786
[INFO] 2021-10-19 01:46:50 > Step: 258100 Progress: 25.8% Elapsed: 2 days, 12:24:54 Gen_loss: 1.199 Dis_loss: 0.9069 Cls_loss: N/A Topk: N/A ada_p: 0.1769
[INFO] 2021-10-19 01:47:52 > Step: 258200 Progress: 25.8% Elapsed: 2 days, 12:25:57 Gen_loss: 1.228 Dis_loss: 0.9986 Cls_loss: N/A Topk: N/A ada_p: 0.1754
[INFO] 2021-10-19 01:48:55 > Step: 258300 Progress: 25.8% Elapsed: 2 days, 12:26:59 Gen_loss: 1.418 Dis_loss: 0.9303 Cls_loss: N/A Topk: N/A ada_p: 0.1802
[INFO] 2021-10-19 01:49:57 > Step: 258400 Progress: 25.8% Elapsed: 2 days, 12:28:01 Gen_loss: 1.262 Dis_loss: 0.878 Cls_loss: N/A Topk: N/A ada_p: 0.1789
[INFO] 2021-10-19 01:50:59 > Step: 258500 Progress: 25.9% Elapsed: 2 days, 12:29:03 Gen_loss: 1.658 Dis_loss: 0.8655 Cls_loss: N/A Topk: N/A ada_p: 0.1801
[INFO] 2021-10-19 01:52:11 > Step: 258600 Progress: 25.9% Elapsed: 2 days, 12:30:16 Gen_loss: 1.09 Dis_loss: 1.25 Cls_loss: N/A Topk: N/A ada_p: 0.1788
[INFO] 2021-10-19 01:53:13 > Step: 258700 Progress: 25.9% Elapsed: 2 days, 12:31:18 Gen_loss: 1.481 Dis_loss: 0.8068 Cls_loss: N/A Topk: N/A ada_p: 0.1796
[INFO] 2021-10-19 01:54:16 > Step: 258800 Progress: 25.9% Elapsed: 2 days, 12:32:20 Gen_loss: 1.333 Dis_loss: 0.7856 Cls_loss: N/A Topk: N/A ada_p: 0.1804
[INFO] 2021-10-19 01:55:18 > Step: 258900 Progress: 25.9% Elapsed: 2 days, 12:33:23 Gen_loss: 1.978 Dis_loss: 0.8239 Cls_loss: N/A Topk: N/A ada_p: 0.1823
[INFO] 2021-10-19 01:56:20 > Step: 259000 Progress: 25.9% Elapsed: 2 days, 12:34:25 Gen_loss: 1.895 Dis_loss: 1.237 Cls_loss: N/A Topk: N/A ada_p: 0.1797
[INFO] 2021-10-19 01:57:22 > Step: 259100 Progress: 25.9% Elapsed: 2 days, 12:35:27 Gen_loss: 1.531 Dis_loss: 1.087 Cls_loss: N/A Topk: N/A ada_p: 0.1782
[INFO] 2021-10-19 01:58:24 > Step: 259200 Progress: 25.9% Elapsed: 2 days, 12:36:29 Gen_loss: 1.108 Dis_loss: 0.7168 Cls_loss: N/A Topk: N/A ada_p: 0.1738
[INFO] 2021-10-19 01:59:37 > Step: 259300 Progress: 25.9% Elapsed: 2 days, 12:37:42 Gen_loss: 1.55 Dis_loss: 1.118 Cls_loss: N/A Topk: N/A ada_p: 0.1752
[INFO] 2021-10-19 02:00:39 > Step: 259400 Progress: 25.9% Elapsed: 2 days, 12:38:43 Gen_loss: 1.351 Dis_loss: 1.005 Cls_loss: N/A Topk: N/A ada_p: 0.1804
[INFO] 2021-10-19 02:01:41 > Step: 259500 Progress: 25.9% Elapsed: 2 days, 12:39:45 Gen_loss: 1.099 Dis_loss: 0.9904 Cls_loss: N/A Topk: N/A ada_p: 0.1816
[INFO] 2021-10-19 02:02:43 > Step: 259600 Progress: 26.0% Elapsed: 2 days, 12:40:47 Gen_loss: 1.716 Dis_loss: 0.8035 Cls_loss: N/A Topk: N/A ada_p: 0.1829
[INFO] 2021-10-19 02:03:45 > Step: 259700 Progress: 26.0% Elapsed: 2 days, 12:41:50 Gen_loss: 1.825 Dis_loss: 1.028 Cls_loss: N/A Topk: N/A ada_p: 0.1879
[INFO] 2021-10-19 02:04:47 > Step: 259800 Progress: 26.0% Elapsed: 2 days, 12:42:52 Gen_loss: 1.796 Dis_loss: 0.978 Cls_loss: N/A Topk: N/A ada_p: 0.1864
[INFO] 2021-10-19 02:05:49 > Step: 259900 Progress: 26.0% Elapsed: 2 days, 12:43:53 Gen_loss: 2.021 Dis_loss: 1.14 Cls_loss: N/A Topk: N/A ada_p: 0.183
[INFO] 2021-10-19 02:06:51 > Step: 260000 Progress: 26.0% Elapsed: 2 days, 12:44:56 Gen_loss: 1.345 Dis_loss: 0.8316 Cls_loss: N/A Topk: N/A ada_p: 0.1792
[INFO] 2021-10-19 02:06:51 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-19 02:06:51 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_260000.png
[INFO] 2021-10-19 02:06:51 > Start Evaluation (260000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-19 02:06:51 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-19 02:12:20 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-19 02:17:57 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-19 02:47:39 > Inception score (Step: 260000, 50000 generated images): 10.337228775024414
[INFO] 2021-10-19 02:47:39 > FID score (Step: 260000, Using train moments): 3.1860026711606793
[INFO] 2021-10-19 02:47:39 > Improved Precision (Step: 260000, Using train images): 0.74168
[INFO] 2021-10-19 02:47:39 > Improved Recall (Step: 260000, Using train images): 0.66132
[INFO] 2021-10-19 02:47:39 > Density (Step: 260000, Using train images): 1.038576
[INFO] 2021-10-19 02:47:39 > Coverage (Step: 260000, Using train images): 0.90578
[INFO] 2021-10-19 02:47:39 > Best FID score (Step: 260000, Using train moments): 3.1860026711606793
[INFO] 2021-10-19 02:47:59 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-19 02:49:17 > Step: 260100 Progress: 26.0% Elapsed: 2 days, 13:27:22 Gen_loss: 1.226 Dis_loss: 0.9633 Cls_loss: N/A Topk: N/A ada_p: 0.1791
[INFO] 2021-10-19 02:50:20 > Step: 260200 Progress: 26.0% Elapsed: 2 days, 13:28:24 Gen_loss: 1.299 Dis_loss: 0.9112 Cls_loss: N/A Topk: N/A ada_p: 0.1819
[INFO] 2021-10-19 02:51:22 > Step: 260300 Progress: 26.0% Elapsed: 2 days, 13:29:26 Gen_loss: 0.9755 Dis_loss: 0.9586 Cls_loss: N/A Topk: N/A ada_p: 0.185
[INFO] 2021-10-19 02:52:24 > Step: 260400 Progress: 26.0% Elapsed: 2 days, 13:30:29 Gen_loss: 0.8532 Dis_loss: 1.135 Cls_loss: N/A Topk: N/A ada_p: 0.187
[INFO] 2021-10-19 02:53:27 > Step: 260500 Progress: 26.1% Elapsed: 2 days, 13:31:31 Gen_loss: 1.748 Dis_loss: 0.9306 Cls_loss: N/A Topk: N/A ada_p: 0.1887
[INFO] 2021-10-19 02:54:29 > Step: 260600 Progress: 26.1% Elapsed: 2 days, 13:32:33 Gen_loss: 1.9 Dis_loss: 1.028 Cls_loss: N/A Topk: N/A ada_p: 0.1864
[INFO] 2021-10-19 02:55:31 > Step: 260700 Progress: 26.1% Elapsed: 2 days, 13:33:35 Gen_loss: 2.651 Dis_loss: 1.193 Cls_loss: N/A Topk: N/A ada_p: 0.1889
[INFO] 2021-10-19 02:56:33 > Step: 260800 Progress: 26.1% Elapsed: 2 days, 13:34:38 Gen_loss: 1.245 Dis_loss: 0.804 Cls_loss: N/A Topk: N/A ada_p: 0.1861
[INFO] 2021-10-19 02:57:45 > Step: 260900 Progress: 26.1% Elapsed: 2 days, 13:35:50 Gen_loss: 1.074 Dis_loss: 1.062 Cls_loss: N/A Topk: N/A ada_p: 0.1878
[INFO] 2021-10-19 02:58:47 > Step: 261000 Progress: 26.1% Elapsed: 2 days, 13:36:52 Gen_loss: 0.9304 Dis_loss: 0.8933 Cls_loss: N/A Topk: N/A ada_p: 0.1888
[INFO] 2021-10-19 02:59:50 > Step: 261100 Progress: 26.1% Elapsed: 2 days, 13:37:54 Gen_loss: 0.8881 Dis_loss: 1.162 Cls_loss: N/A Topk: N/A ada_p: 0.1832
[INFO] 2021-10-19 03:00:52 > Step: 261200 Progress: 26.1% Elapsed: 2 days, 13:38:57 Gen_loss: 0.8979 Dis_loss: 1.11 Cls_loss: N/A Topk: N/A ada_p: 0.1809
[INFO] 2021-10-19 03:01:54 > Step: 261300 Progress: 26.1% Elapsed: 2 days, 13:39:59 Gen_loss: 0.8884 Dis_loss: 1.098 Cls_loss: N/A Topk: N/A ada_p: 0.1828
[INFO] 2021-10-19 03:02:57 > Step: 261400 Progress: 26.1% Elapsed: 2 days, 13:41:01 Gen_loss: 1.72 Dis_loss: 1.049 Cls_loss: N/A Topk: N/A ada_p: 0.1782
[INFO] 2021-10-19 03:04:00 > Step: 261500 Progress: 26.2% Elapsed: 2 days, 13:42:05 Gen_loss: 1.104 Dis_loss: 1.834 Cls_loss: N/A Topk: N/A ada_p: 0.1756
[INFO] 2021-10-19 03:05:03 > Step: 261600 Progress: 26.2% Elapsed: 2 days, 13:43:07 Gen_loss: 1.122 Dis_loss: 0.767 Cls_loss: N/A Topk: N/A ada_p: 0.1784
[INFO] 2021-10-19 03:06:15 > Step: 261700 Progress: 26.2% Elapsed: 2 days, 13:44:20 Gen_loss: 1.399 Dis_loss: 0.8144 Cls_loss: N/A Topk: N/A ada_p: 0.178
[INFO] 2021-10-19 03:07:17 > Step: 261800 Progress: 26.2% Elapsed: 2 days, 13:45:22 Gen_loss: 1.808 Dis_loss: 0.9118 Cls_loss: N/A Topk: N/A ada_p: 0.1804
[INFO] 2021-10-19 03:08:19 > Step: 261900 Progress: 26.2% Elapsed: 2 days, 13:46:24 Gen_loss: 1.17 Dis_loss: 0.7544 Cls_loss: N/A Topk: N/A ada_p: 0.1809
[INFO] 2021-10-19 03:09:22 > Step: 262000 Progress: 26.2% Elapsed: 2 days, 13:47:26 Gen_loss: 1.071 Dis_loss: 0.7965 Cls_loss: N/A Topk: N/A ada_p: 0.1824
[INFO] 2021-10-19 03:10:24 > Step: 262100 Progress: 26.2% Elapsed: 2 days, 13:48:29 Gen_loss: 1.191 Dis_loss: 0.7984 Cls_loss: N/A Topk: N/A ada_p: 0.1784
[INFO] 2021-10-19 03:11:26 > Step: 262200 Progress: 26.2% Elapsed: 2 days, 13:49:31 Gen_loss: 1.254 Dis_loss: 0.9125 Cls_loss: N/A Topk: N/A ada_p: 0.1779
[INFO] 2021-10-19 03:12:29 > Step: 262300 Progress: 26.2% Elapsed: 2 days, 13:50:34 Gen_loss: 1.32 Dis_loss: 0.9075 Cls_loss: N/A Topk: N/A ada_p: 0.1807
[INFO] 2021-10-19 03:13:32 > Step: 262400 Progress: 26.2% Elapsed: 2 days, 13:51:36 Gen_loss: 0.9415 Dis_loss: 1.102 Cls_loss: N/A Topk: N/A ada_p: 0.1761
[INFO] 2021-10-19 03:14:44 > Step: 262500 Progress: 26.2% Elapsed: 2 days, 13:52:49 Gen_loss: 1.032 Dis_loss: 1.056 Cls_loss: N/A Topk: N/A ada_p: 0.1765
[INFO] 2021-10-19 03:15:48 > Step: 262600 Progress: 26.3% Elapsed: 2 days, 13:53:52 Gen_loss: 1.611 Dis_loss: 0.9778 Cls_loss: N/A Topk: N/A ada_p: 0.177
[INFO] 2021-10-19 03:16:50 > Step: 262700 Progress: 26.3% Elapsed: 2 days, 13:54:55 Gen_loss: 1.189 Dis_loss: 0.6636 Cls_loss: N/A Topk: N/A ada_p: 0.1788
[INFO] 2021-10-19 03:17:53 > Step: 262800 Progress: 26.3% Elapsed: 2 days, 13:55:57 Gen_loss: 1.734 Dis_loss: 0.874 Cls_loss: N/A Topk: N/A ada_p: 0.1765
[INFO] 2021-10-19 03:18:56 > Step: 262900 Progress: 26.3% Elapsed: 2 days, 13:57:01 Gen_loss: 1.296 Dis_loss: 0.4375 Cls_loss: N/A Topk: N/A ada_p: 0.1764
[INFO] 2021-10-19 03:19:59 > Step: 263000 Progress: 26.3% Elapsed: 2 days, 13:58:04 Gen_loss: 1.406 Dis_loss: 0.8533 Cls_loss: N/A Topk: N/A ada_p: 0.1754
[INFO] 2021-10-19 03:21:01 > Step: 263100 Progress: 26.3% Elapsed: 2 days, 13:59:06 Gen_loss: 1.292 Dis_loss: 0.7059 Cls_loss: N/A Topk: N/A ada_p: 0.1797
[INFO] 2021-10-19 03:22:14 > Step: 263200 Progress: 26.3% Elapsed: 2 days, 14:00:19 Gen_loss: 1.148 Dis_loss: 0.8248 Cls_loss: N/A Topk: N/A ada_p: 0.1805
[INFO] 2021-10-19 03:23:17 > Step: 263300 Progress: 26.3% Elapsed: 2 days, 14:01:22 Gen_loss: 1.315 Dis_loss: 0.662 Cls_loss: N/A Topk: N/A ada_p: 0.1791
[INFO] 2021-10-19 03:24:20 > Step: 263400 Progress: 26.3% Elapsed: 2 days, 14:02:25 Gen_loss: 1.362 Dis_loss: 0.5949 Cls_loss: N/A Topk: N/A ada_p: 0.1809
[INFO] 2021-10-19 03:25:22 > Step: 263500 Progress: 26.4% Elapsed: 2 days, 14:03:27 Gen_loss: 1.108 Dis_loss: 0.7893 Cls_loss: N/A Topk: N/A ada_p: 0.1814
[INFO] 2021-10-19 03:26:25 > Step: 263600 Progress: 26.4% Elapsed: 2 days, 14:04:30 Gen_loss: 1.778 Dis_loss: 0.7486 Cls_loss: N/A Topk: N/A ada_p: 0.1824
[INFO] 2021-10-19 03:27:28 > Step: 263700 Progress: 26.4% Elapsed: 2 days, 14:05:33 Gen_loss: 0.8622 Dis_loss: 1.028 Cls_loss: N/A Topk: N/A ada_p: 0.1836
[INFO] 2021-10-19 03:28:31 > Step: 263800 Progress: 26.4% Elapsed: 2 days, 14:06:36 Gen_loss: 1.235 Dis_loss: 0.7541 Cls_loss: N/A Topk: N/A ada_p: 0.1818
[INFO] 2021-10-19 03:29:34 > Step: 263900 Progress: 26.4% Elapsed: 2 days, 14:07:38 Gen_loss: 1.265 Dis_loss: 0.8158 Cls_loss: N/A Topk: N/A ada_p: 0.1812
[INFO] 2021-10-19 03:30:47 > Step: 264000 Progress: 26.4% Elapsed: 2 days, 14:08:52 Gen_loss: 1.264 Dis_loss: 0.7264 Cls_loss: N/A Topk: N/A ada_p: 0.1787
[INFO] 2021-10-19 03:31:50 > Step: 264100 Progress: 26.4% Elapsed: 2 days, 14:09:55 Gen_loss: 1.339 Dis_loss: 1.011 Cls_loss: N/A Topk: N/A ada_p: 0.1783
[INFO] 2021-10-19 03:32:53 > Step: 264200 Progress: 26.4% Elapsed: 2 days, 14:10:57 Gen_loss: 1.487 Dis_loss: 0.8454 Cls_loss: N/A Topk: N/A ada_p: 0.1783
[INFO] 2021-10-19 03:33:56 > Step: 264300 Progress: 26.4% Elapsed: 2 days, 14:12:01 Gen_loss: 1.723 Dis_loss: 1.314 Cls_loss: N/A Topk: N/A ada_p: 0.1765
[INFO] 2021-10-19 03:34:58 > Step: 264400 Progress: 26.4% Elapsed: 2 days, 14:13:03 Gen_loss: 1.586 Dis_loss: 0.7321 Cls_loss: N/A Topk: N/A ada_p: 0.1804
[INFO] 2021-10-19 03:36:02 > Step: 264500 Progress: 26.5% Elapsed: 2 days, 14:14:07 Gen_loss: 2.139 Dis_loss: 1.17 Cls_loss: N/A Topk: N/A ada_p: 0.1789
[INFO] 2021-10-19 03:37:05 > Step: 264600 Progress: 26.5% Elapsed: 2 days, 14:15:09 Gen_loss: 1.554 Dis_loss: 0.9994 Cls_loss: N/A Topk: N/A ada_p: 0.1789
[INFO] 2021-10-19 03:38:07 > Step: 264700 Progress: 26.5% Elapsed: 2 days, 14:16:12 Gen_loss: 1.347 Dis_loss: 0.8516 Cls_loss: N/A Topk: N/A ada_p: 0.1792
[INFO] 2021-10-19 03:39:21 > Step: 264800 Progress: 26.5% Elapsed: 2 days, 14:17:25 Gen_loss: 1.526 Dis_loss: 0.9059 Cls_loss: N/A Topk: N/A ada_p: 0.1743
[INFO] 2021-10-19 03:40:23 > Step: 264900 Progress: 26.5% Elapsed: 2 days, 14:18:28 Gen_loss: 1.552 Dis_loss: 0.7283 Cls_loss: N/A Topk: N/A ada_p: 0.1775
[INFO] 2021-10-19 03:41:26 > Step: 265000 Progress: 26.5% Elapsed: 2 days, 14:19:31 Gen_loss: 1.794 Dis_loss: 0.9649 Cls_loss: N/A Topk: N/A ada_p: 0.1804
[INFO] 2021-10-19 03:42:29 > Step: 265100 Progress: 26.5% Elapsed: 2 days, 14:20:34 Gen_loss: 1.812 Dis_loss: 1.066 Cls_loss: N/A Topk: N/A ada_p: 0.1811
[INFO] 2021-10-19 03:43:32 > Step: 265200 Progress: 26.5% Elapsed: 2 days, 14:21:36 Gen_loss: 1.724 Dis_loss: 0.831 Cls_loss: N/A Topk: N/A ada_p: 0.1809
[INFO] 2021-10-19 03:44:34 > Step: 265300 Progress: 26.5% Elapsed: 2 days, 14:22:39 Gen_loss: 2.021 Dis_loss: 1.196 Cls_loss: N/A Topk: N/A ada_p: 0.1818
[INFO] 2021-10-19 03:45:37 > Step: 265400 Progress: 26.5% Elapsed: 2 days, 14:23:42 Gen_loss: 2.064 Dis_loss: 1.121 Cls_loss: N/A Topk: N/A ada_p: 0.1825
[INFO] 2021-10-19 03:46:40 > Step: 265500 Progress: 26.6% Elapsed: 2 days, 14:24:44 Gen_loss: 1.388 Dis_loss: 0.7599 Cls_loss: N/A Topk: N/A ada_p: 0.183
[INFO] 2021-10-19 03:47:53 > Step: 265600 Progress: 26.6% Elapsed: 2 days, 14:25:58 Gen_loss: 2.209 Dis_loss: 1.281 Cls_loss: N/A Topk: N/A ada_p: 0.1838
[INFO] 2021-10-19 03:48:56 > Step: 265700 Progress: 26.6% Elapsed: 2 days, 14:27:01 Gen_loss: 1.073 Dis_loss: 0.7644 Cls_loss: N/A Topk: N/A ada_p: 0.1855
[INFO] 2021-10-19 03:49:58 > Step: 265800 Progress: 26.6% Elapsed: 2 days, 14:28:03 Gen_loss: 1.455 Dis_loss: 0.6326 Cls_loss: N/A Topk: N/A ada_p: 0.187
[INFO] 2021-10-19 03:51:01 > Step: 265900 Progress: 26.6% Elapsed: 2 days, 14:29:06 Gen_loss: 1.326 Dis_loss: 0.9057 Cls_loss: N/A Topk: N/A ada_p: 0.1862
[INFO] 2021-10-19 03:52:03 > Step: 266000 Progress: 26.6% Elapsed: 2 days, 14:30:08 Gen_loss: 1.995 Dis_loss: 0.8222 Cls_loss: N/A Topk: N/A ada_p: 0.1888
[INFO] 2021-10-19 03:53:06 > Step: 266100 Progress: 26.6% Elapsed: 2 days, 14:31:11 Gen_loss: 1.388 Dis_loss: 0.9237 Cls_loss: N/A Topk: N/A ada_p: 0.1859
[INFO] 2021-10-19 03:54:09 > Step: 266200 Progress: 26.6% Elapsed: 2 days, 14:32:14 Gen_loss: 1.172 Dis_loss: 0.9585 Cls_loss: N/A Topk: N/A ada_p: 0.1836
[INFO] 2021-10-19 03:55:12 > Step: 266300 Progress: 26.6% Elapsed: 2 days, 14:33:17 Gen_loss: 1.608 Dis_loss: 1.308 Cls_loss: N/A Topk: N/A ada_p: 0.1818
[INFO] 2021-10-19 03:56:26 > Step: 266400 Progress: 26.6% Elapsed: 2 days, 14:34:30 Gen_loss: 1.226 Dis_loss: 1.191 Cls_loss: N/A Topk: N/A ada_p: 0.18
[INFO] 2021-10-19 03:57:28 > Step: 266500 Progress: 26.7% Elapsed: 2 days, 14:35:33 Gen_loss: 1.804 Dis_loss: 0.899 Cls_loss: N/A Topk: N/A ada_p: 0.1791
[INFO] 2021-10-19 03:58:30 > Step: 266600 Progress: 26.7% Elapsed: 2 days, 14:36:35 Gen_loss: 1.637 Dis_loss: 0.8522 Cls_loss: N/A Topk: N/A ada_p: 0.1798
[INFO] 2021-10-19 03:59:33 > Step: 266700 Progress: 26.7% Elapsed: 2 days, 14:37:38 Gen_loss: 1.512 Dis_loss: 1.143 Cls_loss: N/A Topk: N/A ada_p: 0.1832
[INFO] 2021-10-19 04:00:35 > Step: 266800 Progress: 26.7% Elapsed: 2 days, 14:38:40 Gen_loss: 1.521 Dis_loss: 0.9092 Cls_loss: N/A Topk: N/A ada_p: 0.1809
[INFO] 2021-10-19 04:01:39 > Step: 266900 Progress: 26.7% Elapsed: 2 days, 14:39:43 Gen_loss: 1.345 Dis_loss: 0.7801 Cls_loss: N/A Topk: N/A ada_p: 0.1802
[INFO] 2021-10-19 04:02:41 > Step: 267000 Progress: 26.7% Elapsed: 2 days, 14:40:46 Gen_loss: 1.055 Dis_loss: 1.073 Cls_loss: N/A Topk: N/A ada_p: 0.1807
[INFO] 2021-10-19 04:03:43 > Step: 267100 Progress: 26.7% Elapsed: 2 days, 14:41:48 Gen_loss: 1.069 Dis_loss: 0.9457 Cls_loss: N/A Topk: N/A ada_p: 0.1784
[INFO] 2021-10-19 04:04:57 > Step: 267200 Progress: 26.7% Elapsed: 2 days, 14:43:02 Gen_loss: 1.534 Dis_loss: 0.9374 Cls_loss: N/A Topk: N/A ada_p: 0.1774
[INFO] 2021-10-19 04:06:00 > Step: 267300 Progress: 26.7% Elapsed: 2 days, 14:44:04 Gen_loss: 1.059 Dis_loss: 0.9024 Cls_loss: N/A Topk: N/A ada_p: 0.176
[INFO] 2021-10-19 04:07:03 > Step: 267400 Progress: 26.7% Elapsed: 2 days, 14:45:07 Gen_loss: 1.279 Dis_loss: 1.02 Cls_loss: N/A Topk: N/A ada_p: 0.1757
[INFO] 2021-10-19 04:08:05 > Step: 267500 Progress: 26.8% Elapsed: 2 days, 14:46:10 Gen_loss: 1.526 Dis_loss: 0.986 Cls_loss: N/A Topk: N/A ada_p: 0.1775
[INFO] 2021-10-19 04:09:08 > Step: 267600 Progress: 26.8% Elapsed: 2 days, 14:47:13 Gen_loss: 1.715 Dis_loss: 1.146 Cls_loss: N/A Topk: N/A ada_p: 0.1793
[INFO] 2021-10-19 04:10:11 > Step: 267700 Progress: 26.8% Elapsed: 2 days, 14:48:15 Gen_loss: 1.344 Dis_loss: 0.6883 Cls_loss: N/A Topk: N/A ada_p: 0.1782
[INFO] 2021-10-19 04:11:13 > Step: 267800 Progress: 26.8% Elapsed: 2 days, 14:49:18 Gen_loss: 1.175 Dis_loss: 0.9572 Cls_loss: N/A Topk: N/A ada_p: 0.1789
[INFO] 2021-10-19 04:12:26 > Step: 267900 Progress: 26.8% Elapsed: 2 days, 14:50:31 Gen_loss: 0.9138 Dis_loss: 0.8836 Cls_loss: N/A Topk: N/A ada_p: 0.1769
[INFO] 2021-10-19 04:13:28 > Step: 268000 Progress: 26.8% Elapsed: 2 days, 14:51:33 Gen_loss: 1.628 Dis_loss: 0.6464 Cls_loss: N/A Topk: N/A ada_p: 0.1784
[INFO] 2021-10-19 04:14:32 > Step: 268100 Progress: 26.8% Elapsed: 2 days, 14:52:36 Gen_loss: 1.413 Dis_loss: 1.006 Cls_loss: N/A Topk: N/A ada_p: 0.1798
[INFO] 2021-10-19 04:15:34 > Step: 268200 Progress: 26.8% Elapsed: 2 days, 14:53:39 Gen_loss: 1.68 Dis_loss: 0.8466 Cls_loss: N/A Topk: N/A ada_p: 0.1824
[INFO] 2021-10-19 04:16:37 > Step: 268300 Progress: 26.8% Elapsed: 2 days, 14:54:41 Gen_loss: 1.901 Dis_loss: 0.5184 Cls_loss: N/A Topk: N/A ada_p: 0.1832
[INFO] 2021-10-19 04:17:39 > Step: 268400 Progress: 26.8% Elapsed: 2 days, 14:55:44 Gen_loss: 1.937 Dis_loss: 0.844 Cls_loss: N/A Topk: N/A ada_p: 0.1837
[INFO] 2021-10-19 04:18:42 > Step: 268500 Progress: 26.9% Elapsed: 2 days, 14:56:46 Gen_loss: 1.336 Dis_loss: 0.7511 Cls_loss: N/A Topk: N/A ada_p: 0.181
[INFO] 2021-10-19 04:19:45 > Step: 268600 Progress: 26.9% Elapsed: 2 days, 14:57:49 Gen_loss: 1.288 Dis_loss: 0.8977 Cls_loss: N/A Topk: N/A ada_p: 0.1807
[INFO] 2021-10-19 04:20:58 > Step: 268700 Progress: 26.9% Elapsed: 2 days, 14:59:02 Gen_loss: 0.9713 Dis_loss: 0.7726 Cls_loss: N/A Topk: N/A ada_p: 0.1818
[INFO] 2021-10-19 04:22:00 > Step: 268800 Progress: 26.9% Elapsed: 2 days, 15:00:05 Gen_loss: 1.155 Dis_loss: 0.8202 Cls_loss: N/A Topk: N/A ada_p: 0.1836
[INFO] 2021-10-19 04:23:04 > Step: 268900 Progress: 26.9% Elapsed: 2 days, 15:01:08 Gen_loss: 1.325 Dis_loss: 0.9562 Cls_loss: N/A Topk: N/A ada_p: 0.1857
[INFO] 2021-10-19 04:24:06 > Step: 269000 Progress: 26.9% Elapsed: 2 days, 15:02:11 Gen_loss: 1.803 Dis_loss: 1.087 Cls_loss: N/A Topk: N/A ada_p: 0.1893
[INFO] 2021-10-19 04:25:09 > Step: 269100 Progress: 26.9% Elapsed: 2 days, 15:03:13 Gen_loss: 1.522 Dis_loss: 0.7568 Cls_loss: N/A Topk: N/A ada_p: 0.186
[INFO] 2021-10-19 04:26:12 > Step: 269200 Progress: 26.9% Elapsed: 2 days, 15:04:17 Gen_loss: 2.179 Dis_loss: 1.024 Cls_loss: N/A Topk: N/A ada_p: 0.1862
[INFO] 2021-10-19 04:27:15 > Step: 269300 Progress: 26.9% Elapsed: 2 days, 15:05:19 Gen_loss: 1.591 Dis_loss: 0.5151 Cls_loss: N/A Topk: N/A ada_p: 0.1833
[INFO] 2021-10-19 04:28:17 > Step: 269400 Progress: 26.9% Elapsed: 2 days, 15:06:21 Gen_loss: 1.348 Dis_loss: 1.23 Cls_loss: N/A Topk: N/A ada_p: 0.1805
[INFO] 2021-10-19 04:29:31 > Step: 269500 Progress: 27.0% Elapsed: 2 days, 15:07:36 Gen_loss: 1.373 Dis_loss: 0.9556 Cls_loss: N/A Topk: N/A ada_p: 0.1777
[INFO] 2021-10-19 04:30:34 > Step: 269600 Progress: 27.0% Elapsed: 2 days, 15:08:38 Gen_loss: 1.347 Dis_loss: 0.8473 Cls_loss: N/A Topk: N/A ada_p: 0.1761
[INFO] 2021-10-19 04:31:36 > Step: 269700 Progress: 27.0% Elapsed: 2 days, 15:09:41 Gen_loss: 1.593 Dis_loss: 0.8128 Cls_loss: N/A Topk: N/A ada_p: 0.1778
[INFO] 2021-10-19 04:32:39 > Step: 269800 Progress: 27.0% Elapsed: 2 days, 15:10:44 Gen_loss: 1.274 Dis_loss: 0.9043 Cls_loss: N/A Topk: N/A ada_p: 0.1798
[INFO] 2021-10-19 04:33:43 > Step: 269900 Progress: 27.0% Elapsed: 2 days, 15:11:47 Gen_loss: 2.483 Dis_loss: 0.622 Cls_loss: N/A Topk: N/A ada_p: 0.1793
[INFO] 2021-10-19 04:34:45 > Step: 270000 Progress: 27.0% Elapsed: 2 days, 15:12:50 Gen_loss: 1.718 Dis_loss: 0.8429 Cls_loss: N/A Topk: N/A ada_p: 0.1814
[INFO] 2021-10-19 04:34:46 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-19 04:34:46 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_270000.png
[INFO] 2021-10-19 04:34:46 > Start Evaluation (270000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-19 04:34:46 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-19 04:40:17 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-19 04:45:55 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-19 05:09:43 > Inception score (Step: 270000, 50000 generated images): 10.25757884979248
[INFO] 2021-10-19 05:09:43 > FID score (Step: 270000, Using train moments): 3.1314077634859814
[INFO] 2021-10-19 05:09:43 > Improved Precision (Step: 270000, Using train images): 0.7411
[INFO] 2021-10-19 05:09:43 > Improved Recall (Step: 270000, Using train images): 0.6653
[INFO] 2021-10-19 05:09:43 > Density (Step: 270000, Using train images): 1.048808
[INFO] 2021-10-19 05:09:43 > Coverage (Step: 270000, Using train images): 0.90752
[INFO] 2021-10-19 05:09:43 > Best FID score (Step: 270000, Using train moments): 3.1314077634859814
[INFO] 2021-10-19 05:10:05 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-19 05:11:06 > Step: 270100 Progress: 27.0% Elapsed: 2 days, 15:49:11 Gen_loss: 1.223 Dis_loss: 0.8091 Cls_loss: N/A Topk: N/A ada_p: 0.1823
[INFO] 2021-10-19 05:12:08 > Step: 270200 Progress: 27.0% Elapsed: 2 days, 15:50:13 Gen_loss: 1.831 Dis_loss: 1.039 Cls_loss: N/A Topk: N/A ada_p: 0.1841
[INFO] 2021-10-19 05:13:27 > Step: 270300 Progress: 27.0% Elapsed: 2 days, 15:51:32 Gen_loss: 1.403 Dis_loss: 1.136 Cls_loss: N/A Topk: N/A ada_p: 0.1838
[INFO] 2021-10-19 05:14:30 > Step: 270400 Progress: 27.0% Elapsed: 2 days, 15:52:34 Gen_loss: 2.127 Dis_loss: 0.7183 Cls_loss: N/A Topk: N/A ada_p: 0.1818
[INFO] 2021-10-19 05:15:32 > Step: 270500 Progress: 27.1% Elapsed: 2 days, 15:53:37 Gen_loss: 1.824 Dis_loss: 1.004 Cls_loss: N/A Topk: N/A ada_p: 0.1814
[INFO] 2021-10-19 05:16:35 > Step: 270600 Progress: 27.1% Elapsed: 2 days, 15:54:40 Gen_loss: 1.81 Dis_loss: 0.4072 Cls_loss: N/A Topk: N/A ada_p: 0.1829
[INFO] 2021-10-19 05:17:37 > Step: 270700 Progress: 27.1% Elapsed: 2 days, 15:55:42 Gen_loss: 1.467 Dis_loss: 0.9206 Cls_loss: N/A Topk: N/A ada_p: 0.1837
[INFO] 2021-10-19 05:18:40 > Step: 270800 Progress: 27.1% Elapsed: 2 days, 15:56:44 Gen_loss: 2.244 Dis_loss: 1.244 Cls_loss: N/A Topk: N/A ada_p: 0.1834
[INFO] 2021-10-19 05:19:42 > Step: 270900 Progress: 27.1% Elapsed: 2 days, 15:57:47 Gen_loss: 1.873 Dis_loss: 1.236 Cls_loss: N/A Topk: N/A ada_p: 0.1864
[INFO] 2021-10-19 05:20:44 > Step: 271000 Progress: 27.1% Elapsed: 2 days, 15:58:49 Gen_loss: 1.255 Dis_loss: 0.8246 Cls_loss: N/A Topk: N/A ada_p: 0.1864
[INFO] 2021-10-19 05:21:56 > Step: 271100 Progress: 27.1% Elapsed: 2 days, 16:00:01 Gen_loss: 1.033 Dis_loss: 0.8382 Cls_loss: N/A Topk: N/A ada_p: 0.1851
[INFO] 2021-10-19 05:22:59 > Step: 271200 Progress: 27.1% Elapsed: 2 days, 16:01:04 Gen_loss: 1.637 Dis_loss: 1.172 Cls_loss: N/A Topk: N/A ada_p: 0.1869
[INFO] 2021-10-19 05:24:01 > Step: 271300 Progress: 27.1% Elapsed: 2 days, 16:02:06 Gen_loss: 1.388 Dis_loss: 0.7093 Cls_loss: N/A Topk: N/A ada_p: 0.1865
[INFO] 2021-10-19 05:25:04 > Step: 271400 Progress: 27.1% Elapsed: 2 days, 16:03:08 Gen_loss: 1.579 Dis_loss: 1.009 Cls_loss: N/A Topk: N/A ada_p: 0.1847
[INFO] 2021-10-19 05:26:06 > Step: 271500 Progress: 27.2% Elapsed: 2 days, 16:04:10 Gen_loss: 2.219 Dis_loss: 1.26 Cls_loss: N/A Topk: N/A ada_p: 0.1862
[INFO] 2021-10-19 05:27:08 > Step: 271600 Progress: 27.2% Elapsed: 2 days, 16:05:13 Gen_loss: 0.7293 Dis_loss: 1.04 Cls_loss: N/A Topk: N/A ada_p: 0.1847
[INFO] 2021-10-19 05:28:11 > Step: 271700 Progress: 27.2% Elapsed: 2 days, 16:06:15 Gen_loss: 1.144 Dis_loss: 1.038 Cls_loss: N/A Topk: N/A ada_p: 0.1861
[INFO] 2021-10-19 05:29:24 > Step: 271800 Progress: 27.2% Elapsed: 2 days, 16:07:28 Gen_loss: 0.9095 Dis_loss: 0.8679 Cls_loss: N/A Topk: N/A ada_p: 0.1879
[INFO] 2021-10-19 05:30:26 > Step: 271900 Progress: 27.2% Elapsed: 2 days, 16:08:30 Gen_loss: 1.316 Dis_loss: 0.9529 Cls_loss: N/A Topk: N/A ada_p: 0.1884
[INFO] 2021-10-19 05:31:28 > Step: 272000 Progress: 27.2% Elapsed: 2 days, 16:09:33 Gen_loss: 1.969 Dis_loss: 1.278 Cls_loss: N/A Topk: N/A ada_p: 0.19
[INFO] 2021-10-19 05:32:31 > Step: 272100 Progress: 27.2% Elapsed: 2 days, 16:10:36 Gen_loss: 1.259 Dis_loss: 0.9666 Cls_loss: N/A Topk: N/A ada_p: 0.186
[INFO] 2021-10-19 05:33:34 > Step: 272200 Progress: 27.2% Elapsed: 2 days, 16:11:38 Gen_loss: 1.099 Dis_loss: 0.7109 Cls_loss: N/A Topk: N/A ada_p: 0.1824
[INFO] 2021-10-19 05:34:36 > Step: 272300 Progress: 27.2% Elapsed: 2 days, 16:12:41 Gen_loss: 1.913 Dis_loss: 0.8758 Cls_loss: N/A Topk: N/A ada_p: 0.1824
[INFO] 2021-10-19 05:35:39 > Step: 272400 Progress: 27.2% Elapsed: 2 days, 16:13:43 Gen_loss: 1.145 Dis_loss: 0.7942 Cls_loss: N/A Topk: N/A ada_p: 0.1827
[INFO] 2021-10-19 05:36:41 > Step: 272500 Progress: 27.3% Elapsed: 2 days, 16:14:46 Gen_loss: 0.7163 Dis_loss: 1.166 Cls_loss: N/A Topk: N/A ada_p: 0.1841
[INFO] 2021-10-19 05:37:54 > Step: 272600 Progress: 27.3% Elapsed: 2 days, 16:15:59 Gen_loss: 0.7865 Dis_loss: 0.9223 Cls_loss: N/A Topk: N/A ada_p: 0.1828
[INFO] 2021-10-19 05:38:56 > Step: 272700 Progress: 27.3% Elapsed: 2 days, 16:17:01 Gen_loss: 0.9569 Dis_loss: 1.058 Cls_loss: N/A Topk: N/A ada_p: 0.1838
[INFO] 2021-10-19 05:39:59 > Step: 272800 Progress: 27.3% Elapsed: 2 days, 16:18:03 Gen_loss: 1.36 Dis_loss: 0.8829 Cls_loss: N/A Topk: N/A ada_p: 0.1802
[INFO] 2021-10-19 05:41:01 > Step: 272900 Progress: 27.3% Elapsed: 2 days, 16:19:06 Gen_loss: 1.222 Dis_loss: 0.5276 Cls_loss: N/A Topk: N/A ada_p: 0.1809
[INFO] 2021-10-19 05:42:04 > Step: 273000 Progress: 27.3% Elapsed: 2 days, 16:20:08 Gen_loss: 1.059 Dis_loss: 1.424 Cls_loss: N/A Topk: N/A ada_p: 0.1839
[INFO] 2021-10-19 05:43:06 > Step: 273100 Progress: 27.3% Elapsed: 2 days, 16:21:11 Gen_loss: 0.5048 Dis_loss: 0.7877 Cls_loss: N/A Topk: N/A ada_p: 0.1811
[INFO] 2021-10-19 05:44:09 > Step: 273200 Progress: 27.3% Elapsed: 2 days, 16:22:13 Gen_loss: 1.873 Dis_loss: 0.5286 Cls_loss: N/A Topk: N/A ada_p: 0.1811
[INFO] 2021-10-19 05:45:11 > Step: 273300 Progress: 27.3% Elapsed: 2 days, 16:23:16 Gen_loss: 1.822 Dis_loss: 0.8595 Cls_loss: N/A Topk: N/A ada_p: 0.1751
[INFO] 2021-10-19 05:46:23 > Step: 273400 Progress: 27.3% Elapsed: 2 days, 16:24:28 Gen_loss: 1.45 Dis_loss: 0.8244 Cls_loss: N/A Topk: N/A ada_p: 0.1759
[INFO] 2021-10-19 05:47:26 > Step: 273500 Progress: 27.4% Elapsed: 2 days, 16:25:30 Gen_loss: 1.429 Dis_loss: 0.8974 Cls_loss: N/A Topk: N/A ada_p: 0.1807
[INFO] 2021-10-19 05:48:28 > Step: 273600 Progress: 27.4% Elapsed: 2 days, 16:26:33 Gen_loss: 1.969 Dis_loss: 0.9493 Cls_loss: N/A Topk: N/A ada_p: 0.1805
[INFO] 2021-10-19 05:49:31 > Step: 273700 Progress: 27.4% Elapsed: 2 days, 16:27:35 Gen_loss: 0.8981 Dis_loss: 1.011 Cls_loss: N/A Topk: N/A ada_p: 0.1809
[INFO] 2021-10-19 05:50:33 > Step: 273800 Progress: 27.4% Elapsed: 2 days, 16:28:37 Gen_loss: 1.05 Dis_loss: 0.9004 Cls_loss: N/A Topk: N/A ada_p: 0.1801
[INFO] 2021-10-19 05:51:35 > Step: 273900 Progress: 27.4% Elapsed: 2 days, 16:29:40 Gen_loss: 1.781 Dis_loss: 0.816 Cls_loss: N/A Topk: N/A ada_p: 0.1816
[INFO] 2021-10-19 05:52:37 > Step: 274000 Progress: 27.4% Elapsed: 2 days, 16:30:42 Gen_loss: 1.387 Dis_loss: 0.6843 Cls_loss: N/A Topk: N/A ada_p: 0.1814
[INFO] 2021-10-19 05:53:40 > Step: 274100 Progress: 27.4% Elapsed: 2 days, 16:31:45 Gen_loss: 1.538 Dis_loss: 0.7681 Cls_loss: N/A Topk: N/A ada_p: 0.1841
[INFO] 2021-10-19 05:54:53 > Step: 274200 Progress: 27.4% Elapsed: 2 days, 16:32:57 Gen_loss: 1.141 Dis_loss: 0.9273 Cls_loss: N/A Topk: N/A ada_p: 0.18
[INFO] 2021-10-19 05:55:56 > Step: 274300 Progress: 27.4% Elapsed: 2 days, 16:34:00 Gen_loss: 1.874 Dis_loss: 0.7501 Cls_loss: N/A Topk: N/A ada_p: 0.1782
[INFO] 2021-10-19 05:56:59 > Step: 274400 Progress: 27.4% Elapsed: 2 days, 16:35:03 Gen_loss: 1.246 Dis_loss: 0.812 Cls_loss: N/A Topk: N/A ada_p: 0.1769
[INFO] 2021-10-19 05:58:02 > Step: 274500 Progress: 27.5% Elapsed: 2 days, 16:36:06 Gen_loss: 2.165 Dis_loss: 0.7393 Cls_loss: N/A Topk: N/A ada_p: 0.1819
[INFO] 2021-10-19 05:59:05 > Step: 274600 Progress: 27.5% Elapsed: 2 days, 16:37:09 Gen_loss: 1.6 Dis_loss: 1.059 Cls_loss: N/A Topk: N/A ada_p: 0.1816
[INFO] 2021-10-19 06:00:08 > Step: 274700 Progress: 27.5% Elapsed: 2 days, 16:38:12 Gen_loss: 1.055 Dis_loss: 0.8226 Cls_loss: N/A Topk: N/A ada_p: 0.1855
[INFO] 2021-10-19 06:01:11 > Step: 274800 Progress: 27.5% Elapsed: 2 days, 16:39:15 Gen_loss: 1.91 Dis_loss: 0.6227 Cls_loss: N/A Topk: N/A ada_p: 0.185
[INFO] 2021-10-19 06:02:14 > Step: 274900 Progress: 27.5% Elapsed: 2 days, 16:40:19 Gen_loss: 1.368 Dis_loss: 0.9017 Cls_loss: N/A Topk: N/A ada_p: 0.1853
[INFO] 2021-10-19 06:03:27 > Step: 275000 Progress: 27.5% Elapsed: 2 days, 16:41:31 Gen_loss: 1.565 Dis_loss: 0.8951 Cls_loss: N/A Topk: N/A ada_p: 0.1894
[INFO] 2021-10-19 06:04:30 > Step: 275100 Progress: 27.5% Elapsed: 2 days, 16:42:34 Gen_loss: 2.076 Dis_loss: 1.134 Cls_loss: N/A Topk: N/A ada_p: 0.1897
[INFO] 2021-10-19 06:05:33 > Step: 275200 Progress: 27.5% Elapsed: 2 days, 16:43:37 Gen_loss: 1.298 Dis_loss: 0.7729 Cls_loss: N/A Topk: N/A ada_p: 0.191
[INFO] 2021-10-19 06:06:36 > Step: 275300 Progress: 27.5% Elapsed: 2 days, 16:44:41 Gen_loss: 1.276 Dis_loss: 0.8992 Cls_loss: N/A Topk: N/A ada_p: 0.1908
[INFO] 2021-10-19 06:07:39 > Step: 275400 Progress: 27.5% Elapsed: 2 days, 16:45:43 Gen_loss: 0.976 Dis_loss: 0.7598 Cls_loss: N/A Topk: N/A ada_p: 0.1926
[INFO] 2021-10-19 06:08:41 > Step: 275500 Progress: 27.6% Elapsed: 2 days, 16:46:46 Gen_loss: 1.455 Dis_loss: 0.7061 Cls_loss: N/A Topk: N/A ada_p: 0.1896
[INFO] 2021-10-19 06:09:44 > Step: 275600 Progress: 27.6% Elapsed: 2 days, 16:47:48 Gen_loss: 1.878 Dis_loss: 1.34 Cls_loss: N/A Topk: N/A ada_p: 0.1891
[INFO] 2021-10-19 06:10:57 > Step: 275700 Progress: 27.6% Elapsed: 2 days, 16:49:01 Gen_loss: 1.104 Dis_loss: 1.027 Cls_loss: N/A Topk: N/A ada_p: 0.1889
[INFO] 2021-10-19 06:11:59 > Step: 275800 Progress: 27.6% Elapsed: 2 days, 16:50:04 Gen_loss: 1.695 Dis_loss: 0.758 Cls_loss: N/A Topk: N/A ada_p: 0.1892
[INFO] 2021-10-19 06:13:02 > Step: 275900 Progress: 27.6% Elapsed: 2 days, 16:51:06 Gen_loss: 1.698 Dis_loss: 0.7934 Cls_loss: N/A Topk: N/A ada_p: 0.1861
[INFO] 2021-10-19 06:14:06 > Step: 276000 Progress: 27.6% Elapsed: 2 days, 16:52:11 Gen_loss: 1.897 Dis_loss: 0.9183 Cls_loss: N/A Topk: N/A ada_p: 0.1836
[INFO] 2021-10-19 06:15:09 > Step: 276100 Progress: 27.6% Elapsed: 2 days, 16:53:13 Gen_loss: 1.098 Dis_loss: 1.056 Cls_loss: N/A Topk: N/A ada_p: 0.1788
[INFO] 2021-10-19 06:16:12 > Step: 276200 Progress: 27.6% Elapsed: 2 days, 16:54:16 Gen_loss: 1.191 Dis_loss: 1.1 Cls_loss: N/A Topk: N/A ada_p: 0.1819
[INFO] 2021-10-19 06:17:14 > Step: 276300 Progress: 27.6% Elapsed: 2 days, 16:55:19 Gen_loss: 0.7148 Dis_loss: 0.8786 Cls_loss: N/A Topk: N/A ada_p: 0.1821
[INFO] 2021-10-19 06:18:17 > Step: 276400 Progress: 27.6% Elapsed: 2 days, 16:56:22 Gen_loss: 1.854 Dis_loss: 1.04 Cls_loss: N/A Topk: N/A ada_p: 0.1829
[INFO] 2021-10-19 06:19:30 > Step: 276500 Progress: 27.7% Elapsed: 2 days, 16:57:34 Gen_loss: 1.14 Dis_loss: 0.9345 Cls_loss: N/A Topk: N/A ada_p: 0.1848
[INFO] 2021-10-19 06:20:32 > Step: 276600 Progress: 27.7% Elapsed: 2 days, 16:58:37 Gen_loss: 1.342 Dis_loss: 0.7988 Cls_loss: N/A Topk: N/A ada_p: 0.1869
[INFO] 2021-10-19 06:21:34 > Step: 276700 Progress: 27.7% Elapsed: 2 days, 16:59:39 Gen_loss: 1.513 Dis_loss: 0.715 Cls_loss: N/A Topk: N/A ada_p: 0.1884
[INFO] 2021-10-19 06:22:38 > Step: 276800 Progress: 27.7% Elapsed: 2 days, 17:00:43 Gen_loss: 0.8329 Dis_loss: 0.882 Cls_loss: N/A Topk: N/A ada_p: 0.1915
[INFO] 2021-10-19 06:23:41 > Step: 276900 Progress: 27.7% Elapsed: 2 days, 17:01:46 Gen_loss: 1.507 Dis_loss: 0.6992 Cls_loss: N/A Topk: N/A ada_p: 0.1911
[INFO] 2021-10-19 06:24:43 > Step: 277000 Progress: 27.7% Elapsed: 2 days, 17:02:48 Gen_loss: 1.353 Dis_loss: 0.8375 Cls_loss: N/A Topk: N/A ada_p: 0.1885
[INFO] 2021-10-19 06:25:46 > Step: 277100 Progress: 27.7% Elapsed: 2 days, 17:03:50 Gen_loss: 1.089 Dis_loss: 1.021 Cls_loss: N/A Topk: N/A ada_p: 0.1901
[INFO] 2021-10-19 06:26:48 > Step: 277200 Progress: 27.7% Elapsed: 2 days, 17:04:53 Gen_loss: 2.234 Dis_loss: 0.9104 Cls_loss: N/A Topk: N/A ada_p: 0.1921
[INFO] 2021-10-19 06:28:01 > Step: 277300 Progress: 27.7% Elapsed: 2 days, 17:06:06 Gen_loss: 1.124 Dis_loss: 0.9527 Cls_loss: N/A Topk: N/A ada_p: 0.1915
[INFO] 2021-10-19 06:29:04 > Step: 277400 Progress: 27.7% Elapsed: 2 days, 17:07:09 Gen_loss: 1.458 Dis_loss: 0.9603 Cls_loss: N/A Topk: N/A ada_p: 0.1884
[INFO] 2021-10-19 06:30:07 > Step: 277500 Progress: 27.8% Elapsed: 2 days, 17:08:11 Gen_loss: 1.829 Dis_loss: 1.106 Cls_loss: N/A Topk: N/A ada_p: 0.1912
[INFO] 2021-10-19 06:31:09 > Step: 277600 Progress: 27.8% Elapsed: 2 days, 17:09:14 Gen_loss: 0.944 Dis_loss: 0.9866 Cls_loss: N/A Topk: N/A ada_p: 0.1923
[INFO] 2021-10-19 06:32:13 > Step: 277700 Progress: 27.8% Elapsed: 2 days, 17:10:17 Gen_loss: 1.301 Dis_loss: 0.7746 Cls_loss: N/A Topk: N/A ada_p: 0.1932
[INFO] 2021-10-19 06:33:15 > Step: 277800 Progress: 27.8% Elapsed: 2 days, 17:11:20 Gen_loss: 1.798 Dis_loss: 1.051 Cls_loss: N/A Topk: N/A ada_p: 0.1898
[INFO] 2021-10-19 06:34:18 > Step: 277900 Progress: 27.8% Elapsed: 2 days, 17:12:22 Gen_loss: 1.972 Dis_loss: 0.9722 Cls_loss: N/A Topk: N/A ada_p: 0.1893
[INFO] 2021-10-19 06:35:21 > Step: 278000 Progress: 27.8% Elapsed: 2 days, 17:13:25 Gen_loss: 1.331 Dis_loss: 1.005 Cls_loss: N/A Topk: N/A ada_p: 0.1891
[INFO] 2021-10-19 06:36:33 > Step: 278100 Progress: 27.8% Elapsed: 2 days, 17:14:38 Gen_loss: 1.953 Dis_loss: 1.058 Cls_loss: N/A Topk: N/A ada_p: 0.1894
[INFO] 2021-10-19 06:37:36 > Step: 278200 Progress: 27.8% Elapsed: 2 days, 17:15:41 Gen_loss: 1.68 Dis_loss: 1.11 Cls_loss: N/A Topk: N/A ada_p: 0.1912
[INFO] 2021-10-19 06:38:39 > Step: 278300 Progress: 27.8% Elapsed: 2 days, 17:16:43 Gen_loss: 2.484 Dis_loss: 0.8538 Cls_loss: N/A Topk: N/A ada_p: 0.1917
[INFO] 2021-10-19 06:39:42 > Step: 278400 Progress: 27.8% Elapsed: 2 days, 17:17:47 Gen_loss: 1.71 Dis_loss: 0.7228 Cls_loss: N/A Topk: N/A ada_p: 0.1915
[INFO] 2021-10-19 06:40:45 > Step: 278500 Progress: 27.9% Elapsed: 2 days, 17:18:50 Gen_loss: 1.469 Dis_loss: 0.6087 Cls_loss: N/A Topk: N/A ada_p: 0.1926
[INFO] 2021-10-19 06:41:48 > Step: 278600 Progress: 27.9% Elapsed: 2 days, 17:19:52 Gen_loss: 1.355 Dis_loss: 0.677 Cls_loss: N/A Topk: N/A ada_p: 0.1967
[INFO] 2021-10-19 06:42:51 > Step: 278700 Progress: 27.9% Elapsed: 2 days, 17:20:55 Gen_loss: 1.649 Dis_loss: 0.545 Cls_loss: N/A Topk: N/A ada_p: 0.1937
[INFO] 2021-10-19 06:43:54 > Step: 278800 Progress: 27.9% Elapsed: 2 days, 17:21:59 Gen_loss: 1.38 Dis_loss: 1.014 Cls_loss: N/A Topk: N/A ada_p: 0.1942
[INFO] 2021-10-19 06:45:08 > Step: 278900 Progress: 27.9% Elapsed: 2 days, 17:23:13 Gen_loss: 2.259 Dis_loss: 0.6206 Cls_loss: N/A Topk: N/A ada_p: 0.194
[INFO] 2021-10-19 06:46:11 > Step: 279000 Progress: 27.9% Elapsed: 2 days, 17:24:16 Gen_loss: 1.629 Dis_loss: 0.9303 Cls_loss: N/A Topk: N/A ada_p: 0.1956
[INFO] 2021-10-19 06:47:14 > Step: 279100 Progress: 27.9% Elapsed: 2 days, 17:25:19 Gen_loss: 1.484 Dis_loss: 0.9449 Cls_loss: N/A Topk: N/A ada_p: 0.1979
[INFO] 2021-10-19 06:48:17 > Step: 279200 Progress: 27.9% Elapsed: 2 days, 17:26:21 Gen_loss: 1.005 Dis_loss: 0.9361 Cls_loss: N/A Topk: N/A ada_p: 0.1971
[INFO] 2021-10-19 06:49:20 > Step: 279300 Progress: 27.9% Elapsed: 2 days, 17:27:24 Gen_loss: 1.499 Dis_loss: 0.8627 Cls_loss: N/A Topk: N/A ada_p: 0.199
[INFO] 2021-10-19 06:50:23 > Step: 279400 Progress: 27.9% Elapsed: 2 days, 17:28:27 Gen_loss: 1.769 Dis_loss: 1.212 Cls_loss: N/A Topk: N/A ada_p: 0.2008
[INFO] 2021-10-19 06:51:26 > Step: 279500 Progress: 28.0% Elapsed: 2 days, 17:29:31 Gen_loss: 1.232 Dis_loss: 0.8913 Cls_loss: N/A Topk: N/A ada_p: 0.1962
[INFO] 2021-10-19 06:52:39 > Step: 279600 Progress: 28.0% Elapsed: 2 days, 17:30:44 Gen_loss: 1.107 Dis_loss: 0.8899 Cls_loss: N/A Topk: N/A ada_p: 0.1934
[INFO] 2021-10-19 06:53:42 > Step: 279700 Progress: 28.0% Elapsed: 2 days, 17:31:47 Gen_loss: 1.651 Dis_loss: 0.8452 Cls_loss: N/A Topk: N/A ada_p: 0.1943
[INFO] 2021-10-19 06:54:44 > Step: 279800 Progress: 28.0% Elapsed: 2 days, 17:32:49 Gen_loss: 1.525 Dis_loss: 0.8942 Cls_loss: N/A Topk: N/A ada_p: 0.1935
[INFO] 2021-10-19 06:55:48 > Step: 279900 Progress: 28.0% Elapsed: 2 days, 17:33:52 Gen_loss: 1.25 Dis_loss: 0.9814 Cls_loss: N/A Topk: N/A ada_p: 0.192
[INFO] 2021-10-19 06:56:51 > Step: 280000 Progress: 28.0% Elapsed: 2 days, 17:34:55 Gen_loss: 1.249 Dis_loss: 1.103 Cls_loss: N/A Topk: N/A ada_p: 0.1938
[INFO] 2021-10-19 06:56:51 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-19 06:56:51 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_280000.png
[INFO] 2021-10-19 06:56:51 > Start Evaluation (280000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-19 06:56:51 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-19 07:02:24 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-19 07:08:03 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-19 07:26:07 > Inception score (Step: 280000, 50000 generated images): 10.309173583984375
[INFO] 2021-10-19 07:26:07 > FID score (Step: 280000, Using train moments): 3.1298090920406025
[INFO] 2021-10-19 07:26:07 > Improved Precision (Step: 280000, Using train images): 0.7387
[INFO] 2021-10-19 07:26:07 > Improved Recall (Step: 280000, Using train images): 0.66752
[INFO] 2021-10-19 07:26:07 > Density (Step: 280000, Using train images): 1.046004
[INFO] 2021-10-19 07:26:07 > Coverage (Step: 280000, Using train images): 0.91396
[INFO] 2021-10-19 07:26:07 > Best FID score (Step: 280000, Using train moments): 3.1298090920406025
[INFO] 2021-10-19 07:26:28 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-19 07:30:54 > Step: 280100 Progress: 28.0% Elapsed: 2 days, 18:08:59 Gen_loss: 1.17 Dis_loss: 0.6758 Cls_loss: N/A Topk: N/A ada_p: 0.1955
[INFO] 2021-10-19 07:31:56 > Step: 280200 Progress: 28.0% Elapsed: 2 days, 18:10:01 Gen_loss: 1.273 Dis_loss: 0.8647 Cls_loss: N/A Topk: N/A ada_p: 0.1972
[INFO] 2021-10-19 07:32:58 > Step: 280300 Progress: 28.0% Elapsed: 2 days, 18:11:03 Gen_loss: 1.342 Dis_loss: 0.7014 Cls_loss: N/A Topk: N/A ada_p: 0.1947
[INFO] 2021-10-19 07:34:18 > Step: 280400 Progress: 28.0% Elapsed: 2 days, 18:12:23 Gen_loss: 1.229 Dis_loss: 0.8713 Cls_loss: N/A Topk: N/A ada_p: 0.1939
[INFO] 2021-10-19 07:35:21 > Step: 280500 Progress: 28.1% Elapsed: 2 days, 18:13:25 Gen_loss: 1.808 Dis_loss: 1.303 Cls_loss: N/A Topk: N/A ada_p: 0.1956
[INFO] 2021-10-19 07:36:23 > Step: 280600 Progress: 28.1% Elapsed: 2 days, 18:14:28 Gen_loss: 1.458 Dis_loss: 0.863 Cls_loss: N/A Topk: N/A ada_p: 0.194
[INFO] 2021-10-19 07:37:26 > Step: 280700 Progress: 28.1% Elapsed: 2 days, 18:15:31 Gen_loss: 1.312 Dis_loss: 0.7466 Cls_loss: N/A Topk: N/A ada_p: 0.1905
[INFO] 2021-10-19 07:38:29 > Step: 280800 Progress: 28.1% Elapsed: 2 days, 18:16:34 Gen_loss: 1.233 Dis_loss: 0.8001 Cls_loss: N/A Topk: N/A ada_p: 0.1912
[INFO] 2021-10-19 07:39:32 > Step: 280900 Progress: 28.1% Elapsed: 2 days, 18:17:37 Gen_loss: 1.241 Dis_loss: 1.083 Cls_loss: N/A Topk: N/A ada_p: 0.1924
[INFO] 2021-10-19 07:40:35 > Step: 281000 Progress: 28.1% Elapsed: 2 days, 18:18:40 Gen_loss: 1.325 Dis_loss: 0.8541 Cls_loss: N/A Topk: N/A ada_p: 0.1898
[INFO] 2021-10-19 07:41:37 > Step: 281100 Progress: 28.1% Elapsed: 2 days, 18:19:42 Gen_loss: 1.196 Dis_loss: 0.9071 Cls_loss: N/A Topk: N/A ada_p: 0.1883
[INFO] 2021-10-19 07:42:50 > Step: 281200 Progress: 28.1% Elapsed: 2 days, 18:20:55 Gen_loss: 1.322 Dis_loss: 0.7393 Cls_loss: N/A Topk: N/A ada_p: 0.1878
[INFO] 2021-10-19 07:43:54 > Step: 281300 Progress: 28.1% Elapsed: 2 days, 18:21:58 Gen_loss: 1.433 Dis_loss: 0.709 Cls_loss: N/A Topk: N/A ada_p: 0.1876
[INFO] 2021-10-19 07:44:56 > Step: 281400 Progress: 28.1% Elapsed: 2 days, 18:23:01 Gen_loss: 1.18 Dis_loss: 0.8673 Cls_loss: N/A Topk: N/A ada_p: 0.1876
[INFO] 2021-10-19 07:45:59 > Step: 281500 Progress: 28.1% Elapsed: 2 days, 18:24:04 Gen_loss: 1.01 Dis_loss: 1.172 Cls_loss: N/A Topk: N/A ada_p: 0.1869
[INFO] 2021-10-19 07:47:02 > Step: 281600 Progress: 28.2% Elapsed: 2 days, 18:25:07 Gen_loss: 1.388 Dis_loss: 0.7407 Cls_loss: N/A Topk: N/A ada_p: 0.1833
[INFO] 2021-10-19 07:48:05 > Step: 281700 Progress: 28.2% Elapsed: 2 days, 18:26:10 Gen_loss: 1.423 Dis_loss: 1.0 Cls_loss: N/A Topk: N/A ada_p: 0.1821
[INFO] 2021-10-19 07:49:08 > Step: 281800 Progress: 28.2% Elapsed: 2 days, 18:27:13 Gen_loss: 1.038 Dis_loss: 0.9735 Cls_loss: N/A Topk: N/A ada_p: 0.177
[INFO] 2021-10-19 07:50:10 > Step: 281900 Progress: 28.2% Elapsed: 2 days, 18:28:15 Gen_loss: 0.7655 Dis_loss: 1.18 Cls_loss: N/A Topk: N/A ada_p: 0.178
[INFO] 2021-10-19 07:51:24 > Step: 282000 Progress: 28.2% Elapsed: 2 days, 18:29:29 Gen_loss: 1.682 Dis_loss: 1.06 Cls_loss: N/A Topk: N/A ada_p: 0.1786
[INFO] 2021-10-19 07:52:27 > Step: 282100 Progress: 28.2% Elapsed: 2 days, 18:30:31 Gen_loss: 1.508 Dis_loss: 0.9577 Cls_loss: N/A Topk: N/A ada_p: 0.1818
[INFO] 2021-10-19 07:53:30 > Step: 282200 Progress: 28.2% Elapsed: 2 days, 18:31:35 Gen_loss: 1.004 Dis_loss: 1.183 Cls_loss: N/A Topk: N/A ada_p: 0.1812
[INFO] 2021-10-19 07:54:33 > Step: 282300 Progress: 28.2% Elapsed: 2 days, 18:32:38 Gen_loss: 1.869 Dis_loss: 1.101 Cls_loss: N/A Topk: N/A ada_p: 0.1856
[INFO] 2021-10-19 07:55:36 > Step: 282400 Progress: 28.2% Elapsed: 2 days, 18:33:41 Gen_loss: 1.103 Dis_loss: 0.83 Cls_loss: N/A Topk: N/A ada_p: 0.1784
[INFO] 2021-10-19 07:56:39 > Step: 282500 Progress: 28.2% Elapsed: 2 days, 18:34:44 Gen_loss: 1.802 Dis_loss: 1.114 Cls_loss: N/A Topk: N/A ada_p: 0.1806
[INFO] 2021-10-19 07:57:42 > Step: 282600 Progress: 28.3% Elapsed: 2 days, 18:35:46 Gen_loss: 1.045 Dis_loss: 0.9963 Cls_loss: N/A Topk: N/A ada_p: 0.1834
[INFO] 2021-10-19 07:58:44 > Step: 282700 Progress: 28.3% Elapsed: 2 days, 18:36:49 Gen_loss: 0.9319 Dis_loss: 0.9087 Cls_loss: N/A Topk: N/A ada_p: 0.1883
[INFO] 2021-10-19 07:59:57 > Step: 282800 Progress: 28.3% Elapsed: 2 days, 18:38:02 Gen_loss: 1.002 Dis_loss: 1.23 Cls_loss: N/A Topk: N/A ada_p: 0.1891
[INFO] 2021-10-19 08:01:00 > Step: 282900 Progress: 28.3% Elapsed: 2 days, 18:39:05 Gen_loss: 1.158 Dis_loss: 0.8183 Cls_loss: N/A Topk: N/A ada_p: 0.1876
[INFO] 2021-10-19 08:02:03 > Step: 283000 Progress: 28.3% Elapsed: 2 days, 18:40:08 Gen_loss: 1.301 Dis_loss: 0.938 Cls_loss: N/A Topk: N/A ada_p: 0.1859
[INFO] 2021-10-19 08:03:06 > Step: 283100 Progress: 28.3% Elapsed: 2 days, 18:41:11 Gen_loss: 1.5 Dis_loss: 0.8241 Cls_loss: N/A Topk: N/A ada_p: 0.1879
[INFO] 2021-10-19 08:04:09 > Step: 283200 Progress: 28.3% Elapsed: 2 days, 18:42:13 Gen_loss: 2.032 Dis_loss: 0.8301 Cls_loss: N/A Topk: N/A ada_p: 0.1907
[INFO] 2021-10-19 08:05:12 > Step: 283300 Progress: 28.3% Elapsed: 2 days, 18:43:17 Gen_loss: 1.278 Dis_loss: 0.8582 Cls_loss: N/A Topk: N/A ada_p: 0.1893
[INFO] 2021-10-19 08:06:15 > Step: 283400 Progress: 28.3% Elapsed: 2 days, 18:44:20 Gen_loss: 0.9324 Dis_loss: 1.098 Cls_loss: N/A Topk: N/A ada_p: 0.1865
[INFO] 2021-10-19 08:07:19 > Step: 283500 Progress: 28.3% Elapsed: 2 days, 18:45:24 Gen_loss: 1.271 Dis_loss: 0.751 Cls_loss: N/A Topk: N/A ada_p: 0.1865
[INFO] 2021-10-19 08:08:32 > Step: 283600 Progress: 28.4% Elapsed: 2 days, 18:46:37 Gen_loss: 1.156 Dis_loss: 0.9376 Cls_loss: N/A Topk: N/A ada_p: 0.1862
[INFO] 2021-10-19 08:09:35 > Step: 283700 Progress: 28.4% Elapsed: 2 days, 18:47:40 Gen_loss: 1.335 Dis_loss: 1.266 Cls_loss: N/A Topk: N/A ada_p: 0.1869
[INFO] 2021-10-19 08:10:39 > Step: 283800 Progress: 28.4% Elapsed: 2 days, 18:48:43 Gen_loss: 2.078 Dis_loss: 0.8134 Cls_loss: N/A Topk: N/A ada_p: 0.1879
[INFO] 2021-10-19 08:11:42 > Step: 283900 Progress: 28.4% Elapsed: 2 days, 18:49:47 Gen_loss: 1.691 Dis_loss: 0.9924 Cls_loss: N/A Topk: N/A ada_p: 0.1889
[INFO] 2021-10-19 08:12:45 > Step: 284000 Progress: 28.4% Elapsed: 2 days, 18:50:50 Gen_loss: 1.864 Dis_loss: 0.9182 Cls_loss: N/A Topk: N/A ada_p: 0.1882
[INFO] 2021-10-19 08:13:48 > Step: 284100 Progress: 28.4% Elapsed: 2 days, 18:51:52 Gen_loss: 1.157 Dis_loss: 1.004 Cls_loss: N/A Topk: N/A ada_p: 0.1857
[INFO] 2021-10-19 08:14:51 > Step: 284200 Progress: 28.4% Elapsed: 2 days, 18:52:56 Gen_loss: 1.254 Dis_loss: 1.334 Cls_loss: N/A Topk: N/A ada_p: 0.1875
[INFO] 2021-10-19 08:16:04 > Step: 284300 Progress: 28.4% Elapsed: 2 days, 18:54:08 Gen_loss: 1.333 Dis_loss: 0.8224 Cls_loss: N/A Topk: N/A ada_p: 0.1865
[INFO] 2021-10-19 08:17:06 > Step: 284400 Progress: 28.4% Elapsed: 2 days, 18:55:11 Gen_loss: 1.448 Dis_loss: 0.6109 Cls_loss: N/A Topk: N/A ada_p: 0.1891
[INFO] 2021-10-19 08:18:09 > Step: 284500 Progress: 28.4% Elapsed: 2 days, 18:56:13 Gen_loss: 1.456 Dis_loss: 0.9608 Cls_loss: N/A Topk: N/A ada_p: 0.19
[INFO] 2021-10-19 08:19:11 > Step: 284600 Progress: 28.5% Elapsed: 2 days, 18:57:16 Gen_loss: 8.553 Dis_loss: 1.021 Cls_loss: N/A Topk: N/A ada_p: 0.1915
[INFO] 2021-10-19 08:20:15 > Step: 284700 Progress: 28.5% Elapsed: 2 days, 18:58:20 Gen_loss: 1.619 Dis_loss: 0.7137 Cls_loss: N/A Topk: N/A ada_p: 0.191
[INFO] 2021-10-19 08:21:18 > Step: 284800 Progress: 28.5% Elapsed: 2 days, 18:59:23 Gen_loss: 1.541 Dis_loss: 0.9333 Cls_loss: N/A Topk: N/A ada_p: 0.1892
[INFO] 2021-10-19 08:22:22 > Step: 284900 Progress: 28.5% Elapsed: 2 days, 19:00:27 Gen_loss: 1.213 Dis_loss: 0.9911 Cls_loss: N/A Topk: N/A ada_p: 0.186
[INFO] 2021-10-19 08:23:25 > Step: 285000 Progress: 28.5% Elapsed: 2 days, 19:01:29 Gen_loss: 0.9708 Dis_loss: 0.8887 Cls_loss: N/A Topk: N/A ada_p: 0.1862
[INFO] 2021-10-19 08:24:38 > Step: 285100 Progress: 28.5% Elapsed: 2 days, 19:02:43 Gen_loss: 1.35 Dis_loss: 1.027 Cls_loss: N/A Topk: N/A ada_p: 0.1824
[INFO] 2021-10-19 08:25:41 > Step: 285200 Progress: 28.5% Elapsed: 2 days, 19:03:46 Gen_loss: 1.837 Dis_loss: 0.884 Cls_loss: N/A Topk: N/A ada_p: 0.1842
[INFO] 2021-10-19 08:26:44 > Step: 285300 Progress: 28.5% Elapsed: 2 days, 19:04:49 Gen_loss: 1.233 Dis_loss: 0.719 Cls_loss: N/A Topk: N/A ada_p: 0.1866
[INFO] 2021-10-19 08:27:47 > Step: 285400 Progress: 28.5% Elapsed: 2 days, 19:05:51 Gen_loss: 1.051 Dis_loss: 0.8437 Cls_loss: N/A Topk: N/A ada_p: 0.1869
[INFO] 2021-10-19 08:28:49 > Step: 285500 Progress: 28.5% Elapsed: 2 days, 19:06:54 Gen_loss: 1.083 Dis_loss: 0.964 Cls_loss: N/A Topk: N/A ada_p: 0.1856
[INFO] 2021-10-19 08:29:52 > Step: 285600 Progress: 28.6% Elapsed: 2 days, 19:07:57 Gen_loss: 1.724 Dis_loss: 1.01 Cls_loss: N/A Topk: N/A ada_p: 0.1838
[INFO] 2021-10-19 08:30:55 > Step: 285700 Progress: 28.6% Elapsed: 2 days, 19:08:59 Gen_loss: 0.8268 Dis_loss: 1.078 Cls_loss: N/A Topk: N/A ada_p: 0.1878
[INFO] 2021-10-19 08:31:58 > Step: 285800 Progress: 28.6% Elapsed: 2 days, 19:10:03 Gen_loss: 1.662 Dis_loss: 1.224 Cls_loss: N/A Topk: N/A ada_p: 0.1865
[INFO] 2021-10-19 08:33:11 > Step: 285900 Progress: 28.6% Elapsed: 2 days, 19:11:16 Gen_loss: 0.9318 Dis_loss: 1.021 Cls_loss: N/A Topk: N/A ada_p: 0.1857
[INFO] 2021-10-19 08:34:13 > Step: 286000 Progress: 28.6% Elapsed: 2 days, 19:12:18 Gen_loss: 1.024 Dis_loss: 0.7712 Cls_loss: N/A Topk: N/A ada_p: 0.1868
[INFO] 2021-10-19 08:35:16 > Step: 286100 Progress: 28.6% Elapsed: 2 days, 19:13:21 Gen_loss: 1.309 Dis_loss: 0.9386 Cls_loss: N/A Topk: N/A ada_p: 0.1864
[INFO] 2021-10-19 08:36:19 > Step: 286200 Progress: 28.6% Elapsed: 2 days, 19:14:24 Gen_loss: 1.201 Dis_loss: 0.9666 Cls_loss: N/A Topk: N/A ada_p: 0.1869
[INFO] 2021-10-19 08:37:22 > Step: 286300 Progress: 28.6% Elapsed: 2 days, 19:15:27 Gen_loss: 0.7533 Dis_loss: 1.013 Cls_loss: N/A Topk: N/A ada_p: 0.1907
[INFO] 2021-10-19 08:38:25 > Step: 286400 Progress: 28.6% Elapsed: 2 days, 19:16:29 Gen_loss: 1.909 Dis_loss: 0.7521 Cls_loss: N/A Topk: N/A ada_p: 0.1871
[INFO] 2021-10-19 08:39:27 > Step: 286500 Progress: 28.6% Elapsed: 2 days, 19:17:32 Gen_loss: 1.054 Dis_loss: 1.215 Cls_loss: N/A Topk: N/A ada_p: 0.1901
[INFO] 2021-10-19 08:40:30 > Step: 286600 Progress: 28.7% Elapsed: 2 days, 19:18:35 Gen_loss: 1.435 Dis_loss: 0.8366 Cls_loss: N/A Topk: N/A ada_p: 0.1865
[INFO] 2021-10-19 08:41:43 > Step: 286700 Progress: 28.7% Elapsed: 2 days, 19:19:47 Gen_loss: 0.9119 Dis_loss: 0.8944 Cls_loss: N/A Topk: N/A ada_p: 0.1839
[INFO] 2021-10-19 08:42:45 > Step: 286800 Progress: 28.7% Elapsed: 2 days, 19:20:50 Gen_loss: 1.782 Dis_loss: 1.029 Cls_loss: N/A Topk: N/A ada_p: 0.1837
[INFO] 2021-10-19 08:43:48 > Step: 286900 Progress: 28.7% Elapsed: 2 days, 19:21:53 Gen_loss: 1.314 Dis_loss: 0.9711 Cls_loss: N/A Topk: N/A ada_p: 0.1833
[INFO] 2021-10-19 08:44:50 > Step: 287000 Progress: 28.7% Elapsed: 2 days, 19:22:55 Gen_loss: 1.362 Dis_loss: 0.9517 Cls_loss: N/A Topk: N/A ada_p: 0.1805
[INFO] 2021-10-19 08:45:53 > Step: 287100 Progress: 28.7% Elapsed: 2 days, 19:23:58 Gen_loss: 0.946 Dis_loss: 0.8277 Cls_loss: N/A Topk: N/A ada_p: 0.1807
[INFO] 2021-10-19 08:46:56 > Step: 287200 Progress: 28.7% Elapsed: 2 days, 19:25:00 Gen_loss: 1.249 Dis_loss: 1.167 Cls_loss: N/A Topk: N/A ada_p: 0.1838
[INFO] 2021-10-19 08:47:59 > Step: 287300 Progress: 28.7% Elapsed: 2 days, 19:26:03 Gen_loss: 0.8496 Dis_loss: 0.7755 Cls_loss: N/A Topk: N/A ada_p: 0.1804
[INFO] 2021-10-19 08:49:01 > Step: 287400 Progress: 28.7% Elapsed: 2 days, 19:27:06 Gen_loss: 0.9775 Dis_loss: 0.7091 Cls_loss: N/A Topk: N/A ada_p: 0.1842
[INFO] 2021-10-19 08:50:14 > Step: 287500 Progress: 28.7% Elapsed: 2 days, 19:28:19 Gen_loss: 1.034 Dis_loss: 0.7703 Cls_loss: N/A Topk: N/A ada_p: 0.1839
[INFO] 2021-10-19 08:51:16 > Step: 287600 Progress: 28.8% Elapsed: 2 days, 19:29:21 Gen_loss: 1.434 Dis_loss: 0.9072 Cls_loss: N/A Topk: N/A ada_p: 0.185
[INFO] 2021-10-19 08:52:19 > Step: 287700 Progress: 28.8% Elapsed: 2 days, 19:30:24 Gen_loss: 1.348 Dis_loss: 0.8992 Cls_loss: N/A Topk: N/A ada_p: 0.1859
[INFO] 2021-10-19 08:53:22 > Step: 287800 Progress: 28.8% Elapsed: 2 days, 19:31:26 Gen_loss: 1.428 Dis_loss: 0.5945 Cls_loss: N/A Topk: N/A ada_p: 0.1841
[INFO] 2021-10-19 08:54:24 > Step: 287900 Progress: 28.8% Elapsed: 2 days, 19:32:29 Gen_loss: 0.9862 Dis_loss: 0.7858 Cls_loss: N/A Topk: N/A ada_p: 0.1882
[INFO] 2021-10-19 08:55:27 > Step: 288000 Progress: 28.8% Elapsed: 2 days, 19:33:31 Gen_loss: 1.979 Dis_loss: 0.8447 Cls_loss: N/A Topk: N/A ada_p: 0.19
[INFO] 2021-10-19 08:56:29 > Step: 288100 Progress: 28.8% Elapsed: 2 days, 19:34:34 Gen_loss: 1.448 Dis_loss: 0.7116 Cls_loss: N/A Topk: N/A ada_p: 0.1916
[INFO] 2021-10-19 08:57:42 > Step: 288200 Progress: 28.8% Elapsed: 2 days, 19:35:47 Gen_loss: 0.9846 Dis_loss: 0.71 Cls_loss: N/A Topk: N/A ada_p: 0.1914
[INFO] 2021-10-19 08:58:44 > Step: 288300 Progress: 28.8% Elapsed: 2 days, 19:36:49 Gen_loss: 1.329 Dis_loss: 1.185 Cls_loss: N/A Topk: N/A ada_p: 0.1937
[INFO] 2021-10-19 08:59:48 > Step: 288400 Progress: 28.8% Elapsed: 2 days, 19:37:52 Gen_loss: 1.882 Dis_loss: 0.7048 Cls_loss: N/A Topk: N/A ada_p: 0.1934
[INFO] 2021-10-19 09:00:50 > Step: 288500 Progress: 28.8% Elapsed: 2 days, 19:38:55 Gen_loss: 0.9683 Dis_loss: 0.894 Cls_loss: N/A Topk: N/A ada_p: 0.193
[INFO] 2021-10-19 09:01:53 > Step: 288600 Progress: 28.9% Elapsed: 2 days, 19:39:57 Gen_loss: 0.7145 Dis_loss: 0.7858 Cls_loss: N/A Topk: N/A ada_p: 0.1935
[INFO] 2021-10-19 09:02:55 > Step: 288700 Progress: 28.9% Elapsed: 2 days, 19:41:00 Gen_loss: 1.02 Dis_loss: 0.9174 Cls_loss: N/A Topk: N/A ada_p: 0.193
[INFO] 2021-10-19 09:03:58 > Step: 288800 Progress: 28.9% Elapsed: 2 days, 19:42:03 Gen_loss: 1.787 Dis_loss: 0.9716 Cls_loss: N/A Topk: N/A ada_p: 0.1948
[INFO] 2021-10-19 09:05:01 > Step: 288900 Progress: 28.9% Elapsed: 2 days, 19:43:05 Gen_loss: 1.334 Dis_loss: 1.007 Cls_loss: N/A Topk: N/A ada_p: 0.1906
[INFO] 2021-10-19 09:06:14 > Step: 289000 Progress: 28.9% Elapsed: 2 days, 19:44:19 Gen_loss: 1.75 Dis_loss: 0.8609 Cls_loss: N/A Topk: N/A ada_p: 0.1898
[INFO] 2021-10-19 09:07:17 > Step: 289100 Progress: 28.9% Elapsed: 2 days, 19:45:21 Gen_loss: 1.458 Dis_loss: 0.7958 Cls_loss: N/A Topk: N/A ada_p: 0.1883
[INFO] 2021-10-19 09:08:20 > Step: 289200 Progress: 28.9% Elapsed: 2 days, 19:46:24 Gen_loss: 1.22 Dis_loss: 0.9047 Cls_loss: N/A Topk: N/A ada_p: 0.1855
[INFO] 2021-10-19 09:09:23 > Step: 289300 Progress: 28.9% Elapsed: 2 days, 19:47:28 Gen_loss: 1.433 Dis_loss: 0.8063 Cls_loss: N/A Topk: N/A ada_p: 0.1871
[INFO] 2021-10-19 09:10:26 > Step: 289400 Progress: 28.9% Elapsed: 2 days, 19:48:30 Gen_loss: 1.393 Dis_loss: 0.957 Cls_loss: N/A Topk: N/A ada_p: 0.1889
[INFO] 2021-10-19 09:11:28 > Step: 289500 Progress: 28.9% Elapsed: 2 days, 19:49:33 Gen_loss: 1.493 Dis_loss: 0.8199 Cls_loss: N/A Topk: N/A ada_p: 0.1864
[INFO] 2021-10-19 09:12:30 > Step: 289600 Progress: 29.0% Elapsed: 2 days, 19:50:35 Gen_loss: 1.281 Dis_loss: 0.7941 Cls_loss: N/A Topk: N/A ada_p: 0.1882
[INFO] 2021-10-19 09:13:33 > Step: 289700 Progress: 29.0% Elapsed: 2 days, 19:51:38 Gen_loss: 1.466 Dis_loss: 1.03 Cls_loss: N/A Topk: N/A ada_p: 0.1844
[INFO] 2021-10-19 09:14:46 > Step: 289800 Progress: 29.0% Elapsed: 2 days, 19:52:51 Gen_loss: 1.629 Dis_loss: 0.7761 Cls_loss: N/A Topk: N/A ada_p: 0.1837
[INFO] 2021-10-19 09:15:48 > Step: 289900 Progress: 29.0% Elapsed: 2 days, 19:53:53 Gen_loss: 0.7959 Dis_loss: 0.919 Cls_loss: N/A Topk: N/A ada_p: 0.1844
[INFO] 2021-10-19 09:16:51 > Step: 290000 Progress: 29.0% Elapsed: 2 days, 19:54:56 Gen_loss: 1.41 Dis_loss: 0.8882 Cls_loss: N/A Topk: N/A ada_p: 0.185
[INFO] 2021-10-19 09:16:51 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-19 09:16:51 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_290000.png
[INFO] 2021-10-19 09:16:51 > Start Evaluation (290000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-19 09:16:51 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-19 09:22:21 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-19 09:27:57 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-19 09:49:27 > Inception score (Step: 290000, 50000 generated images): 10.296930313110352
[INFO] 2021-10-19 09:49:27 > FID score (Step: 290000, Using train moments): 3.013552196873036
[INFO] 2021-10-19 09:49:27 > Improved Precision (Step: 290000, Using train images): 0.74134
[INFO] 2021-10-19 09:49:27 > Improved Recall (Step: 290000, Using train images): 0.66734
[INFO] 2021-10-19 09:49:27 > Density (Step: 290000, Using train images): 1.045776
[INFO] 2021-10-19 09:49:27 > Coverage (Step: 290000, Using train images): 0.91262
[INFO] 2021-10-19 09:49:27 > Best FID score (Step: 290000, Using train moments): 3.013552196873036
[INFO] 2021-10-19 09:49:48 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-19 09:50:49 > Step: 290100 Progress: 29.0% Elapsed: 2 days, 20:28:54 Gen_loss: 1.34 Dis_loss: 1.048 Cls_loss: N/A Topk: N/A ada_p: 0.1861
[INFO] 2021-10-19 09:51:51 > Step: 290200 Progress: 29.0% Elapsed: 2 days, 20:29:56 Gen_loss: 1.354 Dis_loss: 0.7062 Cls_loss: N/A Topk: N/A ada_p: 0.182
[INFO] 2021-10-19 09:52:54 > Step: 290300 Progress: 29.0% Elapsed: 2 days, 20:30:58 Gen_loss: 0.7239 Dis_loss: 1.148 Cls_loss: N/A Topk: N/A ada_p: 0.1812
[INFO] 2021-10-19 09:53:59 > Step: 290400 Progress: 29.0% Elapsed: 2 days, 20:32:04 Gen_loss: 1.058 Dis_loss: 0.7088 Cls_loss: N/A Topk: N/A ada_p: 0.18
[INFO] 2021-10-19 09:55:02 > Step: 290500 Progress: 29.0% Elapsed: 2 days, 20:33:06 Gen_loss: 1.319 Dis_loss: 0.8144 Cls_loss: N/A Topk: N/A ada_p: 0.1798
[INFO] 2021-10-19 09:56:21 > Step: 290600 Progress: 29.1% Elapsed: 2 days, 20:34:26 Gen_loss: 2.007 Dis_loss: 0.844 Cls_loss: N/A Topk: N/A ada_p: 0.1816
[INFO] 2021-10-19 09:57:23 > Step: 290700 Progress: 29.1% Elapsed: 2 days, 20:35:28 Gen_loss: 1.12 Dis_loss: 0.7112 Cls_loss: N/A Topk: N/A ada_p: 0.1837
[INFO] 2021-10-19 09:58:26 > Step: 290800 Progress: 29.1% Elapsed: 2 days, 20:36:30 Gen_loss: 1.629 Dis_loss: 0.959 Cls_loss: N/A Topk: N/A ada_p: 0.1844
[INFO] 2021-10-19 09:59:29 > Step: 290900 Progress: 29.1% Elapsed: 2 days, 20:37:33 Gen_loss: 0.9824 Dis_loss: 0.8277 Cls_loss: N/A Topk: N/A ada_p: 0.1841
[INFO] 2021-10-19 10:00:31 > Step: 291000 Progress: 29.1% Elapsed: 2 days, 20:38:35 Gen_loss: 1.472 Dis_loss: 1.089 Cls_loss: N/A Topk: N/A ada_p: 0.1848
[INFO] 2021-10-19 10:01:33 > Step: 291100 Progress: 29.1% Elapsed: 2 days, 20:39:38 Gen_loss: 1.225 Dis_loss: 1.063 Cls_loss: N/A Topk: N/A ada_p: 0.1851
[INFO] 2021-10-19 10:02:36 > Step: 291200 Progress: 29.1% Elapsed: 2 days, 20:40:40 Gen_loss: 0.7639 Dis_loss: 1.058 Cls_loss: N/A Topk: N/A ada_p: 0.1825
[INFO] 2021-10-19 10:03:39 > Step: 291300 Progress: 29.1% Elapsed: 2 days, 20:41:43 Gen_loss: 1.842 Dis_loss: 1.173 Cls_loss: N/A Topk: N/A ada_p: 0.1811
[INFO] 2021-10-19 10:04:52 > Step: 291400 Progress: 29.1% Elapsed: 2 days, 20:42:56 Gen_loss: 0.6276 Dis_loss: 0.9248 Cls_loss: N/A Topk: N/A ada_p: 0.1806
[INFO] 2021-10-19 10:05:54 > Step: 291500 Progress: 29.1% Elapsed: 2 days, 20:43:59 Gen_loss: 1.586 Dis_loss: 0.6369 Cls_loss: N/A Topk: N/A ada_p: 0.1827
[INFO] 2021-10-19 10:06:57 > Step: 291600 Progress: 29.2% Elapsed: 2 days, 20:45:01 Gen_loss: 1.824 Dis_loss: 0.9994 Cls_loss: N/A Topk: N/A ada_p: 0.1842
[INFO] 2021-10-19 10:08:00 > Step: 291700 Progress: 29.2% Elapsed: 2 days, 20:46:04 Gen_loss: 2.026 Dis_loss: 0.6441 Cls_loss: N/A Topk: N/A ada_p: 0.1879
[INFO] 2021-10-19 10:09:02 > Step: 291800 Progress: 29.2% Elapsed: 2 days, 20:47:07 Gen_loss: 1.128 Dis_loss: 0.7946 Cls_loss: N/A Topk: N/A ada_p: 0.1856
[INFO] 2021-10-19 10:10:04 > Step: 291900 Progress: 29.2% Elapsed: 2 days, 20:48:09 Gen_loss: 2.034 Dis_loss: 0.9627 Cls_loss: N/A Topk: N/A ada_p: 0.1843
[INFO] 2021-10-19 10:11:07 > Step: 292000 Progress: 29.2% Elapsed: 2 days, 20:49:12 Gen_loss: 1.007 Dis_loss: 1.011 Cls_loss: N/A Topk: N/A ada_p: 0.1876
[INFO] 2021-10-19 10:12:21 > Step: 292100 Progress: 29.2% Elapsed: 2 days, 20:50:25 Gen_loss: 1.019 Dis_loss: 1.029 Cls_loss: N/A Topk: N/A ada_p: 0.1919
[INFO] 2021-10-19 10:13:23 > Step: 292200 Progress: 29.2% Elapsed: 2 days, 20:51:27 Gen_loss: 1.863 Dis_loss: 1.112 Cls_loss: N/A Topk: N/A ada_p: 0.1906
[INFO] 2021-10-19 10:14:26 > Step: 292300 Progress: 29.2% Elapsed: 2 days, 20:52:30 Gen_loss: 1.732 Dis_loss: 1.075 Cls_loss: N/A Topk: N/A ada_p: 0.1901
[INFO] 2021-10-19 10:15:28 > Step: 292400 Progress: 29.2% Elapsed: 2 days, 20:53:33 Gen_loss: 0.9766 Dis_loss: 0.9257 Cls_loss: N/A Topk: N/A ada_p: 0.1873
[INFO] 2021-10-19 10:16:31 > Step: 292500 Progress: 29.2% Elapsed: 2 days, 20:54:35 Gen_loss: 1.493 Dis_loss: 1.242 Cls_loss: N/A Topk: N/A ada_p: 0.1864
[INFO] 2021-10-19 10:17:33 > Step: 292600 Progress: 29.3% Elapsed: 2 days, 20:55:37 Gen_loss: 1.792 Dis_loss: 0.8726 Cls_loss: N/A Topk: N/A ada_p: 0.1894
[INFO] 2021-10-19 10:18:35 > Step: 292700 Progress: 29.3% Elapsed: 2 days, 20:56:40 Gen_loss: 0.8867 Dis_loss: 0.782 Cls_loss: N/A Topk: N/A ada_p: 0.1946
[INFO] 2021-10-19 10:19:38 > Step: 292800 Progress: 29.3% Elapsed: 2 days, 20:57:43 Gen_loss: 1.698 Dis_loss: 0.7647 Cls_loss: N/A Topk: N/A ada_p: 0.1935
[INFO] 2021-10-19 10:20:52 > Step: 292900 Progress: 29.3% Elapsed: 2 days, 20:58:57 Gen_loss: 1.313 Dis_loss: 0.6677 Cls_loss: N/A Topk: N/A ada_p: 0.1944
[INFO] 2021-10-19 10:21:54 > Step: 293000 Progress: 29.3% Elapsed: 2 days, 20:59:59 Gen_loss: 0.8998 Dis_loss: 0.912 Cls_loss: N/A Topk: N/A ada_p: 0.1955
[INFO] 2021-10-19 10:22:57 > Step: 293100 Progress: 29.3% Elapsed: 2 days, 21:01:02 Gen_loss: 1.408 Dis_loss: 0.8212 Cls_loss: N/A Topk: N/A ada_p: 0.196
[INFO] 2021-10-19 10:24:00 > Step: 293200 Progress: 29.3% Elapsed: 2 days, 21:02:04 Gen_loss: 1.631 Dis_loss: 0.7761 Cls_loss: N/A Topk: N/A ada_p: 0.1929
[INFO] 2021-10-19 10:25:03 > Step: 293300 Progress: 29.3% Elapsed: 2 days, 21:03:07 Gen_loss: 1.185 Dis_loss: 1.043 Cls_loss: N/A Topk: N/A ada_p: 0.1889
[INFO] 2021-10-19 10:26:05 > Step: 293400 Progress: 29.3% Elapsed: 2 days, 21:04:09 Gen_loss: 1.181 Dis_loss: 0.8958 Cls_loss: N/A Topk: N/A ada_p: 0.1897
[INFO] 2021-10-19 10:27:07 > Step: 293500 Progress: 29.3% Elapsed: 2 days, 21:05:12 Gen_loss: 2.383 Dis_loss: 1.102 Cls_loss: N/A Topk: N/A ada_p: 0.1902
[INFO] 2021-10-19 10:28:09 > Step: 293600 Progress: 29.4% Elapsed: 2 days, 21:06:14 Gen_loss: 1.649 Dis_loss: 0.7089 Cls_loss: N/A Topk: N/A ada_p: 0.1923
[INFO] 2021-10-19 10:29:22 > Step: 293700 Progress: 29.4% Elapsed: 2 days, 21:07:27 Gen_loss: 1.309 Dis_loss: 0.8426 Cls_loss: N/A Topk: N/A ada_p: 0.1908
[INFO] 2021-10-19 10:30:24 > Step: 293800 Progress: 29.4% Elapsed: 2 days, 21:08:29 Gen_loss: 1.927 Dis_loss: 0.9002 Cls_loss: N/A Topk: N/A ada_p: 0.1903
[INFO] 2021-10-19 10:31:27 > Step: 293900 Progress: 29.4% Elapsed: 2 days, 21:09:31 Gen_loss: 2.143 Dis_loss: 0.7809 Cls_loss: N/A Topk: N/A ada_p: 0.1914
[INFO] 2021-10-19 10:32:29 > Step: 294000 Progress: 29.4% Elapsed: 2 days, 21:10:34 Gen_loss: 1.715 Dis_loss: 0.9309 Cls_loss: N/A Topk: N/A ada_p: 0.1919
[INFO] 2021-10-19 10:33:32 > Step: 294100 Progress: 29.4% Elapsed: 2 days, 21:11:37 Gen_loss: 0.8859 Dis_loss: 0.9342 Cls_loss: N/A Topk: N/A ada_p: 0.19
[INFO] 2021-10-19 10:34:35 > Step: 294200 Progress: 29.4% Elapsed: 2 days, 21:12:39 Gen_loss: 1.287 Dis_loss: 0.9581 Cls_loss: N/A Topk: N/A ada_p: 0.1892
[INFO] 2021-10-19 10:35:37 > Step: 294300 Progress: 29.4% Elapsed: 2 days, 21:13:41 Gen_loss: 2.118 Dis_loss: 0.8225 Cls_loss: N/A Topk: N/A ada_p: 0.1912
[INFO] 2021-10-19 10:36:39 > Step: 294400 Progress: 29.4% Elapsed: 2 days, 21:14:44 Gen_loss: 1.638 Dis_loss: 0.6312 Cls_loss: N/A Topk: N/A ada_p: 0.1902
[INFO] 2021-10-19 10:37:51 > Step: 294500 Progress: 29.4% Elapsed: 2 days, 21:15:56 Gen_loss: 1.046 Dis_loss: 0.5721 Cls_loss: N/A Topk: N/A ada_p: 0.1932
[INFO] 2021-10-19 10:38:54 > Step: 294600 Progress: 29.5% Elapsed: 2 days, 21:16:59 Gen_loss: 1.315 Dis_loss: 0.8058 Cls_loss: N/A Topk: N/A ada_p: 0.1932
[INFO] 2021-10-19 10:39:57 > Step: 294700 Progress: 29.5% Elapsed: 2 days, 21:18:02 Gen_loss: 0.943 Dis_loss: 1.035 Cls_loss: N/A Topk: N/A ada_p: 0.1932
[INFO] 2021-10-19 10:40:59 > Step: 294800 Progress: 29.5% Elapsed: 2 days, 21:19:04 Gen_loss: 0.8204 Dis_loss: 1.436 Cls_loss: N/A Topk: N/A ada_p: 0.1955
[INFO] 2021-10-19 10:42:02 > Step: 294900 Progress: 29.5% Elapsed: 2 days, 21:20:07 Gen_loss: 1.438 Dis_loss: 0.8987 Cls_loss: N/A Topk: N/A ada_p: 0.1971
[INFO] 2021-10-19 10:43:04 > Step: 295000 Progress: 29.5% Elapsed: 2 days, 21:21:09 Gen_loss: 1.559 Dis_loss: 0.8837 Cls_loss: N/A Topk: N/A ada_p: 0.1958
[INFO] 2021-10-19 10:44:06 > Step: 295100 Progress: 29.5% Elapsed: 2 days, 21:22:11 Gen_loss: 1.663 Dis_loss: 1.146 Cls_loss: N/A Topk: N/A ada_p: 0.1953
[INFO] 2021-10-19 10:45:09 > Step: 295200 Progress: 29.5% Elapsed: 2 days, 21:23:13 Gen_loss: 1.304 Dis_loss: 1.057 Cls_loss: N/A Topk: N/A ada_p: 0.1961
[INFO] 2021-10-19 10:46:21 > Step: 295300 Progress: 29.5% Elapsed: 2 days, 21:24:26 Gen_loss: 1.258 Dis_loss: 0.6813 Cls_loss: N/A Topk: N/A ada_p: 0.1944
[INFO] 2021-10-19 10:47:24 > Step: 295400 Progress: 29.5% Elapsed: 2 days, 21:25:28 Gen_loss: 1.337 Dis_loss: 0.5595 Cls_loss: N/A Topk: N/A ada_p: 0.1937
[INFO] 2021-10-19 10:48:28 > Step: 295500 Progress: 29.5% Elapsed: 2 days, 21:26:33 Gen_loss: 0.9102 Dis_loss: 0.9629 Cls_loss: N/A Topk: N/A ada_p: 0.1967
[INFO] 2021-10-19 10:49:31 > Step: 295600 Progress: 29.6% Elapsed: 2 days, 21:27:35 Gen_loss: 1.551 Dis_loss: 0.7989 Cls_loss: N/A Topk: N/A ada_p: 0.1978
[INFO] 2021-10-19 10:50:33 > Step: 295700 Progress: 29.6% Elapsed: 2 days, 21:28:38 Gen_loss: 2.002 Dis_loss: 0.9104 Cls_loss: N/A Topk: N/A ada_p: 0.1992
[INFO] 2021-10-19 10:51:35 > Step: 295800 Progress: 29.6% Elapsed: 2 days, 21:29:40 Gen_loss: 1.574 Dis_loss: 0.9209 Cls_loss: N/A Topk: N/A ada_p: 0.1951
[INFO] 2021-10-19 10:52:38 > Step: 295900 Progress: 29.6% Elapsed: 2 days, 21:30:43 Gen_loss: 0.8334 Dis_loss: 0.9664 Cls_loss: N/A Topk: N/A ada_p: 0.1966
[INFO] 2021-10-19 10:53:51 > Step: 296000 Progress: 29.6% Elapsed: 2 days, 21:31:56 Gen_loss: 0.9812 Dis_loss: 1.083 Cls_loss: N/A Topk: N/A ada_p: 0.1994
[INFO] 2021-10-19 10:54:54 > Step: 296100 Progress: 29.6% Elapsed: 2 days, 21:32:58 Gen_loss: 1.431 Dis_loss: 0.6666 Cls_loss: N/A Topk: N/A ada_p: 0.2013
[INFO] 2021-10-19 10:55:57 > Step: 296200 Progress: 29.6% Elapsed: 2 days, 21:34:02 Gen_loss: 1.438 Dis_loss: 0.9655 Cls_loss: N/A Topk: N/A ada_p: 0.199
[INFO] 2021-10-19 10:57:00 > Step: 296300 Progress: 29.6% Elapsed: 2 days, 21:35:04 Gen_loss: 1.589 Dis_loss: 0.7551 Cls_loss: N/A Topk: N/A ada_p: 0.1952
[INFO] 2021-10-19 10:58:02 > Step: 296400 Progress: 29.6% Elapsed: 2 days, 21:36:06 Gen_loss: 1.487 Dis_loss: 1.002 Cls_loss: N/A Topk: N/A ada_p: 0.196
[INFO] 2021-10-19 10:59:05 > Step: 296500 Progress: 29.6% Elapsed: 2 days, 21:37:09 Gen_loss: 1.503 Dis_loss: 0.9989 Cls_loss: N/A Topk: N/A ada_p: 0.1966
[INFO] 2021-10-19 11:00:08 > Step: 296600 Progress: 29.7% Elapsed: 2 days, 21:38:13 Gen_loss: 0.7355 Dis_loss: 0.7564 Cls_loss: N/A Topk: N/A ada_p: 0.1897
[INFO] 2021-10-19 11:01:18 > Step: 296700 Progress: 29.7% Elapsed: 2 days, 21:39:22 Gen_loss: 1.799 Dis_loss: 0.922 Cls_loss: N/A Topk: N/A ada_p: 0.19
[INFO] 2021-10-19 11:02:32 > Step: 296800 Progress: 29.7% Elapsed: 2 days, 21:40:37 Gen_loss: 1.538 Dis_loss: 0.6895 Cls_loss: N/A Topk: N/A ada_p: 0.194
[INFO] 2021-10-19 11:03:34 > Step: 296900 Progress: 29.7% Elapsed: 2 days, 21:41:39 Gen_loss: 1.315 Dis_loss: 0.8005 Cls_loss: N/A Topk: N/A ada_p: 0.1924
[INFO] 2021-10-19 11:04:37 > Step: 297000 Progress: 29.7% Elapsed: 2 days, 21:42:41 Gen_loss: 2.076 Dis_loss: 0.7319 Cls_loss: N/A Topk: N/A ada_p: 0.1939
[INFO] 2021-10-19 11:05:39 > Step: 297100 Progress: 29.7% Elapsed: 2 days, 21:43:44 Gen_loss: 1.789 Dis_loss: 1.128 Cls_loss: N/A Topk: N/A ada_p: 0.1949
[INFO] 2021-10-19 11:06:42 > Step: 297200 Progress: 29.7% Elapsed: 2 days, 21:44:47 Gen_loss: 1.955 Dis_loss: 0.6345 Cls_loss: N/A Topk: N/A ada_p: 0.1967
[INFO] 2021-10-19 11:07:44 > Step: 297300 Progress: 29.7% Elapsed: 2 days, 21:45:49 Gen_loss: 1.376 Dis_loss: 1.034 Cls_loss: N/A Topk: N/A ada_p: 0.1961
[INFO] 2021-10-19 11:08:46 > Step: 297400 Progress: 29.7% Elapsed: 2 days, 21:46:51 Gen_loss: 1.071 Dis_loss: 0.8025 Cls_loss: N/A Topk: N/A ada_p: 0.1925
[INFO] 2021-10-19 11:09:48 > Step: 297500 Progress: 29.8% Elapsed: 2 days, 21:47:53 Gen_loss: 1.275 Dis_loss: 0.8241 Cls_loss: N/A Topk: N/A ada_p: 0.1951
[INFO] 2021-10-19 11:11:00 > Step: 297600 Progress: 29.8% Elapsed: 2 days, 21:49:05 Gen_loss: 1.704 Dis_loss: 1.116 Cls_loss: N/A Topk: N/A ada_p: 0.1958
[INFO] 2021-10-19 11:12:03 > Step: 297700 Progress: 29.8% Elapsed: 2 days, 21:50:07 Gen_loss: 1.879 Dis_loss: 1.185 Cls_loss: N/A Topk: N/A ada_p: 0.1929
[INFO] 2021-10-19 11:13:05 > Step: 297800 Progress: 29.8% Elapsed: 2 days, 21:51:10 Gen_loss: 1.498 Dis_loss: 0.6914 Cls_loss: N/A Topk: N/A ada_p: 0.1911
[INFO] 2021-10-19 11:14:07 > Step: 297900 Progress: 29.8% Elapsed: 2 days, 21:52:12 Gen_loss: 1.262 Dis_loss: 0.8641 Cls_loss: N/A Topk: N/A ada_p: 0.1911
[INFO] 2021-10-19 11:15:10 > Step: 298000 Progress: 29.8% Elapsed: 2 days, 21:53:14 Gen_loss: 1.761 Dis_loss: 0.6696 Cls_loss: N/A Topk: N/A ada_p: 0.1916
[INFO] 2021-10-19 11:16:12 > Step: 298100 Progress: 29.8% Elapsed: 2 days, 21:54:17 Gen_loss: 1.065 Dis_loss: 1.041 Cls_loss: N/A Topk: N/A ada_p: 0.1935
[INFO] 2021-10-19 11:17:15 > Step: 298200 Progress: 29.8% Elapsed: 2 days, 21:55:19 Gen_loss: 1.379 Dis_loss: 1.149 Cls_loss: N/A Topk: N/A ada_p: 0.1964
[INFO] 2021-10-19 11:18:17 > Step: 298300 Progress: 29.8% Elapsed: 2 days, 21:56:21 Gen_loss: 1.113 Dis_loss: 1.006 Cls_loss: N/A Topk: N/A ada_p: 0.1928
[INFO] 2021-10-19 11:19:29 > Step: 298400 Progress: 29.8% Elapsed: 2 days, 21:57:34 Gen_loss: 1.471 Dis_loss: 0.9485 Cls_loss: N/A Topk: N/A ada_p: 0.1912
[INFO] 2021-10-19 11:20:32 > Step: 298500 Progress: 29.8% Elapsed: 2 days, 21:58:37 Gen_loss: 1.311 Dis_loss: 0.684 Cls_loss: N/A Topk: N/A ada_p: 0.1896
[INFO] 2021-10-19 11:21:35 > Step: 298600 Progress: 29.9% Elapsed: 2 days, 21:59:40 Gen_loss: 0.9874 Dis_loss: 0.8947 Cls_loss: N/A Topk: N/A ada_p: 0.1896
[INFO] 2021-10-19 11:22:38 > Step: 298700 Progress: 29.9% Elapsed: 2 days, 22:00:42 Gen_loss: 1.869 Dis_loss: 1.064 Cls_loss: N/A Topk: N/A ada_p: 0.1911
[INFO] 2021-10-19 11:23:40 > Step: 298800 Progress: 29.9% Elapsed: 2 days, 22:01:44 Gen_loss: 1.115 Dis_loss: 1.058 Cls_loss: N/A Topk: N/A ada_p: 0.1939
[INFO] 2021-10-19 11:24:42 > Step: 298900 Progress: 29.9% Elapsed: 2 days, 22:02:47 Gen_loss: 1.175 Dis_loss: 0.8686 Cls_loss: N/A Topk: N/A ada_p: 0.1912
[INFO] 2021-10-19 11:25:44 > Step: 299000 Progress: 29.9% Elapsed: 2 days, 22:03:49 Gen_loss: 1.324 Dis_loss: 0.885 Cls_loss: N/A Topk: N/A ada_p: 0.1943
[INFO] 2021-10-19 11:26:46 > Step: 299100 Progress: 29.9% Elapsed: 2 days, 22:04:51 Gen_loss: 2.435 Dis_loss: 0.8721 Cls_loss: N/A Topk: N/A ada_p: 0.1958
[INFO] 2021-10-19 11:27:58 > Step: 299200 Progress: 29.9% Elapsed: 2 days, 22:06:03 Gen_loss: 1.148 Dis_loss: 0.8928 Cls_loss: N/A Topk: N/A ada_p: 0.1964
[INFO] 2021-10-19 11:29:01 > Step: 299300 Progress: 29.9% Elapsed: 2 days, 22:07:06 Gen_loss: 1.43 Dis_loss: 0.6894 Cls_loss: N/A Topk: N/A ada_p: 0.1967
[INFO] 2021-10-19 11:30:04 > Step: 299400 Progress: 29.9% Elapsed: 2 days, 22:08:08 Gen_loss: 1.483 Dis_loss: 1.079 Cls_loss: N/A Topk: N/A ada_p: 0.1965
[INFO] 2021-10-19 11:31:06 > Step: 299500 Progress: 29.9% Elapsed: 2 days, 22:09:11 Gen_loss: 1.032 Dis_loss: 0.9199 Cls_loss: N/A Topk: N/A ada_p: 0.1949
[INFO] 2021-10-19 11:32:09 > Step: 299600 Progress: 30.0% Elapsed: 2 days, 22:10:13 Gen_loss: 1.772 Dis_loss: 0.9418 Cls_loss: N/A Topk: N/A ada_p: 0.1944
[INFO] 2021-10-19 11:33:11 > Step: 299700 Progress: 30.0% Elapsed: 2 days, 22:11:16 Gen_loss: 1.585 Dis_loss: 0.7907 Cls_loss: N/A Topk: N/A ada_p: 0.1971
[INFO] 2021-10-19 11:34:13 > Step: 299800 Progress: 30.0% Elapsed: 2 days, 22:12:18 Gen_loss: 0.7964 Dis_loss: 1.104 Cls_loss: N/A Topk: N/A ada_p: 0.1956
[INFO] 2021-10-19 11:35:16 > Step: 299900 Progress: 30.0% Elapsed: 2 days, 22:13:21 Gen_loss: 1.691 Dis_loss: 0.6831 Cls_loss: N/A Topk: N/A ada_p: 0.1928
[INFO] 2021-10-19 11:36:28 > Step: 300000 Progress: 30.0% Elapsed: 2 days, 22:14:33 Gen_loss: 0.9579 Dis_loss: 0.8693 Cls_loss: N/A Topk: N/A ada_p: 0.1923
[INFO] 2021-10-19 11:36:28 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-19 11:36:29 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_300000.png
[INFO] 2021-10-19 11:36:29 > Start Evaluation (300000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-19 11:36:29 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-19 11:41:59 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-19 11:47:36 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-19 12:09:00 > Inception score (Step: 300000, 50000 generated images): 10.394743919372559
[INFO] 2021-10-19 12:09:00 > FID score (Step: 300000, Using train moments): 2.9782877514866755
[INFO] 2021-10-19 12:09:00 > Improved Precision (Step: 300000, Using train images): 0.7443
[INFO] 2021-10-19 12:09:00 > Improved Recall (Step: 300000, Using train images): 0.67082
[INFO] 2021-10-19 12:09:00 > Density (Step: 300000, Using train images): 1.054724
[INFO] 2021-10-19 12:09:00 > Coverage (Step: 300000, Using train images): 0.91394
[INFO] 2021-10-19 12:09:00 > Best FID score (Step: 300000, Using train moments): 2.9782877514866755
[INFO] 2021-10-19 12:09:20 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-19 12:10:20 > Step: 300100 Progress: 30.0% Elapsed: 2 days, 22:48:25 Gen_loss: 1.282 Dis_loss: 1.152 Cls_loss: N/A Topk: N/A ada_p: 0.1932
[INFO] 2021-10-19 12:11:22 > Step: 300200 Progress: 30.0% Elapsed: 2 days, 22:49:26 Gen_loss: 1.315 Dis_loss: 1.022 Cls_loss: N/A Topk: N/A ada_p: 0.1939
[INFO] 2021-10-19 12:12:24 > Step: 300300 Progress: 30.0% Elapsed: 2 days, 22:50:28 Gen_loss: 0.924 Dis_loss: 0.7765 Cls_loss: N/A Topk: N/A ada_p: 0.1888
[INFO] 2021-10-19 12:13:26 > Step: 300400 Progress: 30.0% Elapsed: 2 days, 22:51:30 Gen_loss: 1.506 Dis_loss: 0.9488 Cls_loss: N/A Topk: N/A ada_p: 0.1896
[INFO] 2021-10-19 12:14:28 > Step: 300500 Progress: 30.0% Elapsed: 2 days, 22:52:33 Gen_loss: 1.143 Dis_loss: 0.8791 Cls_loss: N/A Topk: N/A ada_p: 0.1897
[INFO] 2021-10-19 12:15:30 > Step: 300600 Progress: 30.1% Elapsed: 2 days, 22:53:35 Gen_loss: 0.9641 Dis_loss: 0.9161 Cls_loss: N/A Topk: N/A ada_p: 0.1889
[INFO] 2021-10-19 12:16:49 > Step: 300700 Progress: 30.1% Elapsed: 2 days, 22:54:53 Gen_loss: 1.022 Dis_loss: 0.7576 Cls_loss: N/A Topk: N/A ada_p: 0.1897
[INFO] 2021-10-19 12:17:51 > Step: 300800 Progress: 30.1% Elapsed: 2 days, 22:55:56 Gen_loss: 1.481 Dis_loss: 0.8466 Cls_loss: N/A Topk: N/A ada_p: 0.19
[INFO] 2021-10-19 12:18:54 > Step: 300900 Progress: 30.1% Elapsed: 2 days, 22:56:58 Gen_loss: 0.8725 Dis_loss: 0.8966 Cls_loss: N/A Topk: N/A ada_p: 0.1891
[INFO] 2021-10-19 12:19:56 > Step: 301000 Progress: 30.1% Elapsed: 2 days, 22:58:00 Gen_loss: 1.33 Dis_loss: 0.6214 Cls_loss: N/A Topk: N/A ada_p: 0.1929
[INFO] 2021-10-19 12:20:58 > Step: 301100 Progress: 30.1% Elapsed: 2 days, 22:59:02 Gen_loss: 1.303 Dis_loss: 0.9499 Cls_loss: N/A Topk: N/A ada_p: 0.1937
[INFO] 2021-10-19 12:22:00 > Step: 301200 Progress: 30.1% Elapsed: 2 days, 23:00:05 Gen_loss: 1.064 Dis_loss: 0.957 Cls_loss: N/A Topk: N/A ada_p: 0.1921
[INFO] 2021-10-19 12:23:03 > Step: 301300 Progress: 30.1% Elapsed: 2 days, 23:01:08 Gen_loss: 0.893 Dis_loss: 0.8882 Cls_loss: N/A Topk: N/A ada_p: 0.1964
[INFO] 2021-10-19 12:24:07 > Step: 301400 Progress: 30.1% Elapsed: 2 days, 23:02:11 Gen_loss: 1.595 Dis_loss: 0.716 Cls_loss: N/A Topk: N/A ada_p: 0.1915
[INFO] 2021-10-19 12:25:19 > Step: 301500 Progress: 30.1% Elapsed: 2 days, 23:03:23 Gen_loss: 1.385 Dis_loss: 1.124 Cls_loss: N/A Topk: N/A ada_p: 0.1928
[INFO] 2021-10-19 12:26:22 > Step: 301600 Progress: 30.2% Elapsed: 2 days, 23:04:26 Gen_loss: 1.075 Dis_loss: 1.138 Cls_loss: N/A Topk: N/A ada_p: 0.1933
[INFO] 2021-10-19 12:27:24 > Step: 301700 Progress: 30.2% Elapsed: 2 days, 23:05:29 Gen_loss: 1.291 Dis_loss: 0.9125 Cls_loss: N/A Topk: N/A ada_p: 0.1952
[INFO] 2021-10-19 12:28:27 > Step: 301800 Progress: 30.2% Elapsed: 2 days, 23:06:31 Gen_loss: 1.907 Dis_loss: 0.9623 Cls_loss: N/A Topk: N/A ada_p: 0.1942
[INFO] 2021-10-19 12:29:29 > Step: 301900 Progress: 30.2% Elapsed: 2 days, 23:07:33 Gen_loss: 1.082 Dis_loss: 0.9038 Cls_loss: N/A Topk: N/A ada_p: 0.1883
[INFO] 2021-10-19 12:30:31 > Step: 302000 Progress: 30.2% Elapsed: 2 days, 23:08:36 Gen_loss: 0.6346 Dis_loss: 0.9067 Cls_loss: N/A Topk: N/A ada_p: 0.1868
[INFO] 2021-10-19 12:31:33 > Step: 302100 Progress: 30.2% Elapsed: 2 days, 23:09:38 Gen_loss: 1.568 Dis_loss: 0.9729 Cls_loss: N/A Topk: N/A ada_p: 0.1882
[INFO] 2021-10-19 12:32:35 > Step: 302200 Progress: 30.2% Elapsed: 2 days, 23:10:40 Gen_loss: 1.573 Dis_loss: 0.894 Cls_loss: N/A Topk: N/A ada_p: 0.192
[INFO] 2021-10-19 12:33:47 > Step: 302300 Progress: 30.2% Elapsed: 2 days, 23:11:52 Gen_loss: 1.889 Dis_loss: 1.428 Cls_loss: N/A Topk: N/A ada_p: 0.1917
[INFO] 2021-10-19 12:34:50 > Step: 302400 Progress: 30.2% Elapsed: 2 days, 23:12:55 Gen_loss: 1.681 Dis_loss: 0.8446 Cls_loss: N/A Topk: N/A ada_p: 0.1892
[INFO] 2021-10-19 12:35:53 > Step: 302500 Progress: 30.2% Elapsed: 2 days, 23:13:57 Gen_loss: 1.042 Dis_loss: 0.7732 Cls_loss: N/A Topk: N/A ada_p: 0.1891
[INFO] 2021-10-19 12:36:55 > Step: 302600 Progress: 30.3% Elapsed: 2 days, 23:14:59 Gen_loss: 1.169 Dis_loss: 0.9247 Cls_loss: N/A Topk: N/A ada_p: 0.1908
[INFO] 2021-10-19 12:37:57 > Step: 302700 Progress: 30.3% Elapsed: 2 days, 23:16:02 Gen_loss: 1.113 Dis_loss: 0.9309 Cls_loss: N/A Topk: N/A ada_p: 0.1914
[INFO] 2021-10-19 12:38:59 > Step: 302800 Progress: 30.3% Elapsed: 2 days, 23:17:04 Gen_loss: 0.8729 Dis_loss: 1.394 Cls_loss: N/A Topk: N/A ada_p: 0.1908
[INFO] 2021-10-19 12:40:01 > Step: 302900 Progress: 30.3% Elapsed: 2 days, 23:18:06 Gen_loss: 1.538 Dis_loss: 0.7322 Cls_loss: N/A Topk: N/A ada_p: 0.1917
[INFO] 2021-10-19 12:41:03 > Step: 303000 Progress: 30.3% Elapsed: 2 days, 23:19:08 Gen_loss: 2.34 Dis_loss: 1.01 Cls_loss: N/A Topk: N/A ada_p: 0.1923
[INFO] 2021-10-19 12:42:15 > Step: 303100 Progress: 30.3% Elapsed: 2 days, 23:20:20 Gen_loss: 1.461 Dis_loss: 0.7478 Cls_loss: N/A Topk: N/A ada_p: 0.1935
[INFO] 2021-10-19 12:43:17 > Step: 303200 Progress: 30.3% Elapsed: 2 days, 23:21:22 Gen_loss: 0.947 Dis_loss: 0.6562 Cls_loss: N/A Topk: N/A ada_p: 0.1912
[INFO] 2021-10-19 12:44:20 > Step: 303300 Progress: 30.3% Elapsed: 2 days, 23:22:25 Gen_loss: 1.184 Dis_loss: 0.772 Cls_loss: N/A Topk: N/A ada_p: 0.1919
[INFO] 2021-10-19 12:45:22 > Step: 303400 Progress: 30.3% Elapsed: 2 days, 23:23:27 Gen_loss: 1.534 Dis_loss: 1.104 Cls_loss: N/A Topk: N/A ada_p: 0.1914
[INFO] 2021-10-19 12:46:24 > Step: 303500 Progress: 30.3% Elapsed: 2 days, 23:24:29 Gen_loss: 1.508 Dis_loss: 1.06 Cls_loss: N/A Topk: N/A ada_p: 0.1939
[INFO] 2021-10-19 12:47:26 > Step: 303600 Progress: 30.4% Elapsed: 2 days, 23:25:31 Gen_loss: 1.771 Dis_loss: 0.803 Cls_loss: N/A Topk: N/A ada_p: 0.1975
[INFO] 2021-10-19 12:48:28 > Step: 303700 Progress: 30.4% Elapsed: 2 days, 23:26:33 Gen_loss: 1.572 Dis_loss: 1.204 Cls_loss: N/A Topk: N/A ada_p: 0.1935
[INFO] 2021-10-19 12:49:30 > Step: 303800 Progress: 30.4% Elapsed: 2 days, 23:27:35 Gen_loss: 1.513 Dis_loss: 0.9755 Cls_loss: N/A Topk: N/A ada_p: 0.1953
[INFO] 2021-10-19 12:50:42 > Step: 303900 Progress: 30.4% Elapsed: 2 days, 23:28:47 Gen_loss: 1.005 Dis_loss: 0.9283 Cls_loss: N/A Topk: N/A ada_p: 0.1938
[INFO] 2021-10-19 12:51:44 > Step: 304000 Progress: 30.4% Elapsed: 2 days, 23:29:49 Gen_loss: 0.8456 Dis_loss: 0.9158 Cls_loss: N/A Topk: N/A ada_p: 0.1966
[INFO] 2021-10-19 12:52:47 > Step: 304100 Progress: 30.4% Elapsed: 2 days, 23:30:51 Gen_loss: 1.217 Dis_loss: 0.8719 Cls_loss: N/A Topk: N/A ada_p: 0.1921
[INFO] 2021-10-19 12:53:49 > Step: 304200 Progress: 30.4% Elapsed: 2 days, 23:31:54 Gen_loss: 1.524 Dis_loss: 1.085 Cls_loss: N/A Topk: N/A ada_p: 0.1921
[INFO] 2021-10-19 12:54:51 > Step: 304300 Progress: 30.4% Elapsed: 2 days, 23:32:55 Gen_loss: 0.9161 Dis_loss: 1.064 Cls_loss: N/A Topk: N/A ada_p: 0.1896
[INFO] 2021-10-19 12:55:53 > Step: 304400 Progress: 30.4% Elapsed: 2 days, 23:33:58 Gen_loss: 1.821 Dis_loss: 0.5554 Cls_loss: N/A Topk: N/A ada_p: 0.1855
[INFO] 2021-10-19 12:56:55 > Step: 304500 Progress: 30.4% Elapsed: 2 days, 23:35:00 Gen_loss: 1.149 Dis_loss: 0.8506 Cls_loss: N/A Topk: N/A ada_p: 0.1843
[INFO] 2021-10-19 12:58:08 > Step: 304600 Progress: 30.5% Elapsed: 2 days, 23:36:12 Gen_loss: 1.011 Dis_loss: 0.9508 Cls_loss: N/A Topk: N/A ada_p: 0.1848
[INFO] 2021-10-19 12:59:09 > Step: 304700 Progress: 30.5% Elapsed: 2 days, 23:37:14 Gen_loss: 1.905 Dis_loss: 0.7026 Cls_loss: N/A Topk: N/A ada_p: 0.1876
[INFO] 2021-10-19 13:00:11 > Step: 304800 Progress: 30.5% Elapsed: 2 days, 23:38:16 Gen_loss: 1.665 Dis_loss: 0.5773 Cls_loss: N/A Topk: N/A ada_p: 0.1882
[INFO] 2021-10-19 13:01:14 > Step: 304900 Progress: 30.5% Elapsed: 2 days, 23:39:19 Gen_loss: 1.19 Dis_loss: 0.8593 Cls_loss: N/A Topk: N/A ada_p: 0.1908
[INFO] 2021-10-19 13:02:16 > Step: 305000 Progress: 30.5% Elapsed: 2 days, 23:40:21 Gen_loss: 0.5466 Dis_loss: 0.9346 Cls_loss: N/A Topk: N/A ada_p: 0.1947
[INFO] 2021-10-19 13:03:18 > Step: 305100 Progress: 30.5% Elapsed: 2 days, 23:41:23 Gen_loss: 1.543 Dis_loss: 0.8653 Cls_loss: N/A Topk: N/A ada_p: 0.1921
[INFO] 2021-10-19 13:04:20 > Step: 305200 Progress: 30.5% Elapsed: 2 days, 23:42:25 Gen_loss: 1.281 Dis_loss: 1.044 Cls_loss: N/A Topk: N/A ada_p: 0.1885
[INFO] 2021-10-19 13:05:22 > Step: 305300 Progress: 30.5% Elapsed: 2 days, 23:43:27 Gen_loss: 1.492 Dis_loss: 0.8806 Cls_loss: N/A Topk: N/A ada_p: 0.1897
[INFO] 2021-10-19 13:06:34 > Step: 305400 Progress: 30.5% Elapsed: 2 days, 23:44:39 Gen_loss: 2.068 Dis_loss: 0.8507 Cls_loss: N/A Topk: N/A ada_p: 0.1882
[INFO] 2021-10-19 13:07:37 > Step: 305500 Progress: 30.6% Elapsed: 2 days, 23:45:42 Gen_loss: 1.921 Dis_loss: 0.9458 Cls_loss: N/A Topk: N/A ada_p: 0.1907
[INFO] 2021-10-19 13:08:40 > Step: 305600 Progress: 30.6% Elapsed: 2 days, 23:46:44 Gen_loss: 1.216 Dis_loss: 0.9613 Cls_loss: N/A Topk: N/A ada_p: 0.1948
[INFO] 2021-10-19 13:09:42 > Step: 305700 Progress: 30.6% Elapsed: 2 days, 23:47:47 Gen_loss: 1.332 Dis_loss: 0.911 Cls_loss: N/A Topk: N/A ada_p: 0.1911
[INFO] 2021-10-19 13:10:45 > Step: 305800 Progress: 30.6% Elapsed: 2 days, 23:48:50 Gen_loss: 1.439 Dis_loss: 0.805 Cls_loss: N/A Topk: N/A ada_p: 0.1932
[INFO] 2021-10-19 13:11:48 > Step: 305900 Progress: 30.6% Elapsed: 2 days, 23:49:53 Gen_loss: 1.791 Dis_loss: 1.065 Cls_loss: N/A Topk: N/A ada_p: 0.1944
[INFO] 2021-10-19 13:12:51 > Step: 306000 Progress: 30.6% Elapsed: 2 days, 23:50:55 Gen_loss: 1.834 Dis_loss: 0.9465 Cls_loss: N/A Topk: N/A ada_p: 0.1921
[INFO] 2021-10-19 13:13:53 > Step: 306100 Progress: 30.6% Elapsed: 2 days, 23:51:58 Gen_loss: 1.311 Dis_loss: 1.136 Cls_loss: N/A Topk: N/A ada_p: 0.1933
[INFO] 2021-10-19 13:15:05 > Step: 306200 Progress: 30.6% Elapsed: 2 days, 23:53:10 Gen_loss: 1.555 Dis_loss: 0.699 Cls_loss: N/A Topk: N/A ada_p: 0.1884
[INFO] 2021-10-19 13:16:07 > Step: 306300 Progress: 30.6% Elapsed: 2 days, 23:54:12 Gen_loss: 1.211 Dis_loss: 0.9819 Cls_loss: N/A Topk: N/A ada_p: 0.191
[INFO] 2021-10-19 13:17:09 > Step: 306400 Progress: 30.6% Elapsed: 2 days, 23:55:14 Gen_loss: 0.6774 Dis_loss: 0.9404 Cls_loss: N/A Topk: N/A ada_p: 0.1907
[INFO] 2021-10-19 13:18:12 > Step: 306500 Progress: 30.6% Elapsed: 2 days, 23:56:16 Gen_loss: 1.335 Dis_loss: 1.299 Cls_loss: N/A Topk: N/A ada_p: 0.1926
[INFO] 2021-10-19 13:19:14 > Step: 306600 Progress: 30.7% Elapsed: 2 days, 23:57:19 Gen_loss: 1.47 Dis_loss: 1.109 Cls_loss: N/A Topk: N/A ada_p: 0.1957
[INFO] 2021-10-19 13:20:16 > Step: 306700 Progress: 30.7% Elapsed: 2 days, 23:58:21 Gen_loss: 1.455 Dis_loss: 1.061 Cls_loss: N/A Topk: N/A ada_p: 0.1939
[INFO] 2021-10-19 13:21:18 > Step: 306800 Progress: 30.7% Elapsed: 2 days, 23:59:23 Gen_loss: 1.556 Dis_loss: 0.9695 Cls_loss: N/A Topk: N/A ada_p: 0.1957
[INFO] 2021-10-19 13:22:22 > Step: 306900 Progress: 30.7% Elapsed: 3 days, 0:00:26 Gen_loss: 1.811 Dis_loss: 1.063 Cls_loss: N/A Topk: N/A ada_p: 0.1956
[INFO] 2021-10-19 13:23:34 > Step: 307000 Progress: 30.7% Elapsed: 3 days, 0:01:38 Gen_loss: 3.048 Dis_loss: 1.144 Cls_loss: N/A Topk: N/A ada_p: 0.193
[INFO] 2021-10-19 13:24:38 > Step: 307100 Progress: 30.7% Elapsed: 3 days, 0:02:42 Gen_loss: 2.172 Dis_loss: 0.7006 Cls_loss: N/A Topk: N/A ada_p: 0.1951
[INFO] 2021-10-19 13:25:40 > Step: 307200 Progress: 30.7% Elapsed: 3 days, 0:03:45 Gen_loss: 1.627 Dis_loss: 1.987 Cls_loss: N/A Topk: N/A ada_p: 0.1974
[INFO] 2021-10-19 13:26:43 > Step: 307300 Progress: 30.7% Elapsed: 3 days, 0:04:48 Gen_loss: 1.516 Dis_loss: 0.9699 Cls_loss: N/A Topk: N/A ada_p: 0.1957
[INFO] 2021-10-19 13:27:45 > Step: 307400 Progress: 30.7% Elapsed: 3 days, 0:05:50 Gen_loss: 1.8 Dis_loss: 1.339 Cls_loss: N/A Topk: N/A ada_p: 0.1952
[INFO] 2021-10-19 13:28:47 > Step: 307500 Progress: 30.8% Elapsed: 3 days, 0:06:52 Gen_loss: 2.119 Dis_loss: 1.147 Cls_loss: N/A Topk: N/A ada_p: 0.1914
[INFO] 2021-10-19 13:29:50 > Step: 307600 Progress: 30.8% Elapsed: 3 days, 0:07:54 Gen_loss: 1.346 Dis_loss: 0.9108 Cls_loss: N/A Topk: N/A ada_p: 0.1896
[INFO] 2021-10-19 13:30:52 > Step: 307700 Progress: 30.8% Elapsed: 3 days, 0:08:57 Gen_loss: 1.366 Dis_loss: 0.6854 Cls_loss: N/A Topk: N/A ada_p: 0.1882
[INFO] 2021-10-19 13:32:04 > Step: 307800 Progress: 30.8% Elapsed: 3 days, 0:10:09 Gen_loss: 1.233 Dis_loss: 0.8763 Cls_loss: N/A Topk: N/A ada_p: 0.1902
[INFO] 2021-10-19 13:33:06 > Step: 307900 Progress: 30.8% Elapsed: 3 days, 0:11:11 Gen_loss: 0.5293 Dis_loss: 0.9768 Cls_loss: N/A Topk: N/A ada_p: 0.1917
[INFO] 2021-10-19 13:34:09 > Step: 308000 Progress: 30.8% Elapsed: 3 days, 0:12:14 Gen_loss: 0.9457 Dis_loss: 0.7362 Cls_loss: N/A Topk: N/A ada_p: 0.191
[INFO] 2021-10-19 13:35:12 > Step: 308100 Progress: 30.8% Elapsed: 3 days, 0:13:16 Gen_loss: 0.6128 Dis_loss: 1.822 Cls_loss: N/A Topk: N/A ada_p: 0.1962
[INFO] 2021-10-19 13:36:14 > Step: 308200 Progress: 30.8% Elapsed: 3 days, 0:14:19 Gen_loss: 1.433 Dis_loss: 0.7969 Cls_loss: N/A Topk: N/A ada_p: 0.1957
[INFO] 2021-10-19 13:37:16 > Step: 308300 Progress: 30.8% Elapsed: 3 days, 0:15:21 Gen_loss: 1.221 Dis_loss: 0.705 Cls_loss: N/A Topk: N/A ada_p: 0.1949
[INFO] 2021-10-19 13:38:19 > Step: 308400 Progress: 30.8% Elapsed: 3 days, 0:16:23 Gen_loss: 0.8384 Dis_loss: 0.967 Cls_loss: N/A Topk: N/A ada_p: 0.1955
[INFO] 2021-10-19 13:39:32 > Step: 308500 Progress: 30.9% Elapsed: 3 days, 0:17:37 Gen_loss: 1.692 Dis_loss: 0.8938 Cls_loss: N/A Topk: N/A ada_p: 0.1907
[INFO] 2021-10-19 13:40:34 > Step: 308600 Progress: 30.9% Elapsed: 3 days, 0:18:38 Gen_loss: 1.591 Dis_loss: 0.7829 Cls_loss: N/A Topk: N/A ada_p: 0.1902
[INFO] 2021-10-19 13:41:37 > Step: 308700 Progress: 30.9% Elapsed: 3 days, 0:19:41 Gen_loss: 1.48 Dis_loss: 0.7555 Cls_loss: N/A Topk: N/A ada_p: 0.1907
[INFO] 2021-10-19 13:42:39 > Step: 308800 Progress: 30.9% Elapsed: 3 days, 0:20:44 Gen_loss: 1.626 Dis_loss: 0.4275 Cls_loss: N/A Topk: N/A ada_p: 0.1882
[INFO] 2021-10-19 13:43:42 > Step: 308900 Progress: 30.9% Elapsed: 3 days, 0:21:47 Gen_loss: 1.186 Dis_loss: 0.919 Cls_loss: N/A Topk: N/A ada_p: 0.1857
[INFO] 2021-10-19 13:44:45 > Step: 309000 Progress: 30.9% Elapsed: 3 days, 0:22:50 Gen_loss: 1.742 Dis_loss: 1.002 Cls_loss: N/A Topk: N/A ada_p: 0.1875
[INFO] 2021-10-19 13:45:48 > Step: 309100 Progress: 30.9% Elapsed: 3 days, 0:23:53 Gen_loss: 1.896 Dis_loss: 0.8682 Cls_loss: N/A Topk: N/A ada_p: 0.1885
[INFO] 2021-10-19 13:46:50 > Step: 309200 Progress: 30.9% Elapsed: 3 days, 0:24:55 Gen_loss: 0.6739 Dis_loss: 0.8586 Cls_loss: N/A Topk: N/A ada_p: 0.1865
[INFO] 2021-10-19 13:48:03 > Step: 309300 Progress: 30.9% Elapsed: 3 days, 0:26:08 Gen_loss: 1.636 Dis_loss: 0.9036 Cls_loss: N/A Topk: N/A ada_p: 0.1859
[INFO] 2021-10-19 13:49:06 > Step: 309400 Progress: 30.9% Elapsed: 3 days, 0:27:10 Gen_loss: 0.8007 Dis_loss: 0.9869 Cls_loss: N/A Topk: N/A ada_p: 0.1928
[INFO] 2021-10-19 13:50:08 > Step: 309500 Progress: 30.9% Elapsed: 3 days, 0:28:12 Gen_loss: 1.552 Dis_loss: 1.083 Cls_loss: N/A Topk: N/A ada_p: 0.1915
[INFO] 2021-10-19 13:51:10 > Step: 309600 Progress: 31.0% Elapsed: 3 days, 0:29:15 Gen_loss: 1.262 Dis_loss: 0.6519 Cls_loss: N/A Topk: N/A ada_p: 0.1907
[INFO] 2021-10-19 13:52:12 > Step: 309700 Progress: 31.0% Elapsed: 3 days, 0:30:17 Gen_loss: 1.726 Dis_loss: 1.309 Cls_loss: N/A Topk: N/A ada_p: 0.1939
[INFO] 2021-10-19 13:53:14 > Step: 309800 Progress: 31.0% Elapsed: 3 days, 0:31:19 Gen_loss: 1.249 Dis_loss: 1.033 Cls_loss: N/A Topk: N/A ada_p: 0.1903
[INFO] 2021-10-19 13:54:17 > Step: 309900 Progress: 31.0% Elapsed: 3 days, 0:32:21 Gen_loss: 1.67 Dis_loss: 0.9658 Cls_loss: N/A Topk: N/A ada_p: 0.1891
[INFO] 2021-10-19 13:55:20 > Step: 310000 Progress: 31.0% Elapsed: 3 days, 0:33:24 Gen_loss: 1.005 Dis_loss: 0.6669 Cls_loss: N/A Topk: N/A ada_p: 0.1906
[INFO] 2021-10-19 13:55:20 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-19 13:55:21 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_310000.png
[INFO] 2021-10-19 13:55:21 > Start Evaluation (310000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-19 13:55:21 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-19 14:00:50 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-19 14:06:27 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-19 14:27:44 > Inception score (Step: 310000, 50000 generated images): 10.32684326171875
[INFO] 2021-10-19 14:27:44 > FID score (Step: 310000, Using train moments): 3.0398335689814076
[INFO] 2021-10-19 14:27:44 > Improved Precision (Step: 310000, Using train images): 0.73964
[INFO] 2021-10-19 14:27:44 > Improved Recall (Step: 310000, Using train images): 0.67046
[INFO] 2021-10-19 14:27:44 > Density (Step: 310000, Using train images): 1.0411160000000002
[INFO] 2021-10-19 14:27:44 > Coverage (Step: 310000, Using train images): 0.90872
[INFO] 2021-10-19 14:27:44 > Best FID score (Step: 300000, Using train moments): 2.9782877514866755
[INFO] 2021-10-19 14:27:55 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-19 14:29:13 > Step: 310100 Progress: 31.0% Elapsed: 3 days, 1:07:18 Gen_loss: 1.395 Dis_loss: 0.8599 Cls_loss: N/A Topk: N/A ada_p: 0.1912
[INFO] 2021-10-19 14:30:15 > Step: 310200 Progress: 31.0% Elapsed: 3 days, 1:08:20 Gen_loss: 1.18 Dis_loss: 1.147 Cls_loss: N/A Topk: N/A ada_p: 0.1905
[INFO] 2021-10-19 14:31:17 > Step: 310300 Progress: 31.0% Elapsed: 3 days, 1:09:22 Gen_loss: 0.9939 Dis_loss: 0.7008 Cls_loss: N/A Topk: N/A ada_p: 0.1894
[INFO] 2021-10-19 14:32:19 > Step: 310400 Progress: 31.0% Elapsed: 3 days, 1:10:24 Gen_loss: 1.923 Dis_loss: 0.9912 Cls_loss: N/A Topk: N/A ada_p: 0.1902
[INFO] 2021-10-19 14:33:22 > Step: 310500 Progress: 31.1% Elapsed: 3 days, 1:11:27 Gen_loss: 1.083 Dis_loss: 1.025 Cls_loss: N/A Topk: N/A ada_p: 0.1921
[INFO] 2021-10-19 14:34:25 > Step: 310600 Progress: 31.1% Elapsed: 3 days, 1:12:29 Gen_loss: 1.465 Dis_loss: 0.9986 Cls_loss: N/A Topk: N/A ada_p: 0.1939
[INFO] 2021-10-19 14:35:28 > Step: 310700 Progress: 31.1% Elapsed: 3 days, 1:13:33 Gen_loss: 1.839 Dis_loss: 0.7439 Cls_loss: N/A Topk: N/A ada_p: 0.1972
[INFO] 2021-10-19 14:36:31 > Step: 310800 Progress: 31.1% Elapsed: 3 days, 1:14:35 Gen_loss: 2.056 Dis_loss: 0.6371 Cls_loss: N/A Topk: N/A ada_p: 0.196
[INFO] 2021-10-19 14:37:43 > Step: 310900 Progress: 31.1% Elapsed: 3 days, 1:15:48 Gen_loss: 1.424 Dis_loss: 0.6521 Cls_loss: N/A Topk: N/A ada_p: 0.1958
[INFO] 2021-10-19 14:38:46 > Step: 311000 Progress: 31.1% Elapsed: 3 days, 1:16:50 Gen_loss: 2.455 Dis_loss: 1.343 Cls_loss: N/A Topk: N/A ada_p: 0.1966
[INFO] 2021-10-19 14:39:49 > Step: 311100 Progress: 31.1% Elapsed: 3 days, 1:17:53 Gen_loss: 1.409 Dis_loss: 0.7118 Cls_loss: N/A Topk: N/A ada_p: 0.1964
[INFO] 2021-10-19 14:40:51 > Step: 311200 Progress: 31.1% Elapsed: 3 days, 1:18:56 Gen_loss: 1.637 Dis_loss: 0.7494 Cls_loss: N/A Topk: N/A ada_p: 0.1981
[INFO] 2021-10-19 14:41:54 > Step: 311300 Progress: 31.1% Elapsed: 3 days, 1:19:58 Gen_loss: 1.302 Dis_loss: 0.9452 Cls_loss: N/A Topk: N/A ada_p: 0.1965
[INFO] 2021-10-19 14:42:56 > Step: 311400 Progress: 31.1% Elapsed: 3 days, 1:21:01 Gen_loss: 1.757 Dis_loss: 0.8634 Cls_loss: N/A Topk: N/A ada_p: 0.1975
[INFO] 2021-10-19 14:43:59 > Step: 311500 Progress: 31.1% Elapsed: 3 days, 1:22:03 Gen_loss: 0.7453 Dis_loss: 0.897 Cls_loss: N/A Topk: N/A ada_p: 0.1949
[INFO] 2021-10-19 14:45:03 > Step: 311600 Progress: 31.2% Elapsed: 3 days, 1:23:07 Gen_loss: 1.016 Dis_loss: 0.8121 Cls_loss: N/A Topk: N/A ada_p: 0.1926
[INFO] 2021-10-19 14:46:15 > Step: 311700 Progress: 31.2% Elapsed: 3 days, 1:24:20 Gen_loss: 0.7632 Dis_loss: 0.7666 Cls_loss: N/A Topk: N/A ada_p: 0.1948
[INFO] 2021-10-19 14:47:18 > Step: 311800 Progress: 31.2% Elapsed: 3 days, 1:25:23 Gen_loss: 1.307 Dis_loss: 0.8136 Cls_loss: N/A Topk: N/A ada_p: 0.1953
[INFO] 2021-10-19 14:48:21 > Step: 311900 Progress: 31.2% Elapsed: 3 days, 1:26:26 Gen_loss: 2.21 Dis_loss: 1.108 Cls_loss: N/A Topk: N/A ada_p: 0.1997
[INFO] 2021-10-19 14:49:24 > Step: 312000 Progress: 31.2% Elapsed: 3 days, 1:27:28 Gen_loss: 1.477 Dis_loss: 1.025 Cls_loss: N/A Topk: N/A ada_p: 0.1948
[INFO] 2021-10-19 14:50:28 > Step: 312100 Progress: 31.2% Elapsed: 3 days, 1:28:32 Gen_loss: 1.776 Dis_loss: 0.7666 Cls_loss: N/A Topk: N/A ada_p: 0.1967
[INFO] 2021-10-19 14:51:30 > Step: 312200 Progress: 31.2% Elapsed: 3 days, 1:29:35 Gen_loss: 1.196 Dis_loss: 1.079 Cls_loss: N/A Topk: N/A ada_p: 0.1949
[INFO] 2021-10-19 14:52:32 > Step: 312300 Progress: 31.2% Elapsed: 3 days, 1:30:37 Gen_loss: 0.94 Dis_loss: 1.048 Cls_loss: N/A Topk: N/A ada_p: 0.1893
[INFO] 2021-10-19 14:53:35 > Step: 312400 Progress: 31.2% Elapsed: 3 days, 1:31:40 Gen_loss: 1.567 Dis_loss: 0.9978 Cls_loss: N/A Topk: N/A ada_p: 0.1934
[INFO] 2021-10-19 14:54:48 > Step: 312500 Progress: 31.2% Elapsed: 3 days, 1:32:52 Gen_loss: 1.774 Dis_loss: 0.7568 Cls_loss: N/A Topk: N/A ada_p: 0.1953
[INFO] 2021-10-19 14:55:51 > Step: 312600 Progress: 31.3% Elapsed: 3 days, 1:33:55 Gen_loss: 1.443 Dis_loss: 0.7381 Cls_loss: N/A Topk: N/A ada_p: 0.1946
[INFO] 2021-10-19 14:56:53 > Step: 312700 Progress: 31.3% Elapsed: 3 days, 1:34:58 Gen_loss: 1.361 Dis_loss: 0.6589 Cls_loss: N/A Topk: N/A ada_p: 0.1907
[INFO] 2021-10-19 14:57:56 > Step: 312800 Progress: 31.3% Elapsed: 3 days, 1:36:00 Gen_loss: 2.252 Dis_loss: 0.6912 Cls_loss: N/A Topk: N/A ada_p: 0.1907
[INFO] 2021-10-19 14:58:59 > Step: 312900 Progress: 31.3% Elapsed: 3 days, 1:37:03 Gen_loss: 1.111 Dis_loss: 1.177 Cls_loss: N/A Topk: N/A ada_p: 0.1937
[INFO] 2021-10-19 15:00:01 > Step: 313000 Progress: 31.3% Elapsed: 3 days, 1:38:06 Gen_loss: 1.834 Dis_loss: 0.8754 Cls_loss: N/A Topk: N/A ada_p: 0.1932
[INFO] 2021-10-19 15:01:04 > Step: 313100 Progress: 31.3% Elapsed: 3 days, 1:39:09 Gen_loss: 1.373 Dis_loss: 0.9571 Cls_loss: N/A Topk: N/A ada_p: 0.1919
[INFO] 2021-10-19 15:02:17 > Step: 313200 Progress: 31.3% Elapsed: 3 days, 1:40:21 Gen_loss: 1.971 Dis_loss: 0.8943 Cls_loss: N/A Topk: N/A ada_p: 0.1947
[INFO] 2021-10-19 15:03:19 > Step: 313300 Progress: 31.3% Elapsed: 3 days, 1:41:24 Gen_loss: 2.006 Dis_loss: 1.28 Cls_loss: N/A Topk: N/A ada_p: 0.1933
[INFO] 2021-10-19 15:04:21 > Step: 313400 Progress: 31.3% Elapsed: 3 days, 1:42:26 Gen_loss: 0.9731 Dis_loss: 0.8444 Cls_loss: N/A Topk: N/A ada_p: 0.1894
[INFO] 2021-10-19 15:05:24 > Step: 313500 Progress: 31.4% Elapsed: 3 days, 1:43:28 Gen_loss: 2.197 Dis_loss: 1.058 Cls_loss: N/A Topk: N/A ada_p: 0.19
[INFO] 2021-10-19 15:06:26 > Step: 313600 Progress: 31.4% Elapsed: 3 days, 1:44:31 Gen_loss: 1.519 Dis_loss: 0.9705 Cls_loss: N/A Topk: N/A ada_p: 0.19
[INFO] 2021-10-19 15:07:29 > Step: 313700 Progress: 31.4% Elapsed: 3 days, 1:45:34 Gen_loss: 1.231 Dis_loss: 0.7187 Cls_loss: N/A Topk: N/A ada_p: 0.1888
[INFO] 2021-10-19 15:08:31 > Step: 313800 Progress: 31.4% Elapsed: 3 days, 1:46:36 Gen_loss: 0.7909 Dis_loss: 0.9986 Cls_loss: N/A Topk: N/A ada_p: 0.1883
[INFO] 2021-10-19 15:09:33 > Step: 313900 Progress: 31.4% Elapsed: 3 days, 1:47:38 Gen_loss: 2.094 Dis_loss: 1.308 Cls_loss: N/A Topk: N/A ada_p: 0.1921
[INFO] 2021-10-19 15:10:46 > Step: 314000 Progress: 31.4% Elapsed: 3 days, 1:48:50 Gen_loss: 0.8379 Dis_loss: 1.157 Cls_loss: N/A Topk: N/A ada_p: 0.1916
[INFO] 2021-10-19 15:11:48 > Step: 314100 Progress: 31.4% Elapsed: 3 days, 1:49:53 Gen_loss: 2.445 Dis_loss: 0.9788 Cls_loss: N/A Topk: N/A ada_p: 0.1976
[INFO] 2021-10-19 15:12:50 > Step: 314200 Progress: 31.4% Elapsed: 3 days, 1:50:55 Gen_loss: 1.394 Dis_loss: 1.123 Cls_loss: N/A Topk: N/A ada_p: 0.1958
[INFO] 2021-10-19 15:13:53 > Step: 314300 Progress: 31.4% Elapsed: 3 days, 1:51:58 Gen_loss: 0.9414 Dis_loss: 0.9944 Cls_loss: N/A Topk: N/A ada_p: 0.1933
[INFO] 2021-10-19 15:14:55 > Step: 314400 Progress: 31.4% Elapsed: 3 days, 1:53:00 Gen_loss: 0.8762 Dis_loss: 0.9785 Cls_loss: N/A Topk: N/A ada_p: 0.1935
[INFO] 2021-10-19 15:15:58 > Step: 314500 Progress: 31.4% Elapsed: 3 days, 1:54:02 Gen_loss: 1.284 Dis_loss: 0.6433 Cls_loss: N/A Topk: N/A ada_p: 0.1975
[INFO] 2021-10-19 15:17:00 > Step: 314600 Progress: 31.5% Elapsed: 3 days, 1:55:05 Gen_loss: 0.9724 Dis_loss: 0.744 Cls_loss: N/A Topk: N/A ada_p: 0.1947
[INFO] 2021-10-19 15:18:02 > Step: 314700 Progress: 31.5% Elapsed: 3 days, 1:56:07 Gen_loss: 1.504 Dis_loss: 0.8646 Cls_loss: N/A Topk: N/A ada_p: 0.1985
[INFO] 2021-10-19 15:19:14 > Step: 314800 Progress: 31.5% Elapsed: 3 days, 1:57:19 Gen_loss: 1.873 Dis_loss: 0.7377 Cls_loss: N/A Topk: N/A ada_p: 0.1972
[INFO] 2021-10-19 15:20:17 > Step: 314900 Progress: 31.5% Elapsed: 3 days, 1:58:22 Gen_loss: 1.653 Dis_loss: 1.188 Cls_loss: N/A Topk: N/A ada_p: 0.2002
[INFO] 2021-10-19 15:21:20 > Step: 315000 Progress: 31.5% Elapsed: 3 days, 1:59:24 Gen_loss: 1.277 Dis_loss: 1.033 Cls_loss: N/A Topk: N/A ada_p: 0.2002
[INFO] 2021-10-19 15:22:22 > Step: 315100 Progress: 31.5% Elapsed: 3 days, 2:00:27 Gen_loss: 1.655 Dis_loss: 0.7952 Cls_loss: N/A Topk: N/A ada_p: 0.1994
[INFO] 2021-10-19 15:23:24 > Step: 315200 Progress: 31.5% Elapsed: 3 days, 2:01:29 Gen_loss: 1.339 Dis_loss: 0.6264 Cls_loss: N/A Topk: N/A ada_p: 0.1997
[INFO] 2021-10-19 15:24:27 > Step: 315300 Progress: 31.5% Elapsed: 3 days, 2:02:31 Gen_loss: 1.119 Dis_loss: 1.015 Cls_loss: N/A Topk: N/A ada_p: 0.1996
[INFO] 2021-10-19 15:25:29 > Step: 315400 Progress: 31.5% Elapsed: 3 days, 2:03:33 Gen_loss: 1.309 Dis_loss: 0.9415 Cls_loss: N/A Topk: N/A ada_p: 0.1972
[INFO] 2021-10-19 15:26:31 > Step: 315500 Progress: 31.6% Elapsed: 3 days, 2:04:35 Gen_loss: 1.04 Dis_loss: 0.8569 Cls_loss: N/A Topk: N/A ada_p: 0.1965
[INFO] 2021-10-19 15:27:43 > Step: 315600 Progress: 31.6% Elapsed: 3 days, 2:05:47 Gen_loss: 2.071 Dis_loss: 1.319 Cls_loss: N/A Topk: N/A ada_p: 0.1939
[INFO] 2021-10-19 15:28:46 > Step: 315700 Progress: 31.6% Elapsed: 3 days, 2:06:50 Gen_loss: 1.512 Dis_loss: 0.7664 Cls_loss: N/A Topk: N/A ada_p: 0.1946
[INFO] 2021-10-19 15:29:48 > Step: 315800 Progress: 31.6% Elapsed: 3 days, 2:07:53 Gen_loss: 1.699 Dis_loss: 0.8915 Cls_loss: N/A Topk: N/A ada_p: 0.1907
[INFO] 2021-10-19 15:30:50 > Step: 315900 Progress: 31.6% Elapsed: 3 days, 2:08:55 Gen_loss: 1.757 Dis_loss: 1.118 Cls_loss: N/A Topk: N/A ada_p: 0.1928
[INFO] 2021-10-19 15:31:52 > Step: 316000 Progress: 31.6% Elapsed: 3 days, 2:09:57 Gen_loss: 2.104 Dis_loss: 0.813 Cls_loss: N/A Topk: N/A ada_p: 0.1971
[INFO] 2021-10-19 15:32:55 > Step: 316100 Progress: 31.6% Elapsed: 3 days, 2:10:59 Gen_loss: 0.8562 Dis_loss: 0.9696 Cls_loss: N/A Topk: N/A ada_p: 0.1965
[INFO] 2021-10-19 15:33:57 > Step: 316200 Progress: 31.6% Elapsed: 3 days, 2:12:02 Gen_loss: 1.489 Dis_loss: 0.9724 Cls_loss: N/A Topk: N/A ada_p: 0.1957
[INFO] 2021-10-19 15:34:59 > Step: 316300 Progress: 31.6% Elapsed: 3 days, 2:13:04 Gen_loss: 1.183 Dis_loss: 0.8487 Cls_loss: N/A Topk: N/A ada_p: 0.1965
[INFO] 2021-10-19 15:36:12 > Step: 316400 Progress: 31.6% Elapsed: 3 days, 2:14:16 Gen_loss: 2.702 Dis_loss: 1.379 Cls_loss: N/A Topk: N/A ada_p: 0.1916
[INFO] 2021-10-19 15:37:15 > Step: 316500 Progress: 31.6% Elapsed: 3 days, 2:15:19 Gen_loss: 1.364 Dis_loss: 1.188 Cls_loss: N/A Topk: N/A ada_p: 0.1956
[INFO] 2021-10-19 15:38:17 > Step: 316600 Progress: 31.7% Elapsed: 3 days, 2:16:22 Gen_loss: 1.633 Dis_loss: 0.4616 Cls_loss: N/A Topk: N/A ada_p: 0.1958
[INFO] 2021-10-19 15:39:19 > Step: 316700 Progress: 31.7% Elapsed: 3 days, 2:17:24 Gen_loss: 13.2 Dis_loss: 0.9376 Cls_loss: N/A Topk: N/A ada_p: 0.1966
[INFO] 2021-10-19 15:40:21 > Step: 316800 Progress: 31.7% Elapsed: 3 days, 2:18:26 Gen_loss: 1.13 Dis_loss: 0.9208 Cls_loss: N/A Topk: N/A ada_p: 0.1974
[INFO] 2021-10-19 15:41:24 > Step: 316900 Progress: 31.7% Elapsed: 3 days, 2:19:29 Gen_loss: 1.864 Dis_loss: 1.144 Cls_loss: N/A Topk: N/A ada_p: 0.197
[INFO] 2021-10-19 15:42:26 > Step: 317000 Progress: 31.7% Elapsed: 3 days, 2:20:31 Gen_loss: 1.317 Dis_loss: 0.6228 Cls_loss: N/A Topk: N/A ada_p: 0.1972
[INFO] 2021-10-19 15:43:39 > Step: 317100 Progress: 31.7% Elapsed: 3 days, 2:21:43 Gen_loss: 1.398 Dis_loss: 0.9479 Cls_loss: N/A Topk: N/A ada_p: 0.1957
[INFO] 2021-10-19 15:44:40 > Step: 317200 Progress: 31.7% Elapsed: 3 days, 2:22:45 Gen_loss: 0.7105 Dis_loss: 1.084 Cls_loss: N/A Topk: N/A ada_p: 0.1975
[INFO] 2021-10-19 15:45:43 > Step: 317300 Progress: 31.7% Elapsed: 3 days, 2:23:48 Gen_loss: 0.9368 Dis_loss: 1.019 Cls_loss: N/A Topk: N/A ada_p: 0.1976
[INFO] 2021-10-19 15:46:45 > Step: 317400 Progress: 31.7% Elapsed: 3 days, 2:24:50 Gen_loss: 1.579 Dis_loss: 0.7472 Cls_loss: N/A Topk: N/A ada_p: 0.1948
[INFO] 2021-10-19 15:47:49 > Step: 317500 Progress: 31.8% Elapsed: 3 days, 2:25:53 Gen_loss: 1.104 Dis_loss: 0.6725 Cls_loss: N/A Topk: N/A ada_p: 0.1969
[INFO] 2021-10-19 15:48:52 > Step: 317600 Progress: 31.8% Elapsed: 3 days, 2:26:56 Gen_loss: 1.07 Dis_loss: 0.854 Cls_loss: N/A Topk: N/A ada_p: 0.1999
[INFO] 2021-10-19 15:49:54 > Step: 317700 Progress: 31.8% Elapsed: 3 days, 2:27:59 Gen_loss: 1.567 Dis_loss: 0.9393 Cls_loss: N/A Topk: N/A ada_p: 0.1962
[INFO] 2021-10-19 15:50:57 > Step: 317800 Progress: 31.8% Elapsed: 3 days, 2:29:01 Gen_loss: 1.067 Dis_loss: 0.9705 Cls_loss: N/A Topk: N/A ada_p: 0.1934
[INFO] 2021-10-19 15:52:09 > Step: 317900 Progress: 31.8% Elapsed: 3 days, 2:30:13 Gen_loss: 1.173 Dis_loss: 0.5876 Cls_loss: N/A Topk: N/A ada_p: 0.1952
[INFO] 2021-10-19 15:53:11 > Step: 318000 Progress: 31.8% Elapsed: 3 days, 2:31:15 Gen_loss: 1.012 Dis_loss: 0.8708 Cls_loss: N/A Topk: N/A ada_p: 0.1972
[INFO] 2021-10-19 15:54:14 > Step: 318100 Progress: 31.8% Elapsed: 3 days, 2:32:18 Gen_loss: 1.316 Dis_loss: 0.9351 Cls_loss: N/A Topk: N/A ada_p: 0.1979
[INFO] 2021-10-19 15:55:16 > Step: 318200 Progress: 31.8% Elapsed: 3 days, 2:33:21 Gen_loss: 1.41 Dis_loss: 0.5795 Cls_loss: N/A Topk: N/A ada_p: 0.1961
[INFO] 2021-10-19 15:56:19 > Step: 318300 Progress: 31.8% Elapsed: 3 days, 2:34:23 Gen_loss: 1.365 Dis_loss: 1.012 Cls_loss: N/A Topk: N/A ada_p: 0.1946
[INFO] 2021-10-19 15:57:21 > Step: 318400 Progress: 31.8% Elapsed: 3 days, 2:35:26 Gen_loss: 0.9339 Dis_loss: 0.7278 Cls_loss: N/A Topk: N/A ada_p: 0.1912
[INFO] 2021-10-19 15:58:24 > Step: 318500 Progress: 31.9% Elapsed: 3 days, 2:36:28 Gen_loss: 1.089 Dis_loss: 0.8168 Cls_loss: N/A Topk: N/A ada_p: 0.1921
[INFO] 2021-10-19 15:59:26 > Step: 318600 Progress: 31.9% Elapsed: 3 days, 2:37:31 Gen_loss: 1.464 Dis_loss: 0.6273 Cls_loss: N/A Topk: N/A ada_p: 0.1888
[INFO] 2021-10-19 16:00:39 > Step: 318700 Progress: 31.9% Elapsed: 3 days, 2:38:43 Gen_loss: 1.491 Dis_loss: 1.054 Cls_loss: N/A Topk: N/A ada_p: 0.1888
[INFO] 2021-10-19 16:01:41 > Step: 318800 Progress: 31.9% Elapsed: 3 days, 2:39:46 Gen_loss: 1.81 Dis_loss: 0.4957 Cls_loss: N/A Topk: N/A ada_p: 0.1883
[INFO] 2021-10-19 16:02:44 > Step: 318900 Progress: 31.9% Elapsed: 3 days, 2:40:49 Gen_loss: 1.47 Dis_loss: 0.773 Cls_loss: N/A Topk: N/A ada_p: 0.1933
[INFO] 2021-10-19 16:03:47 > Step: 319000 Progress: 31.9% Elapsed: 3 days, 2:41:51 Gen_loss: 1.231 Dis_loss: 0.8476 Cls_loss: N/A Topk: N/A ada_p: 0.1971
[INFO] 2021-10-19 16:04:49 > Step: 319100 Progress: 31.9% Elapsed: 3 days, 2:42:54 Gen_loss: 1.361 Dis_loss: 0.9312 Cls_loss: N/A Topk: N/A ada_p: 0.1966
[INFO] 2021-10-19 16:05:52 > Step: 319200 Progress: 31.9% Elapsed: 3 days, 2:43:56 Gen_loss: 1.772 Dis_loss: 0.5787 Cls_loss: N/A Topk: N/A ada_p: 0.1951
[INFO] 2021-10-19 16:06:54 > Step: 319300 Progress: 31.9% Elapsed: 3 days, 2:44:59 Gen_loss: 1.3 Dis_loss: 0.9069 Cls_loss: N/A Topk: N/A ada_p: 0.1939
[INFO] 2021-10-19 16:07:57 > Step: 319400 Progress: 31.9% Elapsed: 3 days, 2:46:01 Gen_loss: 1.452 Dis_loss: 0.7937 Cls_loss: N/A Topk: N/A ada_p: 0.1942
[INFO] 2021-10-19 16:09:09 > Step: 319500 Progress: 31.9% Elapsed: 3 days, 2:47:14 Gen_loss: 1.019 Dis_loss: 1.025 Cls_loss: N/A Topk: N/A ada_p: 0.1962
[INFO] 2021-10-19 16:10:12 > Step: 319600 Progress: 32.0% Elapsed: 3 days, 2:48:16 Gen_loss: 1.333 Dis_loss: 0.7174 Cls_loss: N/A Topk: N/A ada_p: 0.1985
[INFO] 2021-10-19 16:11:14 > Step: 319700 Progress: 32.0% Elapsed: 3 days, 2:49:19 Gen_loss: 1.256 Dis_loss: 0.7216 Cls_loss: N/A Topk: N/A ada_p: 0.1984
[INFO] 2021-10-19 16:12:17 > Step: 319800 Progress: 32.0% Elapsed: 3 days, 2:50:22 Gen_loss: 0.9728 Dis_loss: 0.8265 Cls_loss: N/A Topk: N/A ada_p: 0.2002
[INFO] 2021-10-19 16:13:20 > Step: 319900 Progress: 32.0% Elapsed: 3 days, 2:51:25 Gen_loss: 1.589 Dis_loss: 1.228 Cls_loss: N/A Topk: N/A ada_p: 0.1989
[INFO] 2021-10-19 16:14:23 > Step: 320000 Progress: 32.0% Elapsed: 3 days, 2:52:27 Gen_loss: 0.7214 Dis_loss: 0.9761 Cls_loss: N/A Topk: N/A ada_p: 0.1981
[INFO] 2021-10-19 16:14:23 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-19 16:14:23 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_320000.png
[INFO] 2021-10-19 16:14:23 > Start Evaluation (320000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-19 16:14:23 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-19 16:19:54 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-19 16:25:31 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-19 16:47:16 > Inception score (Step: 320000, 50000 generated images): 10.3462553024292
[INFO] 2021-10-19 16:47:16 > FID score (Step: 320000, Using train moments): 3.061530305525025
[INFO] 2021-10-19 16:47:16 > Improved Precision (Step: 320000, Using train images): 0.7433
[INFO] 2021-10-19 16:47:16 > Improved Recall (Step: 320000, Using train images): 0.66764
[INFO] 2021-10-19 16:47:16 > Density (Step: 320000, Using train images): 1.051172
[INFO] 2021-10-19 16:47:16 > Coverage (Step: 320000, Using train images): 0.9156
[INFO] 2021-10-19 16:47:16 > Best FID score (Step: 300000, Using train moments): 2.9782877514866755
[INFO] 2021-10-19 16:47:27 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-19 16:48:28 > Step: 320100 Progress: 32.0% Elapsed: 3 days, 3:26:33 Gen_loss: 0.8299 Dis_loss: 1.067 Cls_loss: N/A Topk: N/A ada_p: 0.199
[INFO] 2021-10-19 16:49:31 > Step: 320200 Progress: 32.0% Elapsed: 3 days, 3:27:36 Gen_loss: 1.793 Dis_loss: 0.8179 Cls_loss: N/A Topk: N/A ada_p: 0.1967
[INFO] 2021-10-19 16:50:50 > Step: 320300 Progress: 32.0% Elapsed: 3 days, 3:28:54 Gen_loss: 1.315 Dis_loss: 0.7701 Cls_loss: N/A Topk: N/A ada_p: 0.1983
[INFO] 2021-10-19 16:51:52 > Step: 320400 Progress: 32.0% Elapsed: 3 days, 3:29:57 Gen_loss: 0.7921 Dis_loss: 1.129 Cls_loss: N/A Topk: N/A ada_p: 0.198
[INFO] 2021-10-19 16:52:55 > Step: 320500 Progress: 32.0% Elapsed: 3 days, 3:31:00 Gen_loss: 1.394 Dis_loss: 0.9871 Cls_loss: N/A Topk: N/A ada_p: 0.1997
[INFO] 2021-10-19 16:53:58 > Step: 320600 Progress: 32.1% Elapsed: 3 days, 3:32:02 Gen_loss: 1.573 Dis_loss: 1.124 Cls_loss: N/A Topk: N/A ada_p: 0.1976
[INFO] 2021-10-19 16:55:00 > Step: 320700 Progress: 32.1% Elapsed: 3 days, 3:33:05 Gen_loss: 1.41 Dis_loss: 0.7508 Cls_loss: N/A Topk: N/A ada_p: 0.1953
[INFO] 2021-10-19 16:56:02 > Step: 320800 Progress: 32.1% Elapsed: 3 days, 3:34:07 Gen_loss: 2.031 Dis_loss: 1.17 Cls_loss: N/A Topk: N/A ada_p: 0.1943
[INFO] 2021-10-19 16:57:05 > Step: 320900 Progress: 32.1% Elapsed: 3 days, 3:35:10 Gen_loss: 1.268 Dis_loss: 0.6842 Cls_loss: N/A Topk: N/A ada_p: 0.1983
[INFO] 2021-10-19 16:58:18 > Step: 321000 Progress: 32.1% Elapsed: 3 days, 3:36:23 Gen_loss: 1.385 Dis_loss: 0.9261 Cls_loss: N/A Topk: N/A ada_p: 0.1983
[INFO] 2021-10-19 16:59:21 > Step: 321100 Progress: 32.1% Elapsed: 3 days, 3:37:25 Gen_loss: 1.507 Dis_loss: 1.126 Cls_loss: N/A Topk: N/A ada_p: 0.2029
[INFO] 2021-10-19 17:00:23 > Step: 321200 Progress: 32.1% Elapsed: 3 days, 3:38:28 Gen_loss: 1.076 Dis_loss: 0.8879 Cls_loss: N/A Topk: N/A ada_p: 0.2042
[INFO] 2021-10-19 17:01:25 > Step: 321300 Progress: 32.1% Elapsed: 3 days, 3:39:30 Gen_loss: 0.9811 Dis_loss: 0.9922 Cls_loss: N/A Topk: N/A ada_p: 0.2038
[INFO] 2021-10-19 17:02:28 > Step: 321400 Progress: 32.1% Elapsed: 3 days, 3:40:33 Gen_loss: 1.566 Dis_loss: 0.9656 Cls_loss: N/A Topk: N/A ada_p: 0.2015
[INFO] 2021-10-19 17:03:32 > Step: 321500 Progress: 32.1% Elapsed: 3 days, 3:41:36 Gen_loss: 1.738 Dis_loss: 0.793 Cls_loss: N/A Topk: N/A ada_p: 0.2002
[INFO] 2021-10-19 17:04:34 > Step: 321600 Progress: 32.2% Elapsed: 3 days, 3:42:38 Gen_loss: 0.9419 Dis_loss: 0.6847 Cls_loss: N/A Topk: N/A ada_p: 0.1992
[INFO] 2021-10-19 17:05:36 > Step: 321700 Progress: 32.2% Elapsed: 3 days, 3:43:41 Gen_loss: 0.7714 Dis_loss: 0.9591 Cls_loss: N/A Topk: N/A ada_p: 0.1996
[INFO] 2021-10-19 17:06:50 > Step: 321800 Progress: 32.2% Elapsed: 3 days, 3:44:54 Gen_loss: 1.003 Dis_loss: 0.8468 Cls_loss: N/A Topk: N/A ada_p: 0.1972
[INFO] 2021-10-19 17:07:52 > Step: 321900 Progress: 32.2% Elapsed: 3 days, 3:45:56 Gen_loss: 1.177 Dis_loss: 0.967 Cls_loss: N/A Topk: N/A ada_p: 0.1947
[INFO] 2021-10-19 17:08:54 > Step: 322000 Progress: 32.2% Elapsed: 3 days, 3:46:59 Gen_loss: 1.154 Dis_loss: 0.8547 Cls_loss: N/A Topk: N/A ada_p: 0.1985
[INFO] 2021-10-19 17:09:57 > Step: 322100 Progress: 32.2% Elapsed: 3 days, 3:48:01 Gen_loss: 1.069 Dis_loss: 0.8309 Cls_loss: N/A Topk: N/A ada_p: 0.2002
[INFO] 2021-10-19 17:10:59 > Step: 322200 Progress: 32.2% Elapsed: 3 days, 3:49:04 Gen_loss: 1.584 Dis_loss: 0.9141 Cls_loss: N/A Topk: N/A ada_p: 0.1964
[INFO] 2021-10-19 17:12:02 > Step: 322300 Progress: 32.2% Elapsed: 3 days, 3:50:07 Gen_loss: 1.131 Dis_loss: 1.399 Cls_loss: N/A Topk: N/A ada_p: 0.1946
[INFO] 2021-10-19 17:13:04 > Step: 322400 Progress: 32.2% Elapsed: 3 days, 3:51:09 Gen_loss: 1.421 Dis_loss: 0.5506 Cls_loss: N/A Topk: N/A ada_p: 0.1912
[INFO] 2021-10-19 17:14:07 > Step: 322500 Progress: 32.2% Elapsed: 3 days, 3:52:12 Gen_loss: 1.344 Dis_loss: 0.7246 Cls_loss: N/A Topk: N/A ada_p: 0.1932
[INFO] 2021-10-19 17:15:20 > Step: 322600 Progress: 32.3% Elapsed: 3 days, 3:53:24 Gen_loss: 1.721 Dis_loss: 0.8725 Cls_loss: N/A Topk: N/A ada_p: 0.187
[INFO] 2021-10-19 17:16:22 > Step: 322700 Progress: 32.3% Elapsed: 3 days, 3:54:27 Gen_loss: 1.352 Dis_loss: 0.9061 Cls_loss: N/A Topk: N/A ada_p: 0.1865
[INFO] 2021-10-19 17:17:26 > Step: 322800 Progress: 32.3% Elapsed: 3 days, 3:55:30 Gen_loss: 1.777 Dis_loss: 0.8544 Cls_loss: N/A Topk: N/A ada_p: 0.1837
[INFO] 2021-10-19 17:18:29 > Step: 322900 Progress: 32.3% Elapsed: 3 days, 3:56:33 Gen_loss: 1.249 Dis_loss: 0.8801 Cls_loss: N/A Topk: N/A ada_p: 0.1856
[INFO] 2021-10-19 17:19:31 > Step: 323000 Progress: 32.3% Elapsed: 3 days, 3:57:36 Gen_loss: 1.604 Dis_loss: 0.8609 Cls_loss: N/A Topk: N/A ada_p: 0.1928
[INFO] 2021-10-19 17:20:34 > Step: 323100 Progress: 32.3% Elapsed: 3 days, 3:58:38 Gen_loss: 0.9396 Dis_loss: 0.9741 Cls_loss: N/A Topk: N/A ada_p: 0.1869
[INFO] 2021-10-19 17:21:36 > Step: 323200 Progress: 32.3% Elapsed: 3 days, 3:59:41 Gen_loss: 2.07 Dis_loss: 1.043 Cls_loss: N/A Topk: N/A ada_p: 0.1874
[INFO] 2021-10-19 17:22:39 > Step: 323300 Progress: 32.3% Elapsed: 3 days, 4:00:44 Gen_loss: 1.351 Dis_loss: 0.5411 Cls_loss: N/A Topk: N/A ada_p: 0.187
[INFO] 2021-10-19 17:23:52 > Step: 323400 Progress: 32.3% Elapsed: 3 days, 4:01:57 Gen_loss: 0.8855 Dis_loss: 1.037 Cls_loss: N/A Topk: N/A ada_p: 0.1921
[INFO] 2021-10-19 17:24:55 > Step: 323500 Progress: 32.4% Elapsed: 3 days, 4:03:00 Gen_loss: 1.414 Dis_loss: 0.8384 Cls_loss: N/A Topk: N/A ada_p: 0.1916
[INFO] 2021-10-19 17:25:58 > Step: 323600 Progress: 32.4% Elapsed: 3 days, 4:04:03 Gen_loss: 2.207 Dis_loss: 1.281 Cls_loss: N/A Topk: N/A ada_p: 0.1934
[INFO] 2021-10-19 17:27:01 > Step: 323700 Progress: 32.4% Elapsed: 3 days, 4:05:06 Gen_loss: 1.926 Dis_loss: 1.19 Cls_loss: N/A Topk: N/A ada_p: 0.1958
[INFO] 2021-10-19 17:28:04 > Step: 323800 Progress: 32.4% Elapsed: 3 days, 4:06:08 Gen_loss: 1.127 Dis_loss: 0.6657 Cls_loss: N/A Topk: N/A ada_p: 0.1964
[INFO] 2021-10-19 17:29:07 > Step: 323900 Progress: 32.4% Elapsed: 3 days, 4:07:11 Gen_loss: 1.224 Dis_loss: 1.251 Cls_loss: N/A Topk: N/A ada_p: 0.1961
[INFO] 2021-10-19 17:30:09 > Step: 324000 Progress: 32.4% Elapsed: 3 days, 4:08:14 Gen_loss: 1.051 Dis_loss: 1.197 Cls_loss: N/A Topk: N/A ada_p: 0.2012
[INFO] 2021-10-19 17:31:12 > Step: 324100 Progress: 32.4% Elapsed: 3 days, 4:09:17 Gen_loss: 1.402 Dis_loss: 1.08 Cls_loss: N/A Topk: N/A ada_p: 0.2013
[INFO] 2021-10-19 17:32:25 > Step: 324200 Progress: 32.4% Elapsed: 3 days, 4:10:30 Gen_loss: 1.207 Dis_loss: 0.8227 Cls_loss: N/A Topk: N/A ada_p: 0.1983
[INFO] 2021-10-19 17:33:29 > Step: 324300 Progress: 32.4% Elapsed: 3 days, 4:11:33 Gen_loss: 2.185 Dis_loss: 0.8911 Cls_loss: N/A Topk: N/A ada_p: 0.197
[INFO] 2021-10-19 17:34:31 > Step: 324400 Progress: 32.4% Elapsed: 3 days, 4:12:36 Gen_loss: 1.308 Dis_loss: 1.074 Cls_loss: N/A Topk: N/A ada_p: 0.1932
[INFO] 2021-10-19 17:35:34 > Step: 324500 Progress: 32.5% Elapsed: 3 days, 4:13:38 Gen_loss: 1.541 Dis_loss: 0.7522 Cls_loss: N/A Topk: N/A ada_p: 0.1958
[INFO] 2021-10-19 17:36:37 > Step: 324600 Progress: 32.5% Elapsed: 3 days, 4:14:42 Gen_loss: 1.212 Dis_loss: 0.6782 Cls_loss: N/A Topk: N/A ada_p: 0.1938
[INFO] 2021-10-19 17:37:40 > Step: 324700 Progress: 32.5% Elapsed: 3 days, 4:15:45 Gen_loss: 1.081 Dis_loss: 0.9264 Cls_loss: N/A Topk: N/A ada_p: 0.1979
[INFO] 2021-10-19 17:38:42 > Step: 324800 Progress: 32.5% Elapsed: 3 days, 4:16:47 Gen_loss: 1.445 Dis_loss: 0.9803 Cls_loss: N/A Topk: N/A ada_p: 0.1992
[INFO] 2021-10-19 17:39:56 > Step: 324900 Progress: 32.5% Elapsed: 3 days, 4:18:00 Gen_loss: 1.957 Dis_loss: 0.6857 Cls_loss: N/A Topk: N/A ada_p: 0.1975
[INFO] 2021-10-19 17:40:58 > Step: 325000 Progress: 32.5% Elapsed: 3 days, 4:19:03 Gen_loss: 1.039 Dis_loss: 0.9249 Cls_loss: N/A Topk: N/A ada_p: 0.197
[INFO] 2021-10-19 17:42:01 > Step: 325100 Progress: 32.5% Elapsed: 3 days, 4:20:05 Gen_loss: 0.9442 Dis_loss: 0.7568 Cls_loss: N/A Topk: N/A ada_p: 0.1988
[INFO] 2021-10-19 17:43:04 > Step: 325200 Progress: 32.5% Elapsed: 3 days, 4:21:09 Gen_loss: 1.462 Dis_loss: 0.8281 Cls_loss: N/A Topk: N/A ada_p: 0.196
[INFO] 2021-10-19 17:44:07 > Step: 325300 Progress: 32.5% Elapsed: 3 days, 4:22:12 Gen_loss: 1.641 Dis_loss: 1.064 Cls_loss: N/A Topk: N/A ada_p: 0.1953
[INFO] 2021-10-19 17:45:10 > Step: 325400 Progress: 32.5% Elapsed: 3 days, 4:23:15 Gen_loss: 1.112 Dis_loss: 0.8239 Cls_loss: N/A Topk: N/A ada_p: 0.1974
[INFO] 2021-10-19 17:46:13 > Step: 325500 Progress: 32.6% Elapsed: 3 days, 4:24:17 Gen_loss: 1.037 Dis_loss: 1.297 Cls_loss: N/A Topk: N/A ada_p: 0.1992
[INFO] 2021-10-19 17:47:15 > Step: 325600 Progress: 32.6% Elapsed: 3 days, 4:25:20 Gen_loss: 1.468 Dis_loss: 0.6916 Cls_loss: N/A Topk: N/A ada_p: 0.1999
[INFO] 2021-10-19 17:48:29 > Step: 325700 Progress: 32.6% Elapsed: 3 days, 4:26:34 Gen_loss: 1.085 Dis_loss: 0.8159 Cls_loss: N/A Topk: N/A ada_p: 0.1993
[INFO] 2021-10-19 17:49:31 > Step: 325800 Progress: 32.6% Elapsed: 3 days, 4:27:36 Gen_loss: 1.197 Dis_loss: 0.7702 Cls_loss: N/A Topk: N/A ada_p: 0.1965
[INFO] 2021-10-19 17:50:34 > Step: 325900 Progress: 32.6% Elapsed: 3 days, 4:28:38 Gen_loss: 1.271 Dis_loss: 1.19 Cls_loss: N/A Topk: N/A ada_p: 0.1962
[INFO] 2021-10-19 17:51:36 > Step: 326000 Progress: 32.6% Elapsed: 3 days, 4:29:41 Gen_loss: 1.107 Dis_loss: 0.7002 Cls_loss: N/A Topk: N/A ada_p: 0.1939
[INFO] 2021-10-19 17:52:40 > Step: 326100 Progress: 32.6% Elapsed: 3 days, 4:30:45 Gen_loss: 1.118 Dis_loss: 0.8644 Cls_loss: N/A Topk: N/A ada_p: 0.1948
[INFO] 2021-10-19 17:53:43 > Step: 326200 Progress: 32.6% Elapsed: 3 days, 4:31:47 Gen_loss: 1.293 Dis_loss: 0.8423 Cls_loss: N/A Topk: N/A ada_p: 0.1956
[INFO] 2021-10-19 17:54:45 > Step: 326300 Progress: 32.6% Elapsed: 3 days, 4:32:50 Gen_loss: 1.221 Dis_loss: 0.951 Cls_loss: N/A Topk: N/A ada_p: 0.1953
[INFO] 2021-10-19 17:55:48 > Step: 326400 Progress: 32.6% Elapsed: 3 days, 4:33:52 Gen_loss: 0.7814 Dis_loss: 0.9004 Cls_loss: N/A Topk: N/A ada_p: 0.1964
[INFO] 2021-10-19 17:57:02 > Step: 326500 Progress: 32.6% Elapsed: 3 days, 4:35:06 Gen_loss: 1.471 Dis_loss: 1.043 Cls_loss: N/A Topk: N/A ada_p: 0.1947
[INFO] 2021-10-19 17:58:04 > Step: 326600 Progress: 32.7% Elapsed: 3 days, 4:36:09 Gen_loss: 1.73 Dis_loss: 1.094 Cls_loss: N/A Topk: N/A ada_p: 0.1947
[INFO] 2021-10-19 17:59:07 > Step: 326700 Progress: 32.7% Elapsed: 3 days, 4:37:12 Gen_loss: 1.087 Dis_loss: 0.9636 Cls_loss: N/A Topk: N/A ada_p: 0.1921
[INFO] 2021-10-19 18:00:10 > Step: 326800 Progress: 32.7% Elapsed: 3 days, 4:38:14 Gen_loss: 2.364 Dis_loss: 1.566 Cls_loss: N/A Topk: N/A ada_p: 0.1908
[INFO] 2021-10-19 18:01:12 > Step: 326900 Progress: 32.7% Elapsed: 3 days, 4:39:17 Gen_loss: 1.069 Dis_loss: 1.032 Cls_loss: N/A Topk: N/A ada_p: 0.19
[INFO] 2021-10-19 18:02:16 > Step: 327000 Progress: 32.7% Elapsed: 3 days, 4:40:21 Gen_loss: 1.501 Dis_loss: 1.144 Cls_loss: N/A Topk: N/A ada_p: 0.1894
[INFO] 2021-10-19 18:03:19 > Step: 327100 Progress: 32.7% Elapsed: 3 days, 4:41:23 Gen_loss: 1.877 Dis_loss: 0.8354 Cls_loss: N/A Topk: N/A ada_p: 0.1917
[INFO] 2021-10-19 18:04:21 > Step: 327200 Progress: 32.7% Elapsed: 3 days, 4:42:26 Gen_loss: 1.415 Dis_loss: 0.8316 Cls_loss: N/A Topk: N/A ada_p: 0.1933
[INFO] 2021-10-19 18:05:34 > Step: 327300 Progress: 32.7% Elapsed: 3 days, 4:43:38 Gen_loss: 1.327 Dis_loss: 0.8803 Cls_loss: N/A Topk: N/A ada_p: 0.1975
[INFO] 2021-10-19 18:06:36 > Step: 327400 Progress: 32.7% Elapsed: 3 days, 4:44:41 Gen_loss: 1.662 Dis_loss: 0.5304 Cls_loss: N/A Topk: N/A ada_p: 0.1998
[INFO] 2021-10-19 18:07:40 > Step: 327500 Progress: 32.8% Elapsed: 3 days, 4:45:44 Gen_loss: 0.5924 Dis_loss: 0.8933 Cls_loss: N/A Topk: N/A ada_p: 0.199
[INFO] 2021-10-19 18:08:42 > Step: 327600 Progress: 32.8% Elapsed: 3 days, 4:46:47 Gen_loss: 1.259 Dis_loss: 0.8745 Cls_loss: N/A Topk: N/A ada_p: 0.1975
[INFO] 2021-10-19 18:09:45 > Step: 327700 Progress: 32.8% Elapsed: 3 days, 4:47:50 Gen_loss: 1.754 Dis_loss: 1.157 Cls_loss: N/A Topk: N/A ada_p: 0.1964
[INFO] 2021-10-19 18:10:48 > Step: 327800 Progress: 32.8% Elapsed: 3 days, 4:48:52 Gen_loss: 1.488 Dis_loss: 0.5931 Cls_loss: N/A Topk: N/A ada_p: 0.1925
[INFO] 2021-10-19 18:11:50 > Step: 327900 Progress: 32.8% Elapsed: 3 days, 4:49:55 Gen_loss: 1.731 Dis_loss: 0.6879 Cls_loss: N/A Topk: N/A ada_p: 0.1953
[INFO] 2021-10-19 18:12:53 > Step: 328000 Progress: 32.8% Elapsed: 3 days, 4:50:57 Gen_loss: 1.491 Dis_loss: 0.876 Cls_loss: N/A Topk: N/A ada_p: 0.1989
[INFO] 2021-10-19 18:14:05 > Step: 328100 Progress: 32.8% Elapsed: 3 days, 4:52:10 Gen_loss: 1.308 Dis_loss: 0.7648 Cls_loss: N/A Topk: N/A ada_p: 0.1972
[INFO] 2021-10-19 18:15:08 > Step: 328200 Progress: 32.8% Elapsed: 3 days, 4:53:12 Gen_loss: 1.24 Dis_loss: 0.9608 Cls_loss: N/A Topk: N/A ada_p: 0.2001
[INFO] 2021-10-19 18:16:11 > Step: 328300 Progress: 32.8% Elapsed: 3 days, 4:54:15 Gen_loss: 1.409 Dis_loss: 0.7713 Cls_loss: N/A Topk: N/A ada_p: 0.1978
[INFO] 2021-10-19 18:17:13 > Step: 328400 Progress: 32.8% Elapsed: 3 days, 4:55:18 Gen_loss: 1.623 Dis_loss: 0.7876 Cls_loss: N/A Topk: N/A ada_p: 0.1972
[INFO] 2021-10-19 18:18:16 > Step: 328500 Progress: 32.9% Elapsed: 3 days, 4:56:21 Gen_loss: 1.599 Dis_loss: 0.7224 Cls_loss: N/A Topk: N/A ada_p: 0.1958
[INFO] 2021-10-19 18:19:18 > Step: 328600 Progress: 32.9% Elapsed: 3 days, 4:57:23 Gen_loss: 1.059 Dis_loss: 0.7351 Cls_loss: N/A Topk: N/A ada_p: 0.1984
[INFO] 2021-10-19 18:20:22 > Step: 328700 Progress: 32.9% Elapsed: 3 days, 4:58:26 Gen_loss: 1.316 Dis_loss: 1.144 Cls_loss: N/A Topk: N/A ada_p: 0.2002
[INFO] 2021-10-19 18:21:25 > Step: 328800 Progress: 32.9% Elapsed: 3 days, 4:59:30 Gen_loss: 1.398 Dis_loss: 0.93 Cls_loss: N/A Topk: N/A ada_p: 0.1987
[INFO] 2021-10-19 18:22:38 > Step: 328900 Progress: 32.9% Elapsed: 3 days, 5:00:42 Gen_loss: 1.321 Dis_loss: 0.8438 Cls_loss: N/A Topk: N/A ada_p: 0.1962
[INFO] 2021-10-19 18:23:41 > Step: 329000 Progress: 32.9% Elapsed: 3 days, 5:01:45 Gen_loss: 1.819 Dis_loss: 1.228 Cls_loss: N/A Topk: N/A ada_p: 0.1988
[INFO] 2021-10-19 18:24:43 > Step: 329100 Progress: 32.9% Elapsed: 3 days, 5:02:48 Gen_loss: 1.124 Dis_loss: 0.8244 Cls_loss: N/A Topk: N/A ada_p: 0.1985
[INFO] 2021-10-19 18:25:45 > Step: 329200 Progress: 32.9% Elapsed: 3 days, 5:03:50 Gen_loss: 1.952 Dis_loss: 0.7689 Cls_loss: N/A Topk: N/A ada_p: 0.1998
[INFO] 2021-10-19 18:26:48 > Step: 329300 Progress: 32.9% Elapsed: 3 days, 5:04:53 Gen_loss: 1.608 Dis_loss: 1.181 Cls_loss: N/A Topk: N/A ada_p: 0.2028
[INFO] 2021-10-19 18:27:51 > Step: 329400 Progress: 32.9% Elapsed: 3 days, 5:05:55 Gen_loss: 1.285 Dis_loss: 0.5966 Cls_loss: N/A Topk: N/A ada_p: 0.1981
[INFO] 2021-10-19 18:28:53 > Step: 329500 Progress: 33.0% Elapsed: 3 days, 5:06:58 Gen_loss: 1.377 Dis_loss: 0.6928 Cls_loss: N/A Topk: N/A ada_p: 0.1976
[INFO] 2021-10-19 18:30:06 > Step: 329600 Progress: 33.0% Elapsed: 3 days, 5:08:10 Gen_loss: 2.166 Dis_loss: 0.918 Cls_loss: N/A Topk: N/A ada_p: 0.193
[INFO] 2021-10-19 18:31:08 > Step: 329700 Progress: 33.0% Elapsed: 3 days, 5:09:13 Gen_loss: 1.471 Dis_loss: 0.997 Cls_loss: N/A Topk: N/A ada_p: 0.1903
[INFO] 2021-10-19 18:32:10 > Step: 329800 Progress: 33.0% Elapsed: 3 days, 5:10:15 Gen_loss: 1.612 Dis_loss: 0.9012 Cls_loss: N/A Topk: N/A ada_p: 0.1916
[INFO] 2021-10-19 18:33:13 > Step: 329900 Progress: 33.0% Elapsed: 3 days, 5:11:17 Gen_loss: 1.149 Dis_loss: 0.899 Cls_loss: N/A Topk: N/A ada_p: 0.1908
[INFO] 2021-10-19 18:34:15 > Step: 330000 Progress: 33.0% Elapsed: 3 days, 5:12:20 Gen_loss: 1.038 Dis_loss: 0.9057 Cls_loss: N/A Topk: N/A ada_p: 0.1911
[INFO] 2021-10-19 18:34:15 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-19 18:34:16 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_330000.png
[INFO] 2021-10-19 18:34:16 > Start Evaluation (330000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-19 18:34:16 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-19 18:39:46 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-19 18:45:24 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-19 19:07:04 > Inception score (Step: 330000, 50000 generated images): 10.364596366882324
[INFO] 2021-10-19 19:07:04 > FID score (Step: 330000, Using train moments): 3.002052376248571
[INFO] 2021-10-19 19:07:04 > Improved Precision (Step: 330000, Using train images): 0.74262
[INFO] 2021-10-19 19:07:04 > Improved Recall (Step: 330000, Using train images): 0.66692
[INFO] 2021-10-19 19:07:04 > Density (Step: 330000, Using train images): 1.052576
[INFO] 2021-10-19 19:07:04 > Coverage (Step: 330000, Using train images): 0.91334
[INFO] 2021-10-19 19:07:04 > Best FID score (Step: 300000, Using train moments): 2.9782877514866755
[INFO] 2021-10-19 19:07:15 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-19 19:08:16 > Step: 330100 Progress: 33.0% Elapsed: 3 days, 5:46:21 Gen_loss: 1.145 Dis_loss: 1.02 Cls_loss: N/A Topk: N/A ada_p: 0.193
[INFO] 2021-10-19 19:09:20 > Step: 330200 Progress: 33.0% Elapsed: 3 days, 5:47:25 Gen_loss: 2.123 Dis_loss: 1.123 Cls_loss: N/A Topk: N/A ada_p: 0.19
[INFO] 2021-10-19 19:10:23 > Step: 330300 Progress: 33.0% Elapsed: 3 days, 5:48:27 Gen_loss: 1.346 Dis_loss: 0.7154 Cls_loss: N/A Topk: N/A ada_p: 0.19
[INFO] 2021-10-19 19:11:42 > Step: 330400 Progress: 33.0% Elapsed: 3 days, 5:49:46 Gen_loss: 1.299 Dis_loss: 1.149 Cls_loss: N/A Topk: N/A ada_p: 0.1915
[INFO] 2021-10-19 19:12:44 > Step: 330500 Progress: 33.1% Elapsed: 3 days, 5:50:49 Gen_loss: 1.288 Dis_loss: 0.633 Cls_loss: N/A Topk: N/A ada_p: 0.1932
[INFO] 2021-10-19 19:13:47 > Step: 330600 Progress: 33.1% Elapsed: 3 days, 5:51:51 Gen_loss: 1.354 Dis_loss: 0.8168 Cls_loss: N/A Topk: N/A ada_p: 0.1985
[INFO] 2021-10-19 19:14:50 > Step: 330700 Progress: 33.1% Elapsed: 3 days, 5:52:54 Gen_loss: 2.102 Dis_loss: 0.6565 Cls_loss: N/A Topk: N/A ada_p: 0.199
[INFO] 2021-10-19 19:15:52 > Step: 330800 Progress: 33.1% Elapsed: 3 days, 5:53:57 Gen_loss: 2.096 Dis_loss: 0.8979 Cls_loss: N/A Topk: N/A ada_p: 0.199
[INFO] 2021-10-19 19:16:55 > Step: 330900 Progress: 33.1% Elapsed: 3 days, 5:54:59 Gen_loss: 1.558 Dis_loss: 0.8367 Cls_loss: N/A Topk: N/A ada_p: 0.1966
[INFO] 2021-10-19 19:17:58 > Step: 331000 Progress: 33.1% Elapsed: 3 days, 5:56:02 Gen_loss: 1.334 Dis_loss: 0.9123 Cls_loss: N/A Topk: N/A ada_p: 0.1994
[INFO] 2021-10-19 19:19:00 > Step: 331100 Progress: 33.1% Elapsed: 3 days, 5:57:05 Gen_loss: 2.015 Dis_loss: 1.295 Cls_loss: N/A Topk: N/A ada_p: 0.1989
[INFO] 2021-10-19 19:20:12 > Step: 331200 Progress: 33.1% Elapsed: 3 days, 5:58:17 Gen_loss: 0.94 Dis_loss: 0.8522 Cls_loss: N/A Topk: N/A ada_p: 0.1989
[INFO] 2021-10-19 19:21:15 > Step: 331300 Progress: 33.1% Elapsed: 3 days, 5:59:20 Gen_loss: 1.129 Dis_loss: 1.091 Cls_loss: N/A Topk: N/A ada_p: 0.1983
[INFO] 2021-10-19 19:22:18 > Step: 331400 Progress: 33.1% Elapsed: 3 days, 6:00:22 Gen_loss: 1.435 Dis_loss: 1.113 Cls_loss: N/A Topk: N/A ada_p: 0.1978
[INFO] 2021-10-19 19:23:21 > Step: 331500 Progress: 33.1% Elapsed: 3 days, 6:01:25 Gen_loss: 1.08 Dis_loss: 0.9448 Cls_loss: N/A Topk: N/A ada_p: 0.1893
[INFO] 2021-10-19 19:24:23 > Step: 331600 Progress: 33.2% Elapsed: 3 days, 6:02:28 Gen_loss: 0.8009 Dis_loss: 0.7789 Cls_loss: N/A Topk: N/A ada_p: 0.1919
[INFO] 2021-10-19 19:25:26 > Step: 331700 Progress: 33.2% Elapsed: 3 days, 6:03:31 Gen_loss: 1.671 Dis_loss: 0.7161 Cls_loss: N/A Topk: N/A ada_p: 0.1915
[INFO] 2021-10-19 19:26:29 > Step: 331800 Progress: 33.2% Elapsed: 3 days, 6:04:34 Gen_loss: 1.188 Dis_loss: 1.004 Cls_loss: N/A Topk: N/A ada_p: 0.1894
[INFO] 2021-10-19 19:27:32 > Step: 331900 Progress: 33.2% Elapsed: 3 days, 6:05:36 Gen_loss: 0.9545 Dis_loss: 0.9405 Cls_loss: N/A Topk: N/A ada_p: 0.19
[INFO] 2021-10-19 19:28:46 > Step: 332000 Progress: 33.2% Elapsed: 3 days, 6:06:51 Gen_loss: 1.225 Dis_loss: 0.9255 Cls_loss: N/A Topk: N/A ada_p: 0.1938
[INFO] 2021-10-19 19:29:49 > Step: 332100 Progress: 33.2% Elapsed: 3 days, 6:07:54 Gen_loss: 0.7875 Dis_loss: 0.6589 Cls_loss: N/A Topk: N/A ada_p: 0.1937
[INFO] 2021-10-19 19:30:52 > Step: 332200 Progress: 33.2% Elapsed: 3 days, 6:08:57 Gen_loss: 1.603 Dis_loss: 1.099 Cls_loss: N/A Topk: N/A ada_p: 0.1972
[INFO] 2021-10-19 19:31:54 > Step: 332300 Progress: 33.2% Elapsed: 3 days, 6:09:59 Gen_loss: 0.93 Dis_loss: 0.8262 Cls_loss: N/A Topk: N/A ada_p: 0.1957
[INFO] 2021-10-19 19:32:57 > Step: 332400 Progress: 33.2% Elapsed: 3 days, 6:11:02 Gen_loss: 0.6031 Dis_loss: 0.8765 Cls_loss: N/A Topk: N/A ada_p: 0.1962
[INFO] 2021-10-19 19:34:00 > Step: 332500 Progress: 33.2% Elapsed: 3 days, 6:12:05 Gen_loss: 1.177 Dis_loss: 0.8555 Cls_loss: N/A Topk: N/A ada_p: 0.1902
[INFO] 2021-10-19 19:35:02 > Step: 332600 Progress: 33.3% Elapsed: 3 days, 6:13:07 Gen_loss: 1.234 Dis_loss: 1.104 Cls_loss: N/A Topk: N/A ada_p: 0.1933
[INFO] 2021-10-19 19:36:05 > Step: 332700 Progress: 33.3% Elapsed: 3 days, 6:14:10 Gen_loss: 1.345 Dis_loss: 0.7597 Cls_loss: N/A Topk: N/A ada_p: 0.1956
[INFO] 2021-10-19 19:37:18 > Step: 332800 Progress: 33.3% Elapsed: 3 days, 6:15:22 Gen_loss: 1.337 Dis_loss: 1.059 Cls_loss: N/A Topk: N/A ada_p: 0.1948
[INFO] 2021-10-19 19:38:20 > Step: 332900 Progress: 33.3% Elapsed: 3 days, 6:16:25 Gen_loss: 1.681 Dis_loss: 0.7153 Cls_loss: N/A Topk: N/A ada_p: 0.1934
[INFO] 2021-10-19 19:39:23 > Step: 333000 Progress: 33.3% Elapsed: 3 days, 6:17:28 Gen_loss: 1.336 Dis_loss: 1.138 Cls_loss: N/A Topk: N/A ada_p: 0.1932
[INFO] 2021-10-19 19:40:25 > Step: 333100 Progress: 33.3% Elapsed: 3 days, 6:18:30 Gen_loss: 0.9273 Dis_loss: 0.9064 Cls_loss: N/A Topk: N/A ada_p: 0.197
[INFO] 2021-10-19 19:41:28 > Step: 333200 Progress: 33.3% Elapsed: 3 days, 6:19:32 Gen_loss: 1.811 Dis_loss: 0.9227 Cls_loss: N/A Topk: N/A ada_p: 0.2008
[INFO] 2021-10-19 19:42:30 > Step: 333300 Progress: 33.3% Elapsed: 3 days, 6:20:35 Gen_loss: 1.181 Dis_loss: 0.7098 Cls_loss: N/A Topk: N/A ada_p: 0.1989
[INFO] 2021-10-19 19:43:33 > Step: 333400 Progress: 33.3% Elapsed: 3 days, 6:21:38 Gen_loss: 1.051 Dis_loss: 0.7989 Cls_loss: N/A Topk: N/A ada_p: 0.202
[INFO] 2021-10-19 19:44:46 > Step: 333500 Progress: 33.4% Elapsed: 3 days, 6:22:50 Gen_loss: 1.503 Dis_loss: 0.9389 Cls_loss: N/A Topk: N/A ada_p: 0.2012
[INFO] 2021-10-19 19:45:48 > Step: 333600 Progress: 33.4% Elapsed: 3 days, 6:23:52 Gen_loss: 1.026 Dis_loss: 0.8465 Cls_loss: N/A Topk: N/A ada_p: 0.1999
[INFO] 2021-10-19 19:46:51 > Step: 333700 Progress: 33.4% Elapsed: 3 days, 6:24:55 Gen_loss: 1.249 Dis_loss: 0.6679 Cls_loss: N/A Topk: N/A ada_p: 0.2026
[INFO] 2021-10-19 19:47:53 > Step: 333800 Progress: 33.4% Elapsed: 3 days, 6:25:58 Gen_loss: 1.0 Dis_loss: 0.9662 Cls_loss: N/A Topk: N/A ada_p: 0.2075
[INFO] 2021-10-19 19:48:56 > Step: 333900 Progress: 33.4% Elapsed: 3 days, 6:27:00 Gen_loss: 1.195 Dis_loss: 0.9745 Cls_loss: N/A Topk: N/A ada_p: 0.2062
[INFO] 2021-10-19 19:49:59 > Step: 334000 Progress: 33.4% Elapsed: 3 days, 6:28:03 Gen_loss: 1.392 Dis_loss: 0.8033 Cls_loss: N/A Topk: N/A ada_p: 0.206
[INFO] 2021-10-19 19:51:01 > Step: 334100 Progress: 33.4% Elapsed: 3 days, 6:29:06 Gen_loss: 1.082 Dis_loss: 1.044 Cls_loss: N/A Topk: N/A ada_p: 0.2022
[INFO] 2021-10-19 19:52:04 > Step: 334200 Progress: 33.4% Elapsed: 3 days, 6:30:09 Gen_loss: 1.869 Dis_loss: 0.4852 Cls_loss: N/A Topk: N/A ada_p: 0.2025
[INFO] 2021-10-19 19:53:17 > Step: 334300 Progress: 33.4% Elapsed: 3 days, 6:31:22 Gen_loss: 1.353 Dis_loss: 0.9076 Cls_loss: N/A Topk: N/A ada_p: 0.1999
[INFO] 2021-10-19 19:54:20 > Step: 334400 Progress: 33.4% Elapsed: 3 days, 6:32:25 Gen_loss: 1.328 Dis_loss: 0.9251 Cls_loss: N/A Topk: N/A ada_p: 0.2005
[INFO] 2021-10-19 19:55:23 > Step: 334500 Progress: 33.5% Elapsed: 3 days, 6:33:27 Gen_loss: 2.176 Dis_loss: 1.194 Cls_loss: N/A Topk: N/A ada_p: 0.2024
[INFO] 2021-10-19 19:56:25 > Step: 334600 Progress: 33.5% Elapsed: 3 days, 6:34:30 Gen_loss: 0.9592 Dis_loss: 0.7903 Cls_loss: N/A Topk: N/A ada_p: 0.2026
[INFO] 2021-10-19 19:57:28 > Step: 334700 Progress: 33.5% Elapsed: 3 days, 6:35:33 Gen_loss: 1.014 Dis_loss: 0.6597 Cls_loss: N/A Topk: N/A ada_p: 0.2019
[INFO] 2021-10-19 19:58:31 > Step: 334800 Progress: 33.5% Elapsed: 3 days, 6:36:35 Gen_loss: 1.555 Dis_loss: 0.5743 Cls_loss: N/A Topk: N/A ada_p: 0.1978
[INFO] 2021-10-19 19:59:33 > Step: 334900 Progress: 33.5% Elapsed: 3 days, 6:37:38 Gen_loss: 1.414 Dis_loss: 0.8415 Cls_loss: N/A Topk: N/A ada_p: 0.1992
[INFO] 2021-10-19 20:00:36 > Step: 335000 Progress: 33.5% Elapsed: 3 days, 6:38:41 Gen_loss: 2.084 Dis_loss: 0.8801 Cls_loss: N/A Topk: N/A ada_p: 0.2012
[INFO] 2021-10-19 20:01:49 > Step: 335100 Progress: 33.5% Elapsed: 3 days, 6:39:54 Gen_loss: 1.364 Dis_loss: 0.8511 Cls_loss: N/A Topk: N/A ada_p: 0.1989
[INFO] 2021-10-19 20:02:52 > Step: 335200 Progress: 33.5% Elapsed: 3 days, 6:40:56 Gen_loss: 1.713 Dis_loss: 0.9481 Cls_loss: N/A Topk: N/A ada_p: 0.2048
[INFO] 2021-10-19 20:03:54 > Step: 335300 Progress: 33.5% Elapsed: 3 days, 6:41:59 Gen_loss: 1.046 Dis_loss: 1.324 Cls_loss: N/A Topk: N/A ada_p: 0.2031
[INFO] 2021-10-19 20:04:57 > Step: 335400 Progress: 33.5% Elapsed: 3 days, 6:43:01 Gen_loss: 1.627 Dis_loss: 0.5014 Cls_loss: N/A Topk: N/A ada_p: 0.2052
[INFO] 2021-10-19 20:06:00 > Step: 335500 Progress: 33.6% Elapsed: 3 days, 6:44:05 Gen_loss: 1.473 Dis_loss: 0.937 Cls_loss: N/A Topk: N/A ada_p: 0.206
[INFO] 2021-10-19 20:07:03 > Step: 335600 Progress: 33.6% Elapsed: 3 days, 6:45:08 Gen_loss: 1.502 Dis_loss: 1.089 Cls_loss: N/A Topk: N/A ada_p: 0.2044
[INFO] 2021-10-19 20:08:06 > Step: 335700 Progress: 33.6% Elapsed: 3 days, 6:46:10 Gen_loss: 1.521 Dis_loss: 0.9119 Cls_loss: N/A Topk: N/A ada_p: 0.1987
[INFO] 2021-10-19 20:09:08 > Step: 335800 Progress: 33.6% Elapsed: 3 days, 6:47:13 Gen_loss: 1.623 Dis_loss: 1.033 Cls_loss: N/A Topk: N/A ada_p: 0.1979
[INFO] 2021-10-19 20:10:21 > Step: 335900 Progress: 33.6% Elapsed: 3 days, 6:48:26 Gen_loss: 1.807 Dis_loss: 0.6567 Cls_loss: N/A Topk: N/A ada_p: 0.1999
[INFO] 2021-10-19 20:11:24 > Step: 336000 Progress: 33.6% Elapsed: 3 days, 6:49:28 Gen_loss: 1.335 Dis_loss: 0.9185 Cls_loss: N/A Topk: N/A ada_p: 0.2045
[INFO] 2021-10-19 20:12:27 > Step: 336100 Progress: 33.6% Elapsed: 3 days, 6:50:32 Gen_loss: 1.147 Dis_loss: 1.073 Cls_loss: N/A Topk: N/A ada_p: 0.2062
[INFO] 2021-10-19 20:13:29 > Step: 336200 Progress: 33.6% Elapsed: 3 days, 6:51:34 Gen_loss: 1.369 Dis_loss: 0.8941 Cls_loss: N/A Topk: N/A ada_p: 0.2039
[INFO] 2021-10-19 20:14:32 > Step: 336300 Progress: 33.6% Elapsed: 3 days, 6:52:37 Gen_loss: 1.713 Dis_loss: 0.9768 Cls_loss: N/A Topk: N/A ada_p: 0.2021
[INFO] 2021-10-19 20:15:35 > Step: 336400 Progress: 33.6% Elapsed: 3 days, 6:53:39 Gen_loss: 1.147 Dis_loss: 0.7772 Cls_loss: N/A Topk: N/A ada_p: 0.2024
[INFO] 2021-10-19 20:16:37 > Step: 336500 Progress: 33.7% Elapsed: 3 days, 6:54:42 Gen_loss: 1.172 Dis_loss: 1.004 Cls_loss: N/A Topk: N/A ada_p: 0.2007
[INFO] 2021-10-19 20:17:40 > Step: 336600 Progress: 33.7% Elapsed: 3 days, 6:55:45 Gen_loss: 1.195 Dis_loss: 0.6215 Cls_loss: N/A Topk: N/A ada_p: 0.2015
[INFO] 2021-10-19 20:18:53 > Step: 336700 Progress: 33.7% Elapsed: 3 days, 6:56:57 Gen_loss: 1.062 Dis_loss: 0.8447 Cls_loss: N/A Topk: N/A ada_p: 0.1994
[INFO] 2021-10-19 20:19:55 > Step: 336800 Progress: 33.7% Elapsed: 3 days, 6:58:00 Gen_loss: 1.802 Dis_loss: 0.8672 Cls_loss: N/A Topk: N/A ada_p: 0.1966
[INFO] 2021-10-19 20:20:58 > Step: 336900 Progress: 33.7% Elapsed: 3 days, 6:59:03 Gen_loss: 1.491 Dis_loss: 0.9717 Cls_loss: N/A Topk: N/A ada_p: 0.1975
[INFO] 2021-10-19 20:22:01 > Step: 337000 Progress: 33.7% Elapsed: 3 days, 7:00:05 Gen_loss: 1.398 Dis_loss: 0.5486 Cls_loss: N/A Topk: N/A ada_p: 0.1942
[INFO] 2021-10-19 20:23:04 > Step: 337100 Progress: 33.7% Elapsed: 3 days, 7:01:08 Gen_loss: 2.03 Dis_loss: 0.6113 Cls_loss: N/A Topk: N/A ada_p: 0.1932
[INFO] 2021-10-19 20:24:06 > Step: 337200 Progress: 33.7% Elapsed: 3 days, 7:02:11 Gen_loss: 1.257 Dis_loss: 0.704 Cls_loss: N/A Topk: N/A ada_p: 0.1914
[INFO] 2021-10-19 20:25:09 > Step: 337300 Progress: 33.7% Elapsed: 3 days, 7:03:14 Gen_loss: 1.132 Dis_loss: 0.9674 Cls_loss: N/A Topk: N/A ada_p: 0.1943
[INFO] 2021-10-19 20:26:22 > Step: 337400 Progress: 33.7% Elapsed: 3 days, 7:04:27 Gen_loss: 0.8406 Dis_loss: 0.7602 Cls_loss: N/A Topk: N/A ada_p: 0.1979
[INFO] 2021-10-19 20:27:24 > Step: 337500 Progress: 33.8% Elapsed: 3 days, 7:05:29 Gen_loss: 1.522 Dis_loss: 0.739 Cls_loss: N/A Topk: N/A ada_p: 0.1961
[INFO] 2021-10-19 20:28:27 > Step: 337600 Progress: 33.8% Elapsed: 3 days, 7:06:32 Gen_loss: 2.006 Dis_loss: 0.9421 Cls_loss: N/A Topk: N/A ada_p: 0.1943
[INFO] 2021-10-19 20:29:30 > Step: 337700 Progress: 33.8% Elapsed: 3 days, 7:07:35 Gen_loss: 1.129 Dis_loss: 0.6415 Cls_loss: N/A Topk: N/A ada_p: 0.1975
[INFO] 2021-10-19 20:30:34 > Step: 337800 Progress: 33.8% Elapsed: 3 days, 7:08:38 Gen_loss: 1.588 Dis_loss: 0.7461 Cls_loss: N/A Topk: N/A ada_p: 0.1983
[INFO] 2021-10-19 20:31:37 > Step: 337900 Progress: 33.8% Elapsed: 3 days, 7:09:41 Gen_loss: 1.052 Dis_loss: 0.7683 Cls_loss: N/A Topk: N/A ada_p: 0.197
[INFO] 2021-10-19 20:32:39 > Step: 338000 Progress: 33.8% Elapsed: 3 days, 7:10:44 Gen_loss: 1.468 Dis_loss: 0.7773 Cls_loss: N/A Topk: N/A ada_p: 0.196
[INFO] 2021-10-19 20:33:42 > Step: 338100 Progress: 33.8% Elapsed: 3 days, 7:11:47 Gen_loss: 1.666 Dis_loss: 0.9884 Cls_loss: N/A Topk: N/A ada_p: 0.1951
[INFO] 2021-10-19 20:34:55 > Step: 338200 Progress: 33.8% Elapsed: 3 days, 7:13:00 Gen_loss: 1.616 Dis_loss: 0.9042 Cls_loss: N/A Topk: N/A ada_p: 0.1964
[INFO] 2021-10-19 20:35:58 > Step: 338300 Progress: 33.8% Elapsed: 3 days, 7:14:03 Gen_loss: 0.8604 Dis_loss: 1.117 Cls_loss: N/A Topk: N/A ada_p: 0.1987
[INFO] 2021-10-19 20:37:01 > Step: 338400 Progress: 33.8% Elapsed: 3 days, 7:15:05 Gen_loss: 1.755 Dis_loss: 1.23 Cls_loss: N/A Topk: N/A ada_p: 0.2007
[INFO] 2021-10-19 20:38:04 > Step: 338500 Progress: 33.9% Elapsed: 3 days, 7:16:09 Gen_loss: 1.319 Dis_loss: 0.8424 Cls_loss: N/A Topk: N/A ada_p: 0.2006
[INFO] 2021-10-19 20:39:06 > Step: 338600 Progress: 33.9% Elapsed: 3 days, 7:17:11 Gen_loss: 1.025 Dis_loss: 0.8503 Cls_loss: N/A Topk: N/A ada_p: 0.1967
[INFO] 2021-10-19 20:40:09 > Step: 338700 Progress: 33.9% Elapsed: 3 days, 7:18:14 Gen_loss: 1.974 Dis_loss: 1.003 Cls_loss: N/A Topk: N/A ada_p: 0.1988
[INFO] 2021-10-19 20:41:12 > Step: 338800 Progress: 33.9% Elapsed: 3 days, 7:19:16 Gen_loss: 1.38 Dis_loss: 0.8194 Cls_loss: N/A Topk: N/A ada_p: 0.1972
[INFO] 2021-10-19 20:42:16 > Step: 338900 Progress: 33.9% Elapsed: 3 days, 7:20:20 Gen_loss: 1.08 Dis_loss: 0.9374 Cls_loss: N/A Topk: N/A ada_p: 0.2002
[INFO] 2021-10-19 20:43:28 > Step: 339000 Progress: 33.9% Elapsed: 3 days, 7:21:33 Gen_loss: 0.9453 Dis_loss: 0.8217 Cls_loss: N/A Topk: N/A ada_p: 0.2043
[INFO] 2021-10-19 20:44:32 > Step: 339100 Progress: 33.9% Elapsed: 3 days, 7:22:36 Gen_loss: 1.006 Dis_loss: 1.015 Cls_loss: N/A Topk: N/A ada_p: 0.2028
[INFO] 2021-10-19 20:45:34 > Step: 339200 Progress: 33.9% Elapsed: 3 days, 7:23:39 Gen_loss: 0.8566 Dis_loss: 0.8637 Cls_loss: N/A Topk: N/A ada_p: 0.2025
[INFO] 2021-10-19 20:46:37 > Step: 339300 Progress: 33.9% Elapsed: 3 days, 7:24:42 Gen_loss: 1.851 Dis_loss: 1.195 Cls_loss: N/A Topk: N/A ada_p: 0.2031
[INFO] 2021-10-19 20:47:40 > Step: 339400 Progress: 33.9% Elapsed: 3 days, 7:25:45 Gen_loss: 1.501 Dis_loss: 0.6689 Cls_loss: N/A Topk: N/A ada_p: 0.2049
[INFO] 2021-10-19 20:48:43 > Step: 339500 Progress: 34.0% Elapsed: 3 days, 7:26:47 Gen_loss: 1.664 Dis_loss: 1.183 Cls_loss: N/A Topk: N/A ada_p: 0.2024
[INFO] 2021-10-19 20:49:45 > Step: 339600 Progress: 34.0% Elapsed: 3 days, 7:27:50 Gen_loss: 1.744 Dis_loss: 0.8177 Cls_loss: N/A Topk: N/A ada_p: 0.2011
[INFO] 2021-10-19 20:50:48 > Step: 339700 Progress: 34.0% Elapsed: 3 days, 7:28:53 Gen_loss: 1.517 Dis_loss: 1.163 Cls_loss: N/A Topk: N/A ada_p: 0.201
[INFO] 2021-10-19 20:52:00 > Step: 339800 Progress: 34.0% Elapsed: 3 days, 7:30:05 Gen_loss: 1.223 Dis_loss: 1.032 Cls_loss: N/A Topk: N/A ada_p: 0.1992
[INFO] 2021-10-19 20:53:03 > Step: 339900 Progress: 34.0% Elapsed: 3 days, 7:31:08 Gen_loss: 1.927 Dis_loss: 0.931 Cls_loss: N/A Topk: N/A ada_p: 0.2002
[INFO] 2021-10-19 20:54:07 > Step: 340000 Progress: 34.0% Elapsed: 3 days, 7:32:11 Gen_loss: 1.482 Dis_loss: 0.5604 Cls_loss: N/A Topk: N/A ada_p: 0.1999
[INFO] 2021-10-19 20:54:07 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-19 20:54:07 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_340000.png
[INFO] 2021-10-19 20:54:07 > Start Evaluation (340000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-19 20:54:07 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-19 20:59:38 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-19 21:05:15 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-19 21:27:00 > Inception score (Step: 340000, 50000 generated images): 10.335932731628418
[INFO] 2021-10-19 21:27:00 > FID score (Step: 340000, Using train moments): 2.9355458912462495
[INFO] 2021-10-19 21:27:00 > Improved Precision (Step: 340000, Using train images): 0.73744
[INFO] 2021-10-19 21:27:00 > Improved Recall (Step: 340000, Using train images): 0.67102
[INFO] 2021-10-19 21:27:00 > Density (Step: 340000, Using train images): 1.039468
[INFO] 2021-10-19 21:27:00 > Coverage (Step: 340000, Using train images): 0.91496
[INFO] 2021-10-19 21:27:00 > Best FID score (Step: 340000, Using train moments): 2.9355458912462495
[INFO] 2021-10-19 21:27:34 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-19 21:28:35 > Step: 340100 Progress: 34.0% Elapsed: 3 days, 8:06:39 Gen_loss: 1.171 Dis_loss: 1.0 Cls_loss: N/A Topk: N/A ada_p: 0.1975
[INFO] 2021-10-19 21:29:38 > Step: 340200 Progress: 34.0% Elapsed: 3 days, 8:07:42 Gen_loss: 1.637 Dis_loss: 0.8939 Cls_loss: N/A Topk: N/A ada_p: 0.196
[INFO] 2021-10-19 21:30:41 > Step: 340300 Progress: 34.0% Elapsed: 3 days, 8:08:45 Gen_loss: 1.895 Dis_loss: 0.8862 Cls_loss: N/A Topk: N/A ada_p: 0.2003
[INFO] 2021-10-19 21:31:44 > Step: 340400 Progress: 34.0% Elapsed: 3 days, 8:09:48 Gen_loss: 1.133 Dis_loss: 0.9803 Cls_loss: N/A Topk: N/A ada_p: 0.2008
[INFO] 2021-10-19 21:32:47 > Step: 340500 Progress: 34.1% Elapsed: 3 days, 8:10:52 Gen_loss: 1.444 Dis_loss: 0.9496 Cls_loss: N/A Topk: N/A ada_p: 0.2007
[INFO] 2021-10-19 21:34:06 > Step: 340600 Progress: 34.1% Elapsed: 3 days, 8:12:10 Gen_loss: 1.716 Dis_loss: 0.783 Cls_loss: N/A Topk: N/A ada_p: 0.2035
[INFO] 2021-10-19 21:35:08 > Step: 340700 Progress: 34.1% Elapsed: 3 days, 8:13:13 Gen_loss: 1.509 Dis_loss: 0.7115 Cls_loss: N/A Topk: N/A ada_p: 0.2035
[INFO] 2021-10-19 21:36:11 > Step: 340800 Progress: 34.1% Elapsed: 3 days, 8:14:16 Gen_loss: 1.183 Dis_loss: 1.229 Cls_loss: N/A Topk: N/A ada_p: 0.2033
[INFO] 2021-10-19 21:37:14 > Step: 340900 Progress: 34.1% Elapsed: 3 days, 8:15:19 Gen_loss: 1.454 Dis_loss: 0.806 Cls_loss: N/A Topk: N/A ada_p: 0.2013
[INFO] 2021-10-19 21:38:17 > Step: 341000 Progress: 34.1% Elapsed: 3 days, 8:16:21 Gen_loss: 1.564 Dis_loss: 0.6862 Cls_loss: N/A Topk: N/A ada_p: 0.2021
[INFO] 2021-10-19 21:39:20 > Step: 341100 Progress: 34.1% Elapsed: 3 days, 8:17:25 Gen_loss: 1.343 Dis_loss: 1.413 Cls_loss: N/A Topk: N/A ada_p: 0.2019
[INFO] 2021-10-19 21:40:22 > Step: 341200 Progress: 34.1% Elapsed: 3 days, 8:18:27 Gen_loss: 0.8393 Dis_loss: 0.8909 Cls_loss: N/A Topk: N/A ada_p: 0.2021
[INFO] 2021-10-19 21:41:36 > Step: 341300 Progress: 34.1% Elapsed: 3 days, 8:19:41 Gen_loss: 1.09 Dis_loss: 0.8652 Cls_loss: N/A Topk: N/A ada_p: 0.2035
[INFO] 2021-10-19 21:42:39 > Step: 341400 Progress: 34.1% Elapsed: 3 days, 8:20:43 Gen_loss: 1.544 Dis_loss: 1.057 Cls_loss: N/A Topk: N/A ada_p: 0.2035
[INFO] 2021-10-19 21:43:41 > Step: 341500 Progress: 34.2% Elapsed: 3 days, 8:21:46 Gen_loss: 0.675 Dis_loss: 0.8775 Cls_loss: N/A Topk: N/A ada_p: 0.1989
[INFO] 2021-10-19 21:44:44 > Step: 341600 Progress: 34.2% Elapsed: 3 days, 8:22:49 Gen_loss: 1.599 Dis_loss: 1.082 Cls_loss: N/A Topk: N/A ada_p: 0.2005
[INFO] 2021-10-19 21:45:47 > Step: 341700 Progress: 34.2% Elapsed: 3 days, 8:23:51 Gen_loss: 0.5134 Dis_loss: 1.089 Cls_loss: N/A Topk: N/A ada_p: 0.2019
[INFO] 2021-10-19 21:46:49 > Step: 341800 Progress: 34.2% Elapsed: 3 days, 8:24:54 Gen_loss: 0.7332 Dis_loss: 1.218 Cls_loss: N/A Topk: N/A ada_p: 0.2011
[INFO] 2021-10-19 21:47:51 > Step: 341900 Progress: 34.2% Elapsed: 3 days, 8:25:56 Gen_loss: 1.09 Dis_loss: 0.961 Cls_loss: N/A Topk: N/A ada_p: 0.198
[INFO] 2021-10-19 21:48:54 > Step: 342000 Progress: 34.2% Elapsed: 3 days, 8:26:59 Gen_loss: 1.797 Dis_loss: 0.748 Cls_loss: N/A Topk: N/A ada_p: 0.1965
[INFO] 2021-10-19 21:50:07 > Step: 342100 Progress: 34.2% Elapsed: 3 days, 8:28:11 Gen_loss: 1.693 Dis_loss: 0.9359 Cls_loss: N/A Topk: N/A ada_p: 0.1981
[INFO] 2021-10-19 21:51:09 > Step: 342200 Progress: 34.2% Elapsed: 3 days, 8:29:13 Gen_loss: 1.496 Dis_loss: 0.8271 Cls_loss: N/A Topk: N/A ada_p: 0.1953
[INFO] 2021-10-19 21:52:12 > Step: 342300 Progress: 34.2% Elapsed: 3 days, 8:30:16 Gen_loss: 1.426 Dis_loss: 0.6468 Cls_loss: N/A Topk: N/A ada_p: 0.1953
[INFO] 2021-10-19 21:53:14 > Step: 342400 Progress: 34.2% Elapsed: 3 days, 8:31:19 Gen_loss: 1.388 Dis_loss: 0.8392 Cls_loss: N/A Topk: N/A ada_p: 0.1969
[INFO] 2021-10-19 21:54:17 > Step: 342500 Progress: 34.2% Elapsed: 3 days, 8:32:22 Gen_loss: 1.151 Dis_loss: 0.8913 Cls_loss: N/A Topk: N/A ada_p: 0.1955
[INFO] 2021-10-19 21:55:19 > Step: 342600 Progress: 34.3% Elapsed: 3 days, 8:33:24 Gen_loss: 1.474 Dis_loss: 0.8337 Cls_loss: N/A Topk: N/A ada_p: 0.2003
[INFO] 2021-10-19 21:56:22 > Step: 342700 Progress: 34.3% Elapsed: 3 days, 8:34:26 Gen_loss: 2.132 Dis_loss: 0.9558 Cls_loss: N/A Topk: N/A ada_p: 0.2042
[INFO] 2021-10-19 21:57:24 > Step: 342800 Progress: 34.3% Elapsed: 3 days, 8:35:29 Gen_loss: 1.169 Dis_loss: 1.216 Cls_loss: N/A Topk: N/A ada_p: 0.2013
[INFO] 2021-10-19 21:58:37 > Step: 342900 Progress: 34.3% Elapsed: 3 days, 8:36:41 Gen_loss: 1.403 Dis_loss: 0.7426 Cls_loss: N/A Topk: N/A ada_p: 0.202
[INFO] 2021-10-19 21:59:39 > Step: 343000 Progress: 34.3% Elapsed: 3 days, 8:37:44 Gen_loss: 1.291 Dis_loss: 0.9519 Cls_loss: N/A Topk: N/A ada_p: 0.2038
[INFO] 2021-10-19 22:00:41 > Step: 343100 Progress: 34.3% Elapsed: 3 days, 8:38:46 Gen_loss: 1.433 Dis_loss: 0.8458 Cls_loss: N/A Topk: N/A ada_p: 0.202
[INFO] 2021-10-19 22:01:44 > Step: 343200 Progress: 34.3% Elapsed: 3 days, 8:39:48 Gen_loss: 1.868 Dis_loss: 0.8826 Cls_loss: N/A Topk: N/A ada_p: 0.2048
[INFO] 2021-10-19 22:02:46 > Step: 343300 Progress: 34.3% Elapsed: 3 days, 8:40:51 Gen_loss: 1.139 Dis_loss: 0.8196 Cls_loss: N/A Topk: N/A ada_p: 0.2024
[INFO] 2021-10-19 22:03:49 > Step: 343400 Progress: 34.3% Elapsed: 3 days, 8:41:53 Gen_loss: 1.717 Dis_loss: 1.141 Cls_loss: N/A Topk: N/A ada_p: 0.2042
[INFO] 2021-10-19 22:04:51 > Step: 343500 Progress: 34.4% Elapsed: 3 days, 8:42:56 Gen_loss: 1.466 Dis_loss: 0.9918 Cls_loss: N/A Topk: N/A ada_p: 0.198
[INFO] 2021-10-19 22:05:53 > Step: 343600 Progress: 34.4% Elapsed: 3 days, 8:43:58 Gen_loss: 0.823 Dis_loss: 0.8054 Cls_loss: N/A Topk: N/A ada_p: 0.2019
[INFO] 2021-10-19 22:07:06 > Step: 343700 Progress: 34.4% Elapsed: 3 days, 8:45:11 Gen_loss: 1.763 Dis_loss: 1.249 Cls_loss: N/A Topk: N/A ada_p: 0.203
[INFO] 2021-10-19 22:08:09 > Step: 343800 Progress: 34.4% Elapsed: 3 days, 8:46:13 Gen_loss: 1.748 Dis_loss: 0.7843 Cls_loss: N/A Topk: N/A ada_p: 0.2002
[INFO] 2021-10-19 22:09:11 > Step: 343900 Progress: 34.4% Elapsed: 3 days, 8:47:16 Gen_loss: 1.324 Dis_loss: 0.79 Cls_loss: N/A Topk: N/A ada_p: 0.202
[INFO] 2021-10-19 22:10:14 > Step: 344000 Progress: 34.4% Elapsed: 3 days, 8:48:18 Gen_loss: 2.025 Dis_loss: 0.947 Cls_loss: N/A Topk: N/A ada_p: 0.2005
[INFO] 2021-10-19 22:11:16 > Step: 344100 Progress: 34.4% Elapsed: 3 days, 8:49:21 Gen_loss: 0.8201 Dis_loss: 0.7004 Cls_loss: N/A Topk: N/A ada_p: 0.2052
[INFO] 2021-10-19 22:12:19 > Step: 344200 Progress: 34.4% Elapsed: 3 days, 8:50:23 Gen_loss: 1.992 Dis_loss: 0.9014 Cls_loss: N/A Topk: N/A ada_p: 0.2016
[INFO] 2021-10-19 22:13:21 > Step: 344300 Progress: 34.4% Elapsed: 3 days, 8:51:25 Gen_loss: 1.336 Dis_loss: 0.9067 Cls_loss: N/A Topk: N/A ada_p: 0.197
[INFO] 2021-10-19 22:14:23 > Step: 344400 Progress: 34.4% Elapsed: 3 days, 8:52:28 Gen_loss: 1.267 Dis_loss: 1.415 Cls_loss: N/A Topk: N/A ada_p: 0.1998
[INFO] 2021-10-19 22:15:36 > Step: 344500 Progress: 34.4% Elapsed: 3 days, 8:53:41 Gen_loss: 0.9662 Dis_loss: 0.9388 Cls_loss: N/A Topk: N/A ada_p: 0.1987
[INFO] 2021-10-19 22:16:38 > Step: 344600 Progress: 34.5% Elapsed: 3 days, 8:54:43 Gen_loss: 1.376 Dis_loss: 0.9165 Cls_loss: N/A Topk: N/A ada_p: 0.2025
[INFO] 2021-10-19 22:17:41 > Step: 344700 Progress: 34.5% Elapsed: 3 days, 8:55:46 Gen_loss: 1.288 Dis_loss: 1.039 Cls_loss: N/A Topk: N/A ada_p: 0.2035
[INFO] 2021-10-19 22:18:44 > Step: 344800 Progress: 34.5% Elapsed: 3 days, 8:56:49 Gen_loss: 1.75 Dis_loss: 0.5034 Cls_loss: N/A Topk: N/A ada_p: 0.2053
[INFO] 2021-10-19 22:19:47 > Step: 344900 Progress: 34.5% Elapsed: 3 days, 8:57:51 Gen_loss: 1.485 Dis_loss: 0.6902 Cls_loss: N/A Topk: N/A ada_p: 0.2039
[INFO] 2021-10-19 22:20:49 > Step: 345000 Progress: 34.5% Elapsed: 3 days, 8:58:54 Gen_loss: 1.611 Dis_loss: 1.062 Cls_loss: N/A Topk: N/A ada_p: 0.2047
[INFO] 2021-10-19 22:21:51 > Step: 345100 Progress: 34.5% Elapsed: 3 days, 8:59:56 Gen_loss: 1.967 Dis_loss: 1.129 Cls_loss: N/A Topk: N/A ada_p: 0.2031
[INFO] 2021-10-19 22:22:53 > Step: 345200 Progress: 34.5% Elapsed: 3 days, 9:00:58 Gen_loss: 1.87 Dis_loss: 0.7729 Cls_loss: N/A Topk: N/A ada_p: 0.2013
[INFO] 2021-10-19 22:24:06 > Step: 345300 Progress: 34.5% Elapsed: 3 days, 9:02:10 Gen_loss: 1.568 Dis_loss: 0.9672 Cls_loss: N/A Topk: N/A ada_p: 0.2012
[INFO] 2021-10-19 22:25:08 > Step: 345400 Progress: 34.5% Elapsed: 3 days, 9:03:13 Gen_loss: 1.234 Dis_loss: 0.9576 Cls_loss: N/A Topk: N/A ada_p: 0.1984
[INFO] 2021-10-19 22:26:10 > Step: 345500 Progress: 34.5% Elapsed: 3 days, 9:04:15 Gen_loss: 1.23 Dis_loss: 0.9409 Cls_loss: N/A Topk: N/A ada_p: 0.1987
[INFO] 2021-10-19 22:27:13 > Step: 345600 Progress: 34.6% Elapsed: 3 days, 9:05:17 Gen_loss: 1.842 Dis_loss: 0.4734 Cls_loss: N/A Topk: N/A ada_p: 0.1984
[INFO] 2021-10-19 22:28:15 > Step: 345700 Progress: 34.6% Elapsed: 3 days, 9:06:20 Gen_loss: 1.627 Dis_loss: 0.7909 Cls_loss: N/A Topk: N/A ada_p: 0.197
[INFO] 2021-10-19 22:29:17 > Step: 345800 Progress: 34.6% Elapsed: 3 days, 9:07:22 Gen_loss: 0.8842 Dis_loss: 0.9536 Cls_loss: N/A Topk: N/A ada_p: 0.1965
[INFO] 2021-10-19 22:30:20 > Step: 345900 Progress: 34.6% Elapsed: 3 days, 9:08:25 Gen_loss: 1.615 Dis_loss: 0.8647 Cls_loss: N/A Topk: N/A ada_p: 0.1947
[INFO] 2021-10-19 22:31:32 > Step: 346000 Progress: 34.6% Elapsed: 3 days, 9:09:37 Gen_loss: 1.32 Dis_loss: 0.8584 Cls_loss: N/A Topk: N/A ada_p: 0.197
[INFO] 2021-10-19 22:32:34 > Step: 346100 Progress: 34.6% Elapsed: 3 days, 9:10:39 Gen_loss: 1.598 Dis_loss: 0.8363 Cls_loss: N/A Topk: N/A ada_p: 0.1997
[INFO] 2021-10-19 22:33:37 > Step: 346200 Progress: 34.6% Elapsed: 3 days, 9:11:41 Gen_loss: 1.221 Dis_loss: 0.7846 Cls_loss: N/A Topk: N/A ada_p: 0.1997
[INFO] 2021-10-19 22:34:39 > Step: 346300 Progress: 34.6% Elapsed: 3 days, 9:12:44 Gen_loss: 0.9495 Dis_loss: 1.084 Cls_loss: N/A Topk: N/A ada_p: 0.1984
[INFO] 2021-10-19 22:35:42 > Step: 346400 Progress: 34.6% Elapsed: 3 days, 9:13:46 Gen_loss: 2.194 Dis_loss: 1.436 Cls_loss: N/A Topk: N/A ada_p: 0.2022
[INFO] 2021-10-19 22:36:44 > Step: 346500 Progress: 34.6% Elapsed: 3 days, 9:14:49 Gen_loss: 1.63 Dis_loss: 0.929 Cls_loss: N/A Topk: N/A ada_p: 0.1962
[INFO] 2021-10-19 22:37:46 > Step: 346600 Progress: 34.7% Elapsed: 3 days, 9:15:51 Gen_loss: 0.8011 Dis_loss: 0.9182 Cls_loss: N/A Topk: N/A ada_p: 0.1949
[INFO] 2021-10-19 22:38:49 > Step: 346700 Progress: 34.7% Elapsed: 3 days, 9:16:53 Gen_loss: 1.246 Dis_loss: 0.8451 Cls_loss: N/A Topk: N/A ada_p: 0.2003
[INFO] 2021-10-19 22:40:01 > Step: 346800 Progress: 34.7% Elapsed: 3 days, 9:18:06 Gen_loss: 1.557 Dis_loss: 0.8433 Cls_loss: N/A Topk: N/A ada_p: 0.2013
[INFO] 2021-10-19 22:41:04 > Step: 346900 Progress: 34.7% Elapsed: 3 days, 9:19:08 Gen_loss: 1.63 Dis_loss: 0.9794 Cls_loss: N/A Topk: N/A ada_p: 0.2017
[INFO] 2021-10-19 22:42:06 > Step: 347000 Progress: 34.7% Elapsed: 3 days, 9:20:11 Gen_loss: 1.099 Dis_loss: 0.8905 Cls_loss: N/A Topk: N/A ada_p: 0.1953
[INFO] 2021-10-19 22:43:09 > Step: 347100 Progress: 34.7% Elapsed: 3 days, 9:21:13 Gen_loss: 1.248 Dis_loss: 0.7177 Cls_loss: N/A Topk: N/A ada_p: 0.1976
[INFO] 2021-10-19 22:44:11 > Step: 347200 Progress: 34.7% Elapsed: 3 days, 9:22:15 Gen_loss: 1.733 Dis_loss: 0.9994 Cls_loss: N/A Topk: N/A ada_p: 0.1992
[INFO] 2021-10-19 22:45:13 > Step: 347300 Progress: 34.7% Elapsed: 3 days, 9:23:18 Gen_loss: 0.8446 Dis_loss: 1.141 Cls_loss: N/A Topk: N/A ada_p: 0.1996
[INFO] 2021-10-19 22:46:15 > Step: 347400 Progress: 34.7% Elapsed: 3 days, 9:24:20 Gen_loss: 1.311 Dis_loss: 0.7313 Cls_loss: N/A Topk: N/A ada_p: 0.1993
[INFO] 2021-10-19 22:47:18 > Step: 347500 Progress: 34.8% Elapsed: 3 days, 9:25:22 Gen_loss: 1.416 Dis_loss: 0.6394 Cls_loss: N/A Topk: N/A ada_p: 0.2006
[INFO] 2021-10-19 22:48:30 > Step: 347600 Progress: 34.8% Elapsed: 3 days, 9:26:35 Gen_loss: 1.12 Dis_loss: 0.8355 Cls_loss: N/A Topk: N/A ada_p: 0.2011
[INFO] 2021-10-19 22:49:32 > Step: 347700 Progress: 34.8% Elapsed: 3 days, 9:27:37 Gen_loss: 1.615 Dis_loss: 1.664 Cls_loss: N/A Topk: N/A ada_p: 0.2097
[INFO] 2021-10-19 22:50:35 > Step: 347800 Progress: 34.8% Elapsed: 3 days, 9:28:40 Gen_loss: 1.224 Dis_loss: 0.8483 Cls_loss: N/A Topk: N/A ada_p: 0.2056
[INFO] 2021-10-19 22:51:37 > Step: 347900 Progress: 34.8% Elapsed: 3 days, 9:29:42 Gen_loss: 1.933 Dis_loss: 0.9952 Cls_loss: N/A Topk: N/A ada_p: 0.204
[INFO] 2021-10-19 22:52:40 > Step: 348000 Progress: 34.8% Elapsed: 3 days, 9:30:44 Gen_loss: 0.5973 Dis_loss: 1.532 Cls_loss: N/A Topk: N/A ada_p: 0.2051
[INFO] 2021-10-19 22:53:42 > Step: 348100 Progress: 34.8% Elapsed: 3 days, 9:31:47 Gen_loss: 0.9713 Dis_loss: 0.7249 Cls_loss: N/A Topk: N/A ada_p: 0.207
[INFO] 2021-10-19 22:54:44 > Step: 348200 Progress: 34.8% Elapsed: 3 days, 9:32:49 Gen_loss: 1.01 Dis_loss: 0.8971 Cls_loss: N/A Topk: N/A ada_p: 0.2065
[INFO] 2021-10-19 22:55:46 > Step: 348300 Progress: 34.8% Elapsed: 3 days, 9:33:51 Gen_loss: 1.586 Dis_loss: 0.6789 Cls_loss: N/A Topk: N/A ada_p: 0.207
[INFO] 2021-10-19 22:56:59 > Step: 348400 Progress: 34.8% Elapsed: 3 days, 9:35:03 Gen_loss: 1.424 Dis_loss: 0.8481 Cls_loss: N/A Topk: N/A ada_p: 0.2085
[INFO] 2021-10-19 22:58:01 > Step: 348500 Progress: 34.8% Elapsed: 3 days, 9:36:06 Gen_loss: 1.454 Dis_loss: 0.6595 Cls_loss: N/A Topk: N/A ada_p: 0.2048
[INFO] 2021-10-19 22:59:04 > Step: 348600 Progress: 34.9% Elapsed: 3 days, 9:37:09 Gen_loss: 1.218 Dis_loss: 0.762 Cls_loss: N/A Topk: N/A ada_p: 0.2074
[INFO] 2021-10-19 23:00:06 > Step: 348700 Progress: 34.9% Elapsed: 3 days, 9:38:11 Gen_loss: 0.9951 Dis_loss: 0.922 Cls_loss: N/A Topk: N/A ada_p: 0.2079
[INFO] 2021-10-19 23:01:08 > Step: 348800 Progress: 34.9% Elapsed: 3 days, 9:39:13 Gen_loss: 1.194 Dis_loss: 0.8397 Cls_loss: N/A Topk: N/A ada_p: 0.2079
[INFO] 2021-10-19 23:02:11 > Step: 348900 Progress: 34.9% Elapsed: 3 days, 9:40:15 Gen_loss: 1.038 Dis_loss: 0.8383 Cls_loss: N/A Topk: N/A ada_p: 0.2037
[INFO] 2021-10-19 23:03:13 > Step: 349000 Progress: 34.9% Elapsed: 3 days, 9:41:18 Gen_loss: 1.429 Dis_loss: 0.4856 Cls_loss: N/A Topk: N/A ada_p: 0.2008
[INFO] 2021-10-19 23:04:15 > Step: 349100 Progress: 34.9% Elapsed: 3 days, 9:42:20 Gen_loss: 1.219 Dis_loss: 0.6335 Cls_loss: N/A Topk: N/A ada_p: 0.2013
[INFO] 2021-10-19 23:05:28 > Step: 349200 Progress: 34.9% Elapsed: 3 days, 9:43:33 Gen_loss: 1.571 Dis_loss: 0.9936 Cls_loss: N/A Topk: N/A ada_p: 0.2006
[INFO] 2021-10-19 23:06:31 > Step: 349300 Progress: 34.9% Elapsed: 3 days, 9:44:36 Gen_loss: 1.519 Dis_loss: 1.208 Cls_loss: N/A Topk: N/A ada_p: 0.2035
[INFO] 2021-10-19 23:07:34 > Step: 349400 Progress: 34.9% Elapsed: 3 days, 9:45:38 Gen_loss: 1.116 Dis_loss: 0.8673 Cls_loss: N/A Topk: N/A ada_p: 0.2071
[INFO] 2021-10-19 23:08:36 > Step: 349500 Progress: 34.9% Elapsed: 3 days, 9:46:41 Gen_loss: 0.6677 Dis_loss: 0.9018 Cls_loss: N/A Topk: N/A ada_p: 0.2063
[INFO] 2021-10-19 23:09:39 > Step: 349600 Progress: 35.0% Elapsed: 3 days, 9:47:43 Gen_loss: 1.94 Dis_loss: 1.065 Cls_loss: N/A Topk: N/A ada_p: 0.2074
[INFO] 2021-10-19 23:10:41 > Step: 349700 Progress: 35.0% Elapsed: 3 days, 9:48:46 Gen_loss: 1.452 Dis_loss: 0.6372 Cls_loss: N/A Topk: N/A ada_p: 0.2077
[INFO] 2021-10-19 23:11:43 > Step: 349800 Progress: 35.0% Elapsed: 3 days, 9:49:48 Gen_loss: 0.8613 Dis_loss: 0.6957 Cls_loss: N/A Topk: N/A ada_p: 0.2121
[INFO] 2021-10-19 23:12:57 > Step: 349900 Progress: 35.0% Elapsed: 3 days, 9:51:02 Gen_loss: 1.105 Dis_loss: 0.9409 Cls_loss: N/A Topk: N/A ada_p: 0.2108
[INFO] 2021-10-19 23:13:59 > Step: 350000 Progress: 35.0% Elapsed: 3 days, 9:52:04 Gen_loss: 1.146 Dis_loss: 0.7652 Cls_loss: N/A Topk: N/A ada_p: 0.209
[INFO] 2021-10-19 23:13:59 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-19 23:14:00 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_350000.png
[INFO] 2021-10-19 23:14:00 > Start Evaluation (350000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-19 23:14:00 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-19 23:19:30 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-19 23:25:07 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-19 23:46:29 > Inception score (Step: 350000, 50000 generated images): 10.472509384155273
[INFO] 2021-10-19 23:46:29 > FID score (Step: 350000, Using train moments): 2.899052280141291
[INFO] 2021-10-19 23:46:29 > Improved Precision (Step: 350000, Using train images): 0.74504
[INFO] 2021-10-19 23:46:29 > Improved Recall (Step: 350000, Using train images): 0.6708
[INFO] 2021-10-19 23:46:29 > Density (Step: 350000, Using train images): 1.056564
[INFO] 2021-10-19 23:46:29 > Coverage (Step: 350000, Using train images): 0.91604
[INFO] 2021-10-19 23:46:29 > Best FID score (Step: 350000, Using train moments): 2.899052280141291
[INFO] 2021-10-19 23:46:51 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-19 23:47:52 > Step: 350100 Progress: 35.0% Elapsed: 3 days, 10:25:57 Gen_loss: 1.388 Dis_loss: 0.8772 Cls_loss: N/A Topk: N/A ada_p: 0.2079
[INFO] 2021-10-19 23:48:54 > Step: 350200 Progress: 35.0% Elapsed: 3 days, 10:26:59 Gen_loss: 0.9134 Dis_loss: 0.5764 Cls_loss: N/A Topk: N/A ada_p: 0.2084
[INFO] 2021-10-19 23:49:57 > Step: 350300 Progress: 35.0% Elapsed: 3 days, 10:28:01 Gen_loss: 1.547 Dis_loss: 0.5618 Cls_loss: N/A Topk: N/A ada_p: 0.2089
[INFO] 2021-10-19 23:50:59 > Step: 350400 Progress: 35.0% Elapsed: 3 days, 10:29:04 Gen_loss: 1.798 Dis_loss: 1.109 Cls_loss: N/A Topk: N/A ada_p: 0.2079
[INFO] 2021-10-19 23:52:02 > Step: 350500 Progress: 35.0% Elapsed: 3 days, 10:30:07 Gen_loss: 0.9917 Dis_loss: 1.092 Cls_loss: N/A Topk: N/A ada_p: 0.2042
[INFO] 2021-10-19 23:53:05 > Step: 350600 Progress: 35.1% Elapsed: 3 days, 10:31:10 Gen_loss: 1.375 Dis_loss: 0.6537 Cls_loss: N/A Topk: N/A ada_p: 0.198
[INFO] 2021-10-19 23:54:24 > Step: 350700 Progress: 35.1% Elapsed: 3 days, 10:32:29 Gen_loss: 0.7543 Dis_loss: 1.215 Cls_loss: N/A Topk: N/A ada_p: 0.2019
[INFO] 2021-10-19 23:55:26 > Step: 350800 Progress: 35.1% Elapsed: 3 days, 10:33:31 Gen_loss: 1.668 Dis_loss: 0.7369 Cls_loss: N/A Topk: N/A ada_p: 0.2013
[INFO] 2021-10-19 23:56:29 > Step: 350900 Progress: 35.1% Elapsed: 3 days, 10:34:34 Gen_loss: 1.324 Dis_loss: 0.9512 Cls_loss: N/A Topk: N/A ada_p: 0.201
[INFO] 2021-10-19 23:57:33 > Step: 351000 Progress: 35.1% Elapsed: 3 days, 10:35:37 Gen_loss: 1.276 Dis_loss: 1.054 Cls_loss: N/A Topk: N/A ada_p: 0.1994
[INFO] 2021-10-19 23:58:35 > Step: 351100 Progress: 35.1% Elapsed: 3 days, 10:36:40 Gen_loss: 2.114 Dis_loss: 0.8794 Cls_loss: N/A Topk: N/A ada_p: 0.2007
[INFO] 2021-10-19 23:59:37 > Step: 351200 Progress: 35.1% Elapsed: 3 days, 10:37:42 Gen_loss: 1.448 Dis_loss: 1.07 Cls_loss: N/A Topk: N/A ada_p: 0.1984
[INFO] 2021-10-20 00:00:40 > Step: 351300 Progress: 35.1% Elapsed: 3 days, 10:38:45 Gen_loss: 1.073 Dis_loss: 0.9111 Cls_loss: N/A Topk: N/A ada_p: 0.2013
[INFO] 2021-10-20 00:01:42 > Step: 351400 Progress: 35.1% Elapsed: 3 days, 10:39:47 Gen_loss: 1.035 Dis_loss: 1.077 Cls_loss: N/A Topk: N/A ada_p: 0.2026
[INFO] 2021-10-20 00:02:54 > Step: 351500 Progress: 35.1% Elapsed: 3 days, 10:40:59 Gen_loss: 1.743 Dis_loss: 0.5224 Cls_loss: N/A Topk: N/A ada_p: 0.2034
[INFO] 2021-10-20 00:03:57 > Step: 351600 Progress: 35.2% Elapsed: 3 days, 10:42:01 Gen_loss: 1.215 Dis_loss: 0.8078 Cls_loss: N/A Topk: N/A ada_p: 0.2011
[INFO] 2021-10-20 00:05:00 > Step: 351700 Progress: 35.2% Elapsed: 3 days, 10:43:04 Gen_loss: 0.9175 Dis_loss: 0.7664 Cls_loss: N/A Topk: N/A ada_p: 0.1984
[INFO] 2021-10-20 00:06:03 > Step: 351800 Progress: 35.2% Elapsed: 3 days, 10:44:08 Gen_loss: 1.317 Dis_loss: 0.7754 Cls_loss: N/A Topk: N/A ada_p: 0.1989
[INFO] 2021-10-20 00:07:06 > Step: 351900 Progress: 35.2% Elapsed: 3 days, 10:45:10 Gen_loss: 1.526 Dis_loss: 0.8334 Cls_loss: N/A Topk: N/A ada_p: 0.203
[INFO] 2021-10-20 00:08:08 > Step: 352000 Progress: 35.2% Elapsed: 3 days, 10:46:13 Gen_loss: 1.2 Dis_loss: 0.9006 Cls_loss: N/A Topk: N/A ada_p: 0.2015
[INFO] 2021-10-20 00:09:11 > Step: 352100 Progress: 35.2% Elapsed: 3 days, 10:47:16 Gen_loss: 1.073 Dis_loss: 0.9545 Cls_loss: N/A Topk: N/A ada_p: 0.1978
[INFO] 2021-10-20 00:10:13 > Step: 352200 Progress: 35.2% Elapsed: 3 days, 10:48:18 Gen_loss: 1.644 Dis_loss: 0.9955 Cls_loss: N/A Topk: N/A ada_p: 0.1929
[INFO] 2021-10-20 00:11:26 > Step: 352300 Progress: 35.2% Elapsed: 3 days, 10:49:31 Gen_loss: 1.443 Dis_loss: 0.9421 Cls_loss: N/A Topk: N/A ada_p: 0.1916
[INFO] 2021-10-20 00:12:28 > Step: 352400 Progress: 35.2% Elapsed: 3 days, 10:50:33 Gen_loss: 2.211 Dis_loss: 0.7413 Cls_loss: N/A Topk: N/A ada_p: 0.1911
[INFO] 2021-10-20 00:13:31 > Step: 352500 Progress: 35.2% Elapsed: 3 days, 10:51:36 Gen_loss: 1.128 Dis_loss: 2.129 Cls_loss: N/A Topk: N/A ada_p: 0.19
[INFO] 2021-10-20 00:14:33 > Step: 352600 Progress: 35.3% Elapsed: 3 days, 10:52:38 Gen_loss: 1.371 Dis_loss: 0.6991 Cls_loss: N/A Topk: N/A ada_p: 0.1912
[INFO] 2021-10-20 00:15:35 > Step: 352700 Progress: 35.3% Elapsed: 3 days, 10:53:40 Gen_loss: 1.853 Dis_loss: 0.6908 Cls_loss: N/A Topk: N/A ada_p: 0.194
[INFO] 2021-10-20 00:16:38 > Step: 352800 Progress: 35.3% Elapsed: 3 days, 10:54:43 Gen_loss: 1.62 Dis_loss: 0.814 Cls_loss: N/A Topk: N/A ada_p: 0.1912
[INFO] 2021-10-20 00:17:41 > Step: 352900 Progress: 35.3% Elapsed: 3 days, 10:55:45 Gen_loss: 1.364 Dis_loss: 0.6709 Cls_loss: N/A Topk: N/A ada_p: 0.196
[INFO] 2021-10-20 00:18:43 > Step: 353000 Progress: 35.3% Elapsed: 3 days, 10:56:48 Gen_loss: 1.877 Dis_loss: 0.7927 Cls_loss: N/A Topk: N/A ada_p: 0.198
[INFO] 2021-10-20 00:19:55 > Step: 353100 Progress: 35.3% Elapsed: 3 days, 10:58:00 Gen_loss: 1.414 Dis_loss: 0.9565 Cls_loss: N/A Topk: N/A ada_p: 0.1962
[INFO] 2021-10-20 00:20:58 > Step: 353200 Progress: 35.3% Elapsed: 3 days, 10:59:02 Gen_loss: 2.247 Dis_loss: 1.253 Cls_loss: N/A Topk: N/A ada_p: 0.2011
[INFO] 2021-10-20 00:22:01 > Step: 353300 Progress: 35.3% Elapsed: 3 days, 11:00:06 Gen_loss: 1.363 Dis_loss: 0.6673 Cls_loss: N/A Topk: N/A ada_p: 0.2012
[INFO] 2021-10-20 00:23:04 > Step: 353400 Progress: 35.3% Elapsed: 3 days, 11:01:09 Gen_loss: 1.041 Dis_loss: 0.9021 Cls_loss: N/A Topk: N/A ada_p: 0.2002
[INFO] 2021-10-20 00:24:07 > Step: 353500 Progress: 35.4% Elapsed: 3 days, 11:02:11 Gen_loss: 1.056 Dis_loss: 0.6618 Cls_loss: N/A Topk: N/A ada_p: 0.203
[INFO] 2021-10-20 00:25:09 > Step: 353600 Progress: 35.4% Elapsed: 3 days, 11:03:14 Gen_loss: 1.988 Dis_loss: 0.6481 Cls_loss: N/A Topk: N/A ada_p: 0.2025
[INFO] 2021-10-20 00:26:12 > Step: 353700 Progress: 35.4% Elapsed: 3 days, 11:04:17 Gen_loss: 1.738 Dis_loss: 0.9783 Cls_loss: N/A Topk: N/A ada_p: 0.2039
[INFO] 2021-10-20 00:27:26 > Step: 353800 Progress: 35.4% Elapsed: 3 days, 11:05:31 Gen_loss: 0.7336 Dis_loss: 1.06 Cls_loss: N/A Topk: N/A ada_p: 0.2047
[INFO] 2021-10-20 00:28:28 > Step: 353900 Progress: 35.4% Elapsed: 3 days, 11:06:33 Gen_loss: 1.262 Dis_loss: 1.079 Cls_loss: N/A Topk: N/A ada_p: 0.2052
[INFO] 2021-10-20 00:29:31 > Step: 354000 Progress: 35.4% Elapsed: 3 days, 11:07:36 Gen_loss: 1.702 Dis_loss: 0.8827 Cls_loss: N/A Topk: N/A ada_p: 0.2034
[INFO] 2021-10-20 00:30:34 > Step: 354100 Progress: 35.4% Elapsed: 3 days, 11:08:39 Gen_loss: 1.289 Dis_loss: 0.874 Cls_loss: N/A Topk: N/A ada_p: 0.2058
[INFO] 2021-10-20 00:31:37 > Step: 354200 Progress: 35.4% Elapsed: 3 days, 11:09:42 Gen_loss: 1.677 Dis_loss: 0.8989 Cls_loss: N/A Topk: N/A ada_p: 0.2053
[INFO] 2021-10-20 00:32:39 > Step: 354300 Progress: 35.4% Elapsed: 3 days, 11:10:44 Gen_loss: 1.053 Dis_loss: 0.8481 Cls_loss: N/A Topk: N/A ada_p: 0.203
[INFO] 2021-10-20 00:33:43 > Step: 354400 Progress: 35.4% Elapsed: 3 days, 11:11:47 Gen_loss: 1.661 Dis_loss: 0.8778 Cls_loss: N/A Topk: N/A ada_p: 0.2015
[INFO] 2021-10-20 00:34:45 > Step: 354500 Progress: 35.4% Elapsed: 3 days, 11:12:50 Gen_loss: 1.117 Dis_loss: 1.085 Cls_loss: N/A Topk: N/A ada_p: 0.2003
[INFO] 2021-10-20 00:35:58 > Step: 354600 Progress: 35.5% Elapsed: 3 days, 11:14:02 Gen_loss: 1.902 Dis_loss: 0.6465 Cls_loss: N/A Topk: N/A ada_p: 0.2034
[INFO] 2021-10-20 00:37:00 > Step: 354700 Progress: 35.5% Elapsed: 3 days, 11:15:05 Gen_loss: 1.265 Dis_loss: 0.8476 Cls_loss: N/A Topk: N/A ada_p: 0.2065
[INFO] 2021-10-20 00:38:03 > Step: 354800 Progress: 35.5% Elapsed: 3 days, 11:16:08 Gen_loss: 1.105 Dis_loss: 1.192 Cls_loss: N/A Topk: N/A ada_p: 0.2116
[INFO] 2021-10-20 00:39:06 > Step: 354900 Progress: 35.5% Elapsed: 3 days, 11:17:10 Gen_loss: 1.459 Dis_loss: 0.707 Cls_loss: N/A Topk: N/A ada_p: 0.2104
[INFO] 2021-10-20 00:40:09 > Step: 355000 Progress: 35.5% Elapsed: 3 days, 11:18:13 Gen_loss: 1.427 Dis_loss: 0.6614 Cls_loss: N/A Topk: N/A ada_p: 0.2076
[INFO] 2021-10-20 00:41:12 > Step: 355100 Progress: 35.5% Elapsed: 3 days, 11:19:16 Gen_loss: 1.113 Dis_loss: 1.049 Cls_loss: N/A Topk: N/A ada_p: 0.2081
[INFO] 2021-10-20 00:42:14 > Step: 355200 Progress: 35.5% Elapsed: 3 days, 11:20:19 Gen_loss: 1.257 Dis_loss: 1.088 Cls_loss: N/A Topk: N/A ada_p: 0.2069
[INFO] 2021-10-20 00:43:17 > Step: 355300 Progress: 35.5% Elapsed: 3 days, 11:21:22 Gen_loss: 0.7405 Dis_loss: 0.9141 Cls_loss: N/A Topk: N/A ada_p: 0.208
[INFO] 2021-10-20 00:44:30 > Step: 355400 Progress: 35.5% Elapsed: 3 days, 11:22:35 Gen_loss: 2.077 Dis_loss: 0.8575 Cls_loss: N/A Topk: N/A ada_p: 0.2075
[INFO] 2021-10-20 00:45:33 > Step: 355500 Progress: 35.5% Elapsed: 3 days, 11:23:38 Gen_loss: 1.264 Dis_loss: 1.004 Cls_loss: N/A Topk: N/A ada_p: 0.2103
[INFO] 2021-10-20 00:46:36 > Step: 355600 Progress: 35.6% Elapsed: 3 days, 11:24:40 Gen_loss: 1.861 Dis_loss: 1.216 Cls_loss: N/A Topk: N/A ada_p: 0.2098
[INFO] 2021-10-20 00:47:39 > Step: 355700 Progress: 35.6% Elapsed: 3 days, 11:25:43 Gen_loss: 2.011 Dis_loss: 0.5036 Cls_loss: N/A Topk: N/A ada_p: 0.2094
[INFO] 2021-10-20 00:48:41 > Step: 355800 Progress: 35.6% Elapsed: 3 days, 11:26:46 Gen_loss: 1.548 Dis_loss: 0.8422 Cls_loss: N/A Topk: N/A ada_p: 0.213
[INFO] 2021-10-20 00:49:44 > Step: 355900 Progress: 35.6% Elapsed: 3 days, 11:27:48 Gen_loss: 1.436 Dis_loss: 0.8672 Cls_loss: N/A Topk: N/A ada_p: 0.2122
[INFO] 2021-10-20 00:50:46 > Step: 356000 Progress: 35.6% Elapsed: 3 days, 11:28:51 Gen_loss: 0.8581 Dis_loss: 1.06 Cls_loss: N/A Topk: N/A ada_p: 0.212
[INFO] 2021-10-20 00:51:49 > Step: 356100 Progress: 35.6% Elapsed: 3 days, 11:29:54 Gen_loss: 1.293 Dis_loss: 0.7573 Cls_loss: N/A Topk: N/A ada_p: 0.2139
[INFO] 2021-10-20 00:53:04 > Step: 356200 Progress: 35.6% Elapsed: 3 days, 11:31:08 Gen_loss: 1.442 Dis_loss: 1.126 Cls_loss: N/A Topk: N/A ada_p: 0.2121
[INFO] 2021-10-20 00:54:06 > Step: 356300 Progress: 35.6% Elapsed: 3 days, 11:32:11 Gen_loss: 1.08 Dis_loss: 1.086 Cls_loss: N/A Topk: N/A ada_p: 0.2172
[INFO] 2021-10-20 00:55:09 > Step: 356400 Progress: 35.6% Elapsed: 3 days, 11:33:13 Gen_loss: 1.878 Dis_loss: 0.7736 Cls_loss: N/A Topk: N/A ada_p: 0.2188
[INFO] 2021-10-20 00:56:12 > Step: 356500 Progress: 35.6% Elapsed: 3 days, 11:34:16 Gen_loss: 1.648 Dis_loss: 1.322 Cls_loss: N/A Topk: N/A ada_p: 0.2161
[INFO] 2021-10-20 00:57:14 > Step: 356600 Progress: 35.7% Elapsed: 3 days, 11:35:19 Gen_loss: 1.408 Dis_loss: 1.126 Cls_loss: N/A Topk: N/A ada_p: 0.2109
[INFO] 2021-10-20 00:58:17 > Step: 356700 Progress: 35.7% Elapsed: 3 days, 11:36:21 Gen_loss: 0.9096 Dis_loss: 1.059 Cls_loss: N/A Topk: N/A ada_p: 0.213
[INFO] 2021-10-20 00:59:19 > Step: 356800 Progress: 35.7% Elapsed: 3 days, 11:37:24 Gen_loss: 1.896 Dis_loss: 1.064 Cls_loss: N/A Topk: N/A ada_p: 0.2102
[INFO] 2021-10-20 01:00:22 > Step: 356900 Progress: 35.7% Elapsed: 3 days, 11:38:27 Gen_loss: 1.979 Dis_loss: 1.139 Cls_loss: N/A Topk: N/A ada_p: 0.2065
[INFO] 2021-10-20 01:01:35 > Step: 357000 Progress: 35.7% Elapsed: 3 days, 11:39:39 Gen_loss: 0.9374 Dis_loss: 0.8287 Cls_loss: N/A Topk: N/A ada_p: 0.2052
[INFO] 2021-10-20 01:02:38 > Step: 357100 Progress: 35.7% Elapsed: 3 days, 11:40:42 Gen_loss: 0.9352 Dis_loss: 0.991 Cls_loss: N/A Topk: N/A ada_p: 0.2062
[INFO] 2021-10-20 01:03:41 > Step: 357200 Progress: 35.7% Elapsed: 3 days, 11:41:45 Gen_loss: 1.725 Dis_loss: 0.9073 Cls_loss: N/A Topk: N/A ada_p: 0.2049
[INFO] 2021-10-20 01:04:43 > Step: 357300 Progress: 35.7% Elapsed: 3 days, 11:42:48 Gen_loss: 1.273 Dis_loss: 0.7475 Cls_loss: N/A Topk: N/A ada_p: 0.2069
[INFO] 2021-10-20 01:05:45 > Step: 357400 Progress: 35.7% Elapsed: 3 days, 11:43:50 Gen_loss: 0.9011 Dis_loss: 0.8664 Cls_loss: N/A Topk: N/A ada_p: 0.2028
[INFO] 2021-10-20 01:06:48 > Step: 357500 Progress: 35.8% Elapsed: 3 days, 11:44:52 Gen_loss: 1.158 Dis_loss: 0.8882 Cls_loss: N/A Topk: N/A ada_p: 0.2028
[INFO] 2021-10-20 01:07:50 > Step: 357600 Progress: 35.8% Elapsed: 3 days, 11:45:55 Gen_loss: 1.679 Dis_loss: 1.122 Cls_loss: N/A Topk: N/A ada_p: 0.2066
[INFO] 2021-10-20 01:09:03 > Step: 357700 Progress: 35.8% Elapsed: 3 days, 11:47:08 Gen_loss: 0.8176 Dis_loss: 0.807 Cls_loss: N/A Topk: N/A ada_p: 0.2039
[INFO] 2021-10-20 01:10:05 > Step: 357800 Progress: 35.8% Elapsed: 3 days, 11:48:10 Gen_loss: 1.168 Dis_loss: 0.9948 Cls_loss: N/A Topk: N/A ada_p: 0.2003
[INFO] 2021-10-20 01:11:07 > Step: 357900 Progress: 35.8% Elapsed: 3 days, 11:49:12 Gen_loss: 1.958 Dis_loss: 1.114 Cls_loss: N/A Topk: N/A ada_p: 0.2001
[INFO] 2021-10-20 01:12:10 > Step: 358000 Progress: 35.8% Elapsed: 3 days, 11:50:14 Gen_loss: 1.173 Dis_loss: 0.9216 Cls_loss: N/A Topk: N/A ada_p: 0.1983
[INFO] 2021-10-20 01:13:12 > Step: 358100 Progress: 35.8% Elapsed: 3 days, 11:51:17 Gen_loss: 1.144 Dis_loss: 0.921 Cls_loss: N/A Topk: N/A ada_p: 0.2005
[INFO] 2021-10-20 01:14:14 > Step: 358200 Progress: 35.8% Elapsed: 3 days, 11:52:19 Gen_loss: 1.407 Dis_loss: 0.6767 Cls_loss: N/A Topk: N/A ada_p: 0.1989
[INFO] 2021-10-20 01:15:17 > Step: 358300 Progress: 35.8% Elapsed: 3 days, 11:53:21 Gen_loss: 1.055 Dis_loss: 1.022 Cls_loss: N/A Topk: N/A ada_p: 0.2007
[INFO] 2021-10-20 01:16:19 > Step: 358400 Progress: 35.8% Elapsed: 3 days, 11:54:23 Gen_loss: 2.219 Dis_loss: 1.098 Cls_loss: N/A Topk: N/A ada_p: 0.2005
[INFO] 2021-10-20 01:17:32 > Step: 358500 Progress: 35.9% Elapsed: 3 days, 11:55:36 Gen_loss: 1.146 Dis_loss: 0.9199 Cls_loss: N/A Topk: N/A ada_p: 0.2001
[INFO] 2021-10-20 01:18:34 > Step: 358600 Progress: 35.9% Elapsed: 3 days, 11:56:38 Gen_loss: 1.246 Dis_loss: 0.8814 Cls_loss: N/A Topk: N/A ada_p: 0.2026
[INFO] 2021-10-20 01:19:36 > Step: 358700 Progress: 35.9% Elapsed: 3 days, 11:57:41 Gen_loss: 1.367 Dis_loss: 0.6888 Cls_loss: N/A Topk: N/A ada_p: 0.2013
[INFO] 2021-10-20 01:20:39 > Step: 358800 Progress: 35.9% Elapsed: 3 days, 11:58:43 Gen_loss: 2.455 Dis_loss: 0.7907 Cls_loss: N/A Topk: N/A ada_p: 0.2006
[INFO] 2021-10-20 01:21:41 > Step: 358900 Progress: 35.9% Elapsed: 3 days, 11:59:46 Gen_loss: 1.045 Dis_loss: 0.9991 Cls_loss: N/A Topk: N/A ada_p: 0.2002
[INFO] 2021-10-20 01:22:44 > Step: 359000 Progress: 35.9% Elapsed: 3 days, 12:00:49 Gen_loss: 1.155 Dis_loss: 0.4998 Cls_loss: N/A Topk: N/A ada_p: 0.202
[INFO] 2021-10-20 01:23:46 > Step: 359100 Progress: 35.9% Elapsed: 3 days, 12:01:51 Gen_loss: 1.509 Dis_loss: 1.229 Cls_loss: N/A Topk: N/A ada_p: 0.2025
[INFO] 2021-10-20 01:24:49 > Step: 359200 Progress: 35.9% Elapsed: 3 days, 12:02:53 Gen_loss: 1.673 Dis_loss: 1.009 Cls_loss: N/A Topk: N/A ada_p: 0.2043
[INFO] 2021-10-20 01:26:01 > Step: 359300 Progress: 35.9% Elapsed: 3 days, 12:04:06 Gen_loss: 2.114 Dis_loss: 0.9369 Cls_loss: N/A Topk: N/A ada_p: 0.2072
[INFO] 2021-10-20 01:27:03 > Step: 359400 Progress: 35.9% Elapsed: 3 days, 12:05:08 Gen_loss: 1.416 Dis_loss: 0.9854 Cls_loss: N/A Topk: N/A ada_p: 0.207
[INFO] 2021-10-20 01:28:06 > Step: 359500 Progress: 35.9% Elapsed: 3 days, 12:06:10 Gen_loss: 1.271 Dis_loss: 0.8171 Cls_loss: N/A Topk: N/A ada_p: 0.2031
[INFO] 2021-10-20 01:29:08 > Step: 359600 Progress: 36.0% Elapsed: 3 days, 12:07:13 Gen_loss: 1.451 Dis_loss: 1.343 Cls_loss: N/A Topk: N/A ada_p: 0.207
[INFO] 2021-10-20 01:30:12 > Step: 359700 Progress: 36.0% Elapsed: 3 days, 12:08:16 Gen_loss: 1.218 Dis_loss: 0.9569 Cls_loss: N/A Topk: N/A ada_p: 0.2051
[INFO] 2021-10-20 01:31:14 > Step: 359800 Progress: 36.0% Elapsed: 3 days, 12:09:18 Gen_loss: 1.279 Dis_loss: 0.7907 Cls_loss: N/A Topk: N/A ada_p: 0.2056
[INFO] 2021-10-20 01:32:16 > Step: 359900 Progress: 36.0% Elapsed: 3 days, 12:10:21 Gen_loss: 1.07 Dis_loss: 0.8403 Cls_loss: N/A Topk: N/A ada_p: 0.204
[INFO] 2021-10-20 01:33:19 > Step: 360000 Progress: 36.0% Elapsed: 3 days, 12:11:23 Gen_loss: 2.063 Dis_loss: 1.367 Cls_loss: N/A Topk: N/A ada_p: 0.2035
[INFO] 2021-10-20 01:33:19 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-20 01:33:19 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_360000.png
[INFO] 2021-10-20 01:33:19 > Start Evaluation (360000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-20 01:33:19 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-20 01:38:48 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-20 01:44:26 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-20 02:05:36 > Inception score (Step: 360000, 50000 generated images): 10.414993286132812
[INFO] 2021-10-20 02:05:36 > FID score (Step: 360000, Using train moments): 2.944923843214042
[INFO] 2021-10-20 02:05:36 > Improved Precision (Step: 360000, Using train images): 0.7423
[INFO] 2021-10-20 02:05:36 > Improved Recall (Step: 360000, Using train images): 0.67026
[INFO] 2021-10-20 02:05:36 > Density (Step: 360000, Using train images): 1.0327520000000001
[INFO] 2021-10-20 02:05:36 > Coverage (Step: 360000, Using train images): 0.91416
[INFO] 2021-10-20 02:05:36 > Best FID score (Step: 350000, Using train moments): 2.899052280141291
[INFO] 2021-10-20 02:05:50 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-20 02:07:07 > Step: 360100 Progress: 36.0% Elapsed: 3 days, 12:45:11 Gen_loss: 1.379 Dis_loss: 0.4399 Cls_loss: N/A Topk: N/A ada_p: 0.2013
[INFO] 2021-10-20 02:08:09 > Step: 360200 Progress: 36.0% Elapsed: 3 days, 12:46:13 Gen_loss: 0.9433 Dis_loss: 0.7735 Cls_loss: N/A Topk: N/A ada_p: 0.2024
[INFO] 2021-10-20 02:09:11 > Step: 360300 Progress: 36.0% Elapsed: 3 days, 12:47:15 Gen_loss: 1.338 Dis_loss: 0.6751 Cls_loss: N/A Topk: N/A ada_p: 0.1998
[INFO] 2021-10-20 02:10:13 > Step: 360400 Progress: 36.0% Elapsed: 3 days, 12:48:17 Gen_loss: 2.407 Dis_loss: 1.261 Cls_loss: N/A Topk: N/A ada_p: 0.2016
[INFO] 2021-10-20 02:11:15 > Step: 360500 Progress: 36.0% Elapsed: 3 days, 12:49:20 Gen_loss: 1.686 Dis_loss: 1.282 Cls_loss: N/A Topk: N/A ada_p: 0.1976
[INFO] 2021-10-20 02:12:18 > Step: 360600 Progress: 36.1% Elapsed: 3 days, 12:50:22 Gen_loss: 1.75 Dis_loss: 0.994 Cls_loss: N/A Topk: N/A ada_p: 0.2035
[INFO] 2021-10-20 02:13:20 > Step: 360700 Progress: 36.1% Elapsed: 3 days, 12:51:25 Gen_loss: 1.152 Dis_loss: 0.9373 Cls_loss: N/A Topk: N/A ada_p: 0.2043
[INFO] 2021-10-20 02:14:22 > Step: 360800 Progress: 36.1% Elapsed: 3 days, 12:52:27 Gen_loss: 1.322 Dis_loss: 0.7296 Cls_loss: N/A Topk: N/A ada_p: 0.2038
[INFO] 2021-10-20 02:15:35 > Step: 360900 Progress: 36.1% Elapsed: 3 days, 12:53:39 Gen_loss: 1.243 Dis_loss: 0.8543 Cls_loss: N/A Topk: N/A ada_p: 0.2019
[INFO] 2021-10-20 02:16:37 > Step: 361000 Progress: 36.1% Elapsed: 3 days, 12:54:42 Gen_loss: 1.255 Dis_loss: 0.6989 Cls_loss: N/A Topk: N/A ada_p: 0.2057
[INFO] 2021-10-20 02:17:39 > Step: 361100 Progress: 36.1% Elapsed: 3 days, 12:55:44 Gen_loss: 1.768 Dis_loss: 0.6766 Cls_loss: N/A Topk: N/A ada_p: 0.2037
[INFO] 2021-10-20 02:18:42 > Step: 361200 Progress: 36.1% Elapsed: 3 days, 12:56:46 Gen_loss: 1.427 Dis_loss: 1.124 Cls_loss: N/A Topk: N/A ada_p: 0.2029
[INFO] 2021-10-20 02:19:44 > Step: 361300 Progress: 36.1% Elapsed: 3 days, 12:57:49 Gen_loss: 1.203 Dis_loss: 0.809 Cls_loss: N/A Topk: N/A ada_p: 0.2102
[INFO] 2021-10-20 02:20:48 > Step: 361400 Progress: 36.1% Elapsed: 3 days, 12:58:52 Gen_loss: 0.8214 Dis_loss: 1.329 Cls_loss: N/A Topk: N/A ada_p: 0.2099
[INFO] 2021-10-20 02:21:50 > Step: 361500 Progress: 36.1% Elapsed: 3 days, 12:59:55 Gen_loss: 1.857 Dis_loss: 0.8428 Cls_loss: N/A Topk: N/A ada_p: 0.2117
[INFO] 2021-10-20 02:22:53 > Step: 361600 Progress: 36.2% Elapsed: 3 days, 13:00:57 Gen_loss: 1.018 Dis_loss: 0.7619 Cls_loss: N/A Topk: N/A ada_p: 0.2115
[INFO] 2021-10-20 02:24:05 > Step: 361700 Progress: 36.2% Elapsed: 3 days, 13:02:10 Gen_loss: 1.223 Dis_loss: 1.034 Cls_loss: N/A Topk: N/A ada_p: 0.2101
[INFO] 2021-10-20 02:25:08 > Step: 361800 Progress: 36.2% Elapsed: 3 days, 13:03:12 Gen_loss: 0.8929 Dis_loss: 0.8854 Cls_loss: N/A Topk: N/A ada_p: 0.2054
[INFO] 2021-10-20 02:26:10 > Step: 361900 Progress: 36.2% Elapsed: 3 days, 13:04:15 Gen_loss: 1.782 Dis_loss: 0.9414 Cls_loss: N/A Topk: N/A ada_p: 0.2049
[INFO] 2021-10-20 02:27:13 > Step: 362000 Progress: 36.2% Elapsed: 3 days, 13:05:17 Gen_loss: 1.879 Dis_loss: 0.7732 Cls_loss: N/A Topk: N/A ada_p: 0.207
[INFO] 2021-10-20 02:28:15 > Step: 362100 Progress: 36.2% Elapsed: 3 days, 13:06:20 Gen_loss: 1.259 Dis_loss: 0.9297 Cls_loss: N/A Topk: N/A ada_p: 0.2076
[INFO] 2021-10-20 02:29:18 > Step: 362200 Progress: 36.2% Elapsed: 3 days, 13:07:22 Gen_loss: 1.466 Dis_loss: 0.9371 Cls_loss: N/A Topk: N/A ada_p: 0.2063
[INFO] 2021-10-20 02:30:20 > Step: 362300 Progress: 36.2% Elapsed: 3 days, 13:08:25 Gen_loss: 1.347 Dis_loss: 1.06 Cls_loss: N/A Topk: N/A ada_p: 0.2104
[INFO] 2021-10-20 02:31:34 > Step: 362400 Progress: 36.2% Elapsed: 3 days, 13:09:38 Gen_loss: 1.475 Dis_loss: 0.8719 Cls_loss: N/A Topk: N/A ada_p: 0.2099
[INFO] 2021-10-20 02:32:36 > Step: 362500 Progress: 36.2% Elapsed: 3 days, 13:10:40 Gen_loss: 1.257 Dis_loss: 1.15 Cls_loss: N/A Topk: N/A ada_p: 0.2062
[INFO] 2021-10-20 02:33:38 > Step: 362600 Progress: 36.3% Elapsed: 3 days, 13:11:43 Gen_loss: 1.421 Dis_loss: 0.9174 Cls_loss: N/A Topk: N/A ada_p: 0.2103
[INFO] 2021-10-20 02:34:41 > Step: 362700 Progress: 36.3% Elapsed: 3 days, 13:12:45 Gen_loss: 1.097 Dis_loss: 0.664 Cls_loss: N/A Topk: N/A ada_p: 0.2095
[INFO] 2021-10-20 02:35:43 > Step: 362800 Progress: 36.3% Elapsed: 3 days, 13:13:48 Gen_loss: 1.828 Dis_loss: 0.8909 Cls_loss: N/A Topk: N/A ada_p: 0.2136
[INFO] 2021-10-20 02:36:46 > Step: 362900 Progress: 36.3% Elapsed: 3 days, 13:14:50 Gen_loss: 1.426 Dis_loss: 1.006 Cls_loss: N/A Topk: N/A ada_p: 0.2145
[INFO] 2021-10-20 02:37:49 > Step: 363000 Progress: 36.3% Elapsed: 3 days, 13:15:53 Gen_loss: 1.01 Dis_loss: 1.087 Cls_loss: N/A Topk: N/A ada_p: 0.2145
[INFO] 2021-10-20 02:38:51 > Step: 363100 Progress: 36.3% Elapsed: 3 days, 13:16:56 Gen_loss: 1.529 Dis_loss: 0.9617 Cls_loss: N/A Topk: N/A ada_p: 0.2156
[INFO] 2021-10-20 02:40:04 > Step: 363200 Progress: 36.3% Elapsed: 3 days, 13:18:09 Gen_loss: 2.328 Dis_loss: 1.213 Cls_loss: N/A Topk: N/A ada_p: 0.2122
[INFO] 2021-10-20 02:41:07 > Step: 363300 Progress: 36.3% Elapsed: 3 days, 13:19:11 Gen_loss: 1.58 Dis_loss: 1.127 Cls_loss: N/A Topk: N/A ada_p: 0.2103
[INFO] 2021-10-20 02:42:10 > Step: 363400 Progress: 36.3% Elapsed: 3 days, 13:20:14 Gen_loss: 1.499 Dis_loss: 0.791 Cls_loss: N/A Topk: N/A ada_p: 0.2131
[INFO] 2021-10-20 02:43:12 > Step: 363500 Progress: 36.4% Elapsed: 3 days, 13:21:17 Gen_loss: 1.757 Dis_loss: 1.029 Cls_loss: N/A Topk: N/A ada_p: 0.2126
[INFO] 2021-10-20 02:44:15 > Step: 363600 Progress: 36.4% Elapsed: 3 days, 13:22:19 Gen_loss: 1.354 Dis_loss: 1.091 Cls_loss: N/A Topk: N/A ada_p: 0.2067
[INFO] 2021-10-20 02:45:17 > Step: 363700 Progress: 36.4% Elapsed: 3 days, 13:23:22 Gen_loss: 1.34 Dis_loss: 0.963 Cls_loss: N/A Topk: N/A ada_p: 0.2079
[INFO] 2021-10-20 02:46:20 > Step: 363800 Progress: 36.4% Elapsed: 3 days, 13:24:24 Gen_loss: 1.078 Dis_loss: 0.6915 Cls_loss: N/A Topk: N/A ada_p: 0.2086
[INFO] 2021-10-20 02:47:22 > Step: 363900 Progress: 36.4% Elapsed: 3 days, 13:25:27 Gen_loss: 1.168 Dis_loss: 0.7827 Cls_loss: N/A Topk: N/A ada_p: 0.2079
[INFO] 2021-10-20 02:48:35 > Step: 364000 Progress: 36.4% Elapsed: 3 days, 13:26:40 Gen_loss: 0.5824 Dis_loss: 0.6388 Cls_loss: N/A Topk: N/A ada_p: 0.2117
[INFO] 2021-10-20 02:49:38 > Step: 364100 Progress: 36.4% Elapsed: 3 days, 13:27:42 Gen_loss: 1.347 Dis_loss: 0.6973 Cls_loss: N/A Topk: N/A ada_p: 0.2101
[INFO] 2021-10-20 02:50:40 > Step: 364200 Progress: 36.4% Elapsed: 3 days, 13:28:45 Gen_loss: 1.955 Dis_loss: 0.683 Cls_loss: N/A Topk: N/A ada_p: 0.2088
[INFO] 2021-10-20 02:51:43 > Step: 364300 Progress: 36.4% Elapsed: 3 days, 13:29:48 Gen_loss: 1.775 Dis_loss: 0.6137 Cls_loss: N/A Topk: N/A ada_p: 0.206
[INFO] 2021-10-20 02:52:46 > Step: 364400 Progress: 36.4% Elapsed: 3 days, 13:30:50 Gen_loss: 2.421 Dis_loss: 1.096 Cls_loss: N/A Topk: N/A ada_p: 0.2088
[INFO] 2021-10-20 02:53:48 > Step: 364500 Progress: 36.4% Elapsed: 3 days, 13:31:53 Gen_loss: 0.9653 Dis_loss: 1.292 Cls_loss: N/A Topk: N/A ada_p: 0.2081
[INFO] 2021-10-20 02:54:51 > Step: 364600 Progress: 36.5% Elapsed: 3 days, 13:32:55 Gen_loss: 1.492 Dis_loss: 0.8216 Cls_loss: N/A Topk: N/A ada_p: 0.2056
[INFO] 2021-10-20 02:55:53 > Step: 364700 Progress: 36.5% Elapsed: 3 days, 13:33:58 Gen_loss: 1.237 Dis_loss: 0.629 Cls_loss: N/A Topk: N/A ada_p: 0.2043
[INFO] 2021-10-20 02:57:06 > Step: 364800 Progress: 36.5% Elapsed: 3 days, 13:35:11 Gen_loss: 1.818 Dis_loss: 0.7643 Cls_loss: N/A Topk: N/A ada_p: 0.2025
[INFO] 2021-10-20 02:58:09 > Step: 364900 Progress: 36.5% Elapsed: 3 days, 13:36:13 Gen_loss: 1.39 Dis_loss: 0.9716 Cls_loss: N/A Topk: N/A ada_p: 0.1978
[INFO] 2021-10-20 02:59:11 > Step: 365000 Progress: 36.5% Elapsed: 3 days, 13:37:16 Gen_loss: 1.689 Dis_loss: 0.7808 Cls_loss: N/A Topk: N/A ada_p: 0.1972
[INFO] 2021-10-20 03:00:14 > Step: 365100 Progress: 36.5% Elapsed: 3 days, 13:38:19 Gen_loss: 1.03 Dis_loss: 0.7213 Cls_loss: N/A Topk: N/A ada_p: 0.2008
[INFO] 2021-10-20 03:01:17 > Step: 365200 Progress: 36.5% Elapsed: 3 days, 13:39:21 Gen_loss: 1.316 Dis_loss: 1.388 Cls_loss: N/A Topk: N/A ada_p: 0.1983
[INFO] 2021-10-20 03:02:19 > Step: 365300 Progress: 36.5% Elapsed: 3 days, 13:40:24 Gen_loss: 1.489 Dis_loss: 1.042 Cls_loss: N/A Topk: N/A ada_p: 0.2015
[INFO] 2021-10-20 03:03:22 > Step: 365400 Progress: 36.5% Elapsed: 3 days, 13:41:26 Gen_loss: 1.384 Dis_loss: 0.882 Cls_loss: N/A Topk: N/A ada_p: 0.1971
[INFO] 2021-10-20 03:04:24 > Step: 365500 Progress: 36.5% Elapsed: 3 days, 13:42:29 Gen_loss: 1.503 Dis_loss: 0.6838 Cls_loss: N/A Topk: N/A ada_p: 0.1933
[INFO] 2021-10-20 03:05:36 > Step: 365600 Progress: 36.6% Elapsed: 3 days, 13:43:41 Gen_loss: 1.608 Dis_loss: 0.9702 Cls_loss: N/A Topk: N/A ada_p: 0.1956
[INFO] 2021-10-20 03:06:39 > Step: 365700 Progress: 36.6% Elapsed: 3 days, 13:44:44 Gen_loss: 1.285 Dis_loss: 0.8822 Cls_loss: N/A Topk: N/A ada_p: 0.1955
[INFO] 2021-10-20 03:07:42 > Step: 365800 Progress: 36.6% Elapsed: 3 days, 13:45:46 Gen_loss: 1.371 Dis_loss: 0.7528 Cls_loss: N/A Topk: N/A ada_p: 0.1942
[INFO] 2021-10-20 03:08:45 > Step: 365900 Progress: 36.6% Elapsed: 3 days, 13:46:49 Gen_loss: 1.268 Dis_loss: 0.7657 Cls_loss: N/A Topk: N/A ada_p: 0.1916
[INFO] 2021-10-20 03:09:47 > Step: 366000 Progress: 36.6% Elapsed: 3 days, 13:47:52 Gen_loss: 1.764 Dis_loss: 0.8182 Cls_loss: N/A Topk: N/A ada_p: 0.1932
[INFO] 2021-10-20 03:10:49 > Step: 366100 Progress: 36.6% Elapsed: 3 days, 13:48:54 Gen_loss: 0.9682 Dis_loss: 0.8385 Cls_loss: N/A Topk: N/A ada_p: 0.1938
[INFO] 2021-10-20 03:11:52 > Step: 366200 Progress: 36.6% Elapsed: 3 days, 13:49:56 Gen_loss: 1.771 Dis_loss: 0.5988 Cls_loss: N/A Topk: N/A ada_p: 0.1933
[INFO] 2021-10-20 03:13:05 > Step: 366300 Progress: 36.6% Elapsed: 3 days, 13:51:09 Gen_loss: 1.494 Dis_loss: 0.7476 Cls_loss: N/A Topk: N/A ada_p: 0.1917
[INFO] 2021-10-20 03:14:07 > Step: 366400 Progress: 36.6% Elapsed: 3 days, 13:52:12 Gen_loss: 1.391 Dis_loss: 1.115 Cls_loss: N/A Topk: N/A ada_p: 0.1915
[INFO] 2021-10-20 03:15:10 > Step: 366500 Progress: 36.6% Elapsed: 3 days, 13:53:14 Gen_loss: 1.631 Dis_loss: 1.095 Cls_loss: N/A Topk: N/A ada_p: 0.1926
[INFO] 2021-10-20 03:16:12 > Step: 366600 Progress: 36.7% Elapsed: 3 days, 13:54:17 Gen_loss: 1.477 Dis_loss: 1.164 Cls_loss: N/A Topk: N/A ada_p: 0.1919
[INFO] 2021-10-20 03:17:15 > Step: 366700 Progress: 36.7% Elapsed: 3 days, 13:55:19 Gen_loss: 1.426 Dis_loss: 0.6903 Cls_loss: N/A Topk: N/A ada_p: 0.1924
[INFO] 2021-10-20 03:18:17 > Step: 366800 Progress: 36.7% Elapsed: 3 days, 13:56:22 Gen_loss: 1.366 Dis_loss: 0.8462 Cls_loss: N/A Topk: N/A ada_p: 0.1878
[INFO] 2021-10-20 03:19:20 > Step: 366900 Progress: 36.7% Elapsed: 3 days, 13:57:24 Gen_loss: 1.21 Dis_loss: 0.6913 Cls_loss: N/A Topk: N/A ada_p: 0.1838
[INFO] 2021-10-20 03:20:22 > Step: 367000 Progress: 36.7% Elapsed: 3 days, 13:58:27 Gen_loss: 1.908 Dis_loss: 0.7256 Cls_loss: N/A Topk: N/A ada_p: 0.1856
[INFO] 2021-10-20 03:21:35 > Step: 367100 Progress: 36.7% Elapsed: 3 days, 13:59:39 Gen_loss: 1.289 Dis_loss: 0.4972 Cls_loss: N/A Topk: N/A ada_p: 0.1874
[INFO] 2021-10-20 03:22:37 > Step: 367200 Progress: 36.7% Elapsed: 3 days, 14:00:42 Gen_loss: 1.797 Dis_loss: 0.8249 Cls_loss: N/A Topk: N/A ada_p: 0.1869
[INFO] 2021-10-20 03:23:40 > Step: 367300 Progress: 36.7% Elapsed: 3 days, 14:01:44 Gen_loss: 0.7486 Dis_loss: 0.8949 Cls_loss: N/A Topk: N/A ada_p: 0.1916
[INFO] 2021-10-20 03:24:42 > Step: 367400 Progress: 36.7% Elapsed: 3 days, 14:02:47 Gen_loss: 1.309 Dis_loss: 0.8741 Cls_loss: N/A Topk: N/A ada_p: 0.1939
[INFO] 2021-10-20 03:25:45 > Step: 367500 Progress: 36.8% Elapsed: 3 days, 14:03:49 Gen_loss: 1.214 Dis_loss: 0.9196 Cls_loss: N/A Topk: N/A ada_p: 0.1955
[INFO] 2021-10-20 03:26:47 > Step: 367600 Progress: 36.8% Elapsed: 3 days, 14:04:52 Gen_loss: 2.133 Dis_loss: 1.186 Cls_loss: N/A Topk: N/A ada_p: 0.1985
[INFO] 2021-10-20 03:27:50 > Step: 367700 Progress: 36.8% Elapsed: 3 days, 14:05:55 Gen_loss: 1.191 Dis_loss: 0.9389 Cls_loss: N/A Topk: N/A ada_p: 0.1979
[INFO] 2021-10-20 03:28:53 > Step: 367800 Progress: 36.8% Elapsed: 3 days, 14:06:57 Gen_loss: 1.519 Dis_loss: 0.9693 Cls_loss: N/A Topk: N/A ada_p: 0.2007
[INFO] 2021-10-20 03:30:05 > Step: 367900 Progress: 36.8% Elapsed: 3 days, 14:08:10 Gen_loss: 1.427 Dis_loss: 0.8652 Cls_loss: N/A Topk: N/A ada_p: 0.2012
[INFO] 2021-10-20 03:31:08 > Step: 368000 Progress: 36.8% Elapsed: 3 days, 14:09:12 Gen_loss: 1.832 Dis_loss: 0.8117 Cls_loss: N/A Topk: N/A ada_p: 0.1994
[INFO] 2021-10-20 03:32:10 > Step: 368100 Progress: 36.8% Elapsed: 3 days, 14:10:15 Gen_loss: 1.456 Dis_loss: 0.8701 Cls_loss: N/A Topk: N/A ada_p: 0.2003
[INFO] 2021-10-20 03:33:13 > Step: 368200 Progress: 36.8% Elapsed: 3 days, 14:11:18 Gen_loss: 1.822 Dis_loss: 0.8179 Cls_loss: N/A Topk: N/A ada_p: 0.198
[INFO] 2021-10-20 03:34:15 > Step: 368300 Progress: 36.8% Elapsed: 3 days, 14:12:20 Gen_loss: 1.266 Dis_loss: 0.8685 Cls_loss: N/A Topk: N/A ada_p: 0.2026
[INFO] 2021-10-20 03:35:18 > Step: 368400 Progress: 36.8% Elapsed: 3 days, 14:13:23 Gen_loss: 1.278 Dis_loss: 0.9062 Cls_loss: N/A Topk: N/A ada_p: 0.2026
[INFO] 2021-10-20 03:36:21 > Step: 368500 Progress: 36.9% Elapsed: 3 days, 14:14:26 Gen_loss: 1.224 Dis_loss: 0.9358 Cls_loss: N/A Topk: N/A ada_p: 0.2043
[INFO] 2021-10-20 03:37:24 > Step: 368600 Progress: 36.9% Elapsed: 3 days, 14:15:28 Gen_loss: 1.618 Dis_loss: 0.7073 Cls_loss: N/A Topk: N/A ada_p: 0.2061
[INFO] 2021-10-20 03:38:36 > Step: 368700 Progress: 36.9% Elapsed: 3 days, 14:16:40 Gen_loss: 0.9709 Dis_loss: 0.989 Cls_loss: N/A Topk: N/A ada_p: 0.2048
[INFO] 2021-10-20 03:39:39 > Step: 368800 Progress: 36.9% Elapsed: 3 days, 14:17:44 Gen_loss: 1.091 Dis_loss: 0.8268 Cls_loss: N/A Topk: N/A ada_p: 0.2074
[INFO] 2021-10-20 03:40:42 > Step: 368900 Progress: 36.9% Elapsed: 3 days, 14:18:46 Gen_loss: 2.1 Dis_loss: 1.163 Cls_loss: N/A Topk: N/A ada_p: 0.2067
[INFO] 2021-10-20 03:41:44 > Step: 369000 Progress: 36.9% Elapsed: 3 days, 14:19:49 Gen_loss: 0.6676 Dis_loss: 1.223 Cls_loss: N/A Topk: N/A ada_p: 0.2062
[INFO] 2021-10-20 03:42:47 > Step: 369100 Progress: 36.9% Elapsed: 3 days, 14:20:51 Gen_loss: 1.667 Dis_loss: 0.7498 Cls_loss: N/A Topk: N/A ada_p: 0.2083
[INFO] 2021-10-20 03:43:50 > Step: 369200 Progress: 36.9% Elapsed: 3 days, 14:21:55 Gen_loss: 0.7415 Dis_loss: 0.9893 Cls_loss: N/A Topk: N/A ada_p: 0.2098
[INFO] 2021-10-20 03:44:52 > Step: 369300 Progress: 36.9% Elapsed: 3 days, 14:22:57 Gen_loss: 0.9379 Dis_loss: 0.9692 Cls_loss: N/A Topk: N/A ada_p: 0.2079
[INFO] 2021-10-20 03:45:55 > Step: 369400 Progress: 36.9% Elapsed: 3 days, 14:23:59 Gen_loss: 0.9214 Dis_loss: 1.036 Cls_loss: N/A Topk: N/A ada_p: 0.2079
[INFO] 2021-10-20 03:47:07 > Step: 369500 Progress: 37.0% Elapsed: 3 days, 14:25:11 Gen_loss: 1.853 Dis_loss: 0.7004 Cls_loss: N/A Topk: N/A ada_p: 0.2086
[INFO] 2021-10-20 03:48:13 > Step: 369600 Progress: 37.0% Elapsed: 3 days, 14:26:18 Gen_loss: 1.592 Dis_loss: 0.9505 Cls_loss: N/A Topk: N/A ada_p: 0.2051
[INFO] 2021-10-20 03:49:15 > Step: 369700 Progress: 37.0% Elapsed: 3 days, 14:27:20 Gen_loss: 1.193 Dis_loss: 0.8855 Cls_loss: N/A Topk: N/A ada_p: 0.206
[INFO] 2021-10-20 03:50:18 > Step: 369800 Progress: 37.0% Elapsed: 3 days, 14:28:23 Gen_loss: 1.606 Dis_loss: 0.5619 Cls_loss: N/A Topk: N/A ada_p: 0.2044
[INFO] 2021-10-20 03:51:20 > Step: 369900 Progress: 37.0% Elapsed: 3 days, 14:29:25 Gen_loss: 1.109 Dis_loss: 0.9701 Cls_loss: N/A Topk: N/A ada_p: 0.2057
[INFO] 2021-10-20 03:52:22 > Step: 370000 Progress: 37.0% Elapsed: 3 days, 14:30:27 Gen_loss: 1.621 Dis_loss: 0.6457 Cls_loss: N/A Topk: N/A ada_p: 0.206
[INFO] 2021-10-20 03:52:22 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-20 03:52:23 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_370000.png
[INFO] 2021-10-20 03:52:23 > Start Evaluation (370000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-20 03:52:23 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-20 03:57:53 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-20 04:03:30 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-20 04:25:05 > Inception score (Step: 370000, 50000 generated images): 10.472150802612305
[INFO] 2021-10-20 04:25:05 > FID score (Step: 370000, Using train moments): 2.885679882139925
[INFO] 2021-10-20 04:25:05 > Improved Precision (Step: 370000, Using train images): 0.7435
[INFO] 2021-10-20 04:25:05 > Improved Recall (Step: 370000, Using train images): 0.6697
[INFO] 2021-10-20 04:25:05 > Density (Step: 370000, Using train images): 1.0571920000000001
[INFO] 2021-10-20 04:25:05 > Coverage (Step: 370000, Using train images): 0.91728
[INFO] 2021-10-20 04:25:05 > Best FID score (Step: 370000, Using train moments): 2.885679882139925
[INFO] 2021-10-20 04:25:25 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-20 04:26:26 > Step: 370100 Progress: 37.0% Elapsed: 3 days, 15:04:31 Gen_loss: 1.42 Dis_loss: 1.006 Cls_loss: N/A Topk: N/A ada_p: 0.2056
[INFO] 2021-10-20 04:27:45 > Step: 370200 Progress: 37.0% Elapsed: 3 days, 15:05:50 Gen_loss: 1.646 Dis_loss: 1.141 Cls_loss: N/A Topk: N/A ada_p: 0.203
[INFO] 2021-10-20 04:28:47 > Step: 370300 Progress: 37.0% Elapsed: 3 days, 15:06:51 Gen_loss: 1.392 Dis_loss: 0.8448 Cls_loss: N/A Topk: N/A ada_p: 0.2028
[INFO] 2021-10-20 04:29:49 > Step: 370400 Progress: 37.0% Elapsed: 3 days, 15:07:53 Gen_loss: 1.948 Dis_loss: 1.072 Cls_loss: N/A Topk: N/A ada_p: 0.2089
[INFO] 2021-10-20 04:30:51 > Step: 370500 Progress: 37.0% Elapsed: 3 days, 15:08:56 Gen_loss: 1.548 Dis_loss: 0.7635 Cls_loss: N/A Topk: N/A ada_p: 0.2093
[INFO] 2021-10-20 04:31:53 > Step: 370600 Progress: 37.1% Elapsed: 3 days, 15:09:58 Gen_loss: 1.471 Dis_loss: 0.9152 Cls_loss: N/A Topk: N/A ada_p: 0.2075
[INFO] 2021-10-20 04:32:56 > Step: 370700 Progress: 37.1% Elapsed: 3 days, 15:11:00 Gen_loss: 1.145 Dis_loss: 0.8908 Cls_loss: N/A Topk: N/A ada_p: 0.2093
[INFO] 2021-10-20 04:33:58 > Step: 370800 Progress: 37.1% Elapsed: 3 days, 15:12:03 Gen_loss: 0.9176 Dis_loss: 0.7977 Cls_loss: N/A Topk: N/A ada_p: 0.2085
[INFO] 2021-10-20 04:35:01 > Step: 370900 Progress: 37.1% Elapsed: 3 days, 15:13:05 Gen_loss: 1.434 Dis_loss: 0.9187 Cls_loss: N/A Topk: N/A ada_p: 0.2089
[INFO] 2021-10-20 04:36:13 > Step: 371000 Progress: 37.1% Elapsed: 3 days, 15:14:17 Gen_loss: 1.682 Dis_loss: 1.184 Cls_loss: N/A Topk: N/A ada_p: 0.2092
[INFO] 2021-10-20 04:37:15 > Step: 371100 Progress: 37.1% Elapsed: 3 days, 15:15:19 Gen_loss: 1.617 Dis_loss: 1.094 Cls_loss: N/A Topk: N/A ada_p: 0.2117
[INFO] 2021-10-20 04:38:17 > Step: 371200 Progress: 37.1% Elapsed: 3 days, 15:16:22 Gen_loss: 0.8945 Dis_loss: 0.9365 Cls_loss: N/A Topk: N/A ada_p: 0.213
[INFO] 2021-10-20 04:39:20 > Step: 371300 Progress: 37.1% Elapsed: 3 days, 15:17:24 Gen_loss: 1.063 Dis_loss: 1.101 Cls_loss: N/A Topk: N/A ada_p: 0.2136
[INFO] 2021-10-20 04:40:22 > Step: 371400 Progress: 37.1% Elapsed: 3 days, 15:18:27 Gen_loss: 1.432 Dis_loss: 0.9761 Cls_loss: N/A Topk: N/A ada_p: 0.2083
[INFO] 2021-10-20 04:41:25 > Step: 371500 Progress: 37.1% Elapsed: 3 days, 15:19:29 Gen_loss: 1.228 Dis_loss: 1.16 Cls_loss: N/A Topk: N/A ada_p: 0.2075
[INFO] 2021-10-20 04:42:27 > Step: 371600 Progress: 37.2% Elapsed: 3 days, 15:20:31 Gen_loss: 1.293 Dis_loss: 0.7494 Cls_loss: N/A Topk: N/A ada_p: 0.208
[INFO] 2021-10-20 04:43:29 > Step: 371700 Progress: 37.2% Elapsed: 3 days, 15:21:34 Gen_loss: 1.221 Dis_loss: 0.9797 Cls_loss: N/A Topk: N/A ada_p: 0.2074
[INFO] 2021-10-20 04:44:41 > Step: 371800 Progress: 37.2% Elapsed: 3 days, 15:22:46 Gen_loss: 1.846 Dis_loss: 1.028 Cls_loss: N/A Topk: N/A ada_p: 0.2089
[INFO] 2021-10-20 04:45:44 > Step: 371900 Progress: 37.2% Elapsed: 3 days, 15:23:48 Gen_loss: 0.9645 Dis_loss: 0.8841 Cls_loss: N/A Topk: N/A ada_p: 0.2127
[INFO] 2021-10-20 04:46:46 > Step: 372000 Progress: 37.2% Elapsed: 3 days, 15:24:51 Gen_loss: 1.195 Dis_loss: 0.821 Cls_loss: N/A Topk: N/A ada_p: 0.2115
[INFO] 2021-10-20 04:47:49 > Step: 372100 Progress: 37.2% Elapsed: 3 days, 15:25:54 Gen_loss: 1.331 Dis_loss: 1.037 Cls_loss: N/A Topk: N/A ada_p: 0.2101
[INFO] 2021-10-20 04:48:51 > Step: 372200 Progress: 37.2% Elapsed: 3 days, 15:26:56 Gen_loss: 1.197 Dis_loss: 0.9674 Cls_loss: N/A Topk: N/A ada_p: 0.2093
[INFO] 2021-10-20 04:49:53 > Step: 372300 Progress: 37.2% Elapsed: 3 days, 15:27:58 Gen_loss: 0.8985 Dis_loss: 1.027 Cls_loss: N/A Topk: N/A ada_p: 0.2088
[INFO] 2021-10-20 04:50:55 > Step: 372400 Progress: 37.2% Elapsed: 3 days, 15:29:00 Gen_loss: 1.032 Dis_loss: 0.8658 Cls_loss: N/A Topk: N/A ada_p: 0.2116
[INFO] 2021-10-20 04:51:58 > Step: 372500 Progress: 37.2% Elapsed: 3 days, 15:30:02 Gen_loss: 1.786 Dis_loss: 1.01 Cls_loss: N/A Topk: N/A ada_p: 0.2109
[INFO] 2021-10-20 04:53:10 > Step: 372600 Progress: 37.3% Elapsed: 3 days, 15:31:14 Gen_loss: 1.937 Dis_loss: 1.02 Cls_loss: N/A Topk: N/A ada_p: 0.2099
[INFO] 2021-10-20 04:54:12 > Step: 372700 Progress: 37.3% Elapsed: 3 days, 15:32:17 Gen_loss: 0.9383 Dis_loss: 0.4962 Cls_loss: N/A Topk: N/A ada_p: 0.2104
[INFO] 2021-10-20 04:55:14 > Step: 372800 Progress: 37.3% Elapsed: 3 days, 15:33:19 Gen_loss: 1.197 Dis_loss: 0.8102 Cls_loss: N/A Topk: N/A ada_p: 0.2122
[INFO] 2021-10-20 04:56:17 > Step: 372900 Progress: 37.3% Elapsed: 3 days, 15:34:21 Gen_loss: 1.047 Dis_loss: 0.5984 Cls_loss: N/A Topk: N/A ada_p: 0.2129
[INFO] 2021-10-20 04:57:19 > Step: 373000 Progress: 37.3% Elapsed: 3 days, 15:35:24 Gen_loss: 2.551 Dis_loss: 0.9872 Cls_loss: N/A Topk: N/A ada_p: 0.2147
[INFO] 2021-10-20 04:58:21 > Step: 373100 Progress: 37.3% Elapsed: 3 days, 15:36:26 Gen_loss: 0.8434 Dis_loss: 0.8706 Cls_loss: N/A Topk: N/A ada_p: 0.2118
[INFO] 2021-10-20 04:59:24 > Step: 373200 Progress: 37.3% Elapsed: 3 days, 15:37:28 Gen_loss: 1.511 Dis_loss: 0.7163 Cls_loss: N/A Topk: N/A ada_p: 0.2098
[INFO] 2021-10-20 05:00:26 > Step: 373300 Progress: 37.3% Elapsed: 3 days, 15:38:31 Gen_loss: 2.128 Dis_loss: 1.122 Cls_loss: N/A Topk: N/A ada_p: 0.2107
[INFO] 2021-10-20 05:01:38 > Step: 373400 Progress: 37.3% Elapsed: 3 days, 15:39:43 Gen_loss: 1.66 Dis_loss: 0.8768 Cls_loss: N/A Topk: N/A ada_p: 0.2122
[INFO] 2021-10-20 05:02:41 > Step: 373500 Progress: 37.4% Elapsed: 3 days, 15:40:45 Gen_loss: 0.9864 Dis_loss: 0.945 Cls_loss: N/A Topk: N/A ada_p: 0.2112
[INFO] 2021-10-20 05:03:43 > Step: 373600 Progress: 37.4% Elapsed: 3 days, 15:41:48 Gen_loss: 1.635 Dis_loss: 1.351 Cls_loss: N/A Topk: N/A ada_p: 0.2097
[INFO] 2021-10-20 05:04:46 > Step: 373700 Progress: 37.4% Elapsed: 3 days, 15:42:50 Gen_loss: 1.288 Dis_loss: 1.143 Cls_loss: N/A Topk: N/A ada_p: 0.2129
[INFO] 2021-10-20 05:05:48 > Step: 373800 Progress: 37.4% Elapsed: 3 days, 15:43:53 Gen_loss: 0.9812 Dis_loss: 1.115 Cls_loss: N/A Topk: N/A ada_p: 0.2101
[INFO] 2021-10-20 05:06:50 > Step: 373900 Progress: 37.4% Elapsed: 3 days, 15:44:55 Gen_loss: 0.9905 Dis_loss: 1.146 Cls_loss: N/A Topk: N/A ada_p: 0.2042
[INFO] 2021-10-20 05:07:52 > Step: 374000 Progress: 37.4% Elapsed: 3 days, 15:45:57 Gen_loss: 0.8173 Dis_loss: 1.073 Cls_loss: N/A Topk: N/A ada_p: 0.2067
[INFO] 2021-10-20 05:09:05 > Step: 374100 Progress: 37.4% Elapsed: 3 days, 15:47:10 Gen_loss: 1.38 Dis_loss: 1.039 Cls_loss: N/A Topk: N/A ada_p: 0.2033
[INFO] 2021-10-20 05:10:07 > Step: 374200 Progress: 37.4% Elapsed: 3 days, 15:48:12 Gen_loss: 1.252 Dis_loss: 0.7819 Cls_loss: N/A Topk: N/A ada_p: 0.2045
[INFO] 2021-10-20 05:11:09 > Step: 374300 Progress: 37.4% Elapsed: 3 days, 15:49:14 Gen_loss: 0.9137 Dis_loss: 0.7623 Cls_loss: N/A Topk: N/A ada_p: 0.2089
[INFO] 2021-10-20 05:12:12 > Step: 374400 Progress: 37.4% Elapsed: 3 days, 15:50:17 Gen_loss: 1.15 Dis_loss: 1.254 Cls_loss: N/A Topk: N/A ada_p: 0.2097
[INFO] 2021-10-20 05:13:15 > Step: 374500 Progress: 37.5% Elapsed: 3 days, 15:51:19 Gen_loss: 1.772 Dis_loss: 1.129 Cls_loss: N/A Topk: N/A ada_p: 0.209
[INFO] 2021-10-20 05:14:17 > Step: 374600 Progress: 37.5% Elapsed: 3 days, 15:52:22 Gen_loss: 1.43 Dis_loss: 0.8833 Cls_loss: N/A Topk: N/A ada_p: 0.2077
[INFO] 2021-10-20 05:15:19 > Step: 374700 Progress: 37.5% Elapsed: 3 days, 15:53:24 Gen_loss: 0.9402 Dis_loss: 1.047 Cls_loss: N/A Topk: N/A ada_p: 0.2085
[INFO] 2021-10-20 05:16:22 > Step: 374800 Progress: 37.5% Elapsed: 3 days, 15:54:26 Gen_loss: 1.144 Dis_loss: 1.146 Cls_loss: N/A Topk: N/A ada_p: 0.2047
[INFO] 2021-10-20 05:17:34 > Step: 374900 Progress: 37.5% Elapsed: 3 days, 15:55:39 Gen_loss: 1.022 Dis_loss: 0.8353 Cls_loss: N/A Topk: N/A ada_p: 0.2097
[INFO] 2021-10-20 05:18:36 > Step: 375000 Progress: 37.5% Elapsed: 3 days, 15:56:41 Gen_loss: 1.228 Dis_loss: 0.853 Cls_loss: N/A Topk: N/A ada_p: 0.2081
[INFO] 2021-10-20 05:19:39 > Step: 375100 Progress: 37.5% Elapsed: 3 days, 15:57:44 Gen_loss: 0.9974 Dis_loss: 1.053 Cls_loss: N/A Topk: N/A ada_p: 0.2104
[INFO] 2021-10-20 05:20:41 > Step: 375200 Progress: 37.5% Elapsed: 3 days, 15:58:46 Gen_loss: 0.7687 Dis_loss: 0.9908 Cls_loss: N/A Topk: N/A ada_p: 0.2053
[INFO] 2021-10-20 05:21:44 > Step: 375300 Progress: 37.5% Elapsed: 3 days, 15:59:49 Gen_loss: 1.354 Dis_loss: 0.6789 Cls_loss: N/A Topk: N/A ada_p: 0.2075
[INFO] 2021-10-20 05:22:46 > Step: 375400 Progress: 37.5% Elapsed: 3 days, 16:00:51 Gen_loss: 1.297 Dis_loss: 0.7269 Cls_loss: N/A Topk: N/A ada_p: 0.2072
[INFO] 2021-10-20 05:23:49 > Step: 375500 Progress: 37.5% Elapsed: 3 days, 16:01:53 Gen_loss: 1.214 Dis_loss: 0.531 Cls_loss: N/A Topk: N/A ada_p: 0.209
[INFO] 2021-10-20 05:24:51 > Step: 375600 Progress: 37.6% Elapsed: 3 days, 16:02:56 Gen_loss: 1.359 Dis_loss: 0.8245 Cls_loss: N/A Topk: N/A ada_p: 0.2065
[INFO] 2021-10-20 05:26:04 > Step: 375700 Progress: 37.6% Elapsed: 3 days, 16:04:09 Gen_loss: 1.116 Dis_loss: 1.148 Cls_loss: N/A Topk: N/A ada_p: 0.2058
[INFO] 2021-10-20 05:27:06 > Step: 375800 Progress: 37.6% Elapsed: 3 days, 16:05:11 Gen_loss: 1.625 Dis_loss: 0.7297 Cls_loss: N/A Topk: N/A ada_p: 0.2033
[INFO] 2021-10-20 05:28:09 > Step: 375900 Progress: 37.6% Elapsed: 3 days, 16:06:13 Gen_loss: 1.661 Dis_loss: 0.7324 Cls_loss: N/A Topk: N/A ada_p: 0.2063
[INFO] 2021-10-20 05:29:11 > Step: 376000 Progress: 37.6% Elapsed: 3 days, 16:07:16 Gen_loss: 1.093 Dis_loss: 0.8566 Cls_loss: N/A Topk: N/A ada_p: 0.2094
[INFO] 2021-10-20 05:30:13 > Step: 376100 Progress: 37.6% Elapsed: 3 days, 16:08:18 Gen_loss: 0.7073 Dis_loss: 0.7404 Cls_loss: N/A Topk: N/A ada_p: 0.2126
[INFO] 2021-10-20 05:31:16 > Step: 376200 Progress: 37.6% Elapsed: 3 days, 16:09:20 Gen_loss: 1.159 Dis_loss: 1.007 Cls_loss: N/A Topk: N/A ada_p: 0.2106
[INFO] 2021-10-20 05:32:18 > Step: 376300 Progress: 37.6% Elapsed: 3 days, 16:10:22 Gen_loss: 1.783 Dis_loss: 0.8197 Cls_loss: N/A Topk: N/A ada_p: 0.2101
[INFO] 2021-10-20 05:33:20 > Step: 376400 Progress: 37.6% Elapsed: 3 days, 16:11:25 Gen_loss: 2.123 Dis_loss: 0.9784 Cls_loss: N/A Topk: N/A ada_p: 0.2098
[INFO] 2021-10-20 05:34:32 > Step: 376500 Progress: 37.6% Elapsed: 3 days, 16:12:37 Gen_loss: 1.428 Dis_loss: 0.8269 Cls_loss: N/A Topk: N/A ada_p: 0.2089
[INFO] 2021-10-20 05:35:35 > Step: 376600 Progress: 37.7% Elapsed: 3 days, 16:13:39 Gen_loss: 1.826 Dis_loss: 0.9055 Cls_loss: N/A Topk: N/A ada_p: 0.2074
[INFO] 2021-10-20 05:36:38 > Step: 376700 Progress: 37.7% Elapsed: 3 days, 16:14:42 Gen_loss: 1.646 Dis_loss: 0.843 Cls_loss: N/A Topk: N/A ada_p: 0.2061
[INFO] 2021-10-20 05:37:40 > Step: 376800 Progress: 37.7% Elapsed: 3 days, 16:15:45 Gen_loss: 1.464 Dis_loss: 0.9363 Cls_loss: N/A Topk: N/A ada_p: 0.2058
[INFO] 2021-10-20 05:38:43 > Step: 376900 Progress: 37.7% Elapsed: 3 days, 16:16:47 Gen_loss: 1.573 Dis_loss: 0.9585 Cls_loss: N/A Topk: N/A ada_p: 0.207
[INFO] 2021-10-20 05:39:45 > Step: 377000 Progress: 37.7% Elapsed: 3 days, 16:17:49 Gen_loss: 0.7356 Dis_loss: 0.9038 Cls_loss: N/A Topk: N/A ada_p: 0.2042
[INFO] 2021-10-20 05:40:47 > Step: 377100 Progress: 37.7% Elapsed: 3 days, 16:18:52 Gen_loss: 0.846 Dis_loss: 1.12 Cls_loss: N/A Topk: N/A ada_p: 0.2037
[INFO] 2021-10-20 05:41:51 > Step: 377200 Progress: 37.7% Elapsed: 3 days, 16:19:55 Gen_loss: 0.6068 Dis_loss: 0.9615 Cls_loss: N/A Topk: N/A ada_p: 0.2054
[INFO] 2021-10-20 05:43:04 > Step: 377300 Progress: 37.7% Elapsed: 3 days, 16:21:08 Gen_loss: 1.479 Dis_loss: 0.8944 Cls_loss: N/A Topk: N/A ada_p: 0.2043
[INFO] 2021-10-20 05:44:06 > Step: 377400 Progress: 37.7% Elapsed: 3 days, 16:22:11 Gen_loss: 1.061 Dis_loss: 1.366 Cls_loss: N/A Topk: N/A ada_p: 0.2066
[INFO] 2021-10-20 05:45:08 > Step: 377500 Progress: 37.8% Elapsed: 3 days, 16:23:13 Gen_loss: 1.054 Dis_loss: 0.9541 Cls_loss: N/A Topk: N/A ada_p: 0.2081
[INFO] 2021-10-20 05:46:11 > Step: 377600 Progress: 37.8% Elapsed: 3 days, 16:24:15 Gen_loss: 1.695 Dis_loss: 1.006 Cls_loss: N/A Topk: N/A ada_p: 0.2074
[INFO] 2021-10-20 05:47:15 > Step: 377700 Progress: 37.8% Elapsed: 3 days, 16:25:19 Gen_loss: 1.387 Dis_loss: 1.136 Cls_loss: N/A Topk: N/A ada_p: 0.2072
[INFO] 2021-10-20 05:48:17 > Step: 377800 Progress: 37.8% Elapsed: 3 days, 16:26:22 Gen_loss: 1.087 Dis_loss: 1.328 Cls_loss: N/A Topk: N/A ada_p: 0.2006
[INFO] 2021-10-20 05:49:20 > Step: 377900 Progress: 37.8% Elapsed: 3 days, 16:27:24 Gen_loss: 1.874 Dis_loss: 1.094 Cls_loss: N/A Topk: N/A ada_p: 0.197
[INFO] 2021-10-20 05:50:22 > Step: 378000 Progress: 37.8% Elapsed: 3 days, 16:28:27 Gen_loss: 1.318 Dis_loss: 0.9754 Cls_loss: N/A Topk: N/A ada_p: 0.1934
[INFO] 2021-10-20 05:51:35 > Step: 378100 Progress: 37.8% Elapsed: 3 days, 16:29:39 Gen_loss: 1.892 Dis_loss: 0.7356 Cls_loss: N/A Topk: N/A ada_p: 0.1953
[INFO] 2021-10-20 05:52:37 > Step: 378200 Progress: 37.8% Elapsed: 3 days, 16:30:42 Gen_loss: 0.9966 Dis_loss: 1.127 Cls_loss: N/A Topk: N/A ada_p: 0.2033
[INFO] 2021-10-20 05:53:40 > Step: 378300 Progress: 37.8% Elapsed: 3 days, 16:31:44 Gen_loss: 1.341 Dis_loss: 0.8519 Cls_loss: N/A Topk: N/A ada_p: 0.2043
[INFO] 2021-10-20 05:54:42 > Step: 378400 Progress: 37.8% Elapsed: 3 days, 16:32:47 Gen_loss: 1.523 Dis_loss: 0.9304 Cls_loss: N/A Topk: N/A ada_p: 0.2028
[INFO] 2021-10-20 05:55:45 > Step: 378500 Progress: 37.9% Elapsed: 3 days, 16:33:50 Gen_loss: 0.7841 Dis_loss: 0.9509 Cls_loss: N/A Topk: N/A ada_p: 0.2042
[INFO] 2021-10-20 05:56:48 > Step: 378600 Progress: 37.9% Elapsed: 3 days, 16:34:52 Gen_loss: 1.722 Dis_loss: 1.044 Cls_loss: N/A Topk: N/A ada_p: 0.2072
[INFO] 2021-10-20 05:57:50 > Step: 378700 Progress: 37.9% Elapsed: 3 days, 16:35:55 Gen_loss: 0.669 Dis_loss: 1.45 Cls_loss: N/A Topk: N/A ada_p: 0.2077
[INFO] 2021-10-20 05:59:02 > Step: 378800 Progress: 37.9% Elapsed: 3 days, 16:37:07 Gen_loss: 1.884 Dis_loss: 1.082 Cls_loss: N/A Topk: N/A ada_p: 0.2054
[INFO] 2021-10-20 06:00:05 > Step: 378900 Progress: 37.9% Elapsed: 3 days, 16:38:10 Gen_loss: 1.134 Dis_loss: 0.8807 Cls_loss: N/A Topk: N/A ada_p: 0.2102
[INFO] 2021-10-20 06:01:08 > Step: 379000 Progress: 37.9% Elapsed: 3 days, 16:39:13 Gen_loss: 1.851 Dis_loss: 1.074 Cls_loss: N/A Topk: N/A ada_p: 0.2099
[INFO] 2021-10-20 06:02:11 > Step: 379100 Progress: 37.9% Elapsed: 3 days, 16:40:16 Gen_loss: 1.315 Dis_loss: 0.5176 Cls_loss: N/A Topk: N/A ada_p: 0.2071
[INFO] 2021-10-20 06:03:13 > Step: 379200 Progress: 37.9% Elapsed: 3 days, 16:41:18 Gen_loss: 1.058 Dis_loss: 1.075 Cls_loss: N/A Topk: N/A ada_p: 0.2089
[INFO] 2021-10-20 06:04:17 > Step: 379300 Progress: 37.9% Elapsed: 3 days, 16:42:21 Gen_loss: 1.367 Dis_loss: 0.9638 Cls_loss: N/A Topk: N/A ada_p: 0.2098
[INFO] 2021-10-20 06:05:19 > Step: 379400 Progress: 37.9% Elapsed: 3 days, 16:43:23 Gen_loss: 1.504 Dis_loss: 0.8867 Cls_loss: N/A Topk: N/A ada_p: 0.2108
[INFO] 2021-10-20 06:06:21 > Step: 379500 Progress: 38.0% Elapsed: 3 days, 16:44:26 Gen_loss: 0.9625 Dis_loss: 0.9647 Cls_loss: N/A Topk: N/A ada_p: 0.208
[INFO] 2021-10-20 06:07:33 > Step: 379600 Progress: 38.0% Elapsed: 3 days, 16:45:38 Gen_loss: 1.625 Dis_loss: 0.8726 Cls_loss: N/A Topk: N/A ada_p: 0.2101
[INFO] 2021-10-20 06:08:36 > Step: 379700 Progress: 38.0% Elapsed: 3 days, 16:46:40 Gen_loss: 1.053 Dis_loss: 0.8215 Cls_loss: N/A Topk: N/A ada_p: 0.2092
[INFO] 2021-10-20 06:09:38 > Step: 379800 Progress: 38.0% Elapsed: 3 days, 16:47:43 Gen_loss: 1.148 Dis_loss: 0.7841 Cls_loss: N/A Topk: N/A ada_p: 0.2107
[INFO] 2021-10-20 06:10:41 > Step: 379900 Progress: 38.0% Elapsed: 3 days, 16:48:45 Gen_loss: 1.334 Dis_loss: 1.033 Cls_loss: N/A Topk: N/A ada_p: 0.2092
[INFO] 2021-10-20 06:11:43 > Step: 380000 Progress: 38.0% Elapsed: 3 days, 16:49:48 Gen_loss: 1.579 Dis_loss: 1.01 Cls_loss: N/A Topk: N/A ada_p: 0.2143
[INFO] 2021-10-20 06:11:43 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-20 06:11:43 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_380000.png
[INFO] 2021-10-20 06:11:43 > Start Evaluation (380000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-20 06:11:43 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-20 06:17:13 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-20 06:22:50 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-20 06:44:17 > Inception score (Step: 380000, 50000 generated images): 10.377540588378906
[INFO] 2021-10-20 06:44:17 > FID score (Step: 380000, Using train moments): 2.862125185560444
[INFO] 2021-10-20 06:44:17 > Improved Precision (Step: 380000, Using train images): 0.73964
[INFO] 2021-10-20 06:44:17 > Improved Recall (Step: 380000, Using train images): 0.67318
[INFO] 2021-10-20 06:44:17 > Density (Step: 380000, Using train images): 1.044784
[INFO] 2021-10-20 06:44:17 > Coverage (Step: 380000, Using train images): 0.91694
[INFO] 2021-10-20 06:44:17 > Best FID score (Step: 380000, Using train moments): 2.862125185560444
[INFO] 2021-10-20 06:44:39 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-20 06:45:40 > Step: 380100 Progress: 38.0% Elapsed: 3 days, 17:23:44 Gen_loss: 1.228 Dis_loss: 1.001 Cls_loss: N/A Topk: N/A ada_p: 0.2106
[INFO] 2021-10-20 06:46:42 > Step: 380200 Progress: 38.0% Elapsed: 3 days, 17:24:47 Gen_loss: 1.37 Dis_loss: 0.9101 Cls_loss: N/A Topk: N/A ada_p: 0.208
[INFO] 2021-10-20 06:47:44 > Step: 380300 Progress: 38.0% Elapsed: 3 days, 17:25:48 Gen_loss: 1.289 Dis_loss: 1.083 Cls_loss: N/A Topk: N/A ada_p: 0.2065
[INFO] 2021-10-20 06:49:02 > Step: 380400 Progress: 38.0% Elapsed: 3 days, 17:27:07 Gen_loss: 1.157 Dis_loss: 0.5698 Cls_loss: N/A Topk: N/A ada_p: 0.2057
[INFO] 2021-10-20 06:50:04 > Step: 380500 Progress: 38.0% Elapsed: 3 days, 17:28:09 Gen_loss: 1.828 Dis_loss: 0.7394 Cls_loss: N/A Topk: N/A ada_p: 0.2089
[INFO] 2021-10-20 06:51:07 > Step: 380600 Progress: 38.1% Elapsed: 3 days, 17:29:12 Gen_loss: 1.725 Dis_loss: 0.9151 Cls_loss: N/A Topk: N/A ada_p: 0.2115
[INFO] 2021-10-20 06:52:10 > Step: 380700 Progress: 38.1% Elapsed: 3 days, 17:30:14 Gen_loss: 1.396 Dis_loss: 0.9509 Cls_loss: N/A Topk: N/A ada_p: 0.2086
[INFO] 2021-10-20 06:53:13 > Step: 380800 Progress: 38.1% Elapsed: 3 days, 17:31:18 Gen_loss: 2.023 Dis_loss: 0.8099 Cls_loss: N/A Topk: N/A ada_p: 0.2051
[INFO] 2021-10-20 06:54:16 > Step: 380900 Progress: 38.1% Elapsed: 3 days, 17:32:21 Gen_loss: 1.188 Dis_loss: 1.047 Cls_loss: N/A Topk: N/A ada_p: 0.2047
[INFO] 2021-10-20 06:55:19 > Step: 381000 Progress: 38.1% Elapsed: 3 days, 17:33:23 Gen_loss: 0.7956 Dis_loss: 0.8081 Cls_loss: N/A Topk: N/A ada_p: 0.2054
[INFO] 2021-10-20 06:56:21 > Step: 381100 Progress: 38.1% Elapsed: 3 days, 17:34:26 Gen_loss: 1.64 Dis_loss: 0.7939 Cls_loss: N/A Topk: N/A ada_p: 0.2026
[INFO] 2021-10-20 06:57:34 > Step: 381200 Progress: 38.1% Elapsed: 3 days, 17:35:39 Gen_loss: 1.547 Dis_loss: 0.7266 Cls_loss: N/A Topk: N/A ada_p: 0.2075
[INFO] 2021-10-20 06:58:37 > Step: 381300 Progress: 38.1% Elapsed: 3 days, 17:36:42 Gen_loss: 1.475 Dis_loss: 0.7325 Cls_loss: N/A Topk: N/A ada_p: 0.2063
[INFO] 2021-10-20 06:59:40 > Step: 381400 Progress: 38.1% Elapsed: 3 days, 17:37:45 Gen_loss: 1.321 Dis_loss: 1.037 Cls_loss: N/A Topk: N/A ada_p: 0.2056
[INFO] 2021-10-20 07:00:43 > Step: 381500 Progress: 38.1% Elapsed: 3 days, 17:38:47 Gen_loss: 1.748 Dis_loss: 0.7426 Cls_loss: N/A Topk: N/A ada_p: 0.2074
[INFO] 2021-10-20 07:01:45 > Step: 381600 Progress: 38.2% Elapsed: 3 days, 17:39:50 Gen_loss: 1.284 Dis_loss: 0.9652 Cls_loss: N/A Topk: N/A ada_p: 0.2076
[INFO] 2021-10-20 07:02:48 > Step: 381700 Progress: 38.2% Elapsed: 3 days, 17:40:52 Gen_loss: 1.878 Dis_loss: 0.7786 Cls_loss: N/A Topk: N/A ada_p: 0.2095
[INFO] 2021-10-20 07:03:50 > Step: 381800 Progress: 38.2% Elapsed: 3 days, 17:41:54 Gen_loss: 1.5 Dis_loss: 0.8035 Cls_loss: N/A Topk: N/A ada_p: 0.2126
[INFO] 2021-10-20 07:04:53 > Step: 381900 Progress: 38.2% Elapsed: 3 days, 17:42:58 Gen_loss: 0.9686 Dis_loss: 0.9253 Cls_loss: N/A Topk: N/A ada_p: 0.2118
[INFO] 2021-10-20 07:06:05 > Step: 382000 Progress: 38.2% Elapsed: 3 days, 17:44:10 Gen_loss: 1.662 Dis_loss: 0.7883 Cls_loss: N/A Topk: N/A ada_p: 0.2126
[INFO] 2021-10-20 07:07:08 > Step: 382100 Progress: 38.2% Elapsed: 3 days, 17:45:13 Gen_loss: 1.015 Dis_loss: 1.057 Cls_loss: N/A Topk: N/A ada_p: 0.2089
[INFO] 2021-10-20 07:08:11 > Step: 382200 Progress: 38.2% Elapsed: 3 days, 17:46:16 Gen_loss: 1.739 Dis_loss: 0.9145 Cls_loss: N/A Topk: N/A ada_p: 0.2086
[INFO] 2021-10-20 07:09:14 > Step: 382300 Progress: 38.2% Elapsed: 3 days, 17:47:19 Gen_loss: 1.752 Dis_loss: 0.9983 Cls_loss: N/A Topk: N/A ada_p: 0.2089
[INFO] 2021-10-20 07:10:17 > Step: 382400 Progress: 38.2% Elapsed: 3 days, 17:48:21 Gen_loss: 1.791 Dis_loss: 0.8173 Cls_loss: N/A Topk: N/A ada_p: 0.2086
[INFO] 2021-10-20 07:11:20 > Step: 382500 Progress: 38.2% Elapsed: 3 days, 17:49:24 Gen_loss: 1.431 Dis_loss: 1.094 Cls_loss: N/A Topk: N/A ada_p: 0.2106
[INFO] 2021-10-20 07:12:22 > Step: 382600 Progress: 38.3% Elapsed: 3 days, 17:50:26 Gen_loss: 1.522 Dis_loss: 1.497 Cls_loss: N/A Topk: N/A ada_p: 0.2075
[INFO] 2021-10-20 07:13:34 > Step: 382700 Progress: 38.3% Elapsed: 3 days, 17:51:39 Gen_loss: 1.059 Dis_loss: 0.9785 Cls_loss: N/A Topk: N/A ada_p: 0.2026
[INFO] 2021-10-20 07:14:37 > Step: 382800 Progress: 38.3% Elapsed: 3 days, 17:52:41 Gen_loss: 1.823 Dis_loss: 0.6854 Cls_loss: N/A Topk: N/A ada_p: 0.2052
[INFO] 2021-10-20 07:15:39 > Step: 382900 Progress: 38.3% Elapsed: 3 days, 17:53:44 Gen_loss: 0.8573 Dis_loss: 1.121 Cls_loss: N/A Topk: N/A ada_p: 0.2081
[INFO] 2021-10-20 07:16:42 > Step: 383000 Progress: 38.3% Elapsed: 3 days, 17:54:46 Gen_loss: 1.624 Dis_loss: 1.186 Cls_loss: N/A Topk: N/A ada_p: 0.2104
[INFO] 2021-10-20 07:17:44 > Step: 383100 Progress: 38.3% Elapsed: 3 days, 17:55:49 Gen_loss: 1.071 Dis_loss: 1.053 Cls_loss: N/A Topk: N/A ada_p: 0.2112
[INFO] 2021-10-20 07:18:47 > Step: 383200 Progress: 38.3% Elapsed: 3 days, 17:56:51 Gen_loss: 1.481 Dis_loss: 0.7154 Cls_loss: N/A Topk: N/A ada_p: 0.2122
[INFO] 2021-10-20 07:19:49 > Step: 383300 Progress: 38.3% Elapsed: 3 days, 17:57:54 Gen_loss: 1.204 Dis_loss: 0.9378 Cls_loss: N/A Topk: N/A ada_p: 0.2144
[INFO] 2021-10-20 07:20:52 > Step: 383400 Progress: 38.3% Elapsed: 3 days, 17:58:56 Gen_loss: 1.609 Dis_loss: 0.8586 Cls_loss: N/A Topk: N/A ada_p: 0.2113
[INFO] 2021-10-20 07:22:04 > Step: 383500 Progress: 38.4% Elapsed: 3 days, 18:00:09 Gen_loss: 1.869 Dis_loss: 1.096 Cls_loss: N/A Topk: N/A ada_p: 0.2113
[INFO] 2021-10-20 07:23:06 > Step: 383600 Progress: 38.4% Elapsed: 3 days, 18:01:11 Gen_loss: 1.206 Dis_loss: 0.6223 Cls_loss: N/A Topk: N/A ada_p: 0.2175
[INFO] 2021-10-20 07:24:09 > Step: 383700 Progress: 38.4% Elapsed: 3 days, 18:02:13 Gen_loss: 1.929 Dis_loss: 0.8129 Cls_loss: N/A Topk: N/A ada_p: 0.2173
[INFO] 2021-10-20 07:25:11 > Step: 383800 Progress: 38.4% Elapsed: 3 days, 18:03:16 Gen_loss: 1.341 Dis_loss: 1.111 Cls_loss: N/A Topk: N/A ada_p: 0.2158
[INFO] 2021-10-20 07:26:14 > Step: 383900 Progress: 38.4% Elapsed: 3 days, 18:04:18 Gen_loss: 1.247 Dis_loss: 0.8834 Cls_loss: N/A Topk: N/A ada_p: 0.2176
[INFO] 2021-10-20 07:27:16 > Step: 384000 Progress: 38.4% Elapsed: 3 days, 18:05:21 Gen_loss: 1.234 Dis_loss: 0.9419 Cls_loss: N/A Topk: N/A ada_p: 0.2158
[INFO] 2021-10-20 07:28:19 > Step: 384100 Progress: 38.4% Elapsed: 3 days, 18:06:24 Gen_loss: 0.4308 Dis_loss: 0.9321 Cls_loss: N/A Topk: N/A ada_p: 0.2134
[INFO] 2021-10-20 07:29:22 > Step: 384200 Progress: 38.4% Elapsed: 3 days, 18:07:27 Gen_loss: 0.9508 Dis_loss: 1.195 Cls_loss: N/A Topk: N/A ada_p: 0.2136
[INFO] 2021-10-20 07:30:34 > Step: 384300 Progress: 38.4% Elapsed: 3 days, 18:08:39 Gen_loss: 0.7169 Dis_loss: 1.168 Cls_loss: N/A Topk: N/A ada_p: 0.2111
[INFO] 2021-10-20 07:31:36 > Step: 384400 Progress: 38.4% Elapsed: 3 days, 18:09:41 Gen_loss: 1.2 Dis_loss: 1.068 Cls_loss: N/A Topk: N/A ada_p: 0.2034
[INFO] 2021-10-20 07:32:39 > Step: 384500 Progress: 38.5% Elapsed: 3 days, 18:10:43 Gen_loss: 1.639 Dis_loss: 0.7863 Cls_loss: N/A Topk: N/A ada_p: 0.2017
[INFO] 2021-10-20 07:33:41 > Step: 384600 Progress: 38.5% Elapsed: 3 days, 18:11:46 Gen_loss: 1.16 Dis_loss: 0.8766 Cls_loss: N/A Topk: N/A ada_p: 0.2012
[INFO] 2021-10-20 07:34:44 > Step: 384700 Progress: 38.5% Elapsed: 3 days, 18:12:48 Gen_loss: 1.7 Dis_loss: 1.16 Cls_loss: N/A Topk: N/A ada_p: 0.2022
[INFO] 2021-10-20 07:35:47 > Step: 384800 Progress: 38.5% Elapsed: 3 days, 18:13:51 Gen_loss: 1.888 Dis_loss: 1.017 Cls_loss: N/A Topk: N/A ada_p: 0.2048
[INFO] 2021-10-20 07:36:49 > Step: 384900 Progress: 38.5% Elapsed: 3 days, 18:14:54 Gen_loss: 1.58 Dis_loss: 0.9833 Cls_loss: N/A Topk: N/A ada_p: 0.2052
[INFO] 2021-10-20 07:37:52 > Step: 385000 Progress: 38.5% Elapsed: 3 days, 18:15:56 Gen_loss: 1.322 Dis_loss: 0.9435 Cls_loss: N/A Topk: N/A ada_p: 0.2057
[INFO] 2021-10-20 07:39:04 > Step: 385100 Progress: 38.5% Elapsed: 3 days, 18:17:08 Gen_loss: 1.849 Dis_loss: 0.6701 Cls_loss: N/A Topk: N/A ada_p: 0.2101
[INFO] 2021-10-20 07:40:06 > Step: 385200 Progress: 38.5% Elapsed: 3 days, 18:18:11 Gen_loss: 1.572 Dis_loss: 0.7161 Cls_loss: N/A Topk: N/A ada_p: 0.2095
[INFO] 2021-10-20 07:41:09 > Step: 385300 Progress: 38.5% Elapsed: 3 days, 18:19:13 Gen_loss: 1.623 Dis_loss: 0.9013 Cls_loss: N/A Topk: N/A ada_p: 0.2097
[INFO] 2021-10-20 07:42:11 > Step: 385400 Progress: 38.5% Elapsed: 3 days, 18:20:16 Gen_loss: 1.32 Dis_loss: 0.7638 Cls_loss: N/A Topk: N/A ada_p: 0.2102
[INFO] 2021-10-20 07:43:13 > Step: 385500 Progress: 38.6% Elapsed: 3 days, 18:21:18 Gen_loss: 1.432 Dis_loss: 0.7477 Cls_loss: N/A Topk: N/A ada_p: 0.2117
[INFO] 2021-10-20 07:44:15 > Step: 385600 Progress: 38.6% Elapsed: 3 days, 18:22:20 Gen_loss: 1.454 Dis_loss: 0.8315 Cls_loss: N/A Topk: N/A ada_p: 0.2117
[INFO] 2021-10-20 07:45:18 > Step: 385700 Progress: 38.6% Elapsed: 3 days, 18:23:22 Gen_loss: 1.025 Dis_loss: 0.8772 Cls_loss: N/A Topk: N/A ada_p: 0.2088
[INFO] 2021-10-20 07:46:20 > Step: 385800 Progress: 38.6% Elapsed: 3 days, 18:24:25 Gen_loss: 1.268 Dis_loss: 0.9124 Cls_loss: N/A Topk: N/A ada_p: 0.2113
[INFO] 2021-10-20 07:47:32 > Step: 385900 Progress: 38.6% Elapsed: 3 days, 18:25:37 Gen_loss: 1.291 Dis_loss: 0.8179 Cls_loss: N/A Topk: N/A ada_p: 0.2111
[INFO] 2021-10-20 07:48:35 > Step: 386000 Progress: 38.6% Elapsed: 3 days, 18:26:39 Gen_loss: 0.8538 Dis_loss: 0.9558 Cls_loss: N/A Topk: N/A ada_p: 0.2126
[INFO] 2021-10-20 07:49:37 > Step: 386100 Progress: 38.6% Elapsed: 3 days, 18:27:42 Gen_loss: 1.406 Dis_loss: 0.9326 Cls_loss: N/A Topk: N/A ada_p: 0.2099
[INFO] 2021-10-20 07:50:40 > Step: 386200 Progress: 38.6% Elapsed: 3 days, 18:28:44 Gen_loss: 2.208 Dis_loss: 0.8975 Cls_loss: N/A Topk: N/A ada_p: 0.2097
[INFO] 2021-10-20 07:51:42 > Step: 386300 Progress: 38.6% Elapsed: 3 days, 18:29:46 Gen_loss: 1.112 Dis_loss: 0.6677 Cls_loss: N/A Topk: N/A ada_p: 0.2074
[INFO] 2021-10-20 07:52:44 > Step: 386400 Progress: 38.6% Elapsed: 3 days, 18:30:49 Gen_loss: 1.112 Dis_loss: 1.179 Cls_loss: N/A Topk: N/A ada_p: 0.2092
[INFO] 2021-10-20 07:53:47 > Step: 386500 Progress: 38.6% Elapsed: 3 days, 18:31:51 Gen_loss: 0.9945 Dis_loss: 1.233 Cls_loss: N/A Topk: N/A ada_p: 0.2067
[INFO] 2021-10-20 07:54:59 > Step: 386600 Progress: 38.7% Elapsed: 3 days, 18:33:04 Gen_loss: 1.4 Dis_loss: 0.7775 Cls_loss: N/A Topk: N/A ada_p: 0.2075
[INFO] 2021-10-20 07:56:01 > Step: 386700 Progress: 38.7% Elapsed: 3 days, 18:34:06 Gen_loss: 0.9977 Dis_loss: 1.208 Cls_loss: N/A Topk: N/A ada_p: 0.2108
[INFO] 2021-10-20 07:57:03 > Step: 386800 Progress: 38.7% Elapsed: 3 days, 18:35:08 Gen_loss: 1.48 Dis_loss: 0.8755 Cls_loss: N/A Topk: N/A ada_p: 0.2116
[INFO] 2021-10-20 07:58:06 > Step: 386900 Progress: 38.7% Elapsed: 3 days, 18:36:11 Gen_loss: 1.268 Dis_loss: 0.7822 Cls_loss: N/A Topk: N/A ada_p: 0.2115
[INFO] 2021-10-20 07:59:08 > Step: 387000 Progress: 38.7% Elapsed: 3 days, 18:37:13 Gen_loss: 0.9757 Dis_loss: 1.082 Cls_loss: N/A Topk: N/A ada_p: 0.2148
[INFO] 2021-10-20 08:00:11 > Step: 387100 Progress: 38.7% Elapsed: 3 days, 18:38:15 Gen_loss: 1.337 Dis_loss: 0.962 Cls_loss: N/A Topk: N/A ada_p: 0.2181
[INFO] 2021-10-20 08:01:13 > Step: 387200 Progress: 38.7% Elapsed: 3 days, 18:39:17 Gen_loss: 0.9269 Dis_loss: 0.94 Cls_loss: N/A Topk: N/A ada_p: 0.215
[INFO] 2021-10-20 08:02:15 > Step: 387300 Progress: 38.7% Elapsed: 3 days, 18:40:20 Gen_loss: 1.845 Dis_loss: 1.238 Cls_loss: N/A Topk: N/A ada_p: 0.2144
[INFO] 2021-10-20 08:03:27 > Step: 387400 Progress: 38.7% Elapsed: 3 days, 18:41:32 Gen_loss: 1.413 Dis_loss: 0.8942 Cls_loss: N/A Topk: N/A ada_p: 0.2195
[INFO] 2021-10-20 08:04:29 > Step: 387500 Progress: 38.8% Elapsed: 3 days, 18:42:34 Gen_loss: 0.9396 Dis_loss: 0.4552 Cls_loss: N/A Topk: N/A ada_p: 0.2205
[INFO] 2021-10-20 08:05:31 > Step: 387600 Progress: 38.8% Elapsed: 3 days, 18:43:36 Gen_loss: 0.7647 Dis_loss: 1.021 Cls_loss: N/A Topk: N/A ada_p: 0.2216
[INFO] 2021-10-20 08:06:34 > Step: 387700 Progress: 38.8% Elapsed: 3 days, 18:44:38 Gen_loss: 1.19 Dis_loss: 1.122 Cls_loss: N/A Topk: N/A ada_p: 0.2214
[INFO] 2021-10-20 08:07:36 > Step: 387800 Progress: 38.8% Elapsed: 3 days, 18:45:41 Gen_loss: 1.451 Dis_loss: 0.8124 Cls_loss: N/A Topk: N/A ada_p: 0.2173
[INFO] 2021-10-20 08:08:38 > Step: 387900 Progress: 38.8% Elapsed: 3 days, 18:46:43 Gen_loss: 1.295 Dis_loss: 1.083 Cls_loss: N/A Topk: N/A ada_p: 0.2158
[INFO] 2021-10-20 08:09:40 > Step: 388000 Progress: 38.8% Elapsed: 3 days, 18:47:45 Gen_loss: 1.106 Dis_loss: 0.8834 Cls_loss: N/A Topk: N/A ada_p: 0.2133
[INFO] 2021-10-20 08:10:42 > Step: 388100 Progress: 38.8% Elapsed: 3 days, 18:48:47 Gen_loss: 1.574 Dis_loss: 0.7296 Cls_loss: N/A Topk: N/A ada_p: 0.2162
[INFO] 2021-10-20 08:11:54 > Step: 388200 Progress: 38.8% Elapsed: 3 days, 18:49:59 Gen_loss: 0.9406 Dis_loss: 0.9599 Cls_loss: N/A Topk: N/A ada_p: 0.2129
[INFO] 2021-10-20 08:12:57 > Step: 388300 Progress: 38.8% Elapsed: 3 days, 18:51:01 Gen_loss: 1.306 Dis_loss: 1.081 Cls_loss: N/A Topk: N/A ada_p: 0.2121
[INFO] 2021-10-20 08:13:59 > Step: 388400 Progress: 38.8% Elapsed: 3 days, 18:52:04 Gen_loss: 1.203 Dis_loss: 0.7709 Cls_loss: N/A Topk: N/A ada_p: 0.2129
[INFO] 2021-10-20 08:15:01 > Step: 388500 Progress: 38.9% Elapsed: 3 days, 18:53:06 Gen_loss: 1.331 Dis_loss: 1.151 Cls_loss: N/A Topk: N/A ada_p: 0.2125
[INFO] 2021-10-20 08:16:03 > Step: 388600 Progress: 38.9% Elapsed: 3 days, 18:54:08 Gen_loss: 1.178 Dis_loss: 0.8528 Cls_loss: N/A Topk: N/A ada_p: 0.2107
[INFO] 2021-10-20 08:17:05 > Step: 388700 Progress: 38.9% Elapsed: 3 days, 18:55:10 Gen_loss: 2.013 Dis_loss: 0.9209 Cls_loss: N/A Topk: N/A ada_p: 0.2056
[INFO] 2021-10-20 08:18:07 > Step: 388800 Progress: 38.9% Elapsed: 3 days, 18:56:12 Gen_loss: 1.329 Dis_loss: 1.067 Cls_loss: N/A Topk: N/A ada_p: 0.2038
[INFO] 2021-10-20 08:19:10 > Step: 388900 Progress: 38.9% Elapsed: 3 days, 18:57:14 Gen_loss: 1.245 Dis_loss: 0.5627 Cls_loss: N/A Topk: N/A ada_p: 0.2047
[INFO] 2021-10-20 08:20:22 > Step: 389000 Progress: 38.9% Elapsed: 3 days, 18:58:26 Gen_loss: 1.343 Dis_loss: 0.9111 Cls_loss: N/A Topk: N/A ada_p: 0.2065
[INFO] 2021-10-20 08:21:24 > Step: 389100 Progress: 38.9% Elapsed: 3 days, 18:59:29 Gen_loss: 1.453 Dis_loss: 0.7432 Cls_loss: N/A Topk: N/A ada_p: 0.207
[INFO] 2021-10-20 08:22:26 > Step: 389200 Progress: 38.9% Elapsed: 3 days, 19:00:31 Gen_loss: 1.605 Dis_loss: 0.9408 Cls_loss: N/A Topk: N/A ada_p: 0.207
[INFO] 2021-10-20 08:23:29 > Step: 389300 Progress: 38.9% Elapsed: 3 days, 19:01:34 Gen_loss: 1.3 Dis_loss: 0.8821 Cls_loss: N/A Topk: N/A ada_p: 0.2063
[INFO] 2021-10-20 08:24:32 > Step: 389400 Progress: 38.9% Elapsed: 3 days, 19:02:36 Gen_loss: 1.542 Dis_loss: 0.823 Cls_loss: N/A Topk: N/A ada_p: 0.2094
[INFO] 2021-10-20 08:25:34 > Step: 389500 Progress: 39.0% Elapsed: 3 days, 19:03:38 Gen_loss: 1.761 Dis_loss: 0.7099 Cls_loss: N/A Topk: N/A ada_p: 0.2066
[INFO] 2021-10-20 08:26:36 > Step: 389600 Progress: 39.0% Elapsed: 3 days, 19:04:40 Gen_loss: 1.165 Dis_loss: 0.8364 Cls_loss: N/A Topk: N/A ada_p: 0.2076
[INFO] 2021-10-20 08:27:38 > Step: 389700 Progress: 39.0% Elapsed: 3 days, 19:05:43 Gen_loss: 1.513 Dis_loss: 0.7551 Cls_loss: N/A Topk: N/A ada_p: 0.2103
[INFO] 2021-10-20 08:28:51 > Step: 389800 Progress: 39.0% Elapsed: 3 days, 19:06:55 Gen_loss: 1.088 Dis_loss: 0.8091 Cls_loss: N/A Topk: N/A ada_p: 0.2111
[INFO] 2021-10-20 08:29:53 > Step: 389900 Progress: 39.0% Elapsed: 3 days, 19:07:57 Gen_loss: 1.92 Dis_loss: 1.008 Cls_loss: N/A Topk: N/A ada_p: 0.2118
[INFO] 2021-10-20 08:30:55 > Step: 390000 Progress: 39.0% Elapsed: 3 days, 19:09:00 Gen_loss: 0.5986 Dis_loss: 1.15 Cls_loss: N/A Topk: N/A ada_p: 0.2134
[INFO] 2021-10-20 08:30:55 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-20 08:30:56 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_390000.png
[INFO] 2021-10-20 08:30:56 > Start Evaluation (390000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-20 08:30:56 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-20 08:36:25 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-20 08:42:02 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-20 09:03:01 > Inception score (Step: 390000, 50000 generated images): 10.325164794921875
[INFO] 2021-10-20 09:03:01 > FID score (Step: 390000, Using train moments): 2.811225626241992
[INFO] 2021-10-20 09:03:01 > Improved Precision (Step: 390000, Using train images): 0.74128
[INFO] 2021-10-20 09:03:01 > Improved Recall (Step: 390000, Using train images): 0.67162
[INFO] 2021-10-20 09:03:01 > Density (Step: 390000, Using train images): 1.0474560000000002
[INFO] 2021-10-20 09:03:01 > Coverage (Step: 390000, Using train images): 0.91738
[INFO] 2021-10-20 09:03:01 > Best FID score (Step: 390000, Using train moments): 2.811225626241992
[INFO] 2021-10-20 09:03:23 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-20 09:04:23 > Step: 390100 Progress: 39.0% Elapsed: 3 days, 19:42:28 Gen_loss: 0.9601 Dis_loss: 0.975 Cls_loss: N/A Topk: N/A ada_p: 0.213
[INFO] 2021-10-20 09:05:25 > Step: 390200 Progress: 39.0% Elapsed: 3 days, 19:43:30 Gen_loss: 0.8874 Dis_loss: 0.9354 Cls_loss: N/A Topk: N/A ada_p: 0.2099
[INFO] 2021-10-20 09:06:28 > Step: 390300 Progress: 39.0% Elapsed: 3 days, 19:44:32 Gen_loss: 1.45 Dis_loss: 0.6801 Cls_loss: N/A Topk: N/A ada_p: 0.2074
[INFO] 2021-10-20 09:07:30 > Step: 390400 Progress: 39.0% Elapsed: 3 days, 19:45:35 Gen_loss: 1.861 Dis_loss: 1.182 Cls_loss: N/A Topk: N/A ada_p: 0.2043
[INFO] 2021-10-20 09:08:33 > Step: 390500 Progress: 39.1% Elapsed: 3 days, 19:46:37 Gen_loss: 0.997 Dis_loss: 0.8567 Cls_loss: N/A Topk: N/A ada_p: 0.2037
[INFO] 2021-10-20 09:09:52 > Step: 390600 Progress: 39.1% Elapsed: 3 days, 19:47:57 Gen_loss: 1.435 Dis_loss: 0.6402 Cls_loss: N/A Topk: N/A ada_p: 0.2042
[INFO] 2021-10-20 09:10:55 > Step: 390700 Progress: 39.1% Elapsed: 3 days, 19:49:00 Gen_loss: 0.8116 Dis_loss: 0.9923 Cls_loss: N/A Topk: N/A ada_p: 0.2057
[INFO] 2021-10-20 09:11:58 > Step: 390800 Progress: 39.1% Elapsed: 3 days, 19:50:02 Gen_loss: 1.101 Dis_loss: 0.9409 Cls_loss: N/A Topk: N/A ada_p: 0.2077
[INFO] 2021-10-20 09:13:01 > Step: 390900 Progress: 39.1% Elapsed: 3 days, 19:51:05 Gen_loss: 0.9255 Dis_loss: 1.088 Cls_loss: N/A Topk: N/A ada_p: 0.2107
[INFO] 2021-10-20 09:14:04 > Step: 391000 Progress: 39.1% Elapsed: 3 days, 19:52:08 Gen_loss: 1.54 Dis_loss: 1.019 Cls_loss: N/A Topk: N/A ada_p: 0.2097
[INFO] 2021-10-20 09:15:06 > Step: 391100 Progress: 39.1% Elapsed: 3 days, 19:53:11 Gen_loss: 1.586 Dis_loss: 0.978 Cls_loss: N/A Topk: N/A ada_p: 0.2094
[INFO] 2021-10-20 09:16:09 > Step: 391200 Progress: 39.1% Elapsed: 3 days, 19:54:13 Gen_loss: 1.704 Dis_loss: 0.8734 Cls_loss: N/A Topk: N/A ada_p: 0.2135
[INFO] 2021-10-20 09:17:21 > Step: 391300 Progress: 39.1% Elapsed: 3 days, 19:55:26 Gen_loss: 1.121 Dis_loss: 0.7548 Cls_loss: N/A Topk: N/A ada_p: 0.2152
[INFO] 2021-10-20 09:18:23 > Step: 391400 Progress: 39.1% Elapsed: 3 days, 19:56:28 Gen_loss: 2.021 Dis_loss: 1.255 Cls_loss: N/A Topk: N/A ada_p: 0.2177
[INFO] 2021-10-20 09:19:25 > Step: 391500 Progress: 39.1% Elapsed: 3 days, 19:57:30 Gen_loss: 1.191 Dis_loss: 0.664 Cls_loss: N/A Topk: N/A ada_p: 0.2195
[INFO] 2021-10-20 09:20:28 > Step: 391600 Progress: 39.2% Elapsed: 3 days, 19:58:32 Gen_loss: 1.132 Dis_loss: 0.8973 Cls_loss: N/A Topk: N/A ada_p: 0.2203
[INFO] 2021-10-20 09:21:31 > Step: 391700 Progress: 39.2% Elapsed: 3 days, 19:59:35 Gen_loss: 1.346 Dis_loss: 0.7731 Cls_loss: N/A Topk: N/A ada_p: 0.2191
[INFO] 2021-10-20 09:22:33 > Step: 391800 Progress: 39.2% Elapsed: 3 days, 20:00:37 Gen_loss: 1.498 Dis_loss: 1.185 Cls_loss: N/A Topk: N/A ada_p: 0.2179
[INFO] 2021-10-20 09:23:35 > Step: 391900 Progress: 39.2% Elapsed: 3 days, 20:01:40 Gen_loss: 1.22 Dis_loss: 0.6737 Cls_loss: N/A Topk: N/A ada_p: 0.2143
[INFO] 2021-10-20 09:24:38 > Step: 392000 Progress: 39.2% Elapsed: 3 days, 20:02:42 Gen_loss: 1.127 Dis_loss: 0.6364 Cls_loss: N/A Topk: N/A ada_p: 0.2104
[INFO] 2021-10-20 09:25:51 > Step: 392100 Progress: 39.2% Elapsed: 3 days, 20:03:56 Gen_loss: 1.754 Dis_loss: 0.8581 Cls_loss: N/A Topk: N/A ada_p: 0.2139
[INFO] 2021-10-20 09:26:53 > Step: 392200 Progress: 39.2% Elapsed: 3 days, 20:04:58 Gen_loss: 0.8964 Dis_loss: 1.046 Cls_loss: N/A Topk: N/A ada_p: 0.2149
[INFO] 2021-10-20 09:27:56 > Step: 392300 Progress: 39.2% Elapsed: 3 days, 20:06:01 Gen_loss: 1.353 Dis_loss: 1.182 Cls_loss: N/A Topk: N/A ada_p: 0.208
[INFO] 2021-10-20 09:28:59 > Step: 392400 Progress: 39.2% Elapsed: 3 days, 20:07:04 Gen_loss: 1.986 Dis_loss: 1.113 Cls_loss: N/A Topk: N/A ada_p: 0.2052
[INFO] 2021-10-20 09:30:02 > Step: 392500 Progress: 39.2% Elapsed: 3 days, 20:08:07 Gen_loss: 1.792 Dis_loss: 0.7747 Cls_loss: N/A Topk: N/A ada_p: 0.2022
[INFO] 2021-10-20 09:31:05 > Step: 392600 Progress: 39.3% Elapsed: 3 days, 20:09:09 Gen_loss: 1.849 Dis_loss: 0.89 Cls_loss: N/A Topk: N/A ada_p: 0.202
[INFO] 2021-10-20 09:32:07 > Step: 392700 Progress: 39.3% Elapsed: 3 days, 20:10:12 Gen_loss: 1.403 Dis_loss: 0.9368 Cls_loss: N/A Topk: N/A ada_p: 0.2015
[INFO] 2021-10-20 09:33:10 > Step: 392800 Progress: 39.3% Elapsed: 3 days, 20:11:14 Gen_loss: 1.852 Dis_loss: 1.112 Cls_loss: N/A Topk: N/A ada_p: 0.2045
[INFO] 2021-10-20 09:34:23 > Step: 392900 Progress: 39.3% Elapsed: 3 days, 20:12:27 Gen_loss: 1.514 Dis_loss: 0.721 Cls_loss: N/A Topk: N/A ada_p: 0.2019
[INFO] 2021-10-20 09:35:25 > Step: 393000 Progress: 39.3% Elapsed: 3 days, 20:13:30 Gen_loss: 1.818 Dis_loss: 1.218 Cls_loss: N/A Topk: N/A ada_p: 0.2083
[INFO] 2021-10-20 09:36:28 > Step: 393100 Progress: 39.3% Elapsed: 3 days, 20:14:33 Gen_loss: 1.813 Dis_loss: 0.8422 Cls_loss: N/A Topk: N/A ada_p: 0.2134
[INFO] 2021-10-20 09:37:30 > Step: 393200 Progress: 39.3% Elapsed: 3 days, 20:15:35 Gen_loss: 1.271 Dis_loss: 0.6555 Cls_loss: N/A Topk: N/A ada_p: 0.2095
[INFO] 2021-10-20 09:38:33 > Step: 393300 Progress: 39.3% Elapsed: 3 days, 20:16:38 Gen_loss: 1.414 Dis_loss: 1.25 Cls_loss: N/A Topk: N/A ada_p: 0.2102
[INFO] 2021-10-20 09:39:35 > Step: 393400 Progress: 39.3% Elapsed: 3 days, 20:17:40 Gen_loss: 1.304 Dis_loss: 0.9548 Cls_loss: N/A Topk: N/A ada_p: 0.2115
[INFO] 2021-10-20 09:40:37 > Step: 393500 Progress: 39.4% Elapsed: 3 days, 20:18:42 Gen_loss: 1.437 Dis_loss: 0.6955 Cls_loss: N/A Topk: N/A ada_p: 0.2135
[INFO] 2021-10-20 09:41:39 > Step: 393600 Progress: 39.4% Elapsed: 3 days, 20:19:44 Gen_loss: 0.8568 Dis_loss: 0.5888 Cls_loss: N/A Topk: N/A ada_p: 0.2109
[INFO] 2021-10-20 09:42:52 > Step: 393700 Progress: 39.4% Elapsed: 3 days, 20:20:56 Gen_loss: 1.258 Dis_loss: 1.009 Cls_loss: N/A Topk: N/A ada_p: 0.2103
[INFO] 2021-10-20 09:43:54 > Step: 393800 Progress: 39.4% Elapsed: 3 days, 20:21:59 Gen_loss: 0.7993 Dis_loss: 0.7787 Cls_loss: N/A Topk: N/A ada_p: 0.2088
[INFO] 2021-10-20 09:44:56 > Step: 393900 Progress: 39.4% Elapsed: 3 days, 20:23:01 Gen_loss: 1.323 Dis_loss: 0.5993 Cls_loss: N/A Topk: N/A ada_p: 0.2085
[INFO] 2021-10-20 09:45:59 > Step: 394000 Progress: 39.4% Elapsed: 3 days, 20:24:03 Gen_loss: 1.584 Dis_loss: 0.8598 Cls_loss: N/A Topk: N/A ada_p: 0.2103
[INFO] 2021-10-20 09:47:01 > Step: 394100 Progress: 39.4% Elapsed: 3 days, 20:25:06 Gen_loss: 1.544 Dis_loss: 0.8356 Cls_loss: N/A Topk: N/A ada_p: 0.2109
[INFO] 2021-10-20 09:48:04 > Step: 394200 Progress: 39.4% Elapsed: 3 days, 20:26:09 Gen_loss: 1.519 Dis_loss: 0.9278 Cls_loss: N/A Topk: N/A ada_p: 0.2069
[INFO] 2021-10-20 09:49:06 > Step: 394300 Progress: 39.4% Elapsed: 3 days, 20:27:11 Gen_loss: 1.471 Dis_loss: 0.9881 Cls_loss: N/A Topk: N/A ada_p: 0.2107
[INFO] 2021-10-20 09:50:09 > Step: 394400 Progress: 39.4% Elapsed: 3 days, 20:28:13 Gen_loss: 1.786 Dis_loss: 1.185 Cls_loss: N/A Topk: N/A ada_p: 0.2112
[INFO] 2021-10-20 09:51:22 > Step: 394500 Progress: 39.5% Elapsed: 3 days, 20:29:27 Gen_loss: 0.9259 Dis_loss: 1.108 Cls_loss: N/A Topk: N/A ada_p: 0.2139
[INFO] 2021-10-20 09:52:26 > Step: 394600 Progress: 39.5% Elapsed: 3 days, 20:30:30 Gen_loss: 1.182 Dis_loss: 0.967 Cls_loss: N/A Topk: N/A ada_p: 0.2113
[INFO] 2021-10-20 09:53:28 > Step: 394700 Progress: 39.5% Elapsed: 3 days, 20:31:33 Gen_loss: 1.252 Dis_loss: 0.9131 Cls_loss: N/A Topk: N/A ada_p: 0.2111
[INFO] 2021-10-20 09:54:31 > Step: 394800 Progress: 39.5% Elapsed: 3 days, 20:32:35 Gen_loss: 1.612 Dis_loss: 0.9568 Cls_loss: N/A Topk: N/A ada_p: 0.2126
[INFO] 2021-10-20 09:55:33 > Step: 394900 Progress: 39.5% Elapsed: 3 days, 20:33:38 Gen_loss: 1.176 Dis_loss: 0.8958 Cls_loss: N/A Topk: N/A ada_p: 0.212
[INFO] 2021-10-20 09:56:36 > Step: 395000 Progress: 39.5% Elapsed: 3 days, 20:34:41 Gen_loss: 1.343 Dis_loss: 1.063 Cls_loss: N/A Topk: N/A ada_p: 0.2097
[INFO] 2021-10-20 09:57:38 > Step: 395100 Progress: 39.5% Elapsed: 3 days, 20:35:43 Gen_loss: 1.146 Dis_loss: 1.008 Cls_loss: N/A Topk: N/A ada_p: 0.2097
[INFO] 2021-10-20 09:58:52 > Step: 395200 Progress: 39.5% Elapsed: 3 days, 20:36:57 Gen_loss: 1.413 Dis_loss: 0.8791 Cls_loss: N/A Topk: N/A ada_p: 0.2086
[INFO] 2021-10-20 09:59:54 > Step: 395300 Progress: 39.5% Elapsed: 3 days, 20:37:59 Gen_loss: 0.9503 Dis_loss: 0.9346 Cls_loss: N/A Topk: N/A ada_p: 0.2113
[INFO] 2021-10-20 10:00:56 > Step: 395400 Progress: 39.5% Elapsed: 3 days, 20:39:01 Gen_loss: 1.389 Dis_loss: 0.7905 Cls_loss: N/A Topk: N/A ada_p: 0.2101
[INFO] 2021-10-20 10:01:59 > Step: 395500 Progress: 39.6% Elapsed: 3 days, 20:40:03 Gen_loss: 1.862 Dis_loss: 1.065 Cls_loss: N/A Topk: N/A ada_p: 0.2106
[INFO] 2021-10-20 10:03:01 > Step: 395600 Progress: 39.6% Elapsed: 3 days, 20:41:06 Gen_loss: 0.7774 Dis_loss: 0.8382 Cls_loss: N/A Topk: N/A ada_p: 0.2149
[INFO] 2021-10-20 10:04:04 > Step: 395700 Progress: 39.6% Elapsed: 3 days, 20:42:08 Gen_loss: 1.366 Dis_loss: 0.7631 Cls_loss: N/A Topk: N/A ada_p: 0.2112
[INFO] 2021-10-20 10:05:06 > Step: 395800 Progress: 39.6% Elapsed: 3 days, 20:43:11 Gen_loss: 1.846 Dis_loss: 0.6034 Cls_loss: N/A Topk: N/A ada_p: 0.2086
[INFO] 2021-10-20 10:06:08 > Step: 395900 Progress: 39.6% Elapsed: 3 days, 20:44:13 Gen_loss: 1.975 Dis_loss: 1.09 Cls_loss: N/A Topk: N/A ada_p: 0.2104
[INFO] 2021-10-20 10:07:21 > Step: 396000 Progress: 39.6% Elapsed: 3 days, 20:45:26 Gen_loss: 0.7681 Dis_loss: 1.278 Cls_loss: N/A Topk: N/A ada_p: 0.2076
[INFO] 2021-10-20 10:08:24 > Step: 396100 Progress: 39.6% Elapsed: 3 days, 20:46:28 Gen_loss: 2.327 Dis_loss: 0.9323 Cls_loss: N/A Topk: N/A ada_p: 0.2088
[INFO] 2021-10-20 10:09:27 > Step: 396200 Progress: 39.6% Elapsed: 3 days, 20:47:31 Gen_loss: 1.128 Dis_loss: 0.7496 Cls_loss: N/A Topk: N/A ada_p: 0.209
[INFO] 2021-10-20 10:10:29 > Step: 396300 Progress: 39.6% Elapsed: 3 days, 20:48:34 Gen_loss: 1.472 Dis_loss: 0.8584 Cls_loss: N/A Topk: N/A ada_p: 0.2106
[INFO] 2021-10-20 10:11:32 > Step: 396400 Progress: 39.6% Elapsed: 3 days, 20:49:36 Gen_loss: 0.6336 Dis_loss: 1.043 Cls_loss: N/A Topk: N/A ada_p: 0.2095
[INFO] 2021-10-20 10:12:34 > Step: 396500 Progress: 39.6% Elapsed: 3 days, 20:50:39 Gen_loss: 1.424 Dis_loss: 0.8394 Cls_loss: N/A Topk: N/A ada_p: 0.2084
[INFO] 2021-10-20 10:13:37 > Step: 396600 Progress: 39.7% Elapsed: 3 days, 20:51:41 Gen_loss: 1.276 Dis_loss: 0.8405 Cls_loss: N/A Topk: N/A ada_p: 0.2102
[INFO] 2021-10-20 10:14:39 > Step: 396700 Progress: 39.7% Elapsed: 3 days, 20:52:44 Gen_loss: 5.427 Dis_loss: 0.883 Cls_loss: N/A Topk: N/A ada_p: 0.213
[INFO] 2021-10-20 10:15:52 > Step: 396800 Progress: 39.7% Elapsed: 3 days, 20:53:56 Gen_loss: 1.516 Dis_loss: 0.6901 Cls_loss: N/A Topk: N/A ada_p: 0.213
[INFO] 2021-10-20 10:16:55 > Step: 396900 Progress: 39.7% Elapsed: 3 days, 20:54:59 Gen_loss: 1.061 Dis_loss: 0.6475 Cls_loss: N/A Topk: N/A ada_p: 0.2147
[INFO] 2021-10-20 10:17:58 > Step: 397000 Progress: 39.7% Elapsed: 3 days, 20:56:02 Gen_loss: 1.277 Dis_loss: 0.986 Cls_loss: N/A Topk: N/A ada_p: 0.2144
[INFO] 2021-10-20 10:19:00 > Step: 397100 Progress: 39.7% Elapsed: 3 days, 20:57:05 Gen_loss: 1.008 Dis_loss: 0.8959 Cls_loss: N/A Topk: N/A ada_p: 0.2126
[INFO] 2021-10-20 10:20:02 > Step: 397200 Progress: 39.7% Elapsed: 3 days, 20:58:07 Gen_loss: 0.7854 Dis_loss: 1.149 Cls_loss: N/A Topk: N/A ada_p: 0.2175
[INFO] 2021-10-20 10:21:05 > Step: 397300 Progress: 39.7% Elapsed: 3 days, 20:59:10 Gen_loss: 0.9221 Dis_loss: 1.138 Cls_loss: N/A Topk: N/A ada_p: 0.2138
[INFO] 2021-10-20 10:22:08 > Step: 397400 Progress: 39.7% Elapsed: 3 days, 21:00:12 Gen_loss: 2.089 Dis_loss: 1.159 Cls_loss: N/A Topk: N/A ada_p: 0.215
[INFO] 2021-10-20 10:23:10 > Step: 397500 Progress: 39.8% Elapsed: 3 days, 21:01:15 Gen_loss: 1.395 Dis_loss: 0.9405 Cls_loss: N/A Topk: N/A ada_p: 0.2127
[INFO] 2021-10-20 10:24:23 > Step: 397600 Progress: 39.8% Elapsed: 3 days, 21:02:27 Gen_loss: 1.065 Dis_loss: 0.9049 Cls_loss: N/A Topk: N/A ada_p: 0.2127
[INFO] 2021-10-20 10:25:26 > Step: 397700 Progress: 39.8% Elapsed: 3 days, 21:03:30 Gen_loss: 1.18 Dis_loss: 0.9244 Cls_loss: N/A Topk: N/A ada_p: 0.2129
[INFO] 2021-10-20 10:26:28 > Step: 397800 Progress: 39.8% Elapsed: 3 days, 21:04:33 Gen_loss: 1.527 Dis_loss: 0.7994 Cls_loss: N/A Topk: N/A ada_p: 0.2103
[INFO] 2021-10-20 10:27:31 > Step: 397900 Progress: 39.8% Elapsed: 3 days, 21:05:35 Gen_loss: 1.539 Dis_loss: 0.6328 Cls_loss: N/A Topk: N/A ada_p: 0.2095
[INFO] 2021-10-20 10:28:34 > Step: 398000 Progress: 39.8% Elapsed: 3 days, 21:06:38 Gen_loss: 1.607 Dis_loss: 1.009 Cls_loss: N/A Topk: N/A ada_p: 0.2067
[INFO] 2021-10-20 10:29:36 > Step: 398100 Progress: 39.8% Elapsed: 3 days, 21:07:41 Gen_loss: 1.161 Dis_loss: 1.02 Cls_loss: N/A Topk: N/A ada_p: 0.2071
[INFO] 2021-10-20 10:30:39 > Step: 398200 Progress: 39.8% Elapsed: 3 days, 21:08:44 Gen_loss: 1.34 Dis_loss: 0.9008 Cls_loss: N/A Topk: N/A ada_p: 0.2079
[INFO] 2021-10-20 10:31:42 > Step: 398300 Progress: 39.8% Elapsed: 3 days, 21:09:46 Gen_loss: 0.9025 Dis_loss: 0.7768 Cls_loss: N/A Topk: N/A ada_p: 0.2097
[INFO] 2021-10-20 10:32:54 > Step: 398400 Progress: 39.8% Elapsed: 3 days, 21:10:59 Gen_loss: 1.272 Dis_loss: 0.9084 Cls_loss: N/A Topk: N/A ada_p: 0.2138
[INFO] 2021-10-20 10:33:57 > Step: 398500 Progress: 39.9% Elapsed: 3 days, 21:12:02 Gen_loss: 1.326 Dis_loss: 0.9056 Cls_loss: N/A Topk: N/A ada_p: 0.2121
[INFO] 2021-10-20 10:35:00 > Step: 398600 Progress: 39.9% Elapsed: 3 days, 21:13:05 Gen_loss: 1.473 Dis_loss: 0.9009 Cls_loss: N/A Topk: N/A ada_p: 0.2129
[INFO] 2021-10-20 10:36:03 > Step: 398700 Progress: 39.9% Elapsed: 3 days, 21:14:07 Gen_loss: 1.203 Dis_loss: 1.442 Cls_loss: N/A Topk: N/A ada_p: 0.2136
[INFO] 2021-10-20 10:37:05 > Step: 398800 Progress: 39.9% Elapsed: 3 days, 21:15:10 Gen_loss: 0.9223 Dis_loss: 1.186 Cls_loss: N/A Topk: N/A ada_p: 0.2152
[INFO] 2021-10-20 10:38:08 > Step: 398900 Progress: 39.9% Elapsed: 3 days, 21:16:12 Gen_loss: 1.553 Dis_loss: 0.8071 Cls_loss: N/A Topk: N/A ada_p: 0.2179
[INFO] 2021-10-20 10:39:10 > Step: 399000 Progress: 39.9% Elapsed: 3 days, 21:17:15 Gen_loss: 0.8863 Dis_loss: 0.8167 Cls_loss: N/A Topk: N/A ada_p: 0.2184
[INFO] 2021-10-20 10:40:23 > Step: 399100 Progress: 39.9% Elapsed: 3 days, 21:18:28 Gen_loss: 1.891 Dis_loss: 0.9806 Cls_loss: N/A Topk: N/A ada_p: 0.2214
[INFO] 2021-10-20 10:41:25 > Step: 399200 Progress: 39.9% Elapsed: 3 days, 21:19:29 Gen_loss: 1.067 Dis_loss: 0.6083 Cls_loss: N/A Topk: N/A ada_p: 0.2214
[INFO] 2021-10-20 10:42:28 > Step: 399300 Progress: 39.9% Elapsed: 3 days, 21:20:32 Gen_loss: 1.201 Dis_loss: 1.014 Cls_loss: N/A Topk: N/A ada_p: 0.2244
[INFO] 2021-10-20 10:43:30 > Step: 399400 Progress: 39.9% Elapsed: 3 days, 21:21:35 Gen_loss: 1.591 Dis_loss: 0.7961 Cls_loss: N/A Topk: N/A ada_p: 0.2246
[INFO] 2021-10-20 10:44:32 > Step: 399500 Progress: 40.0% Elapsed: 3 days, 21:22:37 Gen_loss: 0.8261 Dis_loss: 0.8639 Cls_loss: N/A Topk: N/A ada_p: 0.2259
[INFO] 2021-10-20 10:45:35 > Step: 399600 Progress: 40.0% Elapsed: 3 days, 21:23:39 Gen_loss: 0.9497 Dis_loss: 0.7536 Cls_loss: N/A Topk: N/A ada_p: 0.2252
[INFO] 2021-10-20 10:46:37 > Step: 399700 Progress: 40.0% Elapsed: 3 days, 21:24:42 Gen_loss: 1.701 Dis_loss: 0.8767 Cls_loss: N/A Topk: N/A ada_p: 0.2214
[INFO] 2021-10-20 10:47:40 > Step: 399800 Progress: 40.0% Elapsed: 3 days, 21:25:44 Gen_loss: 1.398 Dis_loss: 1.125 Cls_loss: N/A Topk: N/A ada_p: 0.2186
[INFO] 2021-10-20 10:48:52 > Step: 399900 Progress: 40.0% Elapsed: 3 days, 21:26:56 Gen_loss: 1.478 Dis_loss: 1.031 Cls_loss: N/A Topk: N/A ada_p: 0.2161
[INFO] 2021-10-20 10:49:54 > Step: 400000 Progress: 40.0% Elapsed: 3 days, 21:27:58 Gen_loss: 1.271 Dis_loss: 0.6578 Cls_loss: N/A Topk: N/A ada_p: 0.2161
[INFO] 2021-10-20 10:49:54 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-20 10:49:54 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_400000.png
[INFO] 2021-10-20 10:49:54 > Start Evaluation (400000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-20 10:49:54 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-20 10:55:24 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-20 11:01:01 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-20 11:19:40 > Inception score (Step: 400000, 50000 generated images): 10.467888832092285
[INFO] 2021-10-20 11:19:40 > FID score (Step: 400000, Using train moments): 2.878586550670377
[INFO] 2021-10-20 11:19:40 > Improved Precision (Step: 400000, Using train images): 0.74032
[INFO] 2021-10-20 11:19:40 > Improved Recall (Step: 400000, Using train images): 0.67438
[INFO] 2021-10-20 11:19:40 > Density (Step: 400000, Using train images): 1.049808
[INFO] 2021-10-20 11:19:40 > Coverage (Step: 400000, Using train images): 0.91672
[INFO] 2021-10-20 11:19:40 > Best FID score (Step: 390000, Using train moments): 2.811225626241992
[INFO] 2021-10-20 11:19:51 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-20 11:23:49 > Step: 400100 Progress: 40.0% Elapsed: 3 days, 22:01:54 Gen_loss: 1.4 Dis_loss: 0.8317 Cls_loss: N/A Topk: N/A ada_p: 0.218
[INFO] 2021-10-20 11:24:51 > Step: 400200 Progress: 40.0% Elapsed: 3 days, 22:02:56 Gen_loss: 0.8705 Dis_loss: 0.9925 Cls_loss: N/A Topk: N/A ada_p: 0.2188
[INFO] 2021-10-20 11:25:53 > Step: 400300 Progress: 40.0% Elapsed: 3 days, 22:03:58 Gen_loss: 1.247 Dis_loss: 0.6838 Cls_loss: N/A Topk: N/A ada_p: 0.2216
[INFO] 2021-10-20 11:26:56 > Step: 400400 Progress: 40.0% Elapsed: 3 days, 22:05:00 Gen_loss: 1.212 Dis_loss: 0.9769 Cls_loss: N/A Topk: N/A ada_p: 0.2244
[INFO] 2021-10-20 11:27:58 > Step: 400500 Progress: 40.1% Elapsed: 3 days, 22:06:03 Gen_loss: 1.75 Dis_loss: 1.159 Cls_loss: N/A Topk: N/A ada_p: 0.2271
[INFO] 2021-10-20 11:29:01 > Step: 400600 Progress: 40.1% Elapsed: 3 days, 22:07:06 Gen_loss: 1.047 Dis_loss: 0.8433 Cls_loss: N/A Topk: N/A ada_p: 0.2263
[INFO] 2021-10-20 11:30:20 > Step: 400700 Progress: 40.1% Elapsed: 3 days, 22:08:24 Gen_loss: 1.404 Dis_loss: 1.176 Cls_loss: N/A Topk: N/A ada_p: 0.225
[INFO] 2021-10-20 11:31:22 > Step: 400800 Progress: 40.1% Elapsed: 3 days, 22:09:27 Gen_loss: 1.241 Dis_loss: 1.245 Cls_loss: N/A Topk: N/A ada_p: 0.2222
[INFO] 2021-10-20 11:32:25 > Step: 400900 Progress: 40.1% Elapsed: 3 days, 22:10:30 Gen_loss: 1.398 Dis_loss: 1.065 Cls_loss: N/A Topk: N/A ada_p: 0.2188
[INFO] 2021-10-20 11:33:28 > Step: 401000 Progress: 40.1% Elapsed: 3 days, 22:11:32 Gen_loss: 1.018 Dis_loss: 0.6721 Cls_loss: N/A Topk: N/A ada_p: 0.2172
[INFO] 2021-10-20 11:34:30 > Step: 401100 Progress: 40.1% Elapsed: 3 days, 22:12:35 Gen_loss: 0.5801 Dis_loss: 0.9462 Cls_loss: N/A Topk: N/A ada_p: 0.2157
[INFO] 2021-10-20 11:35:33 > Step: 401200 Progress: 40.1% Elapsed: 3 days, 22:13:38 Gen_loss: 1.598 Dis_loss: 0.8983 Cls_loss: N/A Topk: N/A ada_p: 0.2144
[INFO] 2021-10-20 11:36:36 > Step: 401300 Progress: 40.1% Elapsed: 3 days, 22:14:40 Gen_loss: 1.366 Dis_loss: 1.001 Cls_loss: N/A Topk: N/A ada_p: 0.2148
[INFO] 2021-10-20 11:37:38 > Step: 401400 Progress: 40.1% Elapsed: 3 days, 22:15:43 Gen_loss: 0.9286 Dis_loss: 0.8785 Cls_loss: N/A Topk: N/A ada_p: 0.2086
[INFO] 2021-10-20 11:38:51 > Step: 401500 Progress: 40.2% Elapsed: 3 days, 22:16:56 Gen_loss: 1.205 Dis_loss: 0.7019 Cls_loss: N/A Topk: N/A ada_p: 0.2097
[INFO] 2021-10-20 11:39:53 > Step: 401600 Progress: 40.2% Elapsed: 3 days, 22:17:58 Gen_loss: 1.254 Dis_loss: 0.9847 Cls_loss: N/A Topk: N/A ada_p: 0.2127
[INFO] 2021-10-20 11:40:56 > Step: 401700 Progress: 40.2% Elapsed: 3 days, 22:19:01 Gen_loss: 1.057 Dis_loss: 0.8677 Cls_loss: N/A Topk: N/A ada_p: 0.2126
[INFO] 2021-10-20 11:41:59 > Step: 401800 Progress: 40.2% Elapsed: 3 days, 22:20:03 Gen_loss: 1.82 Dis_loss: 1.209 Cls_loss: N/A Topk: N/A ada_p: 0.2121
[INFO] 2021-10-20 11:43:01 > Step: 401900 Progress: 40.2% Elapsed: 3 days, 22:21:06 Gen_loss: 1.084 Dis_loss: 0.9043 Cls_loss: N/A Topk: N/A ada_p: 0.2118
[INFO] 2021-10-20 11:44:03 > Step: 402000 Progress: 40.2% Elapsed: 3 days, 22:22:08 Gen_loss: 0.8755 Dis_loss: 0.8544 Cls_loss: N/A Topk: N/A ada_p: 0.2139
[INFO] 2021-10-20 11:45:06 > Step: 402100 Progress: 40.2% Elapsed: 3 days, 22:23:11 Gen_loss: 1.057 Dis_loss: 0.9136 Cls_loss: N/A Topk: N/A ada_p: 0.2112
[INFO] 2021-10-20 11:46:09 > Step: 402200 Progress: 40.2% Elapsed: 3 days, 22:24:13 Gen_loss: 1.392 Dis_loss: 0.7506 Cls_loss: N/A Topk: N/A ada_p: 0.2107
[INFO] 2021-10-20 11:47:21 > Step: 402300 Progress: 40.2% Elapsed: 3 days, 22:25:26 Gen_loss: 1.915 Dis_loss: 0.3973 Cls_loss: N/A Topk: N/A ada_p: 0.2084
[INFO] 2021-10-20 11:48:24 > Step: 402400 Progress: 40.2% Elapsed: 3 days, 22:26:28 Gen_loss: 1.763 Dis_loss: 0.6136 Cls_loss: N/A Topk: N/A ada_p: 0.2071
[INFO] 2021-10-20 11:49:26 > Step: 402500 Progress: 40.2% Elapsed: 3 days, 22:27:31 Gen_loss: 1.597 Dis_loss: 0.5441 Cls_loss: N/A Topk: N/A ada_p: 0.2093
[INFO] 2021-10-20 11:50:30 > Step: 402600 Progress: 40.3% Elapsed: 3 days, 22:28:34 Gen_loss: 1.152 Dis_loss: 0.6789 Cls_loss: N/A Topk: N/A ada_p: 0.2088
[INFO] 2021-10-20 11:51:32 > Step: 402700 Progress: 40.3% Elapsed: 3 days, 22:29:37 Gen_loss: 1.456 Dis_loss: 0.8769 Cls_loss: N/A Topk: N/A ada_p: 0.2049
[INFO] 2021-10-20 11:52:34 > Step: 402800 Progress: 40.3% Elapsed: 3 days, 22:30:39 Gen_loss: 0.9949 Dis_loss: 0.656 Cls_loss: N/A Topk: N/A ada_p: 0.2021
[INFO] 2021-10-20 11:53:37 > Step: 402900 Progress: 40.3% Elapsed: 3 days, 22:31:42 Gen_loss: 1.277 Dis_loss: 1.005 Cls_loss: N/A Topk: N/A ada_p: 0.2022
[INFO] 2021-10-20 11:54:50 > Step: 403000 Progress: 40.3% Elapsed: 3 days, 22:32:55 Gen_loss: 1.519 Dis_loss: 0.7544 Cls_loss: N/A Topk: N/A ada_p: 0.2022
[INFO] 2021-10-20 11:55:54 > Step: 403100 Progress: 40.3% Elapsed: 3 days, 22:33:59 Gen_loss: 1.261 Dis_loss: 0.5862 Cls_loss: N/A Topk: N/A ada_p: 0.1987
[INFO] 2021-10-20 11:56:57 > Step: 403200 Progress: 40.3% Elapsed: 3 days, 22:35:02 Gen_loss: 2.113 Dis_loss: 0.6571 Cls_loss: N/A Topk: N/A ada_p: 0.1992
[INFO] 2021-10-20 11:58:00 > Step: 403300 Progress: 40.3% Elapsed: 3 days, 22:36:04 Gen_loss: 1.085 Dis_loss: 0.8357 Cls_loss: N/A Topk: N/A ada_p: 0.199
[INFO] 2021-10-20 11:59:02 > Step: 403400 Progress: 40.3% Elapsed: 3 days, 22:37:06 Gen_loss: 2.17 Dis_loss: 1.364 Cls_loss: N/A Topk: N/A ada_p: 0.1996
[INFO] 2021-10-20 12:00:04 > Step: 403500 Progress: 40.4% Elapsed: 3 days, 22:38:09 Gen_loss: 1.439 Dis_loss: 0.6779 Cls_loss: N/A Topk: N/A ada_p: 0.2013
[INFO] 2021-10-20 12:01:07 > Step: 403600 Progress: 40.4% Elapsed: 3 days, 22:39:11 Gen_loss: 1.202 Dis_loss: 1.093 Cls_loss: N/A Topk: N/A ada_p: 0.2024
[INFO] 2021-10-20 12:02:10 > Step: 403700 Progress: 40.4% Elapsed: 3 days, 22:40:14 Gen_loss: 1.579 Dis_loss: 1.156 Cls_loss: N/A Topk: N/A ada_p: 0.2015
[INFO] 2021-10-20 12:03:23 > Step: 403800 Progress: 40.4% Elapsed: 3 days, 22:41:27 Gen_loss: 0.8844 Dis_loss: 1.069 Cls_loss: N/A Topk: N/A ada_p: 0.2058
[INFO] 2021-10-20 12:04:25 > Step: 403900 Progress: 40.4% Elapsed: 3 days, 22:42:29 Gen_loss: 1.268 Dis_loss: 0.7575 Cls_loss: N/A Topk: N/A ada_p: 0.2033
[INFO] 2021-10-20 12:05:28 > Step: 404000 Progress: 40.4% Elapsed: 3 days, 22:43:33 Gen_loss: 1.179 Dis_loss: 0.7381 Cls_loss: N/A Topk: N/A ada_p: 0.2053
[INFO] 2021-10-20 12:06:31 > Step: 404100 Progress: 40.4% Elapsed: 3 days, 22:44:35 Gen_loss: 0.7486 Dis_loss: 0.969 Cls_loss: N/A Topk: N/A ada_p: 0.2072
[INFO] 2021-10-20 12:07:33 > Step: 404200 Progress: 40.4% Elapsed: 3 days, 22:45:38 Gen_loss: 1.317 Dis_loss: 0.8488 Cls_loss: N/A Topk: N/A ada_p: 0.206
[INFO] 2021-10-20 12:08:35 > Step: 404300 Progress: 40.4% Elapsed: 3 days, 22:46:40 Gen_loss: 1.432 Dis_loss: 0.814 Cls_loss: N/A Topk: N/A ada_p: 0.2037
[INFO] 2021-10-20 12:09:38 > Step: 404400 Progress: 40.4% Elapsed: 3 days, 22:47:43 Gen_loss: 1.213 Dis_loss: 0.9207 Cls_loss: N/A Topk: N/A ada_p: 0.2054
[INFO] 2021-10-20 12:10:41 > Step: 404500 Progress: 40.5% Elapsed: 3 days, 22:48:46 Gen_loss: 1.321 Dis_loss: 0.8627 Cls_loss: N/A Topk: N/A ada_p: 0.2053
[INFO] 2021-10-20 12:11:54 > Step: 404600 Progress: 40.5% Elapsed: 3 days, 22:49:59 Gen_loss: 1.825 Dis_loss: 0.8122 Cls_loss: N/A Topk: N/A ada_p: 0.2051
[INFO] 2021-10-20 12:12:56 > Step: 404700 Progress: 40.5% Elapsed: 3 days, 22:51:01 Gen_loss: 1.093 Dis_loss: 0.8271 Cls_loss: N/A Topk: N/A ada_p: 0.2066
[INFO] 2021-10-20 12:13:59 > Step: 404800 Progress: 40.5% Elapsed: 3 days, 22:52:04 Gen_loss: 1.86 Dis_loss: 1.083 Cls_loss: N/A Topk: N/A ada_p: 0.2086
[INFO] 2021-10-20 12:15:03 > Step: 404900 Progress: 40.5% Elapsed: 3 days, 22:53:08 Gen_loss: 2.286 Dis_loss: 0.8546 Cls_loss: N/A Topk: N/A ada_p: 0.2136
[INFO] 2021-10-20 12:16:05 > Step: 405000 Progress: 40.5% Elapsed: 3 days, 22:54:10 Gen_loss: 1.331 Dis_loss: 1.34 Cls_loss: N/A Topk: N/A ada_p: 0.2111
[INFO] 2021-10-20 12:17:08 > Step: 405100 Progress: 40.5% Elapsed: 3 days, 22:55:12 Gen_loss: 0.9175 Dis_loss: 0.5782 Cls_loss: N/A Topk: N/A ada_p: 0.2052
[INFO] 2021-10-20 12:18:10 > Step: 405200 Progress: 40.5% Elapsed: 3 days, 22:56:15 Gen_loss: 1.494 Dis_loss: 0.8919 Cls_loss: N/A Topk: N/A ada_p: 0.2049
[INFO] 2021-10-20 12:19:13 > Step: 405300 Progress: 40.5% Elapsed: 3 days, 22:57:17 Gen_loss: 1.141 Dis_loss: 1.068 Cls_loss: N/A Topk: N/A ada_p: 0.2045
[INFO] 2021-10-20 12:20:26 > Step: 405400 Progress: 40.5% Elapsed: 3 days, 22:58:31 Gen_loss: 1.426 Dis_loss: 0.5512 Cls_loss: N/A Topk: N/A ada_p: 0.2084
[INFO] 2021-10-20 12:21:29 > Step: 405500 Progress: 40.6% Elapsed: 3 days, 22:59:33 Gen_loss: 1.187 Dis_loss: 0.7538 Cls_loss: N/A Topk: N/A ada_p: 0.2112
[INFO] 2021-10-20 12:22:31 > Step: 405600 Progress: 40.6% Elapsed: 3 days, 23:00:36 Gen_loss: 1.517 Dis_loss: 0.8033 Cls_loss: N/A Topk: N/A ada_p: 0.214
[INFO] 2021-10-20 12:23:34 > Step: 405700 Progress: 40.6% Elapsed: 3 days, 23:01:38 Gen_loss: 0.7169 Dis_loss: 0.8698 Cls_loss: N/A Topk: N/A ada_p: 0.2144
[INFO] 2021-10-20 12:24:37 > Step: 405800 Progress: 40.6% Elapsed: 3 days, 23:02:41 Gen_loss: 0.4944 Dis_loss: 1.42 Cls_loss: N/A Topk: N/A ada_p: 0.2159
[INFO] 2021-10-20 12:25:39 > Step: 405900 Progress: 40.6% Elapsed: 3 days, 23:03:44 Gen_loss: 1.793 Dis_loss: 1.044 Cls_loss: N/A Topk: N/A ada_p: 0.217
[INFO] 2021-10-20 12:26:42 > Step: 406000 Progress: 40.6% Elapsed: 3 days, 23:04:47 Gen_loss: 1.328 Dis_loss: 0.7115 Cls_loss: N/A Topk: N/A ada_p: 0.2177
[INFO] 2021-10-20 12:27:46 > Step: 406100 Progress: 40.6% Elapsed: 3 days, 23:05:50 Gen_loss: 1.604 Dis_loss: 0.8766 Cls_loss: N/A Topk: N/A ada_p: 0.2197
[INFO] 2021-10-20 12:28:58 > Step: 406200 Progress: 40.6% Elapsed: 3 days, 23:07:03 Gen_loss: 1.644 Dis_loss: 1.12 Cls_loss: N/A Topk: N/A ada_p: 0.2202
[INFO] 2021-10-20 12:30:01 > Step: 406300 Progress: 40.6% Elapsed: 3 days, 23:08:05 Gen_loss: 1.464 Dis_loss: 1.142 Cls_loss: N/A Topk: N/A ada_p: 0.2186
[INFO] 2021-10-20 12:31:04 > Step: 406400 Progress: 40.6% Elapsed: 3 days, 23:09:08 Gen_loss: 0.8952 Dis_loss: 0.8971 Cls_loss: N/A Topk: N/A ada_p: 0.2176
[INFO] 2021-10-20 12:32:07 > Step: 406500 Progress: 40.6% Elapsed: 3 days, 23:10:12 Gen_loss: 1.789 Dis_loss: 1.395 Cls_loss: N/A Topk: N/A ada_p: 0.2162
[INFO] 2021-10-20 12:33:09 > Step: 406600 Progress: 40.7% Elapsed: 3 days, 23:11:14 Gen_loss: 0.7166 Dis_loss: 0.925 Cls_loss: N/A Topk: N/A ada_p: 0.2139
[INFO] 2021-10-20 12:34:13 > Step: 406700 Progress: 40.7% Elapsed: 3 days, 23:12:17 Gen_loss: 0.8986 Dis_loss: 0.7867 Cls_loss: N/A Topk: N/A ada_p: 0.217
[INFO] 2021-10-20 12:35:16 > Step: 406800 Progress: 40.7% Elapsed: 3 days, 23:13:20 Gen_loss: 1.219 Dis_loss: 0.6187 Cls_loss: N/A Topk: N/A ada_p: 0.2152
[INFO] 2021-10-20 12:36:18 > Step: 406900 Progress: 40.7% Elapsed: 3 days, 23:14:23 Gen_loss: 1.16 Dis_loss: 1.012 Cls_loss: N/A Topk: N/A ada_p: 0.2125
[INFO] 2021-10-20 12:37:31 > Step: 407000 Progress: 40.7% Elapsed: 3 days, 23:15:35 Gen_loss: 1.558 Dis_loss: 0.9921 Cls_loss: N/A Topk: N/A ada_p: 0.2122
[INFO] 2021-10-20 12:38:33 > Step: 407100 Progress: 40.7% Elapsed: 3 days, 23:16:38 Gen_loss: 1.719 Dis_loss: 0.9188 Cls_loss: N/A Topk: N/A ada_p: 0.2086
[INFO] 2021-10-20 12:39:37 > Step: 407200 Progress: 40.7% Elapsed: 3 days, 23:17:42 Gen_loss: 1.66 Dis_loss: 0.8668 Cls_loss: N/A Topk: N/A ada_p: 0.204
[INFO] 2021-10-20 12:40:40 > Step: 407300 Progress: 40.7% Elapsed: 3 days, 23:18:45 Gen_loss: 1.648 Dis_loss: 1.158 Cls_loss: N/A Topk: N/A ada_p: 0.2057
[INFO] 2021-10-20 12:41:43 > Step: 407400 Progress: 40.7% Elapsed: 3 days, 23:19:48 Gen_loss: 0.9447 Dis_loss: 1.086 Cls_loss: N/A Topk: N/A ada_p: 0.2044
[INFO] 2021-10-20 12:42:46 > Step: 407500 Progress: 40.8% Elapsed: 3 days, 23:20:51 Gen_loss: 1.2 Dis_loss: 0.8502 Cls_loss: N/A Topk: N/A ada_p: 0.2067
[INFO] 2021-10-20 12:43:49 > Step: 407600 Progress: 40.8% Elapsed: 3 days, 23:21:53 Gen_loss: 1.402 Dis_loss: 1.006 Cls_loss: N/A Topk: N/A ada_p: 0.2077
[INFO] 2021-10-20 12:45:02 > Step: 407700 Progress: 40.8% Elapsed: 3 days, 23:23:07 Gen_loss: 1.065 Dis_loss: 0.9012 Cls_loss: N/A Topk: N/A ada_p: 0.2138
[INFO] 2021-10-20 12:46:04 > Step: 407800 Progress: 40.8% Elapsed: 3 days, 23:24:09 Gen_loss: 1.055 Dis_loss: 0.876 Cls_loss: N/A Topk: N/A ada_p: 0.214
[INFO] 2021-10-20 12:47:07 > Step: 407900 Progress: 40.8% Elapsed: 3 days, 23:25:12 Gen_loss: 1.007 Dis_loss: 1.2 Cls_loss: N/A Topk: N/A ada_p: 0.2148
[INFO] 2021-10-20 12:48:10 > Step: 408000 Progress: 40.8% Elapsed: 3 days, 23:26:15 Gen_loss: 2.292 Dis_loss: 0.4861 Cls_loss: N/A Topk: N/A ada_p: 0.2138
[INFO] 2021-10-20 12:49:13 > Step: 408100 Progress: 40.8% Elapsed: 3 days, 23:27:17 Gen_loss: 1.492 Dis_loss: 0.9026 Cls_loss: N/A Topk: N/A ada_p: 0.2139
[INFO] 2021-10-20 12:50:15 > Step: 408200 Progress: 40.8% Elapsed: 3 days, 23:28:20 Gen_loss: 1.148 Dis_loss: 0.7119 Cls_loss: N/A Topk: N/A ada_p: 0.218
[INFO] 2021-10-20 12:51:18 > Step: 408300 Progress: 40.8% Elapsed: 3 days, 23:29:23 Gen_loss: 1.436 Dis_loss: 0.9226 Cls_loss: N/A Topk: N/A ada_p: 0.2216
[INFO] 2021-10-20 12:52:21 > Step: 408400 Progress: 40.8% Elapsed: 3 days, 23:30:26 Gen_loss: 1.746 Dis_loss: 0.8909 Cls_loss: N/A Topk: N/A ada_p: 0.2159
[INFO] 2021-10-20 12:53:34 > Step: 408500 Progress: 40.8% Elapsed: 3 days, 23:31:38 Gen_loss: 1.153 Dis_loss: 0.7576 Cls_loss: N/A Topk: N/A ada_p: 0.2191
[INFO] 2021-10-20 12:54:36 > Step: 408600 Progress: 40.9% Elapsed: 3 days, 23:32:41 Gen_loss: 1.267 Dis_loss: 0.9813 Cls_loss: N/A Topk: N/A ada_p: 0.2181
[INFO] 2021-10-20 12:55:41 > Step: 408700 Progress: 40.9% Elapsed: 3 days, 23:33:45 Gen_loss: 1.646 Dis_loss: 0.8573 Cls_loss: N/A Topk: N/A ada_p: 0.2153
[INFO] 2021-10-20 12:56:44 > Step: 408800 Progress: 40.9% Elapsed: 3 days, 23:34:49 Gen_loss: 0.8624 Dis_loss: 0.834 Cls_loss: N/A Topk: N/A ada_p: 0.2156
[INFO] 2021-10-20 12:57:48 > Step: 408900 Progress: 40.9% Elapsed: 3 days, 23:35:52 Gen_loss: 1.17 Dis_loss: 0.8897 Cls_loss: N/A Topk: N/A ada_p: 0.2141
[INFO] 2021-10-20 12:58:50 > Step: 409000 Progress: 40.9% Elapsed: 3 days, 23:36:55 Gen_loss: 0.642 Dis_loss: 0.972 Cls_loss: N/A Topk: N/A ada_p: 0.2129
[INFO] 2021-10-20 12:59:53 > Step: 409100 Progress: 40.9% Elapsed: 3 days, 23:37:57 Gen_loss: 1.015 Dis_loss: 0.9299 Cls_loss: N/A Topk: N/A ada_p: 0.2093
[INFO] 2021-10-20 13:00:55 > Step: 409200 Progress: 40.9% Elapsed: 3 days, 23:39:00 Gen_loss: 0.9419 Dis_loss: 1.046 Cls_loss: N/A Topk: N/A ada_p: 0.208
[INFO] 2021-10-20 13:02:08 > Step: 409300 Progress: 40.9% Elapsed: 3 days, 23:40:12 Gen_loss: 0.963 Dis_loss: 1.069 Cls_loss: N/A Topk: N/A ada_p: 0.213
[INFO] 2021-10-20 13:03:10 > Step: 409400 Progress: 40.9% Elapsed: 3 days, 23:41:15 Gen_loss: 1.395 Dis_loss: 0.5855 Cls_loss: N/A Topk: N/A ada_p: 0.2158
[INFO] 2021-10-20 13:04:13 > Step: 409500 Progress: 40.9% Elapsed: 3 days, 23:42:17 Gen_loss: 0.8026 Dis_loss: 1.141 Cls_loss: N/A Topk: N/A ada_p: 0.2166
[INFO] 2021-10-20 13:05:15 > Step: 409600 Progress: 41.0% Elapsed: 3 days, 23:43:20 Gen_loss: 1.933 Dis_loss: 1.039 Cls_loss: N/A Topk: N/A ada_p: 0.2176
[INFO] 2021-10-20 13:06:18 > Step: 409700 Progress: 41.0% Elapsed: 3 days, 23:44:22 Gen_loss: 1.96 Dis_loss: 0.9486 Cls_loss: N/A Topk: N/A ada_p: 0.2129
[INFO] 2021-10-20 13:07:20 > Step: 409800 Progress: 41.0% Elapsed: 3 days, 23:45:25 Gen_loss: 1.294 Dis_loss: 0.7224 Cls_loss: N/A Topk: N/A ada_p: 0.2111
[INFO] 2021-10-20 13:08:23 > Step: 409900 Progress: 41.0% Elapsed: 3 days, 23:46:28 Gen_loss: 1.494 Dis_loss: 1.105 Cls_loss: N/A Topk: N/A ada_p: 0.2131
[INFO] 2021-10-20 13:09:27 > Step: 410000 Progress: 41.0% Elapsed: 3 days, 23:47:31 Gen_loss: 1.386 Dis_loss: 0.9105 Cls_loss: N/A Topk: N/A ada_p: 0.2141
[INFO] 2021-10-20 13:09:27 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-20 13:09:27 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_410000.png
[INFO] 2021-10-20 13:09:27 > Start Evaluation (410000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-20 13:09:27 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-20 13:14:57 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-20 13:20:34 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-20 13:42:01 > Inception score (Step: 410000, 50000 generated images): 10.451664924621582
[INFO] 2021-10-20 13:42:01 > FID score (Step: 410000, Using train moments): 2.838308037071897
[INFO] 2021-10-20 13:42:01 > Improved Precision (Step: 410000, Using train images): 0.74126
[INFO] 2021-10-20 13:42:01 > Improved Recall (Step: 410000, Using train images): 0.6764
[INFO] 2021-10-20 13:42:01 > Density (Step: 410000, Using train images): 1.051692
[INFO] 2021-10-20 13:42:01 > Coverage (Step: 410000, Using train images): 0.91636
[INFO] 2021-10-20 13:42:01 > Best FID score (Step: 390000, Using train moments): 2.811225626241992
[INFO] 2021-10-20 13:42:15 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-20 13:43:56 > Step: 410100 Progress: 41.0% Elapsed: 4 days, 0:22:01 Gen_loss: 1.863 Dis_loss: 0.9525 Cls_loss: N/A Topk: N/A ada_p: 0.214
[INFO] 2021-10-20 13:44:58 > Step: 410200 Progress: 41.0% Elapsed: 4 days, 0:23:02 Gen_loss: 2.137 Dis_loss: 0.7722 Cls_loss: N/A Topk: N/A ada_p: 0.2138
[INFO] 2021-10-20 13:46:00 > Step: 410300 Progress: 41.0% Elapsed: 4 days, 0:24:05 Gen_loss: 1.027 Dis_loss: 0.7084 Cls_loss: N/A Topk: N/A ada_p: 0.2125
[INFO] 2021-10-20 13:47:03 > Step: 410400 Progress: 41.0% Elapsed: 4 days, 0:25:07 Gen_loss: 1.431 Dis_loss: 0.7937 Cls_loss: N/A Topk: N/A ada_p: 0.2135
[INFO] 2021-10-20 13:48:05 > Step: 410500 Progress: 41.0% Elapsed: 4 days, 0:26:10 Gen_loss: 1.48 Dis_loss: 0.5788 Cls_loss: N/A Topk: N/A ada_p: 0.2134
[INFO] 2021-10-20 13:49:07 > Step: 410600 Progress: 41.1% Elapsed: 4 days, 0:27:12 Gen_loss: 1.279 Dis_loss: 1.99 Cls_loss: N/A Topk: N/A ada_p: 0.2116
[INFO] 2021-10-20 13:50:10 > Step: 410700 Progress: 41.1% Elapsed: 4 days, 0:28:14 Gen_loss: 1.198 Dis_loss: 0.8027 Cls_loss: N/A Topk: N/A ada_p: 0.2121
[INFO] 2021-10-20 13:51:12 > Step: 410800 Progress: 41.1% Elapsed: 4 days, 0:29:17 Gen_loss: 1.95 Dis_loss: 1.054 Cls_loss: N/A Topk: N/A ada_p: 0.2134
[INFO] 2021-10-20 13:52:26 > Step: 410900 Progress: 41.1% Elapsed: 4 days, 0:30:30 Gen_loss: 1.133 Dis_loss: 0.9119 Cls_loss: N/A Topk: N/A ada_p: 0.2143
[INFO] 2021-10-20 13:53:28 > Step: 411000 Progress: 41.1% Elapsed: 4 days, 0:31:33 Gen_loss: 0.8458 Dis_loss: 0.9129 Cls_loss: N/A Topk: N/A ada_p: 0.2086
[INFO] 2021-10-20 13:54:30 > Step: 411100 Progress: 41.1% Elapsed: 4 days, 0:32:35 Gen_loss: 1.428 Dis_loss: 1.141 Cls_loss: N/A Topk: N/A ada_p: 0.2104
[INFO] 2021-10-20 13:55:33 > Step: 411200 Progress: 41.1% Elapsed: 4 days, 0:33:37 Gen_loss: 1.322 Dis_loss: 0.7406 Cls_loss: N/A Topk: N/A ada_p: 0.2122
[INFO] 2021-10-20 13:56:35 > Step: 411300 Progress: 41.1% Elapsed: 4 days, 0:34:40 Gen_loss: 1.463 Dis_loss: 0.7586 Cls_loss: N/A Topk: N/A ada_p: 0.217
[INFO] 2021-10-20 13:57:38 > Step: 411400 Progress: 41.1% Elapsed: 4 days, 0:35:42 Gen_loss: 1.307 Dis_loss: 0.9946 Cls_loss: N/A Topk: N/A ada_p: 0.2182
[INFO] 2021-10-20 13:58:40 > Step: 411500 Progress: 41.1% Elapsed: 4 days, 0:36:45 Gen_loss: 1.594 Dis_loss: 0.9222 Cls_loss: N/A Topk: N/A ada_p: 0.2172
[INFO] 2021-10-20 13:59:53 > Step: 411600 Progress: 41.2% Elapsed: 4 days, 0:37:58 Gen_loss: 0.6777 Dis_loss: 1.034 Cls_loss: N/A Topk: N/A ada_p: 0.219
[INFO] 2021-10-20 14:00:55 > Step: 411700 Progress: 41.2% Elapsed: 4 days, 0:39:00 Gen_loss: 1.33 Dis_loss: 1.12 Cls_loss: N/A Topk: N/A ada_p: 0.2168
[INFO] 2021-10-20 14:01:58 > Step: 411800 Progress: 41.2% Elapsed: 4 days, 0:40:03 Gen_loss: 1.152 Dis_loss: 0.7999 Cls_loss: N/A Topk: N/A ada_p: 0.2184
[INFO] 2021-10-20 14:03:01 > Step: 411900 Progress: 41.2% Elapsed: 4 days, 0:41:05 Gen_loss: 1.837 Dis_loss: 0.5763 Cls_loss: N/A Topk: N/A ada_p: 0.2189
[INFO] 2021-10-20 14:04:03 > Step: 412000 Progress: 41.2% Elapsed: 4 days, 0:42:08 Gen_loss: 2.33 Dis_loss: 1.214 Cls_loss: N/A Topk: N/A ada_p: 0.224
[INFO] 2021-10-20 14:05:06 > Step: 412100 Progress: 41.2% Elapsed: 4 days, 0:43:10 Gen_loss: 1.598 Dis_loss: 0.938 Cls_loss: N/A Topk: N/A ada_p: 0.2234
[INFO] 2021-10-20 14:06:09 > Step: 412200 Progress: 41.2% Elapsed: 4 days, 0:44:13 Gen_loss: 1.904 Dis_loss: 1.414 Cls_loss: N/A Topk: N/A ada_p: 0.2226
[INFO] 2021-10-20 14:07:12 > Step: 412300 Progress: 41.2% Elapsed: 4 days, 0:45:17 Gen_loss: 1.256 Dis_loss: 0.9253 Cls_loss: N/A Topk: N/A ada_p: 0.2213
[INFO] 2021-10-20 14:08:26 > Step: 412400 Progress: 41.2% Elapsed: 4 days, 0:46:30 Gen_loss: 1.473 Dis_loss: 0.7875 Cls_loss: N/A Topk: N/A ada_p: 0.2213
[INFO] 2021-10-20 14:09:28 > Step: 412500 Progress: 41.2% Elapsed: 4 days, 0:47:33 Gen_loss: 1.56 Dis_loss: 0.9805 Cls_loss: N/A Topk: N/A ada_p: 0.2235
[INFO] 2021-10-20 14:10:31 > Step: 412600 Progress: 41.3% Elapsed: 4 days, 0:48:36 Gen_loss: 1.458 Dis_loss: 0.6626 Cls_loss: N/A Topk: N/A ada_p: 0.2248
[INFO] 2021-10-20 14:11:34 > Step: 412700 Progress: 41.3% Elapsed: 4 days, 0:49:38 Gen_loss: 1.325 Dis_loss: 0.8568 Cls_loss: N/A Topk: N/A ada_p: 0.2209
[INFO] 2021-10-20 14:12:37 > Step: 412800 Progress: 41.3% Elapsed: 4 days, 0:50:41 Gen_loss: 0.8615 Dis_loss: 0.9704 Cls_loss: N/A Topk: N/A ada_p: 0.2184
[INFO] 2021-10-20 14:13:40 > Step: 412900 Progress: 41.3% Elapsed: 4 days, 0:51:44 Gen_loss: 1.326 Dis_loss: 0.8654 Cls_loss: N/A Topk: N/A ada_p: 0.2134
[INFO] 2021-10-20 14:14:42 > Step: 413000 Progress: 41.3% Elapsed: 4 days, 0:52:47 Gen_loss: 0.9373 Dis_loss: 0.9439 Cls_loss: N/A Topk: N/A ada_p: 0.2131
[INFO] 2021-10-20 14:15:45 > Step: 413100 Progress: 41.3% Elapsed: 4 days, 0:53:49 Gen_loss: 1.157 Dis_loss: 0.7669 Cls_loss: N/A Topk: N/A ada_p: 0.2159
[INFO] 2021-10-20 14:16:57 > Step: 413200 Progress: 41.3% Elapsed: 4 days, 0:55:02 Gen_loss: 1.205 Dis_loss: 0.8991 Cls_loss: N/A Topk: N/A ada_p: 0.2141
[INFO] 2021-10-20 14:18:00 > Step: 413300 Progress: 41.3% Elapsed: 4 days, 0:56:04 Gen_loss: 0.9008 Dis_loss: 0.9237 Cls_loss: N/A Topk: N/A ada_p: 0.2145
[INFO] 2021-10-20 14:19:02 > Step: 413400 Progress: 41.3% Elapsed: 4 days, 0:57:07 Gen_loss: 1.108 Dis_loss: 0.9113 Cls_loss: N/A Topk: N/A ada_p: 0.2115
[INFO] 2021-10-20 14:20:04 > Step: 413500 Progress: 41.3% Elapsed: 4 days, 0:58:09 Gen_loss: 0.708 Dis_loss: 1.179 Cls_loss: N/A Topk: N/A ada_p: 0.2135
[INFO] 2021-10-20 14:21:07 > Step: 413600 Progress: 41.4% Elapsed: 4 days, 0:59:11 Gen_loss: 1.211 Dis_loss: 0.8744 Cls_loss: N/A Topk: N/A ada_p: 0.2104
[INFO] 2021-10-20 14:22:09 > Step: 413700 Progress: 41.4% Elapsed: 4 days, 1:00:14 Gen_loss: 1.547 Dis_loss: 0.961 Cls_loss: N/A Topk: N/A ada_p: 0.2095
[INFO] 2021-10-20 14:23:12 > Step: 413800 Progress: 41.4% Elapsed: 4 days, 1:01:16 Gen_loss: 1.096 Dis_loss: 0.9106 Cls_loss: N/A Topk: N/A ada_p: 0.2106
[INFO] 2021-10-20 14:24:14 > Step: 413900 Progress: 41.4% Elapsed: 4 days, 1:02:19 Gen_loss: 0.8911 Dis_loss: 0.904 Cls_loss: N/A Topk: N/A ada_p: 0.2134
[INFO] 2021-10-20 14:25:27 > Step: 414000 Progress: 41.4% Elapsed: 4 days, 1:03:31 Gen_loss: 0.7991 Dis_loss: 1.095 Cls_loss: N/A Topk: N/A ada_p: 0.2141
[INFO] 2021-10-20 14:26:29 > Step: 414100 Progress: 41.4% Elapsed: 4 days, 1:04:34 Gen_loss: 1.161 Dis_loss: 0.7756 Cls_loss: N/A Topk: N/A ada_p: 0.2145
[INFO] 2021-10-20 14:27:32 > Step: 414200 Progress: 41.4% Elapsed: 4 days, 1:05:37 Gen_loss: 2.161 Dis_loss: 0.934 Cls_loss: N/A Topk: N/A ada_p: 0.2184
[INFO] 2021-10-20 14:28:34 > Step: 414300 Progress: 41.4% Elapsed: 4 days, 1:06:39 Gen_loss: 1.348 Dis_loss: 0.8928 Cls_loss: N/A Topk: N/A ada_p: 0.2204
[INFO] 2021-10-20 14:29:36 > Step: 414400 Progress: 41.4% Elapsed: 4 days, 1:07:41 Gen_loss: 2.015 Dis_loss: 0.9852 Cls_loss: N/A Topk: N/A ada_p: 0.2209
[INFO] 2021-10-20 14:30:39 > Step: 414500 Progress: 41.4% Elapsed: 4 days, 1:08:44 Gen_loss: 1.588 Dis_loss: 1.035 Cls_loss: N/A Topk: N/A ada_p: 0.2185
[INFO] 2021-10-20 14:31:41 > Step: 414600 Progress: 41.5% Elapsed: 4 days, 1:09:46 Gen_loss: 1.847 Dis_loss: 1.094 Cls_loss: N/A Topk: N/A ada_p: 0.2211
[INFO] 2021-10-20 14:32:44 > Step: 414700 Progress: 41.5% Elapsed: 4 days, 1:10:48 Gen_loss: 0.8561 Dis_loss: 1.137 Cls_loss: N/A Topk: N/A ada_p: 0.2231
[INFO] 2021-10-20 14:33:56 > Step: 414800 Progress: 41.5% Elapsed: 4 days, 1:12:01 Gen_loss: 1.611 Dis_loss: 0.6817 Cls_loss: N/A Topk: N/A ada_p: 0.2236
[INFO] 2021-10-20 14:34:59 > Step: 414900 Progress: 41.5% Elapsed: 4 days, 1:13:03 Gen_loss: 1.277 Dis_loss: 0.9684 Cls_loss: N/A Topk: N/A ada_p: 0.2237
[INFO] 2021-10-20 14:36:01 > Step: 415000 Progress: 41.5% Elapsed: 4 days, 1:14:06 Gen_loss: 1.558 Dis_loss: 1.192 Cls_loss: N/A Topk: N/A ada_p: 0.2243
[INFO] 2021-10-20 14:37:03 > Step: 415100 Progress: 41.5% Elapsed: 4 days, 1:15:08 Gen_loss: 1.988 Dis_loss: 1.34 Cls_loss: N/A Topk: N/A ada_p: 0.2253
[INFO] 2021-10-20 14:38:06 > Step: 415200 Progress: 41.5% Elapsed: 4 days, 1:16:10 Gen_loss: 1.038 Dis_loss: 0.9658 Cls_loss: N/A Topk: N/A ada_p: 0.222
[INFO] 2021-10-20 14:39:08 > Step: 415300 Progress: 41.5% Elapsed: 4 days, 1:17:13 Gen_loss: 1.309 Dis_loss: 1.045 Cls_loss: N/A Topk: N/A ada_p: 0.2229
[INFO] 2021-10-20 14:40:11 > Step: 415400 Progress: 41.5% Elapsed: 4 days, 1:18:15 Gen_loss: 1.065 Dis_loss: 0.7804 Cls_loss: N/A Topk: N/A ada_p: 0.2236
[INFO] 2021-10-20 14:41:23 > Step: 415500 Progress: 41.5% Elapsed: 4 days, 1:19:28 Gen_loss: 1.382 Dis_loss: 0.7462 Cls_loss: N/A Topk: N/A ada_p: 0.2211
[INFO] 2021-10-20 14:42:25 > Step: 415600 Progress: 41.6% Elapsed: 4 days, 1:20:30 Gen_loss: 1.428 Dis_loss: 0.7409 Cls_loss: N/A Topk: N/A ada_p: 0.2162
[INFO] 2021-10-20 14:43:28 > Step: 415700 Progress: 41.6% Elapsed: 4 days, 1:21:32 Gen_loss: 1.447 Dis_loss: 0.9129 Cls_loss: N/A Topk: N/A ada_p: 0.2191
[INFO] 2021-10-20 14:44:30 > Step: 415800 Progress: 41.6% Elapsed: 4 days, 1:22:35 Gen_loss: 0.9991 Dis_loss: 0.9177 Cls_loss: N/A Topk: N/A ada_p: 0.2199
[INFO] 2021-10-20 14:45:33 > Step: 415900 Progress: 41.6% Elapsed: 4 days, 1:23:37 Gen_loss: 1.924 Dis_loss: 0.8066 Cls_loss: N/A Topk: N/A ada_p: 0.2207
[INFO] 2021-10-20 14:46:35 > Step: 416000 Progress: 41.6% Elapsed: 4 days, 1:24:40 Gen_loss: 1.212 Dis_loss: 0.9414 Cls_loss: N/A Topk: N/A ada_p: 0.222
[INFO] 2021-10-20 14:47:38 > Step: 416100 Progress: 41.6% Elapsed: 4 days, 1:25:42 Gen_loss: 1.304 Dis_loss: 0.7448 Cls_loss: N/A Topk: N/A ada_p: 0.2182
[INFO] 2021-10-20 14:48:40 > Step: 416200 Progress: 41.6% Elapsed: 4 days, 1:26:45 Gen_loss: 1.485 Dis_loss: 1.1 Cls_loss: N/A Topk: N/A ada_p: 0.2177
[INFO] 2021-10-20 14:49:52 > Step: 416300 Progress: 41.6% Elapsed: 4 days, 1:27:57 Gen_loss: 1.483 Dis_loss: 0.8512 Cls_loss: N/A Topk: N/A ada_p: 0.2175
[INFO] 2021-10-20 14:50:54 > Step: 416400 Progress: 41.6% Elapsed: 4 days, 1:28:59 Gen_loss: 1.496 Dis_loss: 1.113 Cls_loss: N/A Topk: N/A ada_p: 0.2129
[INFO] 2021-10-20 14:51:58 > Step: 416500 Progress: 41.6% Elapsed: 4 days, 1:30:03 Gen_loss: 0.9429 Dis_loss: 0.871 Cls_loss: N/A Topk: N/A ada_p: 0.2104
[INFO] 2021-10-20 14:53:01 > Step: 416600 Progress: 41.7% Elapsed: 4 days, 1:31:05 Gen_loss: 1.705 Dis_loss: 0.9325 Cls_loss: N/A Topk: N/A ada_p: 0.212
[INFO] 2021-10-20 14:54:03 > Step: 416700 Progress: 41.7% Elapsed: 4 days, 1:32:08 Gen_loss: 1.529 Dis_loss: 0.8911 Cls_loss: N/A Topk: N/A ada_p: 0.2148
[INFO] 2021-10-20 14:55:05 > Step: 416800 Progress: 41.7% Elapsed: 4 days, 1:33:10 Gen_loss: 0.9183 Dis_loss: 0.7488 Cls_loss: N/A Topk: N/A ada_p: 0.2153
[INFO] 2021-10-20 14:56:08 > Step: 416900 Progress: 41.7% Elapsed: 4 days, 1:34:12 Gen_loss: 1.561 Dis_loss: 0.7127 Cls_loss: N/A Topk: N/A ada_p: 0.2149
[INFO] 2021-10-20 14:57:10 > Step: 417000 Progress: 41.7% Elapsed: 4 days, 1:35:15 Gen_loss: 0.8442 Dis_loss: 0.8389 Cls_loss: N/A Topk: N/A ada_p: 0.2121
[INFO] 2021-10-20 14:58:22 > Step: 417100 Progress: 41.7% Elapsed: 4 days, 1:36:27 Gen_loss: 0.7201 Dis_loss: 0.8036 Cls_loss: N/A Topk: N/A ada_p: 0.217
[INFO] 2021-10-20 14:59:25 > Step: 417200 Progress: 41.7% Elapsed: 4 days, 1:37:30 Gen_loss: 1.659 Dis_loss: 0.7705 Cls_loss: N/A Topk: N/A ada_p: 0.2185
[INFO] 2021-10-20 15:00:28 > Step: 417300 Progress: 41.7% Elapsed: 4 days, 1:38:33 Gen_loss: 1.092 Dis_loss: 0.8137 Cls_loss: N/A Topk: N/A ada_p: 0.2176
[INFO] 2021-10-20 15:01:30 > Step: 417400 Progress: 41.7% Elapsed: 4 days, 1:39:35 Gen_loss: 1.093 Dis_loss: 0.9105 Cls_loss: N/A Topk: N/A ada_p: 0.2227
[INFO] 2021-10-20 15:02:33 > Step: 417500 Progress: 41.8% Elapsed: 4 days, 1:40:37 Gen_loss: 1.951 Dis_loss: 0.8972 Cls_loss: N/A Topk: N/A ada_p: 0.2232
[INFO] 2021-10-20 15:03:35 > Step: 417600 Progress: 41.8% Elapsed: 4 days, 1:41:40 Gen_loss: 2.116 Dis_loss: 1.346 Cls_loss: N/A Topk: N/A ada_p: 0.2261
[INFO] 2021-10-20 15:04:38 > Step: 417700 Progress: 41.8% Elapsed: 4 days, 1:42:42 Gen_loss: 0.8332 Dis_loss: 0.7242 Cls_loss: N/A Topk: N/A ada_p: 0.2236
[INFO] 2021-10-20 15:05:40 > Step: 417800 Progress: 41.8% Elapsed: 4 days, 1:43:45 Gen_loss: 1.285 Dis_loss: 0.7036 Cls_loss: N/A Topk: N/A ada_p: 0.2221
[INFO] 2021-10-20 15:06:52 > Step: 417900 Progress: 41.8% Elapsed: 4 days, 1:44:57 Gen_loss: 1.103 Dis_loss: 0.9724 Cls_loss: N/A Topk: N/A ada_p: 0.2195
[INFO] 2021-10-20 15:07:55 > Step: 418000 Progress: 41.8% Elapsed: 4 days, 1:45:59 Gen_loss: 1.257 Dis_loss: 0.8206 Cls_loss: N/A Topk: N/A ada_p: 0.2149
[INFO] 2021-10-20 15:08:59 > Step: 418100 Progress: 41.8% Elapsed: 4 days, 1:47:03 Gen_loss: 1.311 Dis_loss: 1.001 Cls_loss: N/A Topk: N/A ada_p: 0.215
[INFO] 2021-10-20 15:10:02 > Step: 418200 Progress: 41.8% Elapsed: 4 days, 1:48:07 Gen_loss: 0.8112 Dis_loss: 0.6719 Cls_loss: N/A Topk: N/A ada_p: 0.2148
[INFO] 2021-10-20 15:11:05 > Step: 418300 Progress: 41.8% Elapsed: 4 days, 1:49:10 Gen_loss: 0.9199 Dis_loss: 1.086 Cls_loss: N/A Topk: N/A ada_p: 0.212
[INFO] 2021-10-20 15:12:08 > Step: 418400 Progress: 41.8% Elapsed: 4 days, 1:50:13 Gen_loss: 0.6859 Dis_loss: 1.169 Cls_loss: N/A Topk: N/A ada_p: 0.2127
[INFO] 2021-10-20 15:13:11 > Step: 418500 Progress: 41.9% Elapsed: 4 days, 1:51:15 Gen_loss: 1.609 Dis_loss: 0.9826 Cls_loss: N/A Topk: N/A ada_p: 0.2118
[INFO] 2021-10-20 15:14:13 > Step: 418600 Progress: 41.9% Elapsed: 4 days, 1:52:18 Gen_loss: 1.915 Dis_loss: 0.7454 Cls_loss: N/A Topk: N/A ada_p: 0.2126
[INFO] 2021-10-20 15:15:25 > Step: 418700 Progress: 41.9% Elapsed: 4 days, 1:53:30 Gen_loss: 1.143 Dis_loss: 0.8747 Cls_loss: N/A Topk: N/A ada_p: 0.2131
[INFO] 2021-10-20 15:16:28 > Step: 418800 Progress: 41.9% Elapsed: 4 days, 1:54:33 Gen_loss: 1.041 Dis_loss: 0.9343 Cls_loss: N/A Topk: N/A ada_p: 0.2159
[INFO] 2021-10-20 15:17:31 > Step: 418900 Progress: 41.9% Elapsed: 4 days, 1:55:36 Gen_loss: 1.245 Dis_loss: 1.175 Cls_loss: N/A Topk: N/A ada_p: 0.2158
[INFO] 2021-10-20 15:18:33 > Step: 419000 Progress: 41.9% Elapsed: 4 days, 1:56:38 Gen_loss: 1.227 Dis_loss: 1.159 Cls_loss: N/A Topk: N/A ada_p: 0.2171
[INFO] 2021-10-20 15:19:36 > Step: 419100 Progress: 41.9% Elapsed: 4 days, 1:57:40 Gen_loss: 1.32 Dis_loss: 0.785 Cls_loss: N/A Topk: N/A ada_p: 0.2197
[INFO] 2021-10-20 15:20:38 > Step: 419200 Progress: 41.9% Elapsed: 4 days, 1:58:43 Gen_loss: 1.334 Dis_loss: 0.6002 Cls_loss: N/A Topk: N/A ada_p: 0.2145
[INFO] 2021-10-20 15:21:41 > Step: 419300 Progress: 41.9% Elapsed: 4 days, 1:59:45 Gen_loss: 1.469 Dis_loss: 0.6631 Cls_loss: N/A Topk: N/A ada_p: 0.2116
[INFO] 2021-10-20 15:22:54 > Step: 419400 Progress: 41.9% Elapsed: 4 days, 2:00:58 Gen_loss: 1.237 Dis_loss: 0.9781 Cls_loss: N/A Topk: N/A ada_p: 0.2103
[INFO] 2021-10-20 15:23:56 > Step: 419500 Progress: 41.9% Elapsed: 4 days, 2:02:00 Gen_loss: 1.752 Dis_loss: 0.745 Cls_loss: N/A Topk: N/A ada_p: 0.2111
[INFO] 2021-10-20 15:24:58 > Step: 419600 Progress: 42.0% Elapsed: 4 days, 2:03:03 Gen_loss: 0.7572 Dis_loss: 1.128 Cls_loss: N/A Topk: N/A ada_p: 0.2118
[INFO] 2021-10-20 15:26:01 > Step: 419700 Progress: 42.0% Elapsed: 4 days, 2:04:06 Gen_loss: 1.319 Dis_loss: 0.6886 Cls_loss: N/A Topk: N/A ada_p: 0.2156
[INFO] 2021-10-20 15:27:04 > Step: 419800 Progress: 42.0% Elapsed: 4 days, 2:05:08 Gen_loss: 1.863 Dis_loss: 0.7106 Cls_loss: N/A Topk: N/A ada_p: 0.2214
[INFO] 2021-10-20 15:28:06 > Step: 419900 Progress: 42.0% Elapsed: 4 days, 2:06:11 Gen_loss: 0.587 Dis_loss: 1.06 Cls_loss: N/A Topk: N/A ada_p: 0.2153
[INFO] 2021-10-20 15:29:08 > Step: 420000 Progress: 42.0% Elapsed: 4 days, 2:07:13 Gen_loss: 2.14 Dis_loss: 0.9857 Cls_loss: N/A Topk: N/A ada_p: 0.2158
[INFO] 2021-10-20 15:29:09 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-20 15:29:09 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_420000.png
[INFO] 2021-10-20 15:29:09 > Start Evaluation (420000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-20 15:29:09 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-20 15:34:39 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-20 15:40:17 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-20 16:05:33 > Inception score (Step: 420000, 50000 generated images): 10.42612361907959
[INFO] 2021-10-20 16:05:33 > FID score (Step: 420000, Using train moments): 2.8138323860998185
[INFO] 2021-10-20 16:05:33 > Improved Precision (Step: 420000, Using train images): 0.74542
[INFO] 2021-10-20 16:05:33 > Improved Recall (Step: 420000, Using train images): 0.6738
[INFO] 2021-10-20 16:05:33 > Density (Step: 420000, Using train images): 1.0468600000000001
[INFO] 2021-10-20 16:05:33 > Coverage (Step: 420000, Using train images): 0.91676
[INFO] 2021-10-20 16:05:33 > Best FID score (Step: 390000, Using train moments): 2.811225626241992
[INFO] 2021-10-20 16:05:44 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-20 16:06:45 > Step: 420100 Progress: 42.0% Elapsed: 4 days, 2:44:50 Gen_loss: 1.416 Dis_loss: 1.012 Cls_loss: N/A Topk: N/A ada_p: 0.2165
[INFO] 2021-10-20 16:08:04 > Step: 420200 Progress: 42.0% Elapsed: 4 days, 2:46:09 Gen_loss: 1.338 Dis_loss: 0.9284 Cls_loss: N/A Topk: N/A ada_p: 0.2152
[INFO] 2021-10-20 16:09:07 > Step: 420300 Progress: 42.0% Elapsed: 4 days, 2:47:11 Gen_loss: 1.332 Dis_loss: 0.7882 Cls_loss: N/A Topk: N/A ada_p: 0.2129
[INFO] 2021-10-20 16:10:09 > Step: 420400 Progress: 42.0% Elapsed: 4 days, 2:48:14 Gen_loss: 1.365 Dis_loss: 0.7052 Cls_loss: N/A Topk: N/A ada_p: 0.2134
[INFO] 2021-10-20 16:11:12 > Step: 420500 Progress: 42.0% Elapsed: 4 days, 2:49:17 Gen_loss: 1.208 Dis_loss: 1.196 Cls_loss: N/A Topk: N/A ada_p: 0.2156
[INFO] 2021-10-20 16:12:15 > Step: 420600 Progress: 42.1% Elapsed: 4 days, 2:50:20 Gen_loss: 1.367 Dis_loss: 0.7004 Cls_loss: N/A Topk: N/A ada_p: 0.2115
[INFO] 2021-10-20 16:13:17 > Step: 420700 Progress: 42.1% Elapsed: 4 days, 2:51:22 Gen_loss: 1.656 Dis_loss: 0.9044 Cls_loss: N/A Topk: N/A ada_p: 0.2122
[INFO] 2021-10-20 16:14:19 > Step: 420800 Progress: 42.1% Elapsed: 4 days, 2:52:24 Gen_loss: 1.706 Dis_loss: 1.002 Cls_loss: N/A Topk: N/A ada_p: 0.2138
[INFO] 2021-10-20 16:15:22 > Step: 420900 Progress: 42.1% Elapsed: 4 days, 2:53:26 Gen_loss: 1.249 Dis_loss: 1.24 Cls_loss: N/A Topk: N/A ada_p: 0.2101
[INFO] 2021-10-20 16:16:34 > Step: 421000 Progress: 42.1% Elapsed: 4 days, 2:54:39 Gen_loss: 0.7737 Dis_loss: 1.005 Cls_loss: N/A Topk: N/A ada_p: 0.2111
[INFO] 2021-10-20 16:17:37 > Step: 421100 Progress: 42.1% Elapsed: 4 days, 2:55:41 Gen_loss: 1.813 Dis_loss: 0.8319 Cls_loss: N/A Topk: N/A ada_p: 0.2131
[INFO] 2021-10-20 16:18:39 > Step: 421200 Progress: 42.1% Elapsed: 4 days, 2:56:44 Gen_loss: 1.276 Dis_loss: 1.226 Cls_loss: N/A Topk: N/A ada_p: 0.2134
[INFO] 2021-10-20 16:19:41 > Step: 421300 Progress: 42.1% Elapsed: 4 days, 2:57:46 Gen_loss: 0.908 Dis_loss: 1.24 Cls_loss: N/A Topk: N/A ada_p: 0.2117
[INFO] 2021-10-20 16:20:44 > Step: 421400 Progress: 42.1% Elapsed: 4 days, 2:58:48 Gen_loss: 1.016 Dis_loss: 0.857 Cls_loss: N/A Topk: N/A ada_p: 0.2102
[INFO] 2021-10-20 16:21:46 > Step: 421500 Progress: 42.1% Elapsed: 4 days, 2:59:51 Gen_loss: 1.659 Dis_loss: 0.8525 Cls_loss: N/A Topk: N/A ada_p: 0.2127
[INFO] 2021-10-20 16:22:49 > Step: 421600 Progress: 42.2% Elapsed: 4 days, 3:00:53 Gen_loss: 1.204 Dis_loss: 0.6632 Cls_loss: N/A Topk: N/A ada_p: 0.2112
[INFO] 2021-10-20 16:23:51 > Step: 421700 Progress: 42.2% Elapsed: 4 days, 3:01:56 Gen_loss: 1.395 Dis_loss: 0.8791 Cls_loss: N/A Topk: N/A ada_p: 0.2126
[INFO] 2021-10-20 16:25:04 > Step: 421800 Progress: 42.2% Elapsed: 4 days, 3:03:08 Gen_loss: 1.679 Dis_loss: 0.755 Cls_loss: N/A Topk: N/A ada_p: 0.2129
[INFO] 2021-10-20 16:26:06 > Step: 421900 Progress: 42.2% Elapsed: 4 days, 3:04:11 Gen_loss: 1.522 Dis_loss: 0.7006 Cls_loss: N/A Topk: N/A ada_p: 0.2159
[INFO] 2021-10-20 16:27:09 > Step: 422000 Progress: 42.2% Elapsed: 4 days, 3:05:14 Gen_loss: 1.565 Dis_loss: 0.9417 Cls_loss: N/A Topk: N/A ada_p: 0.2157
[INFO] 2021-10-20 16:28:13 > Step: 422100 Progress: 42.2% Elapsed: 4 days, 3:06:17 Gen_loss: 1.099 Dis_loss: 0.9212 Cls_loss: N/A Topk: N/A ada_p: 0.2097
[INFO] 2021-10-20 16:29:15 > Step: 422200 Progress: 42.2% Elapsed: 4 days, 3:07:20 Gen_loss: 1.342 Dis_loss: 0.6791 Cls_loss: N/A Topk: N/A ada_p: 0.2115
[INFO] 2021-10-20 16:30:18 > Step: 422300 Progress: 42.2% Elapsed: 4 days, 3:08:22 Gen_loss: 1.549 Dis_loss: 0.6249 Cls_loss: N/A Topk: N/A ada_p: 0.2099
[INFO] 2021-10-20 16:31:20 > Step: 422400 Progress: 42.2% Elapsed: 4 days, 3:09:25 Gen_loss: 1.287 Dis_loss: 0.9458 Cls_loss: N/A Topk: N/A ada_p: 0.2066
[INFO] 2021-10-20 16:32:23 > Step: 422500 Progress: 42.2% Elapsed: 4 days, 3:10:28 Gen_loss: 1.72 Dis_loss: 1.209 Cls_loss: N/A Topk: N/A ada_p: 0.2065
[INFO] 2021-10-20 16:33:36 > Step: 422600 Progress: 42.3% Elapsed: 4 days, 3:11:40 Gen_loss: 0.926 Dis_loss: 0.7291 Cls_loss: N/A Topk: N/A ada_p: 0.2075
[INFO] 2021-10-20 16:34:38 > Step: 422700 Progress: 42.3% Elapsed: 4 days, 3:12:43 Gen_loss: 1.209 Dis_loss: 1.018 Cls_loss: N/A Topk: N/A ada_p: 0.2054
[INFO] 2021-10-20 16:35:41 > Step: 422800 Progress: 42.3% Elapsed: 4 days, 3:13:45 Gen_loss: 1.191 Dis_loss: 0.9122 Cls_loss: N/A Topk: N/A ada_p: 0.209
[INFO] 2021-10-20 16:36:44 > Step: 422900 Progress: 42.3% Elapsed: 4 days, 3:14:49 Gen_loss: 1.455 Dis_loss: 0.9672 Cls_loss: N/A Topk: N/A ada_p: 0.2102
[INFO] 2021-10-20 16:37:47 > Step: 423000 Progress: 42.3% Elapsed: 4 days, 3:15:51 Gen_loss: 1.588 Dis_loss: 0.9348 Cls_loss: N/A Topk: N/A ada_p: 0.2107
[INFO] 2021-10-20 16:38:50 > Step: 423100 Progress: 42.3% Elapsed: 4 days, 3:16:54 Gen_loss: 1.362 Dis_loss: 0.5964 Cls_loss: N/A Topk: N/A ada_p: 0.2133
[INFO] 2021-10-20 16:39:52 > Step: 423200 Progress: 42.3% Elapsed: 4 days, 3:17:57 Gen_loss: 1.045 Dis_loss: 1.05 Cls_loss: N/A Topk: N/A ada_p: 0.2107
[INFO] 2021-10-20 16:40:55 > Step: 423300 Progress: 42.3% Elapsed: 4 days, 3:19:00 Gen_loss: 1.011 Dis_loss: 0.798 Cls_loss: N/A Topk: N/A ada_p: 0.2106
[INFO] 2021-10-20 16:42:07 > Step: 423400 Progress: 42.3% Elapsed: 4 days, 3:20:12 Gen_loss: 2.098 Dis_loss: 0.9278 Cls_loss: N/A Topk: N/A ada_p: 0.2139
[INFO] 2021-10-20 16:43:10 > Step: 423500 Progress: 42.4% Elapsed: 4 days, 3:21:15 Gen_loss: 2.03 Dis_loss: 1.264 Cls_loss: N/A Topk: N/A ada_p: 0.2144
[INFO] 2021-10-20 16:44:13 > Step: 423600 Progress: 42.4% Elapsed: 4 days, 3:22:17 Gen_loss: 1.791 Dis_loss: 0.9664 Cls_loss: N/A Topk: N/A ada_p: 0.2152
[INFO] 2021-10-20 16:45:15 > Step: 423700 Progress: 42.4% Elapsed: 4 days, 3:23:20 Gen_loss: 0.7349 Dis_loss: 0.8813 Cls_loss: N/A Topk: N/A ada_p: 0.2161
[INFO] 2021-10-20 16:46:19 > Step: 423800 Progress: 42.4% Elapsed: 4 days, 3:24:23 Gen_loss: 1.43 Dis_loss: 0.5978 Cls_loss: N/A Topk: N/A ada_p: 0.2163
[INFO] 2021-10-20 16:47:21 > Step: 423900 Progress: 42.4% Elapsed: 4 days, 3:25:25 Gen_loss: 1.729 Dis_loss: 0.712 Cls_loss: N/A Topk: N/A ada_p: 0.2166
[INFO] 2021-10-20 16:48:24 > Step: 424000 Progress: 42.4% Elapsed: 4 days, 3:26:28 Gen_loss: 1.376 Dis_loss: 1.09 Cls_loss: N/A Topk: N/A ada_p: 0.2194
[INFO] 2021-10-20 16:49:37 > Step: 424100 Progress: 42.4% Elapsed: 4 days, 3:27:42 Gen_loss: 1.372 Dis_loss: 0.7445 Cls_loss: N/A Topk: N/A ada_p: 0.2167
[INFO] 2021-10-20 16:50:40 > Step: 424200 Progress: 42.4% Elapsed: 4 days, 3:28:44 Gen_loss: 1.464 Dis_loss: 0.9559 Cls_loss: N/A Topk: N/A ada_p: 0.2182
[INFO] 2021-10-20 16:51:42 > Step: 424300 Progress: 42.4% Elapsed: 4 days, 3:29:47 Gen_loss: 1.691 Dis_loss: 0.8284 Cls_loss: N/A Topk: N/A ada_p: 0.2175
[INFO] 2021-10-20 16:52:45 > Step: 424400 Progress: 42.4% Elapsed: 4 days, 3:30:50 Gen_loss: 0.9461 Dis_loss: 1.304 Cls_loss: N/A Topk: N/A ada_p: 0.218
[INFO] 2021-10-20 16:53:49 > Step: 424500 Progress: 42.4% Elapsed: 4 days, 3:31:53 Gen_loss: 0.9133 Dis_loss: 0.9389 Cls_loss: N/A Topk: N/A ada_p: 0.2173
[INFO] 2021-10-20 16:54:51 > Step: 424600 Progress: 42.5% Elapsed: 4 days, 3:32:55 Gen_loss: 1.42 Dis_loss: 1.05 Cls_loss: N/A Topk: N/A ada_p: 0.2179
[INFO] 2021-10-20 16:55:53 > Step: 424700 Progress: 42.5% Elapsed: 4 days, 3:33:58 Gen_loss: 1.195 Dis_loss: 0.7533 Cls_loss: N/A Topk: N/A ada_p: 0.2186
[INFO] 2021-10-20 16:56:56 > Step: 424800 Progress: 42.5% Elapsed: 4 days, 3:35:01 Gen_loss: 1.314 Dis_loss: 0.9217 Cls_loss: N/A Topk: N/A ada_p: 0.2204
[INFO] 2021-10-20 16:58:10 > Step: 424900 Progress: 42.5% Elapsed: 4 days, 3:36:14 Gen_loss: 1.567 Dis_loss: 0.9659 Cls_loss: N/A Topk: N/A ada_p: 0.2216
[INFO] 2021-10-20 16:59:12 > Step: 425000 Progress: 42.5% Elapsed: 4 days, 3:37:17 Gen_loss: 0.8295 Dis_loss: 0.9759 Cls_loss: N/A Topk: N/A ada_p: 0.2226
[INFO] 2021-10-20 17:00:15 > Step: 425100 Progress: 42.5% Elapsed: 4 days, 3:38:20 Gen_loss: 1.411 Dis_loss: 0.7464 Cls_loss: N/A Topk: N/A ada_p: 0.2216
[INFO] 2021-10-20 17:01:18 > Step: 425200 Progress: 42.5% Elapsed: 4 days, 3:39:23 Gen_loss: 1.323 Dis_loss: 0.6799 Cls_loss: N/A Topk: N/A ada_p: 0.2175
[INFO] 2021-10-20 17:02:20 > Step: 425300 Progress: 42.5% Elapsed: 4 days, 3:40:25 Gen_loss: 1.484 Dis_loss: 0.8186 Cls_loss: N/A Topk: N/A ada_p: 0.2171
[INFO] 2021-10-20 17:03:23 > Step: 425400 Progress: 42.5% Elapsed: 4 days, 3:41:28 Gen_loss: 1.229 Dis_loss: 0.9288 Cls_loss: N/A Topk: N/A ada_p: 0.2176
[INFO] 2021-10-20 17:04:26 > Step: 425500 Progress: 42.5% Elapsed: 4 days, 3:42:30 Gen_loss: 1.288 Dis_loss: 0.7859 Cls_loss: N/A Topk: N/A ada_p: 0.2197
[INFO] 2021-10-20 17:05:28 > Step: 425600 Progress: 42.6% Elapsed: 4 days, 3:43:33 Gen_loss: 1.444 Dis_loss: 1.023 Cls_loss: N/A Topk: N/A ada_p: 0.2199
[INFO] 2021-10-20 17:06:41 > Step: 425700 Progress: 42.6% Elapsed: 4 days, 3:44:46 Gen_loss: 1.432 Dis_loss: 0.9459 Cls_loss: N/A Topk: N/A ada_p: 0.2205
[INFO] 2021-10-20 17:07:44 > Step: 425800 Progress: 42.6% Elapsed: 4 days, 3:45:49 Gen_loss: 1.336 Dis_loss: 0.7527 Cls_loss: N/A Topk: N/A ada_p: 0.2213
[INFO] 2021-10-20 17:08:47 > Step: 425900 Progress: 42.6% Elapsed: 4 days, 3:46:52 Gen_loss: 1.267 Dis_loss: 0.789 Cls_loss: N/A Topk: N/A ada_p: 0.2229
[INFO] 2021-10-20 17:09:50 > Step: 426000 Progress: 42.6% Elapsed: 4 days, 3:47:54 Gen_loss: 1.34 Dis_loss: 1.162 Cls_loss: N/A Topk: N/A ada_p: 0.2254
[INFO] 2021-10-20 17:10:52 > Step: 426100 Progress: 42.6% Elapsed: 4 days, 3:48:57 Gen_loss: 1.123 Dis_loss: 0.9663 Cls_loss: N/A Topk: N/A ada_p: 0.2235
[INFO] 2021-10-20 17:11:55 > Step: 426200 Progress: 42.6% Elapsed: 4 days, 3:49:59 Gen_loss: 1.385 Dis_loss: 0.9338 Cls_loss: N/A Topk: N/A ada_p: 0.2194
[INFO] 2021-10-20 17:12:57 > Step: 426300 Progress: 42.6% Elapsed: 4 days, 3:51:02 Gen_loss: 0.9489 Dis_loss: 0.8211 Cls_loss: N/A Topk: N/A ada_p: 0.2197
[INFO] 2021-10-20 17:13:59 > Step: 426400 Progress: 42.6% Elapsed: 4 days, 3:52:04 Gen_loss: 1.348 Dis_loss: 0.936 Cls_loss: N/A Topk: N/A ada_p: 0.2202
[INFO] 2021-10-20 17:15:12 > Step: 426500 Progress: 42.6% Elapsed: 4 days, 3:53:17 Gen_loss: 1.204 Dis_loss: 0.9515 Cls_loss: N/A Topk: N/A ada_p: 0.2223
[INFO] 2021-10-20 17:16:15 > Step: 426600 Progress: 42.7% Elapsed: 4 days, 3:54:19 Gen_loss: 1.272 Dis_loss: 0.8902 Cls_loss: N/A Topk: N/A ada_p: 0.2234
[INFO] 2021-10-20 17:17:17 > Step: 426700 Progress: 42.7% Elapsed: 4 days, 3:55:22 Gen_loss: 1.336 Dis_loss: 0.9726 Cls_loss: N/A Topk: N/A ada_p: 0.2239
[INFO] 2021-10-20 17:18:19 > Step: 426800 Progress: 42.7% Elapsed: 4 days, 3:56:24 Gen_loss: 1.28 Dis_loss: 0.9793 Cls_loss: N/A Topk: N/A ada_p: 0.2226
[INFO] 2021-10-20 17:19:22 > Step: 426900 Progress: 42.7% Elapsed: 4 days, 3:57:27 Gen_loss: 1.395 Dis_loss: 0.981 Cls_loss: N/A Topk: N/A ada_p: 0.2189
[INFO] 2021-10-20 17:20:25 > Step: 427000 Progress: 42.7% Elapsed: 4 days, 3:58:29 Gen_loss: 1.421 Dis_loss: 0.9648 Cls_loss: N/A Topk: N/A ada_p: 0.2173
[INFO] 2021-10-20 17:21:28 > Step: 427100 Progress: 42.7% Elapsed: 4 days, 3:59:33 Gen_loss: 1.415 Dis_loss: 0.6065 Cls_loss: N/A Topk: N/A ada_p: 0.2214
[INFO] 2021-10-20 17:22:31 > Step: 427200 Progress: 42.7% Elapsed: 4 days, 4:00:35 Gen_loss: 1.571 Dis_loss: 1.263 Cls_loss: N/A Topk: N/A ada_p: 0.2189
[INFO] 2021-10-20 17:23:43 > Step: 427300 Progress: 42.7% Elapsed: 4 days, 4:01:48 Gen_loss: 0.8307 Dis_loss: 0.9551 Cls_loss: N/A Topk: N/A ada_p: 0.2236
[INFO] 2021-10-20 17:24:46 > Step: 427400 Progress: 42.7% Elapsed: 4 days, 4:02:51 Gen_loss: 1.747 Dis_loss: 0.8125 Cls_loss: N/A Topk: N/A ada_p: 0.2264
[INFO] 2021-10-20 17:25:48 > Step: 427500 Progress: 42.8% Elapsed: 4 days, 4:03:53 Gen_loss: 1.749 Dis_loss: 0.7875 Cls_loss: N/A Topk: N/A ada_p: 0.2236
[INFO] 2021-10-20 17:26:51 > Step: 427600 Progress: 42.8% Elapsed: 4 days, 4:04:56 Gen_loss: 1.015 Dis_loss: 0.9107 Cls_loss: N/A Topk: N/A ada_p: 0.2275
[INFO] 2021-10-20 17:27:54 > Step: 427700 Progress: 42.8% Elapsed: 4 days, 4:05:58 Gen_loss: 0.9823 Dis_loss: 0.6163 Cls_loss: N/A Topk: N/A ada_p: 0.2312
[INFO] 2021-10-20 17:28:56 > Step: 427800 Progress: 42.8% Elapsed: 4 days, 4:07:01 Gen_loss: 1.748 Dis_loss: 0.8492 Cls_loss: N/A Topk: N/A ada_p: 0.2263
[INFO] 2021-10-20 17:29:58 > Step: 427900 Progress: 42.8% Elapsed: 4 days, 4:08:03 Gen_loss: 1.621 Dis_loss: 1.02 Cls_loss: N/A Topk: N/A ada_p: 0.2204
[INFO] 2021-10-20 17:31:11 > Step: 428000 Progress: 42.8% Elapsed: 4 days, 4:09:15 Gen_loss: 1.066 Dis_loss: 0.7244 Cls_loss: N/A Topk: N/A ada_p: 0.2202
[INFO] 2021-10-20 17:32:13 > Step: 428100 Progress: 42.8% Elapsed: 4 days, 4:10:18 Gen_loss: 1.438 Dis_loss: 0.6586 Cls_loss: N/A Topk: N/A ada_p: 0.2257
[INFO] 2021-10-20 17:33:16 > Step: 428200 Progress: 42.8% Elapsed: 4 days, 4:11:21 Gen_loss: 1.89 Dis_loss: 0.9041 Cls_loss: N/A Topk: N/A ada_p: 0.2244
[INFO] 2021-10-20 17:34:18 > Step: 428300 Progress: 42.8% Elapsed: 4 days, 4:12:23 Gen_loss: 1.411 Dis_loss: 0.7815 Cls_loss: N/A Topk: N/A ada_p: 0.2226
[INFO] 2021-10-20 17:35:21 > Step: 428400 Progress: 42.8% Elapsed: 4 days, 4:13:26 Gen_loss: 0.8044 Dis_loss: 0.9404 Cls_loss: N/A Topk: N/A ada_p: 0.2226
[INFO] 2021-10-20 17:36:23 > Step: 428500 Progress: 42.9% Elapsed: 4 days, 4:14:28 Gen_loss: 1.122 Dis_loss: 1.33 Cls_loss: N/A Topk: N/A ada_p: 0.2248
[INFO] 2021-10-20 17:37:26 > Step: 428600 Progress: 42.9% Elapsed: 4 days, 4:15:31 Gen_loss: 1.383 Dis_loss: 1.042 Cls_loss: N/A Topk: N/A ada_p: 0.223
[INFO] 2021-10-20 17:38:28 > Step: 428700 Progress: 42.9% Elapsed: 4 days, 4:16:33 Gen_loss: 1.213 Dis_loss: 0.7596 Cls_loss: N/A Topk: N/A ada_p: 0.2243
[INFO] 2021-10-20 17:39:41 > Step: 428800 Progress: 42.9% Elapsed: 4 days, 4:17:46 Gen_loss: 1.792 Dis_loss: 1.092 Cls_loss: N/A Topk: N/A ada_p: 0.2217
[INFO] 2021-10-20 17:40:43 > Step: 428900 Progress: 42.9% Elapsed: 4 days, 4:18:48 Gen_loss: 1.991 Dis_loss: 0.875 Cls_loss: N/A Topk: N/A ada_p: 0.218
[INFO] 2021-10-20 17:41:46 > Step: 429000 Progress: 42.9% Elapsed: 4 days, 4:19:50 Gen_loss: 1.524 Dis_loss: 0.806 Cls_loss: N/A Topk: N/A ada_p: 0.2185
[INFO] 2021-10-20 17:42:48 > Step: 429100 Progress: 42.9% Elapsed: 4 days, 4:20:53 Gen_loss: 0.9821 Dis_loss: 0.8687 Cls_loss: N/A Topk: N/A ada_p: 0.218
[INFO] 2021-10-20 17:43:50 > Step: 429200 Progress: 42.9% Elapsed: 4 days, 4:21:55 Gen_loss: 2.2 Dis_loss: 1.004 Cls_loss: N/A Topk: N/A ada_p: 0.2198
[INFO] 2021-10-20 17:44:53 > Step: 429300 Progress: 42.9% Elapsed: 4 days, 4:22:57 Gen_loss: 1.188 Dis_loss: 0.969 Cls_loss: N/A Topk: N/A ada_p: 0.2209
[INFO] 2021-10-20 17:45:55 > Step: 429400 Progress: 42.9% Elapsed: 4 days, 4:24:00 Gen_loss: 1.657 Dis_loss: 1.077 Cls_loss: N/A Topk: N/A ada_p: 0.2217
[INFO] 2021-10-20 17:46:58 > Step: 429500 Progress: 43.0% Elapsed: 4 days, 4:25:02 Gen_loss: 1.972 Dis_loss: 0.8971 Cls_loss: N/A Topk: N/A ada_p: 0.2214
[INFO] 2021-10-20 17:48:10 > Step: 429600 Progress: 43.0% Elapsed: 4 days, 4:26:14 Gen_loss: 1.56 Dis_loss: 1.13 Cls_loss: N/A Topk: N/A ada_p: 0.2209
[INFO] 2021-10-20 17:49:12 > Step: 429700 Progress: 43.0% Elapsed: 4 days, 4:27:17 Gen_loss: 1.293 Dis_loss: 0.74 Cls_loss: N/A Topk: N/A ada_p: 0.22
[INFO] 2021-10-20 17:50:15 > Step: 429800 Progress: 43.0% Elapsed: 4 days, 4:28:19 Gen_loss: 2.139 Dis_loss: 1.238 Cls_loss: N/A Topk: N/A ada_p: 0.2205
[INFO] 2021-10-20 17:51:17 > Step: 429900 Progress: 43.0% Elapsed: 4 days, 4:29:22 Gen_loss: 1.394 Dis_loss: 0.774 Cls_loss: N/A Topk: N/A ada_p: 0.2167
[INFO] 2021-10-20 17:52:20 > Step: 430000 Progress: 43.0% Elapsed: 4 days, 4:30:25 Gen_loss: 1.57 Dis_loss: 0.7437 Cls_loss: N/A Topk: N/A ada_p: 0.2185
[INFO] 2021-10-20 17:52:20 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-20 17:52:20 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_430000.png
[INFO] 2021-10-20 17:52:20 > Start Evaluation (430000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-20 17:52:20 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-20 17:57:50 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-20 18:03:28 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-20 18:30:36 > Inception score (Step: 430000, 50000 generated images): 10.436963081359863
[INFO] 2021-10-20 18:30:36 > FID score (Step: 430000, Using train moments): 2.730551656045975
[INFO] 2021-10-20 18:30:36 > Improved Precision (Step: 430000, Using train images): 0.7395
[INFO] 2021-10-20 18:30:36 > Improved Recall (Step: 430000, Using train images): 0.67782
[INFO] 2021-10-20 18:30:36 > Density (Step: 430000, Using train images): 1.047416
[INFO] 2021-10-20 18:30:36 > Coverage (Step: 430000, Using train images): 0.92048
[INFO] 2021-10-20 18:30:36 > Best FID score (Step: 430000, Using train moments): 2.730551656045975
[INFO] 2021-10-20 18:30:57 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-20 18:31:58 > Step: 430100 Progress: 43.0% Elapsed: 4 days, 5:10:03 Gen_loss: 1.154 Dis_loss: 1.167 Cls_loss: N/A Topk: N/A ada_p: 0.2212
[INFO] 2021-10-20 18:33:00 > Step: 430200 Progress: 43.0% Elapsed: 4 days, 5:11:05 Gen_loss: 1.85 Dis_loss: 0.9191 Cls_loss: N/A Topk: N/A ada_p: 0.2186
[INFO] 2021-10-20 18:34:02 > Step: 430300 Progress: 43.0% Elapsed: 4 days, 5:12:07 Gen_loss: 1.671 Dis_loss: 0.8328 Cls_loss: N/A Topk: N/A ada_p: 0.2181
[INFO] 2021-10-20 18:35:21 > Step: 430400 Progress: 43.0% Elapsed: 4 days, 5:13:26 Gen_loss: 1.422 Dis_loss: 1.104 Cls_loss: N/A Topk: N/A ada_p: 0.2171
[INFO] 2021-10-20 18:36:24 > Step: 430500 Progress: 43.0% Elapsed: 4 days, 5:14:28 Gen_loss: 1.777 Dis_loss: 0.7468 Cls_loss: N/A Topk: N/A ada_p: 0.2144
[INFO] 2021-10-20 18:37:26 > Step: 430600 Progress: 43.1% Elapsed: 4 days, 5:15:31 Gen_loss: 1.104 Dis_loss: 0.9428 Cls_loss: N/A Topk: N/A ada_p: 0.2098
[INFO] 2021-10-20 18:38:28 > Step: 430700 Progress: 43.1% Elapsed: 4 days, 5:16:33 Gen_loss: 1.07 Dis_loss: 0.9163 Cls_loss: N/A Topk: N/A ada_p: 0.209
[INFO] 2021-10-20 18:39:31 > Step: 430800 Progress: 43.1% Elapsed: 4 days, 5:17:36 Gen_loss: 1.321 Dis_loss: 0.8885 Cls_loss: N/A Topk: N/A ada_p: 0.2126
[INFO] 2021-10-20 18:40:35 > Step: 430900 Progress: 43.1% Elapsed: 4 days, 5:18:39 Gen_loss: 1.172 Dis_loss: 0.7185 Cls_loss: N/A Topk: N/A ada_p: 0.2135
[INFO] 2021-10-20 18:41:37 > Step: 431000 Progress: 43.1% Elapsed: 4 days, 5:19:42 Gen_loss: 1.864 Dis_loss: 0.7631 Cls_loss: N/A Topk: N/A ada_p: 0.214
[INFO] 2021-10-20 18:42:39 > Step: 431100 Progress: 43.1% Elapsed: 4 days, 5:20:44 Gen_loss: 1.067 Dis_loss: 0.3182 Cls_loss: N/A Topk: N/A ada_p: 0.2153
[INFO] 2021-10-20 18:43:52 > Step: 431200 Progress: 43.1% Elapsed: 4 days, 5:21:56 Gen_loss: 0.7848 Dis_loss: 0.8107 Cls_loss: N/A Topk: N/A ada_p: 0.2166
[INFO] 2021-10-20 18:44:54 > Step: 431300 Progress: 43.1% Elapsed: 4 days, 5:22:59 Gen_loss: 1.431 Dis_loss: 0.8068 Cls_loss: N/A Topk: N/A ada_p: 0.2157
[INFO] 2021-10-20 18:45:58 > Step: 431400 Progress: 43.1% Elapsed: 4 days, 5:24:02 Gen_loss: 1.565 Dis_loss: 0.5789 Cls_loss: N/A Topk: N/A ada_p: 0.2162
[INFO] 2021-10-20 18:47:01 > Step: 431500 Progress: 43.1% Elapsed: 4 days, 5:25:06 Gen_loss: 1.111 Dis_loss: 0.7334 Cls_loss: N/A Topk: N/A ada_p: 0.2177
[INFO] 2021-10-20 18:48:04 > Step: 431600 Progress: 43.2% Elapsed: 4 days, 5:26:09 Gen_loss: 1.26 Dis_loss: 0.737 Cls_loss: N/A Topk: N/A ada_p: 0.2198
[INFO] 2021-10-20 18:49:07 > Step: 431700 Progress: 43.2% Elapsed: 4 days, 5:27:12 Gen_loss: 0.7761 Dis_loss: 1.142 Cls_loss: N/A Topk: N/A ada_p: 0.2181
[INFO] 2021-10-20 18:50:10 > Step: 431800 Progress: 43.2% Elapsed: 4 days, 5:28:15 Gen_loss: 1.469 Dis_loss: 0.7521 Cls_loss: N/A Topk: N/A ada_p: 0.2166
[INFO] 2021-10-20 18:51:23 > Step: 431900 Progress: 43.2% Elapsed: 4 days, 5:29:27 Gen_loss: 1.909 Dis_loss: 0.9899 Cls_loss: N/A Topk: N/A ada_p: 0.2173
[INFO] 2021-10-20 18:52:25 > Step: 432000 Progress: 43.2% Elapsed: 4 days, 5:30:30 Gen_loss: 0.9149 Dis_loss: 1.017 Cls_loss: N/A Topk: N/A ada_p: 0.2168
[INFO] 2021-10-20 18:53:28 > Step: 432100 Progress: 43.2% Elapsed: 4 days, 5:31:33 Gen_loss: 0.9882 Dis_loss: 1.071 Cls_loss: N/A Topk: N/A ada_p: 0.2154
[INFO] 2021-10-20 18:54:30 > Step: 432200 Progress: 43.2% Elapsed: 4 days, 5:32:35 Gen_loss: 1.159 Dis_loss: 1.251 Cls_loss: N/A Topk: N/A ada_p: 0.2182
[INFO] 2021-10-20 18:55:33 > Step: 432300 Progress: 43.2% Elapsed: 4 days, 5:33:37 Gen_loss: 1.239 Dis_loss: 0.9237 Cls_loss: N/A Topk: N/A ada_p: 0.2136
[INFO] 2021-10-20 18:56:35 > Step: 432400 Progress: 43.2% Elapsed: 4 days, 5:34:40 Gen_loss: 1.431 Dis_loss: 1.116 Cls_loss: N/A Topk: N/A ada_p: 0.2121
[INFO] 2021-10-20 18:57:38 > Step: 432500 Progress: 43.2% Elapsed: 4 days, 5:35:43 Gen_loss: 0.9701 Dis_loss: 0.8205 Cls_loss: N/A Topk: N/A ada_p: 0.213
[INFO] 2021-10-20 18:58:40 > Step: 432600 Progress: 43.3% Elapsed: 4 days, 5:36:45 Gen_loss: 2.17 Dis_loss: 0.8405 Cls_loss: N/A Topk: N/A ada_p: 0.2115
[INFO] 2021-10-20 18:59:53 > Step: 432700 Progress: 43.3% Elapsed: 4 days, 5:37:57 Gen_loss: 1.072 Dis_loss: 0.8649 Cls_loss: N/A Topk: N/A ada_p: 0.214
[INFO] 2021-10-20 19:00:55 > Step: 432800 Progress: 43.3% Elapsed: 4 days, 5:39:00 Gen_loss: 0.6234 Dis_loss: 1.383 Cls_loss: N/A Topk: N/A ada_p: 0.2135
[INFO] 2021-10-20 19:01:58 > Step: 432900 Progress: 43.3% Elapsed: 4 days, 5:40:03 Gen_loss: 2.011 Dis_loss: 1.288 Cls_loss: N/A Topk: N/A ada_p: 0.2152
[INFO] 2021-10-20 19:03:00 > Step: 433000 Progress: 43.3% Elapsed: 4 days, 5:41:05 Gen_loss: 1.799 Dis_loss: 0.9512 Cls_loss: N/A Topk: N/A ada_p: 0.2167
[INFO] 2021-10-20 19:04:03 > Step: 433100 Progress: 43.3% Elapsed: 4 days, 5:42:08 Gen_loss: 1.897 Dis_loss: 1.02 Cls_loss: N/A Topk: N/A ada_p: 0.2198
[INFO] 2021-10-20 19:05:05 > Step: 433200 Progress: 43.3% Elapsed: 4 days, 5:43:10 Gen_loss: 0.5939 Dis_loss: 0.9128 Cls_loss: N/A Topk: N/A ada_p: 0.218
[INFO] 2021-10-20 19:06:09 > Step: 433300 Progress: 43.3% Elapsed: 4 days, 5:44:13 Gen_loss: 1.368 Dis_loss: 1.046 Cls_loss: N/A Topk: N/A ada_p: 0.2197
[INFO] 2021-10-20 19:07:11 > Step: 433400 Progress: 43.3% Elapsed: 4 days, 5:45:16 Gen_loss: 1.288 Dis_loss: 0.6555 Cls_loss: N/A Topk: N/A ada_p: 0.2204
[INFO] 2021-10-20 19:08:25 > Step: 433500 Progress: 43.4% Elapsed: 4 days, 5:46:29 Gen_loss: 1.317 Dis_loss: 0.9473 Cls_loss: N/A Topk: N/A ada_p: 0.2227
[INFO] 2021-10-20 19:09:27 > Step: 433600 Progress: 43.4% Elapsed: 4 days, 5:47:32 Gen_loss: 1.312 Dis_loss: 1.049 Cls_loss: N/A Topk: N/A ada_p: 0.2179
[INFO] 2021-10-20 19:10:30 > Step: 433700 Progress: 43.4% Elapsed: 4 days, 5:48:34 Gen_loss: 0.9707 Dis_loss: 0.8116 Cls_loss: N/A Topk: N/A ada_p: 0.22
[INFO] 2021-10-20 19:11:33 > Step: 433800 Progress: 43.4% Elapsed: 4 days, 5:49:37 Gen_loss: 0.7393 Dis_loss: 0.869 Cls_loss: N/A Topk: N/A ada_p: 0.2198
[INFO] 2021-10-20 19:12:35 > Step: 433900 Progress: 43.4% Elapsed: 4 days, 5:50:40 Gen_loss: 1.484 Dis_loss: 0.9072 Cls_loss: N/A Topk: N/A ada_p: 0.2198
[INFO] 2021-10-20 19:13:39 > Step: 434000 Progress: 43.4% Elapsed: 4 days, 5:51:43 Gen_loss: 1.011 Dis_loss: 0.9049 Cls_loss: N/A Topk: N/A ada_p: 0.2193
[INFO] 2021-10-20 19:14:41 > Step: 434100 Progress: 43.4% Elapsed: 4 days, 5:52:46 Gen_loss: 1.395 Dis_loss: 0.9736 Cls_loss: N/A Topk: N/A ada_p: 0.2214
[INFO] 2021-10-20 19:15:44 > Step: 434200 Progress: 43.4% Elapsed: 4 days, 5:53:49 Gen_loss: 1.174 Dis_loss: 1.126 Cls_loss: N/A Topk: N/A ada_p: 0.2207
[INFO] 2021-10-20 19:16:58 > Step: 434300 Progress: 43.4% Elapsed: 4 days, 5:55:02 Gen_loss: 1.53 Dis_loss: 1.089 Cls_loss: N/A Topk: N/A ada_p: 0.2227
[INFO] 2021-10-20 19:18:00 > Step: 434400 Progress: 43.4% Elapsed: 4 days, 5:56:05 Gen_loss: 1.492 Dis_loss: 0.9658 Cls_loss: N/A Topk: N/A ada_p: 0.2255
[INFO] 2021-10-20 19:19:03 > Step: 434500 Progress: 43.5% Elapsed: 4 days, 5:57:08 Gen_loss: 1.177 Dis_loss: 0.8351 Cls_loss: N/A Topk: N/A ada_p: 0.2244
[INFO] 2021-10-20 19:20:05 > Step: 434600 Progress: 43.5% Elapsed: 4 days, 5:58:10 Gen_loss: 1.464 Dis_loss: 1.094 Cls_loss: N/A Topk: N/A ada_p: 0.2259
[INFO] 2021-10-20 19:21:08 > Step: 434700 Progress: 43.5% Elapsed: 4 days, 5:59:13 Gen_loss: 1.053 Dis_loss: 0.8153 Cls_loss: N/A Topk: N/A ada_p: 0.2257
[INFO] 2021-10-20 19:22:11 > Step: 434800 Progress: 43.5% Elapsed: 4 days, 6:00:15 Gen_loss: 0.8596 Dis_loss: 0.9366 Cls_loss: N/A Topk: N/A ada_p: 0.2234
[INFO] 2021-10-20 19:23:14 > Step: 434900 Progress: 43.5% Elapsed: 4 days, 6:01:19 Gen_loss: 1.718 Dis_loss: 0.8681 Cls_loss: N/A Topk: N/A ada_p: 0.2225
[INFO] 2021-10-20 19:24:17 > Step: 435000 Progress: 43.5% Elapsed: 4 days, 6:02:22 Gen_loss: 1.49 Dis_loss: 0.9259 Cls_loss: N/A Topk: N/A ada_p: 0.223
[INFO] 2021-10-20 19:25:29 > Step: 435100 Progress: 43.5% Elapsed: 4 days, 6:03:34 Gen_loss: 1.166 Dis_loss: 1.167 Cls_loss: N/A Topk: N/A ada_p: 0.2291
[INFO] 2021-10-20 19:26:32 > Step: 435200 Progress: 43.5% Elapsed: 4 days, 6:04:37 Gen_loss: 0.7554 Dis_loss: 0.9606 Cls_loss: N/A Topk: N/A ada_p: 0.2273
[INFO] 2021-10-20 19:27:35 > Step: 435300 Progress: 43.5% Elapsed: 4 days, 6:05:40 Gen_loss: 1.532 Dis_loss: 0.8515 Cls_loss: N/A Topk: N/A ada_p: 0.2241
[INFO] 2021-10-20 19:28:37 > Step: 435400 Progress: 43.5% Elapsed: 4 days, 6:06:42 Gen_loss: 1.605 Dis_loss: 1.487 Cls_loss: N/A Topk: N/A ada_p: 0.2244
[INFO] 2021-10-20 19:29:40 > Step: 435500 Progress: 43.5% Elapsed: 4 days, 6:07:44 Gen_loss: 1.613 Dis_loss: 0.4668 Cls_loss: N/A Topk: N/A ada_p: 0.2246
[INFO] 2021-10-20 19:30:42 > Step: 435600 Progress: 43.6% Elapsed: 4 days, 6:08:47 Gen_loss: 1.982 Dis_loss: 0.9577 Cls_loss: N/A Topk: N/A ada_p: 0.2259
[INFO] 2021-10-20 19:31:45 > Step: 435700 Progress: 43.6% Elapsed: 4 days, 6:09:50 Gen_loss: 1.272 Dis_loss: 0.7525 Cls_loss: N/A Topk: N/A ada_p: 0.2266
[INFO] 2021-10-20 19:32:58 > Step: 435800 Progress: 43.6% Elapsed: 4 days, 6:11:02 Gen_loss: 1.293 Dis_loss: 0.9374 Cls_loss: N/A Topk: N/A ada_p: 0.2237
[INFO] 2021-10-20 19:34:00 > Step: 435900 Progress: 43.6% Elapsed: 4 days, 6:12:04 Gen_loss: 1.414 Dis_loss: 0.7444 Cls_loss: N/A Topk: N/A ada_p: 0.2202
[INFO] 2021-10-20 19:35:03 > Step: 436000 Progress: 43.6% Elapsed: 4 days, 6:13:07 Gen_loss: 1.82 Dis_loss: 1.079 Cls_loss: N/A Topk: N/A ada_p: 0.2207
[INFO] 2021-10-20 19:36:05 > Step: 436100 Progress: 43.6% Elapsed: 4 days, 6:14:10 Gen_loss: 1.163 Dis_loss: 0.8924 Cls_loss: N/A Topk: N/A ada_p: 0.2234
[INFO] 2021-10-20 19:37:08 > Step: 436200 Progress: 43.6% Elapsed: 4 days, 6:15:13 Gen_loss: 1.217 Dis_loss: 1.102 Cls_loss: N/A Topk: N/A ada_p: 0.2218
[INFO] 2021-10-20 19:38:11 > Step: 436300 Progress: 43.6% Elapsed: 4 days, 6:16:15 Gen_loss: 2.263 Dis_loss: 0.7971 Cls_loss: N/A Topk: N/A ada_p: 0.2213
[INFO] 2021-10-20 19:39:13 > Step: 436400 Progress: 43.6% Elapsed: 4 days, 6:17:18 Gen_loss: 1.765 Dis_loss: 1.166 Cls_loss: N/A Topk: N/A ada_p: 0.2241
[INFO] 2021-10-20 19:40:16 > Step: 436500 Progress: 43.6% Elapsed: 4 days, 6:18:20 Gen_loss: 0.9683 Dis_loss: 0.67 Cls_loss: N/A Topk: N/A ada_p: 0.225
[INFO] 2021-10-20 19:41:28 > Step: 436600 Progress: 43.7% Elapsed: 4 days, 6:19:33 Gen_loss: 1.576 Dis_loss: 0.8341 Cls_loss: N/A Topk: N/A ada_p: 0.2204
[INFO] 2021-10-20 19:42:30 > Step: 436700 Progress: 43.7% Elapsed: 4 days, 6:20:35 Gen_loss: 0.8847 Dis_loss: 0.7597 Cls_loss: N/A Topk: N/A ada_p: 0.2212
[INFO] 2021-10-20 19:43:33 > Step: 436800 Progress: 43.7% Elapsed: 4 days, 6:21:38 Gen_loss: 1.327 Dis_loss: 0.6606 Cls_loss: N/A Topk: N/A ada_p: 0.2176
[INFO] 2021-10-20 19:44:36 > Step: 436900 Progress: 43.7% Elapsed: 4 days, 6:22:40 Gen_loss: 1.561 Dis_loss: 0.6937 Cls_loss: N/A Topk: N/A ada_p: 0.2144
[INFO] 2021-10-20 19:45:39 > Step: 437000 Progress: 43.7% Elapsed: 4 days, 6:23:43 Gen_loss: 0.6905 Dis_loss: 0.8596 Cls_loss: N/A Topk: N/A ada_p: 0.2152
[INFO] 2021-10-20 19:46:41 > Step: 437100 Progress: 43.7% Elapsed: 4 days, 6:24:46 Gen_loss: 0.979 Dis_loss: 0.8182 Cls_loss: N/A Topk: N/A ada_p: 0.2157
[INFO] 2021-10-20 19:47:44 > Step: 437200 Progress: 43.7% Elapsed: 4 days, 6:25:49 Gen_loss: 1.122 Dis_loss: 0.8486 Cls_loss: N/A Topk: N/A ada_p: 0.22
[INFO] 2021-10-20 19:48:47 > Step: 437300 Progress: 43.7% Elapsed: 4 days, 6:26:51 Gen_loss: 1.359 Dis_loss: 0.696 Cls_loss: N/A Topk: N/A ada_p: 0.2209
[INFO] 2021-10-20 19:49:59 > Step: 437400 Progress: 43.7% Elapsed: 4 days, 6:28:04 Gen_loss: 1.497 Dis_loss: 1.096 Cls_loss: N/A Topk: N/A ada_p: 0.225
[INFO] 2021-10-20 19:51:01 > Step: 437500 Progress: 43.8% Elapsed: 4 days, 6:29:06 Gen_loss: 1.653 Dis_loss: 0.5867 Cls_loss: N/A Topk: N/A ada_p: 0.2266
[INFO] 2021-10-20 19:52:04 > Step: 437600 Progress: 43.8% Elapsed: 4 days, 6:30:08 Gen_loss: 0.9672 Dis_loss: 1.11 Cls_loss: N/A Topk: N/A ada_p: 0.2227
[INFO] 2021-10-20 19:53:07 > Step: 437700 Progress: 43.8% Elapsed: 4 days, 6:31:12 Gen_loss: 1.289 Dis_loss: 0.7252 Cls_loss: N/A Topk: N/A ada_p: 0.2252
[INFO] 2021-10-20 19:54:09 > Step: 437800 Progress: 43.8% Elapsed: 4 days, 6:32:14 Gen_loss: 1.398 Dis_loss: 1.11 Cls_loss: N/A Topk: N/A ada_p: 0.2234
[INFO] 2021-10-20 19:55:11 > Step: 437900 Progress: 43.8% Elapsed: 4 days, 6:33:16 Gen_loss: 1.053 Dis_loss: 0.6711 Cls_loss: N/A Topk: N/A ada_p: 0.2221
[INFO] 2021-10-20 19:56:13 > Step: 438000 Progress: 43.8% Elapsed: 4 days, 6:34:18 Gen_loss: 0.9177 Dis_loss: 0.8502 Cls_loss: N/A Topk: N/A ada_p: 0.2264
[INFO] 2021-10-20 19:57:16 > Step: 438100 Progress: 43.8% Elapsed: 4 days, 6:35:21 Gen_loss: 1.059 Dis_loss: 0.9759 Cls_loss: N/A Topk: N/A ada_p: 0.2245
[INFO] 2021-10-20 19:58:28 > Step: 438200 Progress: 43.8% Elapsed: 4 days, 6:36:33 Gen_loss: 1.418 Dis_loss: 1.012 Cls_loss: N/A Topk: N/A ada_p: 0.224
[INFO] 2021-10-20 19:59:31 > Step: 438300 Progress: 43.8% Elapsed: 4 days, 6:37:35 Gen_loss: 1.807 Dis_loss: 1.038 Cls_loss: N/A Topk: N/A ada_p: 0.2225
[INFO] 2021-10-20 20:00:33 > Step: 438400 Progress: 43.8% Elapsed: 4 days, 6:38:38 Gen_loss: 1.7 Dis_loss: 1.095 Cls_loss: N/A Topk: N/A ada_p: 0.222
[INFO] 2021-10-20 20:01:36 > Step: 438500 Progress: 43.9% Elapsed: 4 days, 6:39:40 Gen_loss: 1.643 Dis_loss: 0.8657 Cls_loss: N/A Topk: N/A ada_p: 0.2241
[INFO] 2021-10-20 20:02:38 > Step: 438600 Progress: 43.9% Elapsed: 4 days, 6:40:42 Gen_loss: 1.14 Dis_loss: 0.7799 Cls_loss: N/A Topk: N/A ada_p: 0.2236
[INFO] 2021-10-20 20:03:40 > Step: 438700 Progress: 43.9% Elapsed: 4 days, 6:41:45 Gen_loss: 1.532 Dis_loss: 0.6681 Cls_loss: N/A Topk: N/A ada_p: 0.2216
[INFO] 2021-10-20 20:04:42 > Step: 438800 Progress: 43.9% Elapsed: 4 days, 6:42:47 Gen_loss: 1.454 Dis_loss: 0.8582 Cls_loss: N/A Topk: N/A ada_p: 0.2241
[INFO] 2021-10-20 20:05:45 > Step: 438900 Progress: 43.9% Elapsed: 4 days, 6:43:50 Gen_loss: 1.66 Dis_loss: 1.098 Cls_loss: N/A Topk: N/A ada_p: 0.2217
[INFO] 2021-10-20 20:06:57 > Step: 439000 Progress: 43.9% Elapsed: 4 days, 6:45:02 Gen_loss: 1.458 Dis_loss: 1.117 Cls_loss: N/A Topk: N/A ada_p: 0.2248
[INFO] 2021-10-20 20:07:59 > Step: 439100 Progress: 43.9% Elapsed: 4 days, 6:46:04 Gen_loss: 1.246 Dis_loss: 0.8579 Cls_loss: N/A Topk: N/A ada_p: 0.2235
[INFO] 2021-10-20 20:09:02 > Step: 439200 Progress: 43.9% Elapsed: 4 days, 6:47:06 Gen_loss: 1.409 Dis_loss: 0.8667 Cls_loss: N/A Topk: N/A ada_p: 0.2207
[INFO] 2021-10-20 20:10:04 > Step: 439300 Progress: 43.9% Elapsed: 4 days, 6:48:09 Gen_loss: 0.9931 Dis_loss: 0.9526 Cls_loss: N/A Topk: N/A ada_p: 0.22
[INFO] 2021-10-20 20:11:06 > Step: 439400 Progress: 43.9% Elapsed: 4 days, 6:49:11 Gen_loss: 1.03 Dis_loss: 0.9579 Cls_loss: N/A Topk: N/A ada_p: 0.2226
[INFO] 2021-10-20 20:12:09 > Step: 439500 Progress: 44.0% Elapsed: 4 days, 6:50:13 Gen_loss: 1.052 Dis_loss: 0.8068 Cls_loss: N/A Topk: N/A ada_p: 0.2216
[INFO] 2021-10-20 20:13:11 > Step: 439600 Progress: 44.0% Elapsed: 4 days, 6:51:15 Gen_loss: 1.214 Dis_loss: 0.8335 Cls_loss: N/A Topk: N/A ada_p: 0.2175
[INFO] 2021-10-20 20:14:13 > Step: 439700 Progress: 44.0% Elapsed: 4 days, 6:52:18 Gen_loss: 1.205 Dis_loss: 0.9064 Cls_loss: N/A Topk: N/A ada_p: 0.2171
[INFO] 2021-10-20 20:15:25 > Step: 439800 Progress: 44.0% Elapsed: 4 days, 6:53:30 Gen_loss: 1.416 Dis_loss: 0.7264 Cls_loss: N/A Topk: N/A ada_p: 0.2135
[INFO] 2021-10-20 20:16:28 > Step: 439900 Progress: 44.0% Elapsed: 4 days, 6:54:32 Gen_loss: 1.186 Dis_loss: 0.7717 Cls_loss: N/A Topk: N/A ada_p: 0.2143
[INFO] 2021-10-20 20:17:30 > Step: 440000 Progress: 44.0% Elapsed: 4 days, 6:55:35 Gen_loss: 1.626 Dis_loss: 1.212 Cls_loss: N/A Topk: N/A ada_p: 0.2171
[INFO] 2021-10-20 20:17:30 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-20 20:17:30 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_440000.png
[INFO] 2021-10-20 20:17:31 > Start Evaluation (440000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-20 20:17:31 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-20 20:23:01 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-20 20:28:38 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-20 20:50:46 > Inception score (Step: 440000, 50000 generated images): 10.50870132446289
[INFO] 2021-10-20 20:50:46 > FID score (Step: 440000, Using train moments): 2.7654798588986296
[INFO] 2021-10-20 20:50:46 > Improved Precision (Step: 440000, Using train images): 0.74206
[INFO] 2021-10-20 20:50:46 > Improved Recall (Step: 440000, Using train images): 0.6778
[INFO] 2021-10-20 20:50:46 > Density (Step: 440000, Using train images): 1.0461
[INFO] 2021-10-20 20:50:46 > Coverage (Step: 440000, Using train images): 0.9208
[INFO] 2021-10-20 20:50:46 > Best FID score (Step: 430000, Using train moments): 2.730551656045975
[INFO] 2021-10-20 20:50:56 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-20 20:51:58 > Step: 440100 Progress: 44.0% Elapsed: 4 days, 7:30:02 Gen_loss: 1.151 Dis_loss: 0.8678 Cls_loss: N/A Topk: N/A ada_p: 0.2147
[INFO] 2021-10-20 20:53:01 > Step: 440200 Progress: 44.0% Elapsed: 4 days, 7:31:05 Gen_loss: 1.154 Dis_loss: 0.5878 Cls_loss: N/A Topk: N/A ada_p: 0.2172
[INFO] 2021-10-20 20:54:03 > Step: 440300 Progress: 44.0% Elapsed: 4 days, 7:32:08 Gen_loss: 1.324 Dis_loss: 1.137 Cls_loss: N/A Topk: N/A ada_p: 0.22
[INFO] 2021-10-20 20:55:05 > Step: 440400 Progress: 44.0% Elapsed: 4 days, 7:33:10 Gen_loss: 1.554 Dis_loss: 1.221 Cls_loss: N/A Topk: N/A ada_p: 0.2198
[INFO] 2021-10-20 20:56:24 > Step: 440500 Progress: 44.0% Elapsed: 4 days, 7:34:29 Gen_loss: 1.327 Dis_loss: 1.025 Cls_loss: N/A Topk: N/A ada_p: 0.2181
[INFO] 2021-10-20 20:57:26 > Step: 440600 Progress: 44.1% Elapsed: 4 days, 7:35:31 Gen_loss: 1.589 Dis_loss: 0.8256 Cls_loss: N/A Topk: N/A ada_p: 0.2156
[INFO] 2021-10-20 20:58:29 > Step: 440700 Progress: 44.1% Elapsed: 4 days, 7:36:33 Gen_loss: 1.909 Dis_loss: 0.8713 Cls_loss: N/A Topk: N/A ada_p: 0.2171
[INFO] 2021-10-20 20:59:31 > Step: 440800 Progress: 44.1% Elapsed: 4 days, 7:37:36 Gen_loss: 0.9643 Dis_loss: 0.8624 Cls_loss: N/A Topk: N/A ada_p: 0.2153
[INFO] 2021-10-20 21:00:34 > Step: 440900 Progress: 44.1% Elapsed: 4 days, 7:38:39 Gen_loss: 1.959 Dis_loss: 0.9881 Cls_loss: N/A Topk: N/A ada_p: 0.2139
[INFO] 2021-10-20 21:01:36 > Step: 441000 Progress: 44.1% Elapsed: 4 days, 7:39:41 Gen_loss: 1.245 Dis_loss: 0.7072 Cls_loss: N/A Topk: N/A ada_p: 0.2134
[INFO] 2021-10-20 21:02:39 > Step: 441100 Progress: 44.1% Elapsed: 4 days, 7:40:43 Gen_loss: 2.178 Dis_loss: 0.8536 Cls_loss: N/A Topk: N/A ada_p: 0.2162
[INFO] 2021-10-20 21:03:41 > Step: 441200 Progress: 44.1% Elapsed: 4 days, 7:41:46 Gen_loss: 1.375 Dis_loss: 0.706 Cls_loss: N/A Topk: N/A ada_p: 0.2144
[INFO] 2021-10-20 21:04:54 > Step: 441300 Progress: 44.1% Elapsed: 4 days, 7:42:59 Gen_loss: 0.9978 Dis_loss: 0.9511 Cls_loss: N/A Topk: N/A ada_p: 0.2161
[INFO] 2021-10-20 21:05:56 > Step: 441400 Progress: 44.1% Elapsed: 4 days, 7:44:01 Gen_loss: 2.51 Dis_loss: 0.8865 Cls_loss: N/A Topk: N/A ada_p: 0.2171
[INFO] 2021-10-20 21:06:59 > Step: 441500 Progress: 44.1% Elapsed: 4 days, 7:45:03 Gen_loss: 0.7311 Dis_loss: 0.8581 Cls_loss: N/A Topk: N/A ada_p: 0.2199
[INFO] 2021-10-20 21:08:01 > Step: 441600 Progress: 44.2% Elapsed: 4 days, 7:46:06 Gen_loss: 1.0 Dis_loss: 0.7945 Cls_loss: N/A Topk: N/A ada_p: 0.2197
[INFO] 2021-10-20 21:09:04 > Step: 441700 Progress: 44.2% Elapsed: 4 days, 7:47:09 Gen_loss: 1.574 Dis_loss: 0.8823 Cls_loss: N/A Topk: N/A ada_p: 0.2193
[INFO] 2021-10-20 21:10:06 > Step: 441800 Progress: 44.2% Elapsed: 4 days, 7:48:11 Gen_loss: 1.015 Dis_loss: 0.9613 Cls_loss: N/A Topk: N/A ada_p: 0.2167
[INFO] 2021-10-20 21:11:09 > Step: 441900 Progress: 44.2% Elapsed: 4 days, 7:49:13 Gen_loss: 1.415 Dis_loss: 0.9067 Cls_loss: N/A Topk: N/A ada_p: 0.2165
[INFO] 2021-10-20 21:12:11 > Step: 442000 Progress: 44.2% Elapsed: 4 days, 7:50:16 Gen_loss: 0.9153 Dis_loss: 0.9016 Cls_loss: N/A Topk: N/A ada_p: 0.2175
[INFO] 2021-10-20 21:13:23 > Step: 442100 Progress: 44.2% Elapsed: 4 days, 7:51:28 Gen_loss: 1.241 Dis_loss: 0.9181 Cls_loss: N/A Topk: N/A ada_p: 0.2179
[INFO] 2021-10-20 21:14:26 > Step: 442200 Progress: 44.2% Elapsed: 4 days, 7:52:30 Gen_loss: 1.3 Dis_loss: 0.9326 Cls_loss: N/A Topk: N/A ada_p: 0.2168
[INFO] 2021-10-20 21:15:28 > Step: 442300 Progress: 44.2% Elapsed: 4 days, 7:53:33 Gen_loss: 1.344 Dis_loss: 0.6162 Cls_loss: N/A Topk: N/A ada_p: 0.2173
[INFO] 2021-10-20 21:16:30 > Step: 442400 Progress: 44.2% Elapsed: 4 days, 7:54:35 Gen_loss: 1.382 Dis_loss: 1.077 Cls_loss: N/A Topk: N/A ada_p: 0.2163
[INFO] 2021-10-20 21:17:33 > Step: 442500 Progress: 44.2% Elapsed: 4 days, 7:55:38 Gen_loss: 1.149 Dis_loss: 0.7529 Cls_loss: N/A Topk: N/A ada_p: 0.2185
[INFO] 2021-10-20 21:18:35 > Step: 442600 Progress: 44.3% Elapsed: 4 days, 7:56:40 Gen_loss: 1.137 Dis_loss: 0.8697 Cls_loss: N/A Topk: N/A ada_p: 0.22
[INFO] 2021-10-20 21:19:37 > Step: 442700 Progress: 44.3% Elapsed: 4 days, 7:57:42 Gen_loss: 1.266 Dis_loss: 0.779 Cls_loss: N/A Topk: N/A ada_p: 0.2185
[INFO] 2021-10-20 21:20:40 > Step: 442800 Progress: 44.3% Elapsed: 4 days, 7:58:44 Gen_loss: 1.088 Dis_loss: 0.5767 Cls_loss: N/A Topk: N/A ada_p: 0.22
[INFO] 2021-10-20 21:21:52 > Step: 442900 Progress: 44.3% Elapsed: 4 days, 7:59:57 Gen_loss: 1.183 Dis_loss: 0.9485 Cls_loss: N/A Topk: N/A ada_p: 0.2237
[INFO] 2021-10-20 21:22:54 > Step: 443000 Progress: 44.3% Elapsed: 4 days, 8:00:59 Gen_loss: 1.3 Dis_loss: 0.6095 Cls_loss: N/A Topk: N/A ada_p: 0.2245
[INFO] 2021-10-20 21:23:57 > Step: 443100 Progress: 44.3% Elapsed: 4 days, 8:02:01 Gen_loss: 1.407 Dis_loss: 1.0 Cls_loss: N/A Topk: N/A ada_p: 0.225
[INFO] 2021-10-20 21:24:59 > Step: 443200 Progress: 44.3% Elapsed: 4 days, 8:03:03 Gen_loss: 1.078 Dis_loss: 0.9011 Cls_loss: N/A Topk: N/A ada_p: 0.2258
[INFO] 2021-10-20 21:26:01 > Step: 443300 Progress: 44.3% Elapsed: 4 days, 8:04:06 Gen_loss: 1.392 Dis_loss: 0.8139 Cls_loss: N/A Topk: N/A ada_p: 0.2234
[INFO] 2021-10-20 21:27:04 > Step: 443400 Progress: 44.3% Elapsed: 4 days, 8:05:08 Gen_loss: 1.163 Dis_loss: 1.081 Cls_loss: N/A Topk: N/A ada_p: 0.2211
[INFO] 2021-10-20 21:28:06 > Step: 443500 Progress: 44.4% Elapsed: 4 days, 8:06:10 Gen_loss: 1.122 Dis_loss: 0.8374 Cls_loss: N/A Topk: N/A ada_p: 0.2172
[INFO] 2021-10-20 21:29:08 > Step: 443600 Progress: 44.4% Elapsed: 4 days, 8:07:13 Gen_loss: 1.891 Dis_loss: 0.4045 Cls_loss: N/A Topk: N/A ada_p: 0.2177
[INFO] 2021-10-20 21:30:20 > Step: 443700 Progress: 44.4% Elapsed: 4 days, 8:08:25 Gen_loss: 0.9596 Dis_loss: 0.6696 Cls_loss: N/A Topk: N/A ada_p: 0.2179
[INFO] 2021-10-20 21:31:23 > Step: 443800 Progress: 44.4% Elapsed: 4 days, 8:09:28 Gen_loss: 1.128 Dis_loss: 1.145 Cls_loss: N/A Topk: N/A ada_p: 0.2194
[INFO] 2021-10-20 21:32:26 > Step: 443900 Progress: 44.4% Elapsed: 4 days, 8:10:30 Gen_loss: 1.625 Dis_loss: 0.6741 Cls_loss: N/A Topk: N/A ada_p: 0.2189
[INFO] 2021-10-20 21:33:29 > Step: 444000 Progress: 44.4% Elapsed: 4 days, 8:11:34 Gen_loss: 1.734 Dis_loss: 0.7808 Cls_loss: N/A Topk: N/A ada_p: 0.2207
[INFO] 2021-10-20 21:34:32 > Step: 444100 Progress: 44.4% Elapsed: 4 days, 8:12:36 Gen_loss: 1.527 Dis_loss: 0.9109 Cls_loss: N/A Topk: N/A ada_p: 0.2234
[INFO] 2021-10-20 21:35:34 > Step: 444200 Progress: 44.4% Elapsed: 4 days, 8:13:39 Gen_loss: 1.055 Dis_loss: 0.8973 Cls_loss: N/A Topk: N/A ada_p: 0.2211
[INFO] 2021-10-20 21:36:37 > Step: 444300 Progress: 44.4% Elapsed: 4 days, 8:14:41 Gen_loss: 1.511 Dis_loss: 0.8966 Cls_loss: N/A Topk: N/A ada_p: 0.2208
[INFO] 2021-10-20 21:37:49 > Step: 444400 Progress: 44.4% Elapsed: 4 days, 8:15:54 Gen_loss: 1.219 Dis_loss: 0.7929 Cls_loss: N/A Topk: N/A ada_p: 0.22
[INFO] 2021-10-20 21:38:51 > Step: 444500 Progress: 44.5% Elapsed: 4 days, 8:16:56 Gen_loss: 1.477 Dis_loss: 0.737 Cls_loss: N/A Topk: N/A ada_p: 0.2204
[INFO] 2021-10-20 21:39:53 > Step: 444600 Progress: 44.5% Elapsed: 4 days, 8:17:58 Gen_loss: 1.142 Dis_loss: 0.8168 Cls_loss: N/A Topk: N/A ada_p: 0.2207
[INFO] 2021-10-20 21:40:56 > Step: 444700 Progress: 44.5% Elapsed: 4 days, 8:19:01 Gen_loss: 1.44 Dis_loss: 0.801 Cls_loss: N/A Topk: N/A ada_p: 0.2212
[INFO] 2021-10-20 21:41:58 > Step: 444800 Progress: 44.5% Elapsed: 4 days, 8:20:03 Gen_loss: 1.253 Dis_loss: 0.8328 Cls_loss: N/A Topk: N/A ada_p: 0.2209
[INFO] 2021-10-20 21:43:01 > Step: 444900 Progress: 44.5% Elapsed: 4 days, 8:21:05 Gen_loss: 1.324 Dis_loss: 0.6714 Cls_loss: N/A Topk: N/A ada_p: 0.2236
[INFO] 2021-10-20 21:44:03 > Step: 445000 Progress: 44.5% Elapsed: 4 days, 8:22:08 Gen_loss: 1.801 Dis_loss: 1.074 Cls_loss: N/A Topk: N/A ada_p: 0.2221
[INFO] 2021-10-20 21:45:07 > Step: 445100 Progress: 44.5% Elapsed: 4 days, 8:23:11 Gen_loss: 1.054 Dis_loss: 1.002 Cls_loss: N/A Topk: N/A ada_p: 0.2208
[INFO] 2021-10-20 21:46:19 > Step: 445200 Progress: 44.5% Elapsed: 4 days, 8:24:24 Gen_loss: 1.554 Dis_loss: 1.007 Cls_loss: N/A Topk: N/A ada_p: 0.2203
[INFO] 2021-10-20 21:47:22 > Step: 445300 Progress: 44.5% Elapsed: 4 days, 8:25:27 Gen_loss: 1.54 Dis_loss: 0.8514 Cls_loss: N/A Topk: N/A ada_p: 0.2179
[INFO] 2021-10-20 21:48:25 > Step: 445400 Progress: 44.5% Elapsed: 4 days, 8:26:29 Gen_loss: 1.558 Dis_loss: 0.7815 Cls_loss: N/A Topk: N/A ada_p: 0.2153
[INFO] 2021-10-20 21:49:27 > Step: 445500 Progress: 44.5% Elapsed: 4 days, 8:27:32 Gen_loss: 0.9625 Dis_loss: 1.35 Cls_loss: N/A Topk: N/A ada_p: 0.2153
[INFO] 2021-10-20 21:50:30 > Step: 445600 Progress: 44.6% Elapsed: 4 days, 8:28:34 Gen_loss: 1.309 Dis_loss: 0.9728 Cls_loss: N/A Topk: N/A ada_p: 0.2168
[INFO] 2021-10-20 21:51:32 > Step: 445700 Progress: 44.6% Elapsed: 4 days, 8:29:37 Gen_loss: 1.101 Dis_loss: 1.21 Cls_loss: N/A Topk: N/A ada_p: 0.2205
[INFO] 2021-10-20 21:52:35 > Step: 445800 Progress: 44.6% Elapsed: 4 days, 8:30:39 Gen_loss: 1.535 Dis_loss: 0.9644 Cls_loss: N/A Topk: N/A ada_p: 0.2213
[INFO] 2021-10-20 21:53:37 > Step: 445900 Progress: 44.6% Elapsed: 4 days, 8:31:41 Gen_loss: 1.64 Dis_loss: 0.961 Cls_loss: N/A Topk: N/A ada_p: 0.2172
[INFO] 2021-10-20 21:54:49 > Step: 446000 Progress: 44.6% Elapsed: 4 days, 8:32:54 Gen_loss: 1.097 Dis_loss: 0.5481 Cls_loss: N/A Topk: N/A ada_p: 0.218
[INFO] 2021-10-20 21:55:52 > Step: 446100 Progress: 44.6% Elapsed: 4 days, 8:33:56 Gen_loss: 1.923 Dis_loss: 1.223 Cls_loss: N/A Topk: N/A ada_p: 0.2173
[INFO] 2021-10-20 21:56:54 > Step: 446200 Progress: 44.6% Elapsed: 4 days, 8:34:59 Gen_loss: 1.519 Dis_loss: 0.8432 Cls_loss: N/A Topk: N/A ada_p: 0.2168
[INFO] 2021-10-20 21:57:56 > Step: 446300 Progress: 44.6% Elapsed: 4 days, 8:36:01 Gen_loss: 0.9621 Dis_loss: 0.9893 Cls_loss: N/A Topk: N/A ada_p: 0.2173
[INFO] 2021-10-20 21:58:59 > Step: 446400 Progress: 44.6% Elapsed: 4 days, 8:37:03 Gen_loss: 0.5827 Dis_loss: 1.21 Cls_loss: N/A Topk: N/A ada_p: 0.2214
[INFO] 2021-10-20 22:00:01 > Step: 446500 Progress: 44.6% Elapsed: 4 days, 8:38:06 Gen_loss: 1.135 Dis_loss: 0.8363 Cls_loss: N/A Topk: N/A ada_p: 0.2244
[INFO] 2021-10-20 22:01:04 > Step: 446600 Progress: 44.7% Elapsed: 4 days, 8:39:09 Gen_loss: 0.9643 Dis_loss: 0.9174 Cls_loss: N/A Topk: N/A ada_p: 0.2267
[INFO] 2021-10-20 22:02:06 > Step: 446700 Progress: 44.7% Elapsed: 4 days, 8:40:11 Gen_loss: 0.9142 Dis_loss: 0.631 Cls_loss: N/A Topk: N/A ada_p: 0.2259
[INFO] 2021-10-20 22:03:19 > Step: 446800 Progress: 44.7% Elapsed: 4 days, 8:41:23 Gen_loss: 1.537 Dis_loss: 0.8348 Cls_loss: N/A Topk: N/A ada_p: 0.2277
[INFO] 2021-10-20 22:04:22 > Step: 446900 Progress: 44.7% Elapsed: 4 days, 8:42:26 Gen_loss: 1.342 Dis_loss: 0.9698 Cls_loss: N/A Topk: N/A ada_p: 0.2284
[INFO] 2021-10-20 22:05:24 > Step: 447000 Progress: 44.7% Elapsed: 4 days, 8:43:29 Gen_loss: 1.302 Dis_loss: 0.9157 Cls_loss: N/A Topk: N/A ada_p: 0.223
[INFO] 2021-10-20 22:06:27 > Step: 447100 Progress: 44.7% Elapsed: 4 days, 8:44:31 Gen_loss: 1.398 Dis_loss: 1.446 Cls_loss: N/A Topk: N/A ada_p: 0.2237
[INFO] 2021-10-20 22:07:30 > Step: 447200 Progress: 44.7% Elapsed: 4 days, 8:45:34 Gen_loss: 1.561 Dis_loss: 0.7555 Cls_loss: N/A Topk: N/A ada_p: 0.2276
[INFO] 2021-10-20 22:08:33 > Step: 447300 Progress: 44.7% Elapsed: 4 days, 8:46:37 Gen_loss: 1.603 Dis_loss: 1.399 Cls_loss: N/A Topk: N/A ada_p: 0.2259
[INFO] 2021-10-20 22:09:35 > Step: 447400 Progress: 44.7% Elapsed: 4 days, 8:47:40 Gen_loss: 1.59 Dis_loss: 0.9492 Cls_loss: N/A Topk: N/A ada_p: 0.2239
[INFO] 2021-10-20 22:10:38 > Step: 447500 Progress: 44.8% Elapsed: 4 days, 8:48:42 Gen_loss: 1.268 Dis_loss: 1.085 Cls_loss: N/A Topk: N/A ada_p: 0.2241
[INFO] 2021-10-20 22:11:50 > Step: 447600 Progress: 44.8% Elapsed: 4 days, 8:49:54 Gen_loss: 1.323 Dis_loss: 0.7242 Cls_loss: N/A Topk: N/A ada_p: 0.2244
[INFO] 2021-10-20 22:12:53 > Step: 447700 Progress: 44.8% Elapsed: 4 days, 8:50:57 Gen_loss: 1.704 Dis_loss: 1.054 Cls_loss: N/A Topk: N/A ada_p: 0.2237
[INFO] 2021-10-20 22:13:55 > Step: 447800 Progress: 44.8% Elapsed: 4 days, 8:52:00 Gen_loss: 1.71 Dis_loss: 1.178 Cls_loss: N/A Topk: N/A ada_p: 0.225
[INFO] 2021-10-20 22:14:58 > Step: 447900 Progress: 44.8% Elapsed: 4 days, 8:53:02 Gen_loss: 0.9197 Dis_loss: 0.8137 Cls_loss: N/A Topk: N/A ada_p: 0.2237
[INFO] 2021-10-20 22:16:00 > Step: 448000 Progress: 44.8% Elapsed: 4 days, 8:54:05 Gen_loss: 0.965 Dis_loss: 0.8525 Cls_loss: N/A Topk: N/A ada_p: 0.2225
[INFO] 2021-10-20 22:17:03 > Step: 448100 Progress: 44.8% Elapsed: 4 days, 8:55:07 Gen_loss: 1.183 Dis_loss: 1.161 Cls_loss: N/A Topk: N/A ada_p: 0.2208
[INFO] 2021-10-20 22:18:05 > Step: 448200 Progress: 44.8% Elapsed: 4 days, 8:56:10 Gen_loss: 1.491 Dis_loss: 0.9067 Cls_loss: N/A Topk: N/A ada_p: 0.2203
[INFO] 2021-10-20 22:19:18 > Step: 448300 Progress: 44.8% Elapsed: 4 days, 8:57:23 Gen_loss: 1.13 Dis_loss: 0.7546 Cls_loss: N/A Topk: N/A ada_p: 0.2195
[INFO] 2021-10-20 22:20:20 > Step: 448400 Progress: 44.8% Elapsed: 4 days, 8:58:24 Gen_loss: 1.388 Dis_loss: 0.8756 Cls_loss: N/A Topk: N/A ada_p: 0.218
[INFO] 2021-10-20 22:21:22 > Step: 448500 Progress: 44.9% Elapsed: 4 days, 8:59:27 Gen_loss: 1.457 Dis_loss: 0.7528 Cls_loss: N/A Topk: N/A ada_p: 0.2153
[INFO] 2021-10-20 22:22:25 > Step: 448600 Progress: 44.9% Elapsed: 4 days, 9:00:30 Gen_loss: 1.246 Dis_loss: 1.193 Cls_loss: N/A Topk: N/A ada_p: 0.2202
[INFO] 2021-10-20 22:23:27 > Step: 448700 Progress: 44.9% Elapsed: 4 days, 9:01:32 Gen_loss: 1.404 Dis_loss: 0.95 Cls_loss: N/A Topk: N/A ada_p: 0.2214
[INFO] 2021-10-20 22:24:30 > Step: 448800 Progress: 44.9% Elapsed: 4 days, 9:02:34 Gen_loss: 1.634 Dis_loss: 0.3792 Cls_loss: N/A Topk: N/A ada_p: 0.225
[INFO] 2021-10-20 22:25:32 > Step: 448900 Progress: 44.9% Elapsed: 4 days, 9:03:37 Gen_loss: 1.181 Dis_loss: 0.8974 Cls_loss: N/A Topk: N/A ada_p: 0.2241
[INFO] 2021-10-20 22:26:34 > Step: 449000 Progress: 44.9% Elapsed: 4 days, 9:04:39 Gen_loss: 1.376 Dis_loss: 0.9341 Cls_loss: N/A Topk: N/A ada_p: 0.2205
[INFO] 2021-10-20 22:27:47 > Step: 449100 Progress: 44.9% Elapsed: 4 days, 9:05:52 Gen_loss: 1.976 Dis_loss: 0.9745 Cls_loss: N/A Topk: N/A ada_p: 0.2213
[INFO] 2021-10-20 22:28:50 > Step: 449200 Progress: 44.9% Elapsed: 4 days, 9:06:55 Gen_loss: 1.438 Dis_loss: 1.039 Cls_loss: N/A Topk: N/A ada_p: 0.2231
[INFO] 2021-10-20 22:29:53 > Step: 449300 Progress: 44.9% Elapsed: 4 days, 9:07:58 Gen_loss: 1.187 Dis_loss: 1.099 Cls_loss: N/A Topk: N/A ada_p: 0.2248
[INFO] 2021-10-20 22:30:56 > Step: 449400 Progress: 44.9% Elapsed: 4 days, 9:09:00 Gen_loss: 0.7524 Dis_loss: 1.034 Cls_loss: N/A Topk: N/A ada_p: 0.2243
[INFO] 2021-10-20 22:31:58 > Step: 449500 Progress: 45.0% Elapsed: 4 days, 9:10:03 Gen_loss: 1.19 Dis_loss: 1.086 Cls_loss: N/A Topk: N/A ada_p: 0.2294
[INFO] 2021-10-20 22:33:01 > Step: 449600 Progress: 45.0% Elapsed: 4 days, 9:11:05 Gen_loss: 1.031 Dis_loss: 0.7321 Cls_loss: N/A Topk: N/A ada_p: 0.2312
[INFO] 2021-10-20 22:34:03 > Step: 449700 Progress: 45.0% Elapsed: 4 days, 9:12:08 Gen_loss: 1.285 Dis_loss: 0.8942 Cls_loss: N/A Topk: N/A ada_p: 0.23
[INFO] 2021-10-20 22:35:05 > Step: 449800 Progress: 45.0% Elapsed: 4 days, 9:13:10 Gen_loss: 1.402 Dis_loss: 0.9052 Cls_loss: N/A Topk: N/A ada_p: 0.2262
[INFO] 2021-10-20 22:36:18 > Step: 449900 Progress: 45.0% Elapsed: 4 days, 9:14:23 Gen_loss: 0.9533 Dis_loss: 1.117 Cls_loss: N/A Topk: N/A ada_p: 0.2277
[INFO] 2021-10-20 22:37:21 > Step: 450000 Progress: 45.0% Elapsed: 4 days, 9:15:25 Gen_loss: 1.386 Dis_loss: 1.081 Cls_loss: N/A Topk: N/A ada_p: 0.2264
[INFO] 2021-10-20 22:37:21 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-20 22:37:22 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_450000.png
[INFO] 2021-10-20 22:37:22 > Start Evaluation (450000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-20 22:37:22 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-20 22:42:52 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-20 22:48:29 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-20 23:09:54 > Inception score (Step: 450000, 50000 generated images): 10.520832061767578
[INFO] 2021-10-20 23:09:54 > FID score (Step: 450000, Using train moments): 2.767093997869722
[INFO] 2021-10-20 23:09:54 > Improved Precision (Step: 450000, Using train images): 0.74606
[INFO] 2021-10-20 23:09:54 > Improved Recall (Step: 450000, Using train images): 0.67224
[INFO] 2021-10-20 23:09:54 > Density (Step: 450000, Using train images): 1.0558120000000002
[INFO] 2021-10-20 23:09:54 > Coverage (Step: 450000, Using train images): 0.92234
[INFO] 2021-10-20 23:09:54 > Best FID score (Step: 430000, Using train moments): 2.730551656045975
[INFO] 2021-10-20 23:10:05 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-20 23:11:07 > Step: 450100 Progress: 45.0% Elapsed: 4 days, 9:49:11 Gen_loss: 2.199 Dis_loss: 0.8471 Cls_loss: N/A Topk: N/A ada_p: 0.2253
[INFO] 2021-10-20 23:12:09 > Step: 450200 Progress: 45.0% Elapsed: 4 days, 9:50:13 Gen_loss: 1.108 Dis_loss: 0.8125 Cls_loss: N/A Topk: N/A ada_p: 0.2227
[INFO] 2021-10-20 23:13:11 > Step: 450300 Progress: 45.0% Elapsed: 4 days, 9:51:15 Gen_loss: 1.254 Dis_loss: 1.214 Cls_loss: N/A Topk: N/A ada_p: 0.222
[INFO] 2021-10-20 23:14:13 > Step: 450400 Progress: 45.0% Elapsed: 4 days, 9:52:18 Gen_loss: 1.775 Dis_loss: 0.7915 Cls_loss: N/A Topk: N/A ada_p: 0.2235
[INFO] 2021-10-20 23:15:17 > Step: 450500 Progress: 45.1% Elapsed: 4 days, 9:53:21 Gen_loss: 1.32 Dis_loss: 0.8152 Cls_loss: N/A Topk: N/A ada_p: 0.2208
[INFO] 2021-10-20 23:16:19 > Step: 450600 Progress: 45.1% Elapsed: 4 days, 9:54:24 Gen_loss: 1.116 Dis_loss: 0.8428 Cls_loss: N/A Topk: N/A ada_p: 0.2205
[INFO] 2021-10-20 23:17:39 > Step: 450700 Progress: 45.1% Elapsed: 4 days, 9:55:43 Gen_loss: 1.067 Dis_loss: 0.8866 Cls_loss: N/A Topk: N/A ada_p: 0.2188
[INFO] 2021-10-20 23:18:41 > Step: 450800 Progress: 45.1% Elapsed: 4 days, 9:56:46 Gen_loss: 1.16 Dis_loss: 0.7729 Cls_loss: N/A Topk: N/A ada_p: 0.2203
[INFO] 2021-10-20 23:19:44 > Step: 450900 Progress: 45.1% Elapsed: 4 days, 9:57:49 Gen_loss: 1.669 Dis_loss: 1.151 Cls_loss: N/A Topk: N/A ada_p: 0.2186
[INFO] 2021-10-20 23:20:46 > Step: 451000 Progress: 45.1% Elapsed: 4 days, 9:58:51 Gen_loss: 0.8689 Dis_loss: 0.9633 Cls_loss: N/A Topk: N/A ada_p: 0.2158
[INFO] 2021-10-20 23:21:49 > Step: 451100 Progress: 45.1% Elapsed: 4 days, 9:59:54 Gen_loss: 1.667 Dis_loss: 0.6206 Cls_loss: N/A Topk: N/A ada_p: 0.2189
[INFO] 2021-10-20 23:22:52 > Step: 451200 Progress: 45.1% Elapsed: 4 days, 10:00:56 Gen_loss: 0.663 Dis_loss: 1.247 Cls_loss: N/A Topk: N/A ada_p: 0.223
[INFO] 2021-10-20 23:23:54 > Step: 451300 Progress: 45.1% Elapsed: 4 days, 10:01:59 Gen_loss: 0.8947 Dis_loss: 0.8348 Cls_loss: N/A Topk: N/A ada_p: 0.2213
[INFO] 2021-10-20 23:24:57 > Step: 451400 Progress: 45.1% Elapsed: 4 days, 10:03:01 Gen_loss: 1.36 Dis_loss: 0.6122 Cls_loss: N/A Topk: N/A ada_p: 0.2195
[INFO] 2021-10-20 23:26:09 > Step: 451500 Progress: 45.1% Elapsed: 4 days, 10:04:14 Gen_loss: 1.607 Dis_loss: 0.5922 Cls_loss: N/A Topk: N/A ada_p: 0.2244
[INFO] 2021-10-20 23:27:11 > Step: 451600 Progress: 45.2% Elapsed: 4 days, 10:05:16 Gen_loss: 1.543 Dis_loss: 0.8913 Cls_loss: N/A Topk: N/A ada_p: 0.2188
[INFO] 2021-10-20 23:28:14 > Step: 451700 Progress: 45.2% Elapsed: 4 days, 10:06:19 Gen_loss: 1.26 Dis_loss: 1.054 Cls_loss: N/A Topk: N/A ada_p: 0.2202
[INFO] 2021-10-20 23:29:17 > Step: 451800 Progress: 45.2% Elapsed: 4 days, 10:07:21 Gen_loss: 1.179 Dis_loss: 1.108 Cls_loss: N/A Topk: N/A ada_p: 0.223
[INFO] 2021-10-20 23:30:20 > Step: 451900 Progress: 45.2% Elapsed: 4 days, 10:08:25 Gen_loss: 1.34 Dis_loss: 0.7262 Cls_loss: N/A Topk: N/A ada_p: 0.2186
[INFO] 2021-10-20 23:31:22 > Step: 452000 Progress: 45.2% Elapsed: 4 days, 10:09:27 Gen_loss: 1.74 Dis_loss: 0.5839 Cls_loss: N/A Topk: N/A ada_p: 0.2207
[INFO] 2021-10-20 23:32:26 > Step: 452100 Progress: 45.2% Elapsed: 4 days, 10:10:31 Gen_loss: 1.625 Dis_loss: 0.9057 Cls_loss: N/A Topk: N/A ada_p: 0.2234
[INFO] 2021-10-20 23:33:39 > Step: 452200 Progress: 45.2% Elapsed: 4 days, 10:11:44 Gen_loss: 0.8691 Dis_loss: 0.8765 Cls_loss: N/A Topk: N/A ada_p: 0.2218
[INFO] 2021-10-20 23:34:41 > Step: 452300 Progress: 45.2% Elapsed: 4 days, 10:12:46 Gen_loss: 1.405 Dis_loss: 0.8453 Cls_loss: N/A Topk: N/A ada_p: 0.2249
[INFO] 2021-10-20 23:35:43 > Step: 452400 Progress: 45.2% Elapsed: 4 days, 10:13:48 Gen_loss: 1.566 Dis_loss: 0.9234 Cls_loss: N/A Topk: N/A ada_p: 0.2269
[INFO] 2021-10-20 23:36:46 > Step: 452500 Progress: 45.2% Elapsed: 4 days, 10:14:51 Gen_loss: 0.7089 Dis_loss: 0.8614 Cls_loss: N/A Topk: N/A ada_p: 0.2222
[INFO] 2021-10-20 23:37:49 > Step: 452600 Progress: 45.3% Elapsed: 4 days, 10:15:54 Gen_loss: 1.586 Dis_loss: 0.8358 Cls_loss: N/A Topk: N/A ada_p: 0.2207
[INFO] 2021-10-20 23:38:51 > Step: 452700 Progress: 45.3% Elapsed: 4 days, 10:16:56 Gen_loss: 1.598 Dis_loss: 1.114 Cls_loss: N/A Topk: N/A ada_p: 0.2189
[INFO] 2021-10-20 23:39:54 > Step: 452800 Progress: 45.3% Elapsed: 4 days, 10:17:58 Gen_loss: 0.8768 Dis_loss: 0.8354 Cls_loss: N/A Topk: N/A ada_p: 0.222
[INFO] 2021-10-20 23:40:57 > Step: 452900 Progress: 45.3% Elapsed: 4 days, 10:19:02 Gen_loss: 1.81 Dis_loss: 1.38 Cls_loss: N/A Topk: N/A ada_p: 0.2257
[INFO] 2021-10-20 23:42:11 > Step: 453000 Progress: 45.3% Elapsed: 4 days, 10:20:15 Gen_loss: 2.197 Dis_loss: 1.515 Cls_loss: N/A Topk: N/A ada_p: 0.2244
[INFO] 2021-10-20 23:43:13 > Step: 453100 Progress: 45.3% Elapsed: 4 days, 10:21:18 Gen_loss: 1.059 Dis_loss: 1.217 Cls_loss: N/A Topk: N/A ada_p: 0.2257
[INFO] 2021-10-20 23:44:15 > Step: 453200 Progress: 45.3% Elapsed: 4 days, 10:22:20 Gen_loss: 2.347 Dis_loss: 1.507 Cls_loss: N/A Topk: N/A ada_p: 0.2244
[INFO] 2021-10-20 23:45:19 > Step: 453300 Progress: 45.3% Elapsed: 4 days, 10:23:24 Gen_loss: 1.209 Dis_loss: 0.8191 Cls_loss: N/A Topk: N/A ada_p: 0.2255
[INFO] 2021-10-20 23:46:21 > Step: 453400 Progress: 45.3% Elapsed: 4 days, 10:24:26 Gen_loss: 1.383 Dis_loss: 1.188 Cls_loss: N/A Topk: N/A ada_p: 0.224
[INFO] 2021-10-20 23:47:25 > Step: 453500 Progress: 45.4% Elapsed: 4 days, 10:25:29 Gen_loss: 1.66 Dis_loss: 0.881 Cls_loss: N/A Topk: N/A ada_p: 0.2202
[INFO] 2021-10-20 23:48:27 > Step: 453600 Progress: 45.4% Elapsed: 4 days, 10:26:32 Gen_loss: 1.714 Dis_loss: 0.696 Cls_loss: N/A Topk: N/A ada_p: 0.224
[INFO] 2021-10-20 23:49:30 > Step: 453700 Progress: 45.4% Elapsed: 4 days, 10:27:35 Gen_loss: 0.7055 Dis_loss: 0.9513 Cls_loss: N/A Topk: N/A ada_p: 0.2287
[INFO] 2021-10-20 23:50:43 > Step: 453800 Progress: 45.4% Elapsed: 4 days, 10:28:47 Gen_loss: 1.584 Dis_loss: 0.7563 Cls_loss: N/A Topk: N/A ada_p: 0.2259
[INFO] 2021-10-20 23:51:45 > Step: 453900 Progress: 45.4% Elapsed: 4 days, 10:29:50 Gen_loss: 1.446 Dis_loss: 0.7831 Cls_loss: N/A Topk: N/A ada_p: 0.2277
[INFO] 2021-10-20 23:52:48 > Step: 454000 Progress: 45.4% Elapsed: 4 days, 10:30:53 Gen_loss: 1.225 Dis_loss: 1.242 Cls_loss: N/A Topk: N/A ada_p: 0.2249
[INFO] 2021-10-20 23:53:51 > Step: 454100 Progress: 45.4% Elapsed: 4 days, 10:31:56 Gen_loss: 1.427 Dis_loss: 0.5875 Cls_loss: N/A Topk: N/A ada_p: 0.2263
[INFO] 2021-10-20 23:54:53 > Step: 454200 Progress: 45.4% Elapsed: 4 days, 10:32:58 Gen_loss: 0.888 Dis_loss: 1.061 Cls_loss: N/A Topk: N/A ada_p: 0.2225
[INFO] 2021-10-20 23:55:56 > Step: 454300 Progress: 45.4% Elapsed: 4 days, 10:34:01 Gen_loss: 0.8607 Dis_loss: 0.8993 Cls_loss: N/A Topk: N/A ada_p: 0.2235
[INFO] 2021-10-20 23:56:59 > Step: 454400 Progress: 45.4% Elapsed: 4 days, 10:35:03 Gen_loss: 1.449 Dis_loss: 0.4772 Cls_loss: N/A Topk: N/A ada_p: 0.2194
[INFO] 2021-10-20 23:58:01 > Step: 454500 Progress: 45.5% Elapsed: 4 days, 10:36:06 Gen_loss: 1.433 Dis_loss: 0.8188 Cls_loss: N/A Topk: N/A ada_p: 0.2211
[INFO] 2021-10-20 23:59:13 > Step: 454600 Progress: 45.5% Elapsed: 4 days, 10:37:18 Gen_loss: 1.405 Dis_loss: 0.7992 Cls_loss: N/A Topk: N/A ada_p: 0.2216
[INFO] 2021-10-21 00:00:16 > Step: 454700 Progress: 45.5% Elapsed: 4 days, 10:38:20 Gen_loss: 1.289 Dis_loss: 1.132 Cls_loss: N/A Topk: N/A ada_p: 0.2257
[INFO] 2021-10-21 00:01:18 > Step: 454800 Progress: 45.5% Elapsed: 4 days, 10:39:23 Gen_loss: 1.207 Dis_loss: 0.9191 Cls_loss: N/A Topk: N/A ada_p: 0.228
[INFO] 2021-10-21 00:02:21 > Step: 454900 Progress: 45.5% Elapsed: 4 days, 10:40:25 Gen_loss: 1.57 Dis_loss: 0.8579 Cls_loss: N/A Topk: N/A ada_p: 0.2258
[INFO] 2021-10-21 00:03:23 > Step: 455000 Progress: 45.5% Elapsed: 4 days, 10:41:28 Gen_loss: 1.275 Dis_loss: 0.8242 Cls_loss: N/A Topk: N/A ada_p: 0.2273
[INFO] 2021-10-21 00:04:25 > Step: 455100 Progress: 45.5% Elapsed: 4 days, 10:42:30 Gen_loss: 1.726 Dis_loss: 0.9567 Cls_loss: N/A Topk: N/A ada_p: 0.2314
[INFO] 2021-10-21 00:05:29 > Step: 455200 Progress: 45.5% Elapsed: 4 days, 10:43:33 Gen_loss: 1.078 Dis_loss: 1.041 Cls_loss: N/A Topk: N/A ada_p: 0.2263
[INFO] 2021-10-21 00:06:31 > Step: 455300 Progress: 45.5% Elapsed: 4 days, 10:44:36 Gen_loss: 1.104 Dis_loss: 0.819 Cls_loss: N/A Topk: N/A ada_p: 0.2269
[INFO] 2021-10-21 00:07:44 > Step: 455400 Progress: 45.5% Elapsed: 4 days, 10:45:48 Gen_loss: 1.531 Dis_loss: 1.041 Cls_loss: N/A Topk: N/A ada_p: 0.23
[INFO] 2021-10-21 00:08:46 > Step: 455500 Progress: 45.6% Elapsed: 4 days, 10:46:51 Gen_loss: 1.756 Dis_loss: 0.9219 Cls_loss: N/A Topk: N/A ada_p: 0.2285
[INFO] 2021-10-21 00:09:49 > Step: 455600 Progress: 45.6% Elapsed: 4 days, 10:47:54 Gen_loss: 1.007 Dis_loss: 0.8209 Cls_loss: N/A Topk: N/A ada_p: 0.2282
[INFO] 2021-10-21 00:10:52 > Step: 455700 Progress: 45.6% Elapsed: 4 days, 10:48:57 Gen_loss: 1.191 Dis_loss: 0.7344 Cls_loss: N/A Topk: N/A ada_p: 0.2266
[INFO] 2021-10-21 00:11:55 > Step: 455800 Progress: 45.6% Elapsed: 4 days, 10:50:00 Gen_loss: 1.208 Dis_loss: 0.8018 Cls_loss: N/A Topk: N/A ada_p: 0.2284
[INFO] 2021-10-21 00:12:58 > Step: 455900 Progress: 45.6% Elapsed: 4 days, 10:51:02 Gen_loss: 1.334 Dis_loss: 0.8831 Cls_loss: N/A Topk: N/A ada_p: 0.2258
[INFO] 2021-10-21 00:14:00 > Step: 456000 Progress: 45.6% Elapsed: 4 days, 10:52:05 Gen_loss: 1.981 Dis_loss: 0.4803 Cls_loss: N/A Topk: N/A ada_p: 0.2266
[INFO] 2021-10-21 00:15:02 > Step: 456100 Progress: 45.6% Elapsed: 4 days, 10:53:07 Gen_loss: 1.503 Dis_loss: 1.038 Cls_loss: N/A Topk: N/A ada_p: 0.2285
[INFO] 2021-10-21 00:16:14 > Step: 456200 Progress: 45.6% Elapsed: 4 days, 10:54:19 Gen_loss: 0.855 Dis_loss: 0.7722 Cls_loss: N/A Topk: N/A ada_p: 0.2303
[INFO] 2021-10-21 00:17:17 > Step: 456300 Progress: 45.6% Elapsed: 4 days, 10:55:21 Gen_loss: 1.284 Dis_loss: 0.9928 Cls_loss: N/A Topk: N/A ada_p: 0.2321
[INFO] 2021-10-21 00:18:19 > Step: 456400 Progress: 45.6% Elapsed: 4 days, 10:56:24 Gen_loss: 1.16 Dis_loss: 0.7543 Cls_loss: N/A Topk: N/A ada_p: 0.228
[INFO] 2021-10-21 00:19:22 > Step: 456500 Progress: 45.6% Elapsed: 4 days, 10:57:26 Gen_loss: 1.158 Dis_loss: 1.048 Cls_loss: N/A Topk: N/A ada_p: 0.2266
[INFO] 2021-10-21 00:20:24 > Step: 456600 Progress: 45.7% Elapsed: 4 days, 10:58:29 Gen_loss: 1.124 Dis_loss: 0.4968 Cls_loss: N/A Topk: N/A ada_p: 0.2273
[INFO] 2021-10-21 00:21:27 > Step: 456700 Progress: 45.7% Elapsed: 4 days, 10:59:31 Gen_loss: 1.813 Dis_loss: 0.966 Cls_loss: N/A Topk: N/A ada_p: 0.2258
[INFO] 2021-10-21 00:22:29 > Step: 456800 Progress: 45.7% Elapsed: 4 days, 11:00:33 Gen_loss: 0.9621 Dis_loss: 1.021 Cls_loss: N/A Topk: N/A ada_p: 0.2237
[INFO] 2021-10-21 00:23:42 > Step: 456900 Progress: 45.7% Elapsed: 4 days, 11:01:47 Gen_loss: 1.662 Dis_loss: 0.8486 Cls_loss: N/A Topk: N/A ada_p: 0.2213
[INFO] 2021-10-21 00:24:44 > Step: 457000 Progress: 45.7% Elapsed: 4 days, 11:02:49 Gen_loss: 1.111 Dis_loss: 1.05 Cls_loss: N/A Topk: N/A ada_p: 0.2234
[INFO] 2021-10-21 00:25:46 > Step: 457100 Progress: 45.7% Elapsed: 4 days, 11:03:51 Gen_loss: 1.649 Dis_loss: 1.014 Cls_loss: N/A Topk: N/A ada_p: 0.2231
[INFO] 2021-10-21 00:26:49 > Step: 457200 Progress: 45.7% Elapsed: 4 days, 11:04:54 Gen_loss: 1.787 Dis_loss: 1.038 Cls_loss: N/A Topk: N/A ada_p: 0.2272
[INFO] 2021-10-21 00:27:52 > Step: 457300 Progress: 45.7% Elapsed: 4 days, 11:05:56 Gen_loss: 1.76 Dis_loss: 0.9015 Cls_loss: N/A Topk: N/A ada_p: 0.2276
[INFO] 2021-10-21 00:28:54 > Step: 457400 Progress: 45.7% Elapsed: 4 days, 11:06:58 Gen_loss: 1.491 Dis_loss: 0.9119 Cls_loss: N/A Topk: N/A ada_p: 0.2307
[INFO] 2021-10-21 00:29:56 > Step: 457500 Progress: 45.8% Elapsed: 4 days, 11:08:01 Gen_loss: 1.531 Dis_loss: 0.9888 Cls_loss: N/A Topk: N/A ada_p: 0.2304
[INFO] 2021-10-21 00:30:59 > Step: 457600 Progress: 45.8% Elapsed: 4 days, 11:09:03 Gen_loss: 1.369 Dis_loss: 1.046 Cls_loss: N/A Topk: N/A ada_p: 0.2291
[INFO] 2021-10-21 00:32:12 > Step: 457700 Progress: 45.8% Elapsed: 4 days, 11:10:17 Gen_loss: 1.39 Dis_loss: 0.8638 Cls_loss: N/A Topk: N/A ada_p: 0.2298
[INFO] 2021-10-21 00:33:14 > Step: 457800 Progress: 45.8% Elapsed: 4 days, 11:11:19 Gen_loss: 1.267 Dis_loss: 0.6824 Cls_loss: N/A Topk: N/A ada_p: 0.2285
[INFO] 2021-10-21 00:34:17 > Step: 457900 Progress: 45.8% Elapsed: 4 days, 11:12:22 Gen_loss: 0.8729 Dis_loss: 0.9641 Cls_loss: N/A Topk: N/A ada_p: 0.2249
[INFO] 2021-10-21 00:35:19 > Step: 458000 Progress: 45.8% Elapsed: 4 days, 11:13:24 Gen_loss: 1.488 Dis_loss: 0.8236 Cls_loss: N/A Topk: N/A ada_p: 0.2244
[INFO] 2021-10-21 00:36:22 > Step: 458100 Progress: 45.8% Elapsed: 4 days, 11:14:26 Gen_loss: 1.094 Dis_loss: 1.12 Cls_loss: N/A Topk: N/A ada_p: 0.2291
[INFO] 2021-10-21 00:37:24 > Step: 458200 Progress: 45.8% Elapsed: 4 days, 11:15:28 Gen_loss: 1.699 Dis_loss: 1.005 Cls_loss: N/A Topk: N/A ada_p: 0.2289
[INFO] 2021-10-21 00:38:26 > Step: 458300 Progress: 45.8% Elapsed: 4 days, 11:16:31 Gen_loss: 1.333 Dis_loss: 0.8148 Cls_loss: N/A Topk: N/A ada_p: 0.2271
[INFO] 2021-10-21 00:39:28 > Step: 458400 Progress: 45.8% Elapsed: 4 days, 11:17:33 Gen_loss: 1.783 Dis_loss: 1.05 Cls_loss: N/A Topk: N/A ada_p: 0.2266
[INFO] 2021-10-21 00:40:40 > Step: 458500 Progress: 45.9% Elapsed: 4 days, 11:18:45 Gen_loss: 1.397 Dis_loss: 0.8522 Cls_loss: N/A Topk: N/A ada_p: 0.2259
[INFO] 2021-10-21 00:41:43 > Step: 458600 Progress: 45.9% Elapsed: 4 days, 11:19:47 Gen_loss: 1.386 Dis_loss: 1.064 Cls_loss: N/A Topk: N/A ada_p: 0.2223
[INFO] 2021-10-21 00:42:45 > Step: 458700 Progress: 45.9% Elapsed: 4 days, 11:20:49 Gen_loss: 1.17 Dis_loss: 1.015 Cls_loss: N/A Topk: N/A ada_p: 0.2198
[INFO] 2021-10-21 00:43:47 > Step: 458800 Progress: 45.9% Elapsed: 4 days, 11:21:51 Gen_loss: 1.521 Dis_loss: 0.9169 Cls_loss: N/A Topk: N/A ada_p: 0.219
[INFO] 2021-10-21 00:44:49 > Step: 458900 Progress: 45.9% Elapsed: 4 days, 11:22:54 Gen_loss: 1.436 Dis_loss: 0.7183 Cls_loss: N/A Topk: N/A ada_p: 0.2207
[INFO] 2021-10-21 00:45:51 > Step: 459000 Progress: 45.9% Elapsed: 4 days, 11:23:55 Gen_loss: 2.358 Dis_loss: 0.9008 Cls_loss: N/A Topk: N/A ada_p: 0.2212
[INFO] 2021-10-21 00:46:53 > Step: 459100 Progress: 45.9% Elapsed: 4 days, 11:24:57 Gen_loss: 1.023 Dis_loss: 0.8315 Cls_loss: N/A Topk: N/A ada_p: 0.2197
[INFO] 2021-10-21 00:47:55 > Step: 459200 Progress: 45.9% Elapsed: 4 days, 11:26:00 Gen_loss: 0.8871 Dis_loss: 0.7697 Cls_loss: N/A Topk: N/A ada_p: 0.2212
[INFO] 2021-10-21 00:49:07 > Step: 459300 Progress: 45.9% Elapsed: 4 days, 11:27:12 Gen_loss: 1.631 Dis_loss: 0.8604 Cls_loss: N/A Topk: N/A ada_p: 0.2218
[INFO] 2021-10-21 00:50:10 > Step: 459400 Progress: 45.9% Elapsed: 4 days, 11:28:14 Gen_loss: 1.132 Dis_loss: 0.8517 Cls_loss: N/A Topk: N/A ada_p: 0.2218
[INFO] 2021-10-21 00:51:12 > Step: 459500 Progress: 46.0% Elapsed: 4 days, 11:29:17 Gen_loss: 1.201 Dis_loss: 0.9452 Cls_loss: N/A Topk: N/A ada_p: 0.2229
[INFO] 2021-10-21 00:52:14 > Step: 459600 Progress: 46.0% Elapsed: 4 days, 11:30:19 Gen_loss: 1.203 Dis_loss: 0.8892 Cls_loss: N/A Topk: N/A ada_p: 0.2223
[INFO] 2021-10-21 00:53:16 > Step: 459700 Progress: 46.0% Elapsed: 4 days, 11:31:21 Gen_loss: 1.181 Dis_loss: 0.6599 Cls_loss: N/A Topk: N/A ada_p: 0.2235
[INFO] 2021-10-21 00:54:18 > Step: 459800 Progress: 46.0% Elapsed: 4 days, 11:32:23 Gen_loss: 1.538 Dis_loss: 0.935 Cls_loss: N/A Topk: N/A ada_p: 0.2266
[INFO] 2021-10-21 00:55:21 > Step: 459900 Progress: 46.0% Elapsed: 4 days, 11:33:25 Gen_loss: 1.4 Dis_loss: 0.9781 Cls_loss: N/A Topk: N/A ada_p: 0.2235
[INFO] 2021-10-21 00:56:23 > Step: 460000 Progress: 46.0% Elapsed: 4 days, 11:34:28 Gen_loss: 1.376 Dis_loss: 0.7383 Cls_loss: N/A Topk: N/A ada_p: 0.2235
[INFO] 2021-10-21 00:56:23 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-21 00:56:24 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_460000.png
[INFO] 2021-10-21 00:56:24 > Start Evaluation (460000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-21 00:56:24 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-21 01:01:53 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-21 01:07:30 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-21 01:27:11 > Inception score (Step: 460000, 50000 generated images): 10.424322128295898
[INFO] 2021-10-21 01:27:11 > FID score (Step: 460000, Using train moments): 2.759963366623367
[INFO] 2021-10-21 01:27:11 > Improved Precision (Step: 460000, Using train images): 0.741
[INFO] 2021-10-21 01:27:11 > Improved Recall (Step: 460000, Using train images): 0.6757
[INFO] 2021-10-21 01:27:11 > Density (Step: 460000, Using train images): 1.045736
[INFO] 2021-10-21 01:27:11 > Coverage (Step: 460000, Using train images): 0.91904
[INFO] 2021-10-21 01:27:11 > Best FID score (Step: 430000, Using train moments): 2.730551656045975
[INFO] 2021-10-21 01:27:22 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-21 01:29:58 > Step: 460100 Progress: 46.0% Elapsed: 4 days, 12:08:03 Gen_loss: 1.225 Dis_loss: 0.7151 Cls_loss: N/A Topk: N/A ada_p: 0.2244
[INFO] 2021-10-21 01:31:00 > Step: 460200 Progress: 46.0% Elapsed: 4 days, 12:09:05 Gen_loss: 1.478 Dis_loss: 0.6024 Cls_loss: N/A Topk: N/A ada_p: 0.2252
[INFO] 2021-10-21 01:32:02 > Step: 460300 Progress: 46.0% Elapsed: 4 days, 12:10:07 Gen_loss: 0.9601 Dis_loss: 0.8886 Cls_loss: N/A Topk: N/A ada_p: 0.2211
[INFO] 2021-10-21 01:33:04 > Step: 460400 Progress: 46.0% Elapsed: 4 days, 12:11:09 Gen_loss: 1.43 Dis_loss: 1.138 Cls_loss: N/A Topk: N/A ada_p: 0.2241
[INFO] 2021-10-21 01:34:07 > Step: 460500 Progress: 46.1% Elapsed: 4 days, 12:12:11 Gen_loss: 1.699 Dis_loss: 0.7201 Cls_loss: N/A Topk: N/A ada_p: 0.2191
[INFO] 2021-10-21 01:35:09 > Step: 460600 Progress: 46.1% Elapsed: 4 days, 12:13:14 Gen_loss: 1.49 Dis_loss: 0.8569 Cls_loss: N/A Topk: N/A ada_p: 0.2207
[INFO] 2021-10-21 01:36:11 > Step: 460700 Progress: 46.1% Elapsed: 4 days, 12:14:16 Gen_loss: 1.535 Dis_loss: 0.6981 Cls_loss: N/A Topk: N/A ada_p: 0.2217
[INFO] 2021-10-21 01:37:24 > Step: 460800 Progress: 46.1% Elapsed: 4 days, 12:15:29 Gen_loss: 1.145 Dis_loss: 1.097 Cls_loss: N/A Topk: N/A ada_p: 0.2189
[INFO] 2021-10-21 01:38:26 > Step: 460900 Progress: 46.1% Elapsed: 4 days, 12:16:31 Gen_loss: 1.423 Dis_loss: 1.263 Cls_loss: N/A Topk: N/A ada_p: 0.2175
[INFO] 2021-10-21 01:39:30 > Step: 461000 Progress: 46.1% Elapsed: 4 days, 12:17:34 Gen_loss: 1.902 Dis_loss: 0.9931 Cls_loss: N/A Topk: N/A ada_p: 0.2211
[INFO] 2021-10-21 01:40:32 > Step: 461100 Progress: 46.1% Elapsed: 4 days, 12:18:37 Gen_loss: 0.959 Dis_loss: 1.136 Cls_loss: N/A Topk: N/A ada_p: 0.2193
[INFO] 2021-10-21 01:41:35 > Step: 461200 Progress: 46.1% Elapsed: 4 days, 12:19:40 Gen_loss: 0.876 Dis_loss: 0.9981 Cls_loss: N/A Topk: N/A ada_p: 0.2165
[INFO] 2021-10-21 01:42:38 > Step: 461300 Progress: 46.1% Elapsed: 4 days, 12:20:43 Gen_loss: 1.297 Dis_loss: 0.9794 Cls_loss: N/A Topk: N/A ada_p: 0.2168
[INFO] 2021-10-21 01:43:41 > Step: 461400 Progress: 46.1% Elapsed: 4 days, 12:21:45 Gen_loss: 2.155 Dis_loss: 0.7968 Cls_loss: N/A Topk: N/A ada_p: 0.2197
[INFO] 2021-10-21 01:44:43 > Step: 461500 Progress: 46.2% Elapsed: 4 days, 12:22:47 Gen_loss: 1.268 Dis_loss: 0.8744 Cls_loss: N/A Topk: N/A ada_p: 0.2186
[INFO] 2021-10-21 01:45:55 > Step: 461600 Progress: 46.2% Elapsed: 4 days, 12:24:00 Gen_loss: 1.097 Dis_loss: 1.339 Cls_loss: N/A Topk: N/A ada_p: 0.2176
[INFO] 2021-10-21 01:46:58 > Step: 461700 Progress: 46.2% Elapsed: 4 days, 12:25:02 Gen_loss: 1.92 Dis_loss: 1.137 Cls_loss: N/A Topk: N/A ada_p: 0.2185
[INFO] 2021-10-21 01:48:00 > Step: 461800 Progress: 46.2% Elapsed: 4 days, 12:26:05 Gen_loss: 1.742 Dis_loss: 0.9651 Cls_loss: N/A Topk: N/A ada_p: 0.22
[INFO] 2021-10-21 01:49:03 > Step: 461900 Progress: 46.2% Elapsed: 4 days, 12:27:08 Gen_loss: 1.552 Dis_loss: 1.092 Cls_loss: N/A Topk: N/A ada_p: 0.2218
[INFO] 2021-10-21 01:50:06 > Step: 462000 Progress: 46.2% Elapsed: 4 days, 12:28:10 Gen_loss: 1.328 Dis_loss: 0.8328 Cls_loss: N/A Topk: N/A ada_p: 0.2226
[INFO] 2021-10-21 01:51:08 > Step: 462100 Progress: 46.2% Elapsed: 4 days, 12:29:13 Gen_loss: 1.44 Dis_loss: 0.4562 Cls_loss: N/A Topk: N/A ada_p: 0.2261
[INFO] 2021-10-21 01:52:10 > Step: 462200 Progress: 46.2% Elapsed: 4 days, 12:30:15 Gen_loss: 1.649 Dis_loss: 0.7729 Cls_loss: N/A Topk: N/A ada_p: 0.2268
[INFO] 2021-10-21 01:53:13 > Step: 462300 Progress: 46.2% Elapsed: 4 days, 12:31:18 Gen_loss: 1.827 Dis_loss: 0.6684 Cls_loss: N/A Topk: N/A ada_p: 0.2296
[INFO] 2021-10-21 01:54:26 > Step: 462400 Progress: 46.2% Elapsed: 4 days, 12:32:31 Gen_loss: 1.14 Dis_loss: 0.9429 Cls_loss: N/A Topk: N/A ada_p: 0.2258
[INFO] 2021-10-21 01:55:29 > Step: 462500 Progress: 46.2% Elapsed: 4 days, 12:33:33 Gen_loss: 1.506 Dis_loss: 0.5461 Cls_loss: N/A Topk: N/A ada_p: 0.2267
[INFO] 2021-10-21 01:56:31 > Step: 462600 Progress: 46.3% Elapsed: 4 days, 12:34:36 Gen_loss: 1.553 Dis_loss: 0.7613 Cls_loss: N/A Topk: N/A ada_p: 0.2277
[INFO] 2021-10-21 01:57:34 > Step: 462700 Progress: 46.3% Elapsed: 4 days, 12:35:38 Gen_loss: 1.781 Dis_loss: 1.456 Cls_loss: N/A Topk: N/A ada_p: 0.2298
[INFO] 2021-10-21 01:58:36 > Step: 462800 Progress: 46.3% Elapsed: 4 days, 12:36:41 Gen_loss: 1.011 Dis_loss: 0.6839 Cls_loss: N/A Topk: N/A ada_p: 0.2308
[INFO] 2021-10-21 01:59:39 > Step: 462900 Progress: 46.3% Elapsed: 4 days, 12:37:44 Gen_loss: 1.793 Dis_loss: 1.027 Cls_loss: N/A Topk: N/A ada_p: 0.2268
[INFO] 2021-10-21 02:00:42 > Step: 463000 Progress: 46.3% Elapsed: 4 days, 12:38:47 Gen_loss: 1.708 Dis_loss: 0.5339 Cls_loss: N/A Topk: N/A ada_p: 0.2273
[INFO] 2021-10-21 02:01:44 > Step: 463100 Progress: 46.3% Elapsed: 4 days, 12:39:49 Gen_loss: 1.646 Dis_loss: 0.7815 Cls_loss: N/A Topk: N/A ada_p: 0.2301
[INFO] 2021-10-21 02:02:57 > Step: 463200 Progress: 46.3% Elapsed: 4 days, 12:41:02 Gen_loss: 1.094 Dis_loss: 0.9538 Cls_loss: N/A Topk: N/A ada_p: 0.2273
[INFO] 2021-10-21 02:04:01 > Step: 463300 Progress: 46.3% Elapsed: 4 days, 12:42:06 Gen_loss: 2.02 Dis_loss: 1.015 Cls_loss: N/A Topk: N/A ada_p: 0.2254
[INFO] 2021-10-21 02:05:03 > Step: 463400 Progress: 46.3% Elapsed: 4 days, 12:43:08 Gen_loss: 1.288 Dis_loss: 0.924 Cls_loss: N/A Topk: N/A ada_p: 0.2285
[INFO] 2021-10-21 02:06:06 > Step: 463500 Progress: 46.4% Elapsed: 4 days, 12:44:10 Gen_loss: 1.338 Dis_loss: 1.048 Cls_loss: N/A Topk: N/A ada_p: 0.2254
[INFO] 2021-10-21 02:07:09 > Step: 463600 Progress: 46.4% Elapsed: 4 days, 12:45:14 Gen_loss: 1.4 Dis_loss: 0.9235 Cls_loss: N/A Topk: N/A ada_p: 0.2259
[INFO] 2021-10-21 02:08:12 > Step: 463700 Progress: 46.4% Elapsed: 4 days, 12:46:17 Gen_loss: 1.384 Dis_loss: 1.088 Cls_loss: N/A Topk: N/A ada_p: 0.2278
[INFO] 2021-10-21 02:09:14 > Step: 463800 Progress: 46.4% Elapsed: 4 days, 12:47:19 Gen_loss: 1.642 Dis_loss: 1.052 Cls_loss: N/A Topk: N/A ada_p: 0.2289
[INFO] 2021-10-21 02:10:17 > Step: 463900 Progress: 46.4% Elapsed: 4 days, 12:48:22 Gen_loss: 1.229 Dis_loss: 1.139 Cls_loss: N/A Topk: N/A ada_p: 0.2261
[INFO] 2021-10-21 02:11:31 > Step: 464000 Progress: 46.4% Elapsed: 4 days, 12:49:36 Gen_loss: 1.205 Dis_loss: 0.8341 Cls_loss: N/A Topk: N/A ada_p: 0.2276
[INFO] 2021-10-21 02:12:34 > Step: 464100 Progress: 46.4% Elapsed: 4 days, 12:50:39 Gen_loss: 1.72 Dis_loss: 1.271 Cls_loss: N/A Topk: N/A ada_p: 0.2298
[INFO] 2021-10-21 02:13:37 > Step: 464200 Progress: 46.4% Elapsed: 4 days, 12:51:41 Gen_loss: 0.997 Dis_loss: 0.6923 Cls_loss: N/A Topk: N/A ada_p: 0.2285
[INFO] 2021-10-21 02:14:39 > Step: 464300 Progress: 46.4% Elapsed: 4 days, 12:52:44 Gen_loss: 1.73 Dis_loss: 0.9677 Cls_loss: N/A Topk: N/A ada_p: 0.2277
[INFO] 2021-10-21 02:15:41 > Step: 464400 Progress: 46.4% Elapsed: 4 days, 12:53:46 Gen_loss: 1.458 Dis_loss: 0.7711 Cls_loss: N/A Topk: N/A ada_p: 0.2259
[INFO] 2021-10-21 02:16:44 > Step: 464500 Progress: 46.5% Elapsed: 4 days, 12:54:48 Gen_loss: 1.92 Dis_loss: 1.013 Cls_loss: N/A Topk: N/A ada_p: 0.2268
[INFO] 2021-10-21 02:17:46 > Step: 464600 Progress: 46.5% Elapsed: 4 days, 12:55:51 Gen_loss: 1.041 Dis_loss: 1.168 Cls_loss: N/A Topk: N/A ada_p: 0.2258
[INFO] 2021-10-21 02:18:59 > Step: 464700 Progress: 46.5% Elapsed: 4 days, 12:57:04 Gen_loss: 1.803 Dis_loss: 0.7149 Cls_loss: N/A Topk: N/A ada_p: 0.224
[INFO] 2021-10-21 02:20:02 > Step: 464800 Progress: 46.5% Elapsed: 4 days, 12:58:07 Gen_loss: 1.681 Dis_loss: 0.7421 Cls_loss: N/A Topk: N/A ada_p: 0.223
[INFO] 2021-10-21 02:21:05 > Step: 464900 Progress: 46.5% Elapsed: 4 days, 12:59:09 Gen_loss: 1.003 Dis_loss: 1.058 Cls_loss: N/A Topk: N/A ada_p: 0.2226
[INFO] 2021-10-21 02:22:07 > Step: 465000 Progress: 46.5% Elapsed: 4 days, 13:00:12 Gen_loss: 1.523 Dis_loss: 0.7425 Cls_loss: N/A Topk: N/A ada_p: 0.2234
[INFO] 2021-10-21 02:23:10 > Step: 465100 Progress: 46.5% Elapsed: 4 days, 13:01:14 Gen_loss: 1.869 Dis_loss: 1.168 Cls_loss: N/A Topk: N/A ada_p: 0.2262
[INFO] 2021-10-21 02:24:12 > Step: 465200 Progress: 46.5% Elapsed: 4 days, 13:02:17 Gen_loss: 0.8744 Dis_loss: 0.9958 Cls_loss: N/A Topk: N/A ada_p: 0.2267
[INFO] 2021-10-21 02:25:15 > Step: 465300 Progress: 46.5% Elapsed: 4 days, 13:03:20 Gen_loss: 1.393 Dis_loss: 0.7842 Cls_loss: N/A Topk: N/A ada_p: 0.2263
[INFO] 2021-10-21 02:26:18 > Step: 465400 Progress: 46.5% Elapsed: 4 days, 13:04:22 Gen_loss: 1.331 Dis_loss: 1.008 Cls_loss: N/A Topk: N/A ada_p: 0.2327
[INFO] 2021-10-21 02:27:30 > Step: 465500 Progress: 46.6% Elapsed: 4 days, 13:05:35 Gen_loss: 1.067 Dis_loss: 0.7751 Cls_loss: N/A Topk: N/A ada_p: 0.2309
[INFO] 2021-10-21 02:28:33 > Step: 465600 Progress: 46.6% Elapsed: 4 days, 13:06:37 Gen_loss: 1.427 Dis_loss: 0.8435 Cls_loss: N/A Topk: N/A ada_p: 0.2304
[INFO] 2021-10-21 02:29:35 > Step: 465700 Progress: 46.6% Elapsed: 4 days, 13:07:40 Gen_loss: 1.619 Dis_loss: 0.8367 Cls_loss: N/A Topk: N/A ada_p: 0.2269
[INFO] 2021-10-21 02:30:38 > Step: 465800 Progress: 46.6% Elapsed: 4 days, 13:08:43 Gen_loss: 1.574 Dis_loss: 0.7333 Cls_loss: N/A Topk: N/A ada_p: 0.2269
[INFO] 2021-10-21 02:31:41 > Step: 465900 Progress: 46.6% Elapsed: 4 days, 13:09:45 Gen_loss: 1.289 Dis_loss: 0.8667 Cls_loss: N/A Topk: N/A ada_p: 0.2285
[INFO] 2021-10-21 02:32:43 > Step: 466000 Progress: 46.6% Elapsed: 4 days, 13:10:48 Gen_loss: 1.519 Dis_loss: 0.9561 Cls_loss: N/A Topk: N/A ada_p: 0.2272
[INFO] 2021-10-21 02:33:46 > Step: 466100 Progress: 46.6% Elapsed: 4 days, 13:11:51 Gen_loss: 0.8969 Dis_loss: 0.9675 Cls_loss: N/A Topk: N/A ada_p: 0.2291
[INFO] 2021-10-21 02:34:49 > Step: 466200 Progress: 46.6% Elapsed: 4 days, 13:12:54 Gen_loss: 1.645 Dis_loss: 0.9506 Cls_loss: N/A Topk: N/A ada_p: 0.2276
[INFO] 2021-10-21 02:36:02 > Step: 466300 Progress: 46.6% Elapsed: 4 days, 13:14:07 Gen_loss: 1.334 Dis_loss: 0.6066 Cls_loss: N/A Topk: N/A ada_p: 0.2281
[INFO] 2021-10-21 02:37:04 > Step: 466400 Progress: 46.6% Elapsed: 4 days, 13:15:09 Gen_loss: 1.738 Dis_loss: 0.762 Cls_loss: N/A Topk: N/A ada_p: 0.2309
[INFO] 2021-10-21 02:38:07 > Step: 466500 Progress: 46.7% Elapsed: 4 days, 13:16:12 Gen_loss: 1.226 Dis_loss: 0.7794 Cls_loss: N/A Topk: N/A ada_p: 0.2277
[INFO] 2021-10-21 02:39:10 > Step: 466600 Progress: 46.7% Elapsed: 4 days, 13:17:15 Gen_loss: 2.343 Dis_loss: 1.182 Cls_loss: N/A Topk: N/A ada_p: 0.2218
[INFO] 2021-10-21 02:40:13 > Step: 466700 Progress: 46.7% Elapsed: 4 days, 13:18:17 Gen_loss: 1.539 Dis_loss: 1.08 Cls_loss: N/A Topk: N/A ada_p: 0.2213
[INFO] 2021-10-21 02:41:15 > Step: 466800 Progress: 46.7% Elapsed: 4 days, 13:19:20 Gen_loss: 1.064 Dis_loss: 0.904 Cls_loss: N/A Topk: N/A ada_p: 0.2208
[INFO] 2021-10-21 02:42:18 > Step: 466900 Progress: 46.7% Elapsed: 4 days, 13:20:23 Gen_loss: 0.9188 Dis_loss: 0.8658 Cls_loss: N/A Topk: N/A ada_p: 0.2212
[INFO] 2021-10-21 02:43:21 > Step: 467000 Progress: 46.7% Elapsed: 4 days, 13:21:26 Gen_loss: 1.269 Dis_loss: 0.8662 Cls_loss: N/A Topk: N/A ada_p: 0.2207
[INFO] 2021-10-21 02:44:35 > Step: 467100 Progress: 46.7% Elapsed: 4 days, 13:22:39 Gen_loss: 1.521 Dis_loss: 1.144 Cls_loss: N/A Topk: N/A ada_p: 0.2212
[INFO] 2021-10-21 02:45:37 > Step: 467200 Progress: 46.7% Elapsed: 4 days, 13:23:42 Gen_loss: 1.042 Dis_loss: 0.7274 Cls_loss: N/A Topk: N/A ada_p: 0.2214
[INFO] 2021-10-21 02:46:40 > Step: 467300 Progress: 46.7% Elapsed: 4 days, 13:24:45 Gen_loss: 1.217 Dis_loss: 1.107 Cls_loss: N/A Topk: N/A ada_p: 0.2246
[INFO] 2021-10-21 02:47:42 > Step: 467400 Progress: 46.7% Elapsed: 4 days, 13:25:47 Gen_loss: 1.044 Dis_loss: 0.7523 Cls_loss: N/A Topk: N/A ada_p: 0.2249
[INFO] 2021-10-21 02:48:45 > Step: 467500 Progress: 46.8% Elapsed: 4 days, 13:26:49 Gen_loss: 0.9048 Dis_loss: 0.7866 Cls_loss: N/A Topk: N/A ada_p: 0.2277
[INFO] 2021-10-21 02:49:47 > Step: 467600 Progress: 46.8% Elapsed: 4 days, 13:27:52 Gen_loss: 0.544 Dis_loss: 1.434 Cls_loss: N/A Topk: N/A ada_p: 0.2269
[INFO] 2021-10-21 02:50:50 > Step: 467700 Progress: 46.8% Elapsed: 4 days, 13:28:55 Gen_loss: 0.9072 Dis_loss: 0.8069 Cls_loss: N/A Topk: N/A ada_p: 0.2253
[INFO] 2021-10-21 02:51:52 > Step: 467800 Progress: 46.8% Elapsed: 4 days, 13:29:57 Gen_loss: 1.558 Dis_loss: 1.264 Cls_loss: N/A Topk: N/A ada_p: 0.2248
[INFO] 2021-10-21 02:53:05 > Step: 467900 Progress: 46.8% Elapsed: 4 days, 13:31:10 Gen_loss: 1.254 Dis_loss: 0.9936 Cls_loss: N/A Topk: N/A ada_p: 0.2266
[INFO] 2021-10-21 02:54:07 > Step: 468000 Progress: 46.8% Elapsed: 4 days, 13:32:12 Gen_loss: 1.359 Dis_loss: 0.7289 Cls_loss: N/A Topk: N/A ada_p: 0.2273
[INFO] 2021-10-21 02:55:10 > Step: 468100 Progress: 46.8% Elapsed: 4 days, 13:33:15 Gen_loss: 1.874 Dis_loss: 0.9711 Cls_loss: N/A Topk: N/A ada_p: 0.231
[INFO] 2021-10-21 02:56:12 > Step: 468200 Progress: 46.8% Elapsed: 4 days, 13:34:17 Gen_loss: 1.809 Dis_loss: 1.026 Cls_loss: N/A Topk: N/A ada_p: 0.2305
[INFO] 2021-10-21 02:57:15 > Step: 468300 Progress: 46.8% Elapsed: 4 days, 13:35:19 Gen_loss: 2.037 Dis_loss: 0.8383 Cls_loss: N/A Topk: N/A ada_p: 0.2313
[INFO] 2021-10-21 02:58:17 > Step: 468400 Progress: 46.8% Elapsed: 4 days, 13:36:22 Gen_loss: 1.896 Dis_loss: 1.015 Cls_loss: N/A Topk: N/A ada_p: 0.2264
[INFO] 2021-10-21 02:59:20 > Step: 468500 Progress: 46.9% Elapsed: 4 days, 13:37:24 Gen_loss: 0.8646 Dis_loss: 0.6778 Cls_loss: N/A Topk: N/A ada_p: 0.225
[INFO] 2021-10-21 03:00:22 > Step: 468600 Progress: 46.9% Elapsed: 4 days, 13:38:27 Gen_loss: 1.727 Dis_loss: 0.9911 Cls_loss: N/A Topk: N/A ada_p: 0.2255
[INFO] 2021-10-21 03:01:34 > Step: 468700 Progress: 46.9% Elapsed: 4 days, 13:39:39 Gen_loss: 1.296 Dis_loss: 0.9037 Cls_loss: N/A Topk: N/A ada_p: 0.224
[INFO] 2021-10-21 03:02:37 > Step: 468800 Progress: 46.9% Elapsed: 4 days, 13:40:42 Gen_loss: 1.508 Dis_loss: 0.7541 Cls_loss: N/A Topk: N/A ada_p: 0.2294
[INFO] 2021-10-21 03:03:40 > Step: 468900 Progress: 46.9% Elapsed: 4 days, 13:41:44 Gen_loss: 1.981 Dis_loss: 1.165 Cls_loss: N/A Topk: N/A ada_p: 0.2293
[INFO] 2021-10-21 03:04:43 > Step: 469000 Progress: 46.9% Elapsed: 4 days, 13:42:47 Gen_loss: 1.094 Dis_loss: 1.279 Cls_loss: N/A Topk: N/A ada_p: 0.229
[INFO] 2021-10-21 03:05:45 > Step: 469100 Progress: 46.9% Elapsed: 4 days, 13:43:50 Gen_loss: 0.9728 Dis_loss: 0.702 Cls_loss: N/A Topk: N/A ada_p: 0.2318
[INFO] 2021-10-21 03:06:47 > Step: 469200 Progress: 46.9% Elapsed: 4 days, 13:44:52 Gen_loss: 0.9742 Dis_loss: 0.6849 Cls_loss: N/A Topk: N/A ada_p: 0.2346
[INFO] 2021-10-21 03:07:50 > Step: 469300 Progress: 46.9% Elapsed: 4 days, 13:45:55 Gen_loss: 1.3 Dis_loss: 1.23 Cls_loss: N/A Topk: N/A ada_p: 0.234
[INFO] 2021-10-21 03:09:03 > Step: 469400 Progress: 46.9% Elapsed: 4 days, 13:47:08 Gen_loss: 1.075 Dis_loss: 0.76 Cls_loss: N/A Topk: N/A ada_p: 0.233
[INFO] 2021-10-21 03:10:06 > Step: 469500 Progress: 46.9% Elapsed: 4 days, 13:48:11 Gen_loss: 2.23 Dis_loss: 0.9102 Cls_loss: N/A Topk: N/A ada_p: 0.2299
[INFO] 2021-10-21 03:11:09 > Step: 469600 Progress: 47.0% Elapsed: 4 days, 13:49:14 Gen_loss: 1.484 Dis_loss: 0.957 Cls_loss: N/A Topk: N/A ada_p: 0.2296
[INFO] 2021-10-21 03:12:12 > Step: 469700 Progress: 47.0% Elapsed: 4 days, 13:50:17 Gen_loss: 0.9661 Dis_loss: 1.176 Cls_loss: N/A Topk: N/A ada_p: 0.2321
[INFO] 2021-10-21 03:13:14 > Step: 469800 Progress: 47.0% Elapsed: 4 days, 13:51:19 Gen_loss: 1.712 Dis_loss: 0.7234 Cls_loss: N/A Topk: N/A ada_p: 0.2287
[INFO] 2021-10-21 03:14:17 > Step: 469900 Progress: 47.0% Elapsed: 4 days, 13:52:21 Gen_loss: 1.127 Dis_loss: 0.8637 Cls_loss: N/A Topk: N/A ada_p: 0.2229
[INFO] 2021-10-21 03:15:19 > Step: 470000 Progress: 47.0% Elapsed: 4 days, 13:53:24 Gen_loss: 1.209 Dis_loss: 0.7192 Cls_loss: N/A Topk: N/A ada_p: 0.2213
[INFO] 2021-10-21 03:15:19 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-21 03:15:19 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_470000.png
[INFO] 2021-10-21 03:15:19 > Start Evaluation (470000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-21 03:15:19 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-21 03:20:50 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-21 03:26:27 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-21 03:48:05 > Inception score (Step: 470000, 50000 generated images): 10.451889038085938
[INFO] 2021-10-21 03:48:05 > FID score (Step: 470000, Using train moments): 2.7235464316933076
[INFO] 2021-10-21 03:48:05 > Improved Precision (Step: 470000, Using train images): 0.74636
[INFO] 2021-10-21 03:48:05 > Improved Recall (Step: 470000, Using train images): 0.67536
[INFO] 2021-10-21 03:48:05 > Density (Step: 470000, Using train images): 1.0550760000000001
[INFO] 2021-10-21 03:48:05 > Coverage (Step: 470000, Using train images): 0.92122
[INFO] 2021-10-21 03:48:05 > Best FID score (Step: 470000, Using train moments): 2.7235464316933076
[INFO] 2021-10-21 03:48:26 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-21 03:49:27 > Step: 470100 Progress: 47.0% Elapsed: 4 days, 14:27:31 Gen_loss: 14.01 Dis_loss: 0.9767 Cls_loss: N/A Topk: N/A ada_p: 0.2266
[INFO] 2021-10-21 03:50:46 > Step: 470200 Progress: 47.0% Elapsed: 4 days, 14:28:50 Gen_loss: 0.8221 Dis_loss: 0.8571 Cls_loss: N/A Topk: N/A ada_p: 0.225
[INFO] 2021-10-21 03:51:48 > Step: 470300 Progress: 47.0% Elapsed: 4 days, 14:29:52 Gen_loss: 1.46 Dis_loss: 0.669 Cls_loss: N/A Topk: N/A ada_p: 0.2232
[INFO] 2021-10-21 03:52:50 > Step: 470400 Progress: 47.0% Elapsed: 4 days, 14:30:55 Gen_loss: 1.427 Dis_loss: 1.239 Cls_loss: N/A Topk: N/A ada_p: 0.2273
[INFO] 2021-10-21 03:53:52 > Step: 470500 Progress: 47.0% Elapsed: 4 days, 14:31:57 Gen_loss: 1.301 Dis_loss: 0.913 Cls_loss: N/A Topk: N/A ada_p: 0.2264
[INFO] 2021-10-21 03:54:54 > Step: 470600 Progress: 47.1% Elapsed: 4 days, 14:32:59 Gen_loss: 1.071 Dis_loss: 1.064 Cls_loss: N/A Topk: N/A ada_p: 0.2282
[INFO] 2021-10-21 03:55:57 > Step: 470700 Progress: 47.1% Elapsed: 4 days, 14:34:01 Gen_loss: 1.495 Dis_loss: 0.8851 Cls_loss: N/A Topk: N/A ada_p: 0.2277
[INFO] 2021-10-21 03:56:59 > Step: 470800 Progress: 47.1% Elapsed: 4 days, 14:35:04 Gen_loss: 0.8218 Dis_loss: 0.8108 Cls_loss: N/A Topk: N/A ada_p: 0.2262
[INFO] 2021-10-21 03:58:01 > Step: 470900 Progress: 47.1% Elapsed: 4 days, 14:36:06 Gen_loss: 1.141 Dis_loss: 0.9584 Cls_loss: N/A Topk: N/A ada_p: 0.2273
[INFO] 2021-10-21 03:59:14 > Step: 471000 Progress: 47.1% Elapsed: 4 days, 14:37:18 Gen_loss: 1.295 Dis_loss: 0.9748 Cls_loss: N/A Topk: N/A ada_p: 0.2263
[INFO] 2021-10-21 04:00:16 > Step: 471100 Progress: 47.1% Elapsed: 4 days, 14:38:21 Gen_loss: 1.286 Dis_loss: 0.9459 Cls_loss: N/A Topk: N/A ada_p: 0.2281
[INFO] 2021-10-21 04:01:19 > Step: 471200 Progress: 47.1% Elapsed: 4 days, 14:39:23 Gen_loss: 1.903 Dis_loss: 0.8585 Cls_loss: N/A Topk: N/A ada_p: 0.2309
[INFO] 2021-10-21 04:02:21 > Step: 471300 Progress: 47.1% Elapsed: 4 days, 14:40:26 Gen_loss: 1.485 Dis_loss: 0.9726 Cls_loss: N/A Topk: N/A ada_p: 0.2293
[INFO] 2021-10-21 04:03:23 > Step: 471400 Progress: 47.1% Elapsed: 4 days, 14:41:28 Gen_loss: 1.86 Dis_loss: 1.009 Cls_loss: N/A Topk: N/A ada_p: 0.229
[INFO] 2021-10-21 04:04:26 > Step: 471500 Progress: 47.1% Elapsed: 4 days, 14:42:30 Gen_loss: 1.453 Dis_loss: 0.8769 Cls_loss: N/A Topk: N/A ada_p: 0.2287
[INFO] 2021-10-21 04:05:28 > Step: 471600 Progress: 47.2% Elapsed: 4 days, 14:43:33 Gen_loss: 1.184 Dis_loss: 0.5105 Cls_loss: N/A Topk: N/A ada_p: 0.2293
[INFO] 2021-10-21 04:06:31 > Step: 471700 Progress: 47.2% Elapsed: 4 days, 14:44:35 Gen_loss: 1.132 Dis_loss: 0.9064 Cls_loss: N/A Topk: N/A ada_p: 0.2276
[INFO] 2021-10-21 04:07:43 > Step: 471800 Progress: 47.2% Elapsed: 4 days, 14:45:48 Gen_loss: 2.384 Dis_loss: 1.109 Cls_loss: N/A Topk: N/A ada_p: 0.2273
[INFO] 2021-10-21 04:08:45 > Step: 471900 Progress: 47.2% Elapsed: 4 days, 14:46:50 Gen_loss: 1.08 Dis_loss: 0.6845 Cls_loss: N/A Topk: N/A ada_p: 0.2325
[INFO] 2021-10-21 04:09:47 > Step: 472000 Progress: 47.2% Elapsed: 4 days, 14:47:52 Gen_loss: 1.517 Dis_loss: 0.9592 Cls_loss: N/A Topk: N/A ada_p: 0.2345
[INFO] 2021-10-21 04:10:50 > Step: 472100 Progress: 47.2% Elapsed: 4 days, 14:48:54 Gen_loss: 1.797 Dis_loss: 0.9288 Cls_loss: N/A Topk: N/A ada_p: 0.2331
[INFO] 2021-10-21 04:11:52 > Step: 472200 Progress: 47.2% Elapsed: 4 days, 14:49:57 Gen_loss: 1.438 Dis_loss: 0.9355 Cls_loss: N/A Topk: N/A ada_p: 0.2298
[INFO] 2021-10-21 04:12:54 > Step: 472300 Progress: 47.2% Elapsed: 4 days, 14:50:59 Gen_loss: 1.688 Dis_loss: 0.8884 Cls_loss: N/A Topk: N/A ada_p: 0.2282
[INFO] 2021-10-21 04:13:57 > Step: 472400 Progress: 47.2% Elapsed: 4 days, 14:52:01 Gen_loss: 1.749 Dis_loss: 0.7009 Cls_loss: N/A Topk: N/A ada_p: 0.2272
[INFO] 2021-10-21 04:14:59 > Step: 472500 Progress: 47.2% Elapsed: 4 days, 14:53:04 Gen_loss: 1.395 Dis_loss: 0.8099 Cls_loss: N/A Topk: N/A ada_p: 0.2245
[INFO] 2021-10-21 04:16:11 > Step: 472600 Progress: 47.3% Elapsed: 4 days, 14:54:16 Gen_loss: 1.976 Dis_loss: 1.366 Cls_loss: N/A Topk: N/A ada_p: 0.2261
[INFO] 2021-10-21 04:17:14 > Step: 472700 Progress: 47.3% Elapsed: 4 days, 14:55:18 Gen_loss: 0.9773 Dis_loss: 0.8497 Cls_loss: N/A Topk: N/A ada_p: 0.2248
[INFO] 2021-10-21 04:18:16 > Step: 472800 Progress: 47.3% Elapsed: 4 days, 14:56:21 Gen_loss: 0.7538 Dis_loss: 1.122 Cls_loss: N/A Topk: N/A ada_p: 0.2255
[INFO] 2021-10-21 04:19:18 > Step: 472900 Progress: 47.3% Elapsed: 4 days, 14:57:23 Gen_loss: 1.624 Dis_loss: 0.9747 Cls_loss: N/A Topk: N/A ada_p: 0.2295
[INFO] 2021-10-21 04:20:21 > Step: 473000 Progress: 47.3% Elapsed: 4 days, 14:58:25 Gen_loss: 1.47 Dis_loss: 0.8785 Cls_loss: N/A Topk: N/A ada_p: 0.2285
[INFO] 2021-10-21 04:21:23 > Step: 473100 Progress: 47.3% Elapsed: 4 days, 14:59:27 Gen_loss: 1.324 Dis_loss: 0.7896 Cls_loss: N/A Topk: N/A ada_p: 0.228
[INFO] 2021-10-21 04:22:25 > Step: 473200 Progress: 47.3% Elapsed: 4 days, 15:00:30 Gen_loss: 0.5199 Dis_loss: 1.265 Cls_loss: N/A Topk: N/A ada_p: 0.2275
[INFO] 2021-10-21 04:23:38 > Step: 473300 Progress: 47.3% Elapsed: 4 days, 15:01:42 Gen_loss: 0.9425 Dis_loss: 0.9425 Cls_loss: N/A Topk: N/A ada_p: 0.225
[INFO] 2021-10-21 04:24:40 > Step: 473400 Progress: 47.3% Elapsed: 4 days, 15:02:45 Gen_loss: 1.88 Dis_loss: 0.9218 Cls_loss: N/A Topk: N/A ada_p: 0.2243
[INFO] 2021-10-21 04:25:43 > Step: 473500 Progress: 47.3% Elapsed: 4 days, 15:03:47 Gen_loss: 1.622 Dis_loss: 0.8523 Cls_loss: N/A Topk: N/A ada_p: 0.2209
[INFO] 2021-10-21 04:26:45 > Step: 473600 Progress: 47.4% Elapsed: 4 days, 15:04:50 Gen_loss: 1.12 Dis_loss: 0.9851 Cls_loss: N/A Topk: N/A ada_p: 0.2214
[INFO] 2021-10-21 04:27:47 > Step: 473700 Progress: 47.4% Elapsed: 4 days, 15:05:52 Gen_loss: 1.178 Dis_loss: 1.057 Cls_loss: N/A Topk: N/A ada_p: 0.2244
[INFO] 2021-10-21 04:28:51 > Step: 473800 Progress: 47.4% Elapsed: 4 days, 15:06:55 Gen_loss: 1.416 Dis_loss: 0.9381 Cls_loss: N/A Topk: N/A ada_p: 0.2262
[INFO] 2021-10-21 04:29:53 > Step: 473900 Progress: 47.4% Elapsed: 4 days, 15:07:58 Gen_loss: 1.538 Dis_loss: 0.5907 Cls_loss: N/A Topk: N/A ada_p: 0.2267
[INFO] 2021-10-21 04:30:55 > Step: 474000 Progress: 47.4% Elapsed: 4 days, 15:09:00 Gen_loss: 1.396 Dis_loss: 1.247 Cls_loss: N/A Topk: N/A ada_p: 0.2267
[INFO] 2021-10-21 04:32:08 > Step: 474100 Progress: 47.4% Elapsed: 4 days, 15:10:12 Gen_loss: 1.587 Dis_loss: 0.8452 Cls_loss: N/A Topk: N/A ada_p: 0.2273
[INFO] 2021-10-21 04:33:10 > Step: 474200 Progress: 47.4% Elapsed: 4 days, 15:11:15 Gen_loss: 1.854 Dis_loss: 0.8556 Cls_loss: N/A Topk: N/A ada_p: 0.2304
[INFO] 2021-10-21 04:34:14 > Step: 474300 Progress: 47.4% Elapsed: 4 days, 15:12:19 Gen_loss: 0.8107 Dis_loss: 0.8666 Cls_loss: N/A Topk: N/A ada_p: 0.2322
[INFO] 2021-10-21 04:35:17 > Step: 474400 Progress: 47.4% Elapsed: 4 days, 15:13:22 Gen_loss: 1.727 Dis_loss: 1.021 Cls_loss: N/A Topk: N/A ada_p: 0.2312
[INFO] 2021-10-21 04:36:20 > Step: 474500 Progress: 47.4% Elapsed: 4 days, 15:14:25 Gen_loss: 1.648 Dis_loss: 0.839 Cls_loss: N/A Topk: N/A ada_p: 0.2295
[INFO] 2021-10-21 04:37:23 > Step: 474600 Progress: 47.5% Elapsed: 4 days, 15:15:27 Gen_loss: 1.194 Dis_loss: 0.9638 Cls_loss: N/A Topk: N/A ada_p: 0.2241
[INFO] 2021-10-21 04:38:25 > Step: 474700 Progress: 47.5% Elapsed: 4 days, 15:16:30 Gen_loss: 1.616 Dis_loss: 1.002 Cls_loss: N/A Topk: N/A ada_p: 0.2236
[INFO] 2021-10-21 04:39:28 > Step: 474800 Progress: 47.5% Elapsed: 4 days, 15:17:33 Gen_loss: 1.412 Dis_loss: 1.058 Cls_loss: N/A Topk: N/A ada_p: 0.2234
[INFO] 2021-10-21 04:40:41 > Step: 474900 Progress: 47.5% Elapsed: 4 days, 15:18:46 Gen_loss: 1.117 Dis_loss: 0.7441 Cls_loss: N/A Topk: N/A ada_p: 0.2197
[INFO] 2021-10-21 04:41:44 > Step: 475000 Progress: 47.5% Elapsed: 4 days, 15:19:48 Gen_loss: 1.107 Dis_loss: 1.024 Cls_loss: N/A Topk: N/A ada_p: 0.2207
[INFO] 2021-10-21 04:42:47 > Step: 475100 Progress: 47.5% Elapsed: 4 days, 15:20:51 Gen_loss: 1.999 Dis_loss: 0.6055 Cls_loss: N/A Topk: N/A ada_p: 0.224
[INFO] 2021-10-21 04:43:49 > Step: 475200 Progress: 47.5% Elapsed: 4 days, 15:21:54 Gen_loss: 1.749 Dis_loss: 0.9955 Cls_loss: N/A Topk: N/A ada_p: 0.223
[INFO] 2021-10-21 04:44:52 > Step: 475300 Progress: 47.5% Elapsed: 4 days, 15:22:57 Gen_loss: 1.641 Dis_loss: 0.675 Cls_loss: N/A Topk: N/A ada_p: 0.2216
[INFO] 2021-10-21 04:45:55 > Step: 475400 Progress: 47.5% Elapsed: 4 days, 15:23:59 Gen_loss: 1.272 Dis_loss: 0.9716 Cls_loss: N/A Topk: N/A ada_p: 0.2231
[INFO] 2021-10-21 04:46:58 > Step: 475500 Progress: 47.5% Elapsed: 4 days, 15:25:02 Gen_loss: 0.8253 Dis_loss: 1.08 Cls_loss: N/A Topk: N/A ada_p: 0.2249
[INFO] 2021-10-21 04:48:00 > Step: 475600 Progress: 47.6% Elapsed: 4 days, 15:26:05 Gen_loss: 1.24 Dis_loss: 0.7102 Cls_loss: N/A Topk: N/A ada_p: 0.2246
[INFO] 2021-10-21 04:49:13 > Step: 475700 Progress: 47.6% Elapsed: 4 days, 15:27:18 Gen_loss: 1.374 Dis_loss: 0.7122 Cls_loss: N/A Topk: N/A ada_p: 0.2207
[INFO] 2021-10-21 04:50:15 > Step: 475800 Progress: 47.6% Elapsed: 4 days, 15:28:20 Gen_loss: 1.495 Dis_loss: 0.7577 Cls_loss: N/A Topk: N/A ada_p: 0.2189
[INFO] 2021-10-21 04:51:18 > Step: 475900 Progress: 47.6% Elapsed: 4 days, 15:29:23 Gen_loss: 1.021 Dis_loss: 0.8887 Cls_loss: N/A Topk: N/A ada_p: 0.2217
[INFO] 2021-10-21 04:52:20 > Step: 476000 Progress: 47.6% Elapsed: 4 days, 15:30:25 Gen_loss: 0.6389 Dis_loss: 1.162 Cls_loss: N/A Topk: N/A ada_p: 0.2214
[INFO] 2021-10-21 04:53:23 > Step: 476100 Progress: 47.6% Elapsed: 4 days, 15:31:28 Gen_loss: 1.51 Dis_loss: 0.9537 Cls_loss: N/A Topk: N/A ada_p: 0.2198
[INFO] 2021-10-21 04:54:26 > Step: 476200 Progress: 47.6% Elapsed: 4 days, 15:32:30 Gen_loss: 1.275 Dis_loss: 0.8126 Cls_loss: N/A Topk: N/A ada_p: 0.2216
[INFO] 2021-10-21 04:55:28 > Step: 476300 Progress: 47.6% Elapsed: 4 days, 15:33:33 Gen_loss: 0.8172 Dis_loss: 1.15 Cls_loss: N/A Topk: N/A ada_p: 0.2241
[INFO] 2021-10-21 04:56:30 > Step: 476400 Progress: 47.6% Elapsed: 4 days, 15:34:35 Gen_loss: 0.7311 Dis_loss: 0.988 Cls_loss: N/A Topk: N/A ada_p: 0.2241
[INFO] 2021-10-21 04:57:43 > Step: 476500 Progress: 47.6% Elapsed: 4 days, 15:35:48 Gen_loss: 1.485 Dis_loss: 0.8314 Cls_loss: N/A Topk: N/A ada_p: 0.2235
[INFO] 2021-10-21 04:58:46 > Step: 476600 Progress: 47.7% Elapsed: 4 days, 15:36:51 Gen_loss: 1.724 Dis_loss: 0.6591 Cls_loss: N/A Topk: N/A ada_p: 0.225
[INFO] 2021-10-21 04:59:48 > Step: 476700 Progress: 47.7% Elapsed: 4 days, 15:37:53 Gen_loss: 1.588 Dis_loss: 0.7321 Cls_loss: N/A Topk: N/A ada_p: 0.2268
[INFO] 2021-10-21 05:00:52 > Step: 476800 Progress: 47.7% Elapsed: 4 days, 15:38:56 Gen_loss: 2.148 Dis_loss: 1.002 Cls_loss: N/A Topk: N/A ada_p: 0.2253
[INFO] 2021-10-21 05:01:54 > Step: 476900 Progress: 47.7% Elapsed: 4 days, 15:39:59 Gen_loss: 1.626 Dis_loss: 0.833 Cls_loss: N/A Topk: N/A ada_p: 0.2218
[INFO] 2021-10-21 05:02:57 > Step: 477000 Progress: 47.7% Elapsed: 4 days, 15:41:01 Gen_loss: 1.448 Dis_loss: 0.8653 Cls_loss: N/A Topk: N/A ada_p: 0.2231
[INFO] 2021-10-21 05:03:59 > Step: 477100 Progress: 47.7% Elapsed: 4 days, 15:42:04 Gen_loss: 1.098 Dis_loss: 1.065 Cls_loss: N/A Topk: N/A ada_p: 0.2226
[INFO] 2021-10-21 05:05:12 > Step: 477200 Progress: 47.7% Elapsed: 4 days, 15:43:17 Gen_loss: 1.182 Dis_loss: 1.319 Cls_loss: N/A Topk: N/A ada_p: 0.2221
[INFO] 2021-10-21 05:06:14 > Step: 477300 Progress: 47.7% Elapsed: 4 days, 15:44:19 Gen_loss: 1.486 Dis_loss: 1.218 Cls_loss: N/A Topk: N/A ada_p: 0.2225
[INFO] 2021-10-21 05:07:16 > Step: 477400 Progress: 47.7% Elapsed: 4 days, 15:45:21 Gen_loss: 1.44 Dis_loss: 1.068 Cls_loss: N/A Topk: N/A ada_p: 0.2266
[INFO] 2021-10-21 05:08:19 > Step: 477500 Progress: 47.8% Elapsed: 4 days, 15:46:23 Gen_loss: 1.894 Dis_loss: 0.7031 Cls_loss: N/A Topk: N/A ada_p: 0.2291
[INFO] 2021-10-21 05:09:21 > Step: 477600 Progress: 47.8% Elapsed: 4 days, 15:47:26 Gen_loss: 1.493 Dis_loss: 0.4762 Cls_loss: N/A Topk: N/A ada_p: 0.2276
[INFO] 2021-10-21 05:10:24 > Step: 477700 Progress: 47.8% Elapsed: 4 days, 15:48:28 Gen_loss: 1.192 Dis_loss: 0.7582 Cls_loss: N/A Topk: N/A ada_p: 0.2226
[INFO] 2021-10-21 05:11:26 > Step: 477800 Progress: 47.8% Elapsed: 4 days, 15:49:31 Gen_loss: 1.316 Dis_loss: 0.9236 Cls_loss: N/A Topk: N/A ada_p: 0.2229
[INFO] 2021-10-21 05:12:28 > Step: 477900 Progress: 47.8% Elapsed: 4 days, 15:50:33 Gen_loss: 1.247 Dis_loss: 0.6958 Cls_loss: N/A Topk: N/A ada_p: 0.2234
[INFO] 2021-10-21 05:13:40 > Step: 478000 Progress: 47.8% Elapsed: 4 days, 15:51:45 Gen_loss: 1.013 Dis_loss: 0.8556 Cls_loss: N/A Topk: N/A ada_p: 0.2226
[INFO] 2021-10-21 05:14:43 > Step: 478100 Progress: 47.8% Elapsed: 4 days, 15:52:47 Gen_loss: 1.214 Dis_loss: 0.7868 Cls_loss: N/A Topk: N/A ada_p: 0.2266
[INFO] 2021-10-21 05:15:45 > Step: 478200 Progress: 47.8% Elapsed: 4 days, 15:53:50 Gen_loss: 1.002 Dis_loss: 0.7336 Cls_loss: N/A Topk: N/A ada_p: 0.225
[INFO] 2021-10-21 05:16:48 > Step: 478300 Progress: 47.8% Elapsed: 4 days, 15:54:52 Gen_loss: 0.913 Dis_loss: 0.8436 Cls_loss: N/A Topk: N/A ada_p: 0.2266
[INFO] 2021-10-21 05:17:50 > Step: 478400 Progress: 47.8% Elapsed: 4 days, 15:55:55 Gen_loss: 1.644 Dis_loss: 1.159 Cls_loss: N/A Topk: N/A ada_p: 0.225
[INFO] 2021-10-21 05:18:53 > Step: 478500 Progress: 47.9% Elapsed: 4 days, 15:56:57 Gen_loss: 0.5636 Dis_loss: 1.005 Cls_loss: N/A Topk: N/A ada_p: 0.2259
[INFO] 2021-10-21 05:19:55 > Step: 478600 Progress: 47.9% Elapsed: 4 days, 15:58:00 Gen_loss: 1.527 Dis_loss: 0.7305 Cls_loss: N/A Topk: N/A ada_p: 0.2254
[INFO] 2021-10-21 05:20:57 > Step: 478700 Progress: 47.9% Elapsed: 4 days, 15:59:02 Gen_loss: 1.82 Dis_loss: 0.8578 Cls_loss: N/A Topk: N/A ada_p: 0.2239
[INFO] 2021-10-21 05:22:10 > Step: 478800 Progress: 47.9% Elapsed: 4 days, 16:00:14 Gen_loss: 2.256 Dis_loss: 0.7463 Cls_loss: N/A Topk: N/A ada_p: 0.2254
[INFO] 2021-10-21 05:23:12 > Step: 478900 Progress: 47.9% Elapsed: 4 days, 16:01:17 Gen_loss: 1.205 Dis_loss: 1.136 Cls_loss: N/A Topk: N/A ada_p: 0.2248
[INFO] 2021-10-21 05:24:15 > Step: 479000 Progress: 47.9% Elapsed: 4 days, 16:02:19 Gen_loss: 1.442 Dis_loss: 0.9445 Cls_loss: N/A Topk: N/A ada_p: 0.2263
[INFO] 2021-10-21 05:25:17 > Step: 479100 Progress: 47.9% Elapsed: 4 days, 16:03:22 Gen_loss: 1.612 Dis_loss: 0.7751 Cls_loss: N/A Topk: N/A ada_p: 0.2261
[INFO] 2021-10-21 05:26:20 > Step: 479200 Progress: 47.9% Elapsed: 4 days, 16:04:24 Gen_loss: 0.7166 Dis_loss: 0.8655 Cls_loss: N/A Topk: N/A ada_p: 0.2325
[INFO] 2021-10-21 05:27:22 > Step: 479300 Progress: 47.9% Elapsed: 4 days, 16:05:27 Gen_loss: 1.619 Dis_loss: 0.7607 Cls_loss: N/A Topk: N/A ada_p: 0.2328
[INFO] 2021-10-21 05:28:25 > Step: 479400 Progress: 47.9% Elapsed: 4 days, 16:06:29 Gen_loss: 0.8571 Dis_loss: 1.206 Cls_loss: N/A Topk: N/A ada_p: 0.231
[INFO] 2021-10-21 05:29:27 > Step: 479500 Progress: 47.9% Elapsed: 4 days, 16:07:32 Gen_loss: 1.086 Dis_loss: 0.8036 Cls_loss: N/A Topk: N/A ada_p: 0.2262
[INFO] 2021-10-21 05:30:39 > Step: 479600 Progress: 48.0% Elapsed: 4 days, 16:08:44 Gen_loss: 1.977 Dis_loss: 0.6593 Cls_loss: N/A Topk: N/A ada_p: 0.2275
[INFO] 2021-10-21 05:31:42 > Step: 479700 Progress: 48.0% Elapsed: 4 days, 16:09:47 Gen_loss: 1.358 Dis_loss: 0.7997 Cls_loss: N/A Topk: N/A ada_p: 0.225
[INFO] 2021-10-21 05:32:45 > Step: 479800 Progress: 48.0% Elapsed: 4 days, 16:10:49 Gen_loss: 1.669 Dis_loss: 0.6154 Cls_loss: N/A Topk: N/A ada_p: 0.2227
[INFO] 2021-10-21 05:33:47 > Step: 479900 Progress: 48.0% Elapsed: 4 days, 16:11:52 Gen_loss: 1.833 Dis_loss: 0.7558 Cls_loss: N/A Topk: N/A ada_p: 0.2179
[INFO] 2021-10-21 05:34:51 > Step: 480000 Progress: 48.0% Elapsed: 4 days, 16:12:56 Gen_loss: 1.008 Dis_loss: 0.6031 Cls_loss: N/A Topk: N/A ada_p: 0.2158
[INFO] 2021-10-21 05:34:51 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-21 05:34:52 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_480000.png
[INFO] 2021-10-21 05:34:52 > Start Evaluation (480000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-21 05:34:52 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-21 05:40:22 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-21 05:46:00 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-21 06:07:57 > Inception score (Step: 480000, 50000 generated images): 10.39351749420166
[INFO] 2021-10-21 06:07:57 > FID score (Step: 480000, Using train moments): 2.6960119470749078
[INFO] 2021-10-21 06:07:57 > Improved Precision (Step: 480000, Using train images): 0.74294
[INFO] 2021-10-21 06:07:57 > Improved Recall (Step: 480000, Using train images): 0.67882
[INFO] 2021-10-21 06:07:57 > Density (Step: 480000, Using train images): 1.033616
[INFO] 2021-10-21 06:07:57 > Coverage (Step: 480000, Using train images): 0.91866
[INFO] 2021-10-21 06:07:57 > Best FID score (Step: 480000, Using train moments): 2.6960119470749078
[INFO] 2021-10-21 06:08:18 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-21 06:09:19 > Step: 480100 Progress: 48.0% Elapsed: 4 days, 16:47:24 Gen_loss: 1.38 Dis_loss: 0.6643 Cls_loss: N/A Topk: N/A ada_p: 0.2177
[INFO] 2021-10-21 06:10:22 > Step: 480200 Progress: 48.0% Elapsed: 4 days, 16:48:26 Gen_loss: 1.101 Dis_loss: 0.9336 Cls_loss: N/A Topk: N/A ada_p: 0.2208
[INFO] 2021-10-21 06:11:25 > Step: 480300 Progress: 48.0% Elapsed: 4 days, 16:49:29 Gen_loss: 1.524 Dis_loss: 0.8171 Cls_loss: N/A Topk: N/A ada_p: 0.2195
[INFO] 2021-10-21 06:12:44 > Step: 480400 Progress: 48.0% Elapsed: 4 days, 16:50:48 Gen_loss: 1.525 Dis_loss: 0.9584 Cls_loss: N/A Topk: N/A ada_p: 0.2208
[INFO] 2021-10-21 06:13:47 > Step: 480500 Progress: 48.0% Elapsed: 4 days, 16:51:52 Gen_loss: 1.395 Dis_loss: 1.217 Cls_loss: N/A Topk: N/A ada_p: 0.2202
[INFO] 2021-10-21 06:14:50 > Step: 480600 Progress: 48.1% Elapsed: 4 days, 16:52:54 Gen_loss: 1.201 Dis_loss: 0.8656 Cls_loss: N/A Topk: N/A ada_p: 0.2197
[INFO] 2021-10-21 06:15:52 > Step: 480700 Progress: 48.1% Elapsed: 4 days, 16:53:57 Gen_loss: 1.366 Dis_loss: 0.9835 Cls_loss: N/A Topk: N/A ada_p: 0.2209
[INFO] 2021-10-21 06:16:55 > Step: 480800 Progress: 48.1% Elapsed: 4 days, 16:55:00 Gen_loss: 1.181 Dis_loss: 1.234 Cls_loss: N/A Topk: N/A ada_p: 0.225
[INFO] 2021-10-21 06:17:58 > Step: 480900 Progress: 48.1% Elapsed: 4 days, 16:56:02 Gen_loss: 1.536 Dis_loss: 0.8032 Cls_loss: N/A Topk: N/A ada_p: 0.2244
[INFO] 2021-10-21 06:19:01 > Step: 481000 Progress: 48.1% Elapsed: 4 days, 16:57:05 Gen_loss: 1.712 Dis_loss: 1.034 Cls_loss: N/A Topk: N/A ada_p: 0.2295
[INFO] 2021-10-21 06:20:14 > Step: 481100 Progress: 48.1% Elapsed: 4 days, 16:58:18 Gen_loss: 1.339 Dis_loss: 0.8289 Cls_loss: N/A Topk: N/A ada_p: 0.229
[INFO] 2021-10-21 06:21:16 > Step: 481200 Progress: 48.1% Elapsed: 4 days, 16:59:21 Gen_loss: 1.005 Dis_loss: 1.184 Cls_loss: N/A Topk: N/A ada_p: 0.2275
[INFO] 2021-10-21 06:22:19 > Step: 481300 Progress: 48.1% Elapsed: 4 days, 17:00:24 Gen_loss: 1.169 Dis_loss: 0.7551 Cls_loss: N/A Topk: N/A ada_p: 0.2291
[INFO] 2021-10-21 06:23:23 > Step: 481400 Progress: 48.1% Elapsed: 4 days, 17:01:27 Gen_loss: 1.478 Dis_loss: 0.7006 Cls_loss: N/A Topk: N/A ada_p: 0.2291
[INFO] 2021-10-21 06:24:25 > Step: 481500 Progress: 48.1% Elapsed: 4 days, 17:02:30 Gen_loss: 1.406 Dis_loss: 1.322 Cls_loss: N/A Topk: N/A ada_p: 0.2276
[INFO] 2021-10-21 06:25:28 > Step: 481600 Progress: 48.2% Elapsed: 4 days, 17:03:32 Gen_loss: 1.316 Dis_loss: 0.7458 Cls_loss: N/A Topk: N/A ada_p: 0.2258
[INFO] 2021-10-21 06:26:31 > Step: 481700 Progress: 48.2% Elapsed: 4 days, 17:04:35 Gen_loss: 1.696 Dis_loss: 0.9046 Cls_loss: N/A Topk: N/A ada_p: 0.2241
[INFO] 2021-10-21 06:27:34 > Step: 481800 Progress: 48.2% Elapsed: 4 days, 17:05:38 Gen_loss: 1.047 Dis_loss: 0.7315 Cls_loss: N/A Topk: N/A ada_p: 0.2269
[INFO] 2021-10-21 06:28:47 > Step: 481900 Progress: 48.2% Elapsed: 4 days, 17:06:51 Gen_loss: 1.664 Dis_loss: 0.8985 Cls_loss: N/A Topk: N/A ada_p: 0.2287
[INFO] 2021-10-21 06:29:49 > Step: 482000 Progress: 48.2% Elapsed: 4 days, 17:07:53 Gen_loss: 1.325 Dis_loss: 0.7946 Cls_loss: N/A Topk: N/A ada_p: 0.229
[INFO] 2021-10-21 06:30:52 > Step: 482100 Progress: 48.2% Elapsed: 4 days, 17:08:56 Gen_loss: 1.319 Dis_loss: 0.944 Cls_loss: N/A Topk: N/A ada_p: 0.2312
[INFO] 2021-10-21 06:31:54 > Step: 482200 Progress: 48.2% Elapsed: 4 days, 17:09:59 Gen_loss: 2.086 Dis_loss: 0.9456 Cls_loss: N/A Topk: N/A ada_p: 0.2309
[INFO] 2021-10-21 06:32:56 > Step: 482300 Progress: 48.2% Elapsed: 4 days, 17:11:01 Gen_loss: 0.7012 Dis_loss: 1.062 Cls_loss: N/A Topk: N/A ada_p: 0.235
[INFO] 2021-10-21 06:33:59 > Step: 482400 Progress: 48.2% Elapsed: 4 days, 17:12:03 Gen_loss: 1.356 Dis_loss: 1.091 Cls_loss: N/A Topk: N/A ada_p: 0.2345
[INFO] 2021-10-21 06:35:02 > Step: 482500 Progress: 48.2% Elapsed: 4 days, 17:13:06 Gen_loss: 1.191 Dis_loss: 0.9007 Cls_loss: N/A Topk: N/A ada_p: 0.2382
[INFO] 2021-10-21 06:36:04 > Step: 482600 Progress: 48.3% Elapsed: 4 days, 17:14:08 Gen_loss: 1.152 Dis_loss: 0.9168 Cls_loss: N/A Topk: N/A ada_p: 0.2364
[INFO] 2021-10-21 06:37:16 > Step: 482700 Progress: 48.3% Elapsed: 4 days, 17:15:21 Gen_loss: 1.162 Dis_loss: 1.068 Cls_loss: N/A Topk: N/A ada_p: 0.2346
[INFO] 2021-10-21 06:38:19 > Step: 482800 Progress: 48.3% Elapsed: 4 days, 17:16:23 Gen_loss: 1.508 Dis_loss: 1.107 Cls_loss: N/A Topk: N/A ada_p: 0.2339
[INFO] 2021-10-21 06:39:22 > Step: 482900 Progress: 48.3% Elapsed: 4 days, 17:17:27 Gen_loss: 1.609 Dis_loss: 0.875 Cls_loss: N/A Topk: N/A ada_p: 0.233
[INFO] 2021-10-21 06:40:25 > Step: 483000 Progress: 48.3% Elapsed: 4 days, 17:18:30 Gen_loss: 1.417 Dis_loss: 0.6322 Cls_loss: N/A Topk: N/A ada_p: 0.2348
[INFO] 2021-10-21 06:41:27 > Step: 483100 Progress: 48.3% Elapsed: 4 days, 17:19:32 Gen_loss: 1.272 Dis_loss: 1.019 Cls_loss: N/A Topk: N/A ada_p: 0.2353
[INFO] 2021-10-21 06:42:29 > Step: 483200 Progress: 48.3% Elapsed: 4 days, 17:20:34 Gen_loss: 0.9749 Dis_loss: 1.439 Cls_loss: N/A Topk: N/A ada_p: 0.2342
[INFO] 2021-10-21 06:43:32 > Step: 483300 Progress: 48.3% Elapsed: 4 days, 17:21:36 Gen_loss: 1.479 Dis_loss: 0.8194 Cls_loss: N/A Topk: N/A ada_p: 0.2305
[INFO] 2021-10-21 06:44:34 > Step: 483400 Progress: 48.3% Elapsed: 4 days, 17:22:39 Gen_loss: 1.927 Dis_loss: 0.8666 Cls_loss: N/A Topk: N/A ada_p: 0.2277
[INFO] 2021-10-21 06:45:46 > Step: 483500 Progress: 48.4% Elapsed: 4 days, 17:23:51 Gen_loss: 1.543 Dis_loss: 0.8336 Cls_loss: N/A Topk: N/A ada_p: 0.2259
[INFO] 2021-10-21 06:46:49 > Step: 483600 Progress: 48.4% Elapsed: 4 days, 17:24:54 Gen_loss: 0.7476 Dis_loss: 0.8119 Cls_loss: N/A Topk: N/A ada_p: 0.2272
[INFO] 2021-10-21 06:47:51 > Step: 483700 Progress: 48.4% Elapsed: 4 days, 17:25:56 Gen_loss: 1.485 Dis_loss: 0.9826 Cls_loss: N/A Topk: N/A ada_p: 0.2271
[INFO] 2021-10-21 06:48:54 > Step: 483800 Progress: 48.4% Elapsed: 4 days, 17:26:59 Gen_loss: 1.389 Dis_loss: 0.8241 Cls_loss: N/A Topk: N/A ada_p: 0.2248
[INFO] 2021-10-21 06:49:56 > Step: 483900 Progress: 48.4% Elapsed: 4 days, 17:28:01 Gen_loss: 0.7927 Dis_loss: 1.018 Cls_loss: N/A Topk: N/A ada_p: 0.2232
[INFO] 2021-10-21 06:50:58 > Step: 484000 Progress: 48.4% Elapsed: 4 days, 17:29:03 Gen_loss: 1.914 Dis_loss: 0.7016 Cls_loss: N/A Topk: N/A ada_p: 0.2207
[INFO] 2021-10-21 06:52:01 > Step: 484100 Progress: 48.4% Elapsed: 4 days, 17:30:05 Gen_loss: 1.76 Dis_loss: 1.18 Cls_loss: N/A Topk: N/A ada_p: 0.2223
[INFO] 2021-10-21 06:53:03 > Step: 484200 Progress: 48.4% Elapsed: 4 days, 17:31:07 Gen_loss: 0.8427 Dis_loss: 0.9491 Cls_loss: N/A Topk: N/A ada_p: 0.2267
[INFO] 2021-10-21 06:54:15 > Step: 484300 Progress: 48.4% Elapsed: 4 days, 17:32:20 Gen_loss: 0.9371 Dis_loss: 0.6484 Cls_loss: N/A Topk: N/A ada_p: 0.2246
[INFO] 2021-10-21 06:55:18 > Step: 484400 Progress: 48.4% Elapsed: 4 days, 17:33:22 Gen_loss: 1.723 Dis_loss: 0.8237 Cls_loss: N/A Topk: N/A ada_p: 0.2264
[INFO] 2021-10-21 06:56:20 > Step: 484500 Progress: 48.4% Elapsed: 4 days, 17:34:25 Gen_loss: 1.573 Dis_loss: 0.745 Cls_loss: N/A Topk: N/A ada_p: 0.2245
[INFO] 2021-10-21 06:57:22 > Step: 484600 Progress: 48.5% Elapsed: 4 days, 17:35:27 Gen_loss: 1.694 Dis_loss: 1.508 Cls_loss: N/A Topk: N/A ada_p: 0.2243
[INFO] 2021-10-21 06:58:25 > Step: 484700 Progress: 48.5% Elapsed: 4 days, 17:36:30 Gen_loss: 1.474 Dis_loss: 0.7601 Cls_loss: N/A Topk: N/A ada_p: 0.2261
[INFO] 2021-10-21 06:59:27 > Step: 484800 Progress: 48.5% Elapsed: 4 days, 17:37:32 Gen_loss: 1.018 Dis_loss: 0.9331 Cls_loss: N/A Topk: N/A ada_p: 0.2278
[INFO] 2021-10-21 07:00:29 > Step: 484900 Progress: 48.5% Elapsed: 4 days, 17:38:34 Gen_loss: 0.9069 Dis_loss: 1.146 Cls_loss: N/A Topk: N/A ada_p: 0.2308
[INFO] 2021-10-21 07:01:32 > Step: 485000 Progress: 48.5% Elapsed: 4 days, 17:39:36 Gen_loss: 1.306 Dis_loss: 1.317 Cls_loss: N/A Topk: N/A ada_p: 0.231
[INFO] 2021-10-21 07:02:44 > Step: 485100 Progress: 48.5% Elapsed: 4 days, 17:40:48 Gen_loss: 0.7104 Dis_loss: 1.602 Cls_loss: N/A Topk: N/A ada_p: 0.2318
[INFO] 2021-10-21 07:03:46 > Step: 485200 Progress: 48.5% Elapsed: 4 days, 17:41:51 Gen_loss: 0.7011 Dis_loss: 0.8491 Cls_loss: N/A Topk: N/A ada_p: 0.23
[INFO] 2021-10-21 07:04:49 > Step: 485300 Progress: 48.5% Elapsed: 4 days, 17:42:54 Gen_loss: 1.323 Dis_loss: 0.6969 Cls_loss: N/A Topk: N/A ada_p: 0.2342
[INFO] 2021-10-21 07:05:52 > Step: 485400 Progress: 48.5% Elapsed: 4 days, 17:43:56 Gen_loss: 1.036 Dis_loss: 0.9587 Cls_loss: N/A Topk: N/A ada_p: 0.235
[INFO] 2021-10-21 07:06:54 > Step: 485500 Progress: 48.5% Elapsed: 4 days, 17:44:59 Gen_loss: 1.878 Dis_loss: 1.089 Cls_loss: N/A Topk: N/A ada_p: 0.234
[INFO] 2021-10-21 07:07:56 > Step: 485600 Progress: 48.6% Elapsed: 4 days, 17:46:01 Gen_loss: 1.594 Dis_loss: 0.9775 Cls_loss: N/A Topk: N/A ada_p: 0.2358
[INFO] 2021-10-21 07:08:59 > Step: 485700 Progress: 48.6% Elapsed: 4 days, 17:47:03 Gen_loss: 1.484 Dis_loss: 0.7885 Cls_loss: N/A Topk: N/A ada_p: 0.238
[INFO] 2021-10-21 07:10:11 > Step: 485800 Progress: 48.6% Elapsed: 4 days, 17:48:16 Gen_loss: 1.09 Dis_loss: 0.7952 Cls_loss: N/A Topk: N/A ada_p: 0.2349
[INFO] 2021-10-21 07:11:13 > Step: 485900 Progress: 48.6% Elapsed: 4 days, 17:49:18 Gen_loss: 1.045 Dis_loss: 1.014 Cls_loss: N/A Topk: N/A ada_p: 0.2341
[INFO] 2021-10-21 07:12:15 > Step: 486000 Progress: 48.6% Elapsed: 4 days, 17:50:20 Gen_loss: 1.142 Dis_loss: 1.096 Cls_loss: N/A Topk: N/A ada_p: 0.2316
[INFO] 2021-10-21 07:13:18 > Step: 486100 Progress: 48.6% Elapsed: 4 days, 17:51:23 Gen_loss: 1.225 Dis_loss: 1.119 Cls_loss: N/A Topk: N/A ada_p: 0.2289
[INFO] 2021-10-21 07:14:20 > Step: 486200 Progress: 48.6% Elapsed: 4 days, 17:52:25 Gen_loss: 1.191 Dis_loss: 1.121 Cls_loss: N/A Topk: N/A ada_p: 0.2253
[INFO] 2021-10-21 07:15:23 > Step: 486300 Progress: 48.6% Elapsed: 4 days, 17:53:27 Gen_loss: 1.686 Dis_loss: 1.077 Cls_loss: N/A Topk: N/A ada_p: 0.2235
[INFO] 2021-10-21 07:16:25 > Step: 486400 Progress: 48.6% Elapsed: 4 days, 17:54:30 Gen_loss: 1.799 Dis_loss: 1.439 Cls_loss: N/A Topk: N/A ada_p: 0.2237
[INFO] 2021-10-21 07:17:28 > Step: 486500 Progress: 48.6% Elapsed: 4 days, 17:55:32 Gen_loss: 1.002 Dis_loss: 1.196 Cls_loss: N/A Topk: N/A ada_p: 0.2254
[INFO] 2021-10-21 07:18:40 > Step: 486600 Progress: 48.7% Elapsed: 4 days, 17:56:45 Gen_loss: 1.709 Dis_loss: 0.6062 Cls_loss: N/A Topk: N/A ada_p: 0.2216
[INFO] 2021-10-21 07:19:42 > Step: 486700 Progress: 48.7% Elapsed: 4 days, 17:57:47 Gen_loss: 1.332 Dis_loss: 0.7258 Cls_loss: N/A Topk: N/A ada_p: 0.2241
[INFO] 2021-10-21 07:20:45 > Step: 486800 Progress: 48.7% Elapsed: 4 days, 17:58:49 Gen_loss: 1.817 Dis_loss: 0.9914 Cls_loss: N/A Topk: N/A ada_p: 0.2239
[INFO] 2021-10-21 07:21:47 > Step: 486900 Progress: 48.7% Elapsed: 4 days, 17:59:52 Gen_loss: 0.8054 Dis_loss: 0.8146 Cls_loss: N/A Topk: N/A ada_p: 0.2245
[INFO] 2021-10-21 07:22:49 > Step: 487000 Progress: 48.7% Elapsed: 4 days, 18:00:54 Gen_loss: 1.095 Dis_loss: 0.9109 Cls_loss: N/A Topk: N/A ada_p: 0.2232
[INFO] 2021-10-21 07:23:52 > Step: 487100 Progress: 48.7% Elapsed: 4 days, 18:01:56 Gen_loss: 2.196 Dis_loss: 0.7447 Cls_loss: N/A Topk: N/A ada_p: 0.2227
[INFO] 2021-10-21 07:24:54 > Step: 487200 Progress: 48.7% Elapsed: 4 days, 18:02:59 Gen_loss: 1.42 Dis_loss: 0.9429 Cls_loss: N/A Topk: N/A ada_p: 0.2235
[INFO] 2021-10-21 07:25:56 > Step: 487300 Progress: 48.7% Elapsed: 4 days, 18:04:01 Gen_loss: 1.206 Dis_loss: 1.167 Cls_loss: N/A Topk: N/A ada_p: 0.2244
[INFO] 2021-10-21 07:27:08 > Step: 487400 Progress: 48.7% Elapsed: 4 days, 18:05:13 Gen_loss: 1.131 Dis_loss: 0.7035 Cls_loss: N/A Topk: N/A ada_p: 0.2223
[INFO] 2021-10-21 07:28:11 > Step: 487500 Progress: 48.8% Elapsed: 4 days, 18:06:15 Gen_loss: 2.025 Dis_loss: 0.5985 Cls_loss: N/A Topk: N/A ada_p: 0.219
[INFO] 2021-10-21 07:29:13 > Step: 487600 Progress: 48.8% Elapsed: 4 days, 18:07:17 Gen_loss: 1.597 Dis_loss: 0.9365 Cls_loss: N/A Topk: N/A ada_p: 0.2259
[INFO] 2021-10-21 07:30:16 > Step: 487700 Progress: 48.8% Elapsed: 4 days, 18:08:20 Gen_loss: 0.7637 Dis_loss: 0.937 Cls_loss: N/A Topk: N/A ada_p: 0.2276
[INFO] 2021-10-21 07:31:18 > Step: 487800 Progress: 48.8% Elapsed: 4 days, 18:09:23 Gen_loss: 1.491 Dis_loss: 0.9478 Cls_loss: N/A Topk: N/A ada_p: 0.2284
[INFO] 2021-10-21 07:32:20 > Step: 487900 Progress: 48.8% Elapsed: 4 days, 18:10:25 Gen_loss: 1.808 Dis_loss: 0.9267 Cls_loss: N/A Topk: N/A ada_p: 0.2307
[INFO] 2021-10-21 07:33:22 > Step: 488000 Progress: 48.8% Elapsed: 4 days, 18:11:27 Gen_loss: 0.9947 Dis_loss: 1.013 Cls_loss: N/A Topk: N/A ada_p: 0.2299
[INFO] 2021-10-21 07:34:25 > Step: 488100 Progress: 48.8% Elapsed: 4 days, 18:12:30 Gen_loss: 1.315 Dis_loss: 0.9833 Cls_loss: N/A Topk: N/A ada_p: 0.2293
[INFO] 2021-10-21 07:35:37 > Step: 488200 Progress: 48.8% Elapsed: 4 days, 18:13:42 Gen_loss: 1.108 Dis_loss: 0.7999 Cls_loss: N/A Topk: N/A ada_p: 0.2298
[INFO] 2021-10-21 07:36:40 > Step: 488300 Progress: 48.8% Elapsed: 4 days, 18:14:44 Gen_loss: 1.564 Dis_loss: 0.8343 Cls_loss: N/A Topk: N/A ada_p: 0.2293
[INFO] 2021-10-21 07:37:42 > Step: 488400 Progress: 48.8% Elapsed: 4 days, 18:15:47 Gen_loss: 1.51 Dis_loss: 0.7796 Cls_loss: N/A Topk: N/A ada_p: 0.231
[INFO] 2021-10-21 07:38:44 > Step: 488500 Progress: 48.9% Elapsed: 4 days, 18:16:49 Gen_loss: 1.105 Dis_loss: 0.8522 Cls_loss: N/A Topk: N/A ada_p: 0.2301
[INFO] 2021-10-21 07:39:47 > Step: 488600 Progress: 48.9% Elapsed: 4 days, 18:17:51 Gen_loss: 1.612 Dis_loss: 0.6937 Cls_loss: N/A Topk: N/A ada_p: 0.2319
[INFO] 2021-10-21 07:40:49 > Step: 488700 Progress: 48.9% Elapsed: 4 days, 18:18:54 Gen_loss: 1.318 Dis_loss: 0.7899 Cls_loss: N/A Topk: N/A ada_p: 0.2304
[INFO] 2021-10-21 07:41:51 > Step: 488800 Progress: 48.9% Elapsed: 4 days, 18:19:56 Gen_loss: 1.598 Dis_loss: 1.18 Cls_loss: N/A Topk: N/A ada_p: 0.2263
[INFO] 2021-10-21 07:42:54 > Step: 488900 Progress: 48.9% Elapsed: 4 days, 18:20:59 Gen_loss: 1.348 Dis_loss: 1.156 Cls_loss: N/A Topk: N/A ada_p: 0.2303
[INFO] 2021-10-21 07:44:06 > Step: 489000 Progress: 48.9% Elapsed: 4 days, 18:22:11 Gen_loss: 1.295 Dis_loss: 1.161 Cls_loss: N/A Topk: N/A ada_p: 0.2308
[INFO] 2021-10-21 07:45:09 > Step: 489100 Progress: 48.9% Elapsed: 4 days, 18:23:13 Gen_loss: 1.079 Dis_loss: 0.6579 Cls_loss: N/A Topk: N/A ada_p: 0.2282
[INFO] 2021-10-21 07:46:11 > Step: 489200 Progress: 48.9% Elapsed: 4 days, 18:24:16 Gen_loss: 1.628 Dis_loss: 0.8864 Cls_loss: N/A Topk: N/A ada_p: 0.2331
[INFO] 2021-10-21 07:47:14 > Step: 489300 Progress: 48.9% Elapsed: 4 days, 18:25:18 Gen_loss: 0.8058 Dis_loss: 1.333 Cls_loss: N/A Topk: N/A ada_p: 0.2304
[INFO] 2021-10-21 07:48:16 > Step: 489400 Progress: 48.9% Elapsed: 4 days, 18:26:21 Gen_loss: 1.163 Dis_loss: 0.9257 Cls_loss: N/A Topk: N/A ada_p: 0.2296
[INFO] 2021-10-21 07:49:19 > Step: 489500 Progress: 48.9% Elapsed: 4 days, 18:27:24 Gen_loss: 1.388 Dis_loss: 0.7872 Cls_loss: N/A Topk: N/A ada_p: 0.2301
[INFO] 2021-10-21 07:50:22 > Step: 489600 Progress: 49.0% Elapsed: 4 days, 18:28:27 Gen_loss: 1.129 Dis_loss: 0.8105 Cls_loss: N/A Topk: N/A ada_p: 0.2284
[INFO] 2021-10-21 07:51:34 > Step: 489700 Progress: 49.0% Elapsed: 4 days, 18:29:39 Gen_loss: 1.571 Dis_loss: 0.619 Cls_loss: N/A Topk: N/A ada_p: 0.2239
[INFO] 2021-10-21 07:52:37 > Step: 489800 Progress: 49.0% Elapsed: 4 days, 18:30:41 Gen_loss: 1.11 Dis_loss: 0.6897 Cls_loss: N/A Topk: N/A ada_p: 0.2236
[INFO] 2021-10-21 07:53:39 > Step: 489900 Progress: 49.0% Elapsed: 4 days, 18:31:44 Gen_loss: 1.314 Dis_loss: 0.6478 Cls_loss: N/A Topk: N/A ada_p: 0.2249
[INFO] 2021-10-21 07:54:42 > Step: 490000 Progress: 49.0% Elapsed: 4 days, 18:32:46 Gen_loss: 1.054 Dis_loss: 0.9633 Cls_loss: N/A Topk: N/A ada_p: 0.2282
[INFO] 2021-10-21 07:54:42 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-21 07:54:42 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_490000.png
[INFO] 2021-10-21 07:54:42 > Start Evaluation (490000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-21 07:54:42 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-21 08:00:12 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-21 08:05:51 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-21 08:27:40 > Inception score (Step: 490000, 50000 generated images): 10.5101900100708
[INFO] 2021-10-21 08:27:40 > FID score (Step: 490000, Using train moments): 2.72312771263762
[INFO] 2021-10-21 08:27:40 > Improved Precision (Step: 490000, Using train images): 0.74126
[INFO] 2021-10-21 08:27:40 > Improved Recall (Step: 490000, Using train images): 0.68114
[INFO] 2021-10-21 08:27:40 > Density (Step: 490000, Using train images): 1.0375
[INFO] 2021-10-21 08:27:40 > Coverage (Step: 490000, Using train images): 0.92048
[INFO] 2021-10-21 08:27:40 > Best FID score (Step: 480000, Using train moments): 2.6960119470749078
[INFO] 2021-10-21 08:27:52 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-21 08:28:53 > Step: 490100 Progress: 49.0% Elapsed: 4 days, 19:06:58 Gen_loss: 1.366 Dis_loss: 0.8656 Cls_loss: N/A Topk: N/A ada_p: 0.2281
[INFO] 2021-10-21 08:29:55 > Step: 490200 Progress: 49.0% Elapsed: 4 days, 19:08:00 Gen_loss: 1.13 Dis_loss: 1.095 Cls_loss: N/A Topk: N/A ada_p: 0.2278
[INFO] 2021-10-21 08:30:58 > Step: 490300 Progress: 49.0% Elapsed: 4 days, 19:09:03 Gen_loss: 1.522 Dis_loss: 1.096 Cls_loss: N/A Topk: N/A ada_p: 0.2263
[INFO] 2021-10-21 08:32:01 > Step: 490400 Progress: 49.0% Elapsed: 4 days, 19:10:05 Gen_loss: 1.452 Dis_loss: 1.029 Cls_loss: N/A Topk: N/A ada_p: 0.2281
[INFO] 2021-10-21 08:33:20 > Step: 490500 Progress: 49.0% Elapsed: 4 days, 19:11:25 Gen_loss: 1.17 Dis_loss: 0.9655 Cls_loss: N/A Topk: N/A ada_p: 0.2318
[INFO] 2021-10-21 08:34:23 > Step: 490600 Progress: 49.1% Elapsed: 4 days, 19:12:27 Gen_loss: 1.327 Dis_loss: 0.6042 Cls_loss: N/A Topk: N/A ada_p: 0.2323
[INFO] 2021-10-21 08:35:25 > Step: 490700 Progress: 49.1% Elapsed: 4 days, 19:13:30 Gen_loss: 1.262 Dis_loss: 0.7846 Cls_loss: N/A Topk: N/A ada_p: 0.2295
[INFO] 2021-10-21 08:36:29 > Step: 490800 Progress: 49.1% Elapsed: 4 days, 19:14:34 Gen_loss: 1.314 Dis_loss: 0.5727 Cls_loss: N/A Topk: N/A ada_p: 0.2321
[INFO] 2021-10-21 08:37:32 > Step: 490900 Progress: 49.1% Elapsed: 4 days, 19:15:37 Gen_loss: 1.593 Dis_loss: 0.8944 Cls_loss: N/A Topk: N/A ada_p: 0.2348
[INFO] 2021-10-21 08:38:34 > Step: 491000 Progress: 49.1% Elapsed: 4 days, 19:16:39 Gen_loss: 1.47 Dis_loss: 0.5887 Cls_loss: N/A Topk: N/A ada_p: 0.2399
[INFO] 2021-10-21 08:39:37 > Step: 491100 Progress: 49.1% Elapsed: 4 days, 19:17:41 Gen_loss: 1.448 Dis_loss: 0.6909 Cls_loss: N/A Topk: N/A ada_p: 0.2391
[INFO] 2021-10-21 08:40:39 > Step: 491200 Progress: 49.1% Elapsed: 4 days, 19:18:44 Gen_loss: 1.754 Dis_loss: 1.256 Cls_loss: N/A Topk: N/A ada_p: 0.2417
[INFO] 2021-10-21 08:41:53 > Step: 491300 Progress: 49.1% Elapsed: 4 days, 19:19:58 Gen_loss: 0.9714 Dis_loss: 0.867 Cls_loss: N/A Topk: N/A ada_p: 0.238
[INFO] 2021-10-21 08:42:55 > Step: 491400 Progress: 49.1% Elapsed: 4 days, 19:21:00 Gen_loss: 1.244 Dis_loss: 0.8578 Cls_loss: N/A Topk: N/A ada_p: 0.2341
[INFO] 2021-10-21 08:43:58 > Step: 491500 Progress: 49.1% Elapsed: 4 days, 19:22:03 Gen_loss: 1.4 Dis_loss: 0.8561 Cls_loss: N/A Topk: N/A ada_p: 0.2316
[INFO] 2021-10-21 08:45:02 > Step: 491600 Progress: 49.2% Elapsed: 4 days, 19:23:07 Gen_loss: 2.022 Dis_loss: 1.152 Cls_loss: N/A Topk: N/A ada_p: 0.23
[INFO] 2021-10-21 08:46:05 > Step: 491700 Progress: 49.2% Elapsed: 4 days, 19:24:10 Gen_loss: 1.746 Dis_loss: 1.062 Cls_loss: N/A Topk: N/A ada_p: 0.2309
[INFO] 2021-10-21 08:47:08 > Step: 491800 Progress: 49.2% Elapsed: 4 days, 19:25:12 Gen_loss: 1.67 Dis_loss: 1.199 Cls_loss: N/A Topk: N/A ada_p: 0.2314
[INFO] 2021-10-21 08:48:10 > Step: 491900 Progress: 49.2% Elapsed: 4 days, 19:26:15 Gen_loss: 1.216 Dis_loss: 0.6117 Cls_loss: N/A Topk: N/A ada_p: 0.2299
[INFO] 2021-10-21 08:49:14 > Step: 492000 Progress: 49.2% Elapsed: 4 days, 19:27:18 Gen_loss: 1.492 Dis_loss: 1.103 Cls_loss: N/A Topk: N/A ada_p: 0.2278
[INFO] 2021-10-21 08:50:26 > Step: 492100 Progress: 49.2% Elapsed: 4 days, 19:28:31 Gen_loss: 1.344 Dis_loss: 0.9858 Cls_loss: N/A Topk: N/A ada_p: 0.2308
[INFO] 2021-10-21 08:51:29 > Step: 492200 Progress: 49.2% Elapsed: 4 days, 19:29:33 Gen_loss: 1.444 Dis_loss: 1.063 Cls_loss: N/A Topk: N/A ada_p: 0.2295
[INFO] 2021-10-21 08:52:31 > Step: 492300 Progress: 49.2% Elapsed: 4 days, 19:30:36 Gen_loss: 1.203 Dis_loss: 1.238 Cls_loss: N/A Topk: N/A ada_p: 0.2316
[INFO] 2021-10-21 08:53:33 > Step: 492400 Progress: 49.2% Elapsed: 4 days, 19:31:38 Gen_loss: 0.8094 Dis_loss: 1.32 Cls_loss: N/A Topk: N/A ada_p: 0.2323
[INFO] 2021-10-21 08:54:36 > Step: 492500 Progress: 49.2% Elapsed: 4 days, 19:32:41 Gen_loss: 1.654 Dis_loss: 1.105 Cls_loss: N/A Topk: N/A ada_p: 0.2299
[INFO] 2021-10-21 08:55:39 > Step: 492600 Progress: 49.3% Elapsed: 4 days, 19:33:43 Gen_loss: 1.089 Dis_loss: 0.5939 Cls_loss: N/A Topk: N/A ada_p: 0.2322
[INFO] 2021-10-21 08:56:41 > Step: 492700 Progress: 49.3% Elapsed: 4 days, 19:34:46 Gen_loss: 1.334 Dis_loss: 0.6968 Cls_loss: N/A Topk: N/A ada_p: 0.2327
[INFO] 2021-10-21 08:57:44 > Step: 492800 Progress: 49.3% Elapsed: 4 days, 19:35:48 Gen_loss: 0.6595 Dis_loss: 0.8378 Cls_loss: N/A Topk: N/A ada_p: 0.2312
[INFO] 2021-10-21 08:58:57 > Step: 492900 Progress: 49.3% Elapsed: 4 days, 19:37:02 Gen_loss: 1.876 Dis_loss: 1.053 Cls_loss: N/A Topk: N/A ada_p: 0.2298
[INFO] 2021-10-21 09:00:00 > Step: 493000 Progress: 49.3% Elapsed: 4 days, 19:38:05 Gen_loss: 1.255 Dis_loss: 1.064 Cls_loss: N/A Topk: N/A ada_p: 0.2308
[INFO] 2021-10-21 09:01:03 > Step: 493100 Progress: 49.3% Elapsed: 4 days, 19:39:07 Gen_loss: 1.148 Dis_loss: 0.6992 Cls_loss: N/A Topk: N/A ada_p: 0.23
[INFO] 2021-10-21 09:02:07 > Step: 493200 Progress: 49.3% Elapsed: 4 days, 19:40:11 Gen_loss: 1.296 Dis_loss: 0.8604 Cls_loss: N/A Topk: N/A ada_p: 0.2264
[INFO] 2021-10-21 09:03:09 > Step: 493300 Progress: 49.3% Elapsed: 4 days, 19:41:14 Gen_loss: 1.485 Dis_loss: 0.904 Cls_loss: N/A Topk: N/A ada_p: 0.2207
[INFO] 2021-10-21 09:04:12 > Step: 493400 Progress: 49.3% Elapsed: 4 days, 19:42:16 Gen_loss: 1.514 Dis_loss: 0.7938 Cls_loss: N/A Topk: N/A ada_p: 0.2202
[INFO] 2021-10-21 09:05:14 > Step: 493500 Progress: 49.4% Elapsed: 4 days, 19:43:18 Gen_loss: 1.475 Dis_loss: 0.928 Cls_loss: N/A Topk: N/A ada_p: 0.2204
[INFO] 2021-10-21 09:06:26 > Step: 493600 Progress: 49.4% Elapsed: 4 days, 19:44:31 Gen_loss: 1.37 Dis_loss: 0.8875 Cls_loss: N/A Topk: N/A ada_p: 0.2255
[INFO] 2021-10-21 09:07:29 > Step: 493700 Progress: 49.4% Elapsed: 4 days, 19:45:34 Gen_loss: 1.749 Dis_loss: 0.9519 Cls_loss: N/A Topk: N/A ada_p: 0.2293
[INFO] 2021-10-21 09:08:31 > Step: 493800 Progress: 49.4% Elapsed: 4 days, 19:46:36 Gen_loss: 0.9844 Dis_loss: 1.119 Cls_loss: N/A Topk: N/A ada_p: 0.229
[INFO] 2021-10-21 09:09:34 > Step: 493900 Progress: 49.4% Elapsed: 4 days, 19:47:39 Gen_loss: 1.55 Dis_loss: 0.8313 Cls_loss: N/A Topk: N/A ada_p: 0.2313
[INFO] 2021-10-21 09:10:37 > Step: 494000 Progress: 49.4% Elapsed: 4 days, 19:48:41 Gen_loss: 1.043 Dis_loss: 0.8002 Cls_loss: N/A Topk: N/A ada_p: 0.2313
[INFO] 2021-10-21 09:11:40 > Step: 494100 Progress: 49.4% Elapsed: 4 days, 19:49:44 Gen_loss: 1.895 Dis_loss: 0.6043 Cls_loss: N/A Topk: N/A ada_p: 0.2289
[INFO] 2021-10-21 09:12:43 > Step: 494200 Progress: 49.4% Elapsed: 4 days, 19:50:47 Gen_loss: 1.984 Dis_loss: 0.9314 Cls_loss: N/A Topk: N/A ada_p: 0.2314
[INFO] 2021-10-21 09:13:45 > Step: 494300 Progress: 49.4% Elapsed: 4 days, 19:51:50 Gen_loss: 1.171 Dis_loss: 0.6875 Cls_loss: N/A Topk: N/A ada_p: 0.2314
[INFO] 2021-10-21 09:14:58 > Step: 494400 Progress: 49.4% Elapsed: 4 days, 19:53:02 Gen_loss: 1.805 Dis_loss: 0.9158 Cls_loss: N/A Topk: N/A ada_p: 0.2304
[INFO] 2021-10-21 09:16:00 > Step: 494500 Progress: 49.5% Elapsed: 4 days, 19:54:05 Gen_loss: 1.916 Dis_loss: 0.9805 Cls_loss: N/A Topk: N/A ada_p: 0.2359
[INFO] 2021-10-21 09:17:03 > Step: 494600 Progress: 49.5% Elapsed: 4 days, 19:55:07 Gen_loss: 1.485 Dis_loss: 0.6905 Cls_loss: N/A Topk: N/A ada_p: 0.2346
[INFO] 2021-10-21 09:18:06 > Step: 494700 Progress: 49.5% Elapsed: 4 days, 19:56:11 Gen_loss: 1.543 Dis_loss: 0.8995 Cls_loss: N/A Topk: N/A ada_p: 0.238
[INFO] 2021-10-21 09:19:09 > Step: 494800 Progress: 49.5% Elapsed: 4 days, 19:57:13 Gen_loss: 1.272 Dis_loss: 0.8481 Cls_loss: N/A Topk: N/A ada_p: 0.2351
[INFO] 2021-10-21 09:20:11 > Step: 494900 Progress: 49.5% Elapsed: 4 days, 19:58:16 Gen_loss: 0.9288 Dis_loss: 0.9233 Cls_loss: N/A Topk: N/A ada_p: 0.2327
[INFO] 2021-10-21 09:21:13 > Step: 495000 Progress: 49.5% Elapsed: 4 days, 19:59:18 Gen_loss: 1.358 Dis_loss: 0.6204 Cls_loss: N/A Topk: N/A ada_p: 0.2337
[INFO] 2021-10-21 09:22:16 > Step: 495100 Progress: 49.5% Elapsed: 4 days, 20:00:21 Gen_loss: 1.289 Dis_loss: 1.025 Cls_loss: N/A Topk: N/A ada_p: 0.2289
[INFO] 2021-10-21 09:23:29 > Step: 495200 Progress: 49.5% Elapsed: 4 days, 20:01:33 Gen_loss: 1.317 Dis_loss: 0.6695 Cls_loss: N/A Topk: N/A ada_p: 0.2317
[INFO] 2021-10-21 09:24:31 > Step: 495300 Progress: 49.5% Elapsed: 4 days, 20:02:36 Gen_loss: 1.651 Dis_loss: 0.8192 Cls_loss: N/A Topk: N/A ada_p: 0.2295
[INFO] 2021-10-21 09:25:34 > Step: 495400 Progress: 49.5% Elapsed: 4 days, 20:03:38 Gen_loss: 0.8915 Dis_loss: 0.733 Cls_loss: N/A Topk: N/A ada_p: 0.231
[INFO] 2021-10-21 09:26:36 > Step: 495500 Progress: 49.5% Elapsed: 4 days, 20:04:41 Gen_loss: 0.711 Dis_loss: 0.6181 Cls_loss: N/A Topk: N/A ada_p: 0.231
[INFO] 2021-10-21 09:27:39 > Step: 495600 Progress: 49.6% Elapsed: 4 days, 20:05:43 Gen_loss: 1.38 Dis_loss: 0.5893 Cls_loss: N/A Topk: N/A ada_p: 0.2346
[INFO] 2021-10-21 09:28:42 > Step: 495700 Progress: 49.6% Elapsed: 4 days, 20:06:46 Gen_loss: 1.34 Dis_loss: 1.069 Cls_loss: N/A Topk: N/A ada_p: 0.2355
[INFO] 2021-10-21 09:29:44 > Step: 495800 Progress: 49.6% Elapsed: 4 days, 20:07:48 Gen_loss: 1.528 Dis_loss: 0.8751 Cls_loss: N/A Topk: N/A ada_p: 0.2345
[INFO] 2021-10-21 09:30:47 > Step: 495900 Progress: 49.6% Elapsed: 4 days, 20:08:51 Gen_loss: 1.442 Dis_loss: 0.6202 Cls_loss: N/A Topk: N/A ada_p: 0.2319
[INFO] 2021-10-21 09:31:59 > Step: 496000 Progress: 49.6% Elapsed: 4 days, 20:10:04 Gen_loss: 1.309 Dis_loss: 0.7895 Cls_loss: N/A Topk: N/A ada_p: 0.2304
[INFO] 2021-10-21 09:33:02 > Step: 496100 Progress: 49.6% Elapsed: 4 days, 20:11:07 Gen_loss: 1.257 Dis_loss: 0.9032 Cls_loss: N/A Topk: N/A ada_p: 0.2326
[INFO] 2021-10-21 09:34:05 > Step: 496200 Progress: 49.6% Elapsed: 4 days, 20:12:09 Gen_loss: 0.6646 Dis_loss: 1.056 Cls_loss: N/A Topk: N/A ada_p: 0.2333
[INFO] 2021-10-21 09:35:08 > Step: 496300 Progress: 49.6% Elapsed: 4 days, 20:13:12 Gen_loss: 1.599 Dis_loss: 0.6458 Cls_loss: N/A Topk: N/A ada_p: 0.2336
[INFO] 2021-10-21 09:36:11 > Step: 496400 Progress: 49.6% Elapsed: 4 days, 20:14:15 Gen_loss: 1.773 Dis_loss: 0.911 Cls_loss: N/A Topk: N/A ada_p: 0.231
[INFO] 2021-10-21 09:37:13 > Step: 496500 Progress: 49.6% Elapsed: 4 days, 20:15:18 Gen_loss: 0.7906 Dis_loss: 1.028 Cls_loss: N/A Topk: N/A ada_p: 0.2304
[INFO] 2021-10-21 09:38:16 > Step: 496600 Progress: 49.7% Elapsed: 4 days, 20:16:20 Gen_loss: 1.2 Dis_loss: 0.6221 Cls_loss: N/A Topk: N/A ada_p: 0.2294
[INFO] 2021-10-21 09:39:18 > Step: 496700 Progress: 49.7% Elapsed: 4 days, 20:17:23 Gen_loss: 1.187 Dis_loss: 1.375 Cls_loss: N/A Topk: N/A ada_p: 0.2266
[INFO] 2021-10-21 09:40:30 > Step: 496800 Progress: 49.7% Elapsed: 4 days, 20:18:35 Gen_loss: 1.402 Dis_loss: 1.065 Cls_loss: N/A Topk: N/A ada_p: 0.2273
[INFO] 2021-10-21 09:41:35 > Step: 496900 Progress: 49.7% Elapsed: 4 days, 20:19:39 Gen_loss: 1.734 Dis_loss: 0.7686 Cls_loss: N/A Topk: N/A ada_p: 0.2226
[INFO] 2021-10-21 09:42:37 > Step: 497000 Progress: 49.7% Elapsed: 4 days, 20:20:42 Gen_loss: 0.716 Dis_loss: 1.209 Cls_loss: N/A Topk: N/A ada_p: 0.2223
[INFO] 2021-10-21 09:43:39 > Step: 497100 Progress: 49.7% Elapsed: 4 days, 20:21:44 Gen_loss: 1.183 Dis_loss: 1.118 Cls_loss: N/A Topk: N/A ada_p: 0.2231
[INFO] 2021-10-21 09:44:42 > Step: 497200 Progress: 49.7% Elapsed: 4 days, 20:22:46 Gen_loss: 1.094 Dis_loss: 1.084 Cls_loss: N/A Topk: N/A ada_p: 0.2203
[INFO] 2021-10-21 09:45:44 > Step: 497300 Progress: 49.7% Elapsed: 4 days, 20:23:49 Gen_loss: 1.398 Dis_loss: 1.348 Cls_loss: N/A Topk: N/A ada_p: 0.2209
[INFO] 2021-10-21 09:46:47 > Step: 497400 Progress: 49.7% Elapsed: 4 days, 20:24:51 Gen_loss: 1.176 Dis_loss: 1.161 Cls_loss: N/A Topk: N/A ada_p: 0.2214
[INFO] 2021-10-21 09:48:00 > Step: 497500 Progress: 49.8% Elapsed: 4 days, 20:26:04 Gen_loss: 1.761 Dis_loss: 0.9596 Cls_loss: N/A Topk: N/A ada_p: 0.2258
[INFO] 2021-10-21 09:49:03 > Step: 497600 Progress: 49.8% Elapsed: 4 days, 20:27:08 Gen_loss: 1.314 Dis_loss: 0.5551 Cls_loss: N/A Topk: N/A ada_p: 0.2286
[INFO] 2021-10-21 09:50:06 > Step: 497700 Progress: 49.8% Elapsed: 4 days, 20:28:10 Gen_loss: 1.055 Dis_loss: 0.7695 Cls_loss: N/A Topk: N/A ada_p: 0.2295
[INFO] 2021-10-21 09:51:08 > Step: 497800 Progress: 49.8% Elapsed: 4 days, 20:29:13 Gen_loss: 0.7866 Dis_loss: 1.007 Cls_loss: N/A Topk: N/A ada_p: 0.229
[INFO] 2021-10-21 09:52:10 > Step: 497900 Progress: 49.8% Elapsed: 4 days, 20:30:15 Gen_loss: 1.677 Dis_loss: 1.069 Cls_loss: N/A Topk: N/A ada_p: 0.2298
[INFO] 2021-10-21 09:53:13 > Step: 498000 Progress: 49.8% Elapsed: 4 days, 20:31:18 Gen_loss: 1.07 Dis_loss: 1.33 Cls_loss: N/A Topk: N/A ada_p: 0.2236
[INFO] 2021-10-21 09:54:15 > Step: 498100 Progress: 49.8% Elapsed: 4 days, 20:32:20 Gen_loss: 1.782 Dis_loss: 1.286 Cls_loss: N/A Topk: N/A ada_p: 0.2268
[INFO] 2021-10-21 09:55:18 > Step: 498200 Progress: 49.8% Elapsed: 4 days, 20:33:22 Gen_loss: 1.427 Dis_loss: 0.7619 Cls_loss: N/A Topk: N/A ada_p: 0.2284
[INFO] 2021-10-21 09:56:30 > Step: 498300 Progress: 49.8% Elapsed: 4 days, 20:34:35 Gen_loss: 2.283 Dis_loss: 0.8667 Cls_loss: N/A Topk: N/A ada_p: 0.2278
[INFO] 2021-10-21 09:57:32 > Step: 498400 Progress: 49.8% Elapsed: 4 days, 20:35:37 Gen_loss: 2.095 Dis_loss: 0.9835 Cls_loss: N/A Topk: N/A ada_p: 0.2294
[INFO] 2021-10-21 09:58:34 > Step: 498500 Progress: 49.9% Elapsed: 4 days, 20:36:39 Gen_loss: 1.864 Dis_loss: 0.8727 Cls_loss: N/A Topk: N/A ada_p: 0.2275
[INFO] 2021-10-21 09:59:37 > Step: 498600 Progress: 49.9% Elapsed: 4 days, 20:37:41 Gen_loss: 0.5042 Dis_loss: 0.8056 Cls_loss: N/A Topk: N/A ada_p: 0.2269
[INFO] 2021-10-21 10:00:39 > Step: 498700 Progress: 49.9% Elapsed: 4 days, 20:38:44 Gen_loss: 1.353 Dis_loss: 0.5332 Cls_loss: N/A Topk: N/A ada_p: 0.2272
[INFO] 2021-10-21 10:01:41 > Step: 498800 Progress: 49.9% Elapsed: 4 days, 20:39:46 Gen_loss: 1.757 Dis_loss: 0.601 Cls_loss: N/A Topk: N/A ada_p: 0.2305
[INFO] 2021-10-21 10:02:44 > Step: 498900 Progress: 49.9% Elapsed: 4 days, 20:40:48 Gen_loss: 0.8587 Dis_loss: 0.8628 Cls_loss: N/A Topk: N/A ada_p: 0.2309
[INFO] 2021-10-21 10:03:46 > Step: 499000 Progress: 49.9% Elapsed: 4 days, 20:41:51 Gen_loss: 1.025 Dis_loss: 0.8265 Cls_loss: N/A Topk: N/A ada_p: 0.2332
[INFO] 2021-10-21 10:04:58 > Step: 499100 Progress: 49.9% Elapsed: 4 days, 20:43:03 Gen_loss: 1.166 Dis_loss: 0.9488 Cls_loss: N/A Topk: N/A ada_p: 0.2353
[INFO] 2021-10-21 10:06:00 > Step: 499200 Progress: 49.9% Elapsed: 4 days, 20:44:05 Gen_loss: 1.603 Dis_loss: 1.125 Cls_loss: N/A Topk: N/A ada_p: 0.2322
[INFO] 2021-10-21 10:07:03 > Step: 499300 Progress: 49.9% Elapsed: 4 days, 20:45:08 Gen_loss: 1.337 Dis_loss: 0.7857 Cls_loss: N/A Topk: N/A ada_p: 0.2331
[INFO] 2021-10-21 10:08:05 > Step: 499400 Progress: 49.9% Elapsed: 4 days, 20:46:10 Gen_loss: 0.8865 Dis_loss: 0.8132 Cls_loss: N/A Topk: N/A ada_p: 0.2328
[INFO] 2021-10-21 10:09:08 > Step: 499500 Progress: 50.0% Elapsed: 4 days, 20:47:12 Gen_loss: 0.9928 Dis_loss: 1.039 Cls_loss: N/A Topk: N/A ada_p: 0.2336
[INFO] 2021-10-21 10:10:10 > Step: 499600 Progress: 50.0% Elapsed: 4 days, 20:48:15 Gen_loss: 0.9262 Dis_loss: 1.001 Cls_loss: N/A Topk: N/A ada_p: 0.2344
[INFO] 2021-10-21 10:11:13 > Step: 499700 Progress: 50.0% Elapsed: 4 days, 20:49:17 Gen_loss: 1.348 Dis_loss: 1.167 Cls_loss: N/A Topk: N/A ada_p: 0.2325
[INFO] 2021-10-21 10:12:15 > Step: 499800 Progress: 50.0% Elapsed: 4 days, 20:50:19 Gen_loss: 1.661 Dis_loss: 0.7064 Cls_loss: N/A Topk: N/A ada_p: 0.2319
[INFO] 2021-10-21 10:13:27 > Step: 499900 Progress: 50.0% Elapsed: 4 days, 20:51:32 Gen_loss: 1.302 Dis_loss: 0.8107 Cls_loss: N/A Topk: N/A ada_p: 0.2309
[INFO] 2021-10-21 10:14:29 > Step: 500000 Progress: 50.0% Elapsed: 4 days, 20:52:34 Gen_loss: 1.294 Dis_loss: 0.6748 Cls_loss: N/A Topk: N/A ada_p: 0.2327
[INFO] 2021-10-21 10:14:29 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-21 10:14:30 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_500000.png
[INFO] 2021-10-21 10:14:30 > Start Evaluation (500000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-21 10:14:30 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-21 10:19:59 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-21 10:25:37 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-21 10:46:18 > Inception score (Step: 500000, 50000 generated images): 10.437445640563965
[INFO] 2021-10-21 10:46:18 > FID score (Step: 500000, Using train moments): 2.6658622021151928
[INFO] 2021-10-21 10:46:18 > Improved Precision (Step: 500000, Using train images): 0.74532
[INFO] 2021-10-21 10:46:18 > Improved Recall (Step: 500000, Using train images): 0.67664
[INFO] 2021-10-21 10:46:18 > Density (Step: 500000, Using train images): 1.049916
[INFO] 2021-10-21 10:46:18 > Coverage (Step: 500000, Using train images): 0.92208
[INFO] 2021-10-21 10:46:18 > Best FID score (Step: 500000, Using train moments): 2.6658622021151928
[INFO] 2021-10-21 10:46:40 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-21 10:49:27 > Step: 500100 Progress: 50.0% Elapsed: 4 days, 21:27:32 Gen_loss: 0.9781 Dis_loss: 0.8297 Cls_loss: N/A Topk: N/A ada_p: 0.2354
[INFO] 2021-10-21 10:50:29 > Step: 500200 Progress: 50.0% Elapsed: 4 days, 21:28:34 Gen_loss: 1.045 Dis_loss: 1.031 Cls_loss: N/A Topk: N/A ada_p: 0.2308
[INFO] 2021-10-21 10:51:31 > Step: 500300 Progress: 50.0% Elapsed: 4 days, 21:29:36 Gen_loss: 1.755 Dis_loss: 0.7068 Cls_loss: N/A Topk: N/A ada_p: 0.2308
[INFO] 2021-10-21 10:52:33 > Step: 500400 Progress: 50.0% Elapsed: 4 days, 21:30:38 Gen_loss: 0.7957 Dis_loss: 0.9536 Cls_loss: N/A Topk: N/A ada_p: 0.2305
[INFO] 2021-10-21 10:53:36 > Step: 500500 Progress: 50.0% Elapsed: 4 days, 21:31:40 Gen_loss: 1.393 Dis_loss: 1.188 Cls_loss: N/A Topk: N/A ada_p: 0.2348
[INFO] 2021-10-21 10:54:38 > Step: 500600 Progress: 50.1% Elapsed: 4 days, 21:32:43 Gen_loss: 1.47 Dis_loss: 0.7063 Cls_loss: N/A Topk: N/A ada_p: 0.2307
[INFO] 2021-10-21 10:55:57 > Step: 500700 Progress: 50.1% Elapsed: 4 days, 21:34:02 Gen_loss: 1.297 Dis_loss: 0.7513 Cls_loss: N/A Topk: N/A ada_p: 0.2291
[INFO] 2021-10-21 10:57:00 > Step: 500800 Progress: 50.1% Elapsed: 4 days, 21:35:05 Gen_loss: 1.532 Dis_loss: 0.6843 Cls_loss: N/A Topk: N/A ada_p: 0.2319
[INFO] 2021-10-21 10:58:03 > Step: 500900 Progress: 50.1% Elapsed: 4 days, 21:36:08 Gen_loss: 1.241 Dis_loss: 1.193 Cls_loss: N/A Topk: N/A ada_p: 0.2326
[INFO] 2021-10-21 10:59:05 > Step: 501000 Progress: 50.1% Elapsed: 4 days, 21:37:10 Gen_loss: 1.068 Dis_loss: 0.876 Cls_loss: N/A Topk: N/A ada_p: 0.2313
[INFO] 2021-10-21 11:00:08 > Step: 501100 Progress: 50.1% Elapsed: 4 days, 21:38:13 Gen_loss: 0.9945 Dis_loss: 0.7198 Cls_loss: N/A Topk: N/A ada_p: 0.2344
[INFO] 2021-10-21 11:01:10 > Step: 501200 Progress: 50.1% Elapsed: 4 days, 21:39:15 Gen_loss: 1.554 Dis_loss: 0.7221 Cls_loss: N/A Topk: N/A ada_p: 0.2364
[INFO] 2021-10-21 11:02:13 > Step: 501300 Progress: 50.1% Elapsed: 4 days, 21:40:17 Gen_loss: 0.756 Dis_loss: 1.189 Cls_loss: N/A Topk: N/A ada_p: 0.2371
[INFO] 2021-10-21 11:03:15 > Step: 501400 Progress: 50.1% Elapsed: 4 days, 21:41:20 Gen_loss: 1.004 Dis_loss: 1.002 Cls_loss: N/A Topk: N/A ada_p: 0.233
[INFO] 2021-10-21 11:04:27 > Step: 501500 Progress: 50.1% Elapsed: 4 days, 21:42:32 Gen_loss: 1.551 Dis_loss: 0.929 Cls_loss: N/A Topk: N/A ada_p: 0.2319
[INFO] 2021-10-21 11:05:30 > Step: 501600 Progress: 50.2% Elapsed: 4 days, 21:43:34 Gen_loss: 1.93 Dis_loss: 0.8863 Cls_loss: N/A Topk: N/A ada_p: 0.2301
[INFO] 2021-10-21 11:06:32 > Step: 501700 Progress: 50.2% Elapsed: 4 days, 21:44:37 Gen_loss: 1.225 Dis_loss: 0.8606 Cls_loss: N/A Topk: N/A ada_p: 0.2269
[INFO] 2021-10-21 11:07:34 > Step: 501800 Progress: 50.2% Elapsed: 4 days, 21:45:39 Gen_loss: 1.103 Dis_loss: 0.8776 Cls_loss: N/A Topk: N/A ada_p: 0.2259
[INFO] 2021-10-21 11:08:37 > Step: 501900 Progress: 50.2% Elapsed: 4 days, 21:46:41 Gen_loss: 1.344 Dis_loss: 1.433 Cls_loss: N/A Topk: N/A ada_p: 0.2287
[INFO] 2021-10-21 11:09:39 > Step: 502000 Progress: 50.2% Elapsed: 4 days, 21:47:44 Gen_loss: 1.34 Dis_loss: 0.8269 Cls_loss: N/A Topk: N/A ada_p: 0.2293
[INFO] 2021-10-21 11:10:42 > Step: 502100 Progress: 50.2% Elapsed: 4 days, 21:48:46 Gen_loss: 1.457 Dis_loss: 0.7818 Cls_loss: N/A Topk: N/A ada_p: 0.2243
[INFO] 2021-10-21 11:11:55 > Step: 502200 Progress: 50.2% Elapsed: 4 days, 21:49:59 Gen_loss: 0.6568 Dis_loss: 0.8097 Cls_loss: N/A Topk: N/A ada_p: 0.2281
[INFO] 2021-10-21 11:12:57 > Step: 502300 Progress: 50.2% Elapsed: 4 days, 21:51:01 Gen_loss: 2.197 Dis_loss: 0.874 Cls_loss: N/A Topk: N/A ada_p: 0.2301
[INFO] 2021-10-21 11:13:59 > Step: 502400 Progress: 50.2% Elapsed: 4 days, 21:52:04 Gen_loss: 1.735 Dis_loss: 1.333 Cls_loss: N/A Topk: N/A ada_p: 0.2322
[INFO] 2021-10-21 11:15:02 > Step: 502500 Progress: 50.2% Elapsed: 4 days, 21:53:06 Gen_loss: 0.8258 Dis_loss: 0.9823 Cls_loss: N/A Topk: N/A ada_p: 0.2305
[INFO] 2021-10-21 11:16:04 > Step: 502600 Progress: 50.3% Elapsed: 4 days, 21:54:09 Gen_loss: 1.138 Dis_loss: 0.9986 Cls_loss: N/A Topk: N/A ada_p: 0.2305
[INFO] 2021-10-21 11:17:06 > Step: 502700 Progress: 50.3% Elapsed: 4 days, 21:55:11 Gen_loss: 1.413 Dis_loss: 0.8473 Cls_loss: N/A Topk: N/A ada_p: 0.2328
[INFO] 2021-10-21 11:18:09 > Step: 502800 Progress: 50.3% Elapsed: 4 days, 21:56:14 Gen_loss: 1.61 Dis_loss: 0.9462 Cls_loss: N/A Topk: N/A ada_p: 0.2321
[INFO] 2021-10-21 11:19:12 > Step: 502900 Progress: 50.3% Elapsed: 4 days, 21:57:16 Gen_loss: 2.017 Dis_loss: 0.9322 Cls_loss: N/A Topk: N/A ada_p: 0.2307
[INFO] 2021-10-21 11:20:29 > Step: 503000 Progress: 50.3% Elapsed: 4 days, 21:58:34 Gen_loss: 1.406 Dis_loss: 0.9868 Cls_loss: N/A Topk: N/A ada_p: 0.2271
[INFO] 2021-10-21 11:21:31 > Step: 503100 Progress: 50.3% Elapsed: 4 days, 21:59:36 Gen_loss: 1.726 Dis_loss: 1.064 Cls_loss: N/A Topk: N/A ada_p: 0.2266
[INFO] 2021-10-21 11:22:33 > Step: 503200 Progress: 50.3% Elapsed: 4 days, 22:00:38 Gen_loss: 1.538 Dis_loss: 0.7088 Cls_loss: N/A Topk: N/A ada_p: 0.2291
[INFO] 2021-10-21 11:23:37 > Step: 503300 Progress: 50.3% Elapsed: 4 days, 22:01:41 Gen_loss: 1.468 Dis_loss: 1.146 Cls_loss: N/A Topk: N/A ada_p: 0.2295
[INFO] 2021-10-21 11:24:39 > Step: 503400 Progress: 50.3% Elapsed: 4 days, 22:02:44 Gen_loss: 1.538 Dis_loss: 0.9076 Cls_loss: N/A Topk: N/A ada_p: 0.228
[INFO] 2021-10-21 11:25:42 > Step: 503500 Progress: 50.3% Elapsed: 4 days, 22:03:47 Gen_loss: 1.007 Dis_loss: 0.8842 Cls_loss: N/A Topk: N/A ada_p: 0.2262
[INFO] 2021-10-21 11:26:47 > Step: 503600 Progress: 50.4% Elapsed: 4 days, 22:04:51 Gen_loss: 1.997 Dis_loss: 0.932 Cls_loss: N/A Topk: N/A ada_p: 0.2269
[INFO] 2021-10-21 11:27:50 > Step: 503700 Progress: 50.4% Elapsed: 4 days, 22:05:54 Gen_loss: 1.745 Dis_loss: 1.164 Cls_loss: N/A Topk: N/A ada_p: 0.2273
[INFO] 2021-10-21 11:29:02 > Step: 503800 Progress: 50.4% Elapsed: 4 days, 22:07:07 Gen_loss: 1.998 Dis_loss: 0.8409 Cls_loss: N/A Topk: N/A ada_p: 0.2289
[INFO] 2021-10-21 11:30:05 > Step: 503900 Progress: 50.4% Elapsed: 4 days, 22:08:09 Gen_loss: 0.8266 Dis_loss: 0.7521 Cls_loss: N/A Topk: N/A ada_p: 0.2296
[INFO] 2021-10-21 11:31:07 > Step: 504000 Progress: 50.4% Elapsed: 4 days, 22:09:12 Gen_loss: 1.412 Dis_loss: 1.179 Cls_loss: N/A Topk: N/A ada_p: 0.2307
[INFO] 2021-10-21 11:32:10 > Step: 504100 Progress: 50.4% Elapsed: 4 days, 22:10:14 Gen_loss: 1.232 Dis_loss: 0.9164 Cls_loss: N/A Topk: N/A ada_p: 0.2339
[INFO] 2021-10-21 11:33:12 > Step: 504200 Progress: 50.4% Elapsed: 4 days, 22:11:17 Gen_loss: 1.273 Dis_loss: 1.053 Cls_loss: N/A Topk: N/A ada_p: 0.2333
[INFO] 2021-10-21 11:34:15 > Step: 504300 Progress: 50.4% Elapsed: 4 days, 22:12:20 Gen_loss: 0.9072 Dis_loss: 0.9708 Cls_loss: N/A Topk: N/A ada_p: 0.2316
[INFO] 2021-10-21 11:35:23 > Step: 504400 Progress: 50.4% Elapsed: 4 days, 22:13:28 Gen_loss: 2.045 Dis_loss: 0.8276 Cls_loss: N/A Topk: N/A ada_p: 0.2305
[INFO] 2021-10-21 11:36:26 > Step: 504500 Progress: 50.4% Elapsed: 4 days, 22:14:31 Gen_loss: 1.625 Dis_loss: 0.7741 Cls_loss: N/A Topk: N/A ada_p: 0.2276
[INFO] 2021-10-21 11:37:40 > Step: 504600 Progress: 50.5% Elapsed: 4 days, 22:15:44 Gen_loss: 0.7684 Dis_loss: 0.7862 Cls_loss: N/A Topk: N/A ada_p: 0.2258
[INFO] 2021-10-21 11:38:42 > Step: 504700 Progress: 50.5% Elapsed: 4 days, 22:16:47 Gen_loss: 1.237 Dis_loss: 0.9782 Cls_loss: N/A Topk: N/A ada_p: 0.2266
[INFO] 2021-10-21 11:39:46 > Step: 504800 Progress: 50.5% Elapsed: 4 days, 22:17:51 Gen_loss: 1.273 Dis_loss: 0.7924 Cls_loss: N/A Topk: N/A ada_p: 0.2253
[INFO] 2021-10-21 11:40:50 > Step: 504900 Progress: 50.5% Elapsed: 4 days, 22:18:54 Gen_loss: 1.306 Dis_loss: 1.017 Cls_loss: N/A Topk: N/A ada_p: 0.2287
[INFO] 2021-10-21 11:41:52 > Step: 505000 Progress: 50.5% Elapsed: 4 days, 22:19:57 Gen_loss: 1.441 Dis_loss: 1.026 Cls_loss: N/A Topk: N/A ada_p: 0.2295
[INFO] 2021-10-21 11:42:54 > Step: 505100 Progress: 50.5% Elapsed: 4 days, 22:20:59 Gen_loss: 1.343 Dis_loss: 0.9548 Cls_loss: N/A Topk: N/A ada_p: 0.2293
[INFO] 2021-10-21 11:43:56 > Step: 505200 Progress: 50.5% Elapsed: 4 days, 22:22:01 Gen_loss: 1.428 Dis_loss: 0.7487 Cls_loss: N/A Topk: N/A ada_p: 0.2298
[INFO] 2021-10-21 11:45:06 > Step: 505300 Progress: 50.5% Elapsed: 4 days, 22:23:11 Gen_loss: 1.116 Dis_loss: 0.5242 Cls_loss: N/A Topk: N/A ada_p: 0.2348
[INFO] 2021-10-21 11:46:19 > Step: 505400 Progress: 50.5% Elapsed: 4 days, 22:24:24 Gen_loss: 1.228 Dis_loss: 0.8981 Cls_loss: N/A Topk: N/A ada_p: 0.2378
[INFO] 2021-10-21 11:47:22 > Step: 505500 Progress: 50.5% Elapsed: 4 days, 22:25:27 Gen_loss: 0.8626 Dis_loss: 1.041 Cls_loss: N/A Topk: N/A ada_p: 0.236
[INFO] 2021-10-21 11:48:24 > Step: 505600 Progress: 50.6% Elapsed: 4 days, 22:26:29 Gen_loss: 1.58 Dis_loss: 0.8424 Cls_loss: N/A Topk: N/A ada_p: 0.2358
[INFO] 2021-10-21 11:49:27 > Step: 505700 Progress: 50.6% Elapsed: 4 days, 22:27:32 Gen_loss: 2.164 Dis_loss: 0.8824 Cls_loss: N/A Topk: N/A ada_p: 0.2369
[INFO] 2021-10-21 11:50:29 > Step: 505800 Progress: 50.6% Elapsed: 4 days, 22:28:34 Gen_loss: 1.312 Dis_loss: 1.168 Cls_loss: N/A Topk: N/A ada_p: 0.2387
[INFO] 2021-10-21 11:51:37 > Step: 505900 Progress: 50.6% Elapsed: 4 days, 22:29:41 Gen_loss: 1.127 Dis_loss: 0.8475 Cls_loss: N/A Topk: N/A ada_p: 0.2369
[INFO] 2021-10-21 11:52:39 > Step: 506000 Progress: 50.6% Elapsed: 4 days, 22:30:44 Gen_loss: 1.123 Dis_loss: 0.9153 Cls_loss: N/A Topk: N/A ada_p: 0.231
[INFO] 2021-10-21 11:53:52 > Step: 506100 Progress: 50.6% Elapsed: 4 days, 22:31:57 Gen_loss: 1.159 Dis_loss: 0.7669 Cls_loss: N/A Topk: N/A ada_p: 0.2327
[INFO] 2021-10-21 11:54:54 > Step: 506200 Progress: 50.6% Elapsed: 4 days, 22:32:59 Gen_loss: 1.087 Dis_loss: 0.7353 Cls_loss: N/A Topk: N/A ada_p: 0.2348
[INFO] 2021-10-21 11:55:57 > Step: 506300 Progress: 50.6% Elapsed: 4 days, 22:34:02 Gen_loss: 0.4883 Dis_loss: 1.527 Cls_loss: N/A Topk: N/A ada_p: 0.2342
[INFO] 2021-10-21 11:57:00 > Step: 506400 Progress: 50.6% Elapsed: 4 days, 22:35:04 Gen_loss: 1.529 Dis_loss: 0.6117 Cls_loss: N/A Topk: N/A ada_p: 0.2317
[INFO] 2021-10-21 11:58:02 > Step: 506500 Progress: 50.6% Elapsed: 4 days, 22:36:07 Gen_loss: 1.677 Dis_loss: 0.5206 Cls_loss: N/A Topk: N/A ada_p: 0.2303
[INFO] 2021-10-21 11:59:05 > Step: 506600 Progress: 50.7% Elapsed: 4 days, 22:37:10 Gen_loss: 1.9 Dis_loss: 0.9408 Cls_loss: N/A Topk: N/A ada_p: 0.2316
[INFO] 2021-10-21 12:00:07 > Step: 506700 Progress: 50.7% Elapsed: 4 days, 22:38:12 Gen_loss: 1.222 Dis_loss: 0.7573 Cls_loss: N/A Topk: N/A ada_p: 0.2282
[INFO] 2021-10-21 12:01:10 > Step: 506800 Progress: 50.7% Elapsed: 4 days, 22:39:14 Gen_loss: 0.9223 Dis_loss: 0.9196 Cls_loss: N/A Topk: N/A ada_p: 0.2246
[INFO] 2021-10-21 12:02:22 > Step: 506900 Progress: 50.7% Elapsed: 4 days, 22:40:27 Gen_loss: 2.051 Dis_loss: 0.9279 Cls_loss: N/A Topk: N/A ada_p: 0.2237
[INFO] 2021-10-21 12:03:25 > Step: 507000 Progress: 50.7% Elapsed: 4 days, 22:41:30 Gen_loss: 1.657 Dis_loss: 0.9945 Cls_loss: N/A Topk: N/A ada_p: 0.2199
[INFO] 2021-10-21 12:04:27 > Step: 507100 Progress: 50.7% Elapsed: 4 days, 22:42:32 Gen_loss: 1.273 Dis_loss: 0.9238 Cls_loss: N/A Topk: N/A ada_p: 0.2225
[INFO] 2021-10-21 12:05:30 > Step: 507200 Progress: 50.7% Elapsed: 4 days, 22:43:34 Gen_loss: 1.026 Dis_loss: 0.7791 Cls_loss: N/A Topk: N/A ada_p: 0.2266
[INFO] 2021-10-21 12:06:32 > Step: 507300 Progress: 50.7% Elapsed: 4 days, 22:44:37 Gen_loss: 1.911 Dis_loss: 0.8955 Cls_loss: N/A Topk: N/A ada_p: 0.2328
[INFO] 2021-10-21 12:07:35 > Step: 507400 Progress: 50.7% Elapsed: 4 days, 22:45:39 Gen_loss: 1.219 Dis_loss: 0.7471 Cls_loss: N/A Topk: N/A ada_p: 0.2313
[INFO] 2021-10-21 12:08:37 > Step: 507500 Progress: 50.7% Elapsed: 4 days, 22:46:41 Gen_loss: 0.8357 Dis_loss: 0.8773 Cls_loss: N/A Topk: N/A ada_p: 0.2336
[INFO] 2021-10-21 12:09:39 > Step: 507600 Progress: 50.8% Elapsed: 4 days, 22:47:44 Gen_loss: 2.214 Dis_loss: 0.8104 Cls_loss: N/A Topk: N/A ada_p: 0.2341
[INFO] 2021-10-21 12:10:52 > Step: 507700 Progress: 50.8% Elapsed: 4 days, 22:48:56 Gen_loss: 1.467 Dis_loss: 0.6049 Cls_loss: N/A Topk: N/A ada_p: 0.2368
[INFO] 2021-10-21 12:11:54 > Step: 507800 Progress: 50.8% Elapsed: 4 days, 22:49:59 Gen_loss: 1.101 Dis_loss: 1.238 Cls_loss: N/A Topk: N/A ada_p: 0.2358
[INFO] 2021-10-21 12:12:57 > Step: 507900 Progress: 50.8% Elapsed: 4 days, 22:51:01 Gen_loss: 1.138 Dis_loss: 1.116 Cls_loss: N/A Topk: N/A ada_p: 0.2317
[INFO] 2021-10-21 12:13:59 > Step: 508000 Progress: 50.8% Elapsed: 4 days, 22:52:04 Gen_loss: 1.433 Dis_loss: 0.8131 Cls_loss: N/A Topk: N/A ada_p: 0.2301
[INFO] 2021-10-21 12:15:01 > Step: 508100 Progress: 50.8% Elapsed: 4 days, 22:53:06 Gen_loss: 1.436 Dis_loss: 0.7953 Cls_loss: N/A Topk: N/A ada_p: 0.2305
[INFO] 2021-10-21 12:16:03 > Step: 508200 Progress: 50.8% Elapsed: 4 days, 22:54:08 Gen_loss: 1.089 Dis_loss: 0.8785 Cls_loss: N/A Topk: N/A ada_p: 0.231
[INFO] 2021-10-21 12:17:06 > Step: 508300 Progress: 50.8% Elapsed: 4 days, 22:55:10 Gen_loss: 1.714 Dis_loss: 0.8159 Cls_loss: N/A Topk: N/A ada_p: 0.2328
[INFO] 2021-10-21 12:18:08 > Step: 508400 Progress: 50.8% Elapsed: 4 days, 22:56:13 Gen_loss: 1.348 Dis_loss: 0.842 Cls_loss: N/A Topk: N/A ada_p: 0.2321
[INFO] 2021-10-21 12:19:20 > Step: 508500 Progress: 50.8% Elapsed: 4 days, 22:57:25 Gen_loss: 1.304 Dis_loss: 0.9709 Cls_loss: N/A Topk: N/A ada_p: 0.2363
[INFO] 2021-10-21 12:20:23 > Step: 508600 Progress: 50.9% Elapsed: 4 days, 22:58:27 Gen_loss: 1.167 Dis_loss: 0.8141 Cls_loss: N/A Topk: N/A ada_p: 0.235
[INFO] 2021-10-21 12:21:25 > Step: 508700 Progress: 50.9% Elapsed: 4 days, 22:59:30 Gen_loss: 1.093 Dis_loss: 0.8996 Cls_loss: N/A Topk: N/A ada_p: 0.2342
[INFO] 2021-10-21 12:22:28 > Step: 508800 Progress: 50.9% Elapsed: 4 days, 23:00:32 Gen_loss: 1.108 Dis_loss: 0.5513 Cls_loss: N/A Topk: N/A ada_p: 0.2327
[INFO] 2021-10-21 12:23:30 > Step: 508900 Progress: 50.9% Elapsed: 4 days, 23:01:35 Gen_loss: 1.41 Dis_loss: 0.5806 Cls_loss: N/A Topk: N/A ada_p: 0.2344
[INFO] 2021-10-21 12:24:32 > Step: 509000 Progress: 50.9% Elapsed: 4 days, 23:02:37 Gen_loss: 0.912 Dis_loss: 0.7653 Cls_loss: N/A Topk: N/A ada_p: 0.2357
[INFO] 2021-10-21 12:25:35 > Step: 509100 Progress: 50.9% Elapsed: 4 days, 23:03:39 Gen_loss: 0.959 Dis_loss: 1.002 Cls_loss: N/A Topk: N/A ada_p: 0.2354
[INFO] 2021-10-21 12:26:37 > Step: 509200 Progress: 50.9% Elapsed: 4 days, 23:04:41 Gen_loss: 1.338 Dis_loss: 0.6967 Cls_loss: N/A Topk: N/A ada_p: 0.2372
[INFO] 2021-10-21 12:27:49 > Step: 509300 Progress: 50.9% Elapsed: 4 days, 23:05:54 Gen_loss: 0.8617 Dis_loss: 0.8007 Cls_loss: N/A Topk: N/A ada_p: 0.2404
[INFO] 2021-10-21 12:28:51 > Step: 509400 Progress: 50.9% Elapsed: 4 days, 23:06:56 Gen_loss: 0.8337 Dis_loss: 0.9699 Cls_loss: N/A Topk: N/A ada_p: 0.2419
[INFO] 2021-10-21 12:29:54 > Step: 509500 Progress: 50.9% Elapsed: 4 days, 23:07:59 Gen_loss: 0.6776 Dis_loss: 0.9465 Cls_loss: N/A Topk: N/A ada_p: 0.2401
[INFO] 2021-10-21 12:30:56 > Step: 509600 Progress: 51.0% Elapsed: 4 days, 23:09:01 Gen_loss: 1.641 Dis_loss: 0.7975 Cls_loss: N/A Topk: N/A ada_p: 0.233
[INFO] 2021-10-21 12:31:59 > Step: 509700 Progress: 51.0% Elapsed: 4 days, 23:10:04 Gen_loss: 1.261 Dis_loss: 1.045 Cls_loss: N/A Topk: N/A ada_p: 0.2357
[INFO] 2021-10-21 12:33:01 > Step: 509800 Progress: 51.0% Elapsed: 4 days, 23:11:06 Gen_loss: 1.598 Dis_loss: 0.9183 Cls_loss: N/A Topk: N/A ada_p: 0.2362
[INFO] 2021-10-21 12:34:03 > Step: 509900 Progress: 51.0% Elapsed: 4 days, 23:12:08 Gen_loss: 1.011 Dis_loss: 0.959 Cls_loss: N/A Topk: N/A ada_p: 0.2357
[INFO] 2021-10-21 12:35:18 > Step: 510000 Progress: 51.0% Elapsed: 4 days, 23:13:23 Gen_loss: 1.334 Dis_loss: 0.8421 Cls_loss: N/A Topk: N/A ada_p: 0.229
[INFO] 2021-10-21 12:35:25 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-21 12:35:28 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_510000.png
[INFO] 2021-10-21 12:35:28 > Start Evaluation (510000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-21 12:35:28 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-21 12:40:59 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-21 12:46:34 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-21 13:07:42 > Inception score (Step: 510000, 50000 generated images): 10.426941871643066
[INFO] 2021-10-21 13:07:42 > FID score (Step: 510000, Using train moments): 2.6962588281710396
[INFO] 2021-10-21 13:07:42 > Improved Precision (Step: 510000, Using train images): 0.74166
[INFO] 2021-10-21 13:07:42 > Improved Recall (Step: 510000, Using train images): 0.67718
[INFO] 2021-10-21 13:07:42 > Density (Step: 510000, Using train images): 1.050928
[INFO] 2021-10-21 13:07:42 > Coverage (Step: 510000, Using train images): 0.9239
[INFO] 2021-10-21 13:07:42 > Best FID score (Step: 500000, Using train moments): 2.6658622021151928
[INFO] 2021-10-21 13:07:52 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-21 13:10:19 > Step: 510100 Progress: 51.0% Elapsed: 4 days, 23:48:24 Gen_loss: 1.132 Dis_loss: 0.5781 Cls_loss: N/A Topk: N/A ada_p: 0.2268
[INFO] 2021-10-21 13:11:21 > Step: 510200 Progress: 51.0% Elapsed: 4 days, 23:49:25 Gen_loss: 1.989 Dis_loss: 0.9067 Cls_loss: N/A Topk: N/A ada_p: 0.2294
[INFO] 2021-10-21 13:12:23 > Step: 510300 Progress: 51.0% Elapsed: 4 days, 23:50:27 Gen_loss: 2.101 Dis_loss: 0.9777 Cls_loss: N/A Topk: N/A ada_p: 0.2332
[INFO] 2021-10-21 13:13:25 > Step: 510400 Progress: 51.0% Elapsed: 4 days, 23:51:29 Gen_loss: 1.327 Dis_loss: 0.8761 Cls_loss: N/A Topk: N/A ada_p: 0.2312
[INFO] 2021-10-21 13:14:27 > Step: 510500 Progress: 51.0% Elapsed: 4 days, 23:52:32 Gen_loss: 1.452 Dis_loss: 1.112 Cls_loss: N/A Topk: N/A ada_p: 0.2308
[INFO] 2021-10-21 13:15:30 > Step: 510600 Progress: 51.1% Elapsed: 4 days, 23:53:34 Gen_loss: 1.365 Dis_loss: 0.7726 Cls_loss: N/A Topk: N/A ada_p: 0.2264
[INFO] 2021-10-21 13:16:32 > Step: 510700 Progress: 51.1% Elapsed: 4 days, 23:54:37 Gen_loss: 1.132 Dis_loss: 0.9039 Cls_loss: N/A Topk: N/A ada_p: 0.229
[INFO] 2021-10-21 13:17:50 > Step: 510800 Progress: 51.1% Elapsed: 4 days, 23:55:55 Gen_loss: 1.72 Dis_loss: 1.365 Cls_loss: N/A Topk: N/A ada_p: 0.2272
[INFO] 2021-10-21 13:18:52 > Step: 510900 Progress: 51.1% Elapsed: 4 days, 23:56:57 Gen_loss: 1.649 Dis_loss: 1.547 Cls_loss: N/A Topk: N/A ada_p: 0.2268
[INFO] 2021-10-21 13:19:54 > Step: 511000 Progress: 51.1% Elapsed: 4 days, 23:57:59 Gen_loss: 0.619 Dis_loss: 0.777 Cls_loss: N/A Topk: N/A ada_p: 0.2253
[INFO] 2021-10-21 13:20:57 > Step: 511100 Progress: 51.1% Elapsed: 4 days, 23:59:01 Gen_loss: 1.449 Dis_loss: 1.022 Cls_loss: N/A Topk: N/A ada_p: 0.2281
[INFO] 2021-10-21 13:21:59 > Step: 511200 Progress: 51.1% Elapsed: 5 days, 0:00:04 Gen_loss: 2.066 Dis_loss: 1.677 Cls_loss: N/A Topk: N/A ada_p: 0.2271
[INFO] 2021-10-21 13:23:02 > Step: 511300 Progress: 51.1% Elapsed: 5 days, 0:01:06 Gen_loss: 1.279 Dis_loss: 1.058 Cls_loss: N/A Topk: N/A ada_p: 0.2246
[INFO] 2021-10-21 13:24:04 > Step: 511400 Progress: 51.1% Elapsed: 5 days, 0:02:09 Gen_loss: 1.536 Dis_loss: 0.9898 Cls_loss: N/A Topk: N/A ada_p: 0.2231
[INFO] 2021-10-21 13:25:06 > Step: 511500 Progress: 51.1% Elapsed: 5 days, 0:03:11 Gen_loss: 1.279 Dis_loss: 0.8069 Cls_loss: N/A Topk: N/A ada_p: 0.2229
[INFO] 2021-10-21 13:26:20 > Step: 511600 Progress: 51.2% Elapsed: 5 days, 0:04:25 Gen_loss: 1.405 Dis_loss: 0.7737 Cls_loss: N/A Topk: N/A ada_p: 0.2264
[INFO] 2021-10-21 13:27:22 > Step: 511700 Progress: 51.2% Elapsed: 5 days, 0:05:27 Gen_loss: 1.49 Dis_loss: 0.9877 Cls_loss: N/A Topk: N/A ada_p: 0.2278
[INFO] 2021-10-21 13:28:25 > Step: 511800 Progress: 51.2% Elapsed: 5 days, 0:06:29 Gen_loss: 1.233 Dis_loss: 0.8381 Cls_loss: N/A Topk: N/A ada_p: 0.2255
[INFO] 2021-10-21 13:29:27 > Step: 511900 Progress: 51.2% Elapsed: 5 days, 0:07:32 Gen_loss: 0.791 Dis_loss: 1.047 Cls_loss: N/A Topk: N/A ada_p: 0.2281
[INFO] 2021-10-21 13:30:29 > Step: 512000 Progress: 51.2% Elapsed: 5 days, 0:08:34 Gen_loss: 1.974 Dis_loss: 1.043 Cls_loss: N/A Topk: N/A ada_p: 0.2268
[INFO] 2021-10-21 13:31:33 > Step: 512100 Progress: 51.2% Elapsed: 5 days, 0:09:37 Gen_loss: 1.452 Dis_loss: 0.7666 Cls_loss: N/A Topk: N/A ada_p: 0.2272
[INFO] 2021-10-21 13:32:35 > Step: 512200 Progress: 51.2% Elapsed: 5 days, 0:10:40 Gen_loss: 2.405 Dis_loss: 1.172 Cls_loss: N/A Topk: N/A ada_p: 0.2277
[INFO] 2021-10-21 13:33:37 > Step: 512300 Progress: 51.2% Elapsed: 5 days, 0:11:42 Gen_loss: 1.688 Dis_loss: 0.413 Cls_loss: N/A Topk: N/A ada_p: 0.2275
[INFO] 2021-10-21 13:34:50 > Step: 512400 Progress: 51.2% Elapsed: 5 days, 0:12:54 Gen_loss: 1.548 Dis_loss: 0.7983 Cls_loss: N/A Topk: N/A ada_p: 0.2269
[INFO] 2021-10-21 13:35:52 > Step: 512500 Progress: 51.2% Elapsed: 5 days, 0:13:57 Gen_loss: 2.043 Dis_loss: 1.019 Cls_loss: N/A Topk: N/A ada_p: 0.2299
[INFO] 2021-10-21 13:36:54 > Step: 512600 Progress: 51.3% Elapsed: 5 days, 0:14:59 Gen_loss: 1.608 Dis_loss: 0.9673 Cls_loss: N/A Topk: N/A ada_p: 0.2271
[INFO] 2021-10-21 13:37:57 > Step: 512700 Progress: 51.3% Elapsed: 5 days, 0:16:02 Gen_loss: 2.163 Dis_loss: 1.03 Cls_loss: N/A Topk: N/A ada_p: 0.2263
[INFO] 2021-10-21 13:38:59 > Step: 512800 Progress: 51.3% Elapsed: 5 days, 0:17:04 Gen_loss: 1.939 Dis_loss: 0.8141 Cls_loss: N/A Topk: N/A ada_p: 0.2289
[INFO] 2021-10-21 13:40:02 > Step: 512900 Progress: 51.3% Elapsed: 5 days, 0:18:07 Gen_loss: 0.9621 Dis_loss: 0.9494 Cls_loss: N/A Topk: N/A ada_p: 0.2287
[INFO] 2021-10-21 13:41:05 > Step: 513000 Progress: 51.3% Elapsed: 5 days, 0:19:09 Gen_loss: 1.451 Dis_loss: 0.9643 Cls_loss: N/A Topk: N/A ada_p: 0.2262
[INFO] 2021-10-21 13:42:07 > Step: 513100 Progress: 51.3% Elapsed: 5 days, 0:20:12 Gen_loss: 0.9334 Dis_loss: 0.8776 Cls_loss: N/A Topk: N/A ada_p: 0.2298
[INFO] 2021-10-21 13:43:20 > Step: 513200 Progress: 51.3% Elapsed: 5 days, 0:21:25 Gen_loss: 1.311 Dis_loss: 0.6284 Cls_loss: N/A Topk: N/A ada_p: 0.2308
[INFO] 2021-10-21 13:44:23 > Step: 513300 Progress: 51.3% Elapsed: 5 days, 0:22:27 Gen_loss: 1.69 Dis_loss: 0.7418 Cls_loss: N/A Topk: N/A ada_p: 0.2284
[INFO] 2021-10-21 13:45:25 > Step: 513400 Progress: 51.3% Elapsed: 5 days, 0:23:30 Gen_loss: 1.624 Dis_loss: 0.8694 Cls_loss: N/A Topk: N/A ada_p: 0.2266
[INFO] 2021-10-21 13:46:27 > Step: 513500 Progress: 51.3% Elapsed: 5 days, 0:24:32 Gen_loss: 1.442 Dis_loss: 1.024 Cls_loss: N/A Topk: N/A ada_p: 0.2255
[INFO] 2021-10-21 13:47:29 > Step: 513600 Progress: 51.4% Elapsed: 5 days, 0:25:34 Gen_loss: 1.657 Dis_loss: 0.7559 Cls_loss: N/A Topk: N/A ada_p: 0.2281
[INFO] 2021-10-21 13:48:40 > Step: 513700 Progress: 51.4% Elapsed: 5 days, 0:26:45 Gen_loss: 1.214 Dis_loss: 0.7419 Cls_loss: N/A Topk: N/A ada_p: 0.2298
[INFO] 2021-10-21 13:49:42 > Step: 513800 Progress: 51.4% Elapsed: 5 days, 0:27:47 Gen_loss: 1.638 Dis_loss: 0.6367 Cls_loss: N/A Topk: N/A ada_p: 0.231
[INFO] 2021-10-21 13:50:55 > Step: 513900 Progress: 51.4% Elapsed: 5 days, 0:28:59 Gen_loss: 1.39 Dis_loss: 0.7427 Cls_loss: N/A Topk: N/A ada_p: 0.2331
[INFO] 2021-10-21 13:51:57 > Step: 514000 Progress: 51.4% Elapsed: 5 days, 0:30:01 Gen_loss: 1.507 Dis_loss: 0.9366 Cls_loss: N/A Topk: N/A ada_p: 0.2346
[INFO] 2021-10-21 13:52:59 > Step: 514100 Progress: 51.4% Elapsed: 5 days, 0:31:04 Gen_loss: 0.9778 Dis_loss: 0.7751 Cls_loss: N/A Topk: N/A ada_p: 0.234
[INFO] 2021-10-21 13:54:02 > Step: 514200 Progress: 51.4% Elapsed: 5 days, 0:32:06 Gen_loss: 1.279 Dis_loss: 0.9078 Cls_loss: N/A Topk: N/A ada_p: 0.2337
[INFO] 2021-10-21 13:55:04 > Step: 514300 Progress: 51.4% Elapsed: 5 days, 0:33:08 Gen_loss: 0.7972 Dis_loss: 1.284 Cls_loss: N/A Topk: N/A ada_p: 0.2319
[INFO] 2021-10-21 13:56:06 > Step: 514400 Progress: 51.4% Elapsed: 5 days, 0:34:11 Gen_loss: 1.263 Dis_loss: 0.9007 Cls_loss: N/A Topk: N/A ada_p: 0.2325
[INFO] 2021-10-21 13:57:09 > Step: 514500 Progress: 51.4% Elapsed: 5 days, 0:35:13 Gen_loss: 0.9587 Dis_loss: 1.027 Cls_loss: N/A Topk: N/A ada_p: 0.2318
[INFO] 2021-10-21 13:58:11 > Step: 514600 Progress: 51.5% Elapsed: 5 days, 0:36:15 Gen_loss: 0.9911 Dis_loss: 0.5168 Cls_loss: N/A Topk: N/A ada_p: 0.2357
[INFO] 2021-10-21 13:59:23 > Step: 514700 Progress: 51.5% Elapsed: 5 days, 0:37:28 Gen_loss: 2.208 Dis_loss: 1.01 Cls_loss: N/A Topk: N/A ada_p: 0.2387
[INFO] 2021-10-21 14:00:25 > Step: 514800 Progress: 51.5% Elapsed: 5 days, 0:38:30 Gen_loss: 1.175 Dis_loss: 0.9495 Cls_loss: N/A Topk: N/A ada_p: 0.2392
[INFO] 2021-10-21 14:01:28 > Step: 514900 Progress: 51.5% Elapsed: 5 days, 0:39:33 Gen_loss: 1.552 Dis_loss: 0.9613 Cls_loss: N/A Topk: N/A ada_p: 0.2409
[INFO] 2021-10-21 14:02:30 > Step: 515000 Progress: 51.5% Elapsed: 5 days, 0:40:35 Gen_loss: 1.408 Dis_loss: 0.8116 Cls_loss: N/A Topk: N/A ada_p: 0.244
[INFO] 2021-10-21 14:03:33 > Step: 515100 Progress: 51.5% Elapsed: 5 days, 0:41:37 Gen_loss: 1.922 Dis_loss: 1.239 Cls_loss: N/A Topk: N/A ada_p: 0.2437
[INFO] 2021-10-21 14:04:35 > Step: 515200 Progress: 51.5% Elapsed: 5 days, 0:42:40 Gen_loss: 2.02 Dis_loss: 1.221 Cls_loss: N/A Topk: N/A ada_p: 0.2422
[INFO] 2021-10-21 14:05:37 > Step: 515300 Progress: 51.5% Elapsed: 5 days, 0:43:42 Gen_loss: 0.9961 Dis_loss: 0.9431 Cls_loss: N/A Topk: N/A ada_p: 0.2395
[INFO] 2021-10-21 14:06:39 > Step: 515400 Progress: 51.5% Elapsed: 5 days, 0:44:44 Gen_loss: 1.409 Dis_loss: 1.073 Cls_loss: N/A Topk: N/A ada_p: 0.2395
[INFO] 2021-10-21 14:07:52 > Step: 515500 Progress: 51.5% Elapsed: 5 days, 0:45:56 Gen_loss: 1.176 Dis_loss: 0.7876 Cls_loss: N/A Topk: N/A ada_p: 0.2367
[INFO] 2021-10-21 14:08:54 > Step: 515600 Progress: 51.6% Elapsed: 5 days, 0:46:58 Gen_loss: 1.138 Dis_loss: 0.8454 Cls_loss: N/A Topk: N/A ada_p: 0.2344
[INFO] 2021-10-21 14:09:56 > Step: 515700 Progress: 51.6% Elapsed: 5 days, 0:48:01 Gen_loss: 1.109 Dis_loss: 0.7358 Cls_loss: N/A Topk: N/A ada_p: 0.2363
[INFO] 2021-10-21 14:10:59 > Step: 515800 Progress: 51.6% Elapsed: 5 days, 0:49:03 Gen_loss: 1.841 Dis_loss: 0.843 Cls_loss: N/A Topk: N/A ada_p: 0.2358
[INFO] 2021-10-21 14:12:01 > Step: 515900 Progress: 51.6% Elapsed: 5 days, 0:50:05 Gen_loss: 1.348 Dis_loss: 0.8927 Cls_loss: N/A Topk: N/A ada_p: 0.2376
[INFO] 2021-10-21 14:13:03 > Step: 516000 Progress: 51.6% Elapsed: 5 days, 0:51:08 Gen_loss: 1.388 Dis_loss: 1.096 Cls_loss: N/A Topk: N/A ada_p: 0.2383
[INFO] 2021-10-21 14:14:05 > Step: 516100 Progress: 51.6% Elapsed: 5 days, 0:52:10 Gen_loss: 1.783 Dis_loss: 1.073 Cls_loss: N/A Topk: N/A ada_p: 0.2374
[INFO] 2021-10-21 14:15:08 > Step: 516200 Progress: 51.6% Elapsed: 5 days, 0:53:12 Gen_loss: 0.9644 Dis_loss: 0.9802 Cls_loss: N/A Topk: N/A ada_p: 0.2362
[INFO] 2021-10-21 14:16:20 > Step: 516300 Progress: 51.6% Elapsed: 5 days, 0:54:25 Gen_loss: 1.059 Dis_loss: 0.8653 Cls_loss: N/A Topk: N/A ada_p: 0.2392
[INFO] 2021-10-21 14:17:24 > Step: 516400 Progress: 51.6% Elapsed: 5 days, 0:55:28 Gen_loss: 1.255 Dis_loss: 0.6883 Cls_loss: N/A Topk: N/A ada_p: 0.2359
[INFO] 2021-10-21 14:18:26 > Step: 516500 Progress: 51.6% Elapsed: 5 days, 0:56:31 Gen_loss: 1.205 Dis_loss: 1.147 Cls_loss: N/A Topk: N/A ada_p: 0.2322
[INFO] 2021-10-21 14:19:28 > Step: 516600 Progress: 51.7% Elapsed: 5 days, 0:57:33 Gen_loss: 1.228 Dis_loss: 1.032 Cls_loss: N/A Topk: N/A ada_p: 0.2309
[INFO] 2021-10-21 14:20:31 > Step: 516700 Progress: 51.7% Elapsed: 5 days, 0:58:35 Gen_loss: 1.749 Dis_loss: 0.8003 Cls_loss: N/A Topk: N/A ada_p: 0.2307
[INFO] 2021-10-21 14:21:33 > Step: 516800 Progress: 51.7% Elapsed: 5 days, 0:59:38 Gen_loss: 1.524 Dis_loss: 0.7543 Cls_loss: N/A Topk: N/A ada_p: 0.2314
[INFO] 2021-10-21 14:22:35 > Step: 516900 Progress: 51.7% Elapsed: 5 days, 1:00:40 Gen_loss: 1.314 Dis_loss: 0.9122 Cls_loss: N/A Topk: N/A ada_p: 0.2316
[INFO] 2021-10-21 14:23:38 > Step: 517000 Progress: 51.7% Elapsed: 5 days, 1:01:42 Gen_loss: 1.367 Dis_loss: 0.7819 Cls_loss: N/A Topk: N/A ada_p: 0.2321
[INFO] 2021-10-21 14:24:50 > Step: 517100 Progress: 51.7% Elapsed: 5 days, 1:02:54 Gen_loss: 1.601 Dis_loss: 0.9823 Cls_loss: N/A Topk: N/A ada_p: 0.2282
[INFO] 2021-10-21 14:25:52 > Step: 517200 Progress: 51.7% Elapsed: 5 days, 1:03:57 Gen_loss: 0.9318 Dis_loss: 0.9057 Cls_loss: N/A Topk: N/A ada_p: 0.2298
[INFO] 2021-10-21 14:26:55 > Step: 517300 Progress: 51.7% Elapsed: 5 days, 1:05:00 Gen_loss: 1.335 Dis_loss: 0.8006 Cls_loss: N/A Topk: N/A ada_p: 0.2335
[INFO] 2021-10-21 14:27:57 > Step: 517400 Progress: 51.7% Elapsed: 5 days, 1:06:02 Gen_loss: 0.7071 Dis_loss: 1.022 Cls_loss: N/A Topk: N/A ada_p: 0.2319
[INFO] 2021-10-21 14:29:00 > Step: 517500 Progress: 51.7% Elapsed: 5 days, 1:07:04 Gen_loss: 1.661 Dis_loss: 0.884 Cls_loss: N/A Topk: N/A ada_p: 0.233
[INFO] 2021-10-21 14:30:02 > Step: 517600 Progress: 51.8% Elapsed: 5 days, 1:08:07 Gen_loss: 1.396 Dis_loss: 0.6373 Cls_loss: N/A Topk: N/A ada_p: 0.233
[INFO] 2021-10-21 14:31:04 > Step: 517700 Progress: 51.8% Elapsed: 5 days, 1:09:09 Gen_loss: 1.635 Dis_loss: 1.538 Cls_loss: N/A Topk: N/A ada_p: 0.2339
[INFO] 2021-10-21 14:32:08 > Step: 517800 Progress: 51.8% Elapsed: 5 days, 1:10:12 Gen_loss: 1.441 Dis_loss: 0.6293 Cls_loss: N/A Topk: N/A ada_p: 0.2321
[INFO] 2021-10-21 14:33:20 > Step: 517900 Progress: 51.8% Elapsed: 5 days, 1:11:24 Gen_loss: 1.321 Dis_loss: 1.043 Cls_loss: N/A Topk: N/A ada_p: 0.2316
[INFO] 2021-10-21 14:34:22 > Step: 518000 Progress: 51.8% Elapsed: 5 days, 1:12:27 Gen_loss: 1.518 Dis_loss: 0.8259 Cls_loss: N/A Topk: N/A ada_p: 0.2259
[INFO] 2021-10-21 14:35:24 > Step: 518100 Progress: 51.8% Elapsed: 5 days, 1:13:29 Gen_loss: 1.692 Dis_loss: 0.8601 Cls_loss: N/A Topk: N/A ada_p: 0.2253
[INFO] 2021-10-21 14:36:27 > Step: 518200 Progress: 51.8% Elapsed: 5 days, 1:14:31 Gen_loss: 1.33 Dis_loss: 0.9399 Cls_loss: N/A Topk: N/A ada_p: 0.2199
[INFO] 2021-10-21 14:37:29 > Step: 518300 Progress: 51.8% Elapsed: 5 days, 1:15:34 Gen_loss: 1.528 Dis_loss: 0.8376 Cls_loss: N/A Topk: N/A ada_p: 0.2217
[INFO] 2021-10-21 14:38:31 > Step: 518400 Progress: 51.8% Elapsed: 5 days, 1:16:36 Gen_loss: 1.484 Dis_loss: 0.8566 Cls_loss: N/A Topk: N/A ada_p: 0.2194
[INFO] 2021-10-21 14:39:33 > Step: 518500 Progress: 51.8% Elapsed: 5 days, 1:17:38 Gen_loss: 1.379 Dis_loss: 1.062 Cls_loss: N/A Topk: N/A ada_p: 0.2216
[INFO] 2021-10-21 14:40:46 > Step: 518600 Progress: 51.9% Elapsed: 5 days, 1:18:51 Gen_loss: 1.438 Dis_loss: 0.8008 Cls_loss: N/A Topk: N/A ada_p: 0.2231
[INFO] 2021-10-21 14:41:48 > Step: 518700 Progress: 51.9% Elapsed: 5 days, 1:19:52 Gen_loss: 0.9228 Dis_loss: 1.028 Cls_loss: N/A Topk: N/A ada_p: 0.228
[INFO] 2021-10-21 14:42:50 > Step: 518800 Progress: 51.9% Elapsed: 5 days, 1:20:55 Gen_loss: 1.144 Dis_loss: 0.9883 Cls_loss: N/A Topk: N/A ada_p: 0.2267
[INFO] 2021-10-21 14:43:52 > Step: 518900 Progress: 51.9% Elapsed: 5 days, 1:21:57 Gen_loss: 1.442 Dis_loss: 1.096 Cls_loss: N/A Topk: N/A ada_p: 0.2263
[INFO] 2021-10-21 14:44:55 > Step: 519000 Progress: 51.9% Elapsed: 5 days, 1:22:59 Gen_loss: 1.815 Dis_loss: 1.277 Cls_loss: N/A Topk: N/A ada_p: 0.2304
[INFO] 2021-10-21 14:45:58 > Step: 519100 Progress: 51.9% Elapsed: 5 days, 1:24:02 Gen_loss: 0.9638 Dis_loss: 0.8159 Cls_loss: N/A Topk: N/A ada_p: 0.2291
[INFO] 2021-10-21 14:47:00 > Step: 519200 Progress: 51.9% Elapsed: 5 days, 1:25:05 Gen_loss: 1.395 Dis_loss: 1.201 Cls_loss: N/A Topk: N/A ada_p: 0.2286
[INFO] 2021-10-21 14:48:03 > Step: 519300 Progress: 51.9% Elapsed: 5 days, 1:26:08 Gen_loss: 1.436 Dis_loss: 0.9683 Cls_loss: N/A Topk: N/A ada_p: 0.2259
[INFO] 2021-10-21 14:49:16 > Step: 519400 Progress: 51.9% Elapsed: 5 days, 1:27:20 Gen_loss: 1.057 Dis_loss: 1.035 Cls_loss: N/A Topk: N/A ada_p: 0.2275
[INFO] 2021-10-21 14:50:18 > Step: 519500 Progress: 51.9% Elapsed: 5 days, 1:28:23 Gen_loss: 1.853 Dis_loss: 0.7488 Cls_loss: N/A Topk: N/A ada_p: 0.2246
[INFO] 2021-10-21 14:51:21 > Step: 519600 Progress: 52.0% Elapsed: 5 days, 1:29:26 Gen_loss: 1.457 Dis_loss: 0.6418 Cls_loss: N/A Topk: N/A ada_p: 0.2254
[INFO] 2021-10-21 14:52:24 > Step: 519700 Progress: 52.0% Elapsed: 5 days, 1:30:28 Gen_loss: 1.05 Dis_loss: 0.9108 Cls_loss: N/A Topk: N/A ada_p: 0.2261
[INFO] 2021-10-21 14:53:26 > Step: 519800 Progress: 52.0% Elapsed: 5 days, 1:31:31 Gen_loss: 1.607 Dis_loss: 0.6531 Cls_loss: N/A Topk: N/A ada_p: 0.2235
[INFO] 2021-10-21 14:54:29 > Step: 519900 Progress: 52.0% Elapsed: 5 days, 1:32:33 Gen_loss: 1.576 Dis_loss: 0.6764 Cls_loss: N/A Topk: N/A ada_p: 0.2202
[INFO] 2021-10-21 14:55:31 > Step: 520000 Progress: 52.0% Elapsed: 5 days, 1:33:36 Gen_loss: 1.253 Dis_loss: 0.7738 Cls_loss: N/A Topk: N/A ada_p: 0.2199
[INFO] 2021-10-21 14:55:33 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-21 14:55:33 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_520000.png
[INFO] 2021-10-21 14:55:33 > Start Evaluation (520000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-21 14:55:33 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-21 15:01:03 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-21 15:06:42 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-21 15:34:36 > Inception score (Step: 520000, 50000 generated images): 10.423022270202637
[INFO] 2021-10-21 15:34:36 > FID score (Step: 520000, Using train moments): 2.6478973961515067
[INFO] 2021-10-21 15:34:36 > Improved Precision (Step: 520000, Using train images): 0.74256
[INFO] 2021-10-21 15:34:36 > Improved Recall (Step: 520000, Using train images): 0.6788
[INFO] 2021-10-21 15:34:36 > Density (Step: 520000, Using train images): 1.060248
[INFO] 2021-10-21 15:34:36 > Coverage (Step: 520000, Using train images): 0.9198
[INFO] 2021-10-21 15:34:36 > Best FID score (Step: 520000, Using train moments): 2.6478973961515067
[INFO] 2021-10-21 15:34:57 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-21 15:35:58 > Step: 520100 Progress: 52.0% Elapsed: 5 days, 2:14:03 Gen_loss: 1.944 Dis_loss: 0.9458 Cls_loss: N/A Topk: N/A ada_p: 0.2239
[INFO] 2021-10-21 15:37:17 > Step: 520200 Progress: 52.0% Elapsed: 5 days, 2:15:22 Gen_loss: 1.301 Dis_loss: 0.7086 Cls_loss: N/A Topk: N/A ada_p: 0.2223
[INFO] 2021-10-21 15:38:20 > Step: 520300 Progress: 52.0% Elapsed: 5 days, 2:16:25 Gen_loss: 1.608 Dis_loss: 0.594 Cls_loss: N/A Topk: N/A ada_p: 0.2249
[INFO] 2021-10-21 15:39:23 > Step: 520400 Progress: 52.0% Elapsed: 5 days, 2:17:27 Gen_loss: 1.388 Dis_loss: 0.8145 Cls_loss: N/A Topk: N/A ada_p: 0.2267
[INFO] 2021-10-21 15:40:25 > Step: 520500 Progress: 52.0% Elapsed: 5 days, 2:18:30 Gen_loss: 0.9841 Dis_loss: 0.781 Cls_loss: N/A Topk: N/A ada_p: 0.2296
[INFO] 2021-10-21 15:41:28 > Step: 520600 Progress: 52.1% Elapsed: 5 days, 2:19:32 Gen_loss: 1.669 Dis_loss: 0.8514 Cls_loss: N/A Topk: N/A ada_p: 0.2314
[INFO] 2021-10-21 15:42:30 > Step: 520700 Progress: 52.1% Elapsed: 5 days, 2:20:35 Gen_loss: 0.9008 Dis_loss: 1.299 Cls_loss: N/A Topk: N/A ada_p: 0.2281
[INFO] 2021-10-21 15:43:34 > Step: 520800 Progress: 52.1% Elapsed: 5 days, 2:21:38 Gen_loss: 0.8856 Dis_loss: 1.327 Cls_loss: N/A Topk: N/A ada_p: 0.2278
[INFO] 2021-10-21 15:44:36 > Step: 520900 Progress: 52.1% Elapsed: 5 days, 2:22:41 Gen_loss: 1.308 Dis_loss: 0.5657 Cls_loss: N/A Topk: N/A ada_p: 0.229
[INFO] 2021-10-21 15:45:48 > Step: 521000 Progress: 52.1% Elapsed: 5 days, 2:23:53 Gen_loss: 1.114 Dis_loss: 0.8022 Cls_loss: N/A Topk: N/A ada_p: 0.2293
[INFO] 2021-10-21 15:46:51 > Step: 521100 Progress: 52.1% Elapsed: 5 days, 2:24:56 Gen_loss: 1.519 Dis_loss: 0.6603 Cls_loss: N/A Topk: N/A ada_p: 0.2321
[INFO] 2021-10-21 15:47:54 > Step: 521200 Progress: 52.1% Elapsed: 5 days, 2:25:58 Gen_loss: 1.405 Dis_loss: 1.001 Cls_loss: N/A Topk: N/A ada_p: 0.2328
[INFO] 2021-10-21 15:48:57 > Step: 521300 Progress: 52.1% Elapsed: 5 days, 2:27:01 Gen_loss: 1.604 Dis_loss: 1.006 Cls_loss: N/A Topk: N/A ada_p: 0.2322
[INFO] 2021-10-21 15:49:59 > Step: 521400 Progress: 52.1% Elapsed: 5 days, 2:28:04 Gen_loss: 1.866 Dis_loss: 0.6095 Cls_loss: N/A Topk: N/A ada_p: 0.2353
[INFO] 2021-10-21 15:51:02 > Step: 521500 Progress: 52.1% Elapsed: 5 days, 2:29:06 Gen_loss: 1.963 Dis_loss: 1.104 Cls_loss: N/A Topk: N/A ada_p: 0.2327
[INFO] 2021-10-21 15:52:04 > Step: 521600 Progress: 52.2% Elapsed: 5 days, 2:30:08 Gen_loss: 1.633 Dis_loss: 1.055 Cls_loss: N/A Topk: N/A ada_p: 0.2342
[INFO] 2021-10-21 15:53:06 > Step: 521700 Progress: 52.2% Elapsed: 5 days, 2:31:11 Gen_loss: 1.77 Dis_loss: 0.7716 Cls_loss: N/A Topk: N/A ada_p: 0.2367
[INFO] 2021-10-21 15:54:19 > Step: 521800 Progress: 52.2% Elapsed: 5 days, 2:32:23 Gen_loss: 1.976 Dis_loss: 0.997 Cls_loss: N/A Topk: N/A ada_p: 0.238
[INFO] 2021-10-21 15:55:21 > Step: 521900 Progress: 52.2% Elapsed: 5 days, 2:33:26 Gen_loss: 1.253 Dis_loss: 0.7402 Cls_loss: N/A Topk: N/A ada_p: 0.2372
[INFO] 2021-10-21 15:56:24 > Step: 522000 Progress: 52.2% Elapsed: 5 days, 2:34:28 Gen_loss: 2.131 Dis_loss: 0.7672 Cls_loss: N/A Topk: N/A ada_p: 0.2418
[INFO] 2021-10-21 15:57:26 > Step: 522100 Progress: 52.2% Elapsed: 5 days, 2:35:31 Gen_loss: 0.8084 Dis_loss: 1.095 Cls_loss: N/A Topk: N/A ada_p: 0.2447
[INFO] 2021-10-21 15:58:29 > Step: 522200 Progress: 52.2% Elapsed: 5 days, 2:36:34 Gen_loss: 1.915 Dis_loss: 0.5734 Cls_loss: N/A Topk: N/A ada_p: 0.2453
[INFO] 2021-10-21 15:59:32 > Step: 522300 Progress: 52.2% Elapsed: 5 days, 2:37:36 Gen_loss: 1.479 Dis_loss: 0.6295 Cls_loss: N/A Topk: N/A ada_p: 0.2412
[INFO] 2021-10-21 16:00:34 > Step: 522400 Progress: 52.2% Elapsed: 5 days, 2:38:38 Gen_loss: 1.692 Dis_loss: 1.343 Cls_loss: N/A Topk: N/A ada_p: 0.2427
[INFO] 2021-10-21 16:01:47 > Step: 522500 Progress: 52.2% Elapsed: 5 days, 2:39:52 Gen_loss: 0.963 Dis_loss: 1.135 Cls_loss: N/A Topk: N/A ada_p: 0.2415
[INFO] 2021-10-21 16:02:50 > Step: 522600 Progress: 52.3% Elapsed: 5 days, 2:40:54 Gen_loss: 1.829 Dis_loss: 1.137 Cls_loss: N/A Topk: N/A ada_p: 0.2436
[INFO] 2021-10-21 16:03:53 > Step: 522700 Progress: 52.3% Elapsed: 5 days, 2:41:57 Gen_loss: 1.084 Dis_loss: 1.185 Cls_loss: N/A Topk: N/A ada_p: 0.2433
[INFO] 2021-10-21 16:04:55 > Step: 522800 Progress: 52.3% Elapsed: 5 days, 2:43:00 Gen_loss: 1.992 Dis_loss: 1.343 Cls_loss: N/A Topk: N/A ada_p: 0.2415
[INFO] 2021-10-21 16:05:58 > Step: 522900 Progress: 52.3% Elapsed: 5 days, 2:44:02 Gen_loss: 1.248 Dis_loss: 0.7402 Cls_loss: N/A Topk: N/A ada_p: 0.2417
[INFO] 2021-10-21 16:07:00 > Step: 523000 Progress: 52.3% Elapsed: 5 days, 2:45:05 Gen_loss: 1.506 Dis_loss: 1.074 Cls_loss: N/A Topk: N/A ada_p: 0.2401
[INFO] 2021-10-21 16:08:03 > Step: 523100 Progress: 52.3% Elapsed: 5 days, 2:46:07 Gen_loss: 1.187 Dis_loss: 1.058 Cls_loss: N/A Topk: N/A ada_p: 0.2355
[INFO] 2021-10-21 16:09:05 > Step: 523200 Progress: 52.3% Elapsed: 5 days, 2:47:10 Gen_loss: 1.403 Dis_loss: 0.8641 Cls_loss: N/A Topk: N/A ada_p: 0.2309
[INFO] 2021-10-21 16:10:18 > Step: 523300 Progress: 52.3% Elapsed: 5 days, 2:48:23 Gen_loss: 1.662 Dis_loss: 0.7607 Cls_loss: N/A Topk: N/A ada_p: 0.2308
[INFO] 2021-10-21 16:11:21 > Step: 523400 Progress: 52.3% Elapsed: 5 days, 2:49:25 Gen_loss: 1.114 Dis_loss: 1.225 Cls_loss: N/A Topk: N/A ada_p: 0.231
[INFO] 2021-10-21 16:12:23 > Step: 523500 Progress: 52.3% Elapsed: 5 days, 2:50:28 Gen_loss: 1.289 Dis_loss: 1.098 Cls_loss: N/A Topk: N/A ada_p: 0.2321
[INFO] 2021-10-21 16:13:26 > Step: 523600 Progress: 52.4% Elapsed: 5 days, 2:51:30 Gen_loss: 1.875 Dis_loss: 0.6384 Cls_loss: N/A Topk: N/A ada_p: 0.2308
[INFO] 2021-10-21 16:14:28 > Step: 523700 Progress: 52.4% Elapsed: 5 days, 2:52:33 Gen_loss: 1.551 Dis_loss: 0.7132 Cls_loss: N/A Topk: N/A ada_p: 0.233
[INFO] 2021-10-21 16:15:31 > Step: 523800 Progress: 52.4% Elapsed: 5 days, 2:53:36 Gen_loss: 1.187 Dis_loss: 0.9313 Cls_loss: N/A Topk: N/A ada_p: 0.234
[INFO] 2021-10-21 16:16:35 > Step: 523900 Progress: 52.4% Elapsed: 5 days, 2:54:40 Gen_loss: 1.085 Dis_loss: 0.8978 Cls_loss: N/A Topk: N/A ada_p: 0.2358
[INFO] 2021-10-21 16:17:37 > Step: 524000 Progress: 52.4% Elapsed: 5 days, 2:55:42 Gen_loss: 1.955 Dis_loss: 0.675 Cls_loss: N/A Topk: N/A ada_p: 0.2376
[INFO] 2021-10-21 16:18:50 > Step: 524100 Progress: 52.4% Elapsed: 5 days, 2:56:54 Gen_loss: 1.435 Dis_loss: 0.9136 Cls_loss: N/A Topk: N/A ada_p: 0.2369
[INFO] 2021-10-21 16:19:53 > Step: 524200 Progress: 52.4% Elapsed: 5 days, 2:57:57 Gen_loss: 1.049 Dis_loss: 0.8884 Cls_loss: N/A Topk: N/A ada_p: 0.2369
[INFO] 2021-10-21 16:20:55 > Step: 524300 Progress: 52.4% Elapsed: 5 days, 2:59:00 Gen_loss: 0.7742 Dis_loss: 1.407 Cls_loss: N/A Topk: N/A ada_p: 0.2421
[INFO] 2021-10-21 16:21:57 > Step: 524400 Progress: 52.4% Elapsed: 5 days, 3:00:02 Gen_loss: 0.694 Dis_loss: 1.504 Cls_loss: N/A Topk: N/A ada_p: 0.2446
[INFO] 2021-10-21 16:23:00 > Step: 524500 Progress: 52.4% Elapsed: 5 days, 3:01:04 Gen_loss: 1.514 Dis_loss: 0.8389 Cls_loss: N/A Topk: N/A ada_p: 0.2432
[INFO] 2021-10-21 16:24:02 > Step: 524600 Progress: 52.5% Elapsed: 5 days, 3:02:07 Gen_loss: 1.45 Dis_loss: 1.052 Cls_loss: N/A Topk: N/A ada_p: 0.2437
[INFO] 2021-10-21 16:25:05 > Step: 524700 Progress: 52.5% Elapsed: 5 days, 3:03:09 Gen_loss: 1.833 Dis_loss: 0.7769 Cls_loss: N/A Topk: N/A ada_p: 0.2391
[INFO] 2021-10-21 16:26:07 > Step: 524800 Progress: 52.5% Elapsed: 5 days, 3:04:11 Gen_loss: 1.188 Dis_loss: 1.053 Cls_loss: N/A Topk: N/A ada_p: 0.2401
[INFO] 2021-10-21 16:27:19 > Step: 524900 Progress: 52.5% Elapsed: 5 days, 3:05:24 Gen_loss: 1.324 Dis_loss: 0.7956 Cls_loss: N/A Topk: N/A ada_p: 0.2418
[INFO] 2021-10-21 16:28:21 > Step: 525000 Progress: 52.5% Elapsed: 5 days, 3:06:26 Gen_loss: 1.848 Dis_loss: 0.9754 Cls_loss: N/A Topk: N/A ada_p: 0.241
[INFO] 2021-10-21 16:29:24 > Step: 525100 Progress: 52.5% Elapsed: 5 days, 3:07:29 Gen_loss: 1.207 Dis_loss: 0.6633 Cls_loss: N/A Topk: N/A ada_p: 0.2421
[INFO] 2021-10-21 16:30:26 > Step: 525200 Progress: 52.5% Elapsed: 5 days, 3:08:31 Gen_loss: 2.022 Dis_loss: 1.057 Cls_loss: N/A Topk: N/A ada_p: 0.2438
[INFO] 2021-10-21 16:31:29 > Step: 525300 Progress: 52.5% Elapsed: 5 days, 3:09:33 Gen_loss: 1.54 Dis_loss: 0.9203 Cls_loss: N/A Topk: N/A ada_p: 0.2458
[INFO] 2021-10-21 16:32:31 > Step: 525400 Progress: 52.5% Elapsed: 5 days, 3:10:35 Gen_loss: 1.676 Dis_loss: 0.8566 Cls_loss: N/A Topk: N/A ada_p: 0.2488
[INFO] 2021-10-21 16:33:33 > Step: 525500 Progress: 52.5% Elapsed: 5 days, 3:11:38 Gen_loss: 1.022 Dis_loss: 0.8183 Cls_loss: N/A Topk: N/A ada_p: 0.2465
[INFO] 2021-10-21 16:34:35 > Step: 525600 Progress: 52.6% Elapsed: 5 days, 3:12:40 Gen_loss: 0.9124 Dis_loss: 1.195 Cls_loss: N/A Topk: N/A ada_p: 0.2419
[INFO] 2021-10-21 16:35:48 > Step: 525700 Progress: 52.6% Elapsed: 5 days, 3:13:52 Gen_loss: 1.605 Dis_loss: 0.9198 Cls_loss: N/A Topk: N/A ada_p: 0.2433
[INFO] 2021-10-21 16:36:50 > Step: 525800 Progress: 52.6% Elapsed: 5 days, 3:14:55 Gen_loss: 1.729 Dis_loss: 0.7155 Cls_loss: N/A Topk: N/A ada_p: 0.2413
[INFO] 2021-10-21 16:37:52 > Step: 525900 Progress: 52.6% Elapsed: 5 days, 3:15:57 Gen_loss: 1.455 Dis_loss: 0.6972 Cls_loss: N/A Topk: N/A ada_p: 0.2441
[INFO] 2021-10-21 16:38:54 > Step: 526000 Progress: 52.6% Elapsed: 5 days, 3:16:59 Gen_loss: 1.392 Dis_loss: 0.8029 Cls_loss: N/A Topk: N/A ada_p: 0.2482
[INFO] 2021-10-21 16:39:57 > Step: 526100 Progress: 52.6% Elapsed: 5 days, 3:18:02 Gen_loss: 1.652 Dis_loss: 0.9733 Cls_loss: N/A Topk: N/A ada_p: 0.2447
[INFO] 2021-10-21 16:40:59 > Step: 526200 Progress: 52.6% Elapsed: 5 days, 3:19:04 Gen_loss: 1.111 Dis_loss: 0.9545 Cls_loss: N/A Topk: N/A ada_p: 0.2478
[INFO] 2021-10-21 16:42:01 > Step: 526300 Progress: 52.6% Elapsed: 5 days, 3:20:06 Gen_loss: 1.244 Dis_loss: 1.062 Cls_loss: N/A Topk: N/A ada_p: 0.2463
[INFO] 2021-10-21 16:43:14 > Step: 526400 Progress: 52.6% Elapsed: 5 days, 3:21:18 Gen_loss: 1.649 Dis_loss: 0.5776 Cls_loss: N/A Topk: N/A ada_p: 0.2429
[INFO] 2021-10-21 16:44:16 > Step: 526500 Progress: 52.6% Elapsed: 5 days, 3:22:20 Gen_loss: 1.326 Dis_loss: 0.8764 Cls_loss: N/A Topk: N/A ada_p: 0.2405
[INFO] 2021-10-21 16:45:18 > Step: 526600 Progress: 52.7% Elapsed: 5 days, 3:23:23 Gen_loss: 1.045 Dis_loss: 1.207 Cls_loss: N/A Topk: N/A ada_p: 0.2385
[INFO] 2021-10-21 16:46:20 > Step: 526700 Progress: 52.7% Elapsed: 5 days, 3:24:25 Gen_loss: 1.041 Dis_loss: 0.8054 Cls_loss: N/A Topk: N/A ada_p: 0.2372
[INFO] 2021-10-21 16:47:23 > Step: 526800 Progress: 52.7% Elapsed: 5 days, 3:25:28 Gen_loss: 1.873 Dis_loss: 1.141 Cls_loss: N/A Topk: N/A ada_p: 0.2354
[INFO] 2021-10-21 16:48:25 > Step: 526900 Progress: 52.7% Elapsed: 5 days, 3:26:30 Gen_loss: 0.9951 Dis_loss: 1.147 Cls_loss: N/A Topk: N/A ada_p: 0.2353
[INFO] 2021-10-21 16:49:28 > Step: 527000 Progress: 52.7% Elapsed: 5 days, 3:27:32 Gen_loss: 1.12 Dis_loss: 0.6253 Cls_loss: N/A Topk: N/A ada_p: 0.2353
[INFO] 2021-10-21 16:50:30 > Step: 527100 Progress: 52.7% Elapsed: 5 days, 3:28:34 Gen_loss: 1.842 Dis_loss: 1.067 Cls_loss: N/A Topk: N/A ada_p: 0.2373
[INFO] 2021-10-21 16:51:42 > Step: 527200 Progress: 52.7% Elapsed: 5 days, 3:29:47 Gen_loss: 1.053 Dis_loss: 0.7607 Cls_loss: N/A Topk: N/A ada_p: 0.234
[INFO] 2021-10-21 16:52:44 > Step: 527300 Progress: 52.7% Elapsed: 5 days, 3:30:49 Gen_loss: 0.9914 Dis_loss: 1.056 Cls_loss: N/A Topk: N/A ada_p: 0.2344
[INFO] 2021-10-21 16:53:46 > Step: 527400 Progress: 52.7% Elapsed: 5 days, 3:31:51 Gen_loss: 0.8953 Dis_loss: 1.262 Cls_loss: N/A Topk: N/A ada_p: 0.2351
[INFO] 2021-10-21 16:54:48 > Step: 527500 Progress: 52.8% Elapsed: 5 days, 3:32:53 Gen_loss: 1.58 Dis_loss: 0.8934 Cls_loss: N/A Topk: N/A ada_p: 0.2346
[INFO] 2021-10-21 16:55:50 > Step: 527600 Progress: 52.8% Elapsed: 5 days, 3:33:55 Gen_loss: 1.764 Dis_loss: 1.221 Cls_loss: N/A Topk: N/A ada_p: 0.2351
[INFO] 2021-10-21 16:56:53 > Step: 527700 Progress: 52.8% Elapsed: 5 days, 3:34:58 Gen_loss: 1.304 Dis_loss: 0.9001 Cls_loss: N/A Topk: N/A ada_p: 0.2312
[INFO] 2021-10-21 16:57:55 > Step: 527800 Progress: 52.8% Elapsed: 5 days, 3:36:00 Gen_loss: 1.738 Dis_loss: 0.9103 Cls_loss: N/A Topk: N/A ada_p: 0.2307
[INFO] 2021-10-21 16:58:57 > Step: 527900 Progress: 52.8% Elapsed: 5 days, 3:37:02 Gen_loss: 1.105 Dis_loss: 0.7876 Cls_loss: N/A Topk: N/A ada_p: 0.2312
[INFO] 2021-10-21 17:00:09 > Step: 528000 Progress: 52.8% Elapsed: 5 days, 3:38:14 Gen_loss: 1.491 Dis_loss: 0.8682 Cls_loss: N/A Topk: N/A ada_p: 0.2332
[INFO] 2021-10-21 17:01:12 > Step: 528100 Progress: 52.8% Elapsed: 5 days, 3:39:16 Gen_loss: 1.675 Dis_loss: 0.7363 Cls_loss: N/A Topk: N/A ada_p: 0.2351
[INFO] 2021-10-21 17:02:14 > Step: 528200 Progress: 52.8% Elapsed: 5 days, 3:40:19 Gen_loss: 1.49 Dis_loss: 0.8532 Cls_loss: N/A Topk: N/A ada_p: 0.2339
[INFO] 2021-10-21 17:03:17 > Step: 528300 Progress: 52.8% Elapsed: 5 days, 3:41:21 Gen_loss: 1.758 Dis_loss: 0.3421 Cls_loss: N/A Topk: N/A ada_p: 0.2346
[INFO] 2021-10-21 17:04:19 > Step: 528400 Progress: 52.8% Elapsed: 5 days, 3:42:24 Gen_loss: 0.9543 Dis_loss: 1.081 Cls_loss: N/A Topk: N/A ada_p: 0.2351
[INFO] 2021-10-21 17:05:21 > Step: 528500 Progress: 52.8% Elapsed: 5 days, 3:43:26 Gen_loss: 1.84 Dis_loss: 1.271 Cls_loss: N/A Topk: N/A ada_p: 0.2337
[INFO] 2021-10-21 17:06:24 > Step: 528600 Progress: 52.9% Elapsed: 5 days, 3:44:29 Gen_loss: 1.342 Dis_loss: 0.889 Cls_loss: N/A Topk: N/A ada_p: 0.2314
[INFO] 2021-10-21 17:07:26 > Step: 528700 Progress: 52.9% Elapsed: 5 days, 3:45:31 Gen_loss: 0.8253 Dis_loss: 1.1 Cls_loss: N/A Topk: N/A ada_p: 0.2286
[INFO] 2021-10-21 17:08:38 > Step: 528800 Progress: 52.9% Elapsed: 5 days, 3:46:43 Gen_loss: 0.9456 Dis_loss: 0.9306 Cls_loss: N/A Topk: N/A ada_p: 0.2327
[INFO] 2021-10-21 17:09:41 > Step: 528900 Progress: 52.9% Elapsed: 5 days, 3:47:46 Gen_loss: 1.717 Dis_loss: 1.222 Cls_loss: N/A Topk: N/A ada_p: 0.2357
[INFO] 2021-10-21 17:10:44 > Step: 529000 Progress: 52.9% Elapsed: 5 days, 3:48:48 Gen_loss: 1.597 Dis_loss: 0.8622 Cls_loss: N/A Topk: N/A ada_p: 0.2362
[INFO] 2021-10-21 17:11:46 > Step: 529100 Progress: 52.9% Elapsed: 5 days, 3:49:51 Gen_loss: 1.175 Dis_loss: 0.849 Cls_loss: N/A Topk: N/A ada_p: 0.2336
[INFO] 2021-10-21 17:12:48 > Step: 529200 Progress: 52.9% Elapsed: 5 days, 3:50:53 Gen_loss: 1.197 Dis_loss: 0.8569 Cls_loss: N/A Topk: N/A ada_p: 0.2321
[INFO] 2021-10-21 17:13:51 > Step: 529300 Progress: 52.9% Elapsed: 5 days, 3:51:56 Gen_loss: 1.028 Dis_loss: 0.8542 Cls_loss: N/A Topk: N/A ada_p: 0.2304
[INFO] 2021-10-21 17:14:53 > Step: 529400 Progress: 52.9% Elapsed: 5 days, 3:52:58 Gen_loss: 1.848 Dis_loss: 0.7933 Cls_loss: N/A Topk: N/A ada_p: 0.2325
[INFO] 2021-10-21 17:15:55 > Step: 529500 Progress: 52.9% Elapsed: 5 days, 3:54:00 Gen_loss: 1.742 Dis_loss: 0.841 Cls_loss: N/A Topk: N/A ada_p: 0.2312
[INFO] 2021-10-21 17:17:08 > Step: 529600 Progress: 53.0% Elapsed: 5 days, 3:55:12 Gen_loss: 0.995 Dis_loss: 1.154 Cls_loss: N/A Topk: N/A ada_p: 0.2319
[INFO] 2021-10-21 17:18:10 > Step: 529700 Progress: 53.0% Elapsed: 5 days, 3:56:15 Gen_loss: 0.9458 Dis_loss: 1.071 Cls_loss: N/A Topk: N/A ada_p: 0.2344
[INFO] 2021-10-21 17:19:12 > Step: 529800 Progress: 53.0% Elapsed: 5 days, 3:57:17 Gen_loss: 1.122 Dis_loss: 0.9222 Cls_loss: N/A Topk: N/A ada_p: 0.2369
[INFO] 2021-10-21 17:20:15 > Step: 529900 Progress: 53.0% Elapsed: 5 days, 3:58:20 Gen_loss: 0.837 Dis_loss: 1.089 Cls_loss: N/A Topk: N/A ada_p: 0.2344
[INFO] 2021-10-21 17:21:17 > Step: 530000 Progress: 53.0% Elapsed: 5 days, 3:59:22 Gen_loss: 1.823 Dis_loss: 0.8351 Cls_loss: N/A Topk: N/A ada_p: 0.2351
[INFO] 2021-10-21 17:21:17 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-21 17:21:17 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_530000.png
[INFO] 2021-10-21 17:21:17 > Start Evaluation (530000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-21 17:21:17 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-21 17:26:47 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-21 17:32:26 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-21 17:54:01 > Inception score (Step: 530000, 50000 generated images): 10.479496002197266
[INFO] 2021-10-21 17:54:01 > FID score (Step: 530000, Using train moments): 2.6313972011795386
[INFO] 2021-10-21 17:54:01 > Improved Precision (Step: 530000, Using train images): 0.7379
[INFO] 2021-10-21 17:54:01 > Improved Recall (Step: 530000, Using train images): 0.67976
[INFO] 2021-10-21 17:54:01 > Density (Step: 530000, Using train images): 1.054068
[INFO] 2021-10-21 17:54:01 > Coverage (Step: 530000, Using train images): 0.9216
[INFO] 2021-10-21 17:54:01 > Best FID score (Step: 530000, Using train moments): 2.6313972011795386
[INFO] 2021-10-21 17:54:27 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-21 17:56:17 > Step: 530100 Progress: 53.0% Elapsed: 5 days, 4:34:22 Gen_loss: 1.485 Dis_loss: 0.7527 Cls_loss: N/A Topk: N/A ada_p: 0.2358
[INFO] 2021-10-21 17:57:19 > Step: 530200 Progress: 53.0% Elapsed: 5 days, 4:35:24 Gen_loss: 1.833 Dis_loss: 0.6803 Cls_loss: N/A Topk: N/A ada_p: 0.2363
[INFO] 2021-10-21 17:58:38 > Step: 530300 Progress: 53.0% Elapsed: 5 days, 4:36:43 Gen_loss: 1.126 Dis_loss: 0.915 Cls_loss: N/A Topk: N/A ada_p: 0.236
[INFO] 2021-10-21 17:59:40 > Step: 530400 Progress: 53.0% Elapsed: 5 days, 4:37:44 Gen_loss: 1.233 Dis_loss: 0.8716 Cls_loss: N/A Topk: N/A ada_p: 0.2389
[INFO] 2021-10-21 18:00:43 > Step: 530500 Progress: 53.0% Elapsed: 5 days, 4:38:48 Gen_loss: 1.009 Dis_loss: 1.358 Cls_loss: N/A Topk: N/A ada_p: 0.2372
[INFO] 2021-10-21 18:01:46 > Step: 530600 Progress: 53.1% Elapsed: 5 days, 4:39:50 Gen_loss: 1.284 Dis_loss: 1.21 Cls_loss: N/A Topk: N/A ada_p: 0.2367
[INFO] 2021-10-21 18:02:48 > Step: 530700 Progress: 53.1% Elapsed: 5 days, 4:40:53 Gen_loss: 2.555 Dis_loss: 1.213 Cls_loss: N/A Topk: N/A ada_p: 0.2359
[INFO] 2021-10-21 18:03:50 > Step: 530800 Progress: 53.1% Elapsed: 5 days, 4:41:55 Gen_loss: 0.8397 Dis_loss: 0.9 Cls_loss: N/A Topk: N/A ada_p: 0.2344
[INFO] 2021-10-21 18:04:54 > Step: 530900 Progress: 53.1% Elapsed: 5 days, 4:42:58 Gen_loss: 1.613 Dis_loss: 1.18 Cls_loss: N/A Topk: N/A ada_p: 0.2327
[INFO] 2021-10-21 18:05:56 > Step: 531000 Progress: 53.1% Elapsed: 5 days, 4:44:01 Gen_loss: 0.8016 Dis_loss: 1.316 Cls_loss: N/A Topk: N/A ada_p: 0.2332
[INFO] 2021-10-21 18:07:09 > Step: 531100 Progress: 53.1% Elapsed: 5 days, 4:45:14 Gen_loss: 1.165 Dis_loss: 0.936 Cls_loss: N/A Topk: N/A ada_p: 0.234
[INFO] 2021-10-21 18:08:11 > Step: 531200 Progress: 53.1% Elapsed: 5 days, 4:46:16 Gen_loss: 0.8162 Dis_loss: 1.233 Cls_loss: N/A Topk: N/A ada_p: 0.2355
[INFO] 2021-10-21 18:09:14 > Step: 531300 Progress: 53.1% Elapsed: 5 days, 4:47:18 Gen_loss: 1.058 Dis_loss: 0.9497 Cls_loss: N/A Topk: N/A ada_p: 0.2341
[INFO] 2021-10-21 18:10:16 > Step: 531400 Progress: 53.1% Elapsed: 5 days, 4:48:21 Gen_loss: 0.8134 Dis_loss: 0.9218 Cls_loss: N/A Topk: N/A ada_p: 0.2308
[INFO] 2021-10-21 18:11:19 > Step: 531500 Progress: 53.1% Elapsed: 5 days, 4:49:24 Gen_loss: 1.394 Dis_loss: 0.8039 Cls_loss: N/A Topk: N/A ada_p: 0.2303
[INFO] 2021-10-21 18:12:22 > Step: 531600 Progress: 53.2% Elapsed: 5 days, 4:50:27 Gen_loss: 1.259 Dis_loss: 0.9754 Cls_loss: N/A Topk: N/A ada_p: 0.2328
[INFO] 2021-10-21 18:13:25 > Step: 531700 Progress: 53.2% Elapsed: 5 days, 4:51:29 Gen_loss: 0.6255 Dis_loss: 1.323 Cls_loss: N/A Topk: N/A ada_p: 0.2358
[INFO] 2021-10-21 18:14:27 > Step: 531800 Progress: 53.2% Elapsed: 5 days, 4:52:32 Gen_loss: 1.22 Dis_loss: 1.067 Cls_loss: N/A Topk: N/A ada_p: 0.2342
[INFO] 2021-10-21 18:15:40 > Step: 531900 Progress: 53.2% Elapsed: 5 days, 4:53:45 Gen_loss: 1.357 Dis_loss: 0.978 Cls_loss: N/A Topk: N/A ada_p: 0.2337
[INFO] 2021-10-21 18:16:42 > Step: 532000 Progress: 53.2% Elapsed: 5 days, 4:54:47 Gen_loss: 1.163 Dis_loss: 1.144 Cls_loss: N/A Topk: N/A ada_p: 0.2327
[INFO] 2021-10-21 18:17:45 > Step: 532100 Progress: 53.2% Elapsed: 5 days, 4:55:49 Gen_loss: 1.572 Dis_loss: 0.7401 Cls_loss: N/A Topk: N/A ada_p: 0.231
[INFO] 2021-10-21 18:18:48 > Step: 532200 Progress: 53.2% Elapsed: 5 days, 4:56:53 Gen_loss: 1.892 Dis_loss: 0.9099 Cls_loss: N/A Topk: N/A ada_p: 0.2336
[INFO] 2021-10-21 18:19:50 > Step: 532300 Progress: 53.2% Elapsed: 5 days, 4:57:55 Gen_loss: 1.83 Dis_loss: 0.6658 Cls_loss: N/A Topk: N/A ada_p: 0.2344
[INFO] 2021-10-21 18:20:53 > Step: 532400 Progress: 53.2% Elapsed: 5 days, 4:58:58 Gen_loss: 0.9548 Dis_loss: 1.104 Cls_loss: N/A Topk: N/A ada_p: 0.2326
[INFO] 2021-10-21 18:21:56 > Step: 532500 Progress: 53.2% Elapsed: 5 days, 5:00:01 Gen_loss: 0.8061 Dis_loss: 1.413 Cls_loss: N/A Topk: N/A ada_p: 0.2353
[INFO] 2021-10-21 18:22:59 > Step: 532600 Progress: 53.3% Elapsed: 5 days, 5:01:03 Gen_loss: 1.596 Dis_loss: 1.035 Cls_loss: N/A Topk: N/A ada_p: 0.2332
[INFO] 2021-10-21 18:24:11 > Step: 532700 Progress: 53.3% Elapsed: 5 days, 5:02:16 Gen_loss: 1.086 Dis_loss: 0.7778 Cls_loss: N/A Topk: N/A ada_p: 0.233
[INFO] 2021-10-21 18:25:14 > Step: 532800 Progress: 53.3% Elapsed: 5 days, 5:03:18 Gen_loss: 1.603 Dis_loss: 0.9859 Cls_loss: N/A Topk: N/A ada_p: 0.2325
[INFO] 2021-10-21 18:26:16 > Step: 532900 Progress: 53.3% Elapsed: 5 days, 5:04:21 Gen_loss: 1.024 Dis_loss: 0.852 Cls_loss: N/A Topk: N/A ada_p: 0.2285
[INFO] 2021-10-21 18:27:19 > Step: 533000 Progress: 53.3% Elapsed: 5 days, 5:05:24 Gen_loss: 0.9006 Dis_loss: 0.9706 Cls_loss: N/A Topk: N/A ada_p: 0.2285
[INFO] 2021-10-21 18:28:22 > Step: 533100 Progress: 53.3% Elapsed: 5 days, 5:06:26 Gen_loss: 1.268 Dis_loss: 0.9161 Cls_loss: N/A Topk: N/A ada_p: 0.229
[INFO] 2021-10-21 18:29:24 > Step: 533200 Progress: 53.3% Elapsed: 5 days, 5:07:28 Gen_loss: 1.341 Dis_loss: 0.6548 Cls_loss: N/A Topk: N/A ada_p: 0.2272
[INFO] 2021-10-21 18:30:26 > Step: 533300 Progress: 53.3% Elapsed: 5 days, 5:08:31 Gen_loss: 0.9837 Dis_loss: 0.9168 Cls_loss: N/A Topk: N/A ada_p: 0.2266
[INFO] 2021-10-21 18:31:29 > Step: 533400 Progress: 53.3% Elapsed: 5 days, 5:09:34 Gen_loss: 1.006 Dis_loss: 1.28 Cls_loss: N/A Topk: N/A ada_p: 0.2263
[INFO] 2021-10-21 18:32:41 > Step: 533500 Progress: 53.3% Elapsed: 5 days, 5:10:46 Gen_loss: 2.014 Dis_loss: 1.087 Cls_loss: N/A Topk: N/A ada_p: 0.2268
[INFO] 2021-10-21 18:33:43 > Step: 533600 Progress: 53.4% Elapsed: 5 days, 5:11:48 Gen_loss: 1.579 Dis_loss: 0.8463 Cls_loss: N/A Topk: N/A ada_p: 0.2227
[INFO] 2021-10-21 18:34:46 > Step: 533700 Progress: 53.4% Elapsed: 5 days, 5:12:51 Gen_loss: 1.259 Dis_loss: 0.8495 Cls_loss: N/A Topk: N/A ada_p: 0.2236
[INFO] 2021-10-21 18:35:51 > Step: 533800 Progress: 53.4% Elapsed: 5 days, 5:13:55 Gen_loss: 1.411 Dis_loss: 0.8989 Cls_loss: N/A Topk: N/A ada_p: 0.2218
[INFO] 2021-10-21 18:36:53 > Step: 533900 Progress: 53.4% Elapsed: 5 days, 5:14:58 Gen_loss: 1.851 Dis_loss: 1.221 Cls_loss: N/A Topk: N/A ada_p: 0.2234
[INFO] 2021-10-21 18:37:55 > Step: 534000 Progress: 53.4% Elapsed: 5 days, 5:16:00 Gen_loss: 1.911 Dis_loss: 1.279 Cls_loss: N/A Topk: N/A ada_p: 0.2229
[INFO] 2021-10-21 18:38:58 > Step: 534100 Progress: 53.4% Elapsed: 5 days, 5:17:03 Gen_loss: 1.552 Dis_loss: 0.9992 Cls_loss: N/A Topk: N/A ada_p: 0.2235
[INFO] 2021-10-21 18:40:00 > Step: 534200 Progress: 53.4% Elapsed: 5 days, 5:18:05 Gen_loss: 1.061 Dis_loss: 0.9352 Cls_loss: N/A Topk: N/A ada_p: 0.2217
[INFO] 2021-10-21 18:41:13 > Step: 534300 Progress: 53.4% Elapsed: 5 days, 5:19:18 Gen_loss: 1.149 Dis_loss: 0.6993 Cls_loss: N/A Topk: N/A ada_p: 0.2237
[INFO] 2021-10-21 18:42:16 > Step: 534400 Progress: 53.4% Elapsed: 5 days, 5:20:21 Gen_loss: 1.661 Dis_loss: 0.8191 Cls_loss: N/A Topk: N/A ada_p: 0.2235
[INFO] 2021-10-21 18:43:19 > Step: 534500 Progress: 53.4% Elapsed: 5 days, 5:21:24 Gen_loss: 1.817 Dis_loss: 1.169 Cls_loss: N/A Topk: N/A ada_p: 0.2254
[INFO] 2021-10-21 18:44:21 > Step: 534600 Progress: 53.5% Elapsed: 5 days, 5:22:26 Gen_loss: 1.222 Dis_loss: 0.8489 Cls_loss: N/A Topk: N/A ada_p: 0.2226
[INFO] 2021-10-21 18:45:24 > Step: 534700 Progress: 53.5% Elapsed: 5 days, 5:23:28 Gen_loss: 1.535 Dis_loss: 1.006 Cls_loss: N/A Topk: N/A ada_p: 0.2234
[INFO] 2021-10-21 18:46:26 > Step: 534800 Progress: 53.5% Elapsed: 5 days, 5:24:31 Gen_loss: 1.381 Dis_loss: 0.5516 Cls_loss: N/A Topk: N/A ada_p: 0.2208
[INFO] 2021-10-21 18:47:29 > Step: 534900 Progress: 53.5% Elapsed: 5 days, 5:25:33 Gen_loss: 1.87 Dis_loss: 0.9997 Cls_loss: N/A Topk: N/A ada_p: 0.2235
[INFO] 2021-10-21 18:48:41 > Step: 535000 Progress: 53.5% Elapsed: 5 days, 5:26:46 Gen_loss: 1.122 Dis_loss: 0.8826 Cls_loss: N/A Topk: N/A ada_p: 0.2209
[INFO] 2021-10-21 18:49:43 > Step: 535100 Progress: 53.5% Elapsed: 5 days, 5:27:48 Gen_loss: 1.169 Dis_loss: 0.8473 Cls_loss: N/A Topk: N/A ada_p: 0.2237
[INFO] 2021-10-21 18:50:46 > Step: 535200 Progress: 53.5% Elapsed: 5 days, 5:28:51 Gen_loss: 1.74 Dis_loss: 0.9827 Cls_loss: N/A Topk: N/A ada_p: 0.2253
[INFO] 2021-10-21 18:51:49 > Step: 535300 Progress: 53.5% Elapsed: 5 days, 5:29:53 Gen_loss: 0.9586 Dis_loss: 0.8386 Cls_loss: N/A Topk: N/A ada_p: 0.2259
[INFO] 2021-10-21 18:52:51 > Step: 535400 Progress: 53.5% Elapsed: 5 days, 5:30:56 Gen_loss: 1.107 Dis_loss: 0.8116 Cls_loss: N/A Topk: N/A ada_p: 0.2264
[INFO] 2021-10-21 18:53:53 > Step: 535500 Progress: 53.5% Elapsed: 5 days, 5:31:58 Gen_loss: 1.674 Dis_loss: 0.4316 Cls_loss: N/A Topk: N/A ada_p: 0.2282
[INFO] 2021-10-21 18:54:56 > Step: 535600 Progress: 53.6% Elapsed: 5 days, 5:33:00 Gen_loss: 1.093 Dis_loss: 0.9079 Cls_loss: N/A Topk: N/A ada_p: 0.2293
[INFO] 2021-10-21 18:55:58 > Step: 535700 Progress: 53.6% Elapsed: 5 days, 5:34:03 Gen_loss: 1.298 Dis_loss: 1.175 Cls_loss: N/A Topk: N/A ada_p: 0.2289
[INFO] 2021-10-21 18:57:10 > Step: 535800 Progress: 53.6% Elapsed: 5 days, 5:35:15 Gen_loss: 1.298 Dis_loss: 0.9001 Cls_loss: N/A Topk: N/A ada_p: 0.2296
[INFO] 2021-10-21 18:58:12 > Step: 535900 Progress: 53.6% Elapsed: 5 days, 5:36:17 Gen_loss: 1.384 Dis_loss: 0.7722 Cls_loss: N/A Topk: N/A ada_p: 0.2325
[INFO] 2021-10-21 18:59:15 > Step: 536000 Progress: 53.6% Elapsed: 5 days, 5:37:19 Gen_loss: 1.551 Dis_loss: 0.9637 Cls_loss: N/A Topk: N/A ada_p: 0.2314
[INFO] 2021-10-21 19:00:18 > Step: 536100 Progress: 53.6% Elapsed: 5 days, 5:38:22 Gen_loss: 1.285 Dis_loss: 0.7736 Cls_loss: N/A Topk: N/A ada_p: 0.2308
[INFO] 2021-10-21 19:01:20 > Step: 536200 Progress: 53.6% Elapsed: 5 days, 5:39:25 Gen_loss: 1.148 Dis_loss: 0.8147 Cls_loss: N/A Topk: N/A ada_p: 0.2341
[INFO] 2021-10-21 19:02:22 > Step: 536300 Progress: 53.6% Elapsed: 5 days, 5:40:27 Gen_loss: 1.152 Dis_loss: 0.9969 Cls_loss: N/A Topk: N/A ada_p: 0.2349
[INFO] 2021-10-21 19:03:25 > Step: 536400 Progress: 53.6% Elapsed: 5 days, 5:41:29 Gen_loss: 0.9611 Dis_loss: 0.8067 Cls_loss: N/A Topk: N/A ada_p: 0.23
[INFO] 2021-10-21 19:04:27 > Step: 536500 Progress: 53.6% Elapsed: 5 days, 5:42:32 Gen_loss: 1.586 Dis_loss: 1.246 Cls_loss: N/A Topk: N/A ada_p: 0.2289
[INFO] 2021-10-21 19:05:39 > Step: 536600 Progress: 53.7% Elapsed: 5 days, 5:43:44 Gen_loss: 1.661 Dis_loss: 1.05 Cls_loss: N/A Topk: N/A ada_p: 0.2304
[INFO] 2021-10-21 19:06:42 > Step: 536700 Progress: 53.7% Elapsed: 5 days, 5:44:46 Gen_loss: 1.276 Dis_loss: 0.5343 Cls_loss: N/A Topk: N/A ada_p: 0.234
[INFO] 2021-10-21 19:07:44 > Step: 536800 Progress: 53.7% Elapsed: 5 days, 5:45:49 Gen_loss: 1.871 Dis_loss: 0.714 Cls_loss: N/A Topk: N/A ada_p: 0.2358
[INFO] 2021-10-21 19:08:47 > Step: 536900 Progress: 53.7% Elapsed: 5 days, 5:46:52 Gen_loss: 1.091 Dis_loss: 1.102 Cls_loss: N/A Topk: N/A ada_p: 0.2397
[INFO] 2021-10-21 19:09:49 > Step: 537000 Progress: 53.7% Elapsed: 5 days, 5:47:54 Gen_loss: 1.186 Dis_loss: 0.757 Cls_loss: N/A Topk: N/A ada_p: 0.2395
[INFO] 2021-10-21 19:10:52 > Step: 537100 Progress: 53.7% Elapsed: 5 days, 5:48:56 Gen_loss: 1.018 Dis_loss: 1.179 Cls_loss: N/A Topk: N/A ada_p: 0.24
[INFO] 2021-10-21 19:11:54 > Step: 537200 Progress: 53.7% Elapsed: 5 days, 5:49:59 Gen_loss: 1.033 Dis_loss: 1.019 Cls_loss: N/A Topk: N/A ada_p: 0.2423
[INFO] 2021-10-21 19:12:57 > Step: 537300 Progress: 53.7% Elapsed: 5 days, 5:51:01 Gen_loss: 1.276 Dis_loss: 0.8936 Cls_loss: N/A Topk: N/A ada_p: 0.2409
[INFO] 2021-10-21 19:14:10 > Step: 537400 Progress: 53.7% Elapsed: 5 days, 5:52:15 Gen_loss: 1.018 Dis_loss: 0.8831 Cls_loss: N/A Topk: N/A ada_p: 0.2376
[INFO] 2021-10-21 19:15:13 > Step: 537500 Progress: 53.8% Elapsed: 5 days, 5:53:17 Gen_loss: 1.335 Dis_loss: 0.6922 Cls_loss: N/A Topk: N/A ada_p: 0.235
[INFO] 2021-10-21 19:16:15 > Step: 537600 Progress: 53.8% Elapsed: 5 days, 5:54:20 Gen_loss: 1.708 Dis_loss: 0.9775 Cls_loss: N/A Topk: N/A ada_p: 0.2358
[INFO] 2021-10-21 19:17:18 > Step: 537700 Progress: 53.8% Elapsed: 5 days, 5:55:22 Gen_loss: 0.8563 Dis_loss: 0.968 Cls_loss: N/A Topk: N/A ada_p: 0.2341
[INFO] 2021-10-21 19:18:20 > Step: 537800 Progress: 53.8% Elapsed: 5 days, 5:56:25 Gen_loss: 1.242 Dis_loss: 1.446 Cls_loss: N/A Topk: N/A ada_p: 0.2339
[INFO] 2021-10-21 19:19:22 > Step: 537900 Progress: 53.8% Elapsed: 5 days, 5:57:27 Gen_loss: 1.382 Dis_loss: 0.873 Cls_loss: N/A Topk: N/A ada_p: 0.2336
[INFO] 2021-10-21 19:20:24 > Step: 538000 Progress: 53.8% Elapsed: 5 days, 5:58:29 Gen_loss: 1.182 Dis_loss: 0.7977 Cls_loss: N/A Topk: N/A ada_p: 0.2339
[INFO] 2021-10-21 19:21:27 > Step: 538100 Progress: 53.8% Elapsed: 5 days, 5:59:31 Gen_loss: 1.093 Dis_loss: 0.8022 Cls_loss: N/A Topk: N/A ada_p: 0.2378
[INFO] 2021-10-21 19:22:39 > Step: 538200 Progress: 53.8% Elapsed: 5 days, 6:00:44 Gen_loss: 1.307 Dis_loss: 0.9338 Cls_loss: N/A Topk: N/A ada_p: 0.2394
[INFO] 2021-10-21 19:23:42 > Step: 538300 Progress: 53.8% Elapsed: 5 days, 6:01:46 Gen_loss: 1.241 Dis_loss: 1.555 Cls_loss: N/A Topk: N/A ada_p: 0.2401
[INFO] 2021-10-21 19:24:44 > Step: 538400 Progress: 53.8% Elapsed: 5 days, 6:02:49 Gen_loss: 1.382 Dis_loss: 0.9073 Cls_loss: N/A Topk: N/A ada_p: 0.2432
[INFO] 2021-10-21 19:25:47 > Step: 538500 Progress: 53.8% Elapsed: 5 days, 6:03:52 Gen_loss: 1.113 Dis_loss: 0.9699 Cls_loss: N/A Topk: N/A ada_p: 0.2449
[INFO] 2021-10-21 19:26:50 > Step: 538600 Progress: 53.9% Elapsed: 5 days, 6:04:54 Gen_loss: 1.594 Dis_loss: 0.7105 Cls_loss: N/A Topk: N/A ada_p: 0.2413
[INFO] 2021-10-21 19:27:52 > Step: 538700 Progress: 53.9% Elapsed: 5 days, 6:05:56 Gen_loss: 1.198 Dis_loss: 1.067 Cls_loss: N/A Topk: N/A ada_p: 0.2374
[INFO] 2021-10-21 19:28:54 > Step: 538800 Progress: 53.9% Elapsed: 5 days, 6:06:59 Gen_loss: 0.8834 Dis_loss: 1.057 Cls_loss: N/A Topk: N/A ada_p: 0.2377
[INFO] 2021-10-21 19:30:08 > Step: 538900 Progress: 53.9% Elapsed: 5 days, 6:08:13 Gen_loss: 1.476 Dis_loss: 0.6662 Cls_loss: N/A Topk: N/A ada_p: 0.2371
[INFO] 2021-10-21 19:31:11 > Step: 539000 Progress: 53.9% Elapsed: 5 days, 6:09:16 Gen_loss: 1.247 Dis_loss: 0.964 Cls_loss: N/A Topk: N/A ada_p: 0.2358
[INFO] 2021-10-21 19:32:14 > Step: 539100 Progress: 53.9% Elapsed: 5 days, 6:10:18 Gen_loss: 1.315 Dis_loss: 0.7631 Cls_loss: N/A Topk: N/A ada_p: 0.2353
[INFO] 2021-10-21 19:33:16 > Step: 539200 Progress: 53.9% Elapsed: 5 days, 6:11:21 Gen_loss: 1.085 Dis_loss: 0.8907 Cls_loss: N/A Topk: N/A ada_p: 0.2365
[INFO] 2021-10-21 19:34:19 > Step: 539300 Progress: 53.9% Elapsed: 5 days, 6:12:23 Gen_loss: 0.8184 Dis_loss: 0.5741 Cls_loss: N/A Topk: N/A ada_p: 0.238
[INFO] 2021-10-21 19:35:21 > Step: 539400 Progress: 53.9% Elapsed: 5 days, 6:13:26 Gen_loss: 1.009 Dis_loss: 1.072 Cls_loss: N/A Topk: N/A ada_p: 0.2377
[INFO] 2021-10-21 19:36:25 > Step: 539500 Progress: 53.9% Elapsed: 5 days, 6:14:29 Gen_loss: 0.9881 Dis_loss: 0.7806 Cls_loss: N/A Topk: N/A ada_p: 0.2359
[INFO] 2021-10-21 19:37:27 > Step: 539600 Progress: 54.0% Elapsed: 5 days, 6:15:32 Gen_loss: 1.567 Dis_loss: 0.6459 Cls_loss: N/A Topk: N/A ada_p: 0.2308
[INFO] 2021-10-21 19:38:40 > Step: 539700 Progress: 54.0% Elapsed: 5 days, 6:16:45 Gen_loss: 1.076 Dis_loss: 1.281 Cls_loss: N/A Topk: N/A ada_p: 0.2307
[INFO] 2021-10-21 19:39:42 > Step: 539800 Progress: 54.0% Elapsed: 5 days, 6:17:47 Gen_loss: 1.892 Dis_loss: 0.7895 Cls_loss: N/A Topk: N/A ada_p: 0.2327
[INFO] 2021-10-21 19:40:44 > Step: 539900 Progress: 54.0% Elapsed: 5 days, 6:18:49 Gen_loss: 1.114 Dis_loss: 1.029 Cls_loss: N/A Topk: N/A ada_p: 0.2332
[INFO] 2021-10-21 19:41:46 > Step: 540000 Progress: 54.0% Elapsed: 5 days, 6:19:51 Gen_loss: 1.999 Dis_loss: 0.8954 Cls_loss: N/A Topk: N/A ada_p: 0.2373
[INFO] 2021-10-21 19:41:46 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-21 19:41:47 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_540000.png
[INFO] 2021-10-21 19:41:47 > Start Evaluation (540000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-21 19:41:47 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-21 19:47:17 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-21 19:52:54 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-21 20:18:17 > Inception score (Step: 540000, 50000 generated images): 10.477112770080566
[INFO] 2021-10-21 20:18:17 > FID score (Step: 540000, Using train moments): 2.5898560545820146
[INFO] 2021-10-21 20:18:17 > Improved Precision (Step: 540000, Using train images): 0.74212
[INFO] 2021-10-21 20:18:17 > Improved Recall (Step: 540000, Using train images): 0.68094
[INFO] 2021-10-21 20:18:17 > Density (Step: 540000, Using train images): 1.0626
[INFO] 2021-10-21 20:18:17 > Coverage (Step: 540000, Using train images): 0.92592
[INFO] 2021-10-21 20:18:17 > Best FID score (Step: 540000, Using train moments): 2.5898560545820146
[INFO] 2021-10-21 20:18:39 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-21 20:19:39 > Step: 540100 Progress: 54.0% Elapsed: 5 days, 6:57:44 Gen_loss: 1.684 Dis_loss: 0.7866 Cls_loss: N/A Topk: N/A ada_p: 0.2374
[INFO] 2021-10-21 20:20:41 > Step: 540200 Progress: 54.0% Elapsed: 5 days, 6:58:46 Gen_loss: 1.47 Dis_loss: 1.022 Cls_loss: N/A Topk: N/A ada_p: 0.2369
[INFO] 2021-10-21 20:21:43 > Step: 540300 Progress: 54.0% Elapsed: 5 days, 6:59:48 Gen_loss: 1.48 Dis_loss: 0.9 Cls_loss: N/A Topk: N/A ada_p: 0.2367
[INFO] 2021-10-21 20:22:45 > Step: 540400 Progress: 54.0% Elapsed: 5 days, 7:00:50 Gen_loss: 1.013 Dis_loss: 0.9574 Cls_loss: N/A Topk: N/A ada_p: 0.2372
[INFO] 2021-10-21 20:24:04 > Step: 540500 Progress: 54.0% Elapsed: 5 days, 7:02:08 Gen_loss: 1.131 Dis_loss: 0.9254 Cls_loss: N/A Topk: N/A ada_p: 0.2396
[INFO] 2021-10-21 20:25:06 > Step: 540600 Progress: 54.1% Elapsed: 5 days, 7:03:10 Gen_loss: 1.869 Dis_loss: 0.9921 Cls_loss: N/A Topk: N/A ada_p: 0.2396
[INFO] 2021-10-21 20:26:08 > Step: 540700 Progress: 54.1% Elapsed: 5 days, 7:04:13 Gen_loss: 1.986 Dis_loss: 1.316 Cls_loss: N/A Topk: N/A ada_p: 0.2412
[INFO] 2021-10-21 20:27:10 > Step: 540800 Progress: 54.1% Elapsed: 5 days, 7:05:15 Gen_loss: 0.9427 Dis_loss: 0.882 Cls_loss: N/A Topk: N/A ada_p: 0.2368
[INFO] 2021-10-21 20:28:13 > Step: 540900 Progress: 54.1% Elapsed: 5 days, 7:06:17 Gen_loss: 1.379 Dis_loss: 0.9185 Cls_loss: N/A Topk: N/A ada_p: 0.2372
[INFO] 2021-10-21 20:29:15 > Step: 541000 Progress: 54.1% Elapsed: 5 days, 7:07:19 Gen_loss: 1.289 Dis_loss: 0.9374 Cls_loss: N/A Topk: N/A ada_p: 0.2354
[INFO] 2021-10-21 20:30:17 > Step: 541100 Progress: 54.1% Elapsed: 5 days, 7:08:21 Gen_loss: 0.9792 Dis_loss: 0.7794 Cls_loss: N/A Topk: N/A ada_p: 0.2346
[INFO] 2021-10-21 20:31:19 > Step: 541200 Progress: 54.1% Elapsed: 5 days, 7:09:24 Gen_loss: 1.145 Dis_loss: 0.7039 Cls_loss: N/A Topk: N/A ada_p: 0.2321
[INFO] 2021-10-21 20:32:31 > Step: 541300 Progress: 54.1% Elapsed: 5 days, 7:10:36 Gen_loss: 1.193 Dis_loss: 0.9043 Cls_loss: N/A Topk: N/A ada_p: 0.2307
[INFO] 2021-10-21 20:33:33 > Step: 541400 Progress: 54.1% Elapsed: 5 days, 7:11:38 Gen_loss: 1.834 Dis_loss: 0.6454 Cls_loss: N/A Topk: N/A ada_p: 0.2314
[INFO] 2021-10-21 20:34:36 > Step: 541500 Progress: 54.1% Elapsed: 5 days, 7:12:40 Gen_loss: 1.365 Dis_loss: 0.5499 Cls_loss: N/A Topk: N/A ada_p: 0.2332
[INFO] 2021-10-21 20:35:38 > Step: 541600 Progress: 54.2% Elapsed: 5 days, 7:13:43 Gen_loss: 1.148 Dis_loss: 0.6174 Cls_loss: N/A Topk: N/A ada_p: 0.2327
[INFO] 2021-10-21 20:36:41 > Step: 541700 Progress: 54.2% Elapsed: 5 days, 7:14:45 Gen_loss: 1.1 Dis_loss: 0.7682 Cls_loss: N/A Topk: N/A ada_p: 0.2339
[INFO] 2021-10-21 20:37:43 > Step: 541800 Progress: 54.2% Elapsed: 5 days, 7:15:47 Gen_loss: 1.259 Dis_loss: 0.5215 Cls_loss: N/A Topk: N/A ada_p: 0.2354
[INFO] 2021-10-21 20:38:45 > Step: 541900 Progress: 54.2% Elapsed: 5 days, 7:16:50 Gen_loss: 2.274 Dis_loss: 0.6633 Cls_loss: N/A Topk: N/A ada_p: 0.2374
[INFO] 2021-10-21 20:39:47 > Step: 542000 Progress: 54.2% Elapsed: 5 days, 7:17:52 Gen_loss: 1.596 Dis_loss: 0.8645 Cls_loss: N/A Topk: N/A ada_p: 0.2372
[INFO] 2021-10-21 20:41:00 > Step: 542100 Progress: 54.2% Elapsed: 5 days, 7:19:04 Gen_loss: 1.296 Dis_loss: 1.616 Cls_loss: N/A Topk: N/A ada_p: 0.2381
[INFO] 2021-10-21 20:42:02 > Step: 542200 Progress: 54.2% Elapsed: 5 days, 7:20:07 Gen_loss: 1.081 Dis_loss: 0.8768 Cls_loss: N/A Topk: N/A ada_p: 0.2419
[INFO] 2021-10-21 20:43:04 > Step: 542300 Progress: 54.2% Elapsed: 5 days, 7:21:09 Gen_loss: 1.534 Dis_loss: 0.9254 Cls_loss: N/A Topk: N/A ada_p: 0.2435
[INFO] 2021-10-21 20:44:07 > Step: 542400 Progress: 54.2% Elapsed: 5 days, 7:22:11 Gen_loss: 1.264 Dis_loss: 0.9084 Cls_loss: N/A Topk: N/A ada_p: 0.2376
[INFO] 2021-10-21 20:45:09 > Step: 542500 Progress: 54.2% Elapsed: 5 days, 7:23:13 Gen_loss: 1.403 Dis_loss: 0.7908 Cls_loss: N/A Topk: N/A ada_p: 0.2369
[INFO] 2021-10-21 20:46:11 > Step: 542600 Progress: 54.3% Elapsed: 5 days, 7:24:16 Gen_loss: 1.15 Dis_loss: 1.131 Cls_loss: N/A Topk: N/A ada_p: 0.238
[INFO] 2021-10-21 20:47:13 > Step: 542700 Progress: 54.3% Elapsed: 5 days, 7:25:18 Gen_loss: 1.295 Dis_loss: 0.8744 Cls_loss: N/A Topk: N/A ada_p: 0.2333
[INFO] 2021-10-21 20:48:26 > Step: 542800 Progress: 54.3% Elapsed: 5 days, 7:26:31 Gen_loss: 1.444 Dis_loss: 0.8639 Cls_loss: N/A Topk: N/A ada_p: 0.2341
[INFO] 2021-10-21 20:49:28 > Step: 542900 Progress: 54.3% Elapsed: 5 days, 7:27:33 Gen_loss: 1.348 Dis_loss: 0.7492 Cls_loss: N/A Topk: N/A ada_p: 0.235
[INFO] 2021-10-21 20:50:30 > Step: 543000 Progress: 54.3% Elapsed: 5 days, 7:28:35 Gen_loss: 1.722 Dis_loss: 1.07 Cls_loss: N/A Topk: N/A ada_p: 0.234
[INFO] 2021-10-21 20:51:33 > Step: 543100 Progress: 54.3% Elapsed: 5 days, 7:29:37 Gen_loss: 1.391 Dis_loss: 1.02 Cls_loss: N/A Topk: N/A ada_p: 0.2345
[INFO] 2021-10-21 20:52:35 > Step: 543200 Progress: 54.3% Elapsed: 5 days, 7:30:39 Gen_loss: 1.168 Dis_loss: 0.9546 Cls_loss: N/A Topk: N/A ada_p: 0.2304
[INFO] 2021-10-21 20:53:37 > Step: 543300 Progress: 54.3% Elapsed: 5 days, 7:31:42 Gen_loss: 0.8772 Dis_loss: 1.073 Cls_loss: N/A Topk: N/A ada_p: 0.2321
[INFO] 2021-10-21 20:54:39 > Step: 543400 Progress: 54.3% Elapsed: 5 days, 7:32:44 Gen_loss: 0.8518 Dis_loss: 0.8391 Cls_loss: N/A Topk: N/A ada_p: 0.2326
[INFO] 2021-10-21 20:55:41 > Step: 543500 Progress: 54.4% Elapsed: 5 days, 7:33:46 Gen_loss: 1.275 Dis_loss: 0.7283 Cls_loss: N/A Topk: N/A ada_p: 0.2321
[INFO] 2021-10-21 20:56:53 > Step: 543600 Progress: 54.4% Elapsed: 5 days, 7:34:58 Gen_loss: 0.9753 Dis_loss: 0.7978 Cls_loss: N/A Topk: N/A ada_p: 0.23
[INFO] 2021-10-21 20:57:55 > Step: 543700 Progress: 54.4% Elapsed: 5 days, 7:36:00 Gen_loss: 1.197 Dis_loss: 1.028 Cls_loss: N/A Topk: N/A ada_p: 0.2317
[INFO] 2021-10-21 20:58:58 > Step: 543800 Progress: 54.4% Elapsed: 5 days, 7:37:02 Gen_loss: 1.509 Dis_loss: 0.9336 Cls_loss: N/A Topk: N/A ada_p: 0.2278
[INFO] 2021-10-21 21:00:00 > Step: 543900 Progress: 54.4% Elapsed: 5 days, 7:38:05 Gen_loss: 1.199 Dis_loss: 0.7673 Cls_loss: N/A Topk: N/A ada_p: 0.2263
[INFO] 2021-10-21 21:01:02 > Step: 544000 Progress: 54.4% Elapsed: 5 days, 7:39:07 Gen_loss: 1.235 Dis_loss: 0.7201 Cls_loss: N/A Topk: N/A ada_p: 0.2263
[INFO] 2021-10-21 21:02:04 > Step: 544100 Progress: 54.4% Elapsed: 5 days, 7:40:09 Gen_loss: 1.347 Dis_loss: 0.7527 Cls_loss: N/A Topk: N/A ada_p: 0.2326
[INFO] 2021-10-21 21:03:07 > Step: 544200 Progress: 54.4% Elapsed: 5 days, 7:41:11 Gen_loss: 1.12 Dis_loss: 1.22 Cls_loss: N/A Topk: N/A ada_p: 0.2326
[INFO] 2021-10-21 21:04:09 > Step: 544300 Progress: 54.4% Elapsed: 5 days, 7:42:13 Gen_loss: 0.9698 Dis_loss: 0.7776 Cls_loss: N/A Topk: N/A ada_p: 0.2331
[INFO] 2021-10-21 21:05:21 > Step: 544400 Progress: 54.4% Elapsed: 5 days, 7:43:26 Gen_loss: 1.787 Dis_loss: 1.01 Cls_loss: N/A Topk: N/A ada_p: 0.2313
[INFO] 2021-10-21 21:06:24 > Step: 544500 Progress: 54.4% Elapsed: 5 days, 7:44:28 Gen_loss: 1.673 Dis_loss: 1.015 Cls_loss: N/A Topk: N/A ada_p: 0.2332
[INFO] 2021-10-21 21:07:26 > Step: 544600 Progress: 54.5% Elapsed: 5 days, 7:45:30 Gen_loss: 1.172 Dis_loss: 0.8071 Cls_loss: N/A Topk: N/A ada_p: 0.233
[INFO] 2021-10-21 21:08:28 > Step: 544700 Progress: 54.5% Elapsed: 5 days, 7:46:33 Gen_loss: 1.041 Dis_loss: 0.9388 Cls_loss: N/A Topk: N/A ada_p: 0.2335
[INFO] 2021-10-21 21:09:30 > Step: 544800 Progress: 54.5% Elapsed: 5 days, 7:47:35 Gen_loss: 0.7247 Dis_loss: 0.8122 Cls_loss: N/A Topk: N/A ada_p: 0.2309
[INFO] 2021-10-21 21:10:34 > Step: 544900 Progress: 54.5% Elapsed: 5 days, 7:48:38 Gen_loss: 1.193 Dis_loss: 0.9112 Cls_loss: N/A Topk: N/A ada_p: 0.229
[INFO] 2021-10-21 21:11:37 > Step: 545000 Progress: 54.5% Elapsed: 5 days, 7:49:41 Gen_loss: 1.133 Dis_loss: 0.8089 Cls_loss: N/A Topk: N/A ada_p: 0.2264
[INFO] 2021-10-21 21:12:39 > Step: 545100 Progress: 54.5% Elapsed: 5 days, 7:50:43 Gen_loss: 1.124 Dis_loss: 0.7783 Cls_loss: N/A Topk: N/A ada_p: 0.2246
[INFO] 2021-10-21 21:13:52 > Step: 545200 Progress: 54.5% Elapsed: 5 days, 7:51:56 Gen_loss: 1.055 Dis_loss: 0.4774 Cls_loss: N/A Topk: N/A ada_p: 0.2277
[INFO] 2021-10-21 21:14:54 > Step: 545300 Progress: 54.5% Elapsed: 5 days, 7:52:59 Gen_loss: 1.654 Dis_loss: 0.8378 Cls_loss: N/A Topk: N/A ada_p: 0.2309
[INFO] 2021-10-21 21:15:57 > Step: 545400 Progress: 54.5% Elapsed: 5 days, 7:54:01 Gen_loss: 1.016 Dis_loss: 0.9099 Cls_loss: N/A Topk: N/A ada_p: 0.2337
[INFO] 2021-10-21 21:16:59 > Step: 545500 Progress: 54.5% Elapsed: 5 days, 7:55:03 Gen_loss: 2.199 Dis_loss: 0.7718 Cls_loss: N/A Topk: N/A ada_p: 0.2365
[INFO] 2021-10-21 21:18:01 > Step: 545600 Progress: 54.6% Elapsed: 5 days, 7:56:06 Gen_loss: 1.089 Dis_loss: 0.8595 Cls_loss: N/A Topk: N/A ada_p: 0.2353
[INFO] 2021-10-21 21:19:04 > Step: 545700 Progress: 54.6% Elapsed: 5 days, 7:57:08 Gen_loss: 1.69 Dis_loss: 1.07 Cls_loss: N/A Topk: N/A ada_p: 0.2354
[INFO] 2021-10-21 21:20:06 > Step: 545800 Progress: 54.6% Elapsed: 5 days, 7:58:10 Gen_loss: 1.636 Dis_loss: 0.7035 Cls_loss: N/A Topk: N/A ada_p: 0.2316
[INFO] 2021-10-21 21:21:08 > Step: 545900 Progress: 54.6% Elapsed: 5 days, 7:59:13 Gen_loss: 1.144 Dis_loss: 0.9781 Cls_loss: N/A Topk: N/A ada_p: 0.229
[INFO] 2021-10-21 21:22:20 > Step: 546000 Progress: 54.6% Elapsed: 5 days, 8:00:25 Gen_loss: 1.562 Dis_loss: 0.9175 Cls_loss: N/A Topk: N/A ada_p: 0.2331
[INFO] 2021-10-21 21:23:23 > Step: 546100 Progress: 54.6% Elapsed: 5 days, 8:01:27 Gen_loss: 1.287 Dis_loss: 0.9368 Cls_loss: N/A Topk: N/A ada_p: 0.2355
[INFO] 2021-10-21 21:24:25 > Step: 546200 Progress: 54.6% Elapsed: 5 days, 8:02:30 Gen_loss: 0.815 Dis_loss: 1.151 Cls_loss: N/A Topk: N/A ada_p: 0.233
[INFO] 2021-10-21 21:25:28 > Step: 546300 Progress: 54.6% Elapsed: 5 days, 8:03:32 Gen_loss: 1.63 Dis_loss: 0.8118 Cls_loss: N/A Topk: N/A ada_p: 0.2301
[INFO] 2021-10-21 21:26:30 > Step: 546400 Progress: 54.6% Elapsed: 5 days, 8:04:35 Gen_loss: 0.7825 Dis_loss: 0.8988 Cls_loss: N/A Topk: N/A ada_p: 0.234
[INFO] 2021-10-21 21:27:32 > Step: 546500 Progress: 54.6% Elapsed: 5 days, 8:05:37 Gen_loss: 1.562 Dis_loss: 1.188 Cls_loss: N/A Topk: N/A ada_p: 0.2333
[INFO] 2021-10-21 21:28:34 > Step: 546600 Progress: 54.7% Elapsed: 5 days, 8:06:39 Gen_loss: 1.65 Dis_loss: 1.473 Cls_loss: N/A Topk: N/A ada_p: 0.2351
[INFO] 2021-10-21 21:29:37 > Step: 546700 Progress: 54.7% Elapsed: 5 days, 8:07:41 Gen_loss: 1.434 Dis_loss: 1.165 Cls_loss: N/A Topk: N/A ada_p: 0.2351
[INFO] 2021-10-21 21:30:49 > Step: 546800 Progress: 54.7% Elapsed: 5 days, 8:08:54 Gen_loss: 1.49 Dis_loss: 0.8811 Cls_loss: N/A Topk: N/A ada_p: 0.2359
[INFO] 2021-10-21 21:31:52 > Step: 546900 Progress: 54.7% Elapsed: 5 days, 8:09:57 Gen_loss: 1.39 Dis_loss: 1.753 Cls_loss: N/A Topk: N/A ada_p: 0.2419
[INFO] 2021-10-21 21:32:54 > Step: 547000 Progress: 54.7% Elapsed: 5 days, 8:10:59 Gen_loss: 2.124 Dis_loss: 1.132 Cls_loss: N/A Topk: N/A ada_p: 0.2406
[INFO] 2021-10-21 21:33:56 > Step: 547100 Progress: 54.7% Elapsed: 5 days, 8:12:01 Gen_loss: 1.146 Dis_loss: 0.8843 Cls_loss: N/A Topk: N/A ada_p: 0.2422
[INFO] 2021-10-21 21:34:59 > Step: 547200 Progress: 54.7% Elapsed: 5 days, 8:13:03 Gen_loss: 1.221 Dis_loss: 1.007 Cls_loss: N/A Topk: N/A ada_p: 0.2453
[INFO] 2021-10-21 21:36:01 > Step: 547300 Progress: 54.7% Elapsed: 5 days, 8:14:06 Gen_loss: 0.7178 Dis_loss: 1.124 Cls_loss: N/A Topk: N/A ada_p: 0.2515
[INFO] 2021-10-21 21:37:03 > Step: 547400 Progress: 54.7% Elapsed: 5 days, 8:15:08 Gen_loss: 1.008 Dis_loss: 0.8464 Cls_loss: N/A Topk: N/A ada_p: 0.252
[INFO] 2021-10-21 21:38:16 > Step: 547500 Progress: 54.8% Elapsed: 5 days, 8:16:21 Gen_loss: 1.346 Dis_loss: 0.6602 Cls_loss: N/A Topk: N/A ada_p: 0.2502
[INFO] 2021-10-21 21:39:18 > Step: 547600 Progress: 54.8% Elapsed: 5 days, 8:17:22 Gen_loss: 0.7682 Dis_loss: 1.141 Cls_loss: N/A Topk: N/A ada_p: 0.252
[INFO] 2021-10-21 21:40:20 > Step: 547700 Progress: 54.8% Elapsed: 5 days, 8:18:25 Gen_loss: 0.8532 Dis_loss: 1.029 Cls_loss: N/A Topk: N/A ada_p: 0.2532
[INFO] 2021-10-21 21:41:22 > Step: 547800 Progress: 54.8% Elapsed: 5 days, 8:19:27 Gen_loss: 1.165 Dis_loss: 0.9083 Cls_loss: N/A Topk: N/A ada_p: 0.2504
[INFO] 2021-10-21 21:42:25 > Step: 547900 Progress: 54.8% Elapsed: 5 days, 8:20:30 Gen_loss: 1.005 Dis_loss: 0.8689 Cls_loss: N/A Topk: N/A ada_p: 0.2447
[INFO] 2021-10-21 21:43:28 > Step: 548000 Progress: 54.8% Elapsed: 5 days, 8:21:32 Gen_loss: 1.531 Dis_loss: 0.7175 Cls_loss: N/A Topk: N/A ada_p: 0.2422
[INFO] 2021-10-21 21:44:30 > Step: 548100 Progress: 54.8% Elapsed: 5 days, 8:22:35 Gen_loss: 1.83 Dis_loss: 0.9232 Cls_loss: N/A Topk: N/A ada_p: 0.2423
[INFO] 2021-10-21 21:45:33 > Step: 548200 Progress: 54.8% Elapsed: 5 days, 8:23:37 Gen_loss: 1.168 Dis_loss: 0.8629 Cls_loss: N/A Topk: N/A ada_p: 0.2431
[INFO] 2021-10-21 21:46:45 > Step: 548300 Progress: 54.8% Elapsed: 5 days, 8:24:50 Gen_loss: 1.514 Dis_loss: 0.8535 Cls_loss: N/A Topk: N/A ada_p: 0.2387
[INFO] 2021-10-21 21:47:47 > Step: 548400 Progress: 54.8% Elapsed: 5 days, 8:25:52 Gen_loss: 1.417 Dis_loss: 0.6617 Cls_loss: N/A Topk: N/A ada_p: 0.239
[INFO] 2021-10-21 21:48:50 > Step: 548500 Progress: 54.9% Elapsed: 5 days, 8:26:55 Gen_loss: 1.477 Dis_loss: 1.23 Cls_loss: N/A Topk: N/A ada_p: 0.2409
[INFO] 2021-10-21 21:49:53 > Step: 548600 Progress: 54.9% Elapsed: 5 days, 8:27:57 Gen_loss: 1.318 Dis_loss: 0.8249 Cls_loss: N/A Topk: N/A ada_p: 0.2394
[INFO] 2021-10-21 21:50:56 > Step: 548700 Progress: 54.9% Elapsed: 5 days, 8:29:00 Gen_loss: 1.144 Dis_loss: 0.9975 Cls_loss: N/A Topk: N/A ada_p: 0.2368
[INFO] 2021-10-21 21:51:58 > Step: 548800 Progress: 54.9% Elapsed: 5 days, 8:30:03 Gen_loss: 1.996 Dis_loss: 0.7936 Cls_loss: N/A Topk: N/A ada_p: 0.2342
[INFO] 2021-10-21 21:53:01 > Step: 548900 Progress: 54.9% Elapsed: 5 days, 8:31:05 Gen_loss: 0.5316 Dis_loss: 1.15 Cls_loss: N/A Topk: N/A ada_p: 0.2362
[INFO] 2021-10-21 21:54:03 > Step: 549000 Progress: 54.9% Elapsed: 5 days, 8:32:08 Gen_loss: 1.503 Dis_loss: 0.7446 Cls_loss: N/A Topk: N/A ada_p: 0.2341
[INFO] 2021-10-21 21:55:15 > Step: 549100 Progress: 54.9% Elapsed: 5 days, 8:33:20 Gen_loss: 1.188 Dis_loss: 0.7204 Cls_loss: N/A Topk: N/A ada_p: 0.2349
[INFO] 2021-10-21 21:56:17 > Step: 549200 Progress: 54.9% Elapsed: 5 days, 8:34:22 Gen_loss: 2.259 Dis_loss: 1.354 Cls_loss: N/A Topk: N/A ada_p: 0.2357
[INFO] 2021-10-21 21:57:20 > Step: 549300 Progress: 54.9% Elapsed: 5 days, 8:35:25 Gen_loss: 1.001 Dis_loss: 0.8495 Cls_loss: N/A Topk: N/A ada_p: 0.2345
[INFO] 2021-10-21 21:58:22 > Step: 549400 Progress: 54.9% Elapsed: 5 days, 8:36:27 Gen_loss: 1.731 Dis_loss: 0.6343 Cls_loss: N/A Topk: N/A ada_p: 0.2296
[INFO] 2021-10-21 21:59:24 > Step: 549500 Progress: 54.9% Elapsed: 5 days, 8:37:29 Gen_loss: 0.9592 Dis_loss: 0.8591 Cls_loss: N/A Topk: N/A ada_p: 0.2342
[INFO] 2021-10-21 22:00:26 > Step: 549600 Progress: 55.0% Elapsed: 5 days, 8:38:31 Gen_loss: 0.8937 Dis_loss: 0.995 Cls_loss: N/A Topk: N/A ada_p: 0.2325
[INFO] 2021-10-21 22:01:29 > Step: 549700 Progress: 55.0% Elapsed: 5 days, 8:39:33 Gen_loss: 0.7682 Dis_loss: 0.9361 Cls_loss: N/A Topk: N/A ada_p: 0.2367
[INFO] 2021-10-21 22:02:32 > Step: 549800 Progress: 55.0% Elapsed: 5 days, 8:40:36 Gen_loss: 1.547 Dis_loss: 0.7397 Cls_loss: N/A Topk: N/A ada_p: 0.2341
[INFO] 2021-10-21 22:03:45 > Step: 549900 Progress: 55.0% Elapsed: 5 days, 8:41:49 Gen_loss: 1.405 Dis_loss: 0.7476 Cls_loss: N/A Topk: N/A ada_p: 0.2362
[INFO] 2021-10-21 22:04:48 > Step: 550000 Progress: 55.0% Elapsed: 5 days, 8:42:52 Gen_loss: 1.527 Dis_loss: 0.8546 Cls_loss: N/A Topk: N/A ada_p: 0.24
[INFO] 2021-10-21 22:04:48 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-21 22:04:48 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_550000.png
[INFO] 2021-10-21 22:04:48 > Start Evaluation (550000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-21 22:04:48 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-21 22:10:18 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-21 22:15:56 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-21 22:41:21 > Inception score (Step: 550000, 50000 generated images): 10.42695426940918
[INFO] 2021-10-21 22:41:21 > FID score (Step: 550000, Using train moments): 2.576669450656823
[INFO] 2021-10-21 22:41:21 > Improved Precision (Step: 550000, Using train images): 0.74292
[INFO] 2021-10-21 22:41:21 > Improved Recall (Step: 550000, Using train images): 0.681
[INFO] 2021-10-21 22:41:21 > Density (Step: 550000, Using train images): 1.053392
[INFO] 2021-10-21 22:41:21 > Coverage (Step: 550000, Using train images): 0.9258
[INFO] 2021-10-21 22:41:21 > Best FID score (Step: 550000, Using train moments): 2.576669450656823
[INFO] 2021-10-21 22:41:42 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-21 22:44:03 > Step: 550100 Progress: 55.0% Elapsed: 5 days, 9:22:07 Gen_loss: 1.426 Dis_loss: 1.03 Cls_loss: N/A Topk: N/A ada_p: 0.2419
[INFO] 2021-10-21 22:45:04 > Step: 550200 Progress: 55.0% Elapsed: 5 days, 9:23:09 Gen_loss: 0.9248 Dis_loss: 0.9631 Cls_loss: N/A Topk: N/A ada_p: 0.2422
[INFO] 2021-10-21 22:46:06 > Step: 550300 Progress: 55.0% Elapsed: 5 days, 9:24:11 Gen_loss: 1.107 Dis_loss: 0.9486 Cls_loss: N/A Topk: N/A ada_p: 0.2419
[INFO] 2021-10-21 22:47:08 > Step: 550400 Progress: 55.0% Elapsed: 5 days, 9:25:13 Gen_loss: 2.056 Dis_loss: 0.9701 Cls_loss: N/A Topk: N/A ada_p: 0.2391
[INFO] 2021-10-21 22:48:10 > Step: 550500 Progress: 55.0% Elapsed: 5 days, 9:26:15 Gen_loss: 1.429 Dis_loss: 1.037 Cls_loss: N/A Topk: N/A ada_p: 0.2385
[INFO] 2021-10-21 22:49:12 > Step: 550600 Progress: 55.1% Elapsed: 5 days, 9:27:17 Gen_loss: 1.105 Dis_loss: 1.028 Cls_loss: N/A Topk: N/A ada_p: 0.2374
[INFO] 2021-10-21 22:50:33 > Step: 550700 Progress: 55.1% Elapsed: 5 days, 9:28:37 Gen_loss: 0.717 Dis_loss: 1.085 Cls_loss: N/A Topk: N/A ada_p: 0.2413
[INFO] 2021-10-21 22:51:36 > Step: 550800 Progress: 55.1% Elapsed: 5 days, 9:29:41 Gen_loss: 1.186 Dis_loss: 0.6837 Cls_loss: N/A Topk: N/A ada_p: 0.2367
[INFO] 2021-10-21 22:52:38 > Step: 550900 Progress: 55.1% Elapsed: 5 days, 9:30:43 Gen_loss: 1.319 Dis_loss: 0.9903 Cls_loss: N/A Topk: N/A ada_p: 0.2386
[INFO] 2021-10-21 22:53:41 > Step: 551000 Progress: 55.1% Elapsed: 5 days, 9:31:45 Gen_loss: 1.573 Dis_loss: 0.9783 Cls_loss: N/A Topk: N/A ada_p: 0.2412
[INFO] 2021-10-21 22:54:43 > Step: 551100 Progress: 55.1% Elapsed: 5 days, 9:32:47 Gen_loss: 1.924 Dis_loss: 0.7357 Cls_loss: N/A Topk: N/A ada_p: 0.2419
[INFO] 2021-10-21 22:55:45 > Step: 551200 Progress: 55.1% Elapsed: 5 days, 9:33:50 Gen_loss: 0.9221 Dis_loss: 1.007 Cls_loss: N/A Topk: N/A ada_p: 0.2445
[INFO] 2021-10-21 22:56:48 > Step: 551300 Progress: 55.1% Elapsed: 5 days, 9:34:52 Gen_loss: 1.117 Dis_loss: 1.28 Cls_loss: N/A Topk: N/A ada_p: 0.2415
[INFO] 2021-10-21 22:58:00 > Step: 551400 Progress: 55.1% Elapsed: 5 days, 9:36:05 Gen_loss: 1.18 Dis_loss: 0.9563 Cls_loss: N/A Topk: N/A ada_p: 0.2418
[INFO] 2021-10-21 22:59:02 > Step: 551500 Progress: 55.1% Elapsed: 5 days, 9:37:07 Gen_loss: 1.657 Dis_loss: 1.062 Cls_loss: N/A Topk: N/A ada_p: 0.2392
[INFO] 2021-10-21 23:00:04 > Step: 551600 Progress: 55.2% Elapsed: 5 days, 9:38:09 Gen_loss: 1.476 Dis_loss: 1.07 Cls_loss: N/A Topk: N/A ada_p: 0.2397
[INFO] 2021-10-21 23:01:07 > Step: 551700 Progress: 55.2% Elapsed: 5 days, 9:39:12 Gen_loss: 1.88 Dis_loss: 1.091 Cls_loss: N/A Topk: N/A ada_p: 0.2406
[INFO] 2021-10-21 23:02:09 > Step: 551800 Progress: 55.2% Elapsed: 5 days, 9:40:14 Gen_loss: 0.8859 Dis_loss: 0.9928 Cls_loss: N/A Topk: N/A ada_p: 0.2394
[INFO] 2021-10-21 23:03:11 > Step: 551900 Progress: 55.2% Elapsed: 5 days, 9:41:16 Gen_loss: 1.758 Dis_loss: 1.048 Cls_loss: N/A Topk: N/A ada_p: 0.2391
[INFO] 2021-10-21 23:04:13 > Step: 552000 Progress: 55.2% Elapsed: 5 days, 9:42:18 Gen_loss: 1.153 Dis_loss: 0.6367 Cls_loss: N/A Topk: N/A ada_p: 0.2365
[INFO] 2021-10-21 23:05:16 > Step: 552100 Progress: 55.2% Elapsed: 5 days, 9:43:20 Gen_loss: 1.283 Dis_loss: 1.063 Cls_loss: N/A Topk: N/A ada_p: 0.2387
[INFO] 2021-10-21 23:06:28 > Step: 552200 Progress: 55.2% Elapsed: 5 days, 9:44:32 Gen_loss: 1.639 Dis_loss: 0.9383 Cls_loss: N/A Topk: N/A ada_p: 0.2367
[INFO] 2021-10-21 23:07:30 > Step: 552300 Progress: 55.2% Elapsed: 5 days, 9:45:34 Gen_loss: 1.037 Dis_loss: 1.367 Cls_loss: N/A Topk: N/A ada_p: 0.2369
[INFO] 2021-10-21 23:08:32 > Step: 552400 Progress: 55.2% Elapsed: 5 days, 9:46:37 Gen_loss: 1.431 Dis_loss: 0.9841 Cls_loss: N/A Topk: N/A ada_p: 0.2369
[INFO] 2021-10-21 23:09:34 > Step: 552500 Progress: 55.2% Elapsed: 5 days, 9:47:39 Gen_loss: 1.146 Dis_loss: 0.6146 Cls_loss: N/A Topk: N/A ada_p: 0.2345
[INFO] 2021-10-21 23:10:37 > Step: 552600 Progress: 55.3% Elapsed: 5 days, 9:48:41 Gen_loss: 1.575 Dis_loss: 0.9493 Cls_loss: N/A Topk: N/A ada_p: 0.2371
[INFO] 2021-10-21 23:11:39 > Step: 552700 Progress: 55.3% Elapsed: 5 days, 9:49:44 Gen_loss: 1.803 Dis_loss: 1.54 Cls_loss: N/A Topk: N/A ada_p: 0.2378
[INFO] 2021-10-21 23:12:41 > Step: 552800 Progress: 55.3% Elapsed: 5 days, 9:50:45 Gen_loss: 0.9667 Dis_loss: 0.93 Cls_loss: N/A Topk: N/A ada_p: 0.2373
[INFO] 2021-10-21 23:13:43 > Step: 552900 Progress: 55.3% Elapsed: 5 days, 9:51:48 Gen_loss: 1.502 Dis_loss: 1.11 Cls_loss: N/A Topk: N/A ada_p: 0.2374
[INFO] 2021-10-21 23:14:56 > Step: 553000 Progress: 55.3% Elapsed: 5 days, 9:53:00 Gen_loss: 1.484 Dis_loss: 0.5737 Cls_loss: N/A Topk: N/A ada_p: 0.2385
[INFO] 2021-10-21 23:15:58 > Step: 553100 Progress: 55.3% Elapsed: 5 days, 9:54:02 Gen_loss: 1.713 Dis_loss: 0.9173 Cls_loss: N/A Topk: N/A ada_p: 0.239
[INFO] 2021-10-21 23:17:00 > Step: 553200 Progress: 55.3% Elapsed: 5 days, 9:55:05 Gen_loss: 1.051 Dis_loss: 0.8712 Cls_loss: N/A Topk: N/A ada_p: 0.241
[INFO] 2021-10-21 23:18:02 > Step: 553300 Progress: 55.3% Elapsed: 5 days, 9:56:07 Gen_loss: 1.334 Dis_loss: 0.7257 Cls_loss: N/A Topk: N/A ada_p: 0.2404
[INFO] 2021-10-21 23:19:04 > Step: 553400 Progress: 55.3% Elapsed: 5 days, 9:57:09 Gen_loss: 1.161 Dis_loss: 1.004 Cls_loss: N/A Topk: N/A ada_p: 0.2391
[INFO] 2021-10-21 23:20:07 > Step: 553500 Progress: 55.4% Elapsed: 5 days, 9:58:11 Gen_loss: 1.446 Dis_loss: 0.9157 Cls_loss: N/A Topk: N/A ada_p: 0.2409
[INFO] 2021-10-21 23:21:09 > Step: 553600 Progress: 55.4% Elapsed: 5 days, 9:59:14 Gen_loss: 1.768 Dis_loss: 0.81 Cls_loss: N/A Topk: N/A ada_p: 0.2417
[INFO] 2021-10-21 23:22:12 > Step: 553700 Progress: 55.4% Elapsed: 5 days, 10:00:16 Gen_loss: 1.51 Dis_loss: 1.044 Cls_loss: N/A Topk: N/A ada_p: 0.24
[INFO] 2021-10-21 23:23:24 > Step: 553800 Progress: 55.4% Elapsed: 5 days, 10:01:29 Gen_loss: 0.9915 Dis_loss: 0.7478 Cls_loss: N/A Topk: N/A ada_p: 0.2372
[INFO] 2021-10-21 23:24:26 > Step: 553900 Progress: 55.4% Elapsed: 5 days, 10:02:31 Gen_loss: 1.515 Dis_loss: 1.223 Cls_loss: N/A Topk: N/A ada_p: 0.2403
[INFO] 2021-10-21 23:25:28 > Step: 554000 Progress: 55.4% Elapsed: 5 days, 10:03:33 Gen_loss: 0.7905 Dis_loss: 1.004 Cls_loss: N/A Topk: N/A ada_p: 0.24
[INFO] 2021-10-21 23:26:31 > Step: 554100 Progress: 55.4% Elapsed: 5 days, 10:04:35 Gen_loss: 1.336 Dis_loss: 0.9996 Cls_loss: N/A Topk: N/A ada_p: 0.236
[INFO] 2021-10-21 23:27:33 > Step: 554200 Progress: 55.4% Elapsed: 5 days, 10:05:37 Gen_loss: 1.452 Dis_loss: 1.085 Cls_loss: N/A Topk: N/A ada_p: 0.2396
[INFO] 2021-10-21 23:28:36 > Step: 554300 Progress: 55.4% Elapsed: 5 days, 10:06:40 Gen_loss: 1.451 Dis_loss: 0.8256 Cls_loss: N/A Topk: N/A ada_p: 0.2429
[INFO] 2021-10-21 23:29:38 > Step: 554400 Progress: 55.4% Elapsed: 5 days, 10:07:43 Gen_loss: 0.9232 Dis_loss: 0.8439 Cls_loss: N/A Topk: N/A ada_p: 0.2404
[INFO] 2021-10-21 23:30:42 > Step: 554500 Progress: 55.5% Elapsed: 5 days, 10:08:47 Gen_loss: 1.714 Dis_loss: 1.134 Cls_loss: N/A Topk: N/A ada_p: 0.2397
[INFO] 2021-10-21 23:31:55 > Step: 554600 Progress: 55.5% Elapsed: 5 days, 10:09:59 Gen_loss: 1.294 Dis_loss: 0.889 Cls_loss: N/A Topk: N/A ada_p: 0.241
[INFO] 2021-10-21 23:32:57 > Step: 554700 Progress: 55.5% Elapsed: 5 days, 10:11:02 Gen_loss: 1.028 Dis_loss: 0.9419 Cls_loss: N/A Topk: N/A ada_p: 0.2395
[INFO] 2021-10-21 23:33:59 > Step: 554800 Progress: 55.5% Elapsed: 5 days, 10:12:04 Gen_loss: 1.411 Dis_loss: 0.7836 Cls_loss: N/A Topk: N/A ada_p: 0.239
[INFO] 2021-10-21 23:35:03 > Step: 554900 Progress: 55.5% Elapsed: 5 days, 10:13:07 Gen_loss: 0.9877 Dis_loss: 0.9382 Cls_loss: N/A Topk: N/A ada_p: 0.2373
[INFO] 2021-10-21 23:36:05 > Step: 555000 Progress: 55.5% Elapsed: 5 days, 10:14:10 Gen_loss: 0.9908 Dis_loss: 0.9349 Cls_loss: N/A Topk: N/A ada_p: 0.2391
[INFO] 2021-10-21 23:37:07 > Step: 555100 Progress: 55.5% Elapsed: 5 days, 10:15:12 Gen_loss: 1.871 Dis_loss: 1.143 Cls_loss: N/A Topk: N/A ada_p: 0.2386
[INFO] 2021-10-21 23:38:10 > Step: 555200 Progress: 55.5% Elapsed: 5 days, 10:16:14 Gen_loss: 1.251 Dis_loss: 1.137 Cls_loss: N/A Topk: N/A ada_p: 0.2363
[INFO] 2021-10-21 23:39:22 > Step: 555300 Progress: 55.5% Elapsed: 5 days, 10:17:27 Gen_loss: 1.956 Dis_loss: 0.6762 Cls_loss: N/A Topk: N/A ada_p: 0.2351
[INFO] 2021-10-21 23:40:24 > Step: 555400 Progress: 55.5% Elapsed: 5 days, 10:18:29 Gen_loss: 1.773 Dis_loss: 0.6589 Cls_loss: N/A Topk: N/A ada_p: 0.2357
[INFO] 2021-10-21 23:41:27 > Step: 555500 Progress: 55.5% Elapsed: 5 days, 10:19:31 Gen_loss: 1.676 Dis_loss: 0.7586 Cls_loss: N/A Topk: N/A ada_p: 0.2392
[INFO] 2021-10-21 23:42:29 > Step: 555600 Progress: 55.6% Elapsed: 5 days, 10:20:34 Gen_loss: 1.645 Dis_loss: 0.7514 Cls_loss: N/A Topk: N/A ada_p: 0.2374
[INFO] 2021-10-21 23:43:32 > Step: 555700 Progress: 55.6% Elapsed: 5 days, 10:21:36 Gen_loss: 1.308 Dis_loss: 0.9669 Cls_loss: N/A Topk: N/A ada_p: 0.2381
[INFO] 2021-10-21 23:44:34 > Step: 555800 Progress: 55.6% Elapsed: 5 days, 10:22:38 Gen_loss: 1.186 Dis_loss: 0.9504 Cls_loss: N/A Topk: N/A ada_p: 0.2412
[INFO] 2021-10-21 23:45:36 > Step: 555900 Progress: 55.6% Elapsed: 5 days, 10:23:41 Gen_loss: 1.816 Dis_loss: 0.8333 Cls_loss: N/A Topk: N/A ada_p: 0.2394
[INFO] 2021-10-21 23:46:38 > Step: 556000 Progress: 55.6% Elapsed: 5 days, 10:24:43 Gen_loss: 1.086 Dis_loss: 0.9081 Cls_loss: N/A Topk: N/A ada_p: 0.2358
[INFO] 2021-10-21 23:47:51 > Step: 556100 Progress: 55.6% Elapsed: 5 days, 10:25:55 Gen_loss: 0.9611 Dis_loss: 0.779 Cls_loss: N/A Topk: N/A ada_p: 0.2367
[INFO] 2021-10-21 23:48:53 > Step: 556200 Progress: 55.6% Elapsed: 5 days, 10:26:57 Gen_loss: 1.513 Dis_loss: 0.9564 Cls_loss: N/A Topk: N/A ada_p: 0.2359
[INFO] 2021-10-21 23:49:55 > Step: 556300 Progress: 55.6% Elapsed: 5 days, 10:28:00 Gen_loss: 2.186 Dis_loss: 0.9474 Cls_loss: N/A Topk: N/A ada_p: 0.2359
[INFO] 2021-10-21 23:50:58 > Step: 556400 Progress: 55.6% Elapsed: 5 days, 10:29:03 Gen_loss: 1.432 Dis_loss: 0.7836 Cls_loss: N/A Topk: N/A ada_p: 0.2364
[INFO] 2021-10-21 23:52:01 > Step: 556500 Progress: 55.6% Elapsed: 5 days, 10:30:05 Gen_loss: 1.027 Dis_loss: 1.013 Cls_loss: N/A Topk: N/A ada_p: 0.233
[INFO] 2021-10-21 23:53:03 > Step: 556600 Progress: 55.7% Elapsed: 5 days, 10:31:08 Gen_loss: 1.4 Dis_loss: 0.8975 Cls_loss: N/A Topk: N/A ada_p: 0.2345
[INFO] 2021-10-21 23:54:05 > Step: 556700 Progress: 55.7% Elapsed: 5 days, 10:32:10 Gen_loss: 1.669 Dis_loss: 0.7265 Cls_loss: N/A Topk: N/A ada_p: 0.2376
[INFO] 2021-10-21 23:55:08 > Step: 556800 Progress: 55.7% Elapsed: 5 days, 10:33:12 Gen_loss: 2.04 Dis_loss: 0.5935 Cls_loss: N/A Topk: N/A ada_p: 0.2373
[INFO] 2021-10-21 23:56:20 > Step: 556900 Progress: 55.7% Elapsed: 5 days, 10:34:25 Gen_loss: 1.198 Dis_loss: 1.077 Cls_loss: N/A Topk: N/A ada_p: 0.2392
[INFO] 2021-10-21 23:57:22 > Step: 557000 Progress: 55.7% Elapsed: 5 days, 10:35:27 Gen_loss: 1.326 Dis_loss: 0.9056 Cls_loss: N/A Topk: N/A ada_p: 0.2372
[INFO] 2021-10-21 23:58:25 > Step: 557100 Progress: 55.7% Elapsed: 5 days, 10:36:29 Gen_loss: 0.8508 Dis_loss: 0.863 Cls_loss: N/A Topk: N/A ada_p: 0.2369
[INFO] 2021-10-21 23:59:27 > Step: 557200 Progress: 55.7% Elapsed: 5 days, 10:37:32 Gen_loss: 1.187 Dis_loss: 0.5995 Cls_loss: N/A Topk: N/A ada_p: 0.2354
[INFO] 2021-10-22 00:00:30 > Step: 557300 Progress: 55.7% Elapsed: 5 days, 10:38:35 Gen_loss: 1.716 Dis_loss: 0.9441 Cls_loss: N/A Topk: N/A ada_p: 0.2404
[INFO] 2021-10-22 00:01:32 > Step: 557400 Progress: 55.7% Elapsed: 5 days, 10:39:37 Gen_loss: 1.159 Dis_loss: 1.058 Cls_loss: N/A Topk: N/A ada_p: 0.2414
[INFO] 2021-10-22 00:02:34 > Step: 557500 Progress: 55.8% Elapsed: 5 days, 10:40:39 Gen_loss: 1.984 Dis_loss: 0.8995 Cls_loss: N/A Topk: N/A ada_p: 0.2391
[INFO] 2021-10-22 00:03:37 > Step: 557600 Progress: 55.8% Elapsed: 5 days, 10:41:41 Gen_loss: 1.508 Dis_loss: 0.733 Cls_loss: N/A Topk: N/A ada_p: 0.2368
[INFO] 2021-10-22 00:04:49 > Step: 557700 Progress: 55.8% Elapsed: 5 days, 10:42:54 Gen_loss: 1.278 Dis_loss: 0.9944 Cls_loss: N/A Topk: N/A ada_p: 0.2344
[INFO] 2021-10-22 00:05:52 > Step: 557800 Progress: 55.8% Elapsed: 5 days, 10:43:56 Gen_loss: 1.157 Dis_loss: 0.6366 Cls_loss: N/A Topk: N/A ada_p: 0.2321
[INFO] 2021-10-22 00:06:54 > Step: 557900 Progress: 55.8% Elapsed: 5 days, 10:44:59 Gen_loss: 1.193 Dis_loss: 0.9449 Cls_loss: N/A Topk: N/A ada_p: 0.2349
[INFO] 2021-10-22 00:07:56 > Step: 558000 Progress: 55.8% Elapsed: 5 days, 10:46:01 Gen_loss: 2.019 Dis_loss: 0.7245 Cls_loss: N/A Topk: N/A ada_p: 0.2364
[INFO] 2021-10-22 00:08:59 > Step: 558100 Progress: 55.8% Elapsed: 5 days, 10:47:04 Gen_loss: 1.231 Dis_loss: 0.9036 Cls_loss: N/A Topk: N/A ada_p: 0.2396
[INFO] 2021-10-22 00:10:01 > Step: 558200 Progress: 55.8% Elapsed: 5 days, 10:48:06 Gen_loss: 0.9222 Dis_loss: 0.8914 Cls_loss: N/A Topk: N/A ada_p: 0.2401
[INFO] 2021-10-22 00:11:03 > Step: 558300 Progress: 55.8% Elapsed: 5 days, 10:49:08 Gen_loss: 2.08 Dis_loss: 0.8261 Cls_loss: N/A Topk: N/A ada_p: 0.2417
[INFO] 2021-10-22 00:12:06 > Step: 558400 Progress: 55.8% Elapsed: 5 days, 10:50:10 Gen_loss: 1.668 Dis_loss: 0.645 Cls_loss: N/A Topk: N/A ada_p: 0.2378
[INFO] 2021-10-22 00:13:18 > Step: 558500 Progress: 55.9% Elapsed: 5 days, 10:51:22 Gen_loss: 1.388 Dis_loss: 0.7716 Cls_loss: N/A Topk: N/A ada_p: 0.2336
[INFO] 2021-10-22 00:14:20 > Step: 558600 Progress: 55.9% Elapsed: 5 days, 10:52:25 Gen_loss: 1.241 Dis_loss: 1.073 Cls_loss: N/A Topk: N/A ada_p: 0.2333
[INFO] 2021-10-22 00:15:22 > Step: 558700 Progress: 55.9% Elapsed: 5 days, 10:53:27 Gen_loss: 1.498 Dis_loss: 0.842 Cls_loss: N/A Topk: N/A ada_p: 0.2341
[INFO] 2021-10-22 00:16:25 > Step: 558800 Progress: 55.9% Elapsed: 5 days, 10:54:29 Gen_loss: 1.532 Dis_loss: 1.117 Cls_loss: N/A Topk: N/A ada_p: 0.2395
[INFO] 2021-10-22 00:17:27 > Step: 558900 Progress: 55.9% Elapsed: 5 days, 10:55:32 Gen_loss: 1.749 Dis_loss: 1.072 Cls_loss: N/A Topk: N/A ada_p: 0.2399
[INFO] 2021-10-22 00:18:29 > Step: 559000 Progress: 55.9% Elapsed: 5 days, 10:56:34 Gen_loss: 1.044 Dis_loss: 0.8649 Cls_loss: N/A Topk: N/A ada_p: 0.2386
[INFO] 2021-10-22 00:19:31 > Step: 559100 Progress: 55.9% Elapsed: 5 days, 10:57:36 Gen_loss: 0.9971 Dis_loss: 1.095 Cls_loss: N/A Topk: N/A ada_p: 0.234
[INFO] 2021-10-22 00:20:44 > Step: 559200 Progress: 55.9% Elapsed: 5 days, 10:58:48 Gen_loss: 0.6132 Dis_loss: 0.7444 Cls_loss: N/A Topk: N/A ada_p: 0.2325
[INFO] 2021-10-22 00:21:45 > Step: 559300 Progress: 55.9% Elapsed: 5 days, 10:59:50 Gen_loss: 1.305 Dis_loss: 0.9305 Cls_loss: N/A Topk: N/A ada_p: 0.2336
[INFO] 2021-10-22 00:22:48 > Step: 559400 Progress: 55.9% Elapsed: 5 days, 11:00:53 Gen_loss: 0.9153 Dis_loss: 0.58 Cls_loss: N/A Topk: N/A ada_p: 0.2354
[INFO] 2021-10-22 00:23:50 > Step: 559500 Progress: 56.0% Elapsed: 5 days, 11:01:55 Gen_loss: 1.467 Dis_loss: 0.9226 Cls_loss: N/A Topk: N/A ada_p: 0.2387
[INFO] 2021-10-22 00:24:52 > Step: 559600 Progress: 56.0% Elapsed: 5 days, 11:02:57 Gen_loss: 1.607 Dis_loss: 0.9673 Cls_loss: N/A Topk: N/A ada_p: 0.2415
[INFO] 2021-10-22 00:25:55 > Step: 559700 Progress: 56.0% Elapsed: 5 days, 11:03:59 Gen_loss: 0.9629 Dis_loss: 0.9341 Cls_loss: N/A Topk: N/A ada_p: 0.2432
[INFO] 2021-10-22 00:26:57 > Step: 559800 Progress: 56.0% Elapsed: 5 days, 11:05:01 Gen_loss: 7.704 Dis_loss: 0.8438 Cls_loss: N/A Topk: N/A ada_p: 0.2401
[INFO] 2021-10-22 00:27:59 > Step: 559900 Progress: 56.0% Elapsed: 5 days, 11:06:04 Gen_loss: 1.545 Dis_loss: 0.8227 Cls_loss: N/A Topk: N/A ada_p: 0.2399
[INFO] 2021-10-22 00:29:11 > Step: 560000 Progress: 56.0% Elapsed: 5 days, 11:07:16 Gen_loss: 1.548 Dis_loss: 0.7673 Cls_loss: N/A Topk: N/A ada_p: 0.2401
[INFO] 2021-10-22 00:29:11 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-22 00:29:12 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_560000.png
[INFO] 2021-10-22 00:29:12 > Start Evaluation (560000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-22 00:29:12 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-22 00:34:42 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-22 00:40:18 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-22 01:07:30 > Inception score (Step: 560000, 50000 generated images): 10.469249725341797
[INFO] 2021-10-22 01:07:30 > FID score (Step: 560000, Using train moments): 2.5338020481569856
[INFO] 2021-10-22 01:07:30 > Improved Precision (Step: 560000, Using train images): 0.7434
[INFO] 2021-10-22 01:07:30 > Improved Recall (Step: 560000, Using train images): 0.6826
[INFO] 2021-10-22 01:07:30 > Density (Step: 560000, Using train images): 1.061368
[INFO] 2021-10-22 01:07:30 > Coverage (Step: 560000, Using train images): 0.92336
[INFO] 2021-10-22 01:07:30 > Best FID score (Step: 560000, Using train moments): 2.5338020481569856
[INFO] 2021-10-22 01:07:56 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-22 01:09:34 > Step: 560100 Progress: 56.0% Elapsed: 5 days, 11:47:39 Gen_loss: 1.399 Dis_loss: 0.9721 Cls_loss: N/A Topk: N/A ada_p: 0.2421
[INFO] 2021-10-22 01:10:36 > Step: 560200 Progress: 56.0% Elapsed: 5 days, 11:48:40 Gen_loss: 1.307 Dis_loss: 0.6711 Cls_loss: N/A Topk: N/A ada_p: 0.2464
[INFO] 2021-10-22 01:11:37 > Step: 560300 Progress: 56.0% Elapsed: 5 days, 11:49:42 Gen_loss: 0.8419 Dis_loss: 0.7585 Cls_loss: N/A Topk: N/A ada_p: 0.2428
[INFO] 2021-10-22 01:12:40 > Step: 560400 Progress: 56.0% Elapsed: 5 days, 11:50:44 Gen_loss: 0.9374 Dis_loss: 0.945 Cls_loss: N/A Topk: N/A ada_p: 0.2408
[INFO] 2021-10-22 01:13:42 > Step: 560500 Progress: 56.0% Elapsed: 5 days, 11:51:47 Gen_loss: 1.51 Dis_loss: 0.9984 Cls_loss: N/A Topk: N/A ada_p: 0.2432
[INFO] 2021-10-22 01:14:44 > Step: 560600 Progress: 56.1% Elapsed: 5 days, 11:52:49 Gen_loss: 1.577 Dis_loss: 0.6096 Cls_loss: N/A Topk: N/A ada_p: 0.2481
[INFO] 2021-10-22 01:15:47 > Step: 560700 Progress: 56.1% Elapsed: 5 days, 11:53:52 Gen_loss: 2.205 Dis_loss: 0.7547 Cls_loss: N/A Topk: N/A ada_p: 0.2511
[INFO] 2021-10-22 01:17:07 > Step: 560800 Progress: 56.1% Elapsed: 5 days, 11:55:12 Gen_loss: 1.467 Dis_loss: 0.8924 Cls_loss: N/A Topk: N/A ada_p: 0.2504
[INFO] 2021-10-22 01:18:10 > Step: 560900 Progress: 56.1% Elapsed: 5 days, 11:56:14 Gen_loss: 1.547 Dis_loss: 0.6355 Cls_loss: N/A Topk: N/A ada_p: 0.2513
[INFO] 2021-10-22 01:19:12 > Step: 561000 Progress: 56.1% Elapsed: 5 days, 11:57:17 Gen_loss: 0.8556 Dis_loss: 0.9762 Cls_loss: N/A Topk: N/A ada_p: 0.2495
[INFO] 2021-10-22 01:20:14 > Step: 561100 Progress: 56.1% Elapsed: 5 days, 11:58:19 Gen_loss: 1.047 Dis_loss: 0.9193 Cls_loss: N/A Topk: N/A ada_p: 0.2477
[INFO] 2021-10-22 01:21:17 > Step: 561200 Progress: 56.1% Elapsed: 5 days, 11:59:22 Gen_loss: 1.649 Dis_loss: 1.087 Cls_loss: N/A Topk: N/A ada_p: 0.25
[INFO] 2021-10-22 01:22:21 > Step: 561300 Progress: 56.1% Elapsed: 5 days, 12:00:25 Gen_loss: 1.448 Dis_loss: 1.024 Cls_loss: N/A Topk: N/A ada_p: 0.2491
[INFO] 2021-10-22 01:23:23 > Step: 561400 Progress: 56.1% Elapsed: 5 days, 12:01:28 Gen_loss: 0.762 Dis_loss: 1.177 Cls_loss: N/A Topk: N/A ada_p: 0.2483
[INFO] 2021-10-22 01:24:26 > Step: 561500 Progress: 56.1% Elapsed: 5 days, 12:02:31 Gen_loss: 1.905 Dis_loss: 0.8046 Cls_loss: N/A Topk: N/A ada_p: 0.2476
[INFO] 2021-10-22 01:25:38 > Step: 561600 Progress: 56.2% Elapsed: 5 days, 12:03:43 Gen_loss: 1.228 Dis_loss: 0.8659 Cls_loss: N/A Topk: N/A ada_p: 0.2476
[INFO] 2021-10-22 01:26:41 > Step: 561700 Progress: 56.2% Elapsed: 5 days, 12:04:46 Gen_loss: 1.149 Dis_loss: 0.9279 Cls_loss: N/A Topk: N/A ada_p: 0.2456
[INFO] 2021-10-22 01:27:44 > Step: 561800 Progress: 56.2% Elapsed: 5 days, 12:05:48 Gen_loss: 1.215 Dis_loss: 0.6046 Cls_loss: N/A Topk: N/A ada_p: 0.2451
[INFO] 2021-10-22 01:28:46 > Step: 561900 Progress: 56.2% Elapsed: 5 days, 12:06:51 Gen_loss: 2.108 Dis_loss: 0.7138 Cls_loss: N/A Topk: N/A ada_p: 0.2433
[INFO] 2021-10-22 01:29:49 > Step: 562000 Progress: 56.2% Elapsed: 5 days, 12:07:54 Gen_loss: 2.69 Dis_loss: 0.6088 Cls_loss: N/A Topk: N/A ada_p: 0.2444
[INFO] 2021-10-22 01:30:52 > Step: 562100 Progress: 56.2% Elapsed: 5 days, 12:08:57 Gen_loss: 0.7976 Dis_loss: 0.6682 Cls_loss: N/A Topk: N/A ada_p: 0.2365
[INFO] 2021-10-22 01:31:55 > Step: 562200 Progress: 56.2% Elapsed: 5 days, 12:09:59 Gen_loss: 1.247 Dis_loss: 0.8895 Cls_loss: N/A Topk: N/A ada_p: 0.2373
[INFO] 2021-10-22 01:32:57 > Step: 562300 Progress: 56.2% Elapsed: 5 days, 12:11:01 Gen_loss: 0.9329 Dis_loss: 1.266 Cls_loss: N/A Topk: N/A ada_p: 0.2365
[INFO] 2021-10-22 01:34:10 > Step: 562400 Progress: 56.2% Elapsed: 5 days, 12:12:14 Gen_loss: 1.553 Dis_loss: 1.093 Cls_loss: N/A Topk: N/A ada_p: 0.2365
[INFO] 2021-10-22 01:35:12 > Step: 562500 Progress: 56.2% Elapsed: 5 days, 12:13:17 Gen_loss: 0.821 Dis_loss: 1.071 Cls_loss: N/A Topk: N/A ada_p: 0.2392
[INFO] 2021-10-22 01:36:14 > Step: 562600 Progress: 56.3% Elapsed: 5 days, 12:14:19 Gen_loss: 0.8806 Dis_loss: 0.8619 Cls_loss: N/A Topk: N/A ada_p: 0.2408
[INFO] 2021-10-22 01:37:17 > Step: 562700 Progress: 56.3% Elapsed: 5 days, 12:15:21 Gen_loss: 1.5 Dis_loss: 0.5937 Cls_loss: N/A Topk: N/A ada_p: 0.2405
[INFO] 2021-10-22 01:38:19 > Step: 562800 Progress: 56.3% Elapsed: 5 days, 12:16:24 Gen_loss: 1.252 Dis_loss: 0.753 Cls_loss: N/A Topk: N/A ada_p: 0.2387
[INFO] 2021-10-22 01:39:22 > Step: 562900 Progress: 56.3% Elapsed: 5 days, 12:17:26 Gen_loss: 0.8944 Dis_loss: 2.041 Cls_loss: N/A Topk: N/A ada_p: 0.2404
[INFO] 2021-10-22 01:40:24 > Step: 563000 Progress: 56.3% Elapsed: 5 days, 12:18:28 Gen_loss: 1.408 Dis_loss: 0.9072 Cls_loss: N/A Topk: N/A ada_p: 0.2376
[INFO] 2021-10-22 01:41:27 > Step: 563100 Progress: 56.3% Elapsed: 5 days, 12:19:31 Gen_loss: 1.542 Dis_loss: 1.18 Cls_loss: N/A Topk: N/A ada_p: 0.2424
[INFO] 2021-10-22 01:42:39 > Step: 563200 Progress: 56.3% Elapsed: 5 days, 12:20:44 Gen_loss: 1.647 Dis_loss: 0.9447 Cls_loss: N/A Topk: N/A ada_p: 0.2399
[INFO] 2021-10-22 01:43:42 > Step: 563300 Progress: 56.3% Elapsed: 5 days, 12:21:47 Gen_loss: 1.574 Dis_loss: 1.038 Cls_loss: N/A Topk: N/A ada_p: 0.2395
[INFO] 2021-10-22 01:44:44 > Step: 563400 Progress: 56.3% Elapsed: 5 days, 12:22:49 Gen_loss: 1.164 Dis_loss: 0.6796 Cls_loss: N/A Topk: N/A ada_p: 0.2392
[INFO] 2021-10-22 01:45:47 > Step: 563500 Progress: 56.4% Elapsed: 5 days, 12:23:51 Gen_loss: 1.925 Dis_loss: 1.184 Cls_loss: N/A Topk: N/A ada_p: 0.2413
[INFO] 2021-10-22 01:46:49 > Step: 563600 Progress: 56.4% Elapsed: 5 days, 12:24:54 Gen_loss: 1.115 Dis_loss: 0.9893 Cls_loss: N/A Topk: N/A ada_p: 0.2397
[INFO] 2021-10-22 01:47:51 > Step: 563700 Progress: 56.4% Elapsed: 5 days, 12:25:56 Gen_loss: 1.244 Dis_loss: 0.7499 Cls_loss: N/A Topk: N/A ada_p: 0.2396
[INFO] 2021-10-22 01:48:54 > Step: 563800 Progress: 56.4% Elapsed: 5 days, 12:26:58 Gen_loss: 1.032 Dis_loss: 1.017 Cls_loss: N/A Topk: N/A ada_p: 0.2368
[INFO] 2021-10-22 01:50:07 > Step: 563900 Progress: 56.4% Elapsed: 5 days, 12:28:11 Gen_loss: 1.494 Dis_loss: 0.8203 Cls_loss: N/A Topk: N/A ada_p: 0.2386
[INFO] 2021-10-22 01:51:09 > Step: 564000 Progress: 56.4% Elapsed: 5 days, 12:29:13 Gen_loss: 0.8743 Dis_loss: 1.021 Cls_loss: N/A Topk: N/A ada_p: 0.2401
[INFO] 2021-10-22 01:52:11 > Step: 564100 Progress: 56.4% Elapsed: 5 days, 12:30:16 Gen_loss: 1.127 Dis_loss: 0.9786 Cls_loss: N/A Topk: N/A ada_p: 0.2395
[INFO] 2021-10-22 01:53:13 > Step: 564200 Progress: 56.4% Elapsed: 5 days, 12:31:18 Gen_loss: 1.562 Dis_loss: 1.033 Cls_loss: N/A Topk: N/A ada_p: 0.239
[INFO] 2021-10-22 01:54:15 > Step: 564300 Progress: 56.4% Elapsed: 5 days, 12:32:20 Gen_loss: 1.383 Dis_loss: 0.6902 Cls_loss: N/A Topk: N/A ada_p: 0.2367
[INFO] 2021-10-22 01:55:17 > Step: 564400 Progress: 56.4% Elapsed: 5 days, 12:33:22 Gen_loss: 1.598 Dis_loss: 0.648 Cls_loss: N/A Topk: N/A ada_p: 0.2385
[INFO] 2021-10-22 01:56:20 > Step: 564500 Progress: 56.5% Elapsed: 5 days, 12:34:25 Gen_loss: 1.369 Dis_loss: 0.6456 Cls_loss: N/A Topk: N/A ada_p: 0.2401
[INFO] 2021-10-22 01:57:22 > Step: 564600 Progress: 56.5% Elapsed: 5 days, 12:35:27 Gen_loss: 1.192 Dis_loss: 1.166 Cls_loss: N/A Topk: N/A ada_p: 0.2394
[INFO] 2021-10-22 01:58:35 > Step: 564700 Progress: 56.5% Elapsed: 5 days, 12:36:40 Gen_loss: 1.342 Dis_loss: 0.4751 Cls_loss: N/A Topk: N/A ada_p: 0.2381
[INFO] 2021-10-22 01:59:37 > Step: 564800 Progress: 56.5% Elapsed: 5 days, 12:37:42 Gen_loss: 1.396 Dis_loss: 0.8526 Cls_loss: N/A Topk: N/A ada_p: 0.2389
[INFO] 2021-10-22 02:00:40 > Step: 564900 Progress: 56.5% Elapsed: 5 days, 12:38:44 Gen_loss: 1.453 Dis_loss: 0.8304 Cls_loss: N/A Topk: N/A ada_p: 0.2431
[INFO] 2021-10-22 02:01:42 > Step: 565000 Progress: 56.5% Elapsed: 5 days, 12:39:46 Gen_loss: 1.361 Dis_loss: 1.026 Cls_loss: N/A Topk: N/A ada_p: 0.2423
[INFO] 2021-10-22 02:02:44 > Step: 565100 Progress: 56.5% Elapsed: 5 days, 12:40:49 Gen_loss: 1.06 Dis_loss: 1.019 Cls_loss: N/A Topk: N/A ada_p: 0.239
[INFO] 2021-10-22 02:03:46 > Step: 565200 Progress: 56.5% Elapsed: 5 days, 12:41:51 Gen_loss: 1.634 Dis_loss: 0.9377 Cls_loss: N/A Topk: N/A ada_p: 0.2397
[INFO] 2021-10-22 02:04:49 > Step: 565300 Progress: 56.5% Elapsed: 5 days, 12:42:53 Gen_loss: 1.376 Dis_loss: 0.679 Cls_loss: N/A Topk: N/A ada_p: 0.2378
[INFO] 2021-10-22 02:05:51 > Step: 565400 Progress: 56.5% Elapsed: 5 days, 12:43:56 Gen_loss: 2.053 Dis_loss: 0.7685 Cls_loss: N/A Topk: N/A ada_p: 0.2391
[INFO] 2021-10-22 02:07:04 > Step: 565500 Progress: 56.5% Elapsed: 5 days, 12:45:08 Gen_loss: 1.126 Dis_loss: 0.8267 Cls_loss: N/A Topk: N/A ada_p: 0.2409
[INFO] 2021-10-22 02:08:06 > Step: 565600 Progress: 56.6% Elapsed: 5 days, 12:46:10 Gen_loss: 1.575 Dis_loss: 0.7578 Cls_loss: N/A Topk: N/A ada_p: 0.2412
[INFO] 2021-10-22 02:09:08 > Step: 565700 Progress: 56.6% Elapsed: 5 days, 12:47:13 Gen_loss: 1.79 Dis_loss: 0.6675 Cls_loss: N/A Topk: N/A ada_p: 0.2421
[INFO] 2021-10-22 02:10:10 > Step: 565800 Progress: 56.6% Elapsed: 5 days, 12:48:15 Gen_loss: 1.427 Dis_loss: 0.6798 Cls_loss: N/A Topk: N/A ada_p: 0.2403
[INFO] 2021-10-22 02:11:12 > Step: 565900 Progress: 56.6% Elapsed: 5 days, 12:49:17 Gen_loss: 1.357 Dis_loss: 0.7897 Cls_loss: N/A Topk: N/A ada_p: 0.238
[INFO] 2021-10-22 02:12:15 > Step: 566000 Progress: 56.6% Elapsed: 5 days, 12:50:19 Gen_loss: 1.608 Dis_loss: 0.6932 Cls_loss: N/A Topk: N/A ada_p: 0.2397
[INFO] 2021-10-22 02:13:17 > Step: 566100 Progress: 56.6% Elapsed: 5 days, 12:51:22 Gen_loss: 1.142 Dis_loss: 1.021 Cls_loss: N/A Topk: N/A ada_p: 0.2412
[INFO] 2021-10-22 02:14:20 > Step: 566200 Progress: 56.6% Elapsed: 5 days, 12:52:24 Gen_loss: 1.669 Dis_loss: 0.9162 Cls_loss: N/A Topk: N/A ada_p: 0.2394
[INFO] 2021-10-22 02:15:32 > Step: 566300 Progress: 56.6% Elapsed: 5 days, 12:53:37 Gen_loss: 1.139 Dis_loss: 0.9537 Cls_loss: N/A Topk: N/A ada_p: 0.2394
[INFO] 2021-10-22 02:16:35 > Step: 566400 Progress: 56.6% Elapsed: 5 days, 12:54:40 Gen_loss: 0.9463 Dis_loss: 0.6702 Cls_loss: N/A Topk: N/A ada_p: 0.2376
[INFO] 2021-10-22 02:17:38 > Step: 566500 Progress: 56.6% Elapsed: 5 days, 12:55:42 Gen_loss: 1.567 Dis_loss: 0.8049 Cls_loss: N/A Topk: N/A ada_p: 0.2351
[INFO] 2021-10-22 02:18:40 > Step: 566600 Progress: 56.7% Elapsed: 5 days, 12:56:45 Gen_loss: 2.333 Dis_loss: 1.263 Cls_loss: N/A Topk: N/A ada_p: 0.2344
[INFO] 2021-10-22 02:19:42 > Step: 566700 Progress: 56.7% Elapsed: 5 days, 12:57:47 Gen_loss: 0.9771 Dis_loss: 0.7414 Cls_loss: N/A Topk: N/A ada_p: 0.2362
[INFO] 2021-10-22 02:20:44 > Step: 566800 Progress: 56.7% Elapsed: 5 days, 12:58:49 Gen_loss: 1.474 Dis_loss: 0.504 Cls_loss: N/A Topk: N/A ada_p: 0.2326
[INFO] 2021-10-22 02:21:47 > Step: 566900 Progress: 56.7% Elapsed: 5 days, 12:59:52 Gen_loss: 1.041 Dis_loss: 0.8814 Cls_loss: N/A Topk: N/A ada_p: 0.233
[INFO] 2021-10-22 02:22:49 > Step: 567000 Progress: 56.7% Elapsed: 5 days, 13:00:54 Gen_loss: 1.184 Dis_loss: 0.6115 Cls_loss: N/A Topk: N/A ada_p: 0.2383
[INFO] 2021-10-22 02:24:01 > Step: 567100 Progress: 56.7% Elapsed: 5 days, 13:02:06 Gen_loss: 1.0 Dis_loss: 1.104 Cls_loss: N/A Topk: N/A ada_p: 0.2365
[INFO] 2021-10-22 02:25:03 > Step: 567200 Progress: 56.7% Elapsed: 5 days, 13:03:08 Gen_loss: 1.758 Dis_loss: 1.028 Cls_loss: N/A Topk: N/A ada_p: 0.2386
[INFO] 2021-10-22 02:26:06 > Step: 567300 Progress: 56.7% Elapsed: 5 days, 13:04:10 Gen_loss: 1.414 Dis_loss: 0.796 Cls_loss: N/A Topk: N/A ada_p: 0.2392
[INFO] 2021-10-22 02:27:08 > Step: 567400 Progress: 56.7% Elapsed: 5 days, 13:05:13 Gen_loss: 1.669 Dis_loss: 0.7652 Cls_loss: N/A Topk: N/A ada_p: 0.2433
[INFO] 2021-10-22 02:28:11 > Step: 567500 Progress: 56.8% Elapsed: 5 days, 13:06:15 Gen_loss: 1.134 Dis_loss: 0.9274 Cls_loss: N/A Topk: N/A ada_p: 0.2418
[INFO] 2021-10-22 02:29:14 > Step: 567600 Progress: 56.8% Elapsed: 5 days, 13:07:18 Gen_loss: 1.145 Dis_loss: 0.8696 Cls_loss: N/A Topk: N/A ada_p: 0.24
[INFO] 2021-10-22 02:30:17 > Step: 567700 Progress: 56.8% Elapsed: 5 days, 13:08:22 Gen_loss: 1.33 Dis_loss: 0.6999 Cls_loss: N/A Topk: N/A ada_p: 0.2376
[INFO] 2021-10-22 02:31:30 > Step: 567800 Progress: 56.8% Elapsed: 5 days, 13:09:35 Gen_loss: 1.547 Dis_loss: 0.9206 Cls_loss: N/A Topk: N/A ada_p: 0.2394
[INFO] 2021-10-22 02:32:32 > Step: 567900 Progress: 56.8% Elapsed: 5 days, 13:10:37 Gen_loss: 1.485 Dis_loss: 1.172 Cls_loss: N/A Topk: N/A ada_p: 0.2391
[INFO] 2021-10-22 02:33:34 > Step: 568000 Progress: 56.8% Elapsed: 5 days, 13:11:39 Gen_loss: 1.355 Dis_loss: 1.271 Cls_loss: N/A Topk: N/A ada_p: 0.233
[INFO] 2021-10-22 02:34:37 > Step: 568100 Progress: 56.8% Elapsed: 5 days, 13:12:41 Gen_loss: 1.494 Dis_loss: 0.7313 Cls_loss: N/A Topk: N/A ada_p: 0.2339
[INFO] 2021-10-22 02:35:40 > Step: 568200 Progress: 56.8% Elapsed: 5 days, 13:13:45 Gen_loss: 1.251 Dis_loss: 1.139 Cls_loss: N/A Topk: N/A ada_p: 0.239
[INFO] 2021-10-22 02:36:43 > Step: 568300 Progress: 56.8% Elapsed: 5 days, 13:14:48 Gen_loss: 1.705 Dis_loss: 0.531 Cls_loss: N/A Topk: N/A ada_p: 0.2364
[INFO] 2021-10-22 02:37:45 > Step: 568400 Progress: 56.8% Elapsed: 5 days, 13:15:50 Gen_loss: 1.012 Dis_loss: 1.011 Cls_loss: N/A Topk: N/A ada_p: 0.2377
[INFO] 2021-10-22 02:38:48 > Step: 568500 Progress: 56.9% Elapsed: 5 days, 13:16:52 Gen_loss: 1.608 Dis_loss: 0.7151 Cls_loss: N/A Topk: N/A ada_p: 0.2332
[INFO] 2021-10-22 02:40:01 > Step: 568600 Progress: 56.9% Elapsed: 5 days, 13:18:05 Gen_loss: 1.482 Dis_loss: 0.5426 Cls_loss: N/A Topk: N/A ada_p: 0.235
[INFO] 2021-10-22 02:41:03 > Step: 568700 Progress: 56.9% Elapsed: 5 days, 13:19:08 Gen_loss: 1.308 Dis_loss: 0.6908 Cls_loss: N/A Topk: N/A ada_p: 0.2345
[INFO] 2021-10-22 02:42:05 > Step: 568800 Progress: 56.9% Elapsed: 5 days, 13:20:10 Gen_loss: 1.223 Dis_loss: 0.7778 Cls_loss: N/A Topk: N/A ada_p: 0.2371
[INFO] 2021-10-22 02:43:08 > Step: 568900 Progress: 56.9% Elapsed: 5 days, 13:21:13 Gen_loss: 1.41 Dis_loss: 0.822 Cls_loss: N/A Topk: N/A ada_p: 0.2364
[INFO] 2021-10-22 02:44:11 > Step: 569000 Progress: 56.9% Elapsed: 5 days, 13:22:15 Gen_loss: 1.574 Dis_loss: 0.7342 Cls_loss: N/A Topk: N/A ada_p: 0.2374
[INFO] 2021-10-22 02:45:14 > Step: 569100 Progress: 56.9% Elapsed: 5 days, 13:23:18 Gen_loss: 0.9701 Dis_loss: 0.8155 Cls_loss: N/A Topk: N/A ada_p: 0.2349
[INFO] 2021-10-22 02:46:15 > Step: 569200 Progress: 56.9% Elapsed: 5 days, 13:24:20 Gen_loss: 0.9896 Dis_loss: 1.049 Cls_loss: N/A Topk: N/A ada_p: 0.2367
[INFO] 2021-10-22 02:47:19 > Step: 569300 Progress: 56.9% Elapsed: 5 days, 13:25:23 Gen_loss: 0.8936 Dis_loss: 0.7998 Cls_loss: N/A Topk: N/A ada_p: 0.2353
[INFO] 2021-10-22 02:48:32 > Step: 569400 Progress: 56.9% Elapsed: 5 days, 13:26:36 Gen_loss: 1.115 Dis_loss: 0.8705 Cls_loss: N/A Topk: N/A ada_p: 0.2353
[INFO] 2021-10-22 02:49:34 > Step: 569500 Progress: 57.0% Elapsed: 5 days, 13:27:38 Gen_loss: 1.075 Dis_loss: 0.991 Cls_loss: N/A Topk: N/A ada_p: 0.2399
[INFO] 2021-10-22 02:50:36 > Step: 569600 Progress: 57.0% Elapsed: 5 days, 13:28:41 Gen_loss: 1.321 Dis_loss: 0.7078 Cls_loss: N/A Topk: N/A ada_p: 0.2409
[INFO] 2021-10-22 02:51:39 > Step: 569700 Progress: 57.0% Elapsed: 5 days, 13:29:43 Gen_loss: 1.957 Dis_loss: 1.111 Cls_loss: N/A Topk: N/A ada_p: 0.2426
[INFO] 2021-10-22 02:52:41 > Step: 569800 Progress: 57.0% Elapsed: 5 days, 13:30:45 Gen_loss: 0.8333 Dis_loss: 0.8426 Cls_loss: N/A Topk: N/A ada_p: 0.2423
[INFO] 2021-10-22 02:53:43 > Step: 569900 Progress: 57.0% Elapsed: 5 days, 13:31:47 Gen_loss: 1.188 Dis_loss: 0.7743 Cls_loss: N/A Topk: N/A ada_p: 0.2387
[INFO] 2021-10-22 02:54:45 > Step: 570000 Progress: 57.0% Elapsed: 5 days, 13:32:50 Gen_loss: 1.091 Dis_loss: 0.8933 Cls_loss: N/A Topk: N/A ada_p: 0.2362
[INFO] 2021-10-22 02:54:45 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-22 02:54:45 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_570000.png
[INFO] 2021-10-22 02:54:45 > Start Evaluation (570000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-22 02:54:45 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-22 03:00:15 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-22 03:05:53 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-22 03:33:39 > Inception score (Step: 570000, 50000 generated images): 10.447461128234863
[INFO] 2021-10-22 03:33:39 > FID score (Step: 570000, Using train moments): 2.6311245296270727
[INFO] 2021-10-22 03:33:39 > Improved Precision (Step: 570000, Using train images): 0.74368
[INFO] 2021-10-22 03:33:39 > Improved Recall (Step: 570000, Using train images): 0.67974
[INFO] 2021-10-22 03:33:39 > Density (Step: 570000, Using train images): 1.06488
[INFO] 2021-10-22 03:33:39 > Coverage (Step: 570000, Using train images): 0.92654
[INFO] 2021-10-22 03:33:39 > Best FID score (Step: 560000, Using train moments): 2.5338020481569856
[INFO] 2021-10-22 03:33:50 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-22 03:36:24 > Step: 570100 Progress: 57.0% Elapsed: 5 days, 14:14:29 Gen_loss: 0.9274 Dis_loss: 1.138 Cls_loss: N/A Topk: N/A ada_p: 0.2363
[INFO] 2021-10-22 03:37:43 > Step: 570200 Progress: 57.0% Elapsed: 5 days, 14:15:47 Gen_loss: 1.634 Dis_loss: 0.7033 Cls_loss: N/A Topk: N/A ada_p: 0.2363
[INFO] 2021-10-22 03:38:44 > Step: 570300 Progress: 57.0% Elapsed: 5 days, 14:16:49 Gen_loss: 0.9819 Dis_loss: 0.977 Cls_loss: N/A Topk: N/A ada_p: 0.2363
[INFO] 2021-10-22 03:39:46 > Step: 570400 Progress: 57.0% Elapsed: 5 days, 14:17:51 Gen_loss: 1.455 Dis_loss: 1.37 Cls_loss: N/A Topk: N/A ada_p: 0.2373
[INFO] 2021-10-22 03:40:48 > Step: 570500 Progress: 57.0% Elapsed: 5 days, 14:18:53 Gen_loss: 1.087 Dis_loss: 0.8503 Cls_loss: N/A Topk: N/A ada_p: 0.2392
[INFO] 2021-10-22 03:41:50 > Step: 570600 Progress: 57.1% Elapsed: 5 days, 14:19:55 Gen_loss: 1.236 Dis_loss: 0.9502 Cls_loss: N/A Topk: N/A ada_p: 0.2344
[INFO] 2021-10-22 03:42:52 > Step: 570700 Progress: 57.1% Elapsed: 5 days, 14:20:57 Gen_loss: 1.531 Dis_loss: 0.7684 Cls_loss: N/A Topk: N/A ada_p: 0.2351
[INFO] 2021-10-22 03:43:55 > Step: 570800 Progress: 57.1% Elapsed: 5 days, 14:21:59 Gen_loss: 1.685 Dis_loss: 1.063 Cls_loss: N/A Topk: N/A ada_p: 0.2326
[INFO] 2021-10-22 03:44:57 > Step: 570900 Progress: 57.1% Elapsed: 5 days, 14:23:02 Gen_loss: 1.76 Dis_loss: 0.7244 Cls_loss: N/A Topk: N/A ada_p: 0.2365
[INFO] 2021-10-22 03:46:09 > Step: 571000 Progress: 57.1% Elapsed: 5 days, 14:24:14 Gen_loss: 0.5005 Dis_loss: 0.8742 Cls_loss: N/A Topk: N/A ada_p: 0.2365
[INFO] 2021-10-22 03:47:11 > Step: 571100 Progress: 57.1% Elapsed: 5 days, 14:25:16 Gen_loss: 1.127 Dis_loss: 1.047 Cls_loss: N/A Topk: N/A ada_p: 0.2373
[INFO] 2021-10-22 03:48:14 > Step: 571200 Progress: 57.1% Elapsed: 5 days, 14:26:18 Gen_loss: 0.9523 Dis_loss: 0.9123 Cls_loss: N/A Topk: N/A ada_p: 0.2378
[INFO] 2021-10-22 03:49:16 > Step: 571300 Progress: 57.1% Elapsed: 5 days, 14:27:21 Gen_loss: 1.713 Dis_loss: 0.7722 Cls_loss: N/A Topk: N/A ada_p: 0.2428
[INFO] 2021-10-22 03:50:19 > Step: 571400 Progress: 57.1% Elapsed: 5 days, 14:28:23 Gen_loss: 1.204 Dis_loss: 1.069 Cls_loss: N/A Topk: N/A ada_p: 0.2454
[INFO] 2021-10-22 03:51:21 > Step: 571500 Progress: 57.1% Elapsed: 5 days, 14:29:25 Gen_loss: 1.025 Dis_loss: 1.19 Cls_loss: N/A Topk: N/A ada_p: 0.2454
[INFO] 2021-10-22 03:52:23 > Step: 571600 Progress: 57.2% Elapsed: 5 days, 14:30:28 Gen_loss: 1.545 Dis_loss: 1.217 Cls_loss: N/A Topk: N/A ada_p: 0.2444
[INFO] 2021-10-22 03:53:37 > Step: 571700 Progress: 57.2% Elapsed: 5 days, 14:31:41 Gen_loss: 1.285 Dis_loss: 1.165 Cls_loss: N/A Topk: N/A ada_p: 0.2427
[INFO] 2021-10-22 03:54:38 > Step: 571800 Progress: 57.2% Elapsed: 5 days, 14:32:43 Gen_loss: 1.16 Dis_loss: 0.9024 Cls_loss: N/A Topk: N/A ada_p: 0.2432
[INFO] 2021-10-22 03:55:41 > Step: 571900 Progress: 57.2% Elapsed: 5 days, 14:33:46 Gen_loss: 1.368 Dis_loss: 0.7741 Cls_loss: N/A Topk: N/A ada_p: 0.2396
[INFO] 2021-10-22 03:56:43 > Step: 572000 Progress: 57.2% Elapsed: 5 days, 14:34:48 Gen_loss: 1.068 Dis_loss: 0.692 Cls_loss: N/A Topk: N/A ada_p: 0.2399
[INFO] 2021-10-22 03:57:46 > Step: 572100 Progress: 57.2% Elapsed: 5 days, 14:35:50 Gen_loss: 1.019 Dis_loss: 0.8344 Cls_loss: N/A Topk: N/A ada_p: 0.2397
[INFO] 2021-10-22 03:58:48 > Step: 572200 Progress: 57.2% Elapsed: 5 days, 14:36:52 Gen_loss: 0.68 Dis_loss: 1.042 Cls_loss: N/A Topk: N/A ada_p: 0.2397
[INFO] 2021-10-22 03:59:50 > Step: 572300 Progress: 57.2% Elapsed: 5 days, 14:37:54 Gen_loss: 1.512 Dis_loss: 1.086 Cls_loss: N/A Topk: N/A ada_p: 0.2405
[INFO] 2021-10-22 04:00:52 > Step: 572400 Progress: 57.2% Elapsed: 5 days, 14:38:57 Gen_loss: 1.265 Dis_loss: 1.045 Cls_loss: N/A Topk: N/A ada_p: 0.2387
[INFO] 2021-10-22 04:02:05 > Step: 572500 Progress: 57.2% Elapsed: 5 days, 14:40:09 Gen_loss: 0.7381 Dis_loss: 0.8987 Cls_loss: N/A Topk: N/A ada_p: 0.2381
[INFO] 2021-10-22 04:03:07 > Step: 572600 Progress: 57.3% Elapsed: 5 days, 14:41:11 Gen_loss: 1.466 Dis_loss: 0.602 Cls_loss: N/A Topk: N/A ada_p: 0.2406
[INFO] 2021-10-22 04:04:09 > Step: 572700 Progress: 57.3% Elapsed: 5 days, 14:42:14 Gen_loss: 1.758 Dis_loss: 0.764 Cls_loss: N/A Topk: N/A ada_p: 0.2378
[INFO] 2021-10-22 04:05:11 > Step: 572800 Progress: 57.3% Elapsed: 5 days, 14:43:16 Gen_loss: 1.339 Dis_loss: 0.5514 Cls_loss: N/A Topk: N/A ada_p: 0.2373
[INFO] 2021-10-22 04:06:14 > Step: 572900 Progress: 57.3% Elapsed: 5 days, 14:44:18 Gen_loss: 0.945 Dis_loss: 0.9943 Cls_loss: N/A Topk: N/A ada_p: 0.239
[INFO] 2021-10-22 04:07:16 > Step: 573000 Progress: 57.3% Elapsed: 5 days, 14:45:20 Gen_loss: 0.703 Dis_loss: 1.221 Cls_loss: N/A Topk: N/A ada_p: 0.241
[INFO] 2021-10-22 04:08:18 > Step: 573100 Progress: 57.3% Elapsed: 5 days, 14:46:23 Gen_loss: 1.629 Dis_loss: 0.8853 Cls_loss: N/A Topk: N/A ada_p: 0.2459
[INFO] 2021-10-22 04:09:21 > Step: 573200 Progress: 57.3% Elapsed: 5 days, 14:47:25 Gen_loss: 1.462 Dis_loss: 1.053 Cls_loss: N/A Topk: N/A ada_p: 0.2449
[INFO] 2021-10-22 04:10:34 > Step: 573300 Progress: 57.3% Elapsed: 5 days, 14:48:38 Gen_loss: 1.483 Dis_loss: 0.8173 Cls_loss: N/A Topk: N/A ada_p: 0.2445
[INFO] 2021-10-22 04:11:36 > Step: 573400 Progress: 57.3% Elapsed: 5 days, 14:49:41 Gen_loss: 1.207 Dis_loss: 1.122 Cls_loss: N/A Topk: N/A ada_p: 0.2442
[INFO] 2021-10-22 04:12:39 > Step: 573500 Progress: 57.4% Elapsed: 5 days, 14:50:43 Gen_loss: 1.557 Dis_loss: 0.9396 Cls_loss: N/A Topk: N/A ada_p: 0.244
[INFO] 2021-10-22 04:13:41 > Step: 573600 Progress: 57.4% Elapsed: 5 days, 14:51:46 Gen_loss: 1.304 Dis_loss: 0.4821 Cls_loss: N/A Topk: N/A ada_p: 0.2437
[INFO] 2021-10-22 04:14:44 > Step: 573700 Progress: 57.4% Elapsed: 5 days, 14:52:48 Gen_loss: 1.24 Dis_loss: 0.653 Cls_loss: N/A Topk: N/A ada_p: 0.2418
[INFO] 2021-10-22 04:15:46 > Step: 573800 Progress: 57.4% Elapsed: 5 days, 14:53:50 Gen_loss: 0.9471 Dis_loss: 1.086 Cls_loss: N/A Topk: N/A ada_p: 0.2426
[INFO] 2021-10-22 04:16:48 > Step: 573900 Progress: 57.4% Elapsed: 5 days, 14:54:53 Gen_loss: 1.468 Dis_loss: 0.5479 Cls_loss: N/A Topk: N/A ada_p: 0.2454
[INFO] 2021-10-22 04:17:50 > Step: 574000 Progress: 57.4% Elapsed: 5 days, 14:55:55 Gen_loss: 1.369 Dis_loss: 0.987 Cls_loss: N/A Topk: N/A ada_p: 0.2467
[INFO] 2021-10-22 04:19:03 > Step: 574100 Progress: 57.4% Elapsed: 5 days, 14:57:08 Gen_loss: 2.277 Dis_loss: 0.8 Cls_loss: N/A Topk: N/A ada_p: 0.2432
[INFO] 2021-10-22 04:20:05 > Step: 574200 Progress: 57.4% Elapsed: 5 days, 14:58:10 Gen_loss: 1.006 Dis_loss: 0.6747 Cls_loss: N/A Topk: N/A ada_p: 0.245
[INFO] 2021-10-22 04:21:07 > Step: 574300 Progress: 57.4% Elapsed: 5 days, 14:59:12 Gen_loss: 1.449 Dis_loss: 0.8002 Cls_loss: N/A Topk: N/A ada_p: 0.2478
[INFO] 2021-10-22 04:22:10 > Step: 574400 Progress: 57.4% Elapsed: 5 days, 15:00:14 Gen_loss: 2.092 Dis_loss: 0.9564 Cls_loss: N/A Topk: N/A ada_p: 0.246
[INFO] 2021-10-22 04:23:12 > Step: 574500 Progress: 57.5% Elapsed: 5 days, 15:01:17 Gen_loss: 1.849 Dis_loss: 1.259 Cls_loss: N/A Topk: N/A ada_p: 0.2436
[INFO] 2021-10-22 04:24:14 > Step: 574600 Progress: 57.5% Elapsed: 5 days, 15:02:19 Gen_loss: 1.148 Dis_loss: 0.8525 Cls_loss: N/A Topk: N/A ada_p: 0.2444
[INFO] 2021-10-22 04:25:16 > Step: 574700 Progress: 57.5% Elapsed: 5 days, 15:03:21 Gen_loss: 1.601 Dis_loss: 0.8996 Cls_loss: N/A Topk: N/A ada_p: 0.2459
[INFO] 2021-10-22 04:26:19 > Step: 574800 Progress: 57.5% Elapsed: 5 days, 15:04:23 Gen_loss: 2.096 Dis_loss: 0.5908 Cls_loss: N/A Topk: N/A ada_p: 0.2456
[INFO] 2021-10-22 04:27:31 > Step: 574900 Progress: 57.5% Elapsed: 5 days, 15:05:36 Gen_loss: 1.093 Dis_loss: 0.8835 Cls_loss: N/A Topk: N/A ada_p: 0.2486
[INFO] 2021-10-22 04:28:34 > Step: 575000 Progress: 57.5% Elapsed: 5 days, 15:06:38 Gen_loss: 1.164 Dis_loss: 1.197 Cls_loss: N/A Topk: N/A ada_p: 0.2483
[INFO] 2021-10-22 04:29:36 > Step: 575100 Progress: 57.5% Elapsed: 5 days, 15:07:40 Gen_loss: 1.643 Dis_loss: 0.7962 Cls_loss: N/A Topk: N/A ada_p: 0.247
[INFO] 2021-10-22 04:30:38 > Step: 575200 Progress: 57.5% Elapsed: 5 days, 15:08:43 Gen_loss: 1.017 Dis_loss: 1.298 Cls_loss: N/A Topk: N/A ada_p: 0.2453
[INFO] 2021-10-22 04:31:41 > Step: 575300 Progress: 57.5% Elapsed: 5 days, 15:09:45 Gen_loss: 0.9652 Dis_loss: 1.151 Cls_loss: N/A Topk: N/A ada_p: 0.2449
[INFO] 2021-10-22 04:32:43 > Step: 575400 Progress: 57.5% Elapsed: 5 days, 15:10:48 Gen_loss: 1.803 Dis_loss: 1.017 Cls_loss: N/A Topk: N/A ada_p: 0.2469
[INFO] 2021-10-22 04:33:46 > Step: 575500 Progress: 57.6% Elapsed: 5 days, 15:11:50 Gen_loss: 1.129 Dis_loss: 1.032 Cls_loss: N/A Topk: N/A ada_p: 0.2467
[INFO] 2021-10-22 04:34:59 > Step: 575600 Progress: 57.6% Elapsed: 5 days, 15:13:03 Gen_loss: 1.215 Dis_loss: 0.8274 Cls_loss: N/A Topk: N/A ada_p: 0.2438
[INFO] 2021-10-22 04:36:01 > Step: 575700 Progress: 57.6% Elapsed: 5 days, 15:14:06 Gen_loss: 0.6756 Dis_loss: 1.501 Cls_loss: N/A Topk: N/A ada_p: 0.2491
[INFO] 2021-10-22 04:37:04 > Step: 575800 Progress: 57.6% Elapsed: 5 days, 15:15:08 Gen_loss: 1.592 Dis_loss: 0.8368 Cls_loss: N/A Topk: N/A ada_p: 0.2486
[INFO] 2021-10-22 04:38:06 > Step: 575900 Progress: 57.6% Elapsed: 5 days, 15:16:11 Gen_loss: 1.796 Dis_loss: 0.9742 Cls_loss: N/A Topk: N/A ada_p: 0.2473
[INFO] 2021-10-22 04:39:09 > Step: 576000 Progress: 57.6% Elapsed: 5 days, 15:17:13 Gen_loss: 1.471 Dis_loss: 0.7201 Cls_loss: N/A Topk: N/A ada_p: 0.2499
[INFO] 2021-10-22 04:40:11 > Step: 576100 Progress: 57.6% Elapsed: 5 days, 15:18:16 Gen_loss: 1.359 Dis_loss: 1.255 Cls_loss: N/A Topk: N/A ada_p: 0.2528
[INFO] 2021-10-22 04:41:14 > Step: 576200 Progress: 57.6% Elapsed: 5 days, 15:19:18 Gen_loss: 1.124 Dis_loss: 0.7849 Cls_loss: N/A Topk: N/A ada_p: 0.2508
[INFO] 2021-10-22 04:42:16 > Step: 576300 Progress: 57.6% Elapsed: 5 days, 15:20:21 Gen_loss: 1.181 Dis_loss: 1.078 Cls_loss: N/A Topk: N/A ada_p: 0.2515
[INFO] 2021-10-22 04:43:29 > Step: 576400 Progress: 57.6% Elapsed: 5 days, 15:21:34 Gen_loss: 0.8498 Dis_loss: 0.9999 Cls_loss: N/A Topk: N/A ada_p: 0.2482
[INFO] 2021-10-22 04:44:31 > Step: 576500 Progress: 57.6% Elapsed: 5 days, 15:22:36 Gen_loss: 1.499 Dis_loss: 0.7151 Cls_loss: N/A Topk: N/A ada_p: 0.2478
[INFO] 2021-10-22 04:45:34 > Step: 576600 Progress: 57.7% Elapsed: 5 days, 15:23:39 Gen_loss: 1.204 Dis_loss: 0.6793 Cls_loss: N/A Topk: N/A ada_p: 0.2481
[INFO] 2021-10-22 04:46:37 > Step: 576700 Progress: 57.7% Elapsed: 5 days, 15:24:41 Gen_loss: 1.166 Dis_loss: 0.7582 Cls_loss: N/A Topk: N/A ada_p: 0.2506
[INFO] 2021-10-22 04:47:39 > Step: 576800 Progress: 57.7% Elapsed: 5 days, 15:25:44 Gen_loss: 1.474 Dis_loss: 0.7791 Cls_loss: N/A Topk: N/A ada_p: 0.2506
[INFO] 2021-10-22 04:48:42 > Step: 576900 Progress: 57.7% Elapsed: 5 days, 15:26:46 Gen_loss: 1.598 Dis_loss: 0.9922 Cls_loss: N/A Topk: N/A ada_p: 0.2461
[INFO] 2021-10-22 04:49:45 > Step: 577000 Progress: 57.7% Elapsed: 5 days, 15:27:49 Gen_loss: 0.5958 Dis_loss: 1.08 Cls_loss: N/A Topk: N/A ada_p: 0.2438
[INFO] 2021-10-22 04:50:47 > Step: 577100 Progress: 57.7% Elapsed: 5 days, 15:28:52 Gen_loss: 1.048 Dis_loss: 0.9286 Cls_loss: N/A Topk: N/A ada_p: 0.2431
[INFO] 2021-10-22 04:52:00 > Step: 577200 Progress: 57.7% Elapsed: 5 days, 15:30:05 Gen_loss: 0.9187 Dis_loss: 1.043 Cls_loss: N/A Topk: N/A ada_p: 0.2426
[INFO] 2021-10-22 04:53:02 > Step: 577300 Progress: 57.7% Elapsed: 5 days, 15:31:07 Gen_loss: 1.286 Dis_loss: 0.7151 Cls_loss: N/A Topk: N/A ada_p: 0.2406
[INFO] 2021-10-22 04:54:05 > Step: 577400 Progress: 57.7% Elapsed: 5 days, 15:32:10 Gen_loss: 1.433 Dis_loss: 0.7415 Cls_loss: N/A Topk: N/A ada_p: 0.2419
[INFO] 2021-10-22 04:55:08 > Step: 577500 Progress: 57.8% Elapsed: 5 days, 15:33:12 Gen_loss: 1.106 Dis_loss: 1.541 Cls_loss: N/A Topk: N/A ada_p: 0.2414
[INFO] 2021-10-22 04:56:10 > Step: 577600 Progress: 57.8% Elapsed: 5 days, 15:34:14 Gen_loss: 1.127 Dis_loss: 1.307 Cls_loss: N/A Topk: N/A ada_p: 0.244
[INFO] 2021-10-22 04:57:12 > Step: 577700 Progress: 57.8% Elapsed: 5 days, 15:35:17 Gen_loss: 0.8627 Dis_loss: 0.8562 Cls_loss: N/A Topk: N/A ada_p: 0.2472
[INFO] 2021-10-22 04:58:15 > Step: 577800 Progress: 57.8% Elapsed: 5 days, 15:36:19 Gen_loss: 1.813 Dis_loss: 1.123 Cls_loss: N/A Topk: N/A ada_p: 0.2459
[INFO] 2021-10-22 04:59:17 > Step: 577900 Progress: 57.8% Elapsed: 5 days, 15:37:22 Gen_loss: 1.773 Dis_loss: 0.9945 Cls_loss: N/A Topk: N/A ada_p: 0.2456
[INFO] 2021-10-22 05:00:30 > Step: 578000 Progress: 57.8% Elapsed: 5 days, 15:38:35 Gen_loss: 0.4196 Dis_loss: 1.097 Cls_loss: N/A Topk: N/A ada_p: 0.2461
[INFO] 2021-10-22 05:01:33 > Step: 578100 Progress: 57.8% Elapsed: 5 days, 15:39:37 Gen_loss: 1.139 Dis_loss: 0.5475 Cls_loss: N/A Topk: N/A ada_p: 0.245
[INFO] 2021-10-22 05:02:35 > Step: 578200 Progress: 57.8% Elapsed: 5 days, 15:40:39 Gen_loss: 1.654 Dis_loss: 0.7444 Cls_loss: N/A Topk: N/A ada_p: 0.2455
[INFO] 2021-10-22 05:03:37 > Step: 578300 Progress: 57.8% Elapsed: 5 days, 15:41:42 Gen_loss: 1.007 Dis_loss: 0.9194 Cls_loss: N/A Topk: N/A ada_p: 0.2453
[INFO] 2021-10-22 05:04:39 > Step: 578400 Progress: 57.8% Elapsed: 5 days, 15:42:44 Gen_loss: 1.62 Dis_loss: 0.5955 Cls_loss: N/A Topk: N/A ada_p: 0.2455
[INFO] 2021-10-22 05:05:42 > Step: 578500 Progress: 57.9% Elapsed: 5 days, 15:43:46 Gen_loss: 1.377 Dis_loss: 0.8684 Cls_loss: N/A Topk: N/A ada_p: 0.2459
[INFO] 2021-10-22 05:06:44 > Step: 578600 Progress: 57.9% Elapsed: 5 days, 15:44:49 Gen_loss: 1.561 Dis_loss: 1.051 Cls_loss: N/A Topk: N/A ada_p: 0.2472
[INFO] 2021-10-22 05:07:47 > Step: 578700 Progress: 57.9% Elapsed: 5 days, 15:45:51 Gen_loss: 0.7963 Dis_loss: 1.107 Cls_loss: N/A Topk: N/A ada_p: 0.2449
[INFO] 2021-10-22 05:08:59 > Step: 578800 Progress: 57.9% Elapsed: 5 days, 15:47:04 Gen_loss: 1.071 Dis_loss: 1.071 Cls_loss: N/A Topk: N/A ada_p: 0.2487
[INFO] 2021-10-22 05:10:02 > Step: 578900 Progress: 57.9% Elapsed: 5 days, 15:48:07 Gen_loss: 1.047 Dis_loss: 1.047 Cls_loss: N/A Topk: N/A ada_p: 0.2501
[INFO] 2021-10-22 05:11:04 > Step: 579000 Progress: 57.9% Elapsed: 5 days, 15:49:09 Gen_loss: 0.9803 Dis_loss: 1.002 Cls_loss: N/A Topk: N/A ada_p: 0.2483
[INFO] 2021-10-22 05:12:07 > Step: 579100 Progress: 57.9% Elapsed: 5 days, 15:50:11 Gen_loss: 0.76 Dis_loss: 0.7767 Cls_loss: N/A Topk: N/A ada_p: 0.2488
[INFO] 2021-10-22 05:13:09 > Step: 579200 Progress: 57.9% Elapsed: 5 days, 15:51:14 Gen_loss: 1.262 Dis_loss: 0.9535 Cls_loss: N/A Topk: N/A ada_p: 0.2473
[INFO] 2021-10-22 05:14:12 > Step: 579300 Progress: 57.9% Elapsed: 5 days, 15:52:17 Gen_loss: 1.222 Dis_loss: 0.726 Cls_loss: N/A Topk: N/A ada_p: 0.2479
[INFO] 2021-10-22 05:15:14 > Step: 579400 Progress: 57.9% Elapsed: 5 days, 15:53:19 Gen_loss: 0.9389 Dis_loss: 1.217 Cls_loss: N/A Topk: N/A ada_p: 0.2469
[INFO] 2021-10-22 05:16:17 > Step: 579500 Progress: 58.0% Elapsed: 5 days, 15:54:21 Gen_loss: 1.172 Dis_loss: 0.6718 Cls_loss: N/A Topk: N/A ada_p: 0.2456
[INFO] 2021-10-22 05:17:30 > Step: 579600 Progress: 58.0% Elapsed: 5 days, 15:55:34 Gen_loss: 1.653 Dis_loss: 1.02 Cls_loss: N/A Topk: N/A ada_p: 0.2472
[INFO] 2021-10-22 05:18:32 > Step: 579700 Progress: 58.0% Elapsed: 5 days, 15:56:37 Gen_loss: 1.049 Dis_loss: 0.7881 Cls_loss: N/A Topk: N/A ada_p: 0.2424
[INFO] 2021-10-22 05:19:35 > Step: 579800 Progress: 58.0% Elapsed: 5 days, 15:57:39 Gen_loss: 0.8891 Dis_loss: 1.25 Cls_loss: N/A Topk: N/A ada_p: 0.2463
[INFO] 2021-10-22 05:20:37 > Step: 579900 Progress: 58.0% Elapsed: 5 days, 15:58:41 Gen_loss: 1.376 Dis_loss: 1.16 Cls_loss: N/A Topk: N/A ada_p: 0.2412
[INFO] 2021-10-22 05:21:39 > Step: 580000 Progress: 58.0% Elapsed: 5 days, 15:59:44 Gen_loss: 1.24 Dis_loss: 0.7519 Cls_loss: N/A Topk: N/A ada_p: 0.2396
[INFO] 2021-10-22 05:21:39 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-22 05:21:39 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_580000.png
[INFO] 2021-10-22 05:21:39 > Start Evaluation (580000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-22 05:21:39 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-22 05:27:09 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-22 05:32:47 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-22 06:01:04 > Inception score (Step: 580000, 50000 generated images): 10.475530624389648
[INFO] 2021-10-22 06:01:04 > FID score (Step: 580000, Using train moments): 2.5944736472606564
[INFO] 2021-10-22 06:01:04 > Improved Precision (Step: 580000, Using train images): 0.74454
[INFO] 2021-10-22 06:01:04 > Improved Recall (Step: 580000, Using train images): 0.67976
[INFO] 2021-10-22 06:01:04 > Density (Step: 580000, Using train images): 1.062364
[INFO] 2021-10-22 06:01:04 > Coverage (Step: 580000, Using train images): 0.92292
[INFO] 2021-10-22 06:01:04 > Best FID score (Step: 560000, Using train moments): 2.5338020481569856
[INFO] 2021-10-22 06:01:14 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-22 06:02:15 > Step: 580100 Progress: 58.0% Elapsed: 5 days, 16:40:20 Gen_loss: 1.124 Dis_loss: 0.8083 Cls_loss: N/A Topk: N/A ada_p: 0.2403
[INFO] 2021-10-22 06:03:17 > Step: 580200 Progress: 58.0% Elapsed: 5 days, 16:41:21 Gen_loss: 2.226 Dis_loss: 0.6732 Cls_loss: N/A Topk: N/A ada_p: 0.2431
[INFO] 2021-10-22 06:04:36 > Step: 580300 Progress: 58.0% Elapsed: 5 days, 16:42:40 Gen_loss: 1.556 Dis_loss: 0.8783 Cls_loss: N/A Topk: N/A ada_p: 0.2449
[INFO] 2021-10-22 06:05:38 > Step: 580400 Progress: 58.0% Elapsed: 5 days, 16:43:42 Gen_loss: 1.64 Dis_loss: 0.5976 Cls_loss: N/A Topk: N/A ada_p: 0.2446
[INFO] 2021-10-22 06:06:40 > Step: 580500 Progress: 58.1% Elapsed: 5 days, 16:44:45 Gen_loss: 1.701 Dis_loss: 1.157 Cls_loss: N/A Topk: N/A ada_p: 0.2424
[INFO] 2021-10-22 06:07:42 > Step: 580600 Progress: 58.1% Elapsed: 5 days, 16:45:47 Gen_loss: 0.6734 Dis_loss: 1.104 Cls_loss: N/A Topk: N/A ada_p: 0.2465
[INFO] 2021-10-22 06:08:44 > Step: 580700 Progress: 58.1% Elapsed: 5 days, 16:46:49 Gen_loss: 1.124 Dis_loss: 0.7646 Cls_loss: N/A Topk: N/A ada_p: 0.245
[INFO] 2021-10-22 06:09:46 > Step: 580800 Progress: 58.1% Elapsed: 5 days, 16:47:51 Gen_loss: 1.418 Dis_loss: 0.8376 Cls_loss: N/A Topk: N/A ada_p: 0.2424
[INFO] 2021-10-22 06:10:49 > Step: 580900 Progress: 58.1% Elapsed: 5 days, 16:48:53 Gen_loss: 1.003 Dis_loss: 0.7652 Cls_loss: N/A Topk: N/A ada_p: 0.2467
[INFO] 2021-10-22 06:11:51 > Step: 581000 Progress: 58.1% Elapsed: 5 days, 16:49:55 Gen_loss: 1.505 Dis_loss: 1.127 Cls_loss: N/A Topk: N/A ada_p: 0.2461
[INFO] 2021-10-22 06:13:03 > Step: 581100 Progress: 58.1% Elapsed: 5 days, 16:51:08 Gen_loss: 1.842 Dis_loss: 0.6842 Cls_loss: N/A Topk: N/A ada_p: 0.2428
[INFO] 2021-10-22 06:14:06 > Step: 581200 Progress: 58.1% Elapsed: 5 days, 16:52:10 Gen_loss: 2.038 Dis_loss: 1.124 Cls_loss: N/A Topk: N/A ada_p: 0.2433
[INFO] 2021-10-22 06:15:08 > Step: 581300 Progress: 58.1% Elapsed: 5 days, 16:53:13 Gen_loss: 1.703 Dis_loss: 1.324 Cls_loss: N/A Topk: N/A ada_p: 0.2432
[INFO] 2021-10-22 06:16:10 > Step: 581400 Progress: 58.1% Elapsed: 5 days, 16:54:15 Gen_loss: 1.146 Dis_loss: 0.8094 Cls_loss: N/A Topk: N/A ada_p: 0.2453
[INFO] 2021-10-22 06:17:12 > Step: 581500 Progress: 58.1% Elapsed: 5 days, 16:55:17 Gen_loss: 1.691 Dis_loss: 1.088 Cls_loss: N/A Topk: N/A ada_p: 0.2453
[INFO] 2021-10-22 06:18:15 > Step: 581600 Progress: 58.2% Elapsed: 5 days, 16:56:19 Gen_loss: 1.534 Dis_loss: 0.9274 Cls_loss: N/A Topk: N/A ada_p: 0.2445
[INFO] 2021-10-22 06:19:17 > Step: 581700 Progress: 58.2% Elapsed: 5 days, 16:57:22 Gen_loss: 1.208 Dis_loss: 0.8387 Cls_loss: N/A Topk: N/A ada_p: 0.2408
[INFO] 2021-10-22 06:20:19 > Step: 581800 Progress: 58.2% Elapsed: 5 days, 16:58:24 Gen_loss: 1.056 Dis_loss: 1.092 Cls_loss: N/A Topk: N/A ada_p: 0.2387
[INFO] 2021-10-22 06:21:31 > Step: 581900 Progress: 58.2% Elapsed: 5 days, 16:59:36 Gen_loss: 1.202 Dis_loss: 0.689 Cls_loss: N/A Topk: N/A ada_p: 0.2367
[INFO] 2021-10-22 06:22:34 > Step: 582000 Progress: 58.2% Elapsed: 5 days, 17:00:38 Gen_loss: 0.5953 Dis_loss: 1.347 Cls_loss: N/A Topk: N/A ada_p: 0.238
[INFO] 2021-10-22 06:23:36 > Step: 582100 Progress: 58.2% Elapsed: 5 days, 17:01:41 Gen_loss: 1.008 Dis_loss: 0.9935 Cls_loss: N/A Topk: N/A ada_p: 0.2363
[INFO] 2021-10-22 06:24:39 > Step: 582200 Progress: 58.2% Elapsed: 5 days, 17:02:43 Gen_loss: 0.9583 Dis_loss: 0.9266 Cls_loss: N/A Topk: N/A ada_p: 0.2406
[INFO] 2021-10-22 06:25:41 > Step: 582300 Progress: 58.2% Elapsed: 5 days, 17:03:45 Gen_loss: 1.112 Dis_loss: 0.946 Cls_loss: N/A Topk: N/A ada_p: 0.2435
[INFO] 2021-10-22 06:26:43 > Step: 582400 Progress: 58.2% Elapsed: 5 days, 17:04:48 Gen_loss: 1.359 Dis_loss: 0.8463 Cls_loss: N/A Topk: N/A ada_p: 0.2422
[INFO] 2021-10-22 06:27:45 > Step: 582500 Progress: 58.2% Elapsed: 5 days, 17:05:50 Gen_loss: 0.867 Dis_loss: 1.078 Cls_loss: N/A Topk: N/A ada_p: 0.2421
[INFO] 2021-10-22 06:28:47 > Step: 582600 Progress: 58.3% Elapsed: 5 days, 17:06:52 Gen_loss: 1.546 Dis_loss: 1.056 Cls_loss: N/A Topk: N/A ada_p: 0.2405
[INFO] 2021-10-22 06:29:59 > Step: 582700 Progress: 58.3% Elapsed: 5 days, 17:08:04 Gen_loss: 2.001 Dis_loss: 0.9702 Cls_loss: N/A Topk: N/A ada_p: 0.2385
[INFO] 2021-10-22 06:31:02 > Step: 582800 Progress: 58.3% Elapsed: 5 days, 17:09:06 Gen_loss: 1.131 Dis_loss: 1.05 Cls_loss: N/A Topk: N/A ada_p: 0.239
[INFO] 2021-10-22 06:32:04 > Step: 582900 Progress: 58.3% Elapsed: 5 days, 17:10:09 Gen_loss: 1.012 Dis_loss: 0.8013 Cls_loss: N/A Topk: N/A ada_p: 0.2406
[INFO] 2021-10-22 06:33:07 > Step: 583000 Progress: 58.3% Elapsed: 5 days, 17:11:11 Gen_loss: 1.191 Dis_loss: 0.7502 Cls_loss: N/A Topk: N/A ada_p: 0.2406
[INFO] 2021-10-22 06:34:09 > Step: 583100 Progress: 58.3% Elapsed: 5 days, 17:12:13 Gen_loss: 1.154 Dis_loss: 1.142 Cls_loss: N/A Topk: N/A ada_p: 0.2391
[INFO] 2021-10-22 06:35:11 > Step: 583200 Progress: 58.3% Elapsed: 5 days, 17:13:16 Gen_loss: 2.035 Dis_loss: 0.8667 Cls_loss: N/A Topk: N/A ada_p: 0.2389
[INFO] 2021-10-22 06:36:13 > Step: 583300 Progress: 58.3% Elapsed: 5 days, 17:14:18 Gen_loss: 1.666 Dis_loss: 1.168 Cls_loss: N/A Topk: N/A ada_p: 0.2374
[INFO] 2021-10-22 06:37:15 > Step: 583400 Progress: 58.3% Elapsed: 5 days, 17:15:20 Gen_loss: 1.649 Dis_loss: 1.498 Cls_loss: N/A Topk: N/A ada_p: 0.2339
[INFO] 2021-10-22 06:38:27 > Step: 583500 Progress: 58.4% Elapsed: 5 days, 17:16:32 Gen_loss: 1.23 Dis_loss: 0.8812 Cls_loss: N/A Topk: N/A ada_p: 0.2313
[INFO] 2021-10-22 06:39:30 > Step: 583600 Progress: 58.4% Elapsed: 5 days, 17:17:34 Gen_loss: 1.103 Dis_loss: 1.07 Cls_loss: N/A Topk: N/A ada_p: 0.2341
[INFO] 2021-10-22 06:40:32 > Step: 583700 Progress: 58.4% Elapsed: 5 days, 17:18:37 Gen_loss: 1.389 Dis_loss: 1.046 Cls_loss: N/A Topk: N/A ada_p: 0.2371
[INFO] 2021-10-22 06:41:35 > Step: 583800 Progress: 58.4% Elapsed: 5 days, 17:19:39 Gen_loss: 0.8629 Dis_loss: 1.222 Cls_loss: N/A Topk: N/A ada_p: 0.235
[INFO] 2021-10-22 06:42:37 > Step: 583900 Progress: 58.4% Elapsed: 5 days, 17:20:41 Gen_loss: 1.302 Dis_loss: 0.8103 Cls_loss: N/A Topk: N/A ada_p: 0.235
[INFO] 2021-10-22 06:43:39 > Step: 584000 Progress: 58.4% Elapsed: 5 days, 17:21:43 Gen_loss: 1.755 Dis_loss: 0.8783 Cls_loss: N/A Topk: N/A ada_p: 0.2345
[INFO] 2021-10-22 06:44:41 > Step: 584100 Progress: 58.4% Elapsed: 5 days, 17:22:46 Gen_loss: 1.827 Dis_loss: 1.11 Cls_loss: N/A Topk: N/A ada_p: 0.2346
[INFO] 2021-10-22 06:45:53 > Step: 584200 Progress: 58.4% Elapsed: 5 days, 17:23:58 Gen_loss: 1.2 Dis_loss: 0.7379 Cls_loss: N/A Topk: N/A ada_p: 0.2341
[INFO] 2021-10-22 06:46:55 > Step: 584300 Progress: 58.4% Elapsed: 5 days, 17:25:00 Gen_loss: 1.416 Dis_loss: 0.7201 Cls_loss: N/A Topk: N/A ada_p: 0.2344
[INFO] 2021-10-22 06:47:57 > Step: 584400 Progress: 58.4% Elapsed: 5 days, 17:26:02 Gen_loss: 1.33 Dis_loss: 0.8766 Cls_loss: N/A Topk: N/A ada_p: 0.2357
[INFO] 2021-10-22 06:49:00 > Step: 584500 Progress: 58.5% Elapsed: 5 days, 17:27:05 Gen_loss: 1.754 Dis_loss: 0.9559 Cls_loss: N/A Topk: N/A ada_p: 0.2429
[INFO] 2021-10-22 06:50:02 > Step: 584600 Progress: 58.5% Elapsed: 5 days, 17:28:07 Gen_loss: 1.451 Dis_loss: 0.9665 Cls_loss: N/A Topk: N/A ada_p: 0.2424
[INFO] 2021-10-22 06:51:05 > Step: 584700 Progress: 58.5% Elapsed: 5 days, 17:29:09 Gen_loss: 1.315 Dis_loss: 0.7181 Cls_loss: N/A Topk: N/A ada_p: 0.2396
[INFO] 2021-10-22 06:52:07 > Step: 584800 Progress: 58.5% Elapsed: 5 days, 17:30:11 Gen_loss: 1.936 Dis_loss: 1.021 Cls_loss: N/A Topk: N/A ada_p: 0.2399
[INFO] 2021-10-22 06:53:09 > Step: 584900 Progress: 58.5% Elapsed: 5 days, 17:31:14 Gen_loss: 1.61 Dis_loss: 1.063 Cls_loss: N/A Topk: N/A ada_p: 0.2408
[INFO] 2021-10-22 06:54:23 > Step: 585000 Progress: 58.5% Elapsed: 5 days, 17:32:28 Gen_loss: 1.629 Dis_loss: 0.8045 Cls_loss: N/A Topk: N/A ada_p: 0.2426
[INFO] 2021-10-22 06:55:25 > Step: 585100 Progress: 58.5% Elapsed: 5 days, 17:33:30 Gen_loss: 0.7803 Dis_loss: 0.8194 Cls_loss: N/A Topk: N/A ada_p: 0.24
[INFO] 2021-10-22 06:56:27 > Step: 585200 Progress: 58.5% Elapsed: 5 days, 17:34:32 Gen_loss: 1.031 Dis_loss: 0.8478 Cls_loss: N/A Topk: N/A ada_p: 0.2403
[INFO] 2021-10-22 06:57:30 > Step: 585300 Progress: 58.5% Elapsed: 5 days, 17:35:35 Gen_loss: 0.7918 Dis_loss: 0.9277 Cls_loss: N/A Topk: N/A ada_p: 0.2399
[INFO] 2021-10-22 06:58:32 > Step: 585400 Progress: 58.5% Elapsed: 5 days, 17:36:37 Gen_loss: 1.49 Dis_loss: 0.7816 Cls_loss: N/A Topk: N/A ada_p: 0.2419
[INFO] 2021-10-22 06:59:34 > Step: 585500 Progress: 58.6% Elapsed: 5 days, 17:37:39 Gen_loss: 0.933 Dis_loss: 0.8529 Cls_loss: N/A Topk: N/A ada_p: 0.2419
[INFO] 2021-10-22 07:00:36 > Step: 585600 Progress: 58.6% Elapsed: 5 days, 17:38:41 Gen_loss: 0.9918 Dis_loss: 1.235 Cls_loss: N/A Topk: N/A ada_p: 0.2404
[INFO] 2021-10-22 07:01:38 > Step: 585700 Progress: 58.6% Elapsed: 5 days, 17:39:43 Gen_loss: 1.731 Dis_loss: 1.147 Cls_loss: N/A Topk: N/A ada_p: 0.2387
[INFO] 2021-10-22 07:02:51 > Step: 585800 Progress: 58.6% Elapsed: 5 days, 17:40:55 Gen_loss: 1.187 Dis_loss: 0.9969 Cls_loss: N/A Topk: N/A ada_p: 0.2405
[INFO] 2021-10-22 07:03:53 > Step: 585900 Progress: 58.6% Elapsed: 5 days, 17:41:57 Gen_loss: 1.515 Dis_loss: 0.8327 Cls_loss: N/A Topk: N/A ada_p: 0.2415
[INFO] 2021-10-22 07:04:55 > Step: 586000 Progress: 58.6% Elapsed: 5 days, 17:43:00 Gen_loss: 1.642 Dis_loss: 1.249 Cls_loss: N/A Topk: N/A ada_p: 0.2431
[INFO] 2021-10-22 07:05:58 > Step: 586100 Progress: 58.6% Elapsed: 5 days, 17:44:02 Gen_loss: 1.087 Dis_loss: 1.198 Cls_loss: N/A Topk: N/A ada_p: 0.2422
[INFO] 2021-10-22 07:07:00 > Step: 586200 Progress: 58.6% Elapsed: 5 days, 17:45:04 Gen_loss: 1.335 Dis_loss: 0.7399 Cls_loss: N/A Topk: N/A ada_p: 0.2453
[INFO] 2021-10-22 07:08:02 > Step: 586300 Progress: 58.6% Elapsed: 5 days, 17:46:07 Gen_loss: 1.48 Dis_loss: 0.8562 Cls_loss: N/A Topk: N/A ada_p: 0.2458
[INFO] 2021-10-22 07:09:04 > Step: 586400 Progress: 58.6% Elapsed: 5 days, 17:47:09 Gen_loss: 1.318 Dis_loss: 0.6279 Cls_loss: N/A Topk: N/A ada_p: 0.2442
[INFO] 2021-10-22 07:10:06 > Step: 586500 Progress: 58.7% Elapsed: 5 days, 17:48:11 Gen_loss: 1.271 Dis_loss: 0.6137 Cls_loss: N/A Topk: N/A ada_p: 0.2474
[INFO] 2021-10-22 07:11:19 > Step: 586600 Progress: 58.7% Elapsed: 5 days, 17:49:24 Gen_loss: 1.081 Dis_loss: 0.9372 Cls_loss: N/A Topk: N/A ada_p: 0.2479
[INFO] 2021-10-22 07:12:21 > Step: 586700 Progress: 58.7% Elapsed: 5 days, 17:50:26 Gen_loss: 1.736 Dis_loss: 1.182 Cls_loss: N/A Topk: N/A ada_p: 0.2497
[INFO] 2021-10-22 07:13:23 > Step: 586800 Progress: 58.7% Elapsed: 5 days, 17:51:28 Gen_loss: 1.08 Dis_loss: 1.001 Cls_loss: N/A Topk: N/A ada_p: 0.2474
[INFO] 2021-10-22 07:14:26 > Step: 586900 Progress: 58.7% Elapsed: 5 days, 17:52:31 Gen_loss: 1.65 Dis_loss: 0.7917 Cls_loss: N/A Topk: N/A ada_p: 0.2458
[INFO] 2021-10-22 07:15:28 > Step: 587000 Progress: 58.7% Elapsed: 5 days, 17:53:33 Gen_loss: 0.6096 Dis_loss: 1.346 Cls_loss: N/A Topk: N/A ada_p: 0.2468
[INFO] 2021-10-22 07:16:30 > Step: 587100 Progress: 58.7% Elapsed: 5 days, 17:54:35 Gen_loss: 0.841 Dis_loss: 1.024 Cls_loss: N/A Topk: N/A ada_p: 0.2468
[INFO] 2021-10-22 07:17:32 > Step: 587200 Progress: 58.7% Elapsed: 5 days, 17:55:37 Gen_loss: 0.8218 Dis_loss: 0.9113 Cls_loss: N/A Topk: N/A ada_p: 0.2488
[INFO] 2021-10-22 07:18:35 > Step: 587300 Progress: 58.7% Elapsed: 5 days, 17:56:40 Gen_loss: 1.874 Dis_loss: 1.214 Cls_loss: N/A Topk: N/A ada_p: 0.2461
[INFO] 2021-10-22 07:19:47 > Step: 587400 Progress: 58.7% Elapsed: 5 days, 17:57:52 Gen_loss: 1.272 Dis_loss: 0.9996 Cls_loss: N/A Topk: N/A ada_p: 0.2469
[INFO] 2021-10-22 07:20:49 > Step: 587500 Progress: 58.8% Elapsed: 5 days, 17:58:54 Gen_loss: 1.641 Dis_loss: 0.4878 Cls_loss: N/A Topk: N/A ada_p: 0.2446
[INFO] 2021-10-22 07:21:52 > Step: 587600 Progress: 58.8% Elapsed: 5 days, 17:59:56 Gen_loss: 1.318 Dis_loss: 0.5884 Cls_loss: N/A Topk: N/A ada_p: 0.2428
[INFO] 2021-10-22 07:22:54 > Step: 587700 Progress: 58.8% Elapsed: 5 days, 18:00:59 Gen_loss: 1.535 Dis_loss: 0.805 Cls_loss: N/A Topk: N/A ada_p: 0.2435
[INFO] 2021-10-22 07:23:56 > Step: 587800 Progress: 58.8% Elapsed: 5 days, 18:02:01 Gen_loss: 0.9836 Dis_loss: 0.9146 Cls_loss: N/A Topk: N/A ada_p: 0.2473
[INFO] 2021-10-22 07:24:59 > Step: 587900 Progress: 58.8% Elapsed: 5 days, 18:03:04 Gen_loss: 0.7726 Dis_loss: 1.145 Cls_loss: N/A Topk: N/A ada_p: 0.2488
[INFO] 2021-10-22 07:26:01 > Step: 588000 Progress: 58.8% Elapsed: 5 days, 18:04:06 Gen_loss: 0.8256 Dis_loss: 1.282 Cls_loss: N/A Topk: N/A ada_p: 0.2481
[INFO] 2021-10-22 07:27:17 > Step: 588100 Progress: 58.8% Elapsed: 5 days, 18:05:22 Gen_loss: 1.089 Dis_loss: 0.7775 Cls_loss: N/A Topk: N/A ada_p: 0.2456
[INFO] 2021-10-22 07:28:19 > Step: 588200 Progress: 58.8% Elapsed: 5 days, 18:06:24 Gen_loss: 1.493 Dis_loss: 0.6379 Cls_loss: N/A Topk: N/A ada_p: 0.2459
[INFO] 2021-10-22 07:29:22 > Step: 588300 Progress: 58.8% Elapsed: 5 days, 18:07:26 Gen_loss: 1.757 Dis_loss: 1.241 Cls_loss: N/A Topk: N/A ada_p: 0.249
[INFO] 2021-10-22 07:30:24 > Step: 588400 Progress: 58.8% Elapsed: 5 days, 18:08:29 Gen_loss: 1.657 Dis_loss: 0.6217 Cls_loss: N/A Topk: N/A ada_p: 0.2477
[INFO] 2021-10-22 07:31:26 > Step: 588500 Progress: 58.9% Elapsed: 5 days, 18:09:31 Gen_loss: 1.165 Dis_loss: 0.6771 Cls_loss: N/A Topk: N/A ada_p: 0.2506
[INFO] 2021-10-22 07:32:30 > Step: 588600 Progress: 58.9% Elapsed: 5 days, 18:10:34 Gen_loss: 1.191 Dis_loss: 0.8385 Cls_loss: N/A Topk: N/A ada_p: 0.2509
[INFO] 2021-10-22 07:33:32 > Step: 588700 Progress: 58.9% Elapsed: 5 days, 18:11:36 Gen_loss: 1.781 Dis_loss: 0.9156 Cls_loss: N/A Topk: N/A ada_p: 0.2517
[INFO] 2021-10-22 07:34:34 > Step: 588800 Progress: 58.9% Elapsed: 5 days, 18:12:39 Gen_loss: 1.858 Dis_loss: 0.5317 Cls_loss: N/A Topk: N/A ada_p: 0.2488
[INFO] 2021-10-22 07:35:47 > Step: 588900 Progress: 58.9% Elapsed: 5 days, 18:13:51 Gen_loss: 1.446 Dis_loss: 0.9395 Cls_loss: N/A Topk: N/A ada_p: 0.2502
[INFO] 2021-10-22 07:36:49 > Step: 589000 Progress: 58.9% Elapsed: 5 days, 18:14:53 Gen_loss: 1.311 Dis_loss: 1.223 Cls_loss: N/A Topk: N/A ada_p: 0.251
[INFO] 2021-10-22 07:37:52 > Step: 589100 Progress: 58.9% Elapsed: 5 days, 18:15:57 Gen_loss: 1.418 Dis_loss: 1.171 Cls_loss: N/A Topk: N/A ada_p: 0.2515
[INFO] 2021-10-22 07:38:54 > Step: 589200 Progress: 58.9% Elapsed: 5 days, 18:16:59 Gen_loss: 1.094 Dis_loss: 0.6403 Cls_loss: N/A Topk: N/A ada_p: 0.2546
[INFO] 2021-10-22 07:39:57 > Step: 589300 Progress: 58.9% Elapsed: 5 days, 18:18:01 Gen_loss: 1.251 Dis_loss: 0.8298 Cls_loss: N/A Topk: N/A ada_p: 0.254
[INFO] 2021-10-22 07:40:59 > Step: 589400 Progress: 58.9% Elapsed: 5 days, 18:19:04 Gen_loss: 1.021 Dis_loss: 0.8224 Cls_loss: N/A Topk: N/A ada_p: 0.2522
[INFO] 2021-10-22 07:42:04 > Step: 589500 Progress: 59.0% Elapsed: 5 days, 18:20:09 Gen_loss: 1.103 Dis_loss: 1.176 Cls_loss: N/A Topk: N/A ada_p: 0.2506
[INFO] 2021-10-22 07:43:06 > Step: 589600 Progress: 59.0% Elapsed: 5 days, 18:21:11 Gen_loss: 1.702 Dis_loss: 1.016 Cls_loss: N/A Topk: N/A ada_p: 0.2552
[INFO] 2021-10-22 07:44:19 > Step: 589700 Progress: 59.0% Elapsed: 5 days, 18:22:24 Gen_loss: 1.995 Dis_loss: 0.7779 Cls_loss: N/A Topk: N/A ada_p: 0.2513
[INFO] 2021-10-22 07:45:21 > Step: 589800 Progress: 59.0% Elapsed: 5 days, 18:23:26 Gen_loss: 1.375 Dis_loss: 0.7503 Cls_loss: N/A Topk: N/A ada_p: 0.25
[INFO] 2021-10-22 07:46:23 > Step: 589900 Progress: 59.0% Elapsed: 5 days, 18:24:28 Gen_loss: 1.659 Dis_loss: 0.8463 Cls_loss: N/A Topk: N/A ada_p: 0.2474
[INFO] 2021-10-22 07:47:26 > Step: 590000 Progress: 59.0% Elapsed: 5 days, 18:25:30 Gen_loss: 1.273 Dis_loss: 0.6548 Cls_loss: N/A Topk: N/A ada_p: 0.2492
[INFO] 2021-10-22 07:47:26 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-22 07:47:26 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_590000.png
[INFO] 2021-10-22 07:47:26 > Start Evaluation (590000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-22 07:47:26 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-22 07:52:58 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-22 07:58:36 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-22 08:27:43 > Inception score (Step: 590000, 50000 generated images): 10.46833610534668
[INFO] 2021-10-22 08:27:43 > FID score (Step: 590000, Using train moments): 2.5975637355280696
[INFO] 2021-10-22 08:27:43 > Improved Precision (Step: 590000, Using train images): 0.74072
[INFO] 2021-10-22 08:27:43 > Improved Recall (Step: 590000, Using train images): 0.68132
[INFO] 2021-10-22 08:27:43 > Density (Step: 590000, Using train images): 1.049564
[INFO] 2021-10-22 08:27:43 > Coverage (Step: 590000, Using train images): 0.92622
[INFO] 2021-10-22 08:27:43 > Best FID score (Step: 560000, Using train moments): 2.5338020481569856
[INFO] 2021-10-22 08:27:53 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-22 08:28:54 > Step: 590100 Progress: 59.0% Elapsed: 5 days, 19:06:59 Gen_loss: 1.944 Dis_loss: 0.9278 Cls_loss: N/A Topk: N/A ada_p: 0.2501
[INFO] 2021-10-22 08:29:56 > Step: 590200 Progress: 59.0% Elapsed: 5 days, 19:08:01 Gen_loss: 1.354 Dis_loss: 0.7714 Cls_loss: N/A Topk: N/A ada_p: 0.2499
[INFO] 2021-10-22 08:30:59 > Step: 590300 Progress: 59.0% Elapsed: 5 days, 19:09:04 Gen_loss: 1.166 Dis_loss: 0.9871 Cls_loss: N/A Topk: N/A ada_p: 0.2476
[INFO] 2021-10-22 08:32:01 > Step: 590400 Progress: 59.0% Elapsed: 5 days, 19:10:06 Gen_loss: 0.893 Dis_loss: 0.778 Cls_loss: N/A Topk: N/A ada_p: 0.2534
[INFO] 2021-10-22 08:33:21 > Step: 590500 Progress: 59.1% Elapsed: 5 days, 19:11:26 Gen_loss: 1.61 Dis_loss: 1.03 Cls_loss: N/A Topk: N/A ada_p: 0.2523
[INFO] 2021-10-22 08:34:23 > Step: 590600 Progress: 59.1% Elapsed: 5 days, 19:12:28 Gen_loss: 1.682 Dis_loss: 1.097 Cls_loss: N/A Topk: N/A ada_p: 0.2533
[INFO] 2021-10-22 08:35:26 > Step: 590700 Progress: 59.1% Elapsed: 5 days, 19:13:30 Gen_loss: 1.487 Dis_loss: 0.9349 Cls_loss: N/A Topk: N/A ada_p: 0.2554
[INFO] 2021-10-22 08:36:28 > Step: 590800 Progress: 59.1% Elapsed: 5 days, 19:14:33 Gen_loss: 1.312 Dis_loss: 0.8406 Cls_loss: N/A Topk: N/A ada_p: 0.2536
[INFO] 2021-10-22 08:37:31 > Step: 590900 Progress: 59.1% Elapsed: 5 days, 19:15:35 Gen_loss: 1.447 Dis_loss: 1.036 Cls_loss: N/A Topk: N/A ada_p: 0.2545
[INFO] 2021-10-22 08:38:33 > Step: 591000 Progress: 59.1% Elapsed: 5 days, 19:16:37 Gen_loss: 1.893 Dis_loss: 0.4 Cls_loss: N/A Topk: N/A ada_p: 0.2529
[INFO] 2021-10-22 08:39:35 > Step: 591100 Progress: 59.1% Elapsed: 5 days, 19:17:40 Gen_loss: 1.942 Dis_loss: 1.163 Cls_loss: N/A Topk: N/A ada_p: 0.2545
[INFO] 2021-10-22 08:40:37 > Step: 591200 Progress: 59.1% Elapsed: 5 days, 19:18:42 Gen_loss: 1.323 Dis_loss: 0.9621 Cls_loss: N/A Topk: N/A ada_p: 0.2519
[INFO] 2021-10-22 08:41:50 > Step: 591300 Progress: 59.1% Elapsed: 5 days, 19:19:54 Gen_loss: 1.49 Dis_loss: 0.8214 Cls_loss: N/A Topk: N/A ada_p: 0.2469
[INFO] 2021-10-22 08:42:52 > Step: 591400 Progress: 59.1% Elapsed: 5 days, 19:20:56 Gen_loss: 1.512 Dis_loss: 0.9514 Cls_loss: N/A Topk: N/A ada_p: 0.25
[INFO] 2021-10-22 08:43:54 > Step: 591500 Progress: 59.2% Elapsed: 5 days, 19:21:59 Gen_loss: 1.308 Dis_loss: 0.9361 Cls_loss: N/A Topk: N/A ada_p: 0.2474
[INFO] 2021-10-22 08:44:59 > Step: 591600 Progress: 59.2% Elapsed: 5 days, 19:23:03 Gen_loss: 1.026 Dis_loss: 0.7872 Cls_loss: N/A Topk: N/A ada_p: 0.2472
[INFO] 2021-10-22 08:46:01 > Step: 591700 Progress: 59.2% Elapsed: 5 days, 19:24:06 Gen_loss: 1.116 Dis_loss: 0.8221 Cls_loss: N/A Topk: N/A ada_p: 0.2455
[INFO] 2021-10-22 08:47:03 > Step: 591800 Progress: 59.2% Elapsed: 5 days, 19:25:08 Gen_loss: 1.253 Dis_loss: 0.8323 Cls_loss: N/A Topk: N/A ada_p: 0.2486
[INFO] 2021-10-22 08:48:05 > Step: 591900 Progress: 59.2% Elapsed: 5 days, 19:26:10 Gen_loss: 0.8279 Dis_loss: 0.8846 Cls_loss: N/A Topk: N/A ada_p: 0.2501
[INFO] 2021-10-22 08:49:18 > Step: 592000 Progress: 59.2% Elapsed: 5 days, 19:27:22 Gen_loss: 1.7 Dis_loss: 1.196 Cls_loss: N/A Topk: N/A ada_p: 0.2509
[INFO] 2021-10-22 08:50:20 > Step: 592100 Progress: 59.2% Elapsed: 5 days, 19:28:24 Gen_loss: 1.46 Dis_loss: 0.9033 Cls_loss: N/A Topk: N/A ada_p: 0.249
[INFO] 2021-10-22 08:51:22 > Step: 592200 Progress: 59.2% Elapsed: 5 days, 19:29:27 Gen_loss: 1.091 Dis_loss: 0.8985 Cls_loss: N/A Topk: N/A ada_p: 0.2492
[INFO] 2021-10-22 08:52:25 > Step: 592300 Progress: 59.2% Elapsed: 5 days, 19:30:29 Gen_loss: 1.371 Dis_loss: 0.7858 Cls_loss: N/A Topk: N/A ada_p: 0.2454
[INFO] 2021-10-22 08:53:27 > Step: 592400 Progress: 59.2% Elapsed: 5 days, 19:31:31 Gen_loss: 0.7801 Dis_loss: 1.12 Cls_loss: N/A Topk: N/A ada_p: 0.2461
[INFO] 2021-10-22 08:54:29 > Step: 592500 Progress: 59.2% Elapsed: 5 days, 19:32:33 Gen_loss: 1.715 Dis_loss: 0.77 Cls_loss: N/A Topk: N/A ada_p: 0.245
[INFO] 2021-10-22 08:55:31 > Step: 592600 Progress: 59.3% Elapsed: 5 days, 19:33:36 Gen_loss: 1.816 Dis_loss: 1.216 Cls_loss: N/A Topk: N/A ada_p: 0.2414
[INFO] 2021-10-22 08:56:33 > Step: 592700 Progress: 59.3% Elapsed: 5 days, 19:34:37 Gen_loss: 1.112 Dis_loss: 0.9713 Cls_loss: N/A Topk: N/A ada_p: 0.2419
[INFO] 2021-10-22 08:57:45 > Step: 592800 Progress: 59.3% Elapsed: 5 days, 19:35:50 Gen_loss: 0.6975 Dis_loss: 1.152 Cls_loss: N/A Topk: N/A ada_p: 0.2424
[INFO] 2021-10-22 08:58:47 > Step: 592900 Progress: 59.3% Elapsed: 5 days, 19:36:52 Gen_loss: 1.36 Dis_loss: 1.016 Cls_loss: N/A Topk: N/A ada_p: 0.2392
[INFO] 2021-10-22 08:59:50 > Step: 593000 Progress: 59.3% Elapsed: 5 days, 19:37:55 Gen_loss: 1.086 Dis_loss: 1.175 Cls_loss: N/A Topk: N/A ada_p: 0.2408
[INFO] 2021-10-22 09:00:52 > Step: 593100 Progress: 59.3% Elapsed: 5 days, 19:38:57 Gen_loss: 1.42 Dis_loss: 1.035 Cls_loss: N/A Topk: N/A ada_p: 0.2387
[INFO] 2021-10-22 09:01:54 > Step: 593200 Progress: 59.3% Elapsed: 5 days, 19:39:59 Gen_loss: 2.148 Dis_loss: 1.131 Cls_loss: N/A Topk: N/A ada_p: 0.241
[INFO] 2021-10-22 09:02:58 > Step: 593300 Progress: 59.3% Elapsed: 5 days, 19:41:02 Gen_loss: 1.217 Dis_loss: 0.9749 Cls_loss: N/A Topk: N/A ada_p: 0.2417
[INFO] 2021-10-22 09:04:00 > Step: 593400 Progress: 59.3% Elapsed: 5 days, 19:42:04 Gen_loss: 1.146 Dis_loss: 0.5835 Cls_loss: N/A Topk: N/A ada_p: 0.2396
[INFO] 2021-10-22 09:05:02 > Step: 593500 Progress: 59.4% Elapsed: 5 days, 19:43:06 Gen_loss: 1.638 Dis_loss: 0.5695 Cls_loss: N/A Topk: N/A ada_p: 0.2427
[INFO] 2021-10-22 09:06:14 > Step: 593600 Progress: 59.4% Elapsed: 5 days, 19:44:19 Gen_loss: 1.139 Dis_loss: 0.9192 Cls_loss: N/A Topk: N/A ada_p: 0.2435
[INFO] 2021-10-22 09:07:17 > Step: 593700 Progress: 59.4% Elapsed: 5 days, 19:45:22 Gen_loss: 1.684 Dis_loss: 0.9992 Cls_loss: N/A Topk: N/A ada_p: 0.2454
[INFO] 2021-10-22 09:08:21 > Step: 593800 Progress: 59.4% Elapsed: 5 days, 19:46:26 Gen_loss: 1.431 Dis_loss: 1.268 Cls_loss: N/A Topk: N/A ada_p: 0.2459
[INFO] 2021-10-22 09:09:23 > Step: 593900 Progress: 59.4% Elapsed: 5 days, 19:47:28 Gen_loss: 1.447 Dis_loss: 0.8724 Cls_loss: N/A Topk: N/A ada_p: 0.2444
[INFO] 2021-10-22 09:10:26 > Step: 594000 Progress: 59.4% Elapsed: 5 days, 19:48:30 Gen_loss: 0.6972 Dis_loss: 0.9278 Cls_loss: N/A Topk: N/A ada_p: 0.2472
[INFO] 2021-10-22 09:11:28 > Step: 594100 Progress: 59.4% Elapsed: 5 days, 19:49:33 Gen_loss: 1.047 Dis_loss: 0.7842 Cls_loss: N/A Topk: N/A ada_p: 0.2468
[INFO] 2021-10-22 09:12:30 > Step: 594200 Progress: 59.4% Elapsed: 5 days, 19:50:35 Gen_loss: 1.377 Dis_loss: 0.7299 Cls_loss: N/A Topk: N/A ada_p: 0.2496
[INFO] 2021-10-22 09:13:33 > Step: 594300 Progress: 59.4% Elapsed: 5 days, 19:51:37 Gen_loss: 1.684 Dis_loss: 0.7829 Cls_loss: N/A Topk: N/A ada_p: 0.2468
[INFO] 2021-10-22 09:14:45 > Step: 594400 Progress: 59.4% Elapsed: 5 days, 19:52:49 Gen_loss: 1.45 Dis_loss: 0.816 Cls_loss: N/A Topk: N/A ada_p: 0.2499
[INFO] 2021-10-22 09:15:47 > Step: 594500 Progress: 59.5% Elapsed: 5 days, 19:53:52 Gen_loss: 1.55 Dis_loss: 1.156 Cls_loss: N/A Topk: N/A ada_p: 0.2508
[INFO] 2021-10-22 09:16:50 > Step: 594600 Progress: 59.5% Elapsed: 5 days, 19:54:54 Gen_loss: 1.269 Dis_loss: 0.9137 Cls_loss: N/A Topk: N/A ada_p: 0.249
[INFO] 2021-10-22 09:17:52 > Step: 594700 Progress: 59.5% Elapsed: 5 days, 19:55:57 Gen_loss: 1.377 Dis_loss: 0.9405 Cls_loss: N/A Topk: N/A ada_p: 0.2477
[INFO] 2021-10-22 09:18:54 > Step: 594800 Progress: 59.5% Elapsed: 5 days, 19:56:59 Gen_loss: 1.077 Dis_loss: 1.079 Cls_loss: N/A Topk: N/A ada_p: 0.2474
[INFO] 2021-10-22 09:19:56 > Step: 594900 Progress: 59.5% Elapsed: 5 days, 19:58:01 Gen_loss: 1.065 Dis_loss: 0.9889 Cls_loss: N/A Topk: N/A ada_p: 0.245
[INFO] 2021-10-22 09:20:59 > Step: 595000 Progress: 59.5% Elapsed: 5 days, 19:59:03 Gen_loss: 1.689 Dis_loss: 1.051 Cls_loss: N/A Topk: N/A ada_p: 0.2445
[INFO] 2021-10-22 09:22:01 > Step: 595100 Progress: 59.5% Elapsed: 5 days, 20:00:05 Gen_loss: 2.113 Dis_loss: 1.075 Cls_loss: N/A Topk: N/A ada_p: 0.2463
[INFO] 2021-10-22 09:23:13 > Step: 595200 Progress: 59.5% Elapsed: 5 days, 20:01:17 Gen_loss: 1.963 Dis_loss: 1.078 Cls_loss: N/A Topk: N/A ada_p: 0.2458
[INFO] 2021-10-22 09:24:15 > Step: 595300 Progress: 59.5% Elapsed: 5 days, 20:02:20 Gen_loss: 1.342 Dis_loss: 1.546 Cls_loss: N/A Topk: N/A ada_p: 0.2472
[INFO] 2021-10-22 09:25:17 > Step: 595400 Progress: 59.5% Elapsed: 5 days, 20:03:22 Gen_loss: 1.207 Dis_loss: 0.7651 Cls_loss: N/A Topk: N/A ada_p: 0.2477
[INFO] 2021-10-22 09:26:19 > Step: 595500 Progress: 59.6% Elapsed: 5 days, 20:04:24 Gen_loss: 1.357 Dis_loss: 1.194 Cls_loss: N/A Topk: N/A ada_p: 0.2485
[INFO] 2021-10-22 09:27:21 > Step: 595600 Progress: 59.6% Elapsed: 5 days, 20:05:26 Gen_loss: 1.101 Dis_loss: 1.262 Cls_loss: N/A Topk: N/A ada_p: 0.2482
[INFO] 2021-10-22 09:28:23 > Step: 595700 Progress: 59.6% Elapsed: 5 days, 20:06:28 Gen_loss: 0.86 Dis_loss: 0.9217 Cls_loss: N/A Topk: N/A ada_p: 0.2488
[INFO] 2021-10-22 09:29:25 > Step: 595800 Progress: 59.6% Elapsed: 5 days, 20:07:30 Gen_loss: 1.572 Dis_loss: 0.8871 Cls_loss: N/A Topk: N/A ada_p: 0.2481
[INFO] 2021-10-22 09:30:28 > Step: 595900 Progress: 59.6% Elapsed: 5 days, 20:08:32 Gen_loss: 1.688 Dis_loss: 1.002 Cls_loss: N/A Topk: N/A ada_p: 0.2476
[INFO] 2021-10-22 09:31:40 > Step: 596000 Progress: 59.6% Elapsed: 5 days, 20:09:44 Gen_loss: 0.7898 Dis_loss: 0.9365 Cls_loss: N/A Topk: N/A ada_p: 0.2468
[INFO] 2021-10-22 09:32:42 > Step: 596100 Progress: 59.6% Elapsed: 5 days, 20:10:47 Gen_loss: 1.762 Dis_loss: 0.7811 Cls_loss: N/A Topk: N/A ada_p: 0.2492
[INFO] 2021-10-22 09:33:45 > Step: 596200 Progress: 59.6% Elapsed: 5 days, 20:11:49 Gen_loss: 1.205 Dis_loss: 0.8419 Cls_loss: N/A Topk: N/A ada_p: 0.249
[INFO] 2021-10-22 09:34:47 > Step: 596300 Progress: 59.6% Elapsed: 5 days, 20:12:51 Gen_loss: 1.748 Dis_loss: 1.045 Cls_loss: N/A Topk: N/A ada_p: 0.2472
[INFO] 2021-10-22 09:35:49 > Step: 596400 Progress: 59.6% Elapsed: 5 days, 20:13:53 Gen_loss: 1.691 Dis_loss: 0.7812 Cls_loss: N/A Topk: N/A ada_p: 0.2456
[INFO] 2021-10-22 09:36:51 > Step: 596500 Progress: 59.7% Elapsed: 5 days, 20:14:56 Gen_loss: 1.562 Dis_loss: 0.9167 Cls_loss: N/A Topk: N/A ada_p: 0.2422
[INFO] 2021-10-22 09:37:55 > Step: 596600 Progress: 59.7% Elapsed: 5 days, 20:15:59 Gen_loss: 1.285 Dis_loss: 1.021 Cls_loss: N/A Topk: N/A ada_p: 0.2437
[INFO] 2021-10-22 09:39:07 > Step: 596700 Progress: 59.7% Elapsed: 5 days, 20:17:12 Gen_loss: 1.326 Dis_loss: 0.8429 Cls_loss: N/A Topk: N/A ada_p: 0.244
[INFO] 2021-10-22 09:40:09 > Step: 596800 Progress: 59.7% Elapsed: 5 days, 20:18:14 Gen_loss: 1.471 Dis_loss: 0.7256 Cls_loss: N/A Topk: N/A ada_p: 0.247
[INFO] 2021-10-22 09:41:12 > Step: 596900 Progress: 59.7% Elapsed: 5 days, 20:19:16 Gen_loss: 1.696 Dis_loss: 1.193 Cls_loss: N/A Topk: N/A ada_p: 0.2479
[INFO] 2021-10-22 09:42:14 > Step: 597000 Progress: 59.7% Elapsed: 5 days, 20:20:19 Gen_loss: 1.019 Dis_loss: 0.8645 Cls_loss: N/A Topk: N/A ada_p: 0.2467
[INFO] 2021-10-22 09:43:17 > Step: 597100 Progress: 59.7% Elapsed: 5 days, 20:21:21 Gen_loss: 0.7599 Dis_loss: 0.965 Cls_loss: N/A Topk: N/A ada_p: 0.2485
[INFO] 2021-10-22 09:44:19 > Step: 597200 Progress: 59.7% Elapsed: 5 days, 20:22:24 Gen_loss: 0.7631 Dis_loss: 0.8502 Cls_loss: N/A Topk: N/A ada_p: 0.2472
[INFO] 2021-10-22 09:45:22 > Step: 597300 Progress: 59.7% Elapsed: 5 days, 20:23:27 Gen_loss: 0.8922 Dis_loss: 0.9605 Cls_loss: N/A Topk: N/A ada_p: 0.2447
[INFO] 2021-10-22 09:46:25 > Step: 597400 Progress: 59.7% Elapsed: 5 days, 20:24:30 Gen_loss: 1.604 Dis_loss: 0.66 Cls_loss: N/A Topk: N/A ada_p: 0.2468
[INFO] 2021-10-22 09:47:39 > Step: 597500 Progress: 59.8% Elapsed: 5 days, 20:25:43 Gen_loss: 0.9613 Dis_loss: 0.8612 Cls_loss: N/A Topk: N/A ada_p: 0.2486
[INFO] 2021-10-22 09:48:41 > Step: 597600 Progress: 59.8% Elapsed: 5 days, 20:26:45 Gen_loss: 1.761 Dis_loss: 1.407 Cls_loss: N/A Topk: N/A ada_p: 0.2483
[INFO] 2021-10-22 09:49:44 > Step: 597700 Progress: 59.8% Elapsed: 5 days, 20:27:49 Gen_loss: 0.8621 Dis_loss: 1.265 Cls_loss: N/A Topk: N/A ada_p: 0.2456
[INFO] 2021-10-22 09:50:47 > Step: 597800 Progress: 59.8% Elapsed: 5 days, 20:28:52 Gen_loss: 1.082 Dis_loss: 1.376 Cls_loss: N/A Topk: N/A ada_p: 0.2413
[INFO] 2021-10-22 09:51:50 > Step: 597900 Progress: 59.8% Elapsed: 5 days, 20:29:55 Gen_loss: 1.29 Dis_loss: 0.7934 Cls_loss: N/A Topk: N/A ada_p: 0.2405
[INFO] 2021-10-22 09:52:52 > Step: 598000 Progress: 59.8% Elapsed: 5 days, 20:30:57 Gen_loss: 1.448 Dis_loss: 0.7482 Cls_loss: N/A Topk: N/A ada_p: 0.2415
[INFO] 2021-10-22 09:53:55 > Step: 598100 Progress: 59.8% Elapsed: 5 days, 20:32:00 Gen_loss: 1.842 Dis_loss: 0.9641 Cls_loss: N/A Topk: N/A ada_p: 0.2399
[INFO] 2021-10-22 09:54:57 > Step: 598200 Progress: 59.8% Elapsed: 5 days, 20:33:02 Gen_loss: 1.334 Dis_loss: 0.7833 Cls_loss: N/A Topk: N/A ada_p: 0.2412
[INFO] 2021-10-22 09:56:10 > Step: 598300 Progress: 59.8% Elapsed: 5 days, 20:34:14 Gen_loss: 1.226 Dis_loss: 0.7917 Cls_loss: N/A Topk: N/A ada_p: 0.2386
[INFO] 2021-10-22 09:57:12 > Step: 598400 Progress: 59.8% Elapsed: 5 days, 20:35:16 Gen_loss: 1.317 Dis_loss: 0.862 Cls_loss: N/A Topk: N/A ada_p: 0.2389
[INFO] 2021-10-22 09:58:15 > Step: 598500 Progress: 59.9% Elapsed: 5 days, 20:36:19 Gen_loss: 1.245 Dis_loss: 0.8966 Cls_loss: N/A Topk: N/A ada_p: 0.2395
[INFO] 2021-10-22 09:59:18 > Step: 598600 Progress: 59.9% Elapsed: 5 days, 20:37:22 Gen_loss: 1.332 Dis_loss: 0.821 Cls_loss: N/A Topk: N/A ada_p: 0.2423
[INFO] 2021-10-22 10:00:20 > Step: 598700 Progress: 59.9% Elapsed: 5 days, 20:38:25 Gen_loss: 1.587 Dis_loss: 1.31 Cls_loss: N/A Topk: N/A ada_p: 0.2461
[INFO] 2021-10-22 10:01:22 > Step: 598800 Progress: 59.9% Elapsed: 5 days, 20:39:27 Gen_loss: 1.562 Dis_loss: 1.053 Cls_loss: N/A Topk: N/A ada_p: 0.2479
[INFO] 2021-10-22 10:02:25 > Step: 598900 Progress: 59.9% Elapsed: 5 days, 20:40:29 Gen_loss: 1.818 Dis_loss: 0.7363 Cls_loss: N/A Topk: N/A ada_p: 0.2504
[INFO] 2021-10-22 10:03:27 > Step: 599000 Progress: 59.9% Elapsed: 5 days, 20:41:32 Gen_loss: 1.161 Dis_loss: 0.9874 Cls_loss: N/A Topk: N/A ada_p: 0.2545
[INFO] 2021-10-22 10:04:40 > Step: 599100 Progress: 59.9% Elapsed: 5 days, 20:42:45 Gen_loss: 0.9435 Dis_loss: 0.902 Cls_loss: N/A Topk: N/A ada_p: 0.2534
[INFO] 2021-10-22 10:05:43 > Step: 599200 Progress: 59.9% Elapsed: 5 days, 20:43:47 Gen_loss: 1.401 Dis_loss: 0.6226 Cls_loss: N/A Topk: N/A ada_p: 0.254
[INFO] 2021-10-22 10:06:45 > Step: 599300 Progress: 59.9% Elapsed: 5 days, 20:44:50 Gen_loss: 1.346 Dis_loss: 1.161 Cls_loss: N/A Topk: N/A ada_p: 0.2577
[INFO] 2021-10-22 10:07:48 > Step: 599400 Progress: 59.9% Elapsed: 5 days, 20:45:52 Gen_loss: 0.768 Dis_loss: 1.14 Cls_loss: N/A Topk: N/A ada_p: 0.2574
[INFO] 2021-10-22 10:08:50 > Step: 599500 Progress: 60.0% Elapsed: 5 days, 20:46:54 Gen_loss: 0.7463 Dis_loss: 0.9711 Cls_loss: N/A Topk: N/A ada_p: 0.2577
[INFO] 2021-10-22 10:09:52 > Step: 599600 Progress: 60.0% Elapsed: 5 days, 20:47:56 Gen_loss: 1.054 Dis_loss: 1.3 Cls_loss: N/A Topk: N/A ada_p: 0.2502
[INFO] 2021-10-22 10:10:54 > Step: 599700 Progress: 60.0% Elapsed: 5 days, 20:48:59 Gen_loss: 1.766 Dis_loss: 1.07 Cls_loss: N/A Topk: N/A ada_p: 0.2476
[INFO] 2021-10-22 10:11:56 > Step: 599800 Progress: 60.0% Elapsed: 5 days, 20:50:00 Gen_loss: 0.9052 Dis_loss: 0.881 Cls_loss: N/A Topk: N/A ada_p: 0.2437
[INFO] 2021-10-22 10:13:08 > Step: 599900 Progress: 60.0% Elapsed: 5 days, 20:51:12 Gen_loss: 1.162 Dis_loss: 0.9219 Cls_loss: N/A Topk: N/A ada_p: 0.2437
[INFO] 2021-10-22 10:14:10 > Step: 600000 Progress: 60.0% Elapsed: 5 days, 20:52:15 Gen_loss: 1.661 Dis_loss: 0.7754 Cls_loss: N/A Topk: N/A ada_p: 0.2401
[INFO] 2021-10-22 10:14:10 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-22 10:14:10 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_600000.png
[INFO] 2021-10-22 10:14:10 > Start Evaluation (600000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-22 10:14:10 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-22 10:19:40 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-22 10:25:17 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-22 10:48:16 > Inception score (Step: 600000, 50000 generated images): 10.416990280151367
[INFO] 2021-10-22 10:48:16 > FID score (Step: 600000, Using train moments): 2.6047319958892103
[INFO] 2021-10-22 10:48:16 > Improved Precision (Step: 600000, Using train images): 0.74198
[INFO] 2021-10-22 10:48:16 > Improved Recall (Step: 600000, Using train images): 0.68
[INFO] 2021-10-22 10:48:16 > Density (Step: 600000, Using train images): 1.0613759999999999
[INFO] 2021-10-22 10:48:16 > Coverage (Step: 600000, Using train images): 0.9241
[INFO] 2021-10-22 10:48:16 > Best FID score (Step: 560000, Using train moments): 2.5338020481569856
[INFO] 2021-10-22 10:48:26 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-22 10:49:27 > Step: 600100 Progress: 60.0% Elapsed: 5 days, 21:27:32 Gen_loss: 1.39 Dis_loss: 0.7851 Cls_loss: N/A Topk: N/A ada_p: 0.2423
[INFO] 2021-10-22 10:50:29 > Step: 600200 Progress: 60.0% Elapsed: 5 days, 21:28:33 Gen_loss: 1.091 Dis_loss: 1.007 Cls_loss: N/A Topk: N/A ada_p: 0.2459
[INFO] 2021-10-22 10:51:31 > Step: 600300 Progress: 60.0% Elapsed: 5 days, 21:29:36 Gen_loss: 1.378 Dis_loss: 1.055 Cls_loss: N/A Topk: N/A ada_p: 0.2454
[INFO] 2021-10-22 10:52:34 > Step: 600400 Progress: 60.0% Elapsed: 5 days, 21:30:38 Gen_loss: 1.21 Dis_loss: 1.043 Cls_loss: N/A Topk: N/A ada_p: 0.2464
[INFO] 2021-10-22 10:53:38 > Step: 600500 Progress: 60.1% Elapsed: 5 days, 21:31:42 Gen_loss: 0.993 Dis_loss: 0.9703 Cls_loss: N/A Topk: N/A ada_p: 0.2504
[INFO] 2021-10-22 10:55:01 > Step: 600600 Progress: 60.1% Elapsed: 5 days, 21:33:06 Gen_loss: 1.361 Dis_loss: 0.5791 Cls_loss: N/A Topk: N/A ada_p: 0.2504
[INFO] 2021-10-22 10:56:04 > Step: 600700 Progress: 60.1% Elapsed: 5 days, 21:34:08 Gen_loss: 1.887 Dis_loss: 1.172 Cls_loss: N/A Topk: N/A ada_p: 0.2511
[INFO] 2021-10-22 10:57:07 > Step: 600800 Progress: 60.1% Elapsed: 5 days, 21:35:12 Gen_loss: 1.246 Dis_loss: 0.7823 Cls_loss: N/A Topk: N/A ada_p: 0.2476
[INFO] 2021-10-22 10:58:13 > Step: 600900 Progress: 60.1% Elapsed: 5 days, 21:36:18 Gen_loss: 1.188 Dis_loss: 0.7502 Cls_loss: N/A Topk: N/A ada_p: 0.249
[INFO] 2021-10-22 10:59:18 > Step: 601000 Progress: 60.1% Elapsed: 5 days, 21:37:22 Gen_loss: 0.9908 Dis_loss: 0.7369 Cls_loss: N/A Topk: N/A ada_p: 0.2479
[INFO] 2021-10-22 11:00:23 > Step: 601100 Progress: 60.1% Elapsed: 5 days, 21:38:27 Gen_loss: 0.7935 Dis_loss: 0.7584 Cls_loss: N/A Topk: N/A ada_p: 0.2502
[INFO] 2021-10-22 11:01:32 > Step: 601200 Progress: 60.1% Elapsed: 5 days, 21:39:37 Gen_loss: 2.054 Dis_loss: 0.9795 Cls_loss: N/A Topk: N/A ada_p: 0.2482
[INFO] 2021-10-22 11:02:40 > Step: 601300 Progress: 60.1% Elapsed: 5 days, 21:40:45 Gen_loss: 1.4 Dis_loss: 0.8327 Cls_loss: N/A Topk: N/A ada_p: 0.2468
[INFO] 2021-10-22 11:03:55 > Step: 601400 Progress: 60.1% Elapsed: 5 days, 21:42:00 Gen_loss: 0.9784 Dis_loss: 0.6594 Cls_loss: N/A Topk: N/A ada_p: 0.2465
[INFO] 2021-10-22 11:05:00 > Step: 601500 Progress: 60.2% Elapsed: 5 days, 21:43:04 Gen_loss: 1.452 Dis_loss: 0.7556 Cls_loss: N/A Topk: N/A ada_p: 0.2427
[INFO] 2021-10-22 11:06:06 > Step: 601600 Progress: 60.2% Elapsed: 5 days, 21:44:11 Gen_loss: 0.6996 Dis_loss: 1.038 Cls_loss: N/A Topk: N/A ada_p: 0.244
[INFO] 2021-10-22 11:07:09 > Step: 601700 Progress: 60.2% Elapsed: 5 days, 21:45:14 Gen_loss: 0.8875 Dis_loss: 0.7348 Cls_loss: N/A Topk: N/A ada_p: 0.2431
[INFO] 2021-10-22 11:08:11 > Step: 601800 Progress: 60.2% Elapsed: 5 days, 21:46:16 Gen_loss: 1.001 Dis_loss: 0.8902 Cls_loss: N/A Topk: N/A ada_p: 0.2436
[INFO] 2021-10-22 11:09:13 > Step: 601900 Progress: 60.2% Elapsed: 5 days, 21:47:18 Gen_loss: 0.7977 Dis_loss: 1.571 Cls_loss: N/A Topk: N/A ada_p: 0.2482
[INFO] 2021-10-22 11:10:21 > Step: 602000 Progress: 60.2% Elapsed: 5 days, 21:48:26 Gen_loss: 1.349 Dis_loss: 0.6789 Cls_loss: N/A Topk: N/A ada_p: 0.2508
[INFO] 2021-10-22 11:11:26 > Step: 602100 Progress: 60.2% Elapsed: 5 days, 21:49:30 Gen_loss: 1.52 Dis_loss: 0.8207 Cls_loss: N/A Topk: N/A ada_p: 0.2524
[INFO] 2021-10-22 11:12:43 > Step: 602200 Progress: 60.2% Elapsed: 5 days, 21:50:47 Gen_loss: 1.786 Dis_loss: 0.7328 Cls_loss: N/A Topk: N/A ada_p: 0.2478
[INFO] 2021-10-22 11:13:46 > Step: 602300 Progress: 60.2% Elapsed: 5 days, 21:51:50 Gen_loss: 1.094 Dis_loss: 1.114 Cls_loss: N/A Topk: N/A ada_p: 0.2491
[INFO] 2021-10-22 11:14:51 > Step: 602400 Progress: 60.2% Elapsed: 5 days, 21:52:56 Gen_loss: 1.157 Dis_loss: 0.5668 Cls_loss: N/A Topk: N/A ada_p: 0.2509
[INFO] 2021-10-22 11:15:56 > Step: 602500 Progress: 60.2% Elapsed: 5 days, 21:54:00 Gen_loss: 1.679 Dis_loss: 0.8781 Cls_loss: N/A Topk: N/A ada_p: 0.2525
[INFO] 2021-10-22 11:16:59 > Step: 602600 Progress: 60.3% Elapsed: 5 days, 21:55:03 Gen_loss: 0.6197 Dis_loss: 1.154 Cls_loss: N/A Topk: N/A ada_p: 0.2541
[INFO] 2021-10-22 11:18:06 > Step: 602700 Progress: 60.3% Elapsed: 5 days, 21:56:10 Gen_loss: 1.086 Dis_loss: 0.7191 Cls_loss: N/A Topk: N/A ada_p: 0.2531
[INFO] 2021-10-22 11:19:12 > Step: 602800 Progress: 60.3% Elapsed: 5 days, 21:57:17 Gen_loss: 2.085 Dis_loss: 0.5736 Cls_loss: N/A Topk: N/A ada_p: 0.2525
[INFO] 2021-10-22 11:20:20 > Step: 602900 Progress: 60.3% Elapsed: 5 days, 21:58:25 Gen_loss: 1.355 Dis_loss: 1.018 Cls_loss: N/A Topk: N/A ada_p: 0.2486
[INFO] 2021-10-22 11:21:41 > Step: 603000 Progress: 60.3% Elapsed: 5 days, 21:59:46 Gen_loss: 1.411 Dis_loss: 0.9031 Cls_loss: N/A Topk: N/A ada_p: 0.2465
[INFO] 2021-10-22 11:22:47 > Step: 603100 Progress: 60.3% Elapsed: 5 days, 22:00:51 Gen_loss: 1.357 Dis_loss: 0.7638 Cls_loss: N/A Topk: N/A ada_p: 0.2453
[INFO] 2021-10-22 11:23:53 > Step: 603200 Progress: 60.3% Elapsed: 5 days, 22:01:57 Gen_loss: 1.243 Dis_loss: 0.7909 Cls_loss: N/A Topk: N/A ada_p: 0.2437
[INFO] 2021-10-22 11:24:58 > Step: 603300 Progress: 60.3% Elapsed: 5 days, 22:03:03 Gen_loss: 1.005 Dis_loss: 0.989 Cls_loss: N/A Topk: N/A ada_p: 0.2403
[INFO] 2021-10-22 11:26:06 > Step: 603400 Progress: 60.3% Elapsed: 5 days, 22:04:10 Gen_loss: 1.375 Dis_loss: 0.5312 Cls_loss: N/A Topk: N/A ada_p: 0.2421
[INFO] 2021-10-22 11:27:14 > Step: 603500 Progress: 60.4% Elapsed: 5 days, 22:05:18 Gen_loss: 1.643 Dis_loss: 1.032 Cls_loss: N/A Topk: N/A ada_p: 0.2405
[INFO] 2021-10-22 11:28:21 > Step: 603600 Progress: 60.4% Elapsed: 5 days, 22:06:25 Gen_loss: 0.9343 Dis_loss: 1.208 Cls_loss: N/A Topk: N/A ada_p: 0.2374
[INFO] 2021-10-22 11:29:24 > Step: 603700 Progress: 60.4% Elapsed: 5 days, 22:07:29 Gen_loss: 1.047 Dis_loss: 1.005 Cls_loss: N/A Topk: N/A ada_p: 0.2394
[INFO] 2021-10-22 11:30:38 > Step: 603800 Progress: 60.4% Elapsed: 5 days, 22:08:42 Gen_loss: 1.704 Dis_loss: 1.03 Cls_loss: N/A Topk: N/A ada_p: 0.2414
[INFO] 2021-10-22 11:31:45 > Step: 603900 Progress: 60.4% Elapsed: 5 days, 22:09:50 Gen_loss: 1.545 Dis_loss: 1.03 Cls_loss: N/A Topk: N/A ada_p: 0.2419
[INFO] 2021-10-22 11:32:54 > Step: 604000 Progress: 60.4% Elapsed: 5 days, 22:10:58 Gen_loss: 2.295 Dis_loss: 0.9216 Cls_loss: N/A Topk: N/A ada_p: 0.2381
[INFO] 2021-10-22 11:34:00 > Step: 604100 Progress: 60.4% Elapsed: 5 days, 22:12:04 Gen_loss: 1.424 Dis_loss: 1.011 Cls_loss: N/A Topk: N/A ada_p: 0.2395
[INFO] 2021-10-22 11:35:04 > Step: 604200 Progress: 60.4% Elapsed: 5 days, 22:13:09 Gen_loss: 0.9219 Dis_loss: 0.849 Cls_loss: N/A Topk: N/A ada_p: 0.2428
[INFO] 2021-10-22 11:36:13 > Step: 604300 Progress: 60.4% Elapsed: 5 days, 22:14:17 Gen_loss: 0.991 Dis_loss: 0.9187 Cls_loss: N/A Topk: N/A ada_p: 0.2456
[INFO] 2021-10-22 11:37:19 > Step: 604400 Progress: 60.4% Elapsed: 5 days, 22:15:24 Gen_loss: 1.754 Dis_loss: 0.9499 Cls_loss: N/A Topk: N/A ada_p: 0.2474
[INFO] 2021-10-22 11:38:36 > Step: 604500 Progress: 60.5% Elapsed: 5 days, 22:16:40 Gen_loss: 1.398 Dis_loss: 0.9349 Cls_loss: N/A Topk: N/A ada_p: 0.2483
[INFO] 2021-10-22 11:39:39 > Step: 604600 Progress: 60.5% Elapsed: 5 days, 22:17:43 Gen_loss: 1.47 Dis_loss: 0.6894 Cls_loss: N/A Topk: N/A ada_p: 0.2455
[INFO] 2021-10-22 11:40:45 > Step: 604700 Progress: 60.5% Elapsed: 5 days, 22:18:50 Gen_loss: 0.8603 Dis_loss: 1.086 Cls_loss: N/A Topk: N/A ada_p: 0.2473
[INFO] 2021-10-22 11:41:52 > Step: 604800 Progress: 60.5% Elapsed: 5 days, 22:19:57 Gen_loss: 1.537 Dis_loss: 0.7787 Cls_loss: N/A Topk: N/A ada_p: 0.2427
[INFO] 2021-10-22 11:42:56 > Step: 604900 Progress: 60.5% Elapsed: 5 days, 22:21:01 Gen_loss: 1.09 Dis_loss: 0.9888 Cls_loss: N/A Topk: N/A ada_p: 0.2449
[INFO] 2021-10-22 11:43:59 > Step: 605000 Progress: 60.5% Elapsed: 5 days, 22:22:03 Gen_loss: 1.305 Dis_loss: 0.6541 Cls_loss: N/A Topk: N/A ada_p: 0.2421
[INFO] 2021-10-22 11:45:01 > Step: 605100 Progress: 60.5% Elapsed: 5 days, 22:23:05 Gen_loss: 1.297 Dis_loss: 0.8794 Cls_loss: N/A Topk: N/A ada_p: 0.2438
[INFO] 2021-10-22 11:46:03 > Step: 605200 Progress: 60.5% Elapsed: 5 days, 22:24:08 Gen_loss: 1.419 Dis_loss: 0.9335 Cls_loss: N/A Topk: N/A ada_p: 0.2438
[INFO] 2021-10-22 11:47:16 > Step: 605300 Progress: 60.5% Elapsed: 5 days, 22:25:21 Gen_loss: 1.987 Dis_loss: 1.077 Cls_loss: N/A Topk: N/A ada_p: 0.2453
[INFO] 2021-10-22 11:48:19 > Step: 605400 Progress: 60.5% Elapsed: 5 days, 22:26:23 Gen_loss: 0.9233 Dis_loss: 0.9577 Cls_loss: N/A Topk: N/A ada_p: 0.246
[INFO] 2021-10-22 11:49:22 > Step: 605500 Progress: 60.6% Elapsed: 5 days, 22:27:27 Gen_loss: 1.439 Dis_loss: 1.049 Cls_loss: N/A Topk: N/A ada_p: 0.2468
[INFO] 2021-10-22 11:50:25 > Step: 605600 Progress: 60.6% Elapsed: 5 days, 22:28:29 Gen_loss: 1.179 Dis_loss: 1.559 Cls_loss: N/A Topk: N/A ada_p: 0.2465
[INFO] 2021-10-22 11:51:27 > Step: 605700 Progress: 60.6% Elapsed: 5 days, 22:29:32 Gen_loss: 0.613 Dis_loss: 0.9156 Cls_loss: N/A Topk: N/A ada_p: 0.2472
[INFO] 2021-10-22 11:52:31 > Step: 605800 Progress: 60.6% Elapsed: 5 days, 22:30:36 Gen_loss: 0.9861 Dis_loss: 0.8251 Cls_loss: N/A Topk: N/A ada_p: 0.2459
[INFO] 2021-10-22 11:53:34 > Step: 605900 Progress: 60.6% Elapsed: 5 days, 22:31:39 Gen_loss: 1.427 Dis_loss: 0.7597 Cls_loss: N/A Topk: N/A ada_p: 0.2426
[INFO] 2021-10-22 11:54:37 > Step: 606000 Progress: 60.6% Elapsed: 5 days, 22:32:42 Gen_loss: 1.52 Dis_loss: 0.9312 Cls_loss: N/A Topk: N/A ada_p: 0.2438
[INFO] 2021-10-22 11:55:51 > Step: 606100 Progress: 60.6% Elapsed: 5 days, 22:33:56 Gen_loss: 1.604 Dis_loss: 0.4463 Cls_loss: N/A Topk: N/A ada_p: 0.2435
[INFO] 2021-10-22 11:56:54 > Step: 606200 Progress: 60.6% Elapsed: 5 days, 22:34:58 Gen_loss: 1.903 Dis_loss: 0.7889 Cls_loss: N/A Topk: N/A ada_p: 0.2445
[INFO] 2021-10-22 11:57:56 > Step: 606300 Progress: 60.6% Elapsed: 5 days, 22:36:01 Gen_loss: 2.689 Dis_loss: 1.15 Cls_loss: N/A Topk: N/A ada_p: 0.245
[INFO] 2021-10-22 11:58:59 > Step: 606400 Progress: 60.6% Elapsed: 5 days, 22:37:03 Gen_loss: 1.287 Dis_loss: 0.9464 Cls_loss: N/A Topk: N/A ada_p: 0.2458
[INFO] 2021-10-22 12:00:01 > Step: 606500 Progress: 60.7% Elapsed: 5 days, 22:38:06 Gen_loss: 1.543 Dis_loss: 0.729 Cls_loss: N/A Topk: N/A ada_p: 0.2497
[INFO] 2021-10-22 12:01:03 > Step: 606600 Progress: 60.7% Elapsed: 5 days, 22:39:08 Gen_loss: 0.861 Dis_loss: 1.323 Cls_loss: N/A Topk: N/A ada_p: 0.2502
[INFO] 2021-10-22 12:02:07 > Step: 606700 Progress: 60.7% Elapsed: 5 days, 22:40:11 Gen_loss: 0.934 Dis_loss: 0.7967 Cls_loss: N/A Topk: N/A ada_p: 0.252
[INFO] 2021-10-22 12:03:09 > Step: 606800 Progress: 60.7% Elapsed: 5 days, 22:41:14 Gen_loss: 1.459 Dis_loss: 0.9811 Cls_loss: N/A Topk: N/A ada_p: 0.2492
[INFO] 2021-10-22 12:04:23 > Step: 606900 Progress: 60.7% Elapsed: 5 days, 22:42:27 Gen_loss: 1.239 Dis_loss: 1.01 Cls_loss: N/A Topk: N/A ada_p: 0.2524
[INFO] 2021-10-22 12:05:25 > Step: 607000 Progress: 60.7% Elapsed: 5 days, 22:43:29 Gen_loss: 1.14 Dis_loss: 0.6615 Cls_loss: N/A Topk: N/A ada_p: 0.2488
[INFO] 2021-10-22 12:06:27 > Step: 607100 Progress: 60.7% Elapsed: 5 days, 22:44:32 Gen_loss: 0.9899 Dis_loss: 1.014 Cls_loss: N/A Topk: N/A ada_p: 0.2455
[INFO] 2021-10-22 12:07:30 > Step: 607200 Progress: 60.7% Elapsed: 5 days, 22:45:35 Gen_loss: 1.422 Dis_loss: 1.028 Cls_loss: N/A Topk: N/A ada_p: 0.246
[INFO] 2021-10-22 12:08:34 > Step: 607300 Progress: 60.7% Elapsed: 5 days, 22:46:39 Gen_loss: 0.5587 Dis_loss: 0.9317 Cls_loss: N/A Topk: N/A ada_p: 0.2467
[INFO] 2021-10-22 12:09:37 > Step: 607400 Progress: 60.7% Elapsed: 5 days, 22:47:42 Gen_loss: 0.9918 Dis_loss: 0.8992 Cls_loss: N/A Topk: N/A ada_p: 0.2441
[INFO] 2021-10-22 12:10:39 > Step: 607500 Progress: 60.8% Elapsed: 5 days, 22:48:44 Gen_loss: 1.433 Dis_loss: 1.342 Cls_loss: N/A Topk: N/A ada_p: 0.2449
[INFO] 2021-10-22 12:11:43 > Step: 607600 Progress: 60.8% Elapsed: 5 days, 22:49:47 Gen_loss: 1.43 Dis_loss: 0.8594 Cls_loss: N/A Topk: N/A ada_p: 0.2444
[INFO] 2021-10-22 12:12:56 > Step: 607700 Progress: 60.8% Elapsed: 5 days, 22:51:00 Gen_loss: 1.768 Dis_loss: 1.286 Cls_loss: N/A Topk: N/A ada_p: 0.2447
[INFO] 2021-10-22 12:13:59 > Step: 607800 Progress: 60.8% Elapsed: 5 days, 22:52:03 Gen_loss: 1.307 Dis_loss: 0.5511 Cls_loss: N/A Topk: N/A ada_p: 0.2499
[INFO] 2021-10-22 12:15:01 > Step: 607900 Progress: 60.8% Elapsed: 5 days, 22:53:06 Gen_loss: 0.9587 Dis_loss: 0.8813 Cls_loss: N/A Topk: N/A ada_p: 0.2486
[INFO] 2021-10-22 12:16:04 > Step: 608000 Progress: 60.8% Elapsed: 5 days, 22:54:09 Gen_loss: 1.29 Dis_loss: 2.161 Cls_loss: N/A Topk: N/A ada_p: 0.2445
[INFO] 2021-10-22 12:17:07 > Step: 608100 Progress: 60.8% Elapsed: 5 days, 22:55:11 Gen_loss: 1.037 Dis_loss: 0.7027 Cls_loss: N/A Topk: N/A ada_p: 0.2474
[INFO] 2021-10-22 12:18:09 > Step: 608200 Progress: 60.8% Elapsed: 5 days, 22:56:14 Gen_loss: 1.563 Dis_loss: 1.042 Cls_loss: N/A Topk: N/A ada_p: 0.2449
[INFO] 2021-10-22 12:19:13 > Step: 608300 Progress: 60.8% Elapsed: 5 days, 22:57:17 Gen_loss: 2.028 Dis_loss: 1.097 Cls_loss: N/A Topk: N/A ada_p: 0.2461
[INFO] 2021-10-22 12:20:25 > Step: 608400 Progress: 60.8% Elapsed: 5 days, 22:58:30 Gen_loss: 1.474 Dis_loss: 1.04 Cls_loss: N/A Topk: N/A ada_p: 0.2428
[INFO] 2021-10-22 12:21:28 > Step: 608500 Progress: 60.9% Elapsed: 5 days, 22:59:32 Gen_loss: 0.7568 Dis_loss: 1.385 Cls_loss: N/A Topk: N/A ada_p: 0.2427
[INFO] 2021-10-22 12:22:30 > Step: 608600 Progress: 60.9% Elapsed: 5 days, 23:00:35 Gen_loss: 1.24 Dis_loss: 0.5766 Cls_loss: N/A Topk: N/A ada_p: 0.2447
[INFO] 2021-10-22 12:23:33 > Step: 608700 Progress: 60.9% Elapsed: 5 days, 23:01:37 Gen_loss: 2.287 Dis_loss: 1.008 Cls_loss: N/A Topk: N/A ada_p: 0.2465
[INFO] 2021-10-22 12:24:35 > Step: 608800 Progress: 60.9% Elapsed: 5 days, 23:02:40 Gen_loss: 1.377 Dis_loss: 0.8352 Cls_loss: N/A Topk: N/A ada_p: 0.2496
[INFO] 2021-10-22 12:25:38 > Step: 608900 Progress: 60.9% Elapsed: 5 days, 23:03:42 Gen_loss: 1.883 Dis_loss: 1.514 Cls_loss: N/A Topk: N/A ada_p: 0.2549
[INFO] 2021-10-22 12:26:40 > Step: 609000 Progress: 60.9% Elapsed: 5 days, 23:04:44 Gen_loss: 0.8999 Dis_loss: 1.075 Cls_loss: N/A Topk: N/A ada_p: 0.2561
[INFO] 2021-10-22 12:27:42 > Step: 609100 Progress: 60.9% Elapsed: 5 days, 23:05:47 Gen_loss: 1.232 Dis_loss: 0.9729 Cls_loss: N/A Topk: N/A ada_p: 0.2566
[INFO] 2021-10-22 12:28:54 > Step: 609200 Progress: 60.9% Elapsed: 5 days, 23:06:59 Gen_loss: 1.561 Dis_loss: 0.8609 Cls_loss: N/A Topk: N/A ada_p: 0.2508
[INFO] 2021-10-22 12:29:57 > Step: 609300 Progress: 60.9% Elapsed: 5 days, 23:08:01 Gen_loss: 1.987 Dis_loss: 0.6217 Cls_loss: N/A Topk: N/A ada_p: 0.2493
[INFO] 2021-10-22 12:30:59 > Step: 609400 Progress: 60.9% Elapsed: 5 days, 23:09:04 Gen_loss: 0.8941 Dis_loss: 1.139 Cls_loss: N/A Topk: N/A ada_p: 0.2463
[INFO] 2021-10-22 12:32:02 > Step: 609500 Progress: 61.0% Elapsed: 5 days, 23:10:07 Gen_loss: 1.134 Dis_loss: 0.9863 Cls_loss: N/A Topk: N/A ada_p: 0.2463
[INFO] 2021-10-22 12:33:05 > Step: 609600 Progress: 61.0% Elapsed: 5 days, 23:11:10 Gen_loss: 1.391 Dis_loss: 0.5078 Cls_loss: N/A Topk: N/A ada_p: 0.2483
[INFO] 2021-10-22 12:34:08 > Step: 609700 Progress: 61.0% Elapsed: 5 days, 23:12:12 Gen_loss: 1.429 Dis_loss: 0.8858 Cls_loss: N/A Topk: N/A ada_p: 0.2492
[INFO] 2021-10-22 12:35:11 > Step: 609800 Progress: 61.0% Elapsed: 5 days, 23:13:15 Gen_loss: 1.075 Dis_loss: 0.9674 Cls_loss: N/A Topk: N/A ada_p: 0.2487
[INFO] 2021-10-22 12:36:13 > Step: 609900 Progress: 61.0% Elapsed: 5 days, 23:14:17 Gen_loss: 0.9718 Dis_loss: 0.7421 Cls_loss: N/A Topk: N/A ada_p: 0.2428
[INFO] 2021-10-22 12:37:25 > Step: 610000 Progress: 61.0% Elapsed: 5 days, 23:15:30 Gen_loss: 1.746 Dis_loss: 0.951 Cls_loss: N/A Topk: N/A ada_p: 0.2426
[INFO] 2021-10-22 12:37:25 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-22 12:37:25 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_610000.png
[INFO] 2021-10-22 12:37:25 > Start Evaluation (610000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-22 12:37:25 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-22 12:42:55 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-22 12:48:32 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-22 13:10:24 > Inception score (Step: 610000, 50000 generated images): 10.437051773071289
[INFO] 2021-10-22 13:10:24 > FID score (Step: 610000, Using train moments): 2.556147812533254
[INFO] 2021-10-22 13:10:24 > Improved Precision (Step: 610000, Using train images): 0.74806
[INFO] 2021-10-22 13:10:24 > Improved Recall (Step: 610000, Using train images): 0.6746
[INFO] 2021-10-22 13:10:24 > Density (Step: 610000, Using train images): 1.067908
[INFO] 2021-10-22 13:10:24 > Coverage (Step: 610000, Using train images): 0.92576
[INFO] 2021-10-22 13:10:24 > Best FID score (Step: 560000, Using train moments): 2.5338020481569856
[INFO] 2021-10-22 13:10:36 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-22 13:13:19 > Step: 610100 Progress: 61.0% Elapsed: 5 days, 23:51:23 Gen_loss: 1.446 Dis_loss: 1.155 Cls_loss: N/A Topk: N/A ada_p: 0.2422
[INFO] 2021-10-22 13:14:20 > Step: 610200 Progress: 61.0% Elapsed: 5 days, 23:52:25 Gen_loss: 1.276 Dis_loss: 0.8722 Cls_loss: N/A Topk: N/A ada_p: 0.2473
[INFO] 2021-10-22 13:15:22 > Step: 610300 Progress: 61.0% Elapsed: 5 days, 23:53:27 Gen_loss: 0.9211 Dis_loss: 1.128 Cls_loss: N/A Topk: N/A ada_p: 0.246
[INFO] 2021-10-22 13:16:24 > Step: 610400 Progress: 61.0% Elapsed: 5 days, 23:54:29 Gen_loss: 1.931 Dis_loss: 0.8261 Cls_loss: N/A Topk: N/A ada_p: 0.2486
[INFO] 2021-10-22 13:17:26 > Step: 610500 Progress: 61.1% Elapsed: 5 days, 23:55:31 Gen_loss: 1.316 Dis_loss: 1.111 Cls_loss: N/A Topk: N/A ada_p: 0.2515
[INFO] 2021-10-22 13:18:29 > Step: 610600 Progress: 61.1% Elapsed: 5 days, 23:56:34 Gen_loss: 1.439 Dis_loss: 0.7886 Cls_loss: N/A Topk: N/A ada_p: 0.25
[INFO] 2021-10-22 13:19:31 > Step: 610700 Progress: 61.1% Elapsed: 5 days, 23:57:36 Gen_loss: 1.045 Dis_loss: 0.7672 Cls_loss: N/A Topk: N/A ada_p: 0.2525
[INFO] 2021-10-22 13:20:51 > Step: 610800 Progress: 61.1% Elapsed: 5 days, 23:58:56 Gen_loss: 2.092 Dis_loss: 0.6097 Cls_loss: N/A Topk: N/A ada_p: 0.2541
[INFO] 2021-10-22 13:21:54 > Step: 610900 Progress: 61.1% Elapsed: 5 days, 23:59:58 Gen_loss: 1.168 Dis_loss: 1.274 Cls_loss: N/A Topk: N/A ada_p: 0.2509
[INFO] 2021-10-22 13:22:56 > Step: 611000 Progress: 61.1% Elapsed: 6 days, 0:01:00 Gen_loss: 1.153 Dis_loss: 0.868 Cls_loss: N/A Topk: N/A ada_p: 0.2527
[INFO] 2021-10-22 13:23:58 > Step: 611100 Progress: 61.1% Elapsed: 6 days, 0:02:02 Gen_loss: 0.9653 Dis_loss: 0.9133 Cls_loss: N/A Topk: N/A ada_p: 0.2509
[INFO] 2021-10-22 13:25:00 > Step: 611200 Progress: 61.1% Elapsed: 6 days, 0:03:04 Gen_loss: 0.9913 Dis_loss: 1.243 Cls_loss: N/A Topk: N/A ada_p: 0.2468
[INFO] 2021-10-22 13:26:02 > Step: 611300 Progress: 61.1% Elapsed: 6 days, 0:04:07 Gen_loss: 1.337 Dis_loss: 0.9872 Cls_loss: N/A Topk: N/A ada_p: 0.2438
[INFO] 2021-10-22 13:27:04 > Step: 611400 Progress: 61.1% Elapsed: 6 days, 0:05:09 Gen_loss: 1.53 Dis_loss: 1.121 Cls_loss: N/A Topk: N/A ada_p: 0.2426
[INFO] 2021-10-22 13:28:07 > Step: 611500 Progress: 61.2% Elapsed: 6 days, 0:06:11 Gen_loss: 1.357 Dis_loss: 0.8583 Cls_loss: N/A Topk: N/A ada_p: 0.2456
[INFO] 2021-10-22 13:29:19 > Step: 611600 Progress: 61.2% Elapsed: 6 days, 0:07:23 Gen_loss: 1.349 Dis_loss: 0.6955 Cls_loss: N/A Topk: N/A ada_p: 0.2454
[INFO] 2021-10-22 13:30:21 > Step: 611700 Progress: 61.2% Elapsed: 6 days, 0:08:26 Gen_loss: 1.103 Dis_loss: 0.8479 Cls_loss: N/A Topk: N/A ada_p: 0.2453
[INFO] 2021-10-22 13:31:23 > Step: 611800 Progress: 61.2% Elapsed: 6 days, 0:09:28 Gen_loss: 1.317 Dis_loss: 0.795 Cls_loss: N/A Topk: N/A ada_p: 0.244
[INFO] 2021-10-22 13:32:26 > Step: 611900 Progress: 61.2% Elapsed: 6 days, 0:10:30 Gen_loss: 1.103 Dis_loss: 0.9724 Cls_loss: N/A Topk: N/A ada_p: 0.2424
[INFO] 2021-10-22 13:33:28 > Step: 612000 Progress: 61.2% Elapsed: 6 days, 0:11:33 Gen_loss: 1.273 Dis_loss: 0.6976 Cls_loss: N/A Topk: N/A ada_p: 0.244
[INFO] 2021-10-22 13:34:30 > Step: 612100 Progress: 61.2% Elapsed: 6 days, 0:12:35 Gen_loss: 1.648 Dis_loss: 0.8161 Cls_loss: N/A Topk: N/A ada_p: 0.2426
[INFO] 2021-10-22 13:35:33 > Step: 612200 Progress: 61.2% Elapsed: 6 days, 0:13:37 Gen_loss: 1.419 Dis_loss: 0.8117 Cls_loss: N/A Topk: N/A ada_p: 0.2438
[INFO] 2021-10-22 13:36:35 > Step: 612300 Progress: 61.2% Elapsed: 6 days, 0:14:39 Gen_loss: 1.578 Dis_loss: 1.268 Cls_loss: N/A Topk: N/A ada_p: 0.2446
[INFO] 2021-10-22 13:37:47 > Step: 612400 Progress: 61.2% Elapsed: 6 days, 0:15:51 Gen_loss: 2.298 Dis_loss: 0.8226 Cls_loss: N/A Topk: N/A ada_p: 0.2474
[INFO] 2021-10-22 13:38:49 > Step: 612500 Progress: 61.3% Elapsed: 6 days, 0:16:54 Gen_loss: 1.758 Dis_loss: 0.8382 Cls_loss: N/A Topk: N/A ada_p: 0.2473
[INFO] 2021-10-22 13:39:52 > Step: 612600 Progress: 61.3% Elapsed: 6 days, 0:17:56 Gen_loss: 0.8568 Dis_loss: 0.8813 Cls_loss: N/A Topk: N/A ada_p: 0.2463
[INFO] 2021-10-22 13:40:54 > Step: 612700 Progress: 61.3% Elapsed: 6 days, 0:18:59 Gen_loss: 1.88 Dis_loss: 0.6395 Cls_loss: N/A Topk: N/A ada_p: 0.2437
[INFO] 2021-10-22 13:41:56 > Step: 612800 Progress: 61.3% Elapsed: 6 days, 0:20:01 Gen_loss: 1.188 Dis_loss: 1.067 Cls_loss: N/A Topk: N/A ada_p: 0.2445
[INFO] 2021-10-22 13:42:59 > Step: 612900 Progress: 61.3% Elapsed: 6 days, 0:21:03 Gen_loss: 1.405 Dis_loss: 1.138 Cls_loss: N/A Topk: N/A ada_p: 0.2467
[INFO] 2021-10-22 13:44:01 > Step: 613000 Progress: 61.3% Elapsed: 6 days, 0:22:05 Gen_loss: 1.105 Dis_loss: 0.8775 Cls_loss: N/A Topk: N/A ada_p: 0.2454
[INFO] 2021-10-22 13:45:13 > Step: 613100 Progress: 61.3% Elapsed: 6 days, 0:23:18 Gen_loss: 1.066 Dis_loss: 0.8638 Cls_loss: N/A Topk: N/A ada_p: 0.2461
[INFO] 2021-10-22 13:46:15 > Step: 613200 Progress: 61.3% Elapsed: 6 days, 0:24:19 Gen_loss: 1.05 Dis_loss: 1.071 Cls_loss: N/A Topk: N/A ada_p: 0.2482
[INFO] 2021-10-22 13:47:17 > Step: 613300 Progress: 61.3% Elapsed: 6 days, 0:25:22 Gen_loss: 1.029 Dis_loss: 0.9664 Cls_loss: N/A Topk: N/A ada_p: 0.2458
[INFO] 2021-10-22 13:48:20 > Step: 613400 Progress: 61.3% Elapsed: 6 days, 0:26:24 Gen_loss: 1.313 Dis_loss: 1.016 Cls_loss: N/A Topk: N/A ada_p: 0.2473
[INFO] 2021-10-22 13:49:22 > Step: 613500 Progress: 61.4% Elapsed: 6 days, 0:27:26 Gen_loss: 1.214 Dis_loss: 0.8049 Cls_loss: N/A Topk: N/A ada_p: 0.2488
[INFO] 2021-10-22 13:50:24 > Step: 613600 Progress: 61.4% Elapsed: 6 days, 0:28:29 Gen_loss: 1.087 Dis_loss: 0.9268 Cls_loss: N/A Topk: N/A ada_p: 0.2511
[INFO] 2021-10-22 13:51:26 > Step: 613700 Progress: 61.4% Elapsed: 6 days, 0:29:31 Gen_loss: 0.6677 Dis_loss: 1.041 Cls_loss: N/A Topk: N/A ada_p: 0.2543
[INFO] 2021-10-22 13:52:28 > Step: 613800 Progress: 61.4% Elapsed: 6 days, 0:30:33 Gen_loss: 1.192 Dis_loss: 0.8655 Cls_loss: N/A Topk: N/A ada_p: 0.2559
[INFO] 2021-10-22 13:53:40 > Step: 613900 Progress: 61.4% Elapsed: 6 days, 0:31:45 Gen_loss: 1.83 Dis_loss: 1.318 Cls_loss: N/A Topk: N/A ada_p: 0.2574
[INFO] 2021-10-22 13:54:42 > Step: 614000 Progress: 61.4% Elapsed: 6 days, 0:32:47 Gen_loss: 0.7477 Dis_loss: 1.035 Cls_loss: N/A Topk: N/A ada_p: 0.2564
[INFO] 2021-10-22 13:55:45 > Step: 614100 Progress: 61.4% Elapsed: 6 days, 0:33:49 Gen_loss: 1.129 Dis_loss: 1.15 Cls_loss: N/A Topk: N/A ada_p: 0.2547
[INFO] 2021-10-22 13:56:47 > Step: 614200 Progress: 61.4% Elapsed: 6 days, 0:34:52 Gen_loss: 1.178 Dis_loss: 0.828 Cls_loss: N/A Topk: N/A ada_p: 0.2545
[INFO] 2021-10-22 13:57:49 > Step: 614300 Progress: 61.4% Elapsed: 6 days, 0:35:54 Gen_loss: 1.706 Dis_loss: 0.8205 Cls_loss: N/A Topk: N/A ada_p: 0.2529
[INFO] 2021-10-22 13:58:51 > Step: 614400 Progress: 61.4% Elapsed: 6 days, 0:36:56 Gen_loss: 1.685 Dis_loss: 1.125 Cls_loss: N/A Topk: N/A ada_p: 0.2524
[INFO] 2021-10-22 13:59:54 > Step: 614500 Progress: 61.5% Elapsed: 6 days, 0:37:59 Gen_loss: 1.071 Dis_loss: 1.137 Cls_loss: N/A Topk: N/A ada_p: 0.252
[INFO] 2021-10-22 14:00:57 > Step: 614600 Progress: 61.5% Elapsed: 6 days, 0:39:01 Gen_loss: 1.084 Dis_loss: 0.9155 Cls_loss: N/A Topk: N/A ada_p: 0.2525
[INFO] 2021-10-22 14:02:09 > Step: 614700 Progress: 61.5% Elapsed: 6 days, 0:40:14 Gen_loss: 1.546 Dis_loss: 0.7267 Cls_loss: N/A Topk: N/A ada_p: 0.25
[INFO] 2021-10-22 14:03:11 > Step: 614800 Progress: 61.5% Elapsed: 6 days, 0:41:16 Gen_loss: 0.5966 Dis_loss: 1.01 Cls_loss: N/A Topk: N/A ada_p: 0.2497
[INFO] 2021-10-22 14:04:15 > Step: 614900 Progress: 61.5% Elapsed: 6 days, 0:42:19 Gen_loss: 0.8581 Dis_loss: 0.9181 Cls_loss: N/A Topk: N/A ada_p: 0.2493
[INFO] 2021-10-22 14:05:17 > Step: 615000 Progress: 61.5% Elapsed: 6 days, 0:43:21 Gen_loss: 1.694 Dis_loss: 1.139 Cls_loss: N/A Topk: N/A ada_p: 0.2499
[INFO] 2021-10-22 14:06:19 > Step: 615100 Progress: 61.5% Elapsed: 6 days, 0:44:24 Gen_loss: 1.457 Dis_loss: 0.6774 Cls_loss: N/A Topk: N/A ada_p: 0.2481
[INFO] 2021-10-22 14:07:22 > Step: 615200 Progress: 61.5% Elapsed: 6 days, 0:45:27 Gen_loss: 1.814 Dis_loss: 0.809 Cls_loss: N/A Topk: N/A ada_p: 0.2499
[INFO] 2021-10-22 14:08:24 > Step: 615300 Progress: 61.5% Elapsed: 6 days, 0:46:29 Gen_loss: 1.749 Dis_loss: 0.9585 Cls_loss: N/A Topk: N/A ada_p: 0.249
[INFO] 2021-10-22 14:09:27 > Step: 615400 Progress: 61.5% Elapsed: 6 days, 0:47:32 Gen_loss: 0.6084 Dis_loss: 1.049 Cls_loss: N/A Topk: N/A ada_p: 0.2497
[INFO] 2021-10-22 14:10:40 > Step: 615500 Progress: 61.6% Elapsed: 6 days, 0:48:44 Gen_loss: 1.527 Dis_loss: 0.8684 Cls_loss: N/A Topk: N/A ada_p: 0.2515
[INFO] 2021-10-22 14:11:43 > Step: 615600 Progress: 61.6% Elapsed: 6 days, 0:49:47 Gen_loss: 1.144 Dis_loss: 1.108 Cls_loss: N/A Topk: N/A ada_p: 0.2479
[INFO] 2021-10-22 14:12:45 > Step: 615700 Progress: 61.6% Elapsed: 6 days, 0:50:50 Gen_loss: 2.074 Dis_loss: 0.9573 Cls_loss: N/A Topk: N/A ada_p: 0.2506
[INFO] 2021-10-22 14:13:48 > Step: 615800 Progress: 61.6% Elapsed: 6 days, 0:51:53 Gen_loss: 1.368 Dis_loss: 0.6894 Cls_loss: N/A Topk: N/A ada_p: 0.2496
[INFO] 2021-10-22 14:14:50 > Step: 615900 Progress: 61.6% Elapsed: 6 days, 0:52:55 Gen_loss: 1.162 Dis_loss: 0.8334 Cls_loss: N/A Topk: N/A ada_p: 0.2534
[INFO] 2021-10-22 14:15:52 > Step: 616000 Progress: 61.6% Elapsed: 6 days, 0:53:57 Gen_loss: 0.8571 Dis_loss: 0.6889 Cls_loss: N/A Topk: N/A ada_p: 0.2488
[INFO] 2021-10-22 14:16:55 > Step: 616100 Progress: 61.6% Elapsed: 6 days, 0:54:59 Gen_loss: 1.256 Dis_loss: 0.8257 Cls_loss: N/A Topk: N/A ada_p: 0.2497
[INFO] 2021-10-22 14:17:57 > Step: 616200 Progress: 61.6% Elapsed: 6 days, 0:56:02 Gen_loss: 1.538 Dis_loss: 0.8514 Cls_loss: N/A Topk: N/A ada_p: 0.2495
[INFO] 2021-10-22 14:19:10 > Step: 616300 Progress: 61.6% Elapsed: 6 days, 0:57:14 Gen_loss: 1.115 Dis_loss: 0.7635 Cls_loss: N/A Topk: N/A ada_p: 0.2549
[INFO] 2021-10-22 14:20:12 > Step: 616400 Progress: 61.6% Elapsed: 6 days, 0:58:17 Gen_loss: 1.418 Dis_loss: 0.9388 Cls_loss: N/A Topk: N/A ada_p: 0.2546
[INFO] 2021-10-22 14:21:15 > Step: 616500 Progress: 61.7% Elapsed: 6 days, 0:59:19 Gen_loss: 0.9659 Dis_loss: 0.9654 Cls_loss: N/A Topk: N/A ada_p: 0.2542
[INFO] 2021-10-22 14:22:17 > Step: 616600 Progress: 61.7% Elapsed: 6 days, 1:00:21 Gen_loss: 0.9723 Dis_loss: 0.999 Cls_loss: N/A Topk: N/A ada_p: 0.2514
[INFO] 2021-10-22 14:23:19 > Step: 616700 Progress: 61.7% Elapsed: 6 days, 1:01:24 Gen_loss: 1.005 Dis_loss: 1.156 Cls_loss: N/A Topk: N/A ada_p: 0.2517
[INFO] 2021-10-22 14:24:21 > Step: 616800 Progress: 61.7% Elapsed: 6 days, 1:02:26 Gen_loss: 1.077 Dis_loss: 0.9258 Cls_loss: N/A Topk: N/A ada_p: 0.2511
[INFO] 2021-10-22 14:25:24 > Step: 616900 Progress: 61.7% Elapsed: 6 days, 1:03:28 Gen_loss: 1.344 Dis_loss: 0.942 Cls_loss: N/A Topk: N/A ada_p: 0.2536
[INFO] 2021-10-22 14:26:37 > Step: 617000 Progress: 61.7% Elapsed: 6 days, 1:04:41 Gen_loss: 1.504 Dis_loss: 0.8166 Cls_loss: N/A Topk: N/A ada_p: 0.2513
[INFO] 2021-10-22 14:27:39 > Step: 617100 Progress: 61.7% Elapsed: 6 days, 1:05:43 Gen_loss: 1.216 Dis_loss: 0.846 Cls_loss: N/A Topk: N/A ada_p: 0.2531
[INFO] 2021-10-22 14:28:42 > Step: 617200 Progress: 61.7% Elapsed: 6 days, 1:06:46 Gen_loss: 1.036 Dis_loss: 0.7904 Cls_loss: N/A Topk: N/A ada_p: 0.2513
[INFO] 2021-10-22 14:29:44 > Step: 617300 Progress: 61.7% Elapsed: 6 days, 1:07:49 Gen_loss: 1.273 Dis_loss: 0.6176 Cls_loss: N/A Topk: N/A ada_p: 0.2493
[INFO] 2021-10-22 14:30:46 > Step: 617400 Progress: 61.7% Elapsed: 6 days, 1:08:51 Gen_loss: 1.368 Dis_loss: 1.072 Cls_loss: N/A Topk: N/A ada_p: 0.2488
[INFO] 2021-10-22 14:31:48 > Step: 617500 Progress: 61.8% Elapsed: 6 days, 1:09:53 Gen_loss: 1.158 Dis_loss: 0.8523 Cls_loss: N/A Topk: N/A ada_p: 0.2463
[INFO] 2021-10-22 14:32:51 > Step: 617600 Progress: 61.8% Elapsed: 6 days, 1:10:55 Gen_loss: 1.669 Dis_loss: 1.392 Cls_loss: N/A Topk: N/A ada_p: 0.2478
[INFO] 2021-10-22 14:33:53 > Step: 617700 Progress: 61.8% Elapsed: 6 days, 1:11:58 Gen_loss: 1.141 Dis_loss: 0.8422 Cls_loss: N/A Topk: N/A ada_p: 0.2505
[INFO] 2021-10-22 14:35:06 > Step: 617800 Progress: 61.8% Elapsed: 6 days, 1:13:10 Gen_loss: 0.7859 Dis_loss: 0.9914 Cls_loss: N/A Topk: N/A ada_p: 0.2533
[INFO] 2021-10-22 14:36:09 > Step: 617900 Progress: 61.8% Elapsed: 6 days, 1:14:13 Gen_loss: 1.329 Dis_loss: 0.9379 Cls_loss: N/A Topk: N/A ada_p: 0.2508
[INFO] 2021-10-22 14:37:11 > Step: 618000 Progress: 61.8% Elapsed: 6 days, 1:15:16 Gen_loss: 1.856 Dis_loss: 0.757 Cls_loss: N/A Topk: N/A ada_p: 0.252
[INFO] 2021-10-22 14:38:14 > Step: 618100 Progress: 61.8% Elapsed: 6 days, 1:16:18 Gen_loss: 1.324 Dis_loss: 0.9515 Cls_loss: N/A Topk: N/A ada_p: 0.2491
[INFO] 2021-10-22 14:39:16 > Step: 618200 Progress: 61.8% Elapsed: 6 days, 1:17:21 Gen_loss: 1.035 Dis_loss: 0.9499 Cls_loss: N/A Topk: N/A ada_p: 0.2519
[INFO] 2021-10-22 14:40:18 > Step: 618300 Progress: 61.8% Elapsed: 6 days, 1:18:23 Gen_loss: 1.48 Dis_loss: 0.6646 Cls_loss: N/A Topk: N/A ada_p: 0.2511
[INFO] 2021-10-22 14:41:21 > Step: 618400 Progress: 61.8% Elapsed: 6 days, 1:19:26 Gen_loss: 1.987 Dis_loss: 1.345 Cls_loss: N/A Topk: N/A ada_p: 0.2534
[INFO] 2021-10-22 14:42:24 > Step: 618500 Progress: 61.9% Elapsed: 6 days, 1:20:29 Gen_loss: 1.254 Dis_loss: 0.9304 Cls_loss: N/A Topk: N/A ada_p: 0.2528
[INFO] 2021-10-22 14:43:36 > Step: 618600 Progress: 61.9% Elapsed: 6 days, 1:21:41 Gen_loss: 0.8143 Dis_loss: 0.5377 Cls_loss: N/A Topk: N/A ada_p: 0.2533
[INFO] 2021-10-22 14:44:39 > Step: 618700 Progress: 61.9% Elapsed: 6 days, 1:22:43 Gen_loss: 1.025 Dis_loss: 1.12 Cls_loss: N/A Topk: N/A ada_p: 0.2538
[INFO] 2021-10-22 14:45:42 > Step: 618800 Progress: 61.9% Elapsed: 6 days, 1:23:46 Gen_loss: 1.018 Dis_loss: 0.8747 Cls_loss: N/A Topk: N/A ada_p: 0.2566
[INFO] 2021-10-22 14:46:44 > Step: 618900 Progress: 61.9% Elapsed: 6 days, 1:24:49 Gen_loss: 1.557 Dis_loss: 1.269 Cls_loss: N/A Topk: N/A ada_p: 0.2586
[INFO] 2021-10-22 14:47:47 > Step: 619000 Progress: 61.9% Elapsed: 6 days, 1:25:52 Gen_loss: 0.8795 Dis_loss: 1.154 Cls_loss: N/A Topk: N/A ada_p: 0.2573
[INFO] 2021-10-22 14:48:49 > Step: 619100 Progress: 61.9% Elapsed: 6 days, 1:26:54 Gen_loss: 1.399 Dis_loss: 0.948 Cls_loss: N/A Topk: N/A ada_p: 0.2522
[INFO] 2021-10-22 14:49:53 > Step: 619200 Progress: 61.9% Elapsed: 6 days, 1:27:58 Gen_loss: 1.469 Dis_loss: 0.4764 Cls_loss: N/A Topk: N/A ada_p: 0.2517
[INFO] 2021-10-22 14:50:56 > Step: 619300 Progress: 61.9% Elapsed: 6 days, 1:29:01 Gen_loss: 2.662 Dis_loss: 1.137 Cls_loss: N/A Topk: N/A ada_p: 0.2518
[INFO] 2021-10-22 14:52:09 > Step: 619400 Progress: 61.9% Elapsed: 6 days, 1:30:13 Gen_loss: 1.454 Dis_loss: 0.7358 Cls_loss: N/A Topk: N/A ada_p: 0.251
[INFO] 2021-10-22 14:53:12 > Step: 619500 Progress: 62.0% Elapsed: 6 days, 1:31:16 Gen_loss: 1.969 Dis_loss: 0.8318 Cls_loss: N/A Topk: N/A ada_p: 0.2538
[INFO] 2021-10-22 14:54:14 > Step: 619600 Progress: 62.0% Elapsed: 6 days, 1:32:19 Gen_loss: 1.13 Dis_loss: 1.068 Cls_loss: N/A Topk: N/A ada_p: 0.2536
[INFO] 2021-10-22 14:55:17 > Step: 619700 Progress: 62.0% Elapsed: 6 days, 1:33:21 Gen_loss: 2.399 Dis_loss: 1.06 Cls_loss: N/A Topk: N/A ada_p: 0.2501
[INFO] 2021-10-22 14:56:20 > Step: 619800 Progress: 62.0% Elapsed: 6 days, 1:34:25 Gen_loss: 1.632 Dis_loss: 0.4831 Cls_loss: N/A Topk: N/A ada_p: 0.2488
[INFO] 2021-10-22 14:57:23 > Step: 619900 Progress: 62.0% Elapsed: 6 days, 1:35:28 Gen_loss: 1.495 Dis_loss: 0.7645 Cls_loss: N/A Topk: N/A ada_p: 0.2517
[INFO] 2021-10-22 14:58:26 > Step: 620000 Progress: 62.0% Elapsed: 6 days, 1:36:31 Gen_loss: 1.219 Dis_loss: 0.9016 Cls_loss: N/A Topk: N/A ada_p: 0.2534
[INFO] 2021-10-22 14:58:26 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-22 14:58:26 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_620000.png
[INFO] 2021-10-22 14:58:26 > Start Evaluation (620000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-22 14:58:26 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-22 15:03:56 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-22 15:09:34 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-22 15:36:19 > Inception score (Step: 620000, 50000 generated images): 10.422120094299316
[INFO] 2021-10-22 15:36:19 > FID score (Step: 620000, Using train moments): 2.538660466374836
[INFO] 2021-10-22 15:36:19 > Improved Precision (Step: 620000, Using train images): 0.74904
[INFO] 2021-10-22 15:36:19 > Improved Recall (Step: 620000, Using train images): 0.6794
[INFO] 2021-10-22 15:36:19 > Density (Step: 620000, Using train images): 1.057752
[INFO] 2021-10-22 15:36:19 > Coverage (Step: 620000, Using train images): 0.92434
[INFO] 2021-10-22 15:36:19 > Best FID score (Step: 560000, Using train moments): 2.5338020481569856
[INFO] 2021-10-22 15:36:30 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-22 15:39:07 > Step: 620100 Progress: 62.0% Elapsed: 6 days, 2:17:11 Gen_loss: 1.677 Dis_loss: 0.7153 Cls_loss: N/A Topk: N/A ada_p: 0.2505
[INFO] 2021-10-22 15:40:28 > Step: 620200 Progress: 62.0% Elapsed: 6 days, 2:18:33 Gen_loss: 1.689 Dis_loss: 1.513 Cls_loss: N/A Topk: N/A ada_p: 0.2513
[INFO] 2021-10-22 15:41:30 > Step: 620300 Progress: 62.0% Elapsed: 6 days, 2:19:35 Gen_loss: 0.8594 Dis_loss: 1.152 Cls_loss: N/A Topk: N/A ada_p: 0.2487
[INFO] 2021-10-22 15:42:33 > Step: 620400 Progress: 62.0% Elapsed: 6 days, 2:20:38 Gen_loss: 2.039 Dis_loss: 0.9124 Cls_loss: N/A Topk: N/A ada_p: 0.2505
[INFO] 2021-10-22 15:43:36 > Step: 620500 Progress: 62.1% Elapsed: 6 days, 2:21:40 Gen_loss: 1.496 Dis_loss: 0.9943 Cls_loss: N/A Topk: N/A ada_p: 0.246
[INFO] 2021-10-22 15:44:38 > Step: 620600 Progress: 62.1% Elapsed: 6 days, 2:22:43 Gen_loss: 1.429 Dis_loss: 0.5265 Cls_loss: N/A Topk: N/A ada_p: 0.2424
[INFO] 2021-10-22 15:45:40 > Step: 620700 Progress: 62.1% Elapsed: 6 days, 2:23:45 Gen_loss: 1.428 Dis_loss: 0.5762 Cls_loss: N/A Topk: N/A ada_p: 0.2437
[INFO] 2021-10-22 15:46:42 > Step: 620800 Progress: 62.1% Elapsed: 6 days, 2:24:47 Gen_loss: 1.044 Dis_loss: 0.8776 Cls_loss: N/A Topk: N/A ada_p: 0.245
[INFO] 2021-10-22 15:47:55 > Step: 620900 Progress: 62.1% Elapsed: 6 days, 2:26:00 Gen_loss: 1.433 Dis_loss: 1.115 Cls_loss: N/A Topk: N/A ada_p: 0.2495
[INFO] 2021-10-22 15:48:57 > Step: 621000 Progress: 62.1% Elapsed: 6 days, 2:27:02 Gen_loss: 1.233 Dis_loss: 0.7908 Cls_loss: N/A Topk: N/A ada_p: 0.2525
[INFO] 2021-10-22 15:49:59 > Step: 621100 Progress: 62.1% Elapsed: 6 days, 2:28:04 Gen_loss: 0.7239 Dis_loss: 1.257 Cls_loss: N/A Topk: N/A ada_p: 0.2531
[INFO] 2021-10-22 15:51:02 > Step: 621200 Progress: 62.1% Elapsed: 6 days, 2:29:06 Gen_loss: 1.245 Dis_loss: 1.012 Cls_loss: N/A Topk: N/A ada_p: 0.2531
[INFO] 2021-10-22 15:52:04 > Step: 621300 Progress: 62.1% Elapsed: 6 days, 2:30:09 Gen_loss: 1.015 Dis_loss: 0.8519 Cls_loss: N/A Topk: N/A ada_p: 0.2537
[INFO] 2021-10-22 15:53:06 > Step: 621400 Progress: 62.1% Elapsed: 6 days, 2:31:11 Gen_loss: 1.646 Dis_loss: 0.5848 Cls_loss: N/A Topk: N/A ada_p: 0.2537
[INFO] 2021-10-22 15:54:08 > Step: 621500 Progress: 62.2% Elapsed: 6 days, 2:32:13 Gen_loss: 1.596 Dis_loss: 0.7537 Cls_loss: N/A Topk: N/A ada_p: 0.2447
[INFO] 2021-10-22 15:55:11 > Step: 621600 Progress: 62.2% Elapsed: 6 days, 2:33:15 Gen_loss: 1.485 Dis_loss: 0.6617 Cls_loss: N/A Topk: N/A ada_p: 0.2447
[INFO] 2021-10-22 15:56:23 > Step: 621700 Progress: 62.2% Elapsed: 6 days, 2:34:28 Gen_loss: 1.126 Dis_loss: 1.1 Cls_loss: N/A Topk: N/A ada_p: 0.2441
[INFO] 2021-10-22 15:57:25 > Step: 621800 Progress: 62.2% Elapsed: 6 days, 2:35:30 Gen_loss: 2.184 Dis_loss: 1.387 Cls_loss: N/A Topk: N/A ada_p: 0.2485
[INFO] 2021-10-22 15:58:27 > Step: 621900 Progress: 62.2% Elapsed: 6 days, 2:36:32 Gen_loss: 1.123 Dis_loss: 0.748 Cls_loss: N/A Topk: N/A ada_p: 0.2456
[INFO] 2021-10-22 15:59:30 > Step: 622000 Progress: 62.2% Elapsed: 6 days, 2:37:34 Gen_loss: 1.636 Dis_loss: 0.9295 Cls_loss: N/A Topk: N/A ada_p: 0.2477
[INFO] 2021-10-22 16:00:32 > Step: 622100 Progress: 62.2% Elapsed: 6 days, 2:38:37 Gen_loss: 0.8483 Dis_loss: 1.039 Cls_loss: N/A Topk: N/A ada_p: 0.2465
[INFO] 2021-10-22 16:01:35 > Step: 622200 Progress: 62.2% Elapsed: 6 days, 2:39:39 Gen_loss: 1.06 Dis_loss: 0.9035 Cls_loss: N/A Topk: N/A ada_p: 0.2476
[INFO] 2021-10-22 16:02:37 > Step: 622300 Progress: 62.2% Elapsed: 6 days, 2:40:41 Gen_loss: 1.538 Dis_loss: 0.901 Cls_loss: N/A Topk: N/A ada_p: 0.2511
[INFO] 2021-10-22 16:03:39 > Step: 622400 Progress: 62.2% Elapsed: 6 days, 2:41:44 Gen_loss: 1.448 Dis_loss: 1.119 Cls_loss: N/A Topk: N/A ada_p: 0.2522
[INFO] 2021-10-22 16:04:52 > Step: 622500 Progress: 62.3% Elapsed: 6 days, 2:42:56 Gen_loss: 1.47 Dis_loss: 0.6583 Cls_loss: N/A Topk: N/A ada_p: 0.2541
[INFO] 2021-10-22 16:05:54 > Step: 622600 Progress: 62.3% Elapsed: 6 days, 2:43:58 Gen_loss: 1.074 Dis_loss: 1.272 Cls_loss: N/A Topk: N/A ada_p: 0.2523
[INFO] 2021-10-22 16:06:56 > Step: 622700 Progress: 62.3% Elapsed: 6 days, 2:45:01 Gen_loss: 1.055 Dis_loss: 0.8235 Cls_loss: N/A Topk: N/A ada_p: 0.2497
[INFO] 2021-10-22 16:07:59 > Step: 622800 Progress: 62.3% Elapsed: 6 days, 2:46:03 Gen_loss: 0.7135 Dis_loss: 1.044 Cls_loss: N/A Topk: N/A ada_p: 0.2528
[INFO] 2021-10-22 16:09:01 > Step: 622900 Progress: 62.3% Elapsed: 6 days, 2:47:05 Gen_loss: 1.179 Dis_loss: 0.8549 Cls_loss: N/A Topk: N/A ada_p: 0.2524
[INFO] 2021-10-22 16:10:03 > Step: 623000 Progress: 62.3% Elapsed: 6 days, 2:48:08 Gen_loss: 1.357 Dis_loss: 0.8022 Cls_loss: N/A Topk: N/A ada_p: 0.2496
[INFO] 2021-10-22 16:11:05 > Step: 623100 Progress: 62.3% Elapsed: 6 days, 2:49:10 Gen_loss: 1.154 Dis_loss: 0.8228 Cls_loss: N/A Topk: N/A ada_p: 0.2509
[INFO] 2021-10-22 16:12:08 > Step: 623200 Progress: 62.3% Elapsed: 6 days, 2:50:12 Gen_loss: 1.297 Dis_loss: 0.7523 Cls_loss: N/A Topk: N/A ada_p: 0.2481
[INFO] 2021-10-22 16:13:20 > Step: 623300 Progress: 62.3% Elapsed: 6 days, 2:51:24 Gen_loss: 1.502 Dis_loss: 0.8109 Cls_loss: N/A Topk: N/A ada_p: 0.2497
[INFO] 2021-10-22 16:14:23 > Step: 623400 Progress: 62.3% Elapsed: 6 days, 2:52:27 Gen_loss: 1.603 Dis_loss: 1.068 Cls_loss: N/A Topk: N/A ada_p: 0.2546
[INFO] 2021-10-22 16:15:25 > Step: 623500 Progress: 62.4% Elapsed: 6 days, 2:53:30 Gen_loss: 1.734 Dis_loss: 0.736 Cls_loss: N/A Topk: N/A ada_p: 0.2531
[INFO] 2021-10-22 16:16:28 > Step: 623600 Progress: 62.4% Elapsed: 6 days, 2:54:32 Gen_loss: 1.786 Dis_loss: 1.263 Cls_loss: N/A Topk: N/A ada_p: 0.2543
[INFO] 2021-10-22 16:17:30 > Step: 623700 Progress: 62.4% Elapsed: 6 days, 2:55:35 Gen_loss: 1.364 Dis_loss: 0.9568 Cls_loss: N/A Topk: N/A ada_p: 0.2529
[INFO] 2021-10-22 16:18:32 > Step: 623800 Progress: 62.4% Elapsed: 6 days, 2:56:37 Gen_loss: 1.354 Dis_loss: 0.9826 Cls_loss: N/A Topk: N/A ada_p: 0.255
[INFO] 2021-10-22 16:19:35 > Step: 623900 Progress: 62.4% Elapsed: 6 days, 2:57:39 Gen_loss: 1.828 Dis_loss: 1.125 Cls_loss: N/A Topk: N/A ada_p: 0.2511
[INFO] 2021-10-22 16:20:37 > Step: 624000 Progress: 62.4% Elapsed: 6 days, 2:58:42 Gen_loss: 0.9385 Dis_loss: 0.8165 Cls_loss: N/A Topk: N/A ada_p: 0.2509
[INFO] 2021-10-22 16:21:49 > Step: 624100 Progress: 62.4% Elapsed: 6 days, 2:59:54 Gen_loss: 0.8166 Dis_loss: 1.208 Cls_loss: N/A Topk: N/A ada_p: 0.2538
[INFO] 2021-10-22 16:22:52 > Step: 624200 Progress: 62.4% Elapsed: 6 days, 3:00:56 Gen_loss: 1.398 Dis_loss: 0.7826 Cls_loss: N/A Topk: N/A ada_p: 0.2538
[INFO] 2021-10-22 16:23:55 > Step: 624300 Progress: 62.4% Elapsed: 6 days, 3:02:00 Gen_loss: 1.727 Dis_loss: 1.179 Cls_loss: N/A Topk: N/A ada_p: 0.2533
[INFO] 2021-10-22 16:24:57 > Step: 624400 Progress: 62.4% Elapsed: 6 days, 3:03:02 Gen_loss: 1.392 Dis_loss: 0.8304 Cls_loss: N/A Topk: N/A ada_p: 0.2505
[INFO] 2021-10-22 16:26:00 > Step: 624500 Progress: 62.5% Elapsed: 6 days, 3:04:05 Gen_loss: 1.294 Dis_loss: 1.08 Cls_loss: N/A Topk: N/A ada_p: 0.2465
[INFO] 2021-10-22 16:27:02 > Step: 624600 Progress: 62.5% Elapsed: 6 days, 3:05:07 Gen_loss: 1.651 Dis_loss: 0.5077 Cls_loss: N/A Topk: N/A ada_p: 0.2496
[INFO] 2021-10-22 16:28:05 > Step: 624700 Progress: 62.5% Elapsed: 6 days, 3:06:10 Gen_loss: 0.6629 Dis_loss: 0.755 Cls_loss: N/A Topk: N/A ada_p: 0.246
[INFO] 2021-10-22 16:29:08 > Step: 624800 Progress: 62.5% Elapsed: 6 days, 3:07:12 Gen_loss: 1.555 Dis_loss: 1.153 Cls_loss: N/A Topk: N/A ada_p: 0.247
[INFO] 2021-10-22 16:30:20 > Step: 624900 Progress: 62.5% Elapsed: 6 days, 3:08:25 Gen_loss: 1.725 Dis_loss: 0.9625 Cls_loss: N/A Topk: N/A ada_p: 0.2487
[INFO] 2021-10-22 16:31:23 > Step: 625000 Progress: 62.5% Elapsed: 6 days, 3:09:27 Gen_loss: 1.183 Dis_loss: 0.8159 Cls_loss: N/A Topk: N/A ada_p: 0.2472
[INFO] 2021-10-22 16:32:26 > Step: 625100 Progress: 62.5% Elapsed: 6 days, 3:10:30 Gen_loss: 1.673 Dis_loss: 0.8008 Cls_loss: N/A Topk: N/A ada_p: 0.2479
[INFO] 2021-10-22 16:33:28 > Step: 625200 Progress: 62.5% Elapsed: 6 days, 3:11:33 Gen_loss: 1.027 Dis_loss: 0.9675 Cls_loss: N/A Topk: N/A ada_p: 0.2495
[INFO] 2021-10-22 16:34:30 > Step: 625300 Progress: 62.5% Elapsed: 6 days, 3:12:35 Gen_loss: 1.402 Dis_loss: 0.7047 Cls_loss: N/A Topk: N/A ada_p: 0.2447
[INFO] 2021-10-22 16:35:33 > Step: 625400 Progress: 62.5% Elapsed: 6 days, 3:13:37 Gen_loss: 1.148 Dis_loss: 0.7743 Cls_loss: N/A Topk: N/A ada_p: 0.2455
[INFO] 2021-10-22 16:36:35 > Step: 625500 Progress: 62.5% Elapsed: 6 days, 3:14:39 Gen_loss: 1.905 Dis_loss: 0.7777 Cls_loss: N/A Topk: N/A ada_p: 0.2455
[INFO] 2021-10-22 16:37:47 > Step: 625600 Progress: 62.6% Elapsed: 6 days, 3:15:52 Gen_loss: 1.812 Dis_loss: 0.7178 Cls_loss: N/A Topk: N/A ada_p: 0.2468
[INFO] 2021-10-22 16:38:49 > Step: 625700 Progress: 62.6% Elapsed: 6 days, 3:16:54 Gen_loss: 0.9451 Dis_loss: 0.946 Cls_loss: N/A Topk: N/A ada_p: 0.2482
[INFO] 2021-10-22 16:39:52 > Step: 625800 Progress: 62.6% Elapsed: 6 days, 3:17:57 Gen_loss: 1.542 Dis_loss: 0.7751 Cls_loss: N/A Topk: N/A ada_p: 0.2464
[INFO] 2021-10-22 16:40:54 > Step: 625900 Progress: 62.6% Elapsed: 6 days, 3:18:59 Gen_loss: 1.555 Dis_loss: 0.7906 Cls_loss: N/A Topk: N/A ada_p: 0.2469
[INFO] 2021-10-22 16:41:57 > Step: 626000 Progress: 62.6% Elapsed: 6 days, 3:20:02 Gen_loss: 1.287 Dis_loss: 0.775 Cls_loss: N/A Topk: N/A ada_p: 0.2461
[INFO] 2021-10-22 16:43:00 > Step: 626100 Progress: 62.6% Elapsed: 6 days, 3:21:05 Gen_loss: 1.78 Dis_loss: 1.357 Cls_loss: N/A Topk: N/A ada_p: 0.2514
[INFO] 2021-10-22 16:44:02 > Step: 626200 Progress: 62.6% Elapsed: 6 days, 3:22:07 Gen_loss: 1.958 Dis_loss: 1.052 Cls_loss: N/A Topk: N/A ada_p: 0.2514
[INFO] 2021-10-22 16:45:05 > Step: 626300 Progress: 62.6% Elapsed: 6 days, 3:23:10 Gen_loss: 1.273 Dis_loss: 0.8331 Cls_loss: N/A Topk: N/A ada_p: 0.2524
[INFO] 2021-10-22 16:46:18 > Step: 626400 Progress: 62.6% Elapsed: 6 days, 3:24:23 Gen_loss: 1.573 Dis_loss: 0.7459 Cls_loss: N/A Topk: N/A ada_p: 0.2511
[INFO] 2021-10-22 16:47:21 > Step: 626500 Progress: 62.6% Elapsed: 6 days, 3:25:25 Gen_loss: 1.241 Dis_loss: 0.9612 Cls_loss: N/A Topk: N/A ada_p: 0.2449
[INFO] 2021-10-22 16:48:23 > Step: 626600 Progress: 62.7% Elapsed: 6 days, 3:26:28 Gen_loss: 1.06 Dis_loss: 0.758 Cls_loss: N/A Topk: N/A ada_p: 0.2446
[INFO] 2021-10-22 16:49:25 > Step: 626700 Progress: 62.7% Elapsed: 6 days, 3:27:30 Gen_loss: 1.864 Dis_loss: 0.8504 Cls_loss: N/A Topk: N/A ada_p: 0.2472
[INFO] 2021-10-22 16:50:27 > Step: 626800 Progress: 62.7% Elapsed: 6 days, 3:28:32 Gen_loss: 1.136 Dis_loss: 0.7321 Cls_loss: N/A Topk: N/A ada_p: 0.2477
[INFO] 2021-10-22 16:51:30 > Step: 626900 Progress: 62.7% Elapsed: 6 days, 3:29:34 Gen_loss: 1.011 Dis_loss: 0.843 Cls_loss: N/A Topk: N/A ada_p: 0.2496
[INFO] 2021-10-22 16:52:32 > Step: 627000 Progress: 62.7% Elapsed: 6 days, 3:30:37 Gen_loss: 0.7835 Dis_loss: 0.9593 Cls_loss: N/A Topk: N/A ada_p: 0.246
[INFO] 2021-10-22 16:53:34 > Step: 627100 Progress: 62.7% Elapsed: 6 days, 3:31:39 Gen_loss: 2.046 Dis_loss: 0.9547 Cls_loss: N/A Topk: N/A ada_p: 0.2496
[INFO] 2021-10-22 16:54:46 > Step: 627200 Progress: 62.7% Elapsed: 6 days, 3:32:51 Gen_loss: 1.731 Dis_loss: 0.7725 Cls_loss: N/A Topk: N/A ada_p: 0.2481
[INFO] 2021-10-22 16:55:49 > Step: 627300 Progress: 62.7% Elapsed: 6 days, 3:33:54 Gen_loss: 1.055 Dis_loss: 0.8665 Cls_loss: N/A Topk: N/A ada_p: 0.2467
[INFO] 2021-10-22 16:56:52 > Step: 627400 Progress: 62.7% Elapsed: 6 days, 3:34:56 Gen_loss: 0.8929 Dis_loss: 1.023 Cls_loss: N/A Topk: N/A ada_p: 0.2464
[INFO] 2021-10-22 16:57:54 > Step: 627500 Progress: 62.7% Elapsed: 6 days, 3:35:58 Gen_loss: 0.8696 Dis_loss: 0.8057 Cls_loss: N/A Topk: N/A ada_p: 0.2459
[INFO] 2021-10-22 16:58:56 > Step: 627600 Progress: 62.8% Elapsed: 6 days, 3:37:01 Gen_loss: 1.209 Dis_loss: 0.936 Cls_loss: N/A Topk: N/A ada_p: 0.2467
[INFO] 2021-10-22 16:59:58 > Step: 627700 Progress: 62.8% Elapsed: 6 days, 3:38:03 Gen_loss: 1.018 Dis_loss: 0.7615 Cls_loss: N/A Topk: N/A ada_p: 0.2483
[INFO] 2021-10-22 17:01:00 > Step: 627800 Progress: 62.8% Elapsed: 6 days, 3:39:05 Gen_loss: 2.252 Dis_loss: 1.082 Cls_loss: N/A Topk: N/A ada_p: 0.246
[INFO] 2021-10-22 17:02:03 > Step: 627900 Progress: 62.8% Elapsed: 6 days, 3:40:07 Gen_loss: 0.9575 Dis_loss: 0.6612 Cls_loss: N/A Topk: N/A ada_p: 0.2473
[INFO] 2021-10-22 17:03:15 > Step: 628000 Progress: 62.8% Elapsed: 6 days, 3:41:19 Gen_loss: 1.135 Dis_loss: 0.9766 Cls_loss: N/A Topk: N/A ada_p: 0.2414
[INFO] 2021-10-22 17:04:17 > Step: 628100 Progress: 62.8% Elapsed: 6 days, 3:42:22 Gen_loss: 1.615 Dis_loss: 0.7279 Cls_loss: N/A Topk: N/A ada_p: 0.2441
[INFO] 2021-10-22 17:05:19 > Step: 628200 Progress: 62.8% Elapsed: 6 days, 3:43:24 Gen_loss: 1.139 Dis_loss: 1.031 Cls_loss: N/A Topk: N/A ada_p: 0.2436
[INFO] 2021-10-22 17:06:22 > Step: 628300 Progress: 62.8% Elapsed: 6 days, 3:44:26 Gen_loss: 1.962 Dis_loss: 1.014 Cls_loss: N/A Topk: N/A ada_p: 0.2464
[INFO] 2021-10-22 17:07:24 > Step: 628400 Progress: 62.8% Elapsed: 6 days, 3:45:29 Gen_loss: 1.082 Dis_loss: 1.174 Cls_loss: N/A Topk: N/A ada_p: 0.2438
[INFO] 2021-10-22 17:08:27 > Step: 628500 Progress: 62.8% Elapsed: 6 days, 3:46:31 Gen_loss: 1.247 Dis_loss: 0.7064 Cls_loss: N/A Topk: N/A ada_p: 0.2458
[INFO] 2021-10-22 17:09:29 > Step: 628600 Progress: 62.9% Elapsed: 6 days, 3:47:33 Gen_loss: 0.9448 Dis_loss: 0.8183 Cls_loss: N/A Topk: N/A ada_p: 0.2499
[INFO] 2021-10-22 17:10:32 > Step: 628700 Progress: 62.9% Elapsed: 6 days, 3:48:37 Gen_loss: 1.425 Dis_loss: 0.6881 Cls_loss: N/A Topk: N/A ada_p: 0.2509
[INFO] 2021-10-22 17:11:45 > Step: 628800 Progress: 62.9% Elapsed: 6 days, 3:49:49 Gen_loss: 1.658 Dis_loss: 0.7723 Cls_loss: N/A Topk: N/A ada_p: 0.2501
[INFO] 2021-10-22 17:12:47 > Step: 628900 Progress: 62.9% Elapsed: 6 days, 3:50:52 Gen_loss: 1.517 Dis_loss: 1.251 Cls_loss: N/A Topk: N/A ada_p: 0.2502
[INFO] 2021-10-22 17:13:50 > Step: 629000 Progress: 62.9% Elapsed: 6 days, 3:51:54 Gen_loss: 1.472 Dis_loss: 0.9043 Cls_loss: N/A Topk: N/A ada_p: 0.2495
[INFO] 2021-10-22 17:14:52 > Step: 629100 Progress: 62.9% Elapsed: 6 days, 3:52:57 Gen_loss: 0.9225 Dis_loss: 0.9894 Cls_loss: N/A Topk: N/A ada_p: 0.2467
[INFO] 2021-10-22 17:15:54 > Step: 629200 Progress: 62.9% Elapsed: 6 days, 3:53:59 Gen_loss: 1.389 Dis_loss: 0.6083 Cls_loss: N/A Topk: N/A ada_p: 0.2444
[INFO] 2021-10-22 17:16:57 > Step: 629300 Progress: 62.9% Elapsed: 6 days, 3:55:01 Gen_loss: 1.18 Dis_loss: 0.9693 Cls_loss: N/A Topk: N/A ada_p: 0.2465
[INFO] 2021-10-22 17:17:59 > Step: 629400 Progress: 62.9% Elapsed: 6 days, 3:56:04 Gen_loss: 1.343 Dis_loss: 0.4845 Cls_loss: N/A Topk: N/A ada_p: 0.2506
[INFO] 2021-10-22 17:19:11 > Step: 629500 Progress: 62.9% Elapsed: 6 days, 3:57:16 Gen_loss: 1.655 Dis_loss: 0.7134 Cls_loss: N/A Topk: N/A ada_p: 0.2499
[INFO] 2021-10-22 17:20:13 > Step: 629600 Progress: 63.0% Elapsed: 6 days, 3:58:18 Gen_loss: 1.344 Dis_loss: 0.6288 Cls_loss: N/A Topk: N/A ada_p: 0.2506
[INFO] 2021-10-22 17:21:16 > Step: 629700 Progress: 63.0% Elapsed: 6 days, 3:59:21 Gen_loss: 0.9734 Dis_loss: 1.166 Cls_loss: N/A Topk: N/A ada_p: 0.252
[INFO] 2021-10-22 17:22:18 > Step: 629800 Progress: 63.0% Elapsed: 6 days, 4:00:22 Gen_loss: 0.9216 Dis_loss: 1.267 Cls_loss: N/A Topk: N/A ada_p: 0.2561
[INFO] 2021-10-22 17:23:20 > Step: 629900 Progress: 63.0% Elapsed: 6 days, 4:01:25 Gen_loss: 1.518 Dis_loss: 1.046 Cls_loss: N/A Topk: N/A ada_p: 0.2536
[INFO] 2021-10-22 17:24:22 > Step: 630000 Progress: 63.0% Elapsed: 6 days, 4:02:26 Gen_loss: 1.835 Dis_loss: 1.01 Cls_loss: N/A Topk: N/A ada_p: 0.251
[INFO] 2021-10-22 17:24:22 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-22 17:24:22 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_630000.png
[INFO] 2021-10-22 17:24:22 > Start Evaluation (630000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-22 17:24:22 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-22 17:29:52 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-22 17:35:28 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-22 18:02:50 > Inception score (Step: 630000, 50000 generated images): 10.42214298248291
[INFO] 2021-10-22 18:02:50 > FID score (Step: 630000, Using train moments): 2.4961193966329347
[INFO] 2021-10-22 18:02:50 > Improved Precision (Step: 630000, Using train images): 0.74332
[INFO] 2021-10-22 18:02:50 > Improved Recall (Step: 630000, Using train images): 0.68132
[INFO] 2021-10-22 18:02:50 > Density (Step: 630000, Using train images): 1.0595800000000002
[INFO] 2021-10-22 18:02:50 > Coverage (Step: 630000, Using train images): 0.92536
[INFO] 2021-10-22 18:02:50 > Best FID score (Step: 630000, Using train moments): 2.4961193966329347
[INFO] 2021-10-22 18:03:11 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-22 18:05:23 > Step: 630100 Progress: 63.0% Elapsed: 6 days, 4:43:27 Gen_loss: 1.541 Dis_loss: 0.6485 Cls_loss: N/A Topk: N/A ada_p: 0.2529
[INFO] 2021-10-22 18:06:24 > Step: 630200 Progress: 63.0% Elapsed: 6 days, 4:44:29 Gen_loss: 1.297 Dis_loss: 0.6675 Cls_loss: N/A Topk: N/A ada_p: 0.2488
[INFO] 2021-10-22 18:07:43 > Step: 630300 Progress: 63.0% Elapsed: 6 days, 4:45:48 Gen_loss: 0.7518 Dis_loss: 1.066 Cls_loss: N/A Topk: N/A ada_p: 0.2509
[INFO] 2021-10-22 18:08:45 > Step: 630400 Progress: 63.0% Elapsed: 6 days, 4:46:49 Gen_loss: 1.3 Dis_loss: 0.6418 Cls_loss: N/A Topk: N/A ada_p: 0.254
[INFO] 2021-10-22 18:09:47 > Step: 630500 Progress: 63.0% Elapsed: 6 days, 4:47:52 Gen_loss: 1.408 Dis_loss: 0.7393 Cls_loss: N/A Topk: N/A ada_p: 0.2502
[INFO] 2021-10-22 18:10:50 > Step: 630600 Progress: 63.1% Elapsed: 6 days, 4:48:54 Gen_loss: 1.485 Dis_loss: 1.178 Cls_loss: N/A Topk: N/A ada_p: 0.2497
[INFO] 2021-10-22 18:11:52 > Step: 630700 Progress: 63.1% Elapsed: 6 days, 4:49:57 Gen_loss: 1.368 Dis_loss: 0.9227 Cls_loss: N/A Topk: N/A ada_p: 0.2513
[INFO] 2021-10-22 18:12:54 > Step: 630800 Progress: 63.1% Elapsed: 6 days, 4:50:59 Gen_loss: 1.368 Dis_loss: 0.9407 Cls_loss: N/A Topk: N/A ada_p: 0.2513
[INFO] 2021-10-22 18:13:57 > Step: 630900 Progress: 63.1% Elapsed: 6 days, 4:52:01 Gen_loss: 1.436 Dis_loss: 0.9683 Cls_loss: N/A Topk: N/A ada_p: 0.2499
[INFO] 2021-10-22 18:14:59 > Step: 631000 Progress: 63.1% Elapsed: 6 days, 4:53:04 Gen_loss: 1.46 Dis_loss: 0.7779 Cls_loss: N/A Topk: N/A ada_p: 0.245
[INFO] 2021-10-22 18:16:12 > Step: 631100 Progress: 63.1% Elapsed: 6 days, 4:54:17 Gen_loss: 1.234 Dis_loss: 0.629 Cls_loss: N/A Topk: N/A ada_p: 0.2422
[INFO] 2021-10-22 18:17:14 > Step: 631200 Progress: 63.1% Elapsed: 6 days, 4:55:19 Gen_loss: 1.708 Dis_loss: 0.8563 Cls_loss: N/A Topk: N/A ada_p: 0.2417
[INFO] 2021-10-22 18:18:17 > Step: 631300 Progress: 63.1% Elapsed: 6 days, 4:56:22 Gen_loss: 1.045 Dis_loss: 0.9656 Cls_loss: N/A Topk: N/A ada_p: 0.2423
[INFO] 2021-10-22 18:19:19 > Step: 631400 Progress: 63.1% Elapsed: 6 days, 4:57:24 Gen_loss: 1.212 Dis_loss: 0.7048 Cls_loss: N/A Topk: N/A ada_p: 0.2472
[INFO] 2021-10-22 18:20:22 > Step: 631500 Progress: 63.1% Elapsed: 6 days, 4:58:27 Gen_loss: 1.155 Dis_loss: 0.9352 Cls_loss: N/A Topk: N/A ada_p: 0.2482
[INFO] 2021-10-22 18:21:24 > Step: 631600 Progress: 63.2% Elapsed: 6 days, 4:59:29 Gen_loss: 0.8631 Dis_loss: 0.9895 Cls_loss: N/A Topk: N/A ada_p: 0.2467
[INFO] 2021-10-22 18:22:27 > Step: 631700 Progress: 63.2% Elapsed: 6 days, 5:00:32 Gen_loss: 0.7843 Dis_loss: 1.203 Cls_loss: N/A Topk: N/A ada_p: 0.2481
[INFO] 2021-10-22 18:23:30 > Step: 631800 Progress: 63.2% Elapsed: 6 days, 5:01:35 Gen_loss: 1.191 Dis_loss: 0.7462 Cls_loss: N/A Topk: N/A ada_p: 0.2476
[INFO] 2021-10-22 18:24:43 > Step: 631900 Progress: 63.2% Elapsed: 6 days, 5:02:48 Gen_loss: 0.8065 Dis_loss: 1.451 Cls_loss: N/A Topk: N/A ada_p: 0.2483
[INFO] 2021-10-22 18:25:45 > Step: 632000 Progress: 63.2% Elapsed: 6 days, 5:03:50 Gen_loss: 1.078 Dis_loss: 1.0 Cls_loss: N/A Topk: N/A ada_p: 0.2445
[INFO] 2021-10-22 18:26:49 > Step: 632100 Progress: 63.2% Elapsed: 6 days, 5:04:53 Gen_loss: 1.198 Dis_loss: 1.05 Cls_loss: N/A Topk: N/A ada_p: 0.2454
[INFO] 2021-10-22 18:27:52 > Step: 632200 Progress: 63.2% Elapsed: 6 days, 5:05:56 Gen_loss: 1.164 Dis_loss: 1.226 Cls_loss: N/A Topk: N/A ada_p: 0.2497
[INFO] 2021-10-22 18:28:54 > Step: 632300 Progress: 63.2% Elapsed: 6 days, 5:06:59 Gen_loss: 1.194 Dis_loss: 0.6816 Cls_loss: N/A Topk: N/A ada_p: 0.2528
[INFO] 2021-10-22 18:29:57 > Step: 632400 Progress: 63.2% Elapsed: 6 days, 5:08:01 Gen_loss: 1.417 Dis_loss: 0.7749 Cls_loss: N/A Topk: N/A ada_p: 0.2513
[INFO] 2021-10-22 18:30:59 > Step: 632500 Progress: 63.2% Elapsed: 6 days, 5:09:04 Gen_loss: 1.481 Dis_loss: 0.7894 Cls_loss: N/A Topk: N/A ada_p: 0.2514
[INFO] 2021-10-22 18:32:01 > Step: 632600 Progress: 63.3% Elapsed: 6 days, 5:10:06 Gen_loss: 1.007 Dis_loss: 0.9699 Cls_loss: N/A Topk: N/A ada_p: 0.2486
[INFO] 2021-10-22 18:33:14 > Step: 632700 Progress: 63.3% Elapsed: 6 days, 5:11:19 Gen_loss: 1.794 Dis_loss: 1.019 Cls_loss: N/A Topk: N/A ada_p: 0.2458
[INFO] 2021-10-22 18:34:16 > Step: 632800 Progress: 63.3% Elapsed: 6 days, 5:12:21 Gen_loss: 0.9473 Dis_loss: 0.7972 Cls_loss: N/A Topk: N/A ada_p: 0.2445
[INFO] 2021-10-22 18:35:19 > Step: 632900 Progress: 63.3% Elapsed: 6 days, 5:13:23 Gen_loss: 1.413 Dis_loss: 0.9253 Cls_loss: N/A Topk: N/A ada_p: 0.2469
[INFO] 2021-10-22 18:36:21 > Step: 633000 Progress: 63.3% Elapsed: 6 days, 5:14:25 Gen_loss: 1.3 Dis_loss: 0.6718 Cls_loss: N/A Topk: N/A ada_p: 0.2495
[INFO] 2021-10-22 18:37:23 > Step: 633100 Progress: 63.3% Elapsed: 6 days, 5:15:28 Gen_loss: 1.471 Dis_loss: 0.8639 Cls_loss: N/A Topk: N/A ada_p: 0.2502
[INFO] 2021-10-22 18:38:25 > Step: 633200 Progress: 63.3% Elapsed: 6 days, 5:16:30 Gen_loss: 2.225 Dis_loss: 1.072 Cls_loss: N/A Topk: N/A ada_p: 0.2515
[INFO] 2021-10-22 18:39:28 > Step: 633300 Progress: 63.3% Elapsed: 6 days, 5:17:32 Gen_loss: 1.407 Dis_loss: 0.7455 Cls_loss: N/A Topk: N/A ada_p: 0.2514
[INFO] 2021-10-22 18:40:40 > Step: 633400 Progress: 63.3% Elapsed: 6 days, 5:18:45 Gen_loss: 1.772 Dis_loss: 0.7648 Cls_loss: N/A Topk: N/A ada_p: 0.2532
[INFO] 2021-10-22 18:41:42 > Step: 633500 Progress: 63.3% Elapsed: 6 days, 5:19:47 Gen_loss: 1.232 Dis_loss: 0.7795 Cls_loss: N/A Topk: N/A ada_p: 0.2509
[INFO] 2021-10-22 18:42:45 > Step: 633600 Progress: 63.4% Elapsed: 6 days, 5:20:49 Gen_loss: 1.247 Dis_loss: 0.7659 Cls_loss: N/A Topk: N/A ada_p: 0.2537
[INFO] 2021-10-22 18:43:47 > Step: 633700 Progress: 63.4% Elapsed: 6 days, 5:21:52 Gen_loss: 1.952 Dis_loss: 0.7227 Cls_loss: N/A Topk: N/A ada_p: 0.2572
[INFO] 2021-10-22 18:44:50 > Step: 633800 Progress: 63.4% Elapsed: 6 days, 5:22:54 Gen_loss: 1.766 Dis_loss: 0.8294 Cls_loss: N/A Topk: N/A ada_p: 0.252
[INFO] 2021-10-22 18:45:52 > Step: 633900 Progress: 63.4% Elapsed: 6 days, 5:23:56 Gen_loss: 1.356 Dis_loss: 1.155 Cls_loss: N/A Topk: N/A ada_p: 0.2495
[INFO] 2021-10-22 18:46:54 > Step: 634000 Progress: 63.4% Elapsed: 6 days, 5:24:59 Gen_loss: 0.8507 Dis_loss: 1.2 Cls_loss: N/A Topk: N/A ada_p: 0.2546
[INFO] 2021-10-22 18:47:56 > Step: 634100 Progress: 63.4% Elapsed: 6 days, 5:26:01 Gen_loss: 1.072 Dis_loss: 0.8183 Cls_loss: N/A Topk: N/A ada_p: 0.2578
[INFO] 2021-10-22 18:49:09 > Step: 634200 Progress: 63.4% Elapsed: 6 days, 5:27:14 Gen_loss: 1.064 Dis_loss: 0.8053 Cls_loss: N/A Topk: N/A ada_p: 0.2529
[INFO] 2021-10-22 18:50:12 > Step: 634300 Progress: 63.4% Elapsed: 6 days, 5:28:17 Gen_loss: 1.257 Dis_loss: 1.041 Cls_loss: N/A Topk: N/A ada_p: 0.2563
[INFO] 2021-10-22 18:51:15 > Step: 634400 Progress: 63.4% Elapsed: 6 days, 5:29:20 Gen_loss: 1.209 Dis_loss: 0.8991 Cls_loss: N/A Topk: N/A ada_p: 0.2552
[INFO] 2021-10-22 18:52:18 > Step: 634500 Progress: 63.4% Elapsed: 6 days, 5:30:22 Gen_loss: 1.696 Dis_loss: 1.116 Cls_loss: N/A Topk: N/A ada_p: 0.2549
[INFO] 2021-10-22 18:53:22 > Step: 634600 Progress: 63.5% Elapsed: 6 days, 5:31:26 Gen_loss: 1.311 Dis_loss: 0.7988 Cls_loss: N/A Topk: N/A ada_p: 0.2536
[INFO] 2021-10-22 18:54:24 > Step: 634700 Progress: 63.5% Elapsed: 6 days, 5:32:29 Gen_loss: 1.639 Dis_loss: 0.7618 Cls_loss: N/A Topk: N/A ada_p: 0.2577
[INFO] 2021-10-22 18:55:26 > Step: 634800 Progress: 63.5% Elapsed: 6 days, 5:33:31 Gen_loss: 1.893 Dis_loss: 0.8122 Cls_loss: N/A Topk: N/A ada_p: 0.2549
[INFO] 2021-10-22 18:56:28 > Step: 634900 Progress: 63.5% Elapsed: 6 days, 5:34:33 Gen_loss: 1.451 Dis_loss: 0.6675 Cls_loss: N/A Topk: N/A ada_p: 0.2524
[INFO] 2021-10-22 18:57:42 > Step: 635000 Progress: 63.5% Elapsed: 6 days, 5:35:46 Gen_loss: 1.008 Dis_loss: 0.8402 Cls_loss: N/A Topk: N/A ada_p: 0.2524
[INFO] 2021-10-22 18:58:44 > Step: 635100 Progress: 63.5% Elapsed: 6 days, 5:36:49 Gen_loss: 1.133 Dis_loss: 1.014 Cls_loss: N/A Topk: N/A ada_p: 0.2534
[INFO] 2021-10-22 18:59:47 > Step: 635200 Progress: 63.5% Elapsed: 6 days, 5:37:51 Gen_loss: 0.8743 Dis_loss: 0.5051 Cls_loss: N/A Topk: N/A ada_p: 0.2552
[INFO] 2021-10-22 19:00:49 > Step: 635300 Progress: 63.5% Elapsed: 6 days, 5:38:54 Gen_loss: 1.087 Dis_loss: 0.9527 Cls_loss: N/A Topk: N/A ada_p: 0.2538
[INFO] 2021-10-22 19:01:51 > Step: 635400 Progress: 63.5% Elapsed: 6 days, 5:39:56 Gen_loss: 1.303 Dis_loss: 1.003 Cls_loss: N/A Topk: N/A ada_p: 0.2505
[INFO] 2021-10-22 19:02:54 > Step: 635500 Progress: 63.5% Elapsed: 6 days, 5:40:58 Gen_loss: 1.191 Dis_loss: 0.7456 Cls_loss: N/A Topk: N/A ada_p: 0.2502
[INFO] 2021-10-22 19:03:56 > Step: 635600 Progress: 63.6% Elapsed: 6 days, 5:42:01 Gen_loss: 1.334 Dis_loss: 0.5732 Cls_loss: N/A Topk: N/A ada_p: 0.2502
[INFO] 2021-10-22 19:04:59 > Step: 635700 Progress: 63.6% Elapsed: 6 days, 5:43:04 Gen_loss: 1.367 Dis_loss: 0.6641 Cls_loss: N/A Topk: N/A ada_p: 0.2511
[INFO] 2021-10-22 19:06:12 > Step: 635800 Progress: 63.6% Elapsed: 6 days, 5:44:16 Gen_loss: 1.747 Dis_loss: 0.9637 Cls_loss: N/A Topk: N/A ada_p: 0.2506
[INFO] 2021-10-22 19:07:14 > Step: 635900 Progress: 63.6% Elapsed: 6 days, 5:45:18 Gen_loss: 1.318 Dis_loss: 0.8584 Cls_loss: N/A Topk: N/A ada_p: 0.2514
[INFO] 2021-10-22 19:08:16 > Step: 636000 Progress: 63.6% Elapsed: 6 days, 5:46:21 Gen_loss: 1.582 Dis_loss: 0.7823 Cls_loss: N/A Topk: N/A ada_p: 0.2552
[INFO] 2021-10-22 19:09:19 > Step: 636100 Progress: 63.6% Elapsed: 6 days, 5:47:23 Gen_loss: 1.221 Dis_loss: 0.8586 Cls_loss: N/A Topk: N/A ada_p: 0.2533
[INFO] 2021-10-22 19:10:21 > Step: 636200 Progress: 63.6% Elapsed: 6 days, 5:48:26 Gen_loss: 1.001 Dis_loss: 1.353 Cls_loss: N/A Topk: N/A ada_p: 0.2538
[INFO] 2021-10-22 19:11:23 > Step: 636300 Progress: 63.6% Elapsed: 6 days, 5:49:28 Gen_loss: 1.714 Dis_loss: 1.055 Cls_loss: N/A Topk: N/A ada_p: 0.2518
[INFO] 2021-10-22 19:12:26 > Step: 636400 Progress: 63.6% Elapsed: 6 days, 5:50:30 Gen_loss: 1.643 Dis_loss: 0.9828 Cls_loss: N/A Topk: N/A ada_p: 0.2482
[INFO] 2021-10-22 19:13:28 > Step: 636500 Progress: 63.6% Elapsed: 6 days, 5:51:32 Gen_loss: 1.623 Dis_loss: 0.6323 Cls_loss: N/A Topk: N/A ada_p: 0.2486
[INFO] 2021-10-22 19:14:41 > Step: 636600 Progress: 63.7% Elapsed: 6 days, 5:52:46 Gen_loss: 2.086 Dis_loss: 1.216 Cls_loss: N/A Topk: N/A ada_p: 0.2496
[INFO] 2021-10-22 19:15:44 > Step: 636700 Progress: 63.7% Elapsed: 6 days, 5:53:48 Gen_loss: 1.586 Dis_loss: 1.105 Cls_loss: N/A Topk: N/A ada_p: 0.2468
[INFO] 2021-10-22 19:16:46 > Step: 636800 Progress: 63.7% Elapsed: 6 days, 5:54:51 Gen_loss: 0.8757 Dis_loss: 1.45 Cls_loss: N/A Topk: N/A ada_p: 0.244
[INFO] 2021-10-22 19:17:48 > Step: 636900 Progress: 63.7% Elapsed: 6 days, 5:55:53 Gen_loss: 1.688 Dis_loss: 0.9532 Cls_loss: N/A Topk: N/A ada_p: 0.2456
[INFO] 2021-10-22 19:18:51 > Step: 637000 Progress: 63.7% Elapsed: 6 days, 5:56:55 Gen_loss: 1.414 Dis_loss: 0.9226 Cls_loss: N/A Topk: N/A ada_p: 0.2444
[INFO] 2021-10-22 19:19:53 > Step: 637100 Progress: 63.7% Elapsed: 6 days, 5:57:58 Gen_loss: 1.228 Dis_loss: 0.9822 Cls_loss: N/A Topk: N/A ada_p: 0.2459
[INFO] 2021-10-22 19:20:55 > Step: 637200 Progress: 63.7% Elapsed: 6 days, 5:59:00 Gen_loss: 1.825 Dis_loss: 1.017 Cls_loss: N/A Topk: N/A ada_p: 0.2431
[INFO] 2021-10-22 19:22:08 > Step: 637300 Progress: 63.7% Elapsed: 6 days, 6:00:13 Gen_loss: 1.124 Dis_loss: 0.9211 Cls_loss: N/A Topk: N/A ada_p: 0.244
[INFO] 2021-10-22 19:23:10 > Step: 637400 Progress: 63.7% Elapsed: 6 days, 6:01:15 Gen_loss: 1.184 Dis_loss: 0.831 Cls_loss: N/A Topk: N/A ada_p: 0.2481
[INFO] 2021-10-22 19:24:13 > Step: 637500 Progress: 63.7% Elapsed: 6 days, 6:02:17 Gen_loss: 1.892 Dis_loss: 0.5072 Cls_loss: N/A Topk: N/A ada_p: 0.2506
[INFO] 2021-10-22 19:25:15 > Step: 637600 Progress: 63.8% Elapsed: 6 days, 6:03:19 Gen_loss: 1.131 Dis_loss: 1.213 Cls_loss: N/A Topk: N/A ada_p: 0.2488
[INFO] 2021-10-22 19:26:17 > Step: 637700 Progress: 63.8% Elapsed: 6 days, 6:04:22 Gen_loss: 1.278 Dis_loss: 1.125 Cls_loss: N/A Topk: N/A ada_p: 0.2428
[INFO] 2021-10-22 19:27:20 > Step: 637800 Progress: 63.8% Elapsed: 6 days, 6:05:24 Gen_loss: 0.9168 Dis_loss: 0.9733 Cls_loss: N/A Topk: N/A ada_p: 0.2444
[INFO] 2021-10-22 19:28:22 > Step: 637900 Progress: 63.8% Elapsed: 6 days, 6:06:26 Gen_loss: 1.116 Dis_loss: 0.9464 Cls_loss: N/A Topk: N/A ada_p: 0.2454
[INFO] 2021-10-22 19:29:24 > Step: 638000 Progress: 63.8% Elapsed: 6 days, 6:07:28 Gen_loss: 1.76 Dis_loss: 0.9607 Cls_loss: N/A Topk: N/A ada_p: 0.2426
[INFO] 2021-10-22 19:30:37 > Step: 638100 Progress: 63.8% Elapsed: 6 days, 6:08:41 Gen_loss: 1.521 Dis_loss: 0.6436 Cls_loss: N/A Topk: N/A ada_p: 0.2442
[INFO] 2021-10-22 19:31:39 > Step: 638200 Progress: 63.8% Elapsed: 6 days, 6:09:43 Gen_loss: 1.597 Dis_loss: 0.8882 Cls_loss: N/A Topk: N/A ada_p: 0.2455
[INFO] 2021-10-22 19:32:41 > Step: 638300 Progress: 63.8% Elapsed: 6 days, 6:10:46 Gen_loss: 1.307 Dis_loss: 0.9358 Cls_loss: N/A Topk: N/A ada_p: 0.2453
[INFO] 2021-10-22 19:33:44 > Step: 638400 Progress: 63.8% Elapsed: 6 days, 6:11:48 Gen_loss: 1.757 Dis_loss: 0.9589 Cls_loss: N/A Topk: N/A ada_p: 0.246
[INFO] 2021-10-22 19:34:46 > Step: 638500 Progress: 63.8% Elapsed: 6 days, 6:12:50 Gen_loss: 1.494 Dis_loss: 0.8687 Cls_loss: N/A Topk: N/A ada_p: 0.2474
[INFO] 2021-10-22 19:35:48 > Step: 638600 Progress: 63.9% Elapsed: 6 days, 6:13:53 Gen_loss: 1.367 Dis_loss: 0.7912 Cls_loss: N/A Topk: N/A ada_p: 0.2469
[INFO] 2021-10-22 19:36:51 > Step: 638700 Progress: 63.9% Elapsed: 6 days, 6:14:56 Gen_loss: 1.623 Dis_loss: 0.6913 Cls_loss: N/A Topk: N/A ada_p: 0.2449
[INFO] 2021-10-22 19:37:53 > Step: 638800 Progress: 63.9% Elapsed: 6 days, 6:15:58 Gen_loss: 1.787 Dis_loss: 0.806 Cls_loss: N/A Topk: N/A ada_p: 0.2446
[INFO] 2021-10-22 19:39:06 > Step: 638900 Progress: 63.9% Elapsed: 6 days, 6:17:11 Gen_loss: 1.082 Dis_loss: 0.8609 Cls_loss: N/A Topk: N/A ada_p: 0.2424
[INFO] 2021-10-22 19:40:09 > Step: 639000 Progress: 63.9% Elapsed: 6 days, 6:18:13 Gen_loss: 1.186 Dis_loss: 1.038 Cls_loss: N/A Topk: N/A ada_p: 0.2432
[INFO] 2021-10-22 19:41:11 > Step: 639100 Progress: 63.9% Elapsed: 6 days, 6:19:16 Gen_loss: 1.417 Dis_loss: 0.9959 Cls_loss: N/A Topk: N/A ada_p: 0.246
[INFO] 2021-10-22 19:42:13 > Step: 639200 Progress: 63.9% Elapsed: 6 days, 6:20:18 Gen_loss: 1.122 Dis_loss: 0.96 Cls_loss: N/A Topk: N/A ada_p: 0.2476
[INFO] 2021-10-22 19:43:16 > Step: 639300 Progress: 63.9% Elapsed: 6 days, 6:21:21 Gen_loss: 1.114 Dis_loss: 1.003 Cls_loss: N/A Topk: N/A ada_p: 0.2477
[INFO] 2021-10-22 19:44:19 > Step: 639400 Progress: 63.9% Elapsed: 6 days, 6:22:23 Gen_loss: 1.264 Dis_loss: 0.8891 Cls_loss: N/A Topk: N/A ada_p: 0.2528
[INFO] 2021-10-22 19:45:21 > Step: 639500 Progress: 63.9% Elapsed: 6 days, 6:23:26 Gen_loss: 1.419 Dis_loss: 0.7199 Cls_loss: N/A Topk: N/A ada_p: 0.2584
[INFO] 2021-10-22 19:46:23 > Step: 639600 Progress: 64.0% Elapsed: 6 days, 6:24:28 Gen_loss: 1.425 Dis_loss: 0.9253 Cls_loss: N/A Topk: N/A ada_p: 0.2589
[INFO] 2021-10-22 19:47:36 > Step: 639700 Progress: 64.0% Elapsed: 6 days, 6:25:41 Gen_loss: 1.443 Dis_loss: 0.5034 Cls_loss: N/A Topk: N/A ada_p: 0.2573
[INFO] 2021-10-22 19:48:39 > Step: 639800 Progress: 64.0% Elapsed: 6 days, 6:26:44 Gen_loss: 1.136 Dis_loss: 1.451 Cls_loss: N/A Topk: N/A ada_p: 0.2542
[INFO] 2021-10-22 19:49:42 > Step: 639900 Progress: 64.0% Elapsed: 6 days, 6:27:46 Gen_loss: 1.37 Dis_loss: 0.8067 Cls_loss: N/A Topk: N/A ada_p: 0.255
[INFO] 2021-10-22 19:50:44 > Step: 640000 Progress: 64.0% Elapsed: 6 days, 6:28:49 Gen_loss: 1.58 Dis_loss: 0.6742 Cls_loss: N/A Topk: N/A ada_p: 0.2557
[INFO] 2021-10-22 19:50:44 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-22 19:50:44 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_640000.png
[INFO] 2021-10-22 19:50:44 > Start Evaluation (640000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-22 19:50:44 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-22 19:56:14 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-22 20:01:51 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-22 20:29:27 > Inception score (Step: 640000, 50000 generated images): 10.42198657989502
[INFO] 2021-10-22 20:29:27 > FID score (Step: 640000, Using train moments): 2.5160565758120583
[INFO] 2021-10-22 20:29:27 > Improved Precision (Step: 640000, Using train images): 0.74434
[INFO] 2021-10-22 20:29:27 > Improved Recall (Step: 640000, Using train images): 0.67778
[INFO] 2021-10-22 20:29:27 > Density (Step: 640000, Using train images): 1.054336
[INFO] 2021-10-22 20:29:27 > Coverage (Step: 640000, Using train images): 0.9263
[INFO] 2021-10-22 20:29:27 > Best FID score (Step: 630000, Using train moments): 2.4961193966329347
[INFO] 2021-10-22 20:29:38 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-22 20:32:21 > Step: 640100 Progress: 64.0% Elapsed: 6 days, 7:10:26 Gen_loss: 1.223 Dis_loss: 0.6153 Cls_loss: N/A Topk: N/A ada_p: 0.2533
[INFO] 2021-10-22 20:33:22 > Step: 640200 Progress: 64.0% Elapsed: 6 days, 7:11:27 Gen_loss: 1.36 Dis_loss: 0.7833 Cls_loss: N/A Topk: N/A ada_p: 0.2541
[INFO] 2021-10-22 20:34:24 > Step: 640300 Progress: 64.0% Elapsed: 6 days, 7:12:28 Gen_loss: 1.028 Dis_loss: 0.8829 Cls_loss: N/A Topk: N/A ada_p: 0.2538
[INFO] 2021-10-22 20:35:25 > Step: 640400 Progress: 64.0% Elapsed: 6 days, 7:13:30 Gen_loss: 1.763 Dis_loss: 0.6686 Cls_loss: N/A Topk: N/A ada_p: 0.2525
[INFO] 2021-10-22 20:36:44 > Step: 640500 Progress: 64.0% Elapsed: 6 days, 7:14:49 Gen_loss: 0.9047 Dis_loss: 0.6453 Cls_loss: N/A Topk: N/A ada_p: 0.2499
[INFO] 2021-10-22 20:37:47 > Step: 640600 Progress: 64.1% Elapsed: 6 days, 7:15:52 Gen_loss: 1.742 Dis_loss: 0.8871 Cls_loss: N/A Topk: N/A ada_p: 0.2478
[INFO] 2021-10-22 20:38:49 > Step: 640700 Progress: 64.1% Elapsed: 6 days, 7:16:54 Gen_loss: 1.527 Dis_loss: 0.8824 Cls_loss: N/A Topk: N/A ada_p: 0.2527
[INFO] 2021-10-22 20:39:51 > Step: 640800 Progress: 64.1% Elapsed: 6 days, 7:17:56 Gen_loss: 1.215 Dis_loss: 0.8854 Cls_loss: N/A Topk: N/A ada_p: 0.2532
[INFO] 2021-10-22 20:40:53 > Step: 640900 Progress: 64.1% Elapsed: 6 days, 7:18:58 Gen_loss: 1.072 Dis_loss: 0.7956 Cls_loss: N/A Topk: N/A ada_p: 0.2569
[INFO] 2021-10-22 20:41:56 > Step: 641000 Progress: 64.1% Elapsed: 6 days, 7:20:00 Gen_loss: 1.131 Dis_loss: 0.7289 Cls_loss: N/A Topk: N/A ada_p: 0.2533
[INFO] 2021-10-22 20:42:57 > Step: 641100 Progress: 64.1% Elapsed: 6 days, 7:21:02 Gen_loss: 0.701 Dis_loss: 1.03 Cls_loss: N/A Topk: N/A ada_p: 0.2551
[INFO] 2021-10-22 20:43:59 > Step: 641200 Progress: 64.1% Elapsed: 6 days, 7:22:04 Gen_loss: 1.375 Dis_loss: 0.9719 Cls_loss: N/A Topk: N/A ada_p: 0.2536
[INFO] 2021-10-22 20:45:12 > Step: 641300 Progress: 64.1% Elapsed: 6 days, 7:23:17 Gen_loss: 1.014 Dis_loss: 0.7908 Cls_loss: N/A Topk: N/A ada_p: 0.2501
[INFO] 2021-10-22 20:46:14 > Step: 641400 Progress: 64.1% Elapsed: 6 days, 7:24:19 Gen_loss: 1.352 Dis_loss: 0.7072 Cls_loss: N/A Topk: N/A ada_p: 0.2493
[INFO] 2021-10-22 20:47:16 > Step: 641500 Progress: 64.1% Elapsed: 6 days, 7:25:21 Gen_loss: 1.397 Dis_loss: 1.224 Cls_loss: N/A Topk: N/A ada_p: 0.2496
[INFO] 2021-10-22 20:48:18 > Step: 641600 Progress: 64.2% Elapsed: 6 days, 7:26:23 Gen_loss: 1.192 Dis_loss: 0.6089 Cls_loss: N/A Topk: N/A ada_p: 0.2501
[INFO] 2021-10-22 20:49:21 > Step: 641700 Progress: 64.2% Elapsed: 6 days, 7:27:26 Gen_loss: 1.744 Dis_loss: 1.007 Cls_loss: N/A Topk: N/A ada_p: 0.2531
[INFO] 2021-10-22 20:50:24 > Step: 641800 Progress: 64.2% Elapsed: 6 days, 7:28:28 Gen_loss: 1.937 Dis_loss: 0.975 Cls_loss: N/A Topk: N/A ada_p: 0.2582
[INFO] 2021-10-22 20:51:26 > Step: 641900 Progress: 64.2% Elapsed: 6 days, 7:29:31 Gen_loss: 1.166 Dis_loss: 0.6021 Cls_loss: N/A Topk: N/A ada_p: 0.2556
[INFO] 2021-10-22 20:52:39 > Step: 642000 Progress: 64.2% Elapsed: 6 days, 7:30:44 Gen_loss: 1.434 Dis_loss: 0.3748 Cls_loss: N/A Topk: N/A ada_p: 0.2566
[INFO] 2021-10-22 20:53:41 > Step: 642100 Progress: 64.2% Elapsed: 6 days, 7:31:46 Gen_loss: 1.356 Dis_loss: 1.067 Cls_loss: N/A Topk: N/A ada_p: 0.2588
[INFO] 2021-10-22 20:54:44 > Step: 642200 Progress: 64.2% Elapsed: 6 days, 7:32:48 Gen_loss: 1.521 Dis_loss: 1.078 Cls_loss: N/A Topk: N/A ada_p: 0.2563
[INFO] 2021-10-22 20:55:47 > Step: 642300 Progress: 64.2% Elapsed: 6 days, 7:33:52 Gen_loss: 1.312 Dis_loss: 1.142 Cls_loss: N/A Topk: N/A ada_p: 0.2581
[INFO] 2021-10-22 20:56:49 > Step: 642400 Progress: 64.2% Elapsed: 6 days, 7:34:54 Gen_loss: 1.585 Dis_loss: 1.217 Cls_loss: N/A Topk: N/A ada_p: 0.2565
[INFO] 2021-10-22 20:57:52 > Step: 642500 Progress: 64.2% Elapsed: 6 days, 7:35:57 Gen_loss: 1.461 Dis_loss: 0.9566 Cls_loss: N/A Topk: N/A ada_p: 0.2561
[INFO] 2021-10-22 20:58:55 > Step: 642600 Progress: 64.3% Elapsed: 6 days, 7:37:00 Gen_loss: 1.232 Dis_loss: 0.9602 Cls_loss: N/A Topk: N/A ada_p: 0.2505
[INFO] 2021-10-22 20:59:58 > Step: 642700 Progress: 64.3% Elapsed: 6 days, 7:38:02 Gen_loss: 0.7778 Dis_loss: 1.092 Cls_loss: N/A Topk: N/A ada_p: 0.252
[INFO] 2021-10-22 21:01:11 > Step: 642800 Progress: 64.3% Elapsed: 6 days, 7:39:16 Gen_loss: 0.7462 Dis_loss: 1.006 Cls_loss: N/A Topk: N/A ada_p: 0.2525
[INFO] 2021-10-22 21:02:14 > Step: 642900 Progress: 64.3% Elapsed: 6 days, 7:40:19 Gen_loss: 1.285 Dis_loss: 1.073 Cls_loss: N/A Topk: N/A ada_p: 0.2532
[INFO] 2021-10-22 21:03:17 > Step: 643000 Progress: 64.3% Elapsed: 6 days, 7:41:21 Gen_loss: 1.167 Dis_loss: 0.8828 Cls_loss: N/A Topk: N/A ada_p: 0.2547
[INFO] 2021-10-22 21:04:19 > Step: 643100 Progress: 64.3% Elapsed: 6 days, 7:42:23 Gen_loss: 1.321 Dis_loss: 0.8131 Cls_loss: N/A Topk: N/A ada_p: 0.2583
[INFO] 2021-10-22 21:05:21 > Step: 643200 Progress: 64.3% Elapsed: 6 days, 7:43:26 Gen_loss: 2.206 Dis_loss: 1.469 Cls_loss: N/A Topk: N/A ada_p: 0.2614
[INFO] 2021-10-22 21:06:23 > Step: 643300 Progress: 64.3% Elapsed: 6 days, 7:44:28 Gen_loss: 0.9191 Dis_loss: 1.038 Cls_loss: N/A Topk: N/A ada_p: 0.2572
[INFO] 2021-10-22 21:07:26 > Step: 643400 Progress: 64.3% Elapsed: 6 days, 7:45:30 Gen_loss: 1.564 Dis_loss: 0.8498 Cls_loss: N/A Topk: N/A ada_p: 0.2574
[INFO] 2021-10-22 21:08:28 > Step: 643500 Progress: 64.3% Elapsed: 6 days, 7:46:32 Gen_loss: 1.598 Dis_loss: 0.7147 Cls_loss: N/A Topk: N/A ada_p: 0.2572
[INFO] 2021-10-22 21:09:40 > Step: 643600 Progress: 64.4% Elapsed: 6 days, 7:47:45 Gen_loss: 1.725 Dis_loss: 0.7976 Cls_loss: N/A Topk: N/A ada_p: 0.2587
[INFO] 2021-10-22 21:10:43 > Step: 643700 Progress: 64.4% Elapsed: 6 days, 7:48:48 Gen_loss: 0.835 Dis_loss: 0.8354 Cls_loss: N/A Topk: N/A ada_p: 0.2624
[INFO] 2021-10-22 21:11:46 > Step: 643800 Progress: 64.4% Elapsed: 6 days, 7:49:51 Gen_loss: 2.181 Dis_loss: 1.037 Cls_loss: N/A Topk: N/A ada_p: 0.2639
[INFO] 2021-10-22 21:12:48 > Step: 643900 Progress: 64.4% Elapsed: 6 days, 7:50:53 Gen_loss: 1.854 Dis_loss: 0.8343 Cls_loss: N/A Topk: N/A ada_p: 0.2568
[INFO] 2021-10-22 21:13:51 > Step: 644000 Progress: 64.4% Elapsed: 6 days, 7:51:55 Gen_loss: 2.825 Dis_loss: 0.8334 Cls_loss: N/A Topk: N/A ada_p: 0.2552
[INFO] 2021-10-22 21:14:53 > Step: 644100 Progress: 64.4% Elapsed: 6 days, 7:52:58 Gen_loss: 1.412 Dis_loss: 0.9497 Cls_loss: N/A Topk: N/A ada_p: 0.2572
[INFO] 2021-10-22 21:15:56 > Step: 644200 Progress: 64.4% Elapsed: 6 days, 7:54:01 Gen_loss: 1.258 Dis_loss: 0.7758 Cls_loss: N/A Topk: N/A ada_p: 0.2579
[INFO] 2021-10-22 21:16:59 > Step: 644300 Progress: 64.4% Elapsed: 6 days, 7:55:03 Gen_loss: 1.614 Dis_loss: 1.016 Cls_loss: N/A Topk: N/A ada_p: 0.2587
[INFO] 2021-10-22 21:18:11 > Step: 644400 Progress: 64.4% Elapsed: 6 days, 7:56:16 Gen_loss: 1.625 Dis_loss: 1.22 Cls_loss: N/A Topk: N/A ada_p: 0.2582
[INFO] 2021-10-22 21:19:15 > Step: 644500 Progress: 64.5% Elapsed: 6 days, 7:57:19 Gen_loss: 1.299 Dis_loss: 0.8807 Cls_loss: N/A Topk: N/A ada_p: 0.2591
[INFO] 2021-10-22 21:20:17 > Step: 644600 Progress: 64.5% Elapsed: 6 days, 7:58:22 Gen_loss: 1.218 Dis_loss: 0.998 Cls_loss: N/A Topk: N/A ada_p: 0.2578
[INFO] 2021-10-22 21:21:21 > Step: 644700 Progress: 64.5% Elapsed: 6 days, 7:59:25 Gen_loss: 1.503 Dis_loss: 0.9394 Cls_loss: N/A Topk: N/A ada_p: 0.2583
[INFO] 2021-10-22 21:22:23 > Step: 644800 Progress: 64.5% Elapsed: 6 days, 8:00:27 Gen_loss: 0.7996 Dis_loss: 1.288 Cls_loss: N/A Topk: N/A ada_p: 0.257
[INFO] 2021-10-22 21:23:25 > Step: 644900 Progress: 64.5% Elapsed: 6 days, 8:01:30 Gen_loss: 1.432 Dis_loss: 0.9992 Cls_loss: N/A Topk: N/A ada_p: 0.2564
[INFO] 2021-10-22 21:24:27 > Step: 645000 Progress: 64.5% Elapsed: 6 days, 8:02:32 Gen_loss: 0.673 Dis_loss: 0.8546 Cls_loss: N/A Topk: N/A ada_p: 0.2561
[INFO] 2021-10-22 21:25:30 > Step: 645100 Progress: 64.5% Elapsed: 6 days, 8:03:34 Gen_loss: 1.009 Dis_loss: 0.8683 Cls_loss: N/A Topk: N/A ada_p: 0.2559
[INFO] 2021-10-22 21:26:42 > Step: 645200 Progress: 64.5% Elapsed: 6 days, 8:04:47 Gen_loss: 1.408 Dis_loss: 0.85 Cls_loss: N/A Topk: N/A ada_p: 0.2541
[INFO] 2021-10-22 21:27:45 > Step: 645300 Progress: 64.5% Elapsed: 6 days, 8:05:49 Gen_loss: 1.235 Dis_loss: 0.7561 Cls_loss: N/A Topk: N/A ada_p: 0.2496
[INFO] 2021-10-22 21:28:47 > Step: 645400 Progress: 64.5% Elapsed: 6 days, 8:06:52 Gen_loss: 1.403 Dis_loss: 0.7721 Cls_loss: N/A Topk: N/A ada_p: 0.247
[INFO] 2021-10-22 21:29:49 > Step: 645500 Progress: 64.5% Elapsed: 6 days, 8:07:54 Gen_loss: 1.03 Dis_loss: 0.8181 Cls_loss: N/A Topk: N/A ada_p: 0.2463
[INFO] 2021-10-22 21:30:51 > Step: 645600 Progress: 64.6% Elapsed: 6 days, 8:08:56 Gen_loss: 1.366 Dis_loss: 0.903 Cls_loss: N/A Topk: N/A ada_p: 0.2465
[INFO] 2021-10-22 21:31:55 > Step: 645700 Progress: 64.6% Elapsed: 6 days, 8:09:59 Gen_loss: 1.756 Dis_loss: 0.5782 Cls_loss: N/A Topk: N/A ada_p: 0.2559
[INFO] 2021-10-22 21:32:57 > Step: 645800 Progress: 64.6% Elapsed: 6 days, 8:11:02 Gen_loss: 1.409 Dis_loss: 1.116 Cls_loss: N/A Topk: N/A ada_p: 0.2561
[INFO] 2021-10-22 21:34:10 > Step: 645900 Progress: 64.6% Elapsed: 6 days, 8:12:14 Gen_loss: 0.8285 Dis_loss: 0.6219 Cls_loss: N/A Topk: N/A ada_p: 0.2536
[INFO] 2021-10-22 21:35:11 > Step: 646000 Progress: 64.6% Elapsed: 6 days, 8:13:16 Gen_loss: 1.266 Dis_loss: 0.7244 Cls_loss: N/A Topk: N/A ada_p: 0.2523
[INFO] 2021-10-22 21:36:14 > Step: 646100 Progress: 64.6% Elapsed: 6 days, 8:14:19 Gen_loss: 1.077 Dis_loss: 0.6768 Cls_loss: N/A Topk: N/A ada_p: 0.254
[INFO] 2021-10-22 21:37:17 > Step: 646200 Progress: 64.6% Elapsed: 6 days, 8:15:22 Gen_loss: 1.75 Dis_loss: 1.178 Cls_loss: N/A Topk: N/A ada_p: 0.2522
[INFO] 2021-10-22 21:38:20 > Step: 646300 Progress: 64.6% Elapsed: 6 days, 8:16:24 Gen_loss: 1.066 Dis_loss: 0.9775 Cls_loss: N/A Topk: N/A ada_p: 0.2534
[INFO] 2021-10-22 21:39:22 > Step: 646400 Progress: 64.6% Elapsed: 6 days, 8:17:26 Gen_loss: 1.641 Dis_loss: 0.58 Cls_loss: N/A Topk: N/A ada_p: 0.255
[INFO] 2021-10-22 21:40:24 > Step: 646500 Progress: 64.6% Elapsed: 6 days, 8:18:29 Gen_loss: 1.713 Dis_loss: 0.8082 Cls_loss: N/A Topk: N/A ada_p: 0.2579
[INFO] 2021-10-22 21:41:26 > Step: 646600 Progress: 64.7% Elapsed: 6 days, 8:19:31 Gen_loss: 0.8175 Dis_loss: 1.612 Cls_loss: N/A Topk: N/A ada_p: 0.2559
[INFO] 2021-10-22 21:42:39 > Step: 646700 Progress: 64.7% Elapsed: 6 days, 8:20:44 Gen_loss: 1.144 Dis_loss: 1.126 Cls_loss: N/A Topk: N/A ada_p: 0.2554
[INFO] 2021-10-22 21:43:41 > Step: 646800 Progress: 64.7% Elapsed: 6 days, 8:21:45 Gen_loss: 1.755 Dis_loss: 0.7491 Cls_loss: N/A Topk: N/A ada_p: 0.2559
[INFO] 2021-10-22 21:44:43 > Step: 646900 Progress: 64.7% Elapsed: 6 days, 8:22:48 Gen_loss: 1.711 Dis_loss: 0.9297 Cls_loss: N/A Topk: N/A ada_p: 0.2542
[INFO] 2021-10-22 21:45:45 > Step: 647000 Progress: 64.7% Elapsed: 6 days, 8:23:50 Gen_loss: 1.276 Dis_loss: 0.8316 Cls_loss: N/A Topk: N/A ada_p: 0.2527
[INFO] 2021-10-22 21:46:48 > Step: 647100 Progress: 64.7% Elapsed: 6 days, 8:24:52 Gen_loss: 1.024 Dis_loss: 0.8165 Cls_loss: N/A Topk: N/A ada_p: 0.2532
[INFO] 2021-10-22 21:47:50 > Step: 647200 Progress: 64.7% Elapsed: 6 days, 8:25:54 Gen_loss: 1.481 Dis_loss: 0.6598 Cls_loss: N/A Topk: N/A ada_p: 0.2504
[INFO] 2021-10-22 21:48:52 > Step: 647300 Progress: 64.7% Elapsed: 6 days, 8:26:57 Gen_loss: 1.575 Dis_loss: 1.137 Cls_loss: N/A Topk: N/A ada_p: 0.25
[INFO] 2021-10-22 21:49:54 > Step: 647400 Progress: 64.7% Elapsed: 6 days, 8:27:59 Gen_loss: 1.305 Dis_loss: 0.7235 Cls_loss: N/A Topk: N/A ada_p: 0.2518
[INFO] 2021-10-22 21:51:07 > Step: 647500 Progress: 64.8% Elapsed: 6 days, 8:29:11 Gen_loss: 1.589 Dis_loss: 0.795 Cls_loss: N/A Topk: N/A ada_p: 0.2472
[INFO] 2021-10-22 21:52:09 > Step: 647600 Progress: 64.8% Elapsed: 6 days, 8:30:14 Gen_loss: 1.886 Dis_loss: 0.9164 Cls_loss: N/A Topk: N/A ada_p: 0.252
[INFO] 2021-10-22 21:53:12 > Step: 647700 Progress: 64.8% Elapsed: 6 days, 8:31:16 Gen_loss: 1.164 Dis_loss: 0.7727 Cls_loss: N/A Topk: N/A ada_p: 0.255
[INFO] 2021-10-22 21:54:14 > Step: 647800 Progress: 64.8% Elapsed: 6 days, 8:32:18 Gen_loss: 1.409 Dis_loss: 0.7581 Cls_loss: N/A Topk: N/A ada_p: 0.255
[INFO] 2021-10-22 21:55:16 > Step: 647900 Progress: 64.8% Elapsed: 6 days, 8:33:21 Gen_loss: 1.185 Dis_loss: 0.9285 Cls_loss: N/A Topk: N/A ada_p: 0.2563
[INFO] 2021-10-22 21:56:18 > Step: 648000 Progress: 64.8% Elapsed: 6 days, 8:34:22 Gen_loss: 1.298 Dis_loss: 0.9401 Cls_loss: N/A Topk: N/A ada_p: 0.2547
[INFO] 2021-10-22 21:57:20 > Step: 648100 Progress: 64.8% Elapsed: 6 days, 8:35:25 Gen_loss: 1.099 Dis_loss: 0.8913 Cls_loss: N/A Topk: N/A ada_p: 0.2525
[INFO] 2021-10-22 21:58:22 > Step: 648200 Progress: 64.8% Elapsed: 6 days, 8:36:27 Gen_loss: 1.26 Dis_loss: 0.7193 Cls_loss: N/A Topk: N/A ada_p: 0.2518
[INFO] 2021-10-22 21:59:34 > Step: 648300 Progress: 64.8% Elapsed: 6 days, 8:37:39 Gen_loss: 1.278 Dis_loss: 0.9708 Cls_loss: N/A Topk: N/A ada_p: 0.2543
[INFO] 2021-10-22 22:00:37 > Step: 648400 Progress: 64.8% Elapsed: 6 days, 8:38:41 Gen_loss: 1.583 Dis_loss: 0.8534 Cls_loss: N/A Topk: N/A ada_p: 0.2551
[INFO] 2021-10-22 22:01:39 > Step: 648500 Progress: 64.8% Elapsed: 6 days, 8:39:44 Gen_loss: 1.26 Dis_loss: 0.9088 Cls_loss: N/A Topk: N/A ada_p: 0.2511
[INFO] 2021-10-22 22:02:41 > Step: 648600 Progress: 64.9% Elapsed: 6 days, 8:40:46 Gen_loss: 1.389 Dis_loss: 0.9183 Cls_loss: N/A Topk: N/A ada_p: 0.2532
[INFO] 2021-10-22 22:03:43 > Step: 648700 Progress: 64.9% Elapsed: 6 days, 8:41:48 Gen_loss: 1.326 Dis_loss: 0.7707 Cls_loss: N/A Topk: N/A ada_p: 0.2527
[INFO] 2021-10-22 22:04:46 > Step: 648800 Progress: 64.9% Elapsed: 6 days, 8:42:50 Gen_loss: 1.854 Dis_loss: 0.8221 Cls_loss: N/A Topk: N/A ada_p: 0.2501
[INFO] 2021-10-22 22:05:48 > Step: 648900 Progress: 64.9% Elapsed: 6 days, 8:43:52 Gen_loss: 0.858 Dis_loss: 0.9927 Cls_loss: N/A Topk: N/A ada_p: 0.2566
[INFO] 2021-10-22 22:06:50 > Step: 649000 Progress: 64.9% Elapsed: 6 days, 8:44:54 Gen_loss: 1.331 Dis_loss: 0.7619 Cls_loss: N/A Topk: N/A ada_p: 0.2551
[INFO] 2021-10-22 22:08:04 > Step: 649100 Progress: 64.9% Elapsed: 6 days, 8:46:08 Gen_loss: 1.357 Dis_loss: 0.7758 Cls_loss: N/A Topk: N/A ada_p: 0.2513
[INFO] 2021-10-22 22:09:06 > Step: 649200 Progress: 64.9% Elapsed: 6 days, 8:47:11 Gen_loss: 1.471 Dis_loss: 1.045 Cls_loss: N/A Topk: N/A ada_p: 0.2531
[INFO] 2021-10-22 22:10:09 > Step: 649300 Progress: 64.9% Elapsed: 6 days, 8:48:14 Gen_loss: 1.7 Dis_loss: 0.7101 Cls_loss: N/A Topk: N/A ada_p: 0.2557
[INFO] 2021-10-22 22:11:11 > Step: 649400 Progress: 64.9% Elapsed: 6 days, 8:49:16 Gen_loss: 1.46 Dis_loss: 0.7635 Cls_loss: N/A Topk: N/A ada_p: 0.255
[INFO] 2021-10-22 22:12:14 > Step: 649500 Progress: 65.0% Elapsed: 6 days, 8:50:18 Gen_loss: 1.697 Dis_loss: 1.01 Cls_loss: N/A Topk: N/A ada_p: 0.2575
[INFO] 2021-10-22 22:13:16 > Step: 649600 Progress: 65.0% Elapsed: 6 days, 8:51:20 Gen_loss: 1.6 Dis_loss: 0.68 Cls_loss: N/A Topk: N/A ada_p: 0.257
[INFO] 2021-10-22 22:14:18 > Step: 649700 Progress: 65.0% Elapsed: 6 days, 8:52:23 Gen_loss: 0.8907 Dis_loss: 1.262 Cls_loss: N/A Topk: N/A ada_p: 0.2559
[INFO] 2021-10-22 22:15:31 > Step: 649800 Progress: 65.0% Elapsed: 6 days, 8:53:36 Gen_loss: 1.509 Dis_loss: 1.028 Cls_loss: N/A Topk: N/A ada_p: 0.2574
[INFO] 2021-10-22 22:16:33 > Step: 649900 Progress: 65.0% Elapsed: 6 days, 8:54:38 Gen_loss: 1.614 Dis_loss: 1.047 Cls_loss: N/A Topk: N/A ada_p: 0.2559
[INFO] 2021-10-22 22:17:36 > Step: 650000 Progress: 65.0% Elapsed: 6 days, 8:55:40 Gen_loss: 1.331 Dis_loss: 0.8007 Cls_loss: N/A Topk: N/A ada_p: 0.2566
[INFO] 2021-10-22 22:17:36 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-22 22:17:36 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_650000.png
[INFO] 2021-10-22 22:17:36 > Start Evaluation (650000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-22 22:17:36 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-22 22:23:06 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-22 22:28:41 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-22 22:56:17 > Inception score (Step: 650000, 50000 generated images): 10.435698509216309
[INFO] 2021-10-22 22:56:17 > FID score (Step: 650000, Using train moments): 2.5408677990233173
[INFO] 2021-10-22 22:56:17 > Improved Precision (Step: 650000, Using train images): 0.7483
[INFO] 2021-10-22 22:56:17 > Improved Recall (Step: 650000, Using train images): 0.68146
[INFO] 2021-10-22 22:56:17 > Density (Step: 650000, Using train images): 1.065936
[INFO] 2021-10-22 22:56:17 > Coverage (Step: 650000, Using train images): 0.92772
[INFO] 2021-10-22 22:56:17 > Best FID score (Step: 630000, Using train moments): 2.4961193966329347
[INFO] 2021-10-22 22:56:28 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-22 22:58:59 > Step: 650100 Progress: 65.0% Elapsed: 6 days, 9:37:04 Gen_loss: 1.736 Dis_loss: 0.9669 Cls_loss: N/A Topk: N/A ada_p: 0.256
[INFO] 2021-10-22 23:00:01 > Step: 650200 Progress: 65.0% Elapsed: 6 days, 9:38:05 Gen_loss: 1.426 Dis_loss: 1.045 Cls_loss: N/A Topk: N/A ada_p: 0.2568
[INFO] 2021-10-22 23:01:02 > Step: 650300 Progress: 65.0% Elapsed: 6 days, 9:39:07 Gen_loss: 1.423 Dis_loss: 1.011 Cls_loss: N/A Topk: N/A ada_p: 0.2514
[INFO] 2021-10-22 23:02:05 > Step: 650400 Progress: 65.0% Elapsed: 6 days, 9:40:09 Gen_loss: 1.206 Dis_loss: 0.6473 Cls_loss: N/A Topk: N/A ada_p: 0.255
[INFO] 2021-10-22 23:03:07 > Step: 650500 Progress: 65.0% Elapsed: 6 days, 9:41:12 Gen_loss: 1.134 Dis_loss: 1.154 Cls_loss: N/A Topk: N/A ada_p: 0.2546
[INFO] 2021-10-22 23:04:27 > Step: 650600 Progress: 65.1% Elapsed: 6 days, 9:42:32 Gen_loss: 1.329 Dis_loss: 0.8335 Cls_loss: N/A Topk: N/A ada_p: 0.2574
[INFO] 2021-10-22 23:05:29 > Step: 650700 Progress: 65.1% Elapsed: 6 days, 9:43:34 Gen_loss: 0.9557 Dis_loss: 1.497 Cls_loss: N/A Topk: N/A ada_p: 0.2605
[INFO] 2021-10-22 23:06:31 > Step: 650800 Progress: 65.1% Elapsed: 6 days, 9:44:36 Gen_loss: 1.064 Dis_loss: 1.029 Cls_loss: N/A Topk: N/A ada_p: 0.261
[INFO] 2021-10-22 23:07:34 > Step: 650900 Progress: 65.1% Elapsed: 6 days, 9:45:38 Gen_loss: 1.301 Dis_loss: 0.8698 Cls_loss: N/A Topk: N/A ada_p: 0.2606
[INFO] 2021-10-22 23:08:36 > Step: 651000 Progress: 65.1% Elapsed: 6 days, 9:46:40 Gen_loss: 0.9792 Dis_loss: 0.9259 Cls_loss: N/A Topk: N/A ada_p: 0.2591
[INFO] 2021-10-22 23:09:38 > Step: 651100 Progress: 65.1% Elapsed: 6 days, 9:47:43 Gen_loss: 1.296 Dis_loss: 1.113 Cls_loss: N/A Topk: N/A ada_p: 0.2588
[INFO] 2021-10-22 23:10:40 > Step: 651200 Progress: 65.1% Elapsed: 6 days, 9:48:45 Gen_loss: 2.673 Dis_loss: 1.149 Cls_loss: N/A Topk: N/A ada_p: 0.255
[INFO] 2021-10-22 23:11:43 > Step: 651300 Progress: 65.1% Elapsed: 6 days, 9:49:47 Gen_loss: 1.223 Dis_loss: 0.9517 Cls_loss: N/A Topk: N/A ada_p: 0.2587
[INFO] 2021-10-22 23:12:56 > Step: 651400 Progress: 65.1% Elapsed: 6 days, 9:51:00 Gen_loss: 0.7745 Dis_loss: 0.9728 Cls_loss: N/A Topk: N/A ada_p: 0.2574
[INFO] 2021-10-22 23:13:58 > Step: 651500 Progress: 65.1% Elapsed: 6 days, 9:52:02 Gen_loss: 1.799 Dis_loss: 0.9567 Cls_loss: N/A Topk: N/A ada_p: 0.261
[INFO] 2021-10-22 23:15:01 > Step: 651600 Progress: 65.2% Elapsed: 6 days, 9:53:06 Gen_loss: 1.334 Dis_loss: 0.8147 Cls_loss: N/A Topk: N/A ada_p: 0.2648
[INFO] 2021-10-22 23:16:04 > Step: 651700 Progress: 65.2% Elapsed: 6 days, 9:54:09 Gen_loss: 1.69 Dis_loss: 0.8579 Cls_loss: N/A Topk: N/A ada_p: 0.2614
[INFO] 2021-10-22 23:17:07 > Step: 651800 Progress: 65.2% Elapsed: 6 days, 9:55:12 Gen_loss: 1.78 Dis_loss: 0.836 Cls_loss: N/A Topk: N/A ada_p: 0.2598
[INFO] 2021-10-22 23:18:10 > Step: 651900 Progress: 65.2% Elapsed: 6 days, 9:56:15 Gen_loss: 1.822 Dis_loss: 1.216 Cls_loss: N/A Topk: N/A ada_p: 0.2604
[INFO] 2021-10-22 23:19:12 > Step: 652000 Progress: 65.2% Elapsed: 6 days, 9:57:17 Gen_loss: 1.095 Dis_loss: 0.9325 Cls_loss: N/A Topk: N/A ada_p: 0.2583
[INFO] 2021-10-22 23:20:15 > Step: 652100 Progress: 65.2% Elapsed: 6 days, 9:58:19 Gen_loss: 1.204 Dis_loss: 0.958 Cls_loss: N/A Topk: N/A ada_p: 0.2595
[INFO] 2021-10-22 23:21:29 > Step: 652200 Progress: 65.2% Elapsed: 6 days, 9:59:34 Gen_loss: 1.107 Dis_loss: 0.6528 Cls_loss: N/A Topk: N/A ada_p: 0.2579
[INFO] 2021-10-22 23:22:31 > Step: 652300 Progress: 65.2% Elapsed: 6 days, 10:00:36 Gen_loss: 1.529 Dis_loss: 0.8575 Cls_loss: N/A Topk: N/A ada_p: 0.2584
[INFO] 2021-10-22 23:23:34 > Step: 652400 Progress: 65.2% Elapsed: 6 days, 10:01:39 Gen_loss: 1.692 Dis_loss: 0.894 Cls_loss: N/A Topk: N/A ada_p: 0.2625
[INFO] 2021-10-22 23:24:37 > Step: 652500 Progress: 65.2% Elapsed: 6 days, 10:02:41 Gen_loss: 1.368 Dis_loss: 0.8189 Cls_loss: N/A Topk: N/A ada_p: 0.2632
[INFO] 2021-10-22 23:25:39 > Step: 652600 Progress: 65.3% Elapsed: 6 days, 10:03:43 Gen_loss: 1.56 Dis_loss: 0.8328 Cls_loss: N/A Topk: N/A ada_p: 0.2606
[INFO] 2021-10-22 23:26:41 > Step: 652700 Progress: 65.3% Elapsed: 6 days, 10:04:46 Gen_loss: 0.7922 Dis_loss: 0.9272 Cls_loss: N/A Topk: N/A ada_p: 0.2583
[INFO] 2021-10-22 23:27:43 > Step: 652800 Progress: 65.3% Elapsed: 6 days, 10:05:48 Gen_loss: 1.638 Dis_loss: 1.065 Cls_loss: N/A Topk: N/A ada_p: 0.2581
[INFO] 2021-10-22 23:28:46 > Step: 652900 Progress: 65.3% Elapsed: 6 days, 10:06:50 Gen_loss: 0.9723 Dis_loss: 0.7307 Cls_loss: N/A Topk: N/A ada_p: 0.2607
[INFO] 2021-10-22 23:29:58 > Step: 653000 Progress: 65.3% Elapsed: 6 days, 10:08:02 Gen_loss: 1.538 Dis_loss: 1.013 Cls_loss: N/A Topk: N/A ada_p: 0.2638
[INFO] 2021-10-22 23:31:00 > Step: 653100 Progress: 65.3% Elapsed: 6 days, 10:09:05 Gen_loss: 1.318 Dis_loss: 0.8358 Cls_loss: N/A Topk: N/A ada_p: 0.2646
[INFO] 2021-10-22 23:32:02 > Step: 653200 Progress: 65.3% Elapsed: 6 days, 10:10:07 Gen_loss: 1.295 Dis_loss: 0.6658 Cls_loss: N/A Topk: N/A ada_p: 0.2648
[INFO] 2021-10-22 23:33:05 > Step: 653300 Progress: 65.3% Elapsed: 6 days, 10:11:09 Gen_loss: 1.348 Dis_loss: 0.7661 Cls_loss: N/A Topk: N/A ada_p: 0.2568
[INFO] 2021-10-22 23:34:07 > Step: 653400 Progress: 65.3% Elapsed: 6 days, 10:12:11 Gen_loss: 1.495 Dis_loss: 0.6487 Cls_loss: N/A Topk: N/A ada_p: 0.2575
[INFO] 2021-10-22 23:35:09 > Step: 653500 Progress: 65.3% Elapsed: 6 days, 10:13:14 Gen_loss: 0.8467 Dis_loss: 1.139 Cls_loss: N/A Topk: N/A ada_p: 0.2606
[INFO] 2021-10-22 23:36:11 > Step: 653600 Progress: 65.4% Elapsed: 6 days, 10:14:16 Gen_loss: 1.846 Dis_loss: 1.043 Cls_loss: N/A Topk: N/A ada_p: 0.2591
[INFO] 2021-10-22 23:37:24 > Step: 653700 Progress: 65.4% Elapsed: 6 days, 10:15:29 Gen_loss: 0.8506 Dis_loss: 0.6981 Cls_loss: N/A Topk: N/A ada_p: 0.2597
[INFO] 2021-10-22 23:38:26 > Step: 653800 Progress: 65.4% Elapsed: 6 days, 10:16:30 Gen_loss: 1.392 Dis_loss: 0.9605 Cls_loss: N/A Topk: N/A ada_p: 0.2582
[INFO] 2021-10-22 23:39:28 > Step: 653900 Progress: 65.4% Elapsed: 6 days, 10:17:33 Gen_loss: 1.751 Dis_loss: 0.7411 Cls_loss: N/A Topk: N/A ada_p: 0.2584
[INFO] 2021-10-22 23:40:31 > Step: 654000 Progress: 65.4% Elapsed: 6 days, 10:18:35 Gen_loss: 2.484 Dis_loss: 1.292 Cls_loss: N/A Topk: N/A ada_p: 0.2613
[INFO] 2021-10-22 23:41:33 > Step: 654100 Progress: 65.4% Elapsed: 6 days, 10:19:37 Gen_loss: 1.249 Dis_loss: 0.9129 Cls_loss: N/A Topk: N/A ada_p: 0.2627
[INFO] 2021-10-22 23:42:35 > Step: 654200 Progress: 65.4% Elapsed: 6 days, 10:20:40 Gen_loss: 1.624 Dis_loss: 0.8012 Cls_loss: N/A Topk: N/A ada_p: 0.2565
[INFO] 2021-10-22 23:43:37 > Step: 654300 Progress: 65.4% Elapsed: 6 days, 10:21:42 Gen_loss: 1.206 Dis_loss: 0.7332 Cls_loss: N/A Topk: N/A ada_p: 0.2532
[INFO] 2021-10-22 23:44:39 > Step: 654400 Progress: 65.4% Elapsed: 6 days, 10:22:44 Gen_loss: 1.084 Dis_loss: 0.8804 Cls_loss: N/A Topk: N/A ada_p: 0.2519
[INFO] 2021-10-22 23:45:52 > Step: 654500 Progress: 65.5% Elapsed: 6 days, 10:23:57 Gen_loss: 1.637 Dis_loss: 0.5961 Cls_loss: N/A Topk: N/A ada_p: 0.2515
[INFO] 2021-10-22 23:46:54 > Step: 654600 Progress: 65.5% Elapsed: 6 days, 10:24:58 Gen_loss: 1.582 Dis_loss: 1.222 Cls_loss: N/A Topk: N/A ada_p: 0.2533
[INFO] 2021-10-22 23:47:56 > Step: 654700 Progress: 65.5% Elapsed: 6 days, 10:26:01 Gen_loss: 0.9678 Dis_loss: 0.7934 Cls_loss: N/A Topk: N/A ada_p: 0.2523
[INFO] 2021-10-22 23:48:58 > Step: 654800 Progress: 65.5% Elapsed: 6 days, 10:27:03 Gen_loss: 1.965 Dis_loss: 0.7089 Cls_loss: N/A Topk: N/A ada_p: 0.2495
[INFO] 2021-10-22 23:50:01 > Step: 654900 Progress: 65.5% Elapsed: 6 days, 10:28:06 Gen_loss: 1.742 Dis_loss: 0.7907 Cls_loss: N/A Topk: N/A ada_p: 0.2501
[INFO] 2021-10-22 23:51:03 > Step: 655000 Progress: 65.5% Elapsed: 6 days, 10:29:08 Gen_loss: 1.763 Dis_loss: 0.8811 Cls_loss: N/A Topk: N/A ada_p: 0.2542
[INFO] 2021-10-22 23:52:05 > Step: 655100 Progress: 65.5% Elapsed: 6 days, 10:30:10 Gen_loss: 1.883 Dis_loss: 1.012 Cls_loss: N/A Topk: N/A ada_p: 0.2537
[INFO] 2021-10-22 23:53:07 > Step: 655200 Progress: 65.5% Elapsed: 6 days, 10:31:12 Gen_loss: 1.047 Dis_loss: 0.9779 Cls_loss: N/A Topk: N/A ada_p: 0.2527
[INFO] 2021-10-22 23:54:20 > Step: 655300 Progress: 65.5% Elapsed: 6 days, 10:32:24 Gen_loss: 1.436 Dis_loss: 0.6433 Cls_loss: N/A Topk: N/A ada_p: 0.2505
[INFO] 2021-10-22 23:55:22 > Step: 655400 Progress: 65.5% Elapsed: 6 days, 10:33:26 Gen_loss: 1.629 Dis_loss: 0.6651 Cls_loss: N/A Topk: N/A ada_p: 0.2525
[INFO] 2021-10-22 23:56:24 > Step: 655500 Progress: 65.5% Elapsed: 6 days, 10:34:29 Gen_loss: 1.173 Dis_loss: 0.7329 Cls_loss: N/A Topk: N/A ada_p: 0.2533
[INFO] 2021-10-22 23:57:26 > Step: 655600 Progress: 65.6% Elapsed: 6 days, 10:35:31 Gen_loss: 1.151 Dis_loss: 0.6589 Cls_loss: N/A Topk: N/A ada_p: 0.2515
[INFO] 2021-10-22 23:58:29 > Step: 655700 Progress: 65.6% Elapsed: 6 days, 10:36:34 Gen_loss: 1.189 Dis_loss: 1.255 Cls_loss: N/A Topk: N/A ada_p: 0.2565
[INFO] 2021-10-22 23:59:32 > Step: 655800 Progress: 65.6% Elapsed: 6 days, 10:37:37 Gen_loss: 1.154 Dis_loss: 0.9723 Cls_loss: N/A Topk: N/A ada_p: 0.254
[INFO] 2021-10-23 00:00:34 > Step: 655900 Progress: 65.6% Elapsed: 6 days, 10:38:39 Gen_loss: 1.289 Dis_loss: 0.9426 Cls_loss: N/A Topk: N/A ada_p: 0.2524
[INFO] 2021-10-23 00:01:36 > Step: 656000 Progress: 65.6% Elapsed: 6 days, 10:39:41 Gen_loss: 1.19 Dis_loss: 0.92 Cls_loss: N/A Topk: N/A ada_p: 0.257
[INFO] 2021-10-23 00:02:49 > Step: 656100 Progress: 65.6% Elapsed: 6 days, 10:40:53 Gen_loss: 1.442 Dis_loss: 1.457 Cls_loss: N/A Topk: N/A ada_p: 0.2559
[INFO] 2021-10-23 00:03:51 > Step: 656200 Progress: 65.6% Elapsed: 6 days, 10:41:56 Gen_loss: 1.354 Dis_loss: 0.9075 Cls_loss: N/A Topk: N/A ada_p: 0.2531
[INFO] 2021-10-23 00:04:55 > Step: 656300 Progress: 65.6% Elapsed: 6 days, 10:42:59 Gen_loss: 1.778 Dis_loss: 1.017 Cls_loss: N/A Topk: N/A ada_p: 0.2502
[INFO] 2021-10-23 00:05:57 > Step: 656400 Progress: 65.6% Elapsed: 6 days, 10:44:02 Gen_loss: 1.815 Dis_loss: 0.907 Cls_loss: N/A Topk: N/A ada_p: 0.251
[INFO] 2021-10-23 00:06:59 > Step: 656500 Progress: 65.6% Elapsed: 6 days, 10:45:04 Gen_loss: 1.121 Dis_loss: 0.7744 Cls_loss: N/A Topk: N/A ada_p: 0.2499
[INFO] 2021-10-23 00:08:02 > Step: 656600 Progress: 65.7% Elapsed: 6 days, 10:46:07 Gen_loss: 0.7354 Dis_loss: 0.7549 Cls_loss: N/A Topk: N/A ada_p: 0.2506
[INFO] 2021-10-23 00:09:05 > Step: 656700 Progress: 65.7% Elapsed: 6 days, 10:47:09 Gen_loss: 1.522 Dis_loss: 0.9825 Cls_loss: N/A Topk: N/A ada_p: 0.254
[INFO] 2021-10-23 00:10:07 > Step: 656800 Progress: 65.7% Elapsed: 6 days, 10:48:12 Gen_loss: 1.466 Dis_loss: 1.049 Cls_loss: N/A Topk: N/A ada_p: 0.2509
[INFO] 2021-10-23 00:11:20 > Step: 656900 Progress: 65.7% Elapsed: 6 days, 10:49:25 Gen_loss: 1.92 Dis_loss: 1.21 Cls_loss: N/A Topk: N/A ada_p: 0.2528
[INFO] 2021-10-23 00:12:22 > Step: 657000 Progress: 65.7% Elapsed: 6 days, 10:50:27 Gen_loss: 1.426 Dis_loss: 0.6806 Cls_loss: N/A Topk: N/A ada_p: 0.2536
[INFO] 2021-10-23 00:13:25 > Step: 657100 Progress: 65.7% Elapsed: 6 days, 10:51:30 Gen_loss: 1.393 Dis_loss: 0.6845 Cls_loss: N/A Topk: N/A ada_p: 0.2531
[INFO] 2021-10-23 00:14:27 > Step: 657200 Progress: 65.7% Elapsed: 6 days, 10:52:32 Gen_loss: 1.557 Dis_loss: 0.9461 Cls_loss: N/A Topk: N/A ada_p: 0.2515
[INFO] 2021-10-23 00:15:30 > Step: 657300 Progress: 65.7% Elapsed: 6 days, 10:53:34 Gen_loss: 1.859 Dis_loss: 1.074 Cls_loss: N/A Topk: N/A ada_p: 0.2547
[INFO] 2021-10-23 00:16:33 > Step: 657400 Progress: 65.7% Elapsed: 6 days, 10:54:38 Gen_loss: 1.475 Dis_loss: 0.8393 Cls_loss: N/A Topk: N/A ada_p: 0.2532
[INFO] 2021-10-23 00:17:35 > Step: 657500 Progress: 65.8% Elapsed: 6 days, 10:55:40 Gen_loss: 1.052 Dis_loss: 0.8383 Cls_loss: N/A Topk: N/A ada_p: 0.2534
[INFO] 2021-10-23 00:18:38 > Step: 657600 Progress: 65.8% Elapsed: 6 days, 10:56:43 Gen_loss: 1.477 Dis_loss: 0.8058 Cls_loss: N/A Topk: N/A ada_p: 0.2552
[INFO] 2021-10-23 00:19:51 > Step: 657700 Progress: 65.8% Elapsed: 6 days, 10:57:55 Gen_loss: 1.191 Dis_loss: 1.165 Cls_loss: N/A Topk: N/A ada_p: 0.2582
[INFO] 2021-10-23 00:20:54 > Step: 657800 Progress: 65.8% Elapsed: 6 days, 10:58:58 Gen_loss: 0.838 Dis_loss: 0.9896 Cls_loss: N/A Topk: N/A ada_p: 0.26
[INFO] 2021-10-23 00:21:56 > Step: 657900 Progress: 65.8% Elapsed: 6 days, 11:00:01 Gen_loss: 1.394 Dis_loss: 0.8237 Cls_loss: N/A Topk: N/A ada_p: 0.2577
[INFO] 2021-10-23 00:22:58 > Step: 658000 Progress: 65.8% Elapsed: 6 days, 11:01:03 Gen_loss: 2.321 Dis_loss: 1.585 Cls_loss: N/A Topk: N/A ada_p: 0.2582
[INFO] 2021-10-23 00:24:01 > Step: 658100 Progress: 65.8% Elapsed: 6 days, 11:02:06 Gen_loss: 1.344 Dis_loss: 0.9127 Cls_loss: N/A Topk: N/A ada_p: 0.2565
[INFO] 2021-10-23 00:25:03 > Step: 658200 Progress: 65.8% Elapsed: 6 days, 11:03:08 Gen_loss: 1.339 Dis_loss: 0.7083 Cls_loss: N/A Topk: N/A ada_p: 0.255
[INFO] 2021-10-23 00:26:05 > Step: 658300 Progress: 65.8% Elapsed: 6 days, 11:04:10 Gen_loss: 1.336 Dis_loss: 1.089 Cls_loss: N/A Topk: N/A ada_p: 0.2537
[INFO] 2021-10-23 00:27:18 > Step: 658400 Progress: 65.8% Elapsed: 6 days, 11:05:23 Gen_loss: 1.479 Dis_loss: 0.5737 Cls_loss: N/A Topk: N/A ada_p: 0.2547
[INFO] 2021-10-23 00:28:20 > Step: 658500 Progress: 65.8% Elapsed: 6 days, 11:06:25 Gen_loss: 1.299 Dis_loss: 1.138 Cls_loss: N/A Topk: N/A ada_p: 0.2574
[INFO] 2021-10-23 00:29:23 > Step: 658600 Progress: 65.9% Elapsed: 6 days, 11:07:27 Gen_loss: 1.687 Dis_loss: 1.151 Cls_loss: N/A Topk: N/A ada_p: 0.2566
[INFO] 2021-10-23 00:30:25 > Step: 658700 Progress: 65.9% Elapsed: 6 days, 11:08:29 Gen_loss: 1.442 Dis_loss: 0.9151 Cls_loss: N/A Topk: N/A ada_p: 0.2582
[INFO] 2021-10-23 00:31:28 > Step: 658800 Progress: 65.9% Elapsed: 6 days, 11:09:32 Gen_loss: 0.9798 Dis_loss: 1.094 Cls_loss: N/A Topk: N/A ada_p: 0.2577
[INFO] 2021-10-23 00:32:30 > Step: 658900 Progress: 65.9% Elapsed: 6 days, 11:10:35 Gen_loss: 0.9766 Dis_loss: 1.128 Cls_loss: N/A Topk: N/A ada_p: 0.257
[INFO] 2021-10-23 00:33:33 > Step: 659000 Progress: 65.9% Elapsed: 6 days, 11:11:38 Gen_loss: 1.92 Dis_loss: 0.9058 Cls_loss: N/A Topk: N/A ada_p: 0.2547
[INFO] 2021-10-23 00:34:35 > Step: 659100 Progress: 65.9% Elapsed: 6 days, 11:12:40 Gen_loss: 1.398 Dis_loss: 0.9944 Cls_loss: N/A Topk: N/A ada_p: 0.2527
[INFO] 2021-10-23 00:35:48 > Step: 659200 Progress: 65.9% Elapsed: 6 days, 11:13:53 Gen_loss: 2.134 Dis_loss: 0.2281 Cls_loss: N/A Topk: N/A ada_p: 0.2552
[INFO] 2021-10-23 00:36:50 > Step: 659300 Progress: 65.9% Elapsed: 6 days, 11:14:55 Gen_loss: 0.9218 Dis_loss: 0.7116 Cls_loss: N/A Topk: N/A ada_p: 0.2564
[INFO] 2021-10-23 00:37:52 > Step: 659400 Progress: 65.9% Elapsed: 6 days, 11:15:57 Gen_loss: 1.829 Dis_loss: 1.222 Cls_loss: N/A Topk: N/A ada_p: 0.2579
[INFO] 2021-10-23 00:38:55 > Step: 659500 Progress: 66.0% Elapsed: 6 days, 11:16:59 Gen_loss: 1.158 Dis_loss: 0.7176 Cls_loss: N/A Topk: N/A ada_p: 0.2551
[INFO] 2021-10-23 00:39:57 > Step: 659600 Progress: 66.0% Elapsed: 6 days, 11:18:02 Gen_loss: 1.849 Dis_loss: 0.9295 Cls_loss: N/A Topk: N/A ada_p: 0.2549
[INFO] 2021-10-23 00:41:00 > Step: 659700 Progress: 66.0% Elapsed: 6 days, 11:19:04 Gen_loss: 1.13 Dis_loss: 0.9939 Cls_loss: N/A Topk: N/A ada_p: 0.2522
[INFO] 2021-10-23 00:42:02 > Step: 659800 Progress: 66.0% Elapsed: 6 days, 11:20:06 Gen_loss: 1.645 Dis_loss: 1.252 Cls_loss: N/A Topk: N/A ada_p: 0.2547
[INFO] 2021-10-23 00:43:04 > Step: 659900 Progress: 66.0% Elapsed: 6 days, 11:21:08 Gen_loss: 1.064 Dis_loss: 1.147 Cls_loss: N/A Topk: N/A ada_p: 0.2547
[INFO] 2021-10-23 00:44:16 > Step: 660000 Progress: 66.0% Elapsed: 6 days, 11:22:21 Gen_loss: 1.011 Dis_loss: 0.7543 Cls_loss: N/A Topk: N/A ada_p: 0.2534
[INFO] 2021-10-23 00:44:16 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-23 00:44:17 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_660000.png
[INFO] 2021-10-23 00:44:17 > Start Evaluation (660000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-23 00:44:17 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-23 00:49:47 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-23 00:55:25 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-23 01:23:14 > Inception score (Step: 660000, 50000 generated images): 10.414432525634766
[INFO] 2021-10-23 01:23:14 > FID score (Step: 660000, Using train moments): 2.497568543837133
[INFO] 2021-10-23 01:23:14 > Improved Precision (Step: 660000, Using train images): 0.74528
[INFO] 2021-10-23 01:23:14 > Improved Recall (Step: 660000, Using train images): 0.68278
[INFO] 2021-10-23 01:23:14 > Density (Step: 660000, Using train images): 1.065336
[INFO] 2021-10-23 01:23:14 > Coverage (Step: 660000, Using train images): 0.92646
[INFO] 2021-10-23 01:23:14 > Best FID score (Step: 630000, Using train moments): 2.4961193966329347
[INFO] 2021-10-23 01:23:25 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-23 01:26:21 > Step: 660100 Progress: 66.0% Elapsed: 6 days, 12:04:26 Gen_loss: 1.526 Dis_loss: 1.075 Cls_loss: N/A Topk: N/A ada_p: 0.2528
[INFO] 2021-10-23 01:27:24 > Step: 660200 Progress: 66.0% Elapsed: 6 days, 12:05:28 Gen_loss: 1.356 Dis_loss: 0.9452 Cls_loss: N/A Topk: N/A ada_p: 0.2533
[INFO] 2021-10-23 01:28:25 > Step: 660300 Progress: 66.0% Elapsed: 6 days, 12:06:30 Gen_loss: 2.08 Dis_loss: 1.184 Cls_loss: N/A Topk: N/A ada_p: 0.2538
[INFO] 2021-10-23 01:29:27 > Step: 660400 Progress: 66.0% Elapsed: 6 days, 12:07:32 Gen_loss: 0.6859 Dis_loss: 1.068 Cls_loss: N/A Topk: N/A ada_p: 0.2505
[INFO] 2021-10-23 01:30:29 > Step: 660500 Progress: 66.0% Elapsed: 6 days, 12:08:34 Gen_loss: 1.381 Dis_loss: 1.38 Cls_loss: N/A Topk: N/A ada_p: 0.2486
[INFO] 2021-10-23 01:31:31 > Step: 660600 Progress: 66.1% Elapsed: 6 days, 12:09:36 Gen_loss: 0.9041 Dis_loss: 0.9749 Cls_loss: N/A Topk: N/A ada_p: 0.2491
[INFO] 2021-10-23 01:32:33 > Step: 660700 Progress: 66.1% Elapsed: 6 days, 12:10:38 Gen_loss: 1.241 Dis_loss: 0.7965 Cls_loss: N/A Topk: N/A ada_p: 0.2458
[INFO] 2021-10-23 01:33:53 > Step: 660800 Progress: 66.1% Elapsed: 6 days, 12:11:57 Gen_loss: 1.808 Dis_loss: 0.55 Cls_loss: N/A Topk: N/A ada_p: 0.2468
[INFO] 2021-10-23 01:34:56 > Step: 660900 Progress: 66.1% Elapsed: 6 days, 12:13:00 Gen_loss: 1.649 Dis_loss: 0.7249 Cls_loss: N/A Topk: N/A ada_p: 0.2474
[INFO] 2021-10-23 01:35:59 > Step: 661000 Progress: 66.1% Elapsed: 6 days, 12:14:03 Gen_loss: 1.876 Dis_loss: 1.07 Cls_loss: N/A Topk: N/A ada_p: 0.2472
[INFO] 2021-10-23 01:37:02 > Step: 661100 Progress: 66.1% Elapsed: 6 days, 12:15:06 Gen_loss: 1.638 Dis_loss: 0.8025 Cls_loss: N/A Topk: N/A ada_p: 0.2469
[INFO] 2021-10-23 01:38:04 > Step: 661200 Progress: 66.1% Elapsed: 6 days, 12:16:09 Gen_loss: 1.53 Dis_loss: 0.7488 Cls_loss: N/A Topk: N/A ada_p: 0.2497
[INFO] 2021-10-23 01:39:07 > Step: 661300 Progress: 66.1% Elapsed: 6 days, 12:17:11 Gen_loss: 1.246 Dis_loss: 0.8925 Cls_loss: N/A Topk: N/A ada_p: 0.2504
[INFO] 2021-10-23 01:40:09 > Step: 661400 Progress: 66.1% Elapsed: 6 days, 12:18:14 Gen_loss: 1.586 Dis_loss: 0.8811 Cls_loss: N/A Topk: N/A ada_p: 0.2524
[INFO] 2021-10-23 01:41:11 > Step: 661500 Progress: 66.1% Elapsed: 6 days, 12:19:16 Gen_loss: 1.393 Dis_loss: 0.7498 Cls_loss: N/A Topk: N/A ada_p: 0.2583
[INFO] 2021-10-23 01:42:23 > Step: 661600 Progress: 66.2% Elapsed: 6 days, 12:20:28 Gen_loss: 1.927 Dis_loss: 0.9215 Cls_loss: N/A Topk: N/A ada_p: 0.2609
[INFO] 2021-10-23 01:43:26 > Step: 661700 Progress: 66.2% Elapsed: 6 days, 12:21:31 Gen_loss: 1.637 Dis_loss: 1.072 Cls_loss: N/A Topk: N/A ada_p: 0.263
[INFO] 2021-10-23 01:44:28 > Step: 661800 Progress: 66.2% Elapsed: 6 days, 12:22:33 Gen_loss: 1.579 Dis_loss: 0.9242 Cls_loss: N/A Topk: N/A ada_p: 0.2602
[INFO] 2021-10-23 01:45:31 > Step: 661900 Progress: 66.2% Elapsed: 6 days, 12:23:35 Gen_loss: 1.174 Dis_loss: 1.128 Cls_loss: N/A Topk: N/A ada_p: 0.2574
[INFO] 2021-10-23 01:46:33 > Step: 662000 Progress: 66.2% Elapsed: 6 days, 12:24:38 Gen_loss: 1.203 Dis_loss: 1.235 Cls_loss: N/A Topk: N/A ada_p: 0.2592
[INFO] 2021-10-23 01:47:36 > Step: 662100 Progress: 66.2% Elapsed: 6 days, 12:25:40 Gen_loss: 1.19 Dis_loss: 0.6635 Cls_loss: N/A Topk: N/A ada_p: 0.2552
[INFO] 2021-10-23 01:48:38 > Step: 662200 Progress: 66.2% Elapsed: 6 days, 12:26:42 Gen_loss: 1.684 Dis_loss: 1.121 Cls_loss: N/A Topk: N/A ada_p: 0.2555
[INFO] 2021-10-23 01:49:50 > Step: 662300 Progress: 66.2% Elapsed: 6 days, 12:27:55 Gen_loss: 1.341 Dis_loss: 0.9164 Cls_loss: N/A Topk: N/A ada_p: 0.2563
[INFO] 2021-10-23 01:50:52 > Step: 662400 Progress: 66.2% Elapsed: 6 days, 12:28:57 Gen_loss: 1.326 Dis_loss: 0.849 Cls_loss: N/A Topk: N/A ada_p: 0.2557
[INFO] 2021-10-23 01:51:55 > Step: 662500 Progress: 66.2% Elapsed: 6 days, 12:29:59 Gen_loss: 1.59 Dis_loss: 0.8388 Cls_loss: N/A Topk: N/A ada_p: 0.2541
[INFO] 2021-10-23 01:52:57 > Step: 662600 Progress: 66.3% Elapsed: 6 days, 12:31:02 Gen_loss: 1.272 Dis_loss: 0.8026 Cls_loss: N/A Topk: N/A ada_p: 0.2569
[INFO] 2021-10-23 01:53:59 > Step: 662700 Progress: 66.3% Elapsed: 6 days, 12:32:04 Gen_loss: 1.637 Dis_loss: 0.9198 Cls_loss: N/A Topk: N/A ada_p: 0.2607
[INFO] 2021-10-23 01:55:01 > Step: 662800 Progress: 66.3% Elapsed: 6 days, 12:33:06 Gen_loss: 1.826 Dis_loss: 0.739 Cls_loss: N/A Topk: N/A ada_p: 0.2582
[INFO] 2021-10-23 01:56:04 > Step: 662900 Progress: 66.3% Elapsed: 6 days, 12:34:09 Gen_loss: 1.165 Dis_loss: 0.8282 Cls_loss: N/A Topk: N/A ada_p: 0.2552
[INFO] 2021-10-23 01:57:06 > Step: 663000 Progress: 66.3% Elapsed: 6 days, 12:35:11 Gen_loss: 1.487 Dis_loss: 0.8626 Cls_loss: N/A Topk: N/A ada_p: 0.2514
[INFO] 2021-10-23 01:58:19 > Step: 663100 Progress: 66.3% Elapsed: 6 days, 12:36:24 Gen_loss: 1.372 Dis_loss: 0.7033 Cls_loss: N/A Topk: N/A ada_p: 0.256
[INFO] 2021-10-23 01:59:21 > Step: 663200 Progress: 66.3% Elapsed: 6 days, 12:37:26 Gen_loss: 1.237 Dis_loss: 0.7387 Cls_loss: N/A Topk: N/A ada_p: 0.2542
[INFO] 2021-10-23 02:00:24 > Step: 663300 Progress: 66.3% Elapsed: 6 days, 12:38:28 Gen_loss: 1.234 Dis_loss: 0.9983 Cls_loss: N/A Topk: N/A ada_p: 0.2561
[INFO] 2021-10-23 02:01:26 > Step: 663400 Progress: 66.3% Elapsed: 6 days, 12:39:31 Gen_loss: 1.445 Dis_loss: 0.7053 Cls_loss: N/A Topk: N/A ada_p: 0.2533
[INFO] 2021-10-23 02:02:28 > Step: 663500 Progress: 66.3% Elapsed: 6 days, 12:40:33 Gen_loss: 1.206 Dis_loss: 0.831 Cls_loss: N/A Topk: N/A ada_p: 0.2525
[INFO] 2021-10-23 02:03:31 > Step: 663600 Progress: 66.4% Elapsed: 6 days, 12:41:35 Gen_loss: 2.121 Dis_loss: 0.5939 Cls_loss: N/A Topk: N/A ada_p: 0.2487
[INFO] 2021-10-23 02:04:33 > Step: 663700 Progress: 66.4% Elapsed: 6 days, 12:42:38 Gen_loss: 1.165 Dis_loss: 0.6383 Cls_loss: N/A Topk: N/A ada_p: 0.246
[INFO] 2021-10-23 02:05:36 > Step: 663800 Progress: 66.4% Elapsed: 6 days, 12:43:40 Gen_loss: 1.382 Dis_loss: 0.8325 Cls_loss: N/A Topk: N/A ada_p: 0.2453
[INFO] 2021-10-23 02:06:49 > Step: 663900 Progress: 66.4% Elapsed: 6 days, 12:44:54 Gen_loss: 1.154 Dis_loss: 0.7144 Cls_loss: N/A Topk: N/A ada_p: 0.2465
[INFO] 2021-10-23 02:07:52 > Step: 664000 Progress: 66.4% Elapsed: 6 days, 12:45:56 Gen_loss: 1.154 Dis_loss: 0.8157 Cls_loss: N/A Topk: N/A ada_p: 0.2458
[INFO] 2021-10-23 02:08:54 > Step: 664100 Progress: 66.4% Elapsed: 6 days, 12:46:59 Gen_loss: 1.179 Dis_loss: 0.8828 Cls_loss: N/A Topk: N/A ada_p: 0.2479
[INFO] 2021-10-23 02:09:56 > Step: 664200 Progress: 66.4% Elapsed: 6 days, 12:48:01 Gen_loss: 1.184 Dis_loss: 1.0 Cls_loss: N/A Topk: N/A ada_p: 0.252
[INFO] 2021-10-23 02:10:59 > Step: 664300 Progress: 66.4% Elapsed: 6 days, 12:49:03 Gen_loss: 0.58 Dis_loss: 1.054 Cls_loss: N/A Topk: N/A ada_p: 0.2538
[INFO] 2021-10-23 02:12:01 > Step: 664400 Progress: 66.4% Elapsed: 6 days, 12:50:06 Gen_loss: 1.004 Dis_loss: 1.208 Cls_loss: N/A Topk: N/A ada_p: 0.2572
[INFO] 2021-10-23 02:13:04 > Step: 664500 Progress: 66.5% Elapsed: 6 days, 12:51:09 Gen_loss: 2.423 Dis_loss: 0.845 Cls_loss: N/A Topk: N/A ada_p: 0.2591
[INFO] 2021-10-23 02:14:07 > Step: 664600 Progress: 66.5% Elapsed: 6 days, 12:52:11 Gen_loss: 1.493 Dis_loss: 1.179 Cls_loss: N/A Topk: N/A ada_p: 0.2586
[INFO] 2021-10-23 02:15:20 > Step: 664700 Progress: 66.5% Elapsed: 6 days, 12:53:24 Gen_loss: 2.22 Dis_loss: 1.023 Cls_loss: N/A Topk: N/A ada_p: 0.2568
[INFO] 2021-10-23 02:16:23 > Step: 664800 Progress: 66.5% Elapsed: 6 days, 12:54:27 Gen_loss: 1.877 Dis_loss: 1.042 Cls_loss: N/A Topk: N/A ada_p: 0.2542
[INFO] 2021-10-23 02:17:25 > Step: 664900 Progress: 66.5% Elapsed: 6 days, 12:55:30 Gen_loss: 1.184 Dis_loss: 0.7679 Cls_loss: N/A Topk: N/A ada_p: 0.2536
[INFO] 2021-10-23 02:18:28 > Step: 665000 Progress: 66.5% Elapsed: 6 days, 12:56:33 Gen_loss: 1.309 Dis_loss: 0.8144 Cls_loss: N/A Topk: N/A ada_p: 0.2543
[INFO] 2021-10-23 02:19:31 > Step: 665100 Progress: 66.5% Elapsed: 6 days, 12:57:35 Gen_loss: 1.032 Dis_loss: 0.7376 Cls_loss: N/A Topk: N/A ada_p: 0.2551
[INFO] 2021-10-23 02:20:33 > Step: 665200 Progress: 66.5% Elapsed: 6 days, 12:58:38 Gen_loss: 1.79 Dis_loss: 1.276 Cls_loss: N/A Topk: N/A ada_p: 0.251
[INFO] 2021-10-23 02:21:37 > Step: 665300 Progress: 66.5% Elapsed: 6 days, 12:59:42 Gen_loss: 0.976 Dis_loss: 0.965 Cls_loss: N/A Topk: N/A ada_p: 0.2488
[INFO] 2021-10-23 02:22:40 > Step: 665400 Progress: 66.5% Elapsed: 6 days, 13:00:44 Gen_loss: 1.413 Dis_loss: 1.016 Cls_loss: N/A Topk: N/A ada_p: 0.246
[INFO] 2021-10-23 02:23:53 > Step: 665500 Progress: 66.5% Elapsed: 6 days, 13:01:58 Gen_loss: 1.435 Dis_loss: 1.076 Cls_loss: N/A Topk: N/A ada_p: 0.246
[INFO] 2021-10-23 02:24:56 > Step: 665600 Progress: 66.6% Elapsed: 6 days, 13:03:00 Gen_loss: 1.141 Dis_loss: 1.097 Cls_loss: N/A Topk: N/A ada_p: 0.2499
[INFO] 2021-10-23 02:26:00 > Step: 665700 Progress: 66.6% Elapsed: 6 days, 13:04:05 Gen_loss: 1.233 Dis_loss: 1.224 Cls_loss: N/A Topk: N/A ada_p: 0.2492
[INFO] 2021-10-23 02:27:03 > Step: 665800 Progress: 66.6% Elapsed: 6 days, 13:05:07 Gen_loss: 1.251 Dis_loss: 0.8077 Cls_loss: N/A Topk: N/A ada_p: 0.2497
[INFO] 2021-10-23 02:28:05 > Step: 665900 Progress: 66.6% Elapsed: 6 days, 13:06:10 Gen_loss: 1.556 Dis_loss: 1.074 Cls_loss: N/A Topk: N/A ada_p: 0.2531
[INFO] 2021-10-23 02:29:07 > Step: 666000 Progress: 66.6% Elapsed: 6 days, 13:07:12 Gen_loss: 0.96 Dis_loss: 0.7079 Cls_loss: N/A Topk: N/A ada_p: 0.2538
[INFO] 2021-10-23 02:30:10 > Step: 666100 Progress: 66.6% Elapsed: 6 days, 13:08:15 Gen_loss: 0.9949 Dis_loss: 0.8147 Cls_loss: N/A Topk: N/A ada_p: 0.2514
[INFO] 2021-10-23 02:31:23 > Step: 666200 Progress: 66.6% Elapsed: 6 days, 13:09:27 Gen_loss: 1.328 Dis_loss: 1.212 Cls_loss: N/A Topk: N/A ada_p: 0.2499
[INFO] 2021-10-23 02:32:25 > Step: 666300 Progress: 66.6% Elapsed: 6 days, 13:10:29 Gen_loss: 1.317 Dis_loss: 0.8603 Cls_loss: N/A Topk: N/A ada_p: 0.2506
[INFO] 2021-10-23 02:33:27 > Step: 666400 Progress: 66.6% Elapsed: 6 days, 13:11:32 Gen_loss: 1.801 Dis_loss: 0.9213 Cls_loss: N/A Topk: N/A ada_p: 0.2491
[INFO] 2021-10-23 02:34:30 > Step: 666500 Progress: 66.6% Elapsed: 6 days, 13:12:35 Gen_loss: 2.266 Dis_loss: 1.091 Cls_loss: N/A Topk: N/A ada_p: 0.2541
[INFO] 2021-10-23 02:35:32 > Step: 666600 Progress: 66.7% Elapsed: 6 days, 13:13:37 Gen_loss: 1.318 Dis_loss: 0.9217 Cls_loss: N/A Topk: N/A ada_p: 0.2546
[INFO] 2021-10-23 02:36:35 > Step: 666700 Progress: 66.7% Elapsed: 6 days, 13:14:39 Gen_loss: 1.401 Dis_loss: 0.541 Cls_loss: N/A Topk: N/A ada_p: 0.2564
[INFO] 2021-10-23 02:37:37 > Step: 666800 Progress: 66.7% Elapsed: 6 days, 13:15:42 Gen_loss: 2.0 Dis_loss: 1.075 Cls_loss: N/A Topk: N/A ada_p: 0.2546
[INFO] 2021-10-23 02:38:39 > Step: 666900 Progress: 66.7% Elapsed: 6 days, 13:16:44 Gen_loss: 1.273 Dis_loss: 0.9897 Cls_loss: N/A Topk: N/A ada_p: 0.2542
[INFO] 2021-10-23 02:39:53 > Step: 667000 Progress: 66.7% Elapsed: 6 days, 13:17:57 Gen_loss: 1.103 Dis_loss: 1.071 Cls_loss: N/A Topk: N/A ada_p: 0.2586
[INFO] 2021-10-23 02:40:56 > Step: 667100 Progress: 66.7% Elapsed: 6 days, 13:19:00 Gen_loss: 1.154 Dis_loss: 0.9188 Cls_loss: N/A Topk: N/A ada_p: 0.2611
[INFO] 2021-10-23 02:41:59 > Step: 667200 Progress: 66.7% Elapsed: 6 days, 13:20:04 Gen_loss: 0.835 Dis_loss: 1.095 Cls_loss: N/A Topk: N/A ada_p: 0.2586
[INFO] 2021-10-23 02:43:02 > Step: 667300 Progress: 66.7% Elapsed: 6 days, 13:21:06 Gen_loss: 1.191 Dis_loss: 0.7076 Cls_loss: N/A Topk: N/A ada_p: 0.261
[INFO] 2021-10-23 02:44:05 > Step: 667400 Progress: 66.7% Elapsed: 6 days, 13:22:10 Gen_loss: 1.577 Dis_loss: 1.145 Cls_loss: N/A Topk: N/A ada_p: 0.2595
[INFO] 2021-10-23 02:45:07 > Step: 667500 Progress: 66.8% Elapsed: 6 days, 13:23:12 Gen_loss: 2.27 Dis_loss: 1.427 Cls_loss: N/A Topk: N/A ada_p: 0.2569
[INFO] 2021-10-23 02:46:09 > Step: 667600 Progress: 66.8% Elapsed: 6 days, 13:24:14 Gen_loss: 1.413 Dis_loss: 1.019 Cls_loss: N/A Topk: N/A ada_p: 0.2589
[INFO] 2021-10-23 02:47:12 > Step: 667700 Progress: 66.8% Elapsed: 6 days, 13:25:16 Gen_loss: 0.7965 Dis_loss: 1.194 Cls_loss: N/A Topk: N/A ada_p: 0.2606
[INFO] 2021-10-23 02:48:25 > Step: 667800 Progress: 66.8% Elapsed: 6 days, 13:26:30 Gen_loss: 1.453 Dis_loss: 0.6747 Cls_loss: N/A Topk: N/A ada_p: 0.2578
[INFO] 2021-10-23 02:49:27 > Step: 667900 Progress: 66.8% Elapsed: 6 days, 13:27:32 Gen_loss: 1.479 Dis_loss: 1.264 Cls_loss: N/A Topk: N/A ada_p: 0.2586
[INFO] 2021-10-23 02:50:29 > Step: 668000 Progress: 66.8% Elapsed: 6 days, 13:28:34 Gen_loss: 0.7773 Dis_loss: 1.39 Cls_loss: N/A Topk: N/A ada_p: 0.2573
[INFO] 2021-10-23 02:51:32 > Step: 668100 Progress: 66.8% Elapsed: 6 days, 13:29:37 Gen_loss: 1.521 Dis_loss: 1.333 Cls_loss: N/A Topk: N/A ada_p: 0.2579
[INFO] 2021-10-23 02:52:34 > Step: 668200 Progress: 66.8% Elapsed: 6 days, 13:30:39 Gen_loss: 1.52 Dis_loss: 0.9343 Cls_loss: N/A Topk: N/A ada_p: 0.2541
[INFO] 2021-10-23 02:53:36 > Step: 668300 Progress: 66.8% Elapsed: 6 days, 13:31:41 Gen_loss: 1.116 Dis_loss: 0.962 Cls_loss: N/A Topk: N/A ada_p: 0.2546
[INFO] 2021-10-23 02:54:39 > Step: 668400 Progress: 66.8% Elapsed: 6 days, 13:32:43 Gen_loss: 1.649 Dis_loss: 0.638 Cls_loss: N/A Topk: N/A ada_p: 0.2541
[INFO] 2021-10-23 02:55:41 > Step: 668500 Progress: 66.8% Elapsed: 6 days, 13:33:46 Gen_loss: 0.9336 Dis_loss: 0.9621 Cls_loss: N/A Topk: N/A ada_p: 0.2527
[INFO] 2021-10-23 02:56:54 > Step: 668600 Progress: 66.9% Elapsed: 6 days, 13:34:59 Gen_loss: 0.8929 Dis_loss: 1.181 Cls_loss: N/A Topk: N/A ada_p: 0.2565
[INFO] 2021-10-23 02:57:56 > Step: 668700 Progress: 66.9% Elapsed: 6 days, 13:36:01 Gen_loss: 1.072 Dis_loss: 0.8711 Cls_loss: N/A Topk: N/A ada_p: 0.2555
[INFO] 2021-10-23 02:58:59 > Step: 668800 Progress: 66.9% Elapsed: 6 days, 13:37:03 Gen_loss: 1.771 Dis_loss: 0.9715 Cls_loss: N/A Topk: N/A ada_p: 0.2573
[INFO] 2021-10-23 03:00:01 > Step: 668900 Progress: 66.9% Elapsed: 6 days, 13:38:06 Gen_loss: 1.487 Dis_loss: 0.6771 Cls_loss: N/A Topk: N/A ada_p: 0.2566
[INFO] 2021-10-23 03:01:03 > Step: 669000 Progress: 66.9% Elapsed: 6 days, 13:39:08 Gen_loss: 1.13 Dis_loss: 0.6637 Cls_loss: N/A Topk: N/A ada_p: 0.2587
[INFO] 2021-10-23 03:02:06 > Step: 669100 Progress: 66.9% Elapsed: 6 days, 13:40:10 Gen_loss: 1.064 Dis_loss: 0.5278 Cls_loss: N/A Topk: N/A ada_p: 0.2587
[INFO] 2021-10-23 03:03:08 > Step: 669200 Progress: 66.9% Elapsed: 6 days, 13:41:13 Gen_loss: 1.455 Dis_loss: 0.9089 Cls_loss: N/A Topk: N/A ada_p: 0.26
[INFO] 2021-10-23 03:04:11 > Step: 669300 Progress: 66.9% Elapsed: 6 days, 13:42:15 Gen_loss: 0.9815 Dis_loss: 1.028 Cls_loss: N/A Topk: N/A ada_p: 0.2609
[INFO] 2021-10-23 03:05:23 > Step: 669400 Progress: 66.9% Elapsed: 6 days, 13:43:28 Gen_loss: 1.0 Dis_loss: 0.981 Cls_loss: N/A Topk: N/A ada_p: 0.2619
[INFO] 2021-10-23 03:06:25 > Step: 669500 Progress: 67.0% Elapsed: 6 days, 13:44:30 Gen_loss: 1.326 Dis_loss: 0.6699 Cls_loss: N/A Topk: N/A ada_p: 0.2639
[INFO] 2021-10-23 03:07:27 > Step: 669600 Progress: 67.0% Elapsed: 6 days, 13:45:32 Gen_loss: 0.9844 Dis_loss: 0.6886 Cls_loss: N/A Topk: N/A ada_p: 0.2596
[INFO] 2021-10-23 03:08:30 > Step: 669700 Progress: 67.0% Elapsed: 6 days, 13:46:35 Gen_loss: 0.6785 Dis_loss: 0.9804 Cls_loss: N/A Topk: N/A ada_p: 0.2636
[INFO] 2021-10-23 03:09:32 > Step: 669800 Progress: 67.0% Elapsed: 6 days, 13:47:37 Gen_loss: 1.805 Dis_loss: 0.9106 Cls_loss: N/A Topk: N/A ada_p: 0.2613
[INFO] 2021-10-23 03:10:34 > Step: 669900 Progress: 67.0% Elapsed: 6 days, 13:48:39 Gen_loss: 1.07 Dis_loss: 0.7468 Cls_loss: N/A Topk: N/A ada_p: 0.2579
[INFO] 2021-10-23 03:11:36 > Step: 670000 Progress: 67.0% Elapsed: 6 days, 13:49:41 Gen_loss: 1.295 Dis_loss: 0.7028 Cls_loss: N/A Topk: N/A ada_p: 0.2618
[INFO] 2021-10-23 03:11:36 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-23 03:11:36 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_670000.png
[INFO] 2021-10-23 03:11:36 > Start Evaluation (670000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-23 03:11:36 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-23 03:17:06 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-23 03:22:42 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-23 03:50:26 > Inception score (Step: 670000, 50000 generated images): 10.454178810119629
[INFO] 2021-10-23 03:50:26 > FID score (Step: 670000, Using train moments): 2.5553603853308005
[INFO] 2021-10-23 03:50:26 > Improved Precision (Step: 670000, Using train images): 0.74818
[INFO] 2021-10-23 03:50:26 > Improved Recall (Step: 670000, Using train images): 0.67938
[INFO] 2021-10-23 03:50:26 > Density (Step: 670000, Using train images): 1.070468
[INFO] 2021-10-23 03:50:26 > Coverage (Step: 670000, Using train images): 0.9282
[INFO] 2021-10-23 03:50:26 > Best FID score (Step: 630000, Using train moments): 2.4961193966329347
[INFO] 2021-10-23 03:50:37 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-23 03:53:56 > Step: 670100 Progress: 67.0% Elapsed: 6 days, 14:32:01 Gen_loss: 1.162 Dis_loss: 1.265 Cls_loss: N/A Topk: N/A ada_p: 0.2611
[INFO] 2021-10-23 03:54:57 > Step: 670200 Progress: 67.0% Elapsed: 6 days, 14:33:02 Gen_loss: 1.438 Dis_loss: 1.209 Cls_loss: N/A Topk: N/A ada_p: 0.256
[INFO] 2021-10-23 03:55:59 > Step: 670300 Progress: 67.0% Elapsed: 6 days, 14:34:04 Gen_loss: 0.7242 Dis_loss: 0.9294 Cls_loss: N/A Topk: N/A ada_p: 0.2578
[INFO] 2021-10-23 03:57:02 > Step: 670400 Progress: 67.0% Elapsed: 6 days, 14:35:07 Gen_loss: 1.198 Dis_loss: 0.4663 Cls_loss: N/A Topk: N/A ada_p: 0.2575
[INFO] 2021-10-23 03:58:04 > Step: 670500 Progress: 67.0% Elapsed: 6 days, 14:36:09 Gen_loss: 1.589 Dis_loss: 1.012 Cls_loss: N/A Topk: N/A ada_p: 0.2566
[INFO] 2021-10-23 03:59:07 > Step: 670600 Progress: 67.1% Elapsed: 6 days, 14:37:11 Gen_loss: 1.251 Dis_loss: 0.5769 Cls_loss: N/A Topk: N/A ada_p: 0.2595
[INFO] 2021-10-23 04:00:09 > Step: 670700 Progress: 67.1% Elapsed: 6 days, 14:38:13 Gen_loss: 1.662 Dis_loss: 0.613 Cls_loss: N/A Topk: N/A ada_p: 0.2628
[INFO] 2021-10-23 04:01:11 > Step: 670800 Progress: 67.1% Elapsed: 6 days, 14:39:16 Gen_loss: 1.789 Dis_loss: 0.6868 Cls_loss: N/A Topk: N/A ada_p: 0.2615
[INFO] 2021-10-23 04:02:25 > Step: 670900 Progress: 67.1% Elapsed: 6 days, 14:40:30 Gen_loss: 1.162 Dis_loss: 0.8999 Cls_loss: N/A Topk: N/A ada_p: 0.2639
[INFO] 2021-10-23 04:03:27 > Step: 671000 Progress: 67.1% Elapsed: 6 days, 14:41:32 Gen_loss: 1.514 Dis_loss: 0.8502 Cls_loss: N/A Topk: N/A ada_p: 0.2637
[INFO] 2021-10-23 04:04:30 > Step: 671100 Progress: 67.1% Elapsed: 6 days, 14:42:34 Gen_loss: 1.637 Dis_loss: 0.8301 Cls_loss: N/A Topk: N/A ada_p: 0.2632
[INFO] 2021-10-23 04:05:33 > Step: 671200 Progress: 67.1% Elapsed: 6 days, 14:43:37 Gen_loss: 1.65 Dis_loss: 0.7211 Cls_loss: N/A Topk: N/A ada_p: 0.2647
[INFO] 2021-10-23 04:06:35 > Step: 671300 Progress: 67.1% Elapsed: 6 days, 14:44:40 Gen_loss: 1.215 Dis_loss: 1.078 Cls_loss: N/A Topk: N/A ada_p: 0.2607
[INFO] 2021-10-23 04:07:37 > Step: 671400 Progress: 67.1% Elapsed: 6 days, 14:45:42 Gen_loss: 1.305 Dis_loss: 0.8026 Cls_loss: N/A Topk: N/A ada_p: 0.2587
[INFO] 2021-10-23 04:08:40 > Step: 671500 Progress: 67.2% Elapsed: 6 days, 14:46:45 Gen_loss: 2.0 Dis_loss: 1.39 Cls_loss: N/A Topk: N/A ada_p: 0.2613
[INFO] 2021-10-23 04:09:43 > Step: 671600 Progress: 67.2% Elapsed: 6 days, 14:47:47 Gen_loss: 0.4197 Dis_loss: 1.224 Cls_loss: N/A Topk: N/A ada_p: 0.2607
[INFO] 2021-10-23 04:10:57 > Step: 671700 Progress: 67.2% Elapsed: 6 days, 14:49:01 Gen_loss: 1.593 Dis_loss: 1.218 Cls_loss: N/A Topk: N/A ada_p: 0.2557
[INFO] 2021-10-23 04:11:59 > Step: 671800 Progress: 67.2% Elapsed: 6 days, 14:50:04 Gen_loss: 0.932 Dis_loss: 1.078 Cls_loss: N/A Topk: N/A ada_p: 0.2534
[INFO] 2021-10-23 04:13:02 > Step: 671900 Progress: 67.2% Elapsed: 6 days, 14:51:06 Gen_loss: 1.628 Dis_loss: 0.9573 Cls_loss: N/A Topk: N/A ada_p: 0.2527
[INFO] 2021-10-23 04:14:05 > Step: 672000 Progress: 67.2% Elapsed: 6 days, 14:52:09 Gen_loss: 1.231 Dis_loss: 0.8476 Cls_loss: N/A Topk: N/A ada_p: 0.2486
[INFO] 2021-10-23 04:15:07 > Step: 672100 Progress: 67.2% Elapsed: 6 days, 14:53:12 Gen_loss: 0.9996 Dis_loss: 0.9156 Cls_loss: N/A Topk: N/A ada_p: 0.2467
[INFO] 2021-10-23 04:16:10 > Step: 672200 Progress: 67.2% Elapsed: 6 days, 14:54:14 Gen_loss: 0.9811 Dis_loss: 0.9671 Cls_loss: N/A Topk: N/A ada_p: 0.2495
[INFO] 2021-10-23 04:17:12 > Step: 672300 Progress: 67.2% Elapsed: 6 days, 14:55:17 Gen_loss: 1.05 Dis_loss: 0.6507 Cls_loss: N/A Topk: N/A ada_p: 0.2479
[INFO] 2021-10-23 04:18:14 > Step: 672400 Progress: 67.2% Elapsed: 6 days, 14:56:19 Gen_loss: 1.085 Dis_loss: 0.7684 Cls_loss: N/A Topk: N/A ada_p: 0.2528
[INFO] 2021-10-23 04:19:27 > Step: 672500 Progress: 67.2% Elapsed: 6 days, 14:57:32 Gen_loss: 1.612 Dis_loss: 0.963 Cls_loss: N/A Topk: N/A ada_p: 0.2573
[INFO] 2021-10-23 04:20:29 > Step: 672600 Progress: 67.3% Elapsed: 6 days, 14:58:34 Gen_loss: 1.318 Dis_loss: 0.6358 Cls_loss: N/A Topk: N/A ada_p: 0.257
[INFO] 2021-10-23 04:21:31 > Step: 672700 Progress: 67.3% Elapsed: 6 days, 14:59:36 Gen_loss: 1.018 Dis_loss: 0.8132 Cls_loss: N/A Topk: N/A ada_p: 0.2575
[INFO] 2021-10-23 04:22:34 > Step: 672800 Progress: 67.3% Elapsed: 6 days, 15:00:38 Gen_loss: 1.697 Dis_loss: 0.8926 Cls_loss: N/A Topk: N/A ada_p: 0.2591
[INFO] 2021-10-23 04:23:36 > Step: 672900 Progress: 67.3% Elapsed: 6 days, 15:01:41 Gen_loss: 0.4195 Dis_loss: 1.025 Cls_loss: N/A Topk: N/A ada_p: 0.2597
[INFO] 2021-10-23 04:24:38 > Step: 673000 Progress: 67.3% Elapsed: 6 days, 15:02:43 Gen_loss: 1.001 Dis_loss: 0.9707 Cls_loss: N/A Topk: N/A ada_p: 0.2625
[INFO] 2021-10-23 04:25:40 > Step: 673100 Progress: 67.3% Elapsed: 6 days, 15:03:45 Gen_loss: 1.272 Dis_loss: 0.8066 Cls_loss: N/A Topk: N/A ada_p: 0.2625
[INFO] 2021-10-23 04:26:42 > Step: 673200 Progress: 67.3% Elapsed: 6 days, 15:04:47 Gen_loss: 1.199 Dis_loss: 0.8823 Cls_loss: N/A Topk: N/A ada_p: 0.2643
[INFO] 2021-10-23 04:27:55 > Step: 673300 Progress: 67.3% Elapsed: 6 days, 15:06:00 Gen_loss: 1.146 Dis_loss: 1.133 Cls_loss: N/A Topk: N/A ada_p: 0.2632
[INFO] 2021-10-23 04:28:58 > Step: 673400 Progress: 67.3% Elapsed: 6 days, 15:07:02 Gen_loss: 1.022 Dis_loss: 0.8838 Cls_loss: N/A Topk: N/A ada_p: 0.267
[INFO] 2021-10-23 04:30:00 > Step: 673500 Progress: 67.3% Elapsed: 6 days, 15:08:05 Gen_loss: 1.618 Dis_loss: 0.9733 Cls_loss: N/A Topk: N/A ada_p: 0.2639
[INFO] 2021-10-23 04:31:02 > Step: 673600 Progress: 67.4% Elapsed: 6 days, 15:09:07 Gen_loss: 1.885 Dis_loss: 0.7219 Cls_loss: N/A Topk: N/A ada_p: 0.2616
[INFO] 2021-10-23 04:32:05 > Step: 673700 Progress: 67.4% Elapsed: 6 days, 15:10:09 Gen_loss: 1.096 Dis_loss: 0.6705 Cls_loss: N/A Topk: N/A ada_p: 0.2579
[INFO] 2021-10-23 04:33:07 > Step: 673800 Progress: 67.4% Elapsed: 6 days, 15:11:12 Gen_loss: 1.167 Dis_loss: 1.079 Cls_loss: N/A Topk: N/A ada_p: 0.261
[INFO] 2021-10-23 04:34:09 > Step: 673900 Progress: 67.4% Elapsed: 6 days, 15:12:14 Gen_loss: 1.205 Dis_loss: 0.5472 Cls_loss: N/A Topk: N/A ada_p: 0.261
[INFO] 2021-10-23 04:35:11 > Step: 674000 Progress: 67.4% Elapsed: 6 days, 15:13:16 Gen_loss: 0.9733 Dis_loss: 0.8271 Cls_loss: N/A Topk: N/A ada_p: 0.2625
[INFO] 2021-10-23 04:36:24 > Step: 674100 Progress: 67.4% Elapsed: 6 days, 15:14:29 Gen_loss: 1.398 Dis_loss: 0.9632 Cls_loss: N/A Topk: N/A ada_p: 0.2632
[INFO] 2021-10-23 04:37:26 > Step: 674200 Progress: 67.4% Elapsed: 6 days, 15:15:31 Gen_loss: 1.403 Dis_loss: 0.9517 Cls_loss: N/A Topk: N/A ada_p: 0.2591
[INFO] 2021-10-23 04:38:29 > Step: 674300 Progress: 67.4% Elapsed: 6 days, 15:16:33 Gen_loss: 0.9885 Dis_loss: 0.9394 Cls_loss: N/A Topk: N/A ada_p: 0.2563
[INFO] 2021-10-23 04:39:31 > Step: 674400 Progress: 67.4% Elapsed: 6 days, 15:17:36 Gen_loss: 1.205 Dis_loss: 0.6747 Cls_loss: N/A Topk: N/A ada_p: 0.2583
[INFO] 2021-10-23 04:40:33 > Step: 674500 Progress: 67.5% Elapsed: 6 days, 15:18:38 Gen_loss: 0.9357 Dis_loss: 0.9898 Cls_loss: N/A Topk: N/A ada_p: 0.2584
[INFO] 2021-10-23 04:41:35 > Step: 674600 Progress: 67.5% Elapsed: 6 days, 15:19:40 Gen_loss: 1.462 Dis_loss: 0.7363 Cls_loss: N/A Topk: N/A ada_p: 0.2602
[INFO] 2021-10-23 04:42:38 > Step: 674700 Progress: 67.5% Elapsed: 6 days, 15:20:42 Gen_loss: 1.451 Dis_loss: 1.085 Cls_loss: N/A Topk: N/A ada_p: 0.2597
[INFO] 2021-10-23 04:43:51 > Step: 674800 Progress: 67.5% Elapsed: 6 days, 15:21:55 Gen_loss: 1.702 Dis_loss: 0.8233 Cls_loss: N/A Topk: N/A ada_p: 0.2579
[INFO] 2021-10-23 04:44:53 > Step: 674900 Progress: 67.5% Elapsed: 6 days, 15:22:58 Gen_loss: 0.8943 Dis_loss: 0.6774 Cls_loss: N/A Topk: N/A ada_p: 0.256
[INFO] 2021-10-23 04:45:56 > Step: 675000 Progress: 67.5% Elapsed: 6 days, 15:24:00 Gen_loss: 0.9824 Dis_loss: 0.9444 Cls_loss: N/A Topk: N/A ada_p: 0.2565
[INFO] 2021-10-23 04:46:58 > Step: 675100 Progress: 67.5% Elapsed: 6 days, 15:25:02 Gen_loss: 1.341 Dis_loss: 0.8677 Cls_loss: N/A Topk: N/A ada_p: 0.256
[INFO] 2021-10-23 04:48:00 > Step: 675200 Progress: 67.5% Elapsed: 6 days, 15:26:05 Gen_loss: 1.138 Dis_loss: 0.9173 Cls_loss: N/A Topk: N/A ada_p: 0.2588
[INFO] 2021-10-23 04:49:03 > Step: 675300 Progress: 67.5% Elapsed: 6 days, 15:27:07 Gen_loss: 1.534 Dis_loss: 0.957 Cls_loss: N/A Topk: N/A ada_p: 0.2613
[INFO] 2021-10-23 04:50:05 > Step: 675400 Progress: 67.5% Elapsed: 6 days, 15:28:10 Gen_loss: 1.296 Dis_loss: 1.032 Cls_loss: N/A Topk: N/A ada_p: 0.2623
[INFO] 2021-10-23 04:51:07 > Step: 675500 Progress: 67.5% Elapsed: 6 days, 15:29:12 Gen_loss: 1.456 Dis_loss: 1.051 Cls_loss: N/A Topk: N/A ada_p: 0.2595
[INFO] 2021-10-23 04:52:20 > Step: 675600 Progress: 67.6% Elapsed: 6 days, 15:30:25 Gen_loss: 1.433 Dis_loss: 0.7615 Cls_loss: N/A Topk: N/A ada_p: 0.26
[INFO] 2021-10-23 04:53:23 > Step: 675700 Progress: 67.6% Elapsed: 6 days, 15:31:28 Gen_loss: 1.072 Dis_loss: 1.08 Cls_loss: N/A Topk: N/A ada_p: 0.2565
[INFO] 2021-10-23 04:54:26 > Step: 675800 Progress: 67.6% Elapsed: 6 days, 15:32:30 Gen_loss: 1.585 Dis_loss: 0.832 Cls_loss: N/A Topk: N/A ada_p: 0.2555
[INFO] 2021-10-23 04:55:28 > Step: 675900 Progress: 67.6% Elapsed: 6 days, 15:33:33 Gen_loss: 1.54 Dis_loss: 0.712 Cls_loss: N/A Topk: N/A ada_p: 0.2522
[INFO] 2021-10-23 04:56:30 > Step: 676000 Progress: 67.6% Elapsed: 6 days, 15:34:35 Gen_loss: 2.101 Dis_loss: 1.196 Cls_loss: N/A Topk: N/A ada_p: 0.255
[INFO] 2021-10-23 04:57:33 > Step: 676100 Progress: 67.6% Elapsed: 6 days, 15:35:37 Gen_loss: 1.039 Dis_loss: 1.106 Cls_loss: N/A Topk: N/A ada_p: 0.2556
[INFO] 2021-10-23 04:58:35 > Step: 676200 Progress: 67.6% Elapsed: 6 days, 15:36:39 Gen_loss: 1.468 Dis_loss: 0.7405 Cls_loss: N/A Topk: N/A ada_p: 0.26
[INFO] 2021-10-23 04:59:37 > Step: 676300 Progress: 67.6% Elapsed: 6 days, 15:37:41 Gen_loss: 1.54 Dis_loss: 1.107 Cls_loss: N/A Topk: N/A ada_p: 0.262
[INFO] 2021-10-23 05:00:49 > Step: 676400 Progress: 67.6% Elapsed: 6 days, 15:38:54 Gen_loss: 1.747 Dis_loss: 1.119 Cls_loss: N/A Topk: N/A ada_p: 0.2636
[INFO] 2021-10-23 05:01:52 > Step: 676500 Progress: 67.7% Elapsed: 6 days, 15:39:56 Gen_loss: 1.609 Dis_loss: 1.02 Cls_loss: N/A Topk: N/A ada_p: 0.2647
[INFO] 2021-10-23 05:02:54 > Step: 676600 Progress: 67.7% Elapsed: 6 days, 15:40:59 Gen_loss: 1.473 Dis_loss: 0.7016 Cls_loss: N/A Topk: N/A ada_p: 0.2634
[INFO] 2021-10-23 05:03:56 > Step: 676700 Progress: 67.7% Elapsed: 6 days, 15:42:01 Gen_loss: 0.9663 Dis_loss: 0.8957 Cls_loss: N/A Topk: N/A ada_p: 0.2629
[INFO] 2021-10-23 05:04:58 > Step: 676800 Progress: 67.7% Elapsed: 6 days, 15:43:03 Gen_loss: 0.8602 Dis_loss: 0.9223 Cls_loss: N/A Topk: N/A ada_p: 0.2621
[INFO] 2021-10-23 05:06:01 > Step: 676900 Progress: 67.7% Elapsed: 6 days, 15:44:06 Gen_loss: 0.9894 Dis_loss: 1.033 Cls_loss: N/A Topk: N/A ada_p: 0.2623
[INFO] 2021-10-23 05:07:03 > Step: 677000 Progress: 67.7% Elapsed: 6 days, 15:45:08 Gen_loss: 0.8971 Dis_loss: 1.022 Cls_loss: N/A Topk: N/A ada_p: 0.262
[INFO] 2021-10-23 05:08:06 > Step: 677100 Progress: 67.7% Elapsed: 6 days, 15:46:10 Gen_loss: 1.13 Dis_loss: 1.09 Cls_loss: N/A Topk: N/A ada_p: 0.2618
[INFO] 2021-10-23 05:09:18 > Step: 677200 Progress: 67.7% Elapsed: 6 days, 15:47:23 Gen_loss: 1.34 Dis_loss: 0.7046 Cls_loss: N/A Topk: N/A ada_p: 0.2613
[INFO] 2021-10-23 05:10:21 > Step: 677300 Progress: 67.7% Elapsed: 6 days, 15:48:25 Gen_loss: 1.173 Dis_loss: 0.763 Cls_loss: N/A Topk: N/A ada_p: 0.2619
[INFO] 2021-10-23 05:11:23 > Step: 677400 Progress: 67.7% Elapsed: 6 days, 15:49:28 Gen_loss: 1.311 Dis_loss: 1.056 Cls_loss: N/A Topk: N/A ada_p: 0.2637
[INFO] 2021-10-23 05:12:25 > Step: 677500 Progress: 67.8% Elapsed: 6 days, 15:50:30 Gen_loss: 1.073 Dis_loss: 0.7845 Cls_loss: N/A Topk: N/A ada_p: 0.2662
[INFO] 2021-10-23 05:13:27 > Step: 677600 Progress: 67.8% Elapsed: 6 days, 15:51:32 Gen_loss: 1.04 Dis_loss: 0.8144 Cls_loss: N/A Topk: N/A ada_p: 0.2678
[INFO] 2021-10-23 05:14:29 > Step: 677700 Progress: 67.8% Elapsed: 6 days, 15:52:34 Gen_loss: 1.159 Dis_loss: 1.156 Cls_loss: N/A Topk: N/A ada_p: 0.2694
[INFO] 2021-10-23 05:15:32 > Step: 677800 Progress: 67.8% Elapsed: 6 days, 15:53:36 Gen_loss: 1.588 Dis_loss: 0.9583 Cls_loss: N/A Topk: N/A ada_p: 0.2669
[INFO] 2021-10-23 05:16:34 > Step: 677900 Progress: 67.8% Elapsed: 6 days, 15:54:39 Gen_loss: 1.129 Dis_loss: 1.147 Cls_loss: N/A Topk: N/A ada_p: 0.2674
[INFO] 2021-10-23 05:17:46 > Step: 678000 Progress: 67.8% Elapsed: 6 days, 15:55:51 Gen_loss: 1.769 Dis_loss: 0.7995 Cls_loss: N/A Topk: N/A ada_p: 0.2689
[INFO] 2021-10-23 05:18:49 > Step: 678100 Progress: 67.8% Elapsed: 6 days, 15:56:54 Gen_loss: 1.104 Dis_loss: 0.8321 Cls_loss: N/A Topk: N/A ada_p: 0.2714
[INFO] 2021-10-23 05:19:51 > Step: 678200 Progress: 67.8% Elapsed: 6 days, 15:57:56 Gen_loss: 1.327 Dis_loss: 1.086 Cls_loss: N/A Topk: N/A ada_p: 0.2744
[INFO] 2021-10-23 05:20:54 > Step: 678300 Progress: 67.8% Elapsed: 6 days, 15:58:58 Gen_loss: 1.546 Dis_loss: 0.8246 Cls_loss: N/A Topk: N/A ada_p: 0.2701
[INFO] 2021-10-23 05:21:56 > Step: 678400 Progress: 67.8% Elapsed: 6 days, 16:00:00 Gen_loss: 1.134 Dis_loss: 0.7259 Cls_loss: N/A Topk: N/A ada_p: 0.2688
[INFO] 2021-10-23 05:22:58 > Step: 678500 Progress: 67.8% Elapsed: 6 days, 16:01:03 Gen_loss: 1.229 Dis_loss: 0.6736 Cls_loss: N/A Topk: N/A ada_p: 0.2694
[INFO] 2021-10-23 05:24:00 > Step: 678600 Progress: 67.9% Elapsed: 6 days, 16:02:05 Gen_loss: 1.143 Dis_loss: 0.7793 Cls_loss: N/A Topk: N/A ada_p: 0.2674
[INFO] 2021-10-23 05:25:13 > Step: 678700 Progress: 67.9% Elapsed: 6 days, 16:03:18 Gen_loss: 0.9672 Dis_loss: 0.9549 Cls_loss: N/A Topk: N/A ada_p: 0.2679
[INFO] 2021-10-23 05:26:15 > Step: 678800 Progress: 67.9% Elapsed: 6 days, 16:04:19 Gen_loss: 1.063 Dis_loss: 1.084 Cls_loss: N/A Topk: N/A ada_p: 0.2674
[INFO] 2021-10-23 05:27:17 > Step: 678900 Progress: 67.9% Elapsed: 6 days, 16:05:22 Gen_loss: 1.103 Dis_loss: 1.15 Cls_loss: N/A Topk: N/A ada_p: 0.2678
[INFO] 2021-10-23 05:28:20 > Step: 679000 Progress: 67.9% Elapsed: 6 days, 16:06:24 Gen_loss: 0.669 Dis_loss: 1.203 Cls_loss: N/A Topk: N/A ada_p: 0.2698
[INFO] 2021-10-23 05:29:22 > Step: 679100 Progress: 67.9% Elapsed: 6 days, 16:07:27 Gen_loss: 1.429 Dis_loss: 0.6825 Cls_loss: N/A Topk: N/A ada_p: 0.2662
[INFO] 2021-10-23 05:30:24 > Step: 679200 Progress: 67.9% Elapsed: 6 days, 16:08:29 Gen_loss: 1.215 Dis_loss: 0.5852 Cls_loss: N/A Topk: N/A ada_p: 0.2657
[INFO] 2021-10-23 05:31:26 > Step: 679300 Progress: 67.9% Elapsed: 6 days, 16:09:31 Gen_loss: 1.201 Dis_loss: 0.8335 Cls_loss: N/A Topk: N/A ada_p: 0.2643
[INFO] 2021-10-23 05:32:28 > Step: 679400 Progress: 67.9% Elapsed: 6 days, 16:10:33 Gen_loss: 0.9321 Dis_loss: 0.8544 Cls_loss: N/A Topk: N/A ada_p: 0.2638
[INFO] 2021-10-23 05:33:41 > Step: 679500 Progress: 68.0% Elapsed: 6 days, 16:11:46 Gen_loss: 1.172 Dis_loss: 0.992 Cls_loss: N/A Topk: N/A ada_p: 0.2574
[INFO] 2021-10-23 05:34:43 > Step: 679600 Progress: 68.0% Elapsed: 6 days, 16:12:48 Gen_loss: 0.6722 Dis_loss: 0.9429 Cls_loss: N/A Topk: N/A ada_p: 0.2569
[INFO] 2021-10-23 05:35:46 > Step: 679700 Progress: 68.0% Elapsed: 6 days, 16:13:51 Gen_loss: 1.204 Dis_loss: 0.8282 Cls_loss: N/A Topk: N/A ada_p: 0.256
[INFO] 2021-10-23 05:36:48 > Step: 679800 Progress: 68.0% Elapsed: 6 days, 16:14:53 Gen_loss: 1.312 Dis_loss: 0.8234 Cls_loss: N/A Topk: N/A ada_p: 0.2609
[INFO] 2021-10-23 05:37:51 > Step: 679900 Progress: 68.0% Elapsed: 6 days, 16:15:55 Gen_loss: 1.177 Dis_loss: 0.9592 Cls_loss: N/A Topk: N/A ada_p: 0.2614
[INFO] 2021-10-23 05:38:53 > Step: 680000 Progress: 68.0% Elapsed: 6 days, 16:16:58 Gen_loss: 0.9231 Dis_loss: 0.5762 Cls_loss: N/A Topk: N/A ada_p: 0.2545
[INFO] 2021-10-23 05:38:53 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-23 05:38:53 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_680000.png
[INFO] 2021-10-23 05:38:53 > Start Evaluation (680000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-23 05:38:53 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-23 05:44:23 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-23 05:50:00 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-23 06:18:43 > Inception score (Step: 680000, 50000 generated images): 10.445219993591309
[INFO] 2021-10-23 06:18:43 > FID score (Step: 680000, Using train moments): 2.4689294788452685
[INFO] 2021-10-23 06:18:43 > Improved Precision (Step: 680000, Using train images): 0.74612
[INFO] 2021-10-23 06:18:43 > Improved Recall (Step: 680000, Using train images): 0.68016
[INFO] 2021-10-23 06:18:43 > Density (Step: 680000, Using train images): 1.063268
[INFO] 2021-10-23 06:18:43 > Coverage (Step: 680000, Using train images): 0.92914
[INFO] 2021-10-23 06:18:43 > Best FID score (Step: 680000, Using train moments): 2.4689294788452685
[INFO] 2021-10-23 06:19:04 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-23 06:21:24 > Step: 680100 Progress: 68.0% Elapsed: 6 days, 16:59:28 Gen_loss: 1.202 Dis_loss: 0.8277 Cls_loss: N/A Topk: N/A ada_p: 0.2538
[INFO] 2021-10-23 06:22:25 > Step: 680200 Progress: 68.0% Elapsed: 6 days, 17:00:30 Gen_loss: 1.612 Dis_loss: 1.008 Cls_loss: N/A Topk: N/A ada_p: 0.2579
[INFO] 2021-10-23 06:23:44 > Step: 680300 Progress: 68.0% Elapsed: 6 days, 17:01:49 Gen_loss: 1.358 Dis_loss: 0.7032 Cls_loss: N/A Topk: N/A ada_p: 0.26
[INFO] 2021-10-23 06:24:46 > Step: 680400 Progress: 68.0% Elapsed: 6 days, 17:02:51 Gen_loss: 1.855 Dis_loss: 0.7863 Cls_loss: N/A Topk: N/A ada_p: 0.2633
[INFO] 2021-10-23 06:25:49 > Step: 680500 Progress: 68.0% Elapsed: 6 days, 17:03:53 Gen_loss: 1.039 Dis_loss: 1.344 Cls_loss: N/A Topk: N/A ada_p: 0.2619
[INFO] 2021-10-23 06:26:51 > Step: 680600 Progress: 68.1% Elapsed: 6 days, 17:04:56 Gen_loss: 1.49 Dis_loss: 0.8771 Cls_loss: N/A Topk: N/A ada_p: 0.2629
[INFO] 2021-10-23 06:27:53 > Step: 680700 Progress: 68.1% Elapsed: 6 days, 17:05:58 Gen_loss: 1.04 Dis_loss: 0.8656 Cls_loss: N/A Topk: N/A ada_p: 0.2634
[INFO] 2021-10-23 06:28:56 > Step: 680800 Progress: 68.1% Elapsed: 6 days, 17:07:00 Gen_loss: 1.247 Dis_loss: 0.8096 Cls_loss: N/A Topk: N/A ada_p: 0.2662
[INFO] 2021-10-23 06:29:58 > Step: 680900 Progress: 68.1% Elapsed: 6 days, 17:08:03 Gen_loss: 1.872 Dis_loss: 1.204 Cls_loss: N/A Topk: N/A ada_p: 0.2638
[INFO] 2021-10-23 06:31:00 > Step: 681000 Progress: 68.1% Elapsed: 6 days, 17:09:05 Gen_loss: 1.421 Dis_loss: 0.8507 Cls_loss: N/A Topk: N/A ada_p: 0.2615
[INFO] 2021-10-23 06:32:12 > Step: 681100 Progress: 68.1% Elapsed: 6 days, 17:10:17 Gen_loss: 1.222 Dis_loss: 1.075 Cls_loss: N/A Topk: N/A ada_p: 0.262
[INFO] 2021-10-23 06:33:15 > Step: 681200 Progress: 68.1% Elapsed: 6 days, 17:11:19 Gen_loss: 1.126 Dis_loss: 1.049 Cls_loss: N/A Topk: N/A ada_p: 0.2595
[INFO] 2021-10-23 06:34:17 > Step: 681300 Progress: 68.1% Elapsed: 6 days, 17:12:22 Gen_loss: 1.442 Dis_loss: 0.953 Cls_loss: N/A Topk: N/A ada_p: 0.2634
[INFO] 2021-10-23 06:35:20 > Step: 681400 Progress: 68.1% Elapsed: 6 days, 17:13:24 Gen_loss: 1.755 Dis_loss: 0.7044 Cls_loss: N/A Topk: N/A ada_p: 0.2609
[INFO] 2021-10-23 06:36:22 > Step: 681500 Progress: 68.2% Elapsed: 6 days, 17:14:26 Gen_loss: 0.9868 Dis_loss: 0.9036 Cls_loss: N/A Topk: N/A ada_p: 0.2547
[INFO] 2021-10-23 06:37:24 > Step: 681600 Progress: 68.2% Elapsed: 6 days, 17:15:28 Gen_loss: 1.189 Dis_loss: 0.9783 Cls_loss: N/A Topk: N/A ada_p: 0.2542
[INFO] 2021-10-23 06:38:26 > Step: 681700 Progress: 68.2% Elapsed: 6 days, 17:16:31 Gen_loss: 0.5818 Dis_loss: 0.7106 Cls_loss: N/A Topk: N/A ada_p: 0.2556
[INFO] 2021-10-23 06:39:29 > Step: 681800 Progress: 68.2% Elapsed: 6 days, 17:17:33 Gen_loss: 1.363 Dis_loss: 0.7532 Cls_loss: N/A Topk: N/A ada_p: 0.2531
[INFO] 2021-10-23 06:40:41 > Step: 681900 Progress: 68.2% Elapsed: 6 days, 17:18:46 Gen_loss: 1.37 Dis_loss: 0.6996 Cls_loss: N/A Topk: N/A ada_p: 0.2536
[INFO] 2021-10-23 06:41:44 > Step: 682000 Progress: 68.2% Elapsed: 6 days, 17:19:48 Gen_loss: 1.836 Dis_loss: 0.8886 Cls_loss: N/A Topk: N/A ada_p: 0.2541
[INFO] 2021-10-23 06:42:47 > Step: 682100 Progress: 68.2% Elapsed: 6 days, 17:20:51 Gen_loss: 1.133 Dis_loss: 0.9166 Cls_loss: N/A Topk: N/A ada_p: 0.2557
[INFO] 2021-10-23 06:43:49 > Step: 682200 Progress: 68.2% Elapsed: 6 days, 17:21:53 Gen_loss: 1.495 Dis_loss: 0.8182 Cls_loss: N/A Topk: N/A ada_p: 0.2578
[INFO] 2021-10-23 06:44:51 > Step: 682300 Progress: 68.2% Elapsed: 6 days, 17:22:56 Gen_loss: 0.9126 Dis_loss: 0.9418 Cls_loss: N/A Topk: N/A ada_p: 0.2527
[INFO] 2021-10-23 06:45:54 > Step: 682400 Progress: 68.2% Elapsed: 6 days, 17:23:59 Gen_loss: 1.289 Dis_loss: 1.062 Cls_loss: N/A Topk: N/A ada_p: 0.2517
[INFO] 2021-10-23 06:46:57 > Step: 682500 Progress: 68.2% Elapsed: 6 days, 17:25:02 Gen_loss: 1.651 Dis_loss: 0.6308 Cls_loss: N/A Topk: N/A ada_p: 0.2569
[INFO] 2021-10-23 06:48:11 > Step: 682600 Progress: 68.3% Elapsed: 6 days, 17:26:15 Gen_loss: 1.273 Dis_loss: 0.7877 Cls_loss: N/A Topk: N/A ada_p: 0.2579
[INFO] 2021-10-23 06:49:13 > Step: 682700 Progress: 68.3% Elapsed: 6 days, 17:27:18 Gen_loss: 1.239 Dis_loss: 0.7125 Cls_loss: N/A Topk: N/A ada_p: 0.2613
[INFO] 2021-10-23 06:50:16 > Step: 682800 Progress: 68.3% Elapsed: 6 days, 17:28:21 Gen_loss: 1.321 Dis_loss: 0.849 Cls_loss: N/A Topk: N/A ada_p: 0.2589
[INFO] 2021-10-23 06:51:19 > Step: 682900 Progress: 68.3% Elapsed: 6 days, 17:29:23 Gen_loss: 0.6824 Dis_loss: 1.127 Cls_loss: N/A Topk: N/A ada_p: 0.2606
[INFO] 2021-10-23 06:52:21 > Step: 683000 Progress: 68.3% Elapsed: 6 days, 17:30:25 Gen_loss: 1.918 Dis_loss: 0.9782 Cls_loss: N/A Topk: N/A ada_p: 0.2614
[INFO] 2021-10-23 06:53:23 > Step: 683100 Progress: 68.3% Elapsed: 6 days, 17:31:28 Gen_loss: 1.806 Dis_loss: 1.172 Cls_loss: N/A Topk: N/A ada_p: 0.2601
[INFO] 2021-10-23 06:54:26 > Step: 683200 Progress: 68.3% Elapsed: 6 days, 17:32:30 Gen_loss: 1.365 Dis_loss: 0.9861 Cls_loss: N/A Topk: N/A ada_p: 0.2588
[INFO] 2021-10-23 06:55:29 > Step: 683300 Progress: 68.3% Elapsed: 6 days, 17:33:33 Gen_loss: 1.339 Dis_loss: 1.095 Cls_loss: N/A Topk: N/A ada_p: 0.2615
[INFO] 2021-10-23 06:56:43 > Step: 683400 Progress: 68.3% Elapsed: 6 days, 17:34:48 Gen_loss: 1.01 Dis_loss: 1.019 Cls_loss: N/A Topk: N/A ada_p: 0.262
[INFO] 2021-10-23 06:57:45 > Step: 683500 Progress: 68.3% Elapsed: 6 days, 17:35:50 Gen_loss: 0.8892 Dis_loss: 0.899 Cls_loss: N/A Topk: N/A ada_p: 0.2597
[INFO] 2021-10-23 06:58:48 > Step: 683600 Progress: 68.4% Elapsed: 6 days, 17:36:52 Gen_loss: 1.495 Dis_loss: 0.7453 Cls_loss: N/A Topk: N/A ada_p: 0.2615
[INFO] 2021-10-23 06:59:50 > Step: 683700 Progress: 68.4% Elapsed: 6 days, 17:37:55 Gen_loss: 1.618 Dis_loss: 1.085 Cls_loss: N/A Topk: N/A ada_p: 0.2614
[INFO] 2021-10-23 07:00:53 > Step: 683800 Progress: 68.4% Elapsed: 6 days, 17:38:57 Gen_loss: 1.089 Dis_loss: 0.9542 Cls_loss: N/A Topk: N/A ada_p: 0.2606
[INFO] 2021-10-23 07:01:56 > Step: 683900 Progress: 68.4% Elapsed: 6 days, 17:40:01 Gen_loss: 1.024 Dis_loss: 1.07 Cls_loss: N/A Topk: N/A ada_p: 0.2593
[INFO] 2021-10-23 07:02:58 > Step: 684000 Progress: 68.4% Elapsed: 6 days, 17:41:03 Gen_loss: 0.8585 Dis_loss: 0.8093 Cls_loss: N/A Topk: N/A ada_p: 0.2588
[INFO] 2021-10-23 07:04:01 > Step: 684100 Progress: 68.4% Elapsed: 6 days, 17:42:05 Gen_loss: 0.9987 Dis_loss: 0.6667 Cls_loss: N/A Topk: N/A ada_p: 0.2574
[INFO] 2021-10-23 07:05:14 > Step: 684200 Progress: 68.4% Elapsed: 6 days, 17:43:18 Gen_loss: 1.568 Dis_loss: 0.8312 Cls_loss: N/A Topk: N/A ada_p: 0.2587
[INFO] 2021-10-23 07:06:16 > Step: 684300 Progress: 68.4% Elapsed: 6 days, 17:44:21 Gen_loss: 0.9869 Dis_loss: 0.8544 Cls_loss: N/A Topk: N/A ada_p: 0.2592
[INFO] 2021-10-23 07:07:19 > Step: 684400 Progress: 68.4% Elapsed: 6 days, 17:45:23 Gen_loss: 1.083 Dis_loss: 0.7943 Cls_loss: N/A Topk: N/A ada_p: 0.2597
[INFO] 2021-10-23 07:08:21 > Step: 684500 Progress: 68.5% Elapsed: 6 days, 17:46:26 Gen_loss: 1.403 Dis_loss: 1.113 Cls_loss: N/A Topk: N/A ada_p: 0.2624
[INFO] 2021-10-23 07:09:24 > Step: 684600 Progress: 68.5% Elapsed: 6 days, 17:47:29 Gen_loss: 1.187 Dis_loss: 0.8439 Cls_loss: N/A Topk: N/A ada_p: 0.2621
[INFO] 2021-10-23 07:10:27 > Step: 684700 Progress: 68.5% Elapsed: 6 days, 17:48:31 Gen_loss: 0.928 Dis_loss: 0.6182 Cls_loss: N/A Topk: N/A ada_p: 0.2637
[INFO] 2021-10-23 07:11:30 > Step: 684800 Progress: 68.5% Elapsed: 6 days, 17:49:34 Gen_loss: 0.624 Dis_loss: 0.8337 Cls_loss: N/A Topk: N/A ada_p: 0.2634
[INFO] 2021-10-23 07:12:32 > Step: 684900 Progress: 68.5% Elapsed: 6 days, 17:50:37 Gen_loss: 1.808 Dis_loss: 0.7834 Cls_loss: N/A Topk: N/A ada_p: 0.2671
[INFO] 2021-10-23 07:13:46 > Step: 685000 Progress: 68.5% Elapsed: 6 days, 17:51:51 Gen_loss: 1.112 Dis_loss: 1.217 Cls_loss: N/A Topk: N/A ada_p: 0.2615
[INFO] 2021-10-23 07:14:49 > Step: 685100 Progress: 68.5% Elapsed: 6 days, 17:52:53 Gen_loss: 1.251 Dis_loss: 0.8093 Cls_loss: N/A Topk: N/A ada_p: 0.2587
[INFO] 2021-10-23 07:15:51 > Step: 685200 Progress: 68.5% Elapsed: 6 days, 17:53:56 Gen_loss: 0.9629 Dis_loss: 1.057 Cls_loss: N/A Topk: N/A ada_p: 0.2597
[INFO] 2021-10-23 07:16:55 > Step: 685300 Progress: 68.5% Elapsed: 6 days, 17:55:00 Gen_loss: 1.179 Dis_loss: 0.5586 Cls_loss: N/A Topk: N/A ada_p: 0.2573
[INFO] 2021-10-23 07:17:58 > Step: 685400 Progress: 68.5% Elapsed: 6 days, 17:56:02 Gen_loss: 1.235 Dis_loss: 0.8906 Cls_loss: N/A Topk: N/A ada_p: 0.2583
[INFO] 2021-10-23 07:19:00 > Step: 685500 Progress: 68.5% Elapsed: 6 days, 17:57:05 Gen_loss: 1.161 Dis_loss: 0.8913 Cls_loss: N/A Topk: N/A ada_p: 0.2583
[INFO] 2021-10-23 07:20:03 > Step: 685600 Progress: 68.6% Elapsed: 6 days, 17:58:07 Gen_loss: 1.25 Dis_loss: 0.8884 Cls_loss: N/A Topk: N/A ada_p: 0.2545
[INFO] 2021-10-23 07:21:05 > Step: 685700 Progress: 68.6% Elapsed: 6 days, 17:59:10 Gen_loss: 1.701 Dis_loss: 0.8212 Cls_loss: N/A Topk: N/A ada_p: 0.2564
[INFO] 2021-10-23 07:22:18 > Step: 685800 Progress: 68.6% Elapsed: 6 days, 18:00:22 Gen_loss: 0.9599 Dis_loss: 0.6448 Cls_loss: N/A Topk: N/A ada_p: 0.2556
[INFO] 2021-10-23 07:23:20 > Step: 685900 Progress: 68.6% Elapsed: 6 days, 18:01:25 Gen_loss: 1.169 Dis_loss: 1.126 Cls_loss: N/A Topk: N/A ada_p: 0.2587
[INFO] 2021-10-23 07:24:22 > Step: 686000 Progress: 68.6% Elapsed: 6 days, 18:02:27 Gen_loss: 1.056 Dis_loss: 0.8199 Cls_loss: N/A Topk: N/A ada_p: 0.2587
[INFO] 2021-10-23 07:25:25 > Step: 686100 Progress: 68.6% Elapsed: 6 days, 18:03:30 Gen_loss: 0.6423 Dis_loss: 0.947 Cls_loss: N/A Topk: N/A ada_p: 0.2606
[INFO] 2021-10-23 07:26:28 > Step: 686200 Progress: 68.6% Elapsed: 6 days, 18:04:32 Gen_loss: 1.492 Dis_loss: 1.243 Cls_loss: N/A Topk: N/A ada_p: 0.2637
[INFO] 2021-10-23 07:27:31 > Step: 686300 Progress: 68.6% Elapsed: 6 days, 18:05:35 Gen_loss: 1.326 Dis_loss: 0.7882 Cls_loss: N/A Topk: N/A ada_p: 0.2624
[INFO] 2021-10-23 07:28:33 > Step: 686400 Progress: 68.6% Elapsed: 6 days, 18:06:38 Gen_loss: 0.8077 Dis_loss: 0.8577 Cls_loss: N/A Topk: N/A ada_p: 0.2609
[INFO] 2021-10-23 07:29:46 > Step: 686500 Progress: 68.7% Elapsed: 6 days, 18:07:51 Gen_loss: 1.164 Dis_loss: 0.8564 Cls_loss: N/A Topk: N/A ada_p: 0.2615
[INFO] 2021-10-23 07:30:48 > Step: 686600 Progress: 68.7% Elapsed: 6 days, 18:08:53 Gen_loss: 1.481 Dis_loss: 0.8065 Cls_loss: N/A Topk: N/A ada_p: 0.2613
[INFO] 2021-10-23 07:31:50 > Step: 686700 Progress: 68.7% Elapsed: 6 days, 18:09:55 Gen_loss: 1.063 Dis_loss: 0.9966 Cls_loss: N/A Topk: N/A ada_p: 0.2628
[INFO] 2021-10-23 07:32:53 > Step: 686800 Progress: 68.7% Elapsed: 6 days, 18:10:57 Gen_loss: 1.03 Dis_loss: 0.9606 Cls_loss: N/A Topk: N/A ada_p: 0.2633
[INFO] 2021-10-23 07:33:55 > Step: 686900 Progress: 68.7% Elapsed: 6 days, 18:12:00 Gen_loss: 1.231 Dis_loss: 0.8882 Cls_loss: N/A Topk: N/A ada_p: 0.2616
[INFO] 2021-10-23 07:34:57 > Step: 687000 Progress: 68.7% Elapsed: 6 days, 18:13:02 Gen_loss: 1.912 Dis_loss: 1.048 Cls_loss: N/A Topk: N/A ada_p: 0.2645
[INFO] 2021-10-23 07:36:00 > Step: 687100 Progress: 68.7% Elapsed: 6 days, 18:14:04 Gen_loss: 0.9016 Dis_loss: 0.6404 Cls_loss: N/A Topk: N/A ada_p: 0.2624
[INFO] 2021-10-23 07:37:02 > Step: 687200 Progress: 68.7% Elapsed: 6 days, 18:15:07 Gen_loss: 1.555 Dis_loss: 1.207 Cls_loss: N/A Topk: N/A ada_p: 0.2616
[INFO] 2021-10-23 07:38:15 > Step: 687300 Progress: 68.7% Elapsed: 6 days, 18:16:20 Gen_loss: 1.107 Dis_loss: 0.8547 Cls_loss: N/A Topk: N/A ada_p: 0.2641
[INFO] 2021-10-23 07:39:17 > Step: 687400 Progress: 68.7% Elapsed: 6 days, 18:17:22 Gen_loss: 1.483 Dis_loss: 0.8796 Cls_loss: N/A Topk: N/A ada_p: 0.2633
[INFO] 2021-10-23 07:40:19 > Step: 687500 Progress: 68.8% Elapsed: 6 days, 18:18:24 Gen_loss: 1.247 Dis_loss: 0.8653 Cls_loss: N/A Topk: N/A ada_p: 0.2584
[INFO] 2021-10-23 07:41:22 > Step: 687600 Progress: 68.8% Elapsed: 6 days, 18:19:26 Gen_loss: 0.9175 Dis_loss: 0.6539 Cls_loss: N/A Topk: N/A ada_p: 0.2582
[INFO] 2021-10-23 07:42:24 > Step: 687700 Progress: 68.8% Elapsed: 6 days, 18:20:29 Gen_loss: 1.024 Dis_loss: 0.9018 Cls_loss: N/A Topk: N/A ada_p: 0.2581
[INFO] 2021-10-23 07:43:27 > Step: 687800 Progress: 68.8% Elapsed: 6 days, 18:21:31 Gen_loss: 1.176 Dis_loss: 0.8696 Cls_loss: N/A Topk: N/A ada_p: 0.2575
[INFO] 2021-10-23 07:44:29 > Step: 687900 Progress: 68.8% Elapsed: 6 days, 18:22:34 Gen_loss: 1.342 Dis_loss: 1.138 Cls_loss: N/A Topk: N/A ada_p: 0.2578
[INFO] 2021-10-23 07:45:31 > Step: 688000 Progress: 68.8% Elapsed: 6 days, 18:23:36 Gen_loss: 1.2 Dis_loss: 0.9268 Cls_loss: N/A Topk: N/A ada_p: 0.2563
[INFO] 2021-10-23 07:46:44 > Step: 688100 Progress: 68.8% Elapsed: 6 days, 18:24:49 Gen_loss: 1.256 Dis_loss: 0.8826 Cls_loss: N/A Topk: N/A ada_p: 0.2579
[INFO] 2021-10-23 07:47:46 > Step: 688200 Progress: 68.8% Elapsed: 6 days, 18:25:51 Gen_loss: 1.443 Dis_loss: 0.891 Cls_loss: N/A Topk: N/A ada_p: 0.2607
[INFO] 2021-10-23 07:48:49 > Step: 688300 Progress: 68.8% Elapsed: 6 days, 18:26:53 Gen_loss: 1.642 Dis_loss: 1.099 Cls_loss: N/A Topk: N/A ada_p: 0.2597
[INFO] 2021-10-23 07:49:51 > Step: 688400 Progress: 68.8% Elapsed: 6 days, 18:27:56 Gen_loss: 0.7301 Dis_loss: 1.149 Cls_loss: N/A Topk: N/A ada_p: 0.2607
[INFO] 2021-10-23 07:50:54 > Step: 688500 Progress: 68.8% Elapsed: 6 days, 18:28:58 Gen_loss: 1.712 Dis_loss: 0.9083 Cls_loss: N/A Topk: N/A ada_p: 0.2598
[INFO] 2021-10-23 07:51:56 > Step: 688600 Progress: 68.9% Elapsed: 6 days, 18:30:00 Gen_loss: 1.122 Dis_loss: 1.091 Cls_loss: N/A Topk: N/A ada_p: 0.2639
[INFO] 2021-10-23 07:52:58 > Step: 688700 Progress: 68.9% Elapsed: 6 days, 18:31:03 Gen_loss: 1.35 Dis_loss: 0.664 Cls_loss: N/A Topk: N/A ada_p: 0.2632
[INFO] 2021-10-23 07:54:00 > Step: 688800 Progress: 68.9% Elapsed: 6 days, 18:32:05 Gen_loss: 0.99 Dis_loss: 0.7319 Cls_loss: N/A Topk: N/A ada_p: 0.2652
[INFO] 2021-10-23 07:55:13 > Step: 688900 Progress: 68.9% Elapsed: 6 days, 18:33:18 Gen_loss: 0.9964 Dis_loss: 1.149 Cls_loss: N/A Topk: N/A ada_p: 0.2646
[INFO] 2021-10-23 07:56:15 > Step: 689000 Progress: 68.9% Elapsed: 6 days, 18:34:20 Gen_loss: 1.169 Dis_loss: 0.5451 Cls_loss: N/A Topk: N/A ada_p: 0.2666
[INFO] 2021-10-23 07:57:18 > Step: 689100 Progress: 68.9% Elapsed: 6 days, 18:35:22 Gen_loss: 0.879 Dis_loss: 0.8095 Cls_loss: N/A Topk: N/A ada_p: 0.2671
[INFO] 2021-10-23 07:58:20 > Step: 689200 Progress: 68.9% Elapsed: 6 days, 18:36:25 Gen_loss: 1.4 Dis_loss: 1.044 Cls_loss: N/A Topk: N/A ada_p: 0.2587
[INFO] 2021-10-23 07:59:22 > Step: 689300 Progress: 68.9% Elapsed: 6 days, 18:37:27 Gen_loss: 1.091 Dis_loss: 0.9934 Cls_loss: N/A Topk: N/A ada_p: 0.257
[INFO] 2021-10-23 08:00:25 > Step: 689400 Progress: 68.9% Elapsed: 6 days, 18:38:29 Gen_loss: 1.363 Dis_loss: 1.112 Cls_loss: N/A Topk: N/A ada_p: 0.256
[INFO] 2021-10-23 08:01:27 > Step: 689500 Progress: 69.0% Elapsed: 6 days, 18:39:32 Gen_loss: 0.7492 Dis_loss: 0.8365 Cls_loss: N/A Topk: N/A ada_p: 0.2522
[INFO] 2021-10-23 08:02:29 > Step: 689600 Progress: 69.0% Elapsed: 6 days, 18:40:34 Gen_loss: 1.982 Dis_loss: 0.9892 Cls_loss: N/A Topk: N/A ada_p: 0.2527
[INFO] 2021-10-23 08:03:42 > Step: 689700 Progress: 69.0% Elapsed: 6 days, 18:41:47 Gen_loss: 1.343 Dis_loss: 0.5576 Cls_loss: N/A Topk: N/A ada_p: 0.252
[INFO] 2021-10-23 08:04:45 > Step: 689800 Progress: 69.0% Elapsed: 6 days, 18:42:49 Gen_loss: 1.486 Dis_loss: 0.7266 Cls_loss: N/A Topk: N/A ada_p: 0.2515
[INFO] 2021-10-23 08:05:47 > Step: 689900 Progress: 69.0% Elapsed: 6 days, 18:43:52 Gen_loss: 1.777 Dis_loss: 1.038 Cls_loss: N/A Topk: N/A ada_p: 0.2513
[INFO] 2021-10-23 08:06:50 > Step: 690000 Progress: 69.0% Elapsed: 6 days, 18:44:54 Gen_loss: 1.176 Dis_loss: 0.8691 Cls_loss: N/A Topk: N/A ada_p: 0.2508
[INFO] 2021-10-23 08:06:50 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-23 08:06:50 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_690000.png
[INFO] 2021-10-23 08:06:50 > Start Evaluation (690000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-23 08:06:50 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-23 08:12:20 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-23 08:17:59 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-23 08:47:01 > Inception score (Step: 690000, 50000 generated images): 10.523296356201172
[INFO] 2021-10-23 08:47:01 > FID score (Step: 690000, Using train moments): 2.484413193780483
[INFO] 2021-10-23 08:47:01 > Improved Precision (Step: 690000, Using train images): 0.74616
[INFO] 2021-10-23 08:47:01 > Improved Recall (Step: 690000, Using train images): 0.68112
[INFO] 2021-10-23 08:47:01 > Density (Step: 690000, Using train images): 1.058676
[INFO] 2021-10-23 08:47:01 > Coverage (Step: 690000, Using train images): 0.92798
[INFO] 2021-10-23 08:47:01 > Best FID score (Step: 680000, Using train moments): 2.4689294788452685
[INFO] 2021-10-23 08:47:12 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-23 08:48:13 > Step: 690100 Progress: 69.0% Elapsed: 6 days, 19:26:17 Gen_loss: 1.005 Dis_loss: 0.8023 Cls_loss: N/A Topk: N/A ada_p: 0.2537
[INFO] 2021-10-23 08:49:15 > Step: 690200 Progress: 69.0% Elapsed: 6 days, 19:27:19 Gen_loss: 1.494 Dis_loss: 1.183 Cls_loss: N/A Topk: N/A ada_p: 0.2534
[INFO] 2021-10-23 08:50:17 > Step: 690300 Progress: 69.0% Elapsed: 6 days, 19:28:22 Gen_loss: 1.647 Dis_loss: 1.136 Cls_loss: N/A Topk: N/A ada_p: 0.2501
[INFO] 2021-10-23 08:51:20 > Step: 690400 Progress: 69.0% Elapsed: 6 days, 19:29:25 Gen_loss: 0.7864 Dis_loss: 1.114 Cls_loss: N/A Topk: N/A ada_p: 0.2529
[INFO] 2021-10-23 08:52:39 > Step: 690500 Progress: 69.0% Elapsed: 6 days, 19:30:44 Gen_loss: 1.253 Dis_loss: 0.9648 Cls_loss: N/A Topk: N/A ada_p: 0.2523
[INFO] 2021-10-23 08:53:42 > Step: 690600 Progress: 69.1% Elapsed: 6 days, 19:31:46 Gen_loss: 1.264 Dis_loss: 0.6539 Cls_loss: N/A Topk: N/A ada_p: 0.252
[INFO] 2021-10-23 08:54:44 > Step: 690700 Progress: 69.1% Elapsed: 6 days, 19:32:49 Gen_loss: 1.016 Dis_loss: 0.8351 Cls_loss: N/A Topk: N/A ada_p: 0.252
[INFO] 2021-10-23 08:55:47 > Step: 690800 Progress: 69.1% Elapsed: 6 days, 19:33:52 Gen_loss: 1.149 Dis_loss: 0.9254 Cls_loss: N/A Topk: N/A ada_p: 0.2559
[INFO] 2021-10-23 08:56:50 > Step: 690900 Progress: 69.1% Elapsed: 6 days, 19:34:54 Gen_loss: 1.373 Dis_loss: 0.804 Cls_loss: N/A Topk: N/A ada_p: 0.2575
[INFO] 2021-10-23 08:57:53 > Step: 691000 Progress: 69.1% Elapsed: 6 days, 19:35:57 Gen_loss: 1.109 Dis_loss: 0.9802 Cls_loss: N/A Topk: N/A ada_p: 0.257
[INFO] 2021-10-23 08:58:55 > Step: 691100 Progress: 69.1% Elapsed: 6 days, 19:36:59 Gen_loss: 1.501 Dis_loss: 0.5272 Cls_loss: N/A Topk: N/A ada_p: 0.2578
[INFO] 2021-10-23 09:00:07 > Step: 691200 Progress: 69.1% Elapsed: 6 days, 19:38:12 Gen_loss: 1.568 Dis_loss: 0.6451 Cls_loss: N/A Topk: N/A ada_p: 0.2604
[INFO] 2021-10-23 09:01:10 > Step: 691300 Progress: 69.1% Elapsed: 6 days, 19:39:14 Gen_loss: 0.9927 Dis_loss: 0.7914 Cls_loss: N/A Topk: N/A ada_p: 0.26
[INFO] 2021-10-23 09:02:13 > Step: 691400 Progress: 69.1% Elapsed: 6 days, 19:40:17 Gen_loss: 0.8592 Dis_loss: 0.8822 Cls_loss: N/A Topk: N/A ada_p: 0.262
[INFO] 2021-10-23 09:03:15 > Step: 691500 Progress: 69.2% Elapsed: 6 days, 19:41:20 Gen_loss: 1.523 Dis_loss: 1.384 Cls_loss: N/A Topk: N/A ada_p: 0.2618
[INFO] 2021-10-23 09:04:18 > Step: 691600 Progress: 69.2% Elapsed: 6 days, 19:42:22 Gen_loss: 2.355 Dis_loss: 1.125 Cls_loss: N/A Topk: N/A ada_p: 0.2615
[INFO] 2021-10-23 09:05:20 > Step: 691700 Progress: 69.2% Elapsed: 6 days, 19:43:25 Gen_loss: 1.049 Dis_loss: 0.9399 Cls_loss: N/A Topk: N/A ada_p: 0.2596
[INFO] 2021-10-23 09:06:22 > Step: 691800 Progress: 69.2% Elapsed: 6 days, 19:44:27 Gen_loss: 1.103 Dis_loss: 0.6231 Cls_loss: N/A Topk: N/A ada_p: 0.2593
[INFO] 2021-10-23 09:07:24 > Step: 691900 Progress: 69.2% Elapsed: 6 days, 19:45:29 Gen_loss: 1.204 Dis_loss: 0.939 Cls_loss: N/A Topk: N/A ada_p: 0.2598
[INFO] 2021-10-23 09:08:37 > Step: 692000 Progress: 69.2% Elapsed: 6 days, 19:46:41 Gen_loss: 1.613 Dis_loss: 0.4785 Cls_loss: N/A Topk: N/A ada_p: 0.2591
[INFO] 2021-10-23 09:09:39 > Step: 692100 Progress: 69.2% Elapsed: 6 days, 19:47:44 Gen_loss: 1.25 Dis_loss: 0.717 Cls_loss: N/A Topk: N/A ada_p: 0.263
[INFO] 2021-10-23 09:10:41 > Step: 692200 Progress: 69.2% Elapsed: 6 days, 19:48:46 Gen_loss: 1.383 Dis_loss: 0.9526 Cls_loss: N/A Topk: N/A ada_p: 0.263
[INFO] 2021-10-23 09:11:44 > Step: 692300 Progress: 69.2% Elapsed: 6 days, 19:49:49 Gen_loss: 1.968 Dis_loss: 1.328 Cls_loss: N/A Topk: N/A ada_p: 0.2638
[INFO] 2021-10-23 09:12:46 > Step: 692400 Progress: 69.2% Elapsed: 6 days, 19:50:51 Gen_loss: 1.222 Dis_loss: 0.7433 Cls_loss: N/A Topk: N/A ada_p: 0.262
[INFO] 2021-10-23 09:13:49 > Step: 692500 Progress: 69.2% Elapsed: 6 days, 19:51:54 Gen_loss: 1.262 Dis_loss: 0.7656 Cls_loss: N/A Topk: N/A ada_p: 0.265
[INFO] 2021-10-23 09:14:52 > Step: 692600 Progress: 69.3% Elapsed: 6 days, 19:52:57 Gen_loss: 1.402 Dis_loss: 1.07 Cls_loss: N/A Topk: N/A ada_p: 0.2665
[INFO] 2021-10-23 09:15:55 > Step: 692700 Progress: 69.3% Elapsed: 6 days, 19:53:59 Gen_loss: 1.432 Dis_loss: 0.8036 Cls_loss: N/A Topk: N/A ada_p: 0.2685
[INFO] 2021-10-23 09:17:07 > Step: 692800 Progress: 69.3% Elapsed: 6 days, 19:55:12 Gen_loss: 1.182 Dis_loss: 0.753 Cls_loss: N/A Topk: N/A ada_p: 0.2696
[INFO] 2021-10-23 09:18:10 > Step: 692900 Progress: 69.3% Elapsed: 6 days, 19:56:15 Gen_loss: 1.23 Dis_loss: 0.9004 Cls_loss: N/A Topk: N/A ada_p: 0.2684
[INFO] 2021-10-23 09:19:12 > Step: 693000 Progress: 69.3% Elapsed: 6 days, 19:57:17 Gen_loss: 1.886 Dis_loss: 0.8683 Cls_loss: N/A Topk: N/A ada_p: 0.2725
[INFO] 2021-10-23 09:20:15 > Step: 693100 Progress: 69.3% Elapsed: 6 days, 19:58:20 Gen_loss: 1.082 Dis_loss: 0.7749 Cls_loss: N/A Topk: N/A ada_p: 0.2717
[INFO] 2021-10-23 09:21:18 > Step: 693200 Progress: 69.3% Elapsed: 6 days, 19:59:23 Gen_loss: 0.9868 Dis_loss: 1.306 Cls_loss: N/A Topk: N/A ada_p: 0.2692
[INFO] 2021-10-23 09:22:21 > Step: 693300 Progress: 69.3% Elapsed: 6 days, 20:00:25 Gen_loss: 1.795 Dis_loss: 0.7069 Cls_loss: N/A Topk: N/A ada_p: 0.2673
[INFO] 2021-10-23 09:23:23 > Step: 693400 Progress: 69.3% Elapsed: 6 days, 20:01:28 Gen_loss: 1.408 Dis_loss: 0.7561 Cls_loss: N/A Topk: N/A ada_p: 0.2655
[INFO] 2021-10-23 09:24:26 > Step: 693500 Progress: 69.3% Elapsed: 6 days, 20:02:31 Gen_loss: 1.628 Dis_loss: 0.8055 Cls_loss: N/A Topk: N/A ada_p: 0.2629
[INFO] 2021-10-23 09:25:38 > Step: 693600 Progress: 69.4% Elapsed: 6 days, 20:03:43 Gen_loss: 1.74 Dis_loss: 0.6838 Cls_loss: N/A Topk: N/A ada_p: 0.2588
[INFO] 2021-10-23 09:26:41 > Step: 693700 Progress: 69.4% Elapsed: 6 days, 20:04:46 Gen_loss: 1.198 Dis_loss: 0.9551 Cls_loss: N/A Topk: N/A ada_p: 0.2592
[INFO] 2021-10-23 09:27:44 > Step: 693800 Progress: 69.4% Elapsed: 6 days, 20:05:48 Gen_loss: 1.174 Dis_loss: 0.9528 Cls_loss: N/A Topk: N/A ada_p: 0.2566
[INFO] 2021-10-23 09:28:46 > Step: 693900 Progress: 69.4% Elapsed: 6 days, 20:06:51 Gen_loss: 1.856 Dis_loss: 0.9891 Cls_loss: N/A Topk: N/A ada_p: 0.2587
[INFO] 2021-10-23 09:29:49 > Step: 694000 Progress: 69.4% Elapsed: 6 days, 20:07:53 Gen_loss: 1.339 Dis_loss: 0.8763 Cls_loss: N/A Topk: N/A ada_p: 0.2559
[INFO] 2021-10-23 09:30:51 > Step: 694100 Progress: 69.4% Elapsed: 6 days, 20:08:56 Gen_loss: 1.315 Dis_loss: 1.233 Cls_loss: N/A Topk: N/A ada_p: 0.2565
[INFO] 2021-10-23 09:31:53 > Step: 694200 Progress: 69.4% Elapsed: 6 days, 20:09:58 Gen_loss: 1.044 Dis_loss: 0.7631 Cls_loss: N/A Topk: N/A ada_p: 0.2552
[INFO] 2021-10-23 09:32:56 > Step: 694300 Progress: 69.4% Elapsed: 6 days, 20:11:00 Gen_loss: 1.525 Dis_loss: 0.8499 Cls_loss: N/A Topk: N/A ada_p: 0.257
[INFO] 2021-10-23 09:34:08 > Step: 694400 Progress: 69.4% Elapsed: 6 days, 20:12:12 Gen_loss: 1.364 Dis_loss: 0.988 Cls_loss: N/A Topk: N/A ada_p: 0.2619
[INFO] 2021-10-23 09:35:10 > Step: 694500 Progress: 69.5% Elapsed: 6 days, 20:13:15 Gen_loss: 0.779 Dis_loss: 0.9563 Cls_loss: N/A Topk: N/A ada_p: 0.2623
[INFO] 2021-10-23 09:36:13 > Step: 694600 Progress: 69.5% Elapsed: 6 days, 20:14:17 Gen_loss: 1.178 Dis_loss: 0.9018 Cls_loss: N/A Topk: N/A ada_p: 0.2607
[INFO] 2021-10-23 09:37:15 > Step: 694700 Progress: 69.5% Elapsed: 6 days, 20:15:20 Gen_loss: 1.793 Dis_loss: 0.9902 Cls_loss: N/A Topk: N/A ada_p: 0.2602
[INFO] 2021-10-23 09:38:17 > Step: 694800 Progress: 69.5% Elapsed: 6 days, 20:16:22 Gen_loss: 1.727 Dis_loss: 1.032 Cls_loss: N/A Topk: N/A ada_p: 0.2602
[INFO] 2021-10-23 09:39:20 > Step: 694900 Progress: 69.5% Elapsed: 6 days, 20:17:24 Gen_loss: 1.665 Dis_loss: 0.77 Cls_loss: N/A Topk: N/A ada_p: 0.2573
[INFO] 2021-10-23 09:40:22 > Step: 695000 Progress: 69.5% Elapsed: 6 days, 20:18:26 Gen_loss: 1.744 Dis_loss: 0.99 Cls_loss: N/A Topk: N/A ada_p: 0.2591
[INFO] 2021-10-23 09:41:34 > Step: 695100 Progress: 69.5% Elapsed: 6 days, 20:19:39 Gen_loss: 1.562 Dis_loss: 0.9108 Cls_loss: N/A Topk: N/A ada_p: 0.2598
[INFO] 2021-10-23 09:42:36 > Step: 695200 Progress: 69.5% Elapsed: 6 days, 20:20:40 Gen_loss: 1.955 Dis_loss: 0.7464 Cls_loss: N/A Topk: N/A ada_p: 0.2616
[INFO] 2021-10-23 09:43:39 > Step: 695300 Progress: 69.5% Elapsed: 6 days, 20:21:43 Gen_loss: 1.491 Dis_loss: 1.065 Cls_loss: N/A Topk: N/A ada_p: 0.261
[INFO] 2021-10-23 09:44:41 > Step: 695400 Progress: 69.5% Elapsed: 6 days, 20:22:46 Gen_loss: 1.462 Dis_loss: 0.9303 Cls_loss: N/A Topk: N/A ada_p: 0.263
[INFO] 2021-10-23 09:45:43 > Step: 695500 Progress: 69.5% Elapsed: 6 days, 20:23:48 Gen_loss: 1.667 Dis_loss: 0.913 Cls_loss: N/A Topk: N/A ada_p: 0.2659
[INFO] 2021-10-23 09:46:45 > Step: 695600 Progress: 69.6% Elapsed: 6 days, 20:24:50 Gen_loss: 1.768 Dis_loss: 1.114 Cls_loss: N/A Topk: N/A ada_p: 0.2664
[INFO] 2021-10-23 09:47:48 > Step: 695700 Progress: 69.6% Elapsed: 6 days, 20:25:52 Gen_loss: 0.9616 Dis_loss: 0.9837 Cls_loss: N/A Topk: N/A ada_p: 0.2604
[INFO] 2021-10-23 09:48:50 > Step: 695800 Progress: 69.6% Elapsed: 6 days, 20:26:54 Gen_loss: 1.237 Dis_loss: 0.6228 Cls_loss: N/A Topk: N/A ada_p: 0.2588
[INFO] 2021-10-23 09:50:02 > Step: 695900 Progress: 69.6% Elapsed: 6 days, 20:28:07 Gen_loss: 1.031 Dis_loss: 1.006 Cls_loss: N/A Topk: N/A ada_p: 0.2588
[INFO] 2021-10-23 09:51:04 > Step: 696000 Progress: 69.6% Elapsed: 6 days, 20:29:09 Gen_loss: 1.004 Dis_loss: 0.9697 Cls_loss: N/A Topk: N/A ada_p: 0.2621
[INFO] 2021-10-23 09:52:07 > Step: 696100 Progress: 69.6% Elapsed: 6 days, 20:30:11 Gen_loss: 0.9724 Dis_loss: 1.127 Cls_loss: N/A Topk: N/A ada_p: 0.2646
[INFO] 2021-10-23 09:53:09 > Step: 696200 Progress: 69.6% Elapsed: 6 days, 20:31:14 Gen_loss: 1.481 Dis_loss: 0.7498 Cls_loss: N/A Topk: N/A ada_p: 0.2648
[INFO] 2021-10-23 09:54:11 > Step: 696300 Progress: 69.6% Elapsed: 6 days, 20:32:16 Gen_loss: 1.587 Dis_loss: 0.5643 Cls_loss: N/A Topk: N/A ada_p: 0.2656
[INFO] 2021-10-23 09:55:13 > Step: 696400 Progress: 69.6% Elapsed: 6 days, 20:33:18 Gen_loss: 1.256 Dis_loss: 0.842 Cls_loss: N/A Topk: N/A ada_p: 0.2661
[INFO] 2021-10-23 09:56:16 > Step: 696500 Progress: 69.7% Elapsed: 6 days, 20:34:20 Gen_loss: 1.167 Dis_loss: 0.7517 Cls_loss: N/A Topk: N/A ada_p: 0.2614
[INFO] 2021-10-23 09:57:18 > Step: 696600 Progress: 69.7% Elapsed: 6 days, 20:35:22 Gen_loss: 0.9967 Dis_loss: 0.728 Cls_loss: N/A Topk: N/A ada_p: 0.2596
[INFO] 2021-10-23 09:58:30 > Step: 696700 Progress: 69.7% Elapsed: 6 days, 20:36:35 Gen_loss: 1.252 Dis_loss: 0.9481 Cls_loss: N/A Topk: N/A ada_p: 0.2601
[INFO] 2021-10-23 09:59:32 > Step: 696800 Progress: 69.7% Elapsed: 6 days, 20:37:37 Gen_loss: 1.204 Dis_loss: 0.8574 Cls_loss: N/A Topk: N/A ada_p: 0.2611
[INFO] 2021-10-23 10:00:35 > Step: 696900 Progress: 69.7% Elapsed: 6 days, 20:38:39 Gen_loss: 1.497 Dis_loss: 1.304 Cls_loss: N/A Topk: N/A ada_p: 0.2618
[INFO] 2021-10-23 10:01:37 > Step: 697000 Progress: 69.7% Elapsed: 6 days, 20:39:41 Gen_loss: 0.8541 Dis_loss: 0.8881 Cls_loss: N/A Topk: N/A ada_p: 0.2602
[INFO] 2021-10-23 10:02:39 > Step: 697100 Progress: 69.7% Elapsed: 6 days, 20:40:43 Gen_loss: 0.9547 Dis_loss: 0.9203 Cls_loss: N/A Topk: N/A ada_p: 0.2589
[INFO] 2021-10-23 10:03:41 > Step: 697200 Progress: 69.7% Elapsed: 6 days, 20:41:45 Gen_loss: 1.446 Dis_loss: 0.8079 Cls_loss: N/A Topk: N/A ada_p: 0.2541
[INFO] 2021-10-23 10:04:43 > Step: 697300 Progress: 69.7% Elapsed: 6 days, 20:42:48 Gen_loss: 1.93 Dis_loss: 0.865 Cls_loss: N/A Topk: N/A ada_p: 0.2596
[INFO] 2021-10-23 10:05:45 > Step: 697400 Progress: 69.7% Elapsed: 6 days, 20:43:50 Gen_loss: 1.052 Dis_loss: 0.8914 Cls_loss: N/A Topk: N/A ada_p: 0.2619
[INFO] 2021-10-23 10:06:57 > Step: 697500 Progress: 69.8% Elapsed: 6 days, 20:45:02 Gen_loss: 1.234 Dis_loss: 0.7254 Cls_loss: N/A Topk: N/A ada_p: 0.2601
[INFO] 2021-10-23 10:07:59 > Step: 697600 Progress: 69.8% Elapsed: 6 days, 20:46:04 Gen_loss: 1.52 Dis_loss: 0.8624 Cls_loss: N/A Topk: N/A ada_p: 0.2604
[INFO] 2021-10-23 10:09:02 > Step: 697700 Progress: 69.8% Elapsed: 6 days, 20:47:06 Gen_loss: 2.076 Dis_loss: 1.424 Cls_loss: N/A Topk: N/A ada_p: 0.26
[INFO] 2021-10-23 10:10:04 > Step: 697800 Progress: 69.8% Elapsed: 6 days, 20:48:08 Gen_loss: 1.408 Dis_loss: 0.9436 Cls_loss: N/A Topk: N/A ada_p: 0.2554
[INFO] 2021-10-23 10:11:06 > Step: 697900 Progress: 69.8% Elapsed: 6 days, 20:49:11 Gen_loss: 1.263 Dis_loss: 1.083 Cls_loss: N/A Topk: N/A ada_p: 0.2579
[INFO] 2021-10-23 10:12:08 > Step: 698000 Progress: 69.8% Elapsed: 6 days, 20:50:13 Gen_loss: 1.316 Dis_loss: 0.6512 Cls_loss: N/A Topk: N/A ada_p: 0.2566
[INFO] 2021-10-23 10:13:11 > Step: 698100 Progress: 69.8% Elapsed: 6 days, 20:51:15 Gen_loss: 0.9683 Dis_loss: 0.492 Cls_loss: N/A Topk: N/A ada_p: 0.2542
[INFO] 2021-10-23 10:14:13 > Step: 698200 Progress: 69.8% Elapsed: 6 days, 20:52:18 Gen_loss: 1.437 Dis_loss: 0.7965 Cls_loss: N/A Topk: N/A ada_p: 0.2568
[INFO] 2021-10-23 10:15:25 > Step: 698300 Progress: 69.8% Elapsed: 6 days, 20:53:30 Gen_loss: 0.9173 Dis_loss: 0.9973 Cls_loss: N/A Topk: N/A ada_p: 0.2586
[INFO] 2021-10-23 10:16:27 > Step: 698400 Progress: 69.8% Elapsed: 6 days, 20:54:32 Gen_loss: 1.457 Dis_loss: 0.8839 Cls_loss: N/A Topk: N/A ada_p: 0.2627
[INFO] 2021-10-23 10:17:30 > Step: 698500 Progress: 69.8% Elapsed: 6 days, 20:55:35 Gen_loss: 1.024 Dis_loss: 0.9955 Cls_loss: N/A Topk: N/A ada_p: 0.2584
[INFO] 2021-10-23 10:18:32 > Step: 698600 Progress: 69.9% Elapsed: 6 days, 20:56:37 Gen_loss: 1.205 Dis_loss: 1.008 Cls_loss: N/A Topk: N/A ada_p: 0.2623
[INFO] 2021-10-23 10:19:35 > Step: 698700 Progress: 69.9% Elapsed: 6 days, 20:57:39 Gen_loss: 1.391 Dis_loss: 0.8472 Cls_loss: N/A Topk: N/A ada_p: 0.2587
[INFO] 2021-10-23 10:20:37 > Step: 698800 Progress: 69.9% Elapsed: 6 days, 20:58:42 Gen_loss: 0.8567 Dis_loss: 1.182 Cls_loss: N/A Topk: N/A ada_p: 0.262
[INFO] 2021-10-23 10:21:40 > Step: 698900 Progress: 69.9% Elapsed: 6 days, 20:59:45 Gen_loss: 1.54 Dis_loss: 0.8064 Cls_loss: N/A Topk: N/A ada_p: 0.2573
[INFO] 2021-10-23 10:22:53 > Step: 699000 Progress: 69.9% Elapsed: 6 days, 21:00:57 Gen_loss: 1.212 Dis_loss: 1.249 Cls_loss: N/A Topk: N/A ada_p: 0.2568
[INFO] 2021-10-23 10:23:55 > Step: 699100 Progress: 69.9% Elapsed: 6 days, 21:01:59 Gen_loss: 0.9801 Dis_loss: 0.8456 Cls_loss: N/A Topk: N/A ada_p: 0.2586
[INFO] 2021-10-23 10:24:57 > Step: 699200 Progress: 69.9% Elapsed: 6 days, 21:03:01 Gen_loss: 1.274 Dis_loss: 0.5738 Cls_loss: N/A Topk: N/A ada_p: 0.2593
[INFO] 2021-10-23 10:26:00 > Step: 699300 Progress: 69.9% Elapsed: 6 days, 21:04:04 Gen_loss: 0.51 Dis_loss: 0.7723 Cls_loss: N/A Topk: N/A ada_p: 0.2613
[INFO] 2021-10-23 10:27:03 > Step: 699400 Progress: 69.9% Elapsed: 6 days, 21:05:07 Gen_loss: 1.847 Dis_loss: 0.8212 Cls_loss: N/A Topk: N/A ada_p: 0.261
[INFO] 2021-10-23 10:28:05 > Step: 699500 Progress: 70.0% Elapsed: 6 days, 21:06:09 Gen_loss: 1.016 Dis_loss: 0.5416 Cls_loss: N/A Topk: N/A ada_p: 0.2607
[INFO] 2021-10-23 10:29:07 > Step: 699600 Progress: 70.0% Elapsed: 6 days, 21:07:12 Gen_loss: 1.581 Dis_loss: 0.7156 Cls_loss: N/A Topk: N/A ada_p: 0.2589
[INFO] 2021-10-23 10:30:10 > Step: 699700 Progress: 70.0% Elapsed: 6 days, 21:08:15 Gen_loss: 1.38 Dis_loss: 0.7695 Cls_loss: N/A Topk: N/A ada_p: 0.2563
[INFO] 2021-10-23 10:31:23 > Step: 699800 Progress: 70.0% Elapsed: 6 days, 21:09:27 Gen_loss: 1.51 Dis_loss: 0.7544 Cls_loss: N/A Topk: N/A ada_p: 0.2532
[INFO] 2021-10-23 10:32:25 > Step: 699900 Progress: 70.0% Elapsed: 6 days, 21:10:30 Gen_loss: 1.349 Dis_loss: 0.6701 Cls_loss: N/A Topk: N/A ada_p: 0.256
[INFO] 2021-10-23 10:33:29 > Step: 700000 Progress: 70.0% Elapsed: 6 days, 21:11:33 Gen_loss: 0.6619 Dis_loss: 1.361 Cls_loss: N/A Topk: N/A ada_p: 0.2591
[INFO] 2021-10-23 10:33:29 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-23 10:33:29 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_700000.png
[INFO] 2021-10-23 10:33:29 > Start Evaluation (700000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-23 10:33:29 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-23 10:38:59 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-23 10:44:36 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-23 11:06:02 > Inception score (Step: 700000, 50000 generated images): 10.466630935668945
[INFO] 2021-10-23 11:06:02 > FID score (Step: 700000, Using train moments): 2.470805408708827
[INFO] 2021-10-23 11:06:02 > Improved Precision (Step: 700000, Using train images): 0.74812
[INFO] 2021-10-23 11:06:02 > Improved Recall (Step: 700000, Using train images): 0.68032
[INFO] 2021-10-23 11:06:02 > Density (Step: 700000, Using train images): 1.059636
[INFO] 2021-10-23 11:06:02 > Coverage (Step: 700000, Using train images): 0.92776
[INFO] 2021-10-23 11:06:02 > Best FID score (Step: 680000, Using train moments): 2.4689294788452685
[INFO] 2021-10-23 11:06:13 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-23 11:08:45 > Step: 700100 Progress: 70.0% Elapsed: 6 days, 21:46:50 Gen_loss: 1.244 Dis_loss: 1.001 Cls_loss: N/A Topk: N/A ada_p: 0.261
[INFO] 2021-10-23 11:09:46 > Step: 700200 Progress: 70.0% Elapsed: 6 days, 21:47:51 Gen_loss: 1.694 Dis_loss: 0.8986 Cls_loss: N/A Topk: N/A ada_p: 0.2569
[INFO] 2021-10-23 11:10:48 > Step: 700300 Progress: 70.0% Elapsed: 6 days, 21:48:53 Gen_loss: 1.737 Dis_loss: 0.6415 Cls_loss: N/A Topk: N/A ada_p: 0.2579
[INFO] 2021-10-23 11:11:50 > Step: 700400 Progress: 70.0% Elapsed: 6 days, 21:49:55 Gen_loss: 1.33 Dis_loss: 0.949 Cls_loss: N/A Topk: N/A ada_p: 0.2587
[INFO] 2021-10-23 11:12:53 > Step: 700500 Progress: 70.0% Elapsed: 6 days, 21:50:57 Gen_loss: 1.154 Dis_loss: 0.9895 Cls_loss: N/A Topk: N/A ada_p: 0.2593
[INFO] 2021-10-23 11:14:13 > Step: 700600 Progress: 70.1% Elapsed: 6 days, 21:52:18 Gen_loss: 1.904 Dis_loss: 0.7524 Cls_loss: N/A Topk: N/A ada_p: 0.2581
[INFO] 2021-10-23 11:15:16 > Step: 700700 Progress: 70.1% Elapsed: 6 days, 21:53:21 Gen_loss: 1.883 Dis_loss: 0.6823 Cls_loss: N/A Topk: N/A ada_p: 0.2611
[INFO] 2021-10-23 11:16:18 > Step: 700800 Progress: 70.1% Elapsed: 6 days, 21:54:23 Gen_loss: 1.699 Dis_loss: 0.8373 Cls_loss: N/A Topk: N/A ada_p: 0.2629
[INFO] 2021-10-23 11:17:21 > Step: 700900 Progress: 70.1% Elapsed: 6 days, 21:55:25 Gen_loss: 0.9037 Dis_loss: 0.7234 Cls_loss: N/A Topk: N/A ada_p: 0.2623
[INFO] 2021-10-23 11:18:23 > Step: 701000 Progress: 70.1% Elapsed: 6 days, 21:56:28 Gen_loss: 1.948 Dis_loss: 1.126 Cls_loss: N/A Topk: N/A ada_p: 0.263
[INFO] 2021-10-23 11:19:26 > Step: 701100 Progress: 70.1% Elapsed: 6 days, 21:57:30 Gen_loss: 2.047 Dis_loss: 1.243 Cls_loss: N/A Topk: N/A ada_p: 0.2613
[INFO] 2021-10-23 11:20:27 > Step: 701200 Progress: 70.1% Elapsed: 6 days, 21:58:32 Gen_loss: 1.388 Dis_loss: 0.9341 Cls_loss: N/A Topk: N/A ada_p: 0.2618
[INFO] 2021-10-23 11:21:30 > Step: 701300 Progress: 70.1% Elapsed: 6 days, 21:59:34 Gen_loss: 1.605 Dis_loss: 0.6563 Cls_loss: N/A Topk: N/A ada_p: 0.2596
[INFO] 2021-10-23 11:22:42 > Step: 701400 Progress: 70.1% Elapsed: 6 days, 22:00:47 Gen_loss: 1.337 Dis_loss: 0.8268 Cls_loss: N/A Topk: N/A ada_p: 0.2621
[INFO] 2021-10-23 11:23:44 > Step: 701500 Progress: 70.2% Elapsed: 6 days, 22:01:49 Gen_loss: 0.7612 Dis_loss: 0.8107 Cls_loss: N/A Topk: N/A ada_p: 0.2604
[INFO] 2021-10-23 11:24:46 > Step: 701600 Progress: 70.2% Elapsed: 6 days, 22:02:51 Gen_loss: 1.514 Dis_loss: 0.9027 Cls_loss: N/A Topk: N/A ada_p: 0.2632
[INFO] 2021-10-23 11:25:49 > Step: 701700 Progress: 70.2% Elapsed: 6 days, 22:03:54 Gen_loss: 1.144 Dis_loss: 1.19 Cls_loss: N/A Topk: N/A ada_p: 0.2607
[INFO] 2021-10-23 11:26:51 > Step: 701800 Progress: 70.2% Elapsed: 6 days, 22:04:56 Gen_loss: 0.797 Dis_loss: 1.102 Cls_loss: N/A Topk: N/A ada_p: 0.2607
[INFO] 2021-10-23 11:27:53 > Step: 701900 Progress: 70.2% Elapsed: 6 days, 22:05:58 Gen_loss: 1.185 Dis_loss: 0.9833 Cls_loss: N/A Topk: N/A ada_p: 0.2613
[INFO] 2021-10-23 11:28:55 > Step: 702000 Progress: 70.2% Elapsed: 6 days, 22:07:00 Gen_loss: 1.66 Dis_loss: 1.015 Cls_loss: N/A Topk: N/A ada_p: 0.2595
[INFO] 2021-10-23 11:29:57 > Step: 702100 Progress: 70.2% Elapsed: 6 days, 22:08:02 Gen_loss: 1.086 Dis_loss: 1.105 Cls_loss: N/A Topk: N/A ada_p: 0.2601
[INFO] 2021-10-23 11:31:09 > Step: 702200 Progress: 70.2% Elapsed: 6 days, 22:09:14 Gen_loss: 0.9836 Dis_loss: 0.803 Cls_loss: N/A Topk: N/A ada_p: 0.2581
[INFO] 2021-10-23 11:32:11 > Step: 702300 Progress: 70.2% Elapsed: 6 days, 22:10:16 Gen_loss: 1.394 Dis_loss: 1.305 Cls_loss: N/A Topk: N/A ada_p: 0.2624
[INFO] 2021-10-23 11:33:14 > Step: 702400 Progress: 70.2% Elapsed: 6 days, 22:11:18 Gen_loss: 0.9402 Dis_loss: 1.066 Cls_loss: N/A Topk: N/A ada_p: 0.2652
[INFO] 2021-10-23 11:34:16 > Step: 702500 Progress: 70.2% Elapsed: 6 days, 22:12:21 Gen_loss: 1.416 Dis_loss: 0.8735 Cls_loss: N/A Topk: N/A ada_p: 0.2671
[INFO] 2021-10-23 11:35:18 > Step: 702600 Progress: 70.3% Elapsed: 6 days, 22:13:23 Gen_loss: 1.397 Dis_loss: 0.7671 Cls_loss: N/A Topk: N/A ada_p: 0.2664
[INFO] 2021-10-23 11:36:20 > Step: 702700 Progress: 70.3% Elapsed: 6 days, 22:14:25 Gen_loss: 0.7778 Dis_loss: 1.413 Cls_loss: N/A Topk: N/A ada_p: 0.2636
[INFO] 2021-10-23 11:37:22 > Step: 702800 Progress: 70.3% Elapsed: 6 days, 22:15:27 Gen_loss: 1.34 Dis_loss: 0.8838 Cls_loss: N/A Topk: N/A ada_p: 0.2643
[INFO] 2021-10-23 11:38:25 > Step: 702900 Progress: 70.3% Elapsed: 6 days, 22:16:29 Gen_loss: 1.563 Dis_loss: 0.9986 Cls_loss: N/A Topk: N/A ada_p: 0.2629
[INFO] 2021-10-23 11:39:37 > Step: 703000 Progress: 70.3% Elapsed: 6 days, 22:17:42 Gen_loss: 1.572 Dis_loss: 1.032 Cls_loss: N/A Topk: N/A ada_p: 0.2583
[INFO] 2021-10-23 11:40:39 > Step: 703100 Progress: 70.3% Elapsed: 6 days, 22:18:44 Gen_loss: 0.5827 Dis_loss: 0.9778 Cls_loss: N/A Topk: N/A ada_p: 0.2614
[INFO] 2021-10-23 11:41:41 > Step: 703200 Progress: 70.3% Elapsed: 6 days, 22:19:46 Gen_loss: 1.25 Dis_loss: 0.8806 Cls_loss: N/A Topk: N/A ada_p: 0.2606
[INFO] 2021-10-23 11:42:44 > Step: 703300 Progress: 70.3% Elapsed: 6 days, 22:20:48 Gen_loss: 1.353 Dis_loss: 1.142 Cls_loss: N/A Topk: N/A ada_p: 0.2643
[INFO] 2021-10-23 11:43:46 > Step: 703400 Progress: 70.3% Elapsed: 6 days, 22:21:51 Gen_loss: 1.003 Dis_loss: 1.097 Cls_loss: N/A Topk: N/A ada_p: 0.261
[INFO] 2021-10-23 11:44:48 > Step: 703500 Progress: 70.3% Elapsed: 6 days, 22:22:53 Gen_loss: 1.345 Dis_loss: 0.6649 Cls_loss: N/A Topk: N/A ada_p: 0.2648
[INFO] 2021-10-23 11:45:50 > Step: 703600 Progress: 70.4% Elapsed: 6 days, 22:23:55 Gen_loss: 0.8593 Dis_loss: 0.8144 Cls_loss: N/A Topk: N/A ada_p: 0.2641
[INFO] 2021-10-23 11:47:02 > Step: 703700 Progress: 70.4% Elapsed: 6 days, 22:25:07 Gen_loss: 1.532 Dis_loss: 0.6843 Cls_loss: N/A Topk: N/A ada_p: 0.2668
[INFO] 2021-10-23 11:48:04 > Step: 703800 Progress: 70.4% Elapsed: 6 days, 22:26:09 Gen_loss: 1.53 Dis_loss: 0.9194 Cls_loss: N/A Topk: N/A ada_p: 0.2678
[INFO] 2021-10-23 11:49:07 > Step: 703900 Progress: 70.4% Elapsed: 6 days, 22:27:11 Gen_loss: 1.367 Dis_loss: 0.8351 Cls_loss: N/A Topk: N/A ada_p: 0.2675
[INFO] 2021-10-23 11:50:09 > Step: 704000 Progress: 70.4% Elapsed: 6 days, 22:28:14 Gen_loss: 1.629 Dis_loss: 1.058 Cls_loss: N/A Topk: N/A ada_p: 0.2683
[INFO] 2021-10-23 11:51:11 > Step: 704100 Progress: 70.4% Elapsed: 6 days, 22:29:16 Gen_loss: 1.783 Dis_loss: 0.9903 Cls_loss: N/A Topk: N/A ada_p: 0.2646
[INFO] 2021-10-23 11:52:13 > Step: 704200 Progress: 70.4% Elapsed: 6 days, 22:30:18 Gen_loss: 1.131 Dis_loss: 0.9495 Cls_loss: N/A Topk: N/A ada_p: 0.2641
[INFO] 2021-10-23 11:53:16 > Step: 704300 Progress: 70.4% Elapsed: 6 days, 22:31:21 Gen_loss: 1.469 Dis_loss: 0.5947 Cls_loss: N/A Topk: N/A ada_p: 0.2679
[INFO] 2021-10-23 11:54:19 > Step: 704400 Progress: 70.4% Elapsed: 6 days, 22:32:23 Gen_loss: 0.933 Dis_loss: 0.5194 Cls_loss: N/A Topk: N/A ada_p: 0.2651
[INFO] 2021-10-23 11:55:31 > Step: 704500 Progress: 70.5% Elapsed: 6 days, 22:33:36 Gen_loss: 1.104 Dis_loss: 1.202 Cls_loss: N/A Topk: N/A ada_p: 0.2657
[INFO] 2021-10-23 11:56:33 > Step: 704600 Progress: 70.5% Elapsed: 6 days, 22:34:38 Gen_loss: 0.6001 Dis_loss: 1.005 Cls_loss: N/A Topk: N/A ada_p: 0.2629
[INFO] 2021-10-23 11:57:36 > Step: 704700 Progress: 70.5% Elapsed: 6 days, 22:35:41 Gen_loss: 1.886 Dis_loss: 0.7688 Cls_loss: N/A Topk: N/A ada_p: 0.2627
[INFO] 2021-10-23 11:58:38 > Step: 704800 Progress: 70.5% Elapsed: 6 days, 22:36:43 Gen_loss: 1.021 Dis_loss: 1.094 Cls_loss: N/A Topk: N/A ada_p: 0.2634
[INFO] 2021-10-23 11:59:41 > Step: 704900 Progress: 70.5% Elapsed: 6 days, 22:37:45 Gen_loss: 0.9293 Dis_loss: 0.8273 Cls_loss: N/A Topk: N/A ada_p: 0.2618
[INFO] 2021-10-23 12:00:45 > Step: 705000 Progress: 70.5% Elapsed: 6 days, 22:38:49 Gen_loss: 1.133 Dis_loss: 0.7718 Cls_loss: N/A Topk: N/A ada_p: 0.262
[INFO] 2021-10-23 12:01:47 > Step: 705100 Progress: 70.5% Elapsed: 6 days, 22:39:52 Gen_loss: 1.551 Dis_loss: 0.8514 Cls_loss: N/A Topk: N/A ada_p: 0.263
[INFO] 2021-10-23 12:02:49 > Step: 705200 Progress: 70.5% Elapsed: 6 days, 22:40:54 Gen_loss: 1.893 Dis_loss: 1.048 Cls_loss: N/A Topk: N/A ada_p: 0.2605
[INFO] 2021-10-23 12:04:02 > Step: 705300 Progress: 70.5% Elapsed: 6 days, 22:42:07 Gen_loss: 0.9982 Dis_loss: 0.8078 Cls_loss: N/A Topk: N/A ada_p: 0.2616
[INFO] 2021-10-23 12:05:04 > Step: 705400 Progress: 70.5% Elapsed: 6 days, 22:43:09 Gen_loss: 1.194 Dis_loss: 0.6855 Cls_loss: N/A Topk: N/A ada_p: 0.257
[INFO] 2021-10-23 12:06:07 > Step: 705500 Progress: 70.5% Elapsed: 6 days, 22:44:11 Gen_loss: 1.439 Dis_loss: 1.063 Cls_loss: N/A Topk: N/A ada_p: 0.2563
[INFO] 2021-10-23 12:07:09 > Step: 705600 Progress: 70.6% Elapsed: 6 days, 22:45:13 Gen_loss: 1.74 Dis_loss: 0.8875 Cls_loss: N/A Topk: N/A ada_p: 0.2555
[INFO] 2021-10-23 12:08:11 > Step: 705700 Progress: 70.6% Elapsed: 6 days, 22:46:16 Gen_loss: 1.65 Dis_loss: 0.9585 Cls_loss: N/A Topk: N/A ada_p: 0.2597
[INFO] 2021-10-23 12:09:14 > Step: 705800 Progress: 70.6% Elapsed: 6 days, 22:47:18 Gen_loss: 1.524 Dis_loss: 0.5867 Cls_loss: N/A Topk: N/A ada_p: 0.2623
[INFO] 2021-10-23 12:10:16 > Step: 705900 Progress: 70.6% Elapsed: 6 days, 22:48:20 Gen_loss: 0.9731 Dis_loss: 0.9265 Cls_loss: N/A Topk: N/A ada_p: 0.2636
[INFO] 2021-10-23 12:11:18 > Step: 706000 Progress: 70.6% Elapsed: 6 days, 22:49:22 Gen_loss: 1.788 Dis_loss: 1.176 Cls_loss: N/A Topk: N/A ada_p: 0.2628
[INFO] 2021-10-23 12:12:30 > Step: 706100 Progress: 70.6% Elapsed: 6 days, 22:50:35 Gen_loss: 1.468 Dis_loss: 1.05 Cls_loss: N/A Topk: N/A ada_p: 0.2591
[INFO] 2021-10-23 12:13:32 > Step: 706200 Progress: 70.6% Elapsed: 6 days, 22:51:37 Gen_loss: 0.7878 Dis_loss: 1.016 Cls_loss: N/A Topk: N/A ada_p: 0.2575
[INFO] 2021-10-23 12:14:35 > Step: 706300 Progress: 70.6% Elapsed: 6 days, 22:52:39 Gen_loss: 1.104 Dis_loss: 0.925 Cls_loss: N/A Topk: N/A ada_p: 0.2563
[INFO] 2021-10-23 12:15:37 > Step: 706400 Progress: 70.6% Elapsed: 6 days, 22:53:42 Gen_loss: 0.5271 Dis_loss: 1.086 Cls_loss: N/A Topk: N/A ada_p: 0.256
[INFO] 2021-10-23 12:16:39 > Step: 706500 Progress: 70.7% Elapsed: 6 days, 22:54:44 Gen_loss: 2.268 Dis_loss: 0.9978 Cls_loss: N/A Topk: N/A ada_p: 0.2579
[INFO] 2021-10-23 12:17:41 > Step: 706600 Progress: 70.7% Elapsed: 6 days, 22:55:46 Gen_loss: 1.461 Dis_loss: 0.9211 Cls_loss: N/A Topk: N/A ada_p: 0.2579
[INFO] 2021-10-23 12:18:44 > Step: 706700 Progress: 70.7% Elapsed: 6 days, 22:56:48 Gen_loss: 1.557 Dis_loss: 0.7836 Cls_loss: N/A Topk: N/A ada_p: 0.2613
[INFO] 2021-10-23 12:19:46 > Step: 706800 Progress: 70.7% Elapsed: 6 days, 22:57:50 Gen_loss: 1.289 Dis_loss: 0.6941 Cls_loss: N/A Topk: N/A ada_p: 0.2554
[INFO] 2021-10-23 12:20:58 > Step: 706900 Progress: 70.7% Elapsed: 6 days, 22:59:02 Gen_loss: 1.356 Dis_loss: 1.069 Cls_loss: N/A Topk: N/A ada_p: 0.2614
[INFO] 2021-10-23 12:22:00 > Step: 707000 Progress: 70.7% Elapsed: 6 days, 23:00:05 Gen_loss: 1.61 Dis_loss: 1.122 Cls_loss: N/A Topk: N/A ada_p: 0.2624
[INFO] 2021-10-23 12:23:02 > Step: 707100 Progress: 70.7% Elapsed: 6 days, 23:01:07 Gen_loss: 1.463 Dis_loss: 1.266 Cls_loss: N/A Topk: N/A ada_p: 0.2629
[INFO] 2021-10-23 12:24:05 > Step: 707200 Progress: 70.7% Elapsed: 6 days, 23:02:10 Gen_loss: 0.7833 Dis_loss: 1.423 Cls_loss: N/A Topk: N/A ada_p: 0.2624
[INFO] 2021-10-23 12:25:07 > Step: 707300 Progress: 70.7% Elapsed: 6 days, 23:03:12 Gen_loss: 1.627 Dis_loss: 0.9641 Cls_loss: N/A Topk: N/A ada_p: 0.263
[INFO] 2021-10-23 12:26:09 > Step: 707400 Progress: 70.7% Elapsed: 6 days, 23:04:14 Gen_loss: 1.199 Dis_loss: 1.171 Cls_loss: N/A Topk: N/A ada_p: 0.2623
[INFO] 2021-10-23 12:27:11 > Step: 707500 Progress: 70.8% Elapsed: 6 days, 23:05:16 Gen_loss: 1.765 Dis_loss: 0.8065 Cls_loss: N/A Topk: N/A ada_p: 0.2633
[INFO] 2021-10-23 12:28:24 > Step: 707600 Progress: 70.8% Elapsed: 6 days, 23:06:28 Gen_loss: 1.176 Dis_loss: 1.115 Cls_loss: N/A Topk: N/A ada_p: 0.2669
[INFO] 2021-10-23 12:29:26 > Step: 707700 Progress: 70.8% Elapsed: 6 days, 23:07:30 Gen_loss: 1.851 Dis_loss: 1.355 Cls_loss: N/A Topk: N/A ada_p: 0.2688
[INFO] 2021-10-23 12:30:28 > Step: 707800 Progress: 70.8% Elapsed: 6 days, 23:08:33 Gen_loss: 1.443 Dis_loss: 1.25 Cls_loss: N/A Topk: N/A ada_p: 0.2645
[INFO] 2021-10-23 12:31:30 > Step: 707900 Progress: 70.8% Elapsed: 6 days, 23:09:35 Gen_loss: 0.8753 Dis_loss: 1.294 Cls_loss: N/A Topk: N/A ada_p: 0.2673
[INFO] 2021-10-23 12:32:33 > Step: 708000 Progress: 70.8% Elapsed: 6 days, 23:10:37 Gen_loss: 2.098 Dis_loss: 0.8778 Cls_loss: N/A Topk: N/A ada_p: 0.2657
[INFO] 2021-10-23 12:33:35 > Step: 708100 Progress: 70.8% Elapsed: 6 days, 23:11:40 Gen_loss: 1.382 Dis_loss: 1.024 Cls_loss: N/A Topk: N/A ada_p: 0.2653
[INFO] 2021-10-23 12:34:38 > Step: 708200 Progress: 70.8% Elapsed: 6 days, 23:12:43 Gen_loss: 1.162 Dis_loss: 0.6577 Cls_loss: N/A Topk: N/A ada_p: 0.2613
[INFO] 2021-10-23 12:35:40 > Step: 708300 Progress: 70.8% Elapsed: 6 days, 23:13:45 Gen_loss: 1.165 Dis_loss: 0.7529 Cls_loss: N/A Topk: N/A ada_p: 0.2597
[INFO] 2021-10-23 12:36:53 > Step: 708400 Progress: 70.8% Elapsed: 6 days, 23:14:58 Gen_loss: 1.157 Dis_loss: 1.177 Cls_loss: N/A Topk: N/A ada_p: 0.2615
[INFO] 2021-10-23 12:37:56 > Step: 708500 Progress: 70.9% Elapsed: 6 days, 23:16:01 Gen_loss: 1.798 Dis_loss: 0.9105 Cls_loss: N/A Topk: N/A ada_p: 0.2624
[INFO] 2021-10-23 12:38:59 > Step: 708600 Progress: 70.9% Elapsed: 6 days, 23:17:04 Gen_loss: 1.594 Dis_loss: 0.9618 Cls_loss: N/A Topk: N/A ada_p: 0.2609
[INFO] 2021-10-23 12:40:01 > Step: 708700 Progress: 70.9% Elapsed: 6 days, 23:18:06 Gen_loss: 1.435 Dis_loss: 0.6929 Cls_loss: N/A Topk: N/A ada_p: 0.2591
[INFO] 2021-10-23 12:41:04 > Step: 708800 Progress: 70.9% Elapsed: 6 days, 23:19:08 Gen_loss: 1.359 Dis_loss: 0.6826 Cls_loss: N/A Topk: N/A ada_p: 0.2573
[INFO] 2021-10-23 12:42:06 > Step: 708900 Progress: 70.9% Elapsed: 6 days, 23:20:11 Gen_loss: 1.369 Dis_loss: 1.191 Cls_loss: N/A Topk: N/A ada_p: 0.2543
[INFO] 2021-10-23 12:43:09 > Step: 709000 Progress: 70.9% Elapsed: 6 days, 23:21:13 Gen_loss: 1.445 Dis_loss: 0.5567 Cls_loss: N/A Topk: N/A ada_p: 0.2556
[INFO] 2021-10-23 12:44:11 > Step: 709100 Progress: 70.9% Elapsed: 6 days, 23:22:15 Gen_loss: 1.913 Dis_loss: 0.9954 Cls_loss: N/A Topk: N/A ada_p: 0.2559
[INFO] 2021-10-23 12:45:23 > Step: 709200 Progress: 70.9% Elapsed: 6 days, 23:23:28 Gen_loss: 1.508 Dis_loss: 0.7281 Cls_loss: N/A Topk: N/A ada_p: 0.2561
[INFO] 2021-10-23 12:46:25 > Step: 709300 Progress: 70.9% Elapsed: 6 days, 23:24:30 Gen_loss: 1.359 Dis_loss: 0.9108 Cls_loss: N/A Topk: N/A ada_p: 0.2586
[INFO] 2021-10-23 12:47:28 > Step: 709400 Progress: 70.9% Elapsed: 6 days, 23:25:32 Gen_loss: 1.402 Dis_loss: 0.9032 Cls_loss: N/A Topk: N/A ada_p: 0.2627
[INFO] 2021-10-23 12:48:30 > Step: 709500 Progress: 71.0% Elapsed: 6 days, 23:26:34 Gen_loss: 1.058 Dis_loss: 0.5997 Cls_loss: N/A Topk: N/A ada_p: 0.2611
[INFO] 2021-10-23 12:49:32 > Step: 709600 Progress: 71.0% Elapsed: 6 days, 23:27:37 Gen_loss: 1.592 Dis_loss: 1.042 Cls_loss: N/A Topk: N/A ada_p: 0.2616
[INFO] 2021-10-23 12:50:35 > Step: 709700 Progress: 71.0% Elapsed: 6 days, 23:28:39 Gen_loss: 1.506 Dis_loss: 0.8011 Cls_loss: N/A Topk: N/A ada_p: 0.2646
[INFO] 2021-10-23 12:51:37 > Step: 709800 Progress: 71.0% Elapsed: 6 days, 23:29:41 Gen_loss: 1.518 Dis_loss: 0.817 Cls_loss: N/A Topk: N/A ada_p: 0.2636
[INFO] 2021-10-23 12:52:39 > Step: 709900 Progress: 71.0% Elapsed: 6 days, 23:30:44 Gen_loss: 1.281 Dis_loss: 0.7117 Cls_loss: N/A Topk: N/A ada_p: 0.263
[INFO] 2021-10-23 12:53:51 > Step: 710000 Progress: 71.0% Elapsed: 6 days, 23:31:56 Gen_loss: 0.6367 Dis_loss: 1.307 Cls_loss: N/A Topk: N/A ada_p: 0.2646
[INFO] 2021-10-23 12:53:51 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-23 12:53:52 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_710000.png
[INFO] 2021-10-23 12:53:52 > Start Evaluation (710000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-23 12:53:52 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-23 12:59:21 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-23 13:04:58 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-23 13:31:32 > Inception score (Step: 710000, 50000 generated images): 10.518091201782227
[INFO] 2021-10-23 13:31:32 > FID score (Step: 710000, Using train moments): 2.4785488292790205
[INFO] 2021-10-23 13:31:32 > Improved Precision (Step: 710000, Using train images): 0.74574
[INFO] 2021-10-23 13:31:32 > Improved Recall (Step: 710000, Using train images): 0.68316
[INFO] 2021-10-23 13:31:32 > Density (Step: 710000, Using train images): 1.055156
[INFO] 2021-10-23 13:31:32 > Coverage (Step: 710000, Using train images): 0.926
[INFO] 2021-10-23 13:31:32 > Best FID score (Step: 680000, Using train moments): 2.4689294788452685
[INFO] 2021-10-23 13:31:47 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-23 13:33:45 > Step: 710100 Progress: 71.0% Elapsed: 7 days, 0:11:50 Gen_loss: 1.085 Dis_loss: 0.7847 Cls_loss: N/A Topk: N/A ada_p: 0.265
[INFO] 2021-10-23 13:34:47 > Step: 710200 Progress: 71.0% Elapsed: 7 days, 0:12:52 Gen_loss: 1.436 Dis_loss: 1.356 Cls_loss: N/A Topk: N/A ada_p: 0.2685
[INFO] 2021-10-23 13:35:49 > Step: 710300 Progress: 71.0% Elapsed: 7 days, 0:13:53 Gen_loss: 1.559 Dis_loss: 0.7539 Cls_loss: N/A Topk: N/A ada_p: 0.266
[INFO] 2021-10-23 13:36:51 > Step: 710400 Progress: 71.0% Elapsed: 7 days, 0:14:55 Gen_loss: 1.442 Dis_loss: 1.067 Cls_loss: N/A Topk: N/A ada_p: 0.2668
[INFO] 2021-10-23 13:37:53 > Step: 710500 Progress: 71.0% Elapsed: 7 days, 0:15:58 Gen_loss: 0.8237 Dis_loss: 1.337 Cls_loss: N/A Topk: N/A ada_p: 0.2625
[INFO] 2021-10-23 13:38:55 > Step: 710600 Progress: 71.1% Elapsed: 7 days, 0:17:00 Gen_loss: 1.432 Dis_loss: 0.9752 Cls_loss: N/A Topk: N/A ada_p: 0.2643
[INFO] 2021-10-23 13:39:57 > Step: 710700 Progress: 71.1% Elapsed: 7 days, 0:18:02 Gen_loss: 1.236 Dis_loss: 0.7764 Cls_loss: N/A Topk: N/A ada_p: 0.2671
[INFO] 2021-10-23 13:41:17 > Step: 710800 Progress: 71.1% Elapsed: 7 days, 0:19:21 Gen_loss: 1.915 Dis_loss: 0.8561 Cls_loss: N/A Topk: N/A ada_p: 0.2664
[INFO] 2021-10-23 13:42:19 > Step: 710900 Progress: 71.1% Elapsed: 7 days, 0:20:24 Gen_loss: 0.9775 Dis_loss: 1.247 Cls_loss: N/A Topk: N/A ada_p: 0.2673
[INFO] 2021-10-23 13:43:22 > Step: 711000 Progress: 71.1% Elapsed: 7 days, 0:21:27 Gen_loss: 0.9827 Dis_loss: 1.316 Cls_loss: N/A Topk: N/A ada_p: 0.2688
[INFO] 2021-10-23 13:44:25 > Step: 711100 Progress: 71.1% Elapsed: 7 days, 0:22:30 Gen_loss: 0.9792 Dis_loss: 1.091 Cls_loss: N/A Topk: N/A ada_p: 0.2673
[INFO] 2021-10-23 13:45:27 > Step: 711200 Progress: 71.1% Elapsed: 7 days, 0:23:32 Gen_loss: 0.9597 Dis_loss: 0.8151 Cls_loss: N/A Topk: N/A ada_p: 0.2629
[INFO] 2021-10-23 13:46:30 > Step: 711300 Progress: 71.1% Elapsed: 7 days, 0:24:34 Gen_loss: 2.179 Dis_loss: 0.8938 Cls_loss: N/A Topk: N/A ada_p: 0.2605
[INFO] 2021-10-23 13:47:33 > Step: 711400 Progress: 71.1% Elapsed: 7 days, 0:25:38 Gen_loss: 1.701 Dis_loss: 0.6963 Cls_loss: N/A Topk: N/A ada_p: 0.2572
[INFO] 2021-10-23 13:48:46 > Step: 711500 Progress: 71.2% Elapsed: 7 days, 0:26:51 Gen_loss: 1.822 Dis_loss: 1.097 Cls_loss: N/A Topk: N/A ada_p: 0.2577
[INFO] 2021-10-23 13:49:48 > Step: 711600 Progress: 71.2% Elapsed: 7 days, 0:27:53 Gen_loss: 1.354 Dis_loss: 0.9247 Cls_loss: N/A Topk: N/A ada_p: 0.2615
[INFO] 2021-10-23 13:50:51 > Step: 711700 Progress: 71.2% Elapsed: 7 days, 0:28:56 Gen_loss: 1.508 Dis_loss: 1.188 Cls_loss: N/A Topk: N/A ada_p: 0.2611
[INFO] 2021-10-23 13:51:54 > Step: 711800 Progress: 71.2% Elapsed: 7 days, 0:29:58 Gen_loss: 1.802 Dis_loss: 0.8837 Cls_loss: N/A Topk: N/A ada_p: 0.2609
[INFO] 2021-10-23 13:52:56 > Step: 711900 Progress: 71.2% Elapsed: 7 days, 0:31:01 Gen_loss: 1.45 Dis_loss: 1.034 Cls_loss: N/A Topk: N/A ada_p: 0.2598
[INFO] 2021-10-23 13:53:58 > Step: 712000 Progress: 71.2% Elapsed: 7 days, 0:32:03 Gen_loss: 1.764 Dis_loss: 0.7163 Cls_loss: N/A Topk: N/A ada_p: 0.2637
[INFO] 2021-10-23 13:55:00 > Step: 712100 Progress: 71.2% Elapsed: 7 days, 0:33:05 Gen_loss: 1.176 Dis_loss: 0.7527 Cls_loss: N/A Topk: N/A ada_p: 0.261
[INFO] 2021-10-23 13:56:03 > Step: 712200 Progress: 71.2% Elapsed: 7 days, 0:34:08 Gen_loss: 1.937 Dis_loss: 1.126 Cls_loss: N/A Topk: N/A ada_p: 0.2597
[INFO] 2021-10-23 13:57:15 > Step: 712300 Progress: 71.2% Elapsed: 7 days, 0:35:20 Gen_loss: 0.88 Dis_loss: 0.9574 Cls_loss: N/A Topk: N/A ada_p: 0.2574
[INFO] 2021-10-23 13:58:19 > Step: 712400 Progress: 71.2% Elapsed: 7 days, 0:36:23 Gen_loss: 1.525 Dis_loss: 0.9008 Cls_loss: N/A Topk: N/A ada_p: 0.2582
[INFO] 2021-10-23 13:59:22 > Step: 712500 Progress: 71.2% Elapsed: 7 days, 0:37:26 Gen_loss: 1.48 Dis_loss: 0.6068 Cls_loss: N/A Topk: N/A ada_p: 0.2601
[INFO] 2021-10-23 14:00:24 > Step: 712600 Progress: 71.3% Elapsed: 7 days, 0:38:28 Gen_loss: 1.456 Dis_loss: 0.6752 Cls_loss: N/A Topk: N/A ada_p: 0.2639
[INFO] 2021-10-23 14:01:26 > Step: 712700 Progress: 71.3% Elapsed: 7 days, 0:39:30 Gen_loss: 2.576 Dis_loss: 1.496 Cls_loss: N/A Topk: N/A ada_p: 0.2665
[INFO] 2021-10-23 14:02:28 > Step: 712800 Progress: 71.3% Elapsed: 7 days, 0:40:33 Gen_loss: 0.9612 Dis_loss: 0.977 Cls_loss: N/A Topk: N/A ada_p: 0.2639
[INFO] 2021-10-23 14:03:31 > Step: 712900 Progress: 71.3% Elapsed: 7 days, 0:41:36 Gen_loss: 2.254 Dis_loss: 0.8212 Cls_loss: N/A Topk: N/A ada_p: 0.2633
[INFO] 2021-10-23 14:04:33 > Step: 713000 Progress: 71.3% Elapsed: 7 days, 0:42:38 Gen_loss: 1.308 Dis_loss: 0.5031 Cls_loss: N/A Topk: N/A ada_p: 0.2638
[INFO] 2021-10-23 14:05:47 > Step: 713100 Progress: 71.3% Elapsed: 7 days, 0:43:51 Gen_loss: 2.053 Dis_loss: 1.924 Cls_loss: N/A Topk: N/A ada_p: 0.2646
[INFO] 2021-10-23 14:06:49 > Step: 713200 Progress: 71.3% Elapsed: 7 days, 0:44:54 Gen_loss: 1.849 Dis_loss: 1.056 Cls_loss: N/A Topk: N/A ada_p: 0.2618
[INFO] 2021-10-23 14:07:52 > Step: 713300 Progress: 71.3% Elapsed: 7 days, 0:45:57 Gen_loss: 1.591 Dis_loss: 0.9532 Cls_loss: N/A Topk: N/A ada_p: 0.2606
[INFO] 2021-10-23 14:08:54 > Step: 713400 Progress: 71.3% Elapsed: 7 days, 0:46:59 Gen_loss: 1.864 Dis_loss: 0.7283 Cls_loss: N/A Topk: N/A ada_p: 0.2614
[INFO] 2021-10-23 14:09:57 > Step: 713500 Progress: 71.4% Elapsed: 7 days, 0:48:01 Gen_loss: 1.443 Dis_loss: 0.8389 Cls_loss: N/A Topk: N/A ada_p: 0.2655
[INFO] 2021-10-23 14:10:59 > Step: 713600 Progress: 71.4% Elapsed: 7 days, 0:49:04 Gen_loss: 1.037 Dis_loss: 0.9001 Cls_loss: N/A Topk: N/A ada_p: 0.2647
[INFO] 2021-10-23 14:12:01 > Step: 713700 Progress: 71.4% Elapsed: 7 days, 0:50:06 Gen_loss: 1.18 Dis_loss: 0.9262 Cls_loss: N/A Topk: N/A ada_p: 0.2597
[INFO] 2021-10-23 14:13:03 > Step: 713800 Progress: 71.4% Elapsed: 7 days, 0:51:08 Gen_loss: 0.7879 Dis_loss: 0.8523 Cls_loss: N/A Topk: N/A ada_p: 0.2592
[INFO] 2021-10-23 14:14:15 > Step: 713900 Progress: 71.4% Elapsed: 7 days, 0:52:20 Gen_loss: 1.157 Dis_loss: 1.208 Cls_loss: N/A Topk: N/A ada_p: 0.261
[INFO] 2021-10-23 14:15:18 > Step: 714000 Progress: 71.4% Elapsed: 7 days, 0:53:22 Gen_loss: 1.064 Dis_loss: 0.6812 Cls_loss: N/A Topk: N/A ada_p: 0.2587
[INFO] 2021-10-23 14:16:20 > Step: 714100 Progress: 71.4% Elapsed: 7 days, 0:54:25 Gen_loss: 1.164 Dis_loss: 0.8116 Cls_loss: N/A Topk: N/A ada_p: 0.2593
[INFO] 2021-10-23 14:17:23 > Step: 714200 Progress: 71.4% Elapsed: 7 days, 0:55:28 Gen_loss: 1.43 Dis_loss: 0.9032 Cls_loss: N/A Topk: N/A ada_p: 0.2593
[INFO] 2021-10-23 14:18:25 > Step: 714300 Progress: 71.4% Elapsed: 7 days, 0:56:30 Gen_loss: 1.3 Dis_loss: 0.8005 Cls_loss: N/A Topk: N/A ada_p: 0.2575
[INFO] 2021-10-23 14:19:28 > Step: 714400 Progress: 71.4% Elapsed: 7 days, 0:57:32 Gen_loss: 0.4356 Dis_loss: 1.614 Cls_loss: N/A Topk: N/A ada_p: 0.2593
[INFO] 2021-10-23 14:20:30 > Step: 714500 Progress: 71.5% Elapsed: 7 days, 0:58:34 Gen_loss: 1.131 Dis_loss: 0.8563 Cls_loss: N/A Topk: N/A ada_p: 0.2559
[INFO] 2021-10-23 14:21:32 > Step: 714600 Progress: 71.5% Elapsed: 7 days, 0:59:37 Gen_loss: 0.9044 Dis_loss: 0.7674 Cls_loss: N/A Topk: N/A ada_p: 0.2533
[INFO] 2021-10-23 14:22:44 > Step: 714700 Progress: 71.5% Elapsed: 7 days, 1:00:49 Gen_loss: 1.637 Dis_loss: 1.031 Cls_loss: N/A Topk: N/A ada_p: 0.2538
[INFO] 2021-10-23 14:23:46 > Step: 714800 Progress: 71.5% Elapsed: 7 days, 1:01:51 Gen_loss: 1.318 Dis_loss: 0.8435 Cls_loss: N/A Topk: N/A ada_p: 0.2515
[INFO] 2021-10-23 14:24:49 > Step: 714900 Progress: 71.5% Elapsed: 7 days, 1:02:53 Gen_loss: 0.9787 Dis_loss: 1.173 Cls_loss: N/A Topk: N/A ada_p: 0.2511
[INFO] 2021-10-23 14:25:51 > Step: 715000 Progress: 71.5% Elapsed: 7 days, 1:03:56 Gen_loss: 1.462 Dis_loss: 0.8095 Cls_loss: N/A Topk: N/A ada_p: 0.2519
[INFO] 2021-10-23 14:26:53 > Step: 715100 Progress: 71.5% Elapsed: 7 days, 1:04:58 Gen_loss: 1.481 Dis_loss: 0.8924 Cls_loss: N/A Topk: N/A ada_p: 0.257
[INFO] 2021-10-23 14:27:55 > Step: 715200 Progress: 71.5% Elapsed: 7 days, 1:06:00 Gen_loss: 0.6768 Dis_loss: 0.7721 Cls_loss: N/A Topk: N/A ada_p: 0.2563
[INFO] 2021-10-23 14:28:58 > Step: 715300 Progress: 71.5% Elapsed: 7 days, 1:07:02 Gen_loss: 1.846 Dis_loss: 0.7384 Cls_loss: N/A Topk: N/A ada_p: 0.2592
[INFO] 2021-10-23 14:30:10 > Step: 715400 Progress: 71.5% Elapsed: 7 days, 1:08:15 Gen_loss: 0.9362 Dis_loss: 0.9525 Cls_loss: N/A Topk: N/A ada_p: 0.2569
[INFO] 2021-10-23 14:31:12 > Step: 715500 Progress: 71.5% Elapsed: 7 days, 1:09:16 Gen_loss: 1.341 Dis_loss: 0.9889 Cls_loss: N/A Topk: N/A ada_p: 0.2574
[INFO] 2021-10-23 14:32:14 > Step: 715600 Progress: 71.6% Elapsed: 7 days, 1:10:19 Gen_loss: 1.813 Dis_loss: 0.9468 Cls_loss: N/A Topk: N/A ada_p: 0.2592
[INFO] 2021-10-23 14:33:17 > Step: 715700 Progress: 71.6% Elapsed: 7 days, 1:11:21 Gen_loss: 0.725 Dis_loss: 0.9317 Cls_loss: N/A Topk: N/A ada_p: 0.2624
[INFO] 2021-10-23 14:34:19 > Step: 715800 Progress: 71.6% Elapsed: 7 days, 1:12:23 Gen_loss: 1.539 Dis_loss: 0.7569 Cls_loss: N/A Topk: N/A ada_p: 0.2639
[INFO] 2021-10-23 14:35:21 > Step: 715900 Progress: 71.6% Elapsed: 7 days, 1:13:25 Gen_loss: 2.018 Dis_loss: 0.9342 Cls_loss: N/A Topk: N/A ada_p: 0.2665
[INFO] 2021-10-23 14:36:23 > Step: 716000 Progress: 71.6% Elapsed: 7 days, 1:14:27 Gen_loss: 1.018 Dis_loss: 0.8123 Cls_loss: N/A Topk: N/A ada_p: 0.2629
[INFO] 2021-10-23 14:37:25 > Step: 716100 Progress: 71.6% Elapsed: 7 days, 1:15:30 Gen_loss: 1.99 Dis_loss: 0.8442 Cls_loss: N/A Topk: N/A ada_p: 0.2648
[INFO] 2021-10-23 14:38:37 > Step: 716200 Progress: 71.6% Elapsed: 7 days, 1:16:42 Gen_loss: 1.506 Dis_loss: 0.9239 Cls_loss: N/A Topk: N/A ada_p: 0.2648
[INFO] 2021-10-23 14:39:39 > Step: 716300 Progress: 71.6% Elapsed: 7 days, 1:17:44 Gen_loss: 1.199 Dis_loss: 0.7916 Cls_loss: N/A Topk: N/A ada_p: 0.263
[INFO] 2021-10-23 14:40:42 > Step: 716400 Progress: 71.6% Elapsed: 7 days, 1:18:46 Gen_loss: 1.079 Dis_loss: 0.8066 Cls_loss: N/A Topk: N/A ada_p: 0.2613
[INFO] 2021-10-23 14:41:44 > Step: 716500 Progress: 71.7% Elapsed: 7 days, 1:19:49 Gen_loss: 1.46 Dis_loss: 1.165 Cls_loss: N/A Topk: N/A ada_p: 0.2596
[INFO] 2021-10-23 14:42:46 > Step: 716600 Progress: 71.7% Elapsed: 7 days, 1:20:51 Gen_loss: 1.037 Dis_loss: 1.087 Cls_loss: N/A Topk: N/A ada_p: 0.2583
[INFO] 2021-10-23 14:43:49 > Step: 716700 Progress: 71.7% Elapsed: 7 days, 1:21:53 Gen_loss: 0.8185 Dis_loss: 1.099 Cls_loss: N/A Topk: N/A ada_p: 0.2568
[INFO] 2021-10-23 14:44:51 > Step: 716800 Progress: 71.7% Elapsed: 7 days, 1:22:55 Gen_loss: 0.7714 Dis_loss: 1.108 Cls_loss: N/A Topk: N/A ada_p: 0.2596
[INFO] 2021-10-23 14:45:53 > Step: 716900 Progress: 71.7% Elapsed: 7 days, 1:23:58 Gen_loss: 1.772 Dis_loss: 1.268 Cls_loss: N/A Topk: N/A ada_p: 0.2597
[INFO] 2021-10-23 14:47:06 > Step: 717000 Progress: 71.7% Elapsed: 7 days, 1:25:10 Gen_loss: 1.764 Dis_loss: 1.111 Cls_loss: N/A Topk: N/A ada_p: 0.2592
[INFO] 2021-10-23 14:48:08 > Step: 717100 Progress: 71.7% Elapsed: 7 days, 1:26:12 Gen_loss: 1.214 Dis_loss: 0.8739 Cls_loss: N/A Topk: N/A ada_p: 0.2584
[INFO] 2021-10-23 14:49:10 > Step: 717200 Progress: 71.7% Elapsed: 7 days, 1:27:14 Gen_loss: 1.135 Dis_loss: 0.9729 Cls_loss: N/A Topk: N/A ada_p: 0.2566
[INFO] 2021-10-23 14:50:12 > Step: 717300 Progress: 71.7% Elapsed: 7 days, 1:28:17 Gen_loss: 1.347 Dis_loss: 0.8309 Cls_loss: N/A Topk: N/A ada_p: 0.2573
[INFO] 2021-10-23 14:51:14 > Step: 717400 Progress: 71.7% Elapsed: 7 days, 1:29:19 Gen_loss: 1.392 Dis_loss: 0.9287 Cls_loss: N/A Topk: N/A ada_p: 0.2568
[INFO] 2021-10-23 14:52:17 > Step: 717500 Progress: 71.8% Elapsed: 7 days, 1:30:21 Gen_loss: 0.8539 Dis_loss: 1.059 Cls_loss: N/A Topk: N/A ada_p: 0.2586
[INFO] 2021-10-23 14:53:19 > Step: 717600 Progress: 71.8% Elapsed: 7 days, 1:31:24 Gen_loss: 1.056 Dis_loss: 0.714 Cls_loss: N/A Topk: N/A ada_p: 0.2563
[INFO] 2021-10-23 14:54:21 > Step: 717700 Progress: 71.8% Elapsed: 7 days, 1:32:26 Gen_loss: 1.613 Dis_loss: 1.027 Cls_loss: N/A Topk: N/A ada_p: 0.2572
[INFO] 2021-10-23 14:55:33 > Step: 717800 Progress: 71.8% Elapsed: 7 days, 1:33:38 Gen_loss: 1.049 Dis_loss: 0.5182 Cls_loss: N/A Topk: N/A ada_p: 0.2589
[INFO] 2021-10-23 14:56:36 > Step: 717900 Progress: 71.8% Elapsed: 7 days, 1:34:40 Gen_loss: 1.276 Dis_loss: 0.6472 Cls_loss: N/A Topk: N/A ada_p: 0.2623
[INFO] 2021-10-23 14:57:38 > Step: 718000 Progress: 71.8% Elapsed: 7 days, 1:35:42 Gen_loss: 0.8591 Dis_loss: 1.128 Cls_loss: N/A Topk: N/A ada_p: 0.2628
[INFO] 2021-10-23 14:58:40 > Step: 718100 Progress: 71.8% Elapsed: 7 days, 1:36:45 Gen_loss: 1.049 Dis_loss: 0.6621 Cls_loss: N/A Topk: N/A ada_p: 0.2645
[INFO] 2021-10-23 14:59:42 > Step: 718200 Progress: 71.8% Elapsed: 7 days, 1:37:47 Gen_loss: 0.8916 Dis_loss: 0.8402 Cls_loss: N/A Topk: N/A ada_p: 0.2639
[INFO] 2021-10-23 15:00:44 > Step: 718300 Progress: 71.8% Elapsed: 7 days, 1:38:49 Gen_loss: 1.322 Dis_loss: 0.9279 Cls_loss: N/A Topk: N/A ada_p: 0.2647
[INFO] 2021-10-23 15:01:47 > Step: 718400 Progress: 71.8% Elapsed: 7 days, 1:39:51 Gen_loss: 0.942 Dis_loss: 0.7451 Cls_loss: N/A Topk: N/A ada_p: 0.2655
[INFO] 2021-10-23 15:02:49 > Step: 718500 Progress: 71.9% Elapsed: 7 days, 1:40:53 Gen_loss: 1.552 Dis_loss: 1.185 Cls_loss: N/A Topk: N/A ada_p: 0.2648
[INFO] 2021-10-23 15:04:01 > Step: 718600 Progress: 71.9% Elapsed: 7 days, 1:42:05 Gen_loss: 1.077 Dis_loss: 0.6582 Cls_loss: N/A Topk: N/A ada_p: 0.2641
[INFO] 2021-10-23 15:05:03 > Step: 718700 Progress: 71.9% Elapsed: 7 days, 1:43:08 Gen_loss: 1.449 Dis_loss: 0.9891 Cls_loss: N/A Topk: N/A ada_p: 0.2638
[INFO] 2021-10-23 15:06:05 > Step: 718800 Progress: 71.9% Elapsed: 7 days, 1:44:10 Gen_loss: 0.8628 Dis_loss: 1.029 Cls_loss: N/A Topk: N/A ada_p: 0.2633
[INFO] 2021-10-23 15:07:08 > Step: 718900 Progress: 71.9% Elapsed: 7 days, 1:45:13 Gen_loss: 1.382 Dis_loss: 0.8989 Cls_loss: N/A Topk: N/A ada_p: 0.2673
[INFO] 2021-10-23 15:08:11 > Step: 719000 Progress: 71.9% Elapsed: 7 days, 1:46:16 Gen_loss: 1.178 Dis_loss: 0.9857 Cls_loss: N/A Topk: N/A ada_p: 0.266
[INFO] 2021-10-23 15:09:14 > Step: 719100 Progress: 71.9% Elapsed: 7 days, 1:47:18 Gen_loss: 0.8978 Dis_loss: 0.9127 Cls_loss: N/A Topk: N/A ada_p: 0.2688
[INFO] 2021-10-23 15:10:16 > Step: 719200 Progress: 71.9% Elapsed: 7 days, 1:48:21 Gen_loss: 0.7505 Dis_loss: 1.072 Cls_loss: N/A Topk: N/A ada_p: 0.2719
[INFO] 2021-10-23 15:11:19 > Step: 719300 Progress: 71.9% Elapsed: 7 days, 1:49:23 Gen_loss: 1.182 Dis_loss: 0.9029 Cls_loss: N/A Topk: N/A ada_p: 0.2692
[INFO] 2021-10-23 15:12:31 > Step: 719400 Progress: 71.9% Elapsed: 7 days, 1:50:36 Gen_loss: 1.555 Dis_loss: 0.6622 Cls_loss: N/A Topk: N/A ada_p: 0.2666
[INFO] 2021-10-23 15:13:34 > Step: 719500 Progress: 72.0% Elapsed: 7 days, 1:51:39 Gen_loss: 1.383 Dis_loss: 0.9435 Cls_loss: N/A Topk: N/A ada_p: 0.2643
[INFO] 2021-10-23 15:14:37 > Step: 719600 Progress: 72.0% Elapsed: 7 days, 1:52:42 Gen_loss: 0.6596 Dis_loss: 0.9382 Cls_loss: N/A Topk: N/A ada_p: 0.2661
[INFO] 2021-10-23 15:15:40 > Step: 719700 Progress: 72.0% Elapsed: 7 days, 1:53:45 Gen_loss: 1.677 Dis_loss: 0.9105 Cls_loss: N/A Topk: N/A ada_p: 0.2627
[INFO] 2021-10-23 15:16:42 > Step: 719800 Progress: 72.0% Elapsed: 7 days, 1:54:47 Gen_loss: 1.451 Dis_loss: 0.7417 Cls_loss: N/A Topk: N/A ada_p: 0.2647
[INFO] 2021-10-23 15:17:46 > Step: 719900 Progress: 72.0% Elapsed: 7 days, 1:55:50 Gen_loss: 2.111 Dis_loss: 0.9533 Cls_loss: N/A Topk: N/A ada_p: 0.2642
[INFO] 2021-10-23 15:18:48 > Step: 720000 Progress: 72.0% Elapsed: 7 days, 1:56:53 Gen_loss: 1.466 Dis_loss: 1.009 Cls_loss: N/A Topk: N/A ada_p: 0.2639
[INFO] 2021-10-23 15:18:48 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-23 15:18:48 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_720000.png
[INFO] 2021-10-23 15:18:48 > Start Evaluation (720000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-23 15:18:48 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-23 15:24:18 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-23 15:29:56 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-23 15:56:53 > Inception score (Step: 720000, 50000 generated images): 10.454774856567383
[INFO] 2021-10-23 15:56:53 > FID score (Step: 720000, Using train moments): 2.480192570626741
[INFO] 2021-10-23 15:56:53 > Improved Precision (Step: 720000, Using train images): 0.74186
[INFO] 2021-10-23 15:56:53 > Improved Recall (Step: 720000, Using train images): 0.68298
[INFO] 2021-10-23 15:56:53 > Density (Step: 720000, Using train images): 1.049048
[INFO] 2021-10-23 15:56:53 > Coverage (Step: 720000, Using train images): 0.92792
[INFO] 2021-10-23 15:56:53 > Best FID score (Step: 680000, Using train moments): 2.4689294788452685
[INFO] 2021-10-23 15:57:04 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-23 15:59:36 > Step: 720100 Progress: 72.0% Elapsed: 7 days, 2:37:40 Gen_loss: 1.01 Dis_loss: 1.102 Cls_loss: N/A Topk: N/A ada_p: 0.2643
[INFO] 2021-10-23 16:00:38 > Step: 720200 Progress: 72.0% Elapsed: 7 days, 2:38:42 Gen_loss: 1.249 Dis_loss: 0.9004 Cls_loss: N/A Topk: N/A ada_p: 0.2595
[INFO] 2021-10-23 16:01:39 > Step: 720300 Progress: 72.0% Elapsed: 7 days, 2:39:44 Gen_loss: 1.05 Dis_loss: 1.066 Cls_loss: N/A Topk: N/A ada_p: 0.2636
[INFO] 2021-10-23 16:02:43 > Step: 720400 Progress: 72.0% Elapsed: 7 days, 2:40:47 Gen_loss: 1.682 Dis_loss: 0.9747 Cls_loss: N/A Topk: N/A ada_p: 0.2646
[INFO] 2021-10-23 16:03:46 > Step: 720500 Progress: 72.0% Elapsed: 7 days, 2:41:50 Gen_loss: 1.482 Dis_loss: 0.6237 Cls_loss: N/A Topk: N/A ada_p: 0.2616
[INFO] 2021-10-23 16:04:48 > Step: 720600 Progress: 72.1% Elapsed: 7 days, 2:42:53 Gen_loss: 1.456 Dis_loss: 0.8102 Cls_loss: N/A Topk: N/A ada_p: 0.2568
[INFO] 2021-10-23 16:05:50 > Step: 720700 Progress: 72.1% Elapsed: 7 days, 2:43:55 Gen_loss: 1.466 Dis_loss: 0.689 Cls_loss: N/A Topk: N/A ada_p: 0.2563
[INFO] 2021-10-23 16:06:52 > Step: 720800 Progress: 72.1% Elapsed: 7 days, 2:44:57 Gen_loss: 1.463 Dis_loss: 0.9369 Cls_loss: N/A Topk: N/A ada_p: 0.2598
[INFO] 2021-10-23 16:08:04 > Step: 720900 Progress: 72.1% Elapsed: 7 days, 2:46:09 Gen_loss: 1.424 Dis_loss: 0.783 Cls_loss: N/A Topk: N/A ada_p: 0.263
[INFO] 2021-10-23 16:09:07 > Step: 721000 Progress: 72.1% Elapsed: 7 days, 2:47:11 Gen_loss: 1.232 Dis_loss: 0.7776 Cls_loss: N/A Topk: N/A ada_p: 0.2669
[INFO] 2021-10-23 16:10:09 > Step: 721100 Progress: 72.1% Elapsed: 7 days, 2:48:14 Gen_loss: 1.028 Dis_loss: 0.5947 Cls_loss: N/A Topk: N/A ada_p: 0.2646
[INFO] 2021-10-23 16:11:11 > Step: 721200 Progress: 72.1% Elapsed: 7 days, 2:49:16 Gen_loss: 1.485 Dis_loss: 1.192 Cls_loss: N/A Topk: N/A ada_p: 0.2633
[INFO] 2021-10-23 16:12:14 > Step: 721300 Progress: 72.1% Elapsed: 7 days, 2:50:18 Gen_loss: 1.392 Dis_loss: 0.7187 Cls_loss: N/A Topk: N/A ada_p: 0.2662
[INFO] 2021-10-23 16:13:16 > Step: 721400 Progress: 72.1% Elapsed: 7 days, 2:51:21 Gen_loss: 1.471 Dis_loss: 1.017 Cls_loss: N/A Topk: N/A ada_p: 0.2634
[INFO] 2021-10-23 16:14:18 > Step: 721500 Progress: 72.2% Elapsed: 7 days, 2:52:23 Gen_loss: 1.43 Dis_loss: 0.9458 Cls_loss: N/A Topk: N/A ada_p: 0.2665
[INFO] 2021-10-23 16:15:20 > Step: 721600 Progress: 72.2% Elapsed: 7 days, 2:53:25 Gen_loss: 1.005 Dis_loss: 0.892 Cls_loss: N/A Topk: N/A ada_p: 0.2639
[INFO] 2021-10-23 16:16:33 > Step: 721700 Progress: 72.2% Elapsed: 7 days, 2:54:37 Gen_loss: 1.65 Dis_loss: 0.9199 Cls_loss: N/A Topk: N/A ada_p: 0.2648
[INFO] 2021-10-23 16:17:35 > Step: 721800 Progress: 72.2% Elapsed: 7 days, 2:55:40 Gen_loss: 1.391 Dis_loss: 0.6494 Cls_loss: N/A Topk: N/A ada_p: 0.2669
[INFO] 2021-10-23 16:18:38 > Step: 721900 Progress: 72.2% Elapsed: 7 days, 2:56:42 Gen_loss: 1.15 Dis_loss: 1.211 Cls_loss: N/A Topk: N/A ada_p: 0.2671
[INFO] 2021-10-23 16:19:40 > Step: 722000 Progress: 72.2% Elapsed: 7 days, 2:57:44 Gen_loss: 1.383 Dis_loss: 0.8408 Cls_loss: N/A Topk: N/A ada_p: 0.2646
[INFO] 2021-10-23 16:20:42 > Step: 722100 Progress: 72.2% Elapsed: 7 days, 2:58:47 Gen_loss: 1.491 Dis_loss: 0.6845 Cls_loss: N/A Topk: N/A ada_p: 0.2655
[INFO] 2021-10-23 16:21:44 > Step: 722200 Progress: 72.2% Elapsed: 7 days, 2:59:49 Gen_loss: 2.557 Dis_loss: 0.9747 Cls_loss: N/A Topk: N/A ada_p: 0.2685
[INFO] 2021-10-23 16:22:46 > Step: 722300 Progress: 72.2% Elapsed: 7 days, 3:00:51 Gen_loss: 1.197 Dis_loss: 0.6649 Cls_loss: N/A Topk: N/A ada_p: 0.2691
[INFO] 2021-10-23 16:23:48 > Step: 722400 Progress: 72.2% Elapsed: 7 days, 3:01:53 Gen_loss: 1.101 Dis_loss: 0.9318 Cls_loss: N/A Topk: N/A ada_p: 0.2673
[INFO] 2021-10-23 16:25:01 > Step: 722500 Progress: 72.2% Elapsed: 7 days, 3:03:05 Gen_loss: 1.285 Dis_loss: 1.117 Cls_loss: N/A Topk: N/A ada_p: 0.2648
[INFO] 2021-10-23 16:26:03 > Step: 722600 Progress: 72.3% Elapsed: 7 days, 3:04:08 Gen_loss: 1.299 Dis_loss: 0.8735 Cls_loss: N/A Topk: N/A ada_p: 0.2669
[INFO] 2021-10-23 16:27:05 > Step: 722700 Progress: 72.3% Elapsed: 7 days, 3:05:10 Gen_loss: 1.736 Dis_loss: 0.3631 Cls_loss: N/A Topk: N/A ada_p: 0.2674
[INFO] 2021-10-23 16:28:07 > Step: 722800 Progress: 72.3% Elapsed: 7 days, 3:06:12 Gen_loss: 1.202 Dis_loss: 0.7579 Cls_loss: N/A Topk: N/A ada_p: 0.2702
[INFO] 2021-10-23 16:29:10 > Step: 722900 Progress: 72.3% Elapsed: 7 days, 3:07:14 Gen_loss: 1.661 Dis_loss: 0.8603 Cls_loss: N/A Topk: N/A ada_p: 0.2655
[INFO] 2021-10-23 16:30:13 > Step: 723000 Progress: 72.3% Elapsed: 7 days, 3:08:17 Gen_loss: 1.356 Dis_loss: 1.134 Cls_loss: N/A Topk: N/A ada_p: 0.2655
[INFO] 2021-10-23 16:31:15 > Step: 723100 Progress: 72.3% Elapsed: 7 days, 3:09:20 Gen_loss: 1.484 Dis_loss: 1.431 Cls_loss: N/A Topk: N/A ada_p: 0.267
[INFO] 2021-10-23 16:32:18 > Step: 723200 Progress: 72.3% Elapsed: 7 days, 3:10:23 Gen_loss: 2.309 Dis_loss: 1.171 Cls_loss: N/A Topk: N/A ada_p: 0.2678
[INFO] 2021-10-23 16:33:31 > Step: 723300 Progress: 72.3% Elapsed: 7 days, 3:11:35 Gen_loss: 1.374 Dis_loss: 1.071 Cls_loss: N/A Topk: N/A ada_p: 0.2669
[INFO] 2021-10-23 16:34:33 > Step: 723400 Progress: 72.3% Elapsed: 7 days, 3:12:38 Gen_loss: 0.8966 Dis_loss: 1.063 Cls_loss: N/A Topk: N/A ada_p: 0.2661
[INFO] 2021-10-23 16:35:35 > Step: 723500 Progress: 72.4% Elapsed: 7 days, 3:13:40 Gen_loss: 0.7881 Dis_loss: 0.6731 Cls_loss: N/A Topk: N/A ada_p: 0.2702
[INFO] 2021-10-23 16:36:37 > Step: 723600 Progress: 72.4% Elapsed: 7 days, 3:14:42 Gen_loss: 1.185 Dis_loss: 0.7428 Cls_loss: N/A Topk: N/A ada_p: 0.2687
[INFO] 2021-10-23 16:37:39 > Step: 723700 Progress: 72.4% Elapsed: 7 days, 3:15:44 Gen_loss: 1.668 Dis_loss: 1.012 Cls_loss: N/A Topk: N/A ada_p: 0.2665
[INFO] 2021-10-23 16:38:42 > Step: 723800 Progress: 72.4% Elapsed: 7 days, 3:16:46 Gen_loss: 0.9016 Dis_loss: 0.7389 Cls_loss: N/A Topk: N/A ada_p: 0.2629
[INFO] 2021-10-23 16:39:44 > Step: 723900 Progress: 72.4% Elapsed: 7 days, 3:17:49 Gen_loss: 1.367 Dis_loss: 0.983 Cls_loss: N/A Topk: N/A ada_p: 0.2588
[INFO] 2021-10-23 16:40:57 > Step: 724000 Progress: 72.4% Elapsed: 7 days, 3:19:02 Gen_loss: 1.321 Dis_loss: 0.7191 Cls_loss: N/A Topk: N/A ada_p: 0.2581
[INFO] 2021-10-23 16:41:59 > Step: 724100 Progress: 72.4% Elapsed: 7 days, 3:20:04 Gen_loss: 1.402 Dis_loss: 0.7625 Cls_loss: N/A Topk: N/A ada_p: 0.2595
[INFO] 2021-10-23 16:43:01 > Step: 724200 Progress: 72.4% Elapsed: 7 days, 3:21:06 Gen_loss: 1.303 Dis_loss: 0.5725 Cls_loss: N/A Topk: N/A ada_p: 0.2623
[INFO] 2021-10-23 16:44:04 > Step: 724300 Progress: 72.4% Elapsed: 7 days, 3:22:08 Gen_loss: 1.201 Dis_loss: 0.9436 Cls_loss: N/A Topk: N/A ada_p: 0.2595
[INFO] 2021-10-23 16:45:06 > Step: 724400 Progress: 72.4% Elapsed: 7 days, 3:23:11 Gen_loss: 1.663 Dis_loss: 0.7503 Cls_loss: N/A Topk: N/A ada_p: 0.2579
[INFO] 2021-10-23 16:46:08 > Step: 724500 Progress: 72.5% Elapsed: 7 days, 3:24:13 Gen_loss: 1.319 Dis_loss: 0.7289 Cls_loss: N/A Topk: N/A ada_p: 0.2586
[INFO] 2021-10-23 16:47:10 > Step: 724600 Progress: 72.5% Elapsed: 7 days, 3:25:15 Gen_loss: 1.614 Dis_loss: 0.6587 Cls_loss: N/A Topk: N/A ada_p: 0.2586
[INFO] 2021-10-23 16:48:13 > Step: 724700 Progress: 72.5% Elapsed: 7 days, 3:26:17 Gen_loss: 1.434 Dis_loss: 0.9082 Cls_loss: N/A Topk: N/A ada_p: 0.2573
[INFO] 2021-10-23 16:49:25 > Step: 724800 Progress: 72.5% Elapsed: 7 days, 3:27:29 Gen_loss: 0.451 Dis_loss: 1.259 Cls_loss: N/A Topk: N/A ada_p: 0.2591
[INFO] 2021-10-23 16:50:27 > Step: 724900 Progress: 72.5% Elapsed: 7 days, 3:28:32 Gen_loss: 1.38 Dis_loss: 0.5993 Cls_loss: N/A Topk: N/A ada_p: 0.2584
[INFO] 2021-10-23 16:51:29 > Step: 725000 Progress: 72.5% Elapsed: 7 days, 3:29:34 Gen_loss: 0.8686 Dis_loss: 0.8935 Cls_loss: N/A Topk: N/A ada_p: 0.2602
[INFO] 2021-10-23 16:52:32 > Step: 725100 Progress: 72.5% Elapsed: 7 days, 3:30:36 Gen_loss: 1.369 Dis_loss: 1.251 Cls_loss: N/A Topk: N/A ada_p: 0.2597
[INFO] 2021-10-23 16:53:34 > Step: 725200 Progress: 72.5% Elapsed: 7 days, 3:31:38 Gen_loss: 1.008 Dis_loss: 0.8601 Cls_loss: N/A Topk: N/A ada_p: 0.2582
[INFO] 2021-10-23 16:54:36 > Step: 725300 Progress: 72.5% Elapsed: 7 days, 3:32:41 Gen_loss: 1.01 Dis_loss: 1.039 Cls_loss: N/A Topk: N/A ada_p: 0.2588
[INFO] 2021-10-23 16:55:38 > Step: 725400 Progress: 72.5% Elapsed: 7 days, 3:33:43 Gen_loss: 1.189 Dis_loss: 0.8282 Cls_loss: N/A Topk: N/A ada_p: 0.2575
[INFO] 2021-10-23 16:56:40 > Step: 725500 Progress: 72.5% Elapsed: 7 days, 3:34:45 Gen_loss: 1.061 Dis_loss: 0.9027 Cls_loss: N/A Topk: N/A ada_p: 0.256
[INFO] 2021-10-23 16:57:52 > Step: 725600 Progress: 72.6% Elapsed: 7 days, 3:35:57 Gen_loss: 1.103 Dis_loss: 0.7342 Cls_loss: N/A Topk: N/A ada_p: 0.2601
[INFO] 2021-10-23 16:58:55 > Step: 725700 Progress: 72.6% Elapsed: 7 days, 3:36:59 Gen_loss: 0.9869 Dis_loss: 0.944 Cls_loss: N/A Topk: N/A ada_p: 0.2625
[INFO] 2021-10-23 16:59:57 > Step: 725800 Progress: 72.6% Elapsed: 7 days, 3:38:01 Gen_loss: 1.245 Dis_loss: 0.7459 Cls_loss: N/A Topk: N/A ada_p: 0.2659
[INFO] 2021-10-23 17:00:59 > Step: 725900 Progress: 72.6% Elapsed: 7 days, 3:39:03 Gen_loss: 0.9353 Dis_loss: 0.9776 Cls_loss: N/A Topk: N/A ada_p: 0.272
[INFO] 2021-10-23 17:02:01 > Step: 726000 Progress: 72.6% Elapsed: 7 days, 3:40:06 Gen_loss: 0.7041 Dis_loss: 1.138 Cls_loss: N/A Topk: N/A ada_p: 0.2684
[INFO] 2021-10-23 17:03:03 > Step: 726100 Progress: 72.6% Elapsed: 7 days, 3:41:08 Gen_loss: 1.651 Dis_loss: 0.8444 Cls_loss: N/A Topk: N/A ada_p: 0.2709
[INFO] 2021-10-23 17:04:05 > Step: 726200 Progress: 72.6% Elapsed: 7 days, 3:42:10 Gen_loss: 1.151 Dis_loss: 0.7894 Cls_loss: N/A Topk: N/A ada_p: 0.2716
[INFO] 2021-10-23 17:05:08 > Step: 726300 Progress: 72.6% Elapsed: 7 days, 3:43:12 Gen_loss: 1.465 Dis_loss: 0.8351 Cls_loss: N/A Topk: N/A ada_p: 0.2711
[INFO] 2021-10-23 17:06:20 > Step: 726400 Progress: 72.6% Elapsed: 7 days, 3:44:25 Gen_loss: 1.463 Dis_loss: 0.7254 Cls_loss: N/A Topk: N/A ada_p: 0.2719
[INFO] 2021-10-23 17:07:23 > Step: 726500 Progress: 72.7% Elapsed: 7 days, 3:45:28 Gen_loss: 1.558 Dis_loss: 0.8163 Cls_loss: N/A Topk: N/A ada_p: 0.273
[INFO] 2021-10-23 17:08:26 > Step: 726600 Progress: 72.7% Elapsed: 7 days, 3:46:30 Gen_loss: 1.427 Dis_loss: 1.179 Cls_loss: N/A Topk: N/A ada_p: 0.2725
[INFO] 2021-10-23 17:09:29 > Step: 726700 Progress: 72.7% Elapsed: 7 days, 3:47:33 Gen_loss: 1.324 Dis_loss: 0.618 Cls_loss: N/A Topk: N/A ada_p: 0.2717
[INFO] 2021-10-23 17:10:31 > Step: 726800 Progress: 72.7% Elapsed: 7 days, 3:48:36 Gen_loss: 0.4932 Dis_loss: 1.176 Cls_loss: N/A Topk: N/A ada_p: 0.2774
[INFO] 2021-10-23 17:11:34 > Step: 726900 Progress: 72.7% Elapsed: 7 days, 3:49:38 Gen_loss: 1.019 Dis_loss: 1.192 Cls_loss: N/A Topk: N/A ada_p: 0.2706
[INFO] 2021-10-23 17:12:36 > Step: 727000 Progress: 72.7% Elapsed: 7 days, 3:50:40 Gen_loss: 1.332 Dis_loss: 0.9821 Cls_loss: N/A Topk: N/A ada_p: 0.2698
[INFO] 2021-10-23 17:13:38 > Step: 727100 Progress: 72.7% Elapsed: 7 days, 3:51:43 Gen_loss: 1.485 Dis_loss: 0.8694 Cls_loss: N/A Topk: N/A ada_p: 0.2711
[INFO] 2021-10-23 17:14:51 > Step: 727200 Progress: 72.7% Elapsed: 7 days, 3:52:55 Gen_loss: 0.7774 Dis_loss: 0.8885 Cls_loss: N/A Topk: N/A ada_p: 0.2696
[INFO] 2021-10-23 17:15:54 > Step: 727300 Progress: 72.7% Elapsed: 7 days, 3:53:59 Gen_loss: 1.482 Dis_loss: 1.136 Cls_loss: N/A Topk: N/A ada_p: 0.27
[INFO] 2021-10-23 17:16:57 > Step: 727400 Progress: 72.7% Elapsed: 7 days, 3:55:01 Gen_loss: 0.91 Dis_loss: 1.03 Cls_loss: N/A Topk: N/A ada_p: 0.2717
[INFO] 2021-10-23 17:17:59 > Step: 727500 Progress: 72.8% Elapsed: 7 days, 3:56:04 Gen_loss: 1.539 Dis_loss: 0.927 Cls_loss: N/A Topk: N/A ada_p: 0.2728
[INFO] 2021-10-23 17:19:01 > Step: 727600 Progress: 72.8% Elapsed: 7 days, 3:57:06 Gen_loss: 0.642 Dis_loss: 1.61 Cls_loss: N/A Topk: N/A ada_p: 0.2712
[INFO] 2021-10-23 17:20:04 > Step: 727700 Progress: 72.8% Elapsed: 7 days, 3:58:09 Gen_loss: 2.068 Dis_loss: 0.8446 Cls_loss: N/A Topk: N/A ada_p: 0.2716
[INFO] 2021-10-23 17:21:06 > Step: 727800 Progress: 72.8% Elapsed: 7 days, 3:59:11 Gen_loss: 1.435 Dis_loss: 0.541 Cls_loss: N/A Topk: N/A ada_p: 0.2724
[INFO] 2021-10-23 17:22:19 > Step: 727900 Progress: 72.8% Elapsed: 7 days, 4:00:24 Gen_loss: 1.848 Dis_loss: 0.9725 Cls_loss: N/A Topk: N/A ada_p: 0.2675
[INFO] 2021-10-23 17:23:21 > Step: 728000 Progress: 72.8% Elapsed: 7 days, 4:01:25 Gen_loss: 1.107 Dis_loss: 0.9997 Cls_loss: N/A Topk: N/A ada_p: 0.2632
[INFO] 2021-10-23 17:24:23 > Step: 728100 Progress: 72.8% Elapsed: 7 days, 4:02:28 Gen_loss: 1.593 Dis_loss: 1.008 Cls_loss: N/A Topk: N/A ada_p: 0.2618
[INFO] 2021-10-23 17:25:26 > Step: 728200 Progress: 72.8% Elapsed: 7 days, 4:03:30 Gen_loss: 1.841 Dis_loss: 0.9422 Cls_loss: N/A Topk: N/A ada_p: 0.2648
[INFO] 2021-10-23 17:26:28 > Step: 728300 Progress: 72.8% Elapsed: 7 days, 4:04:32 Gen_loss: 1.368 Dis_loss: 0.9412 Cls_loss: N/A Topk: N/A ada_p: 0.2659
[INFO] 2021-10-23 17:27:30 > Step: 728400 Progress: 72.8% Elapsed: 7 days, 4:05:35 Gen_loss: 2.041 Dis_loss: 1.313 Cls_loss: N/A Topk: N/A ada_p: 0.27
[INFO] 2021-10-23 17:28:33 > Step: 728500 Progress: 72.9% Elapsed: 7 days, 4:06:37 Gen_loss: 1.51 Dis_loss: 1.296 Cls_loss: N/A Topk: N/A ada_p: 0.2698
[INFO] 2021-10-23 17:29:35 > Step: 728600 Progress: 72.9% Elapsed: 7 days, 4:07:40 Gen_loss: 1.474 Dis_loss: 0.75 Cls_loss: N/A Topk: N/A ada_p: 0.2688
[INFO] 2021-10-23 17:30:47 > Step: 728700 Progress: 72.9% Elapsed: 7 days, 4:08:52 Gen_loss: 1.302 Dis_loss: 1.311 Cls_loss: N/A Topk: N/A ada_p: 0.2693
[INFO] 2021-10-23 17:31:50 > Step: 728800 Progress: 72.9% Elapsed: 7 days, 4:09:55 Gen_loss: 1.438 Dis_loss: 0.7652 Cls_loss: N/A Topk: N/A ada_p: 0.2673
[INFO] 2021-10-23 17:32:53 > Step: 728900 Progress: 72.9% Elapsed: 7 days, 4:10:57 Gen_loss: 1.377 Dis_loss: 1.041 Cls_loss: N/A Topk: N/A ada_p: 0.2694
[INFO] 2021-10-23 17:33:55 > Step: 729000 Progress: 72.9% Elapsed: 7 days, 4:12:00 Gen_loss: 2.925 Dis_loss: 1.735 Cls_loss: N/A Topk: N/A ada_p: 0.2671
[INFO] 2021-10-23 17:34:57 > Step: 729100 Progress: 72.9% Elapsed: 7 days, 4:13:02 Gen_loss: 1.862 Dis_loss: 0.7341 Cls_loss: N/A Topk: N/A ada_p: 0.2677
[INFO] 2021-10-23 17:36:00 > Step: 729200 Progress: 72.9% Elapsed: 7 days, 4:14:04 Gen_loss: 1.209 Dis_loss: 0.8815 Cls_loss: N/A Topk: N/A ada_p: 0.2669
[INFO] 2021-10-23 17:37:02 > Step: 729300 Progress: 72.9% Elapsed: 7 days, 4:15:07 Gen_loss: 1.457 Dis_loss: 1.005 Cls_loss: N/A Topk: N/A ada_p: 0.2673
[INFO] 2021-10-23 17:38:04 > Step: 729400 Progress: 72.9% Elapsed: 7 days, 4:16:09 Gen_loss: 1.122 Dis_loss: 0.6948 Cls_loss: N/A Topk: N/A ada_p: 0.2678
[INFO] 2021-10-23 17:39:16 > Step: 729500 Progress: 73.0% Elapsed: 7 days, 4:17:21 Gen_loss: 0.988 Dis_loss: 0.7687 Cls_loss: N/A Topk: N/A ada_p: 0.2645
[INFO] 2021-10-23 17:40:18 > Step: 729600 Progress: 73.0% Elapsed: 7 days, 4:18:23 Gen_loss: 0.8241 Dis_loss: 0.9257 Cls_loss: N/A Topk: N/A ada_p: 0.2657
[INFO] 2021-10-23 17:41:21 > Step: 729700 Progress: 73.0% Elapsed: 7 days, 4:19:26 Gen_loss: 1.66 Dis_loss: 0.9119 Cls_loss: N/A Topk: N/A ada_p: 0.2641
[INFO] 2021-10-23 17:42:23 > Step: 729800 Progress: 73.0% Elapsed: 7 days, 4:20:28 Gen_loss: 1.989 Dis_loss: 1.087 Cls_loss: N/A Topk: N/A ada_p: 0.2659
[INFO] 2021-10-23 17:43:25 > Step: 729900 Progress: 73.0% Elapsed: 7 days, 4:21:30 Gen_loss: 1.159 Dis_loss: 0.8405 Cls_loss: N/A Topk: N/A ada_p: 0.2666
[INFO] 2021-10-23 17:44:27 > Step: 730000 Progress: 73.0% Elapsed: 7 days, 4:22:32 Gen_loss: 1.534 Dis_loss: 0.8623 Cls_loss: N/A Topk: N/A ada_p: 0.2687
[INFO] 2021-10-23 17:44:28 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-23 17:44:28 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_730000.png
[INFO] 2021-10-23 17:44:28 > Start Evaluation (730000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-23 17:44:28 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-23 17:49:58 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-23 17:55:36 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-23 18:18:28 > Inception score (Step: 730000, 50000 generated images): 10.432402610778809
[INFO] 2021-10-23 18:18:28 > FID score (Step: 730000, Using train moments): 2.528829475090049
[INFO] 2021-10-23 18:18:28 > Improved Precision (Step: 730000, Using train images): 0.74778
[INFO] 2021-10-23 18:18:28 > Improved Recall (Step: 730000, Using train images): 0.68082
[INFO] 2021-10-23 18:18:28 > Density (Step: 730000, Using train images): 1.060548
[INFO] 2021-10-23 18:18:28 > Coverage (Step: 730000, Using train images): 0.92768
[INFO] 2021-10-23 18:18:28 > Best FID score (Step: 680000, Using train moments): 2.4689294788452685
[INFO] 2021-10-23 18:18:39 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-23 18:19:41 > Step: 730100 Progress: 73.0% Elapsed: 7 days, 4:57:45 Gen_loss: 1.372 Dis_loss: 1.045 Cls_loss: N/A Topk: N/A ada_p: 0.2668
[INFO] 2021-10-23 18:20:42 > Step: 730200 Progress: 73.0% Elapsed: 7 days, 4:58:47 Gen_loss: 0.6618 Dis_loss: 1.012 Cls_loss: N/A Topk: N/A ada_p: 0.2706
[INFO] 2021-10-23 18:22:01 > Step: 730300 Progress: 73.0% Elapsed: 7 days, 5:00:05 Gen_loss: 1.451 Dis_loss: 1.379 Cls_loss: N/A Topk: N/A ada_p: 0.2688
[INFO] 2021-10-23 18:23:03 > Step: 730400 Progress: 73.0% Elapsed: 7 days, 5:01:07 Gen_loss: 0.9067 Dis_loss: 0.8653 Cls_loss: N/A Topk: N/A ada_p: 0.2714
[INFO] 2021-10-23 18:24:06 > Step: 730500 Progress: 73.0% Elapsed: 7 days, 5:02:10 Gen_loss: 1.228 Dis_loss: 1.224 Cls_loss: N/A Topk: N/A ada_p: 0.2761
[INFO] 2021-10-23 18:25:09 > Step: 730600 Progress: 73.1% Elapsed: 7 days, 5:03:13 Gen_loss: 1.184 Dis_loss: 0.8938 Cls_loss: N/A Topk: N/A ada_p: 0.2723
[INFO] 2021-10-23 18:26:11 > Step: 730700 Progress: 73.1% Elapsed: 7 days, 5:04:16 Gen_loss: 1.921 Dis_loss: 0.9772 Cls_loss: N/A Topk: N/A ada_p: 0.2707
[INFO] 2021-10-23 18:27:14 > Step: 730800 Progress: 73.1% Elapsed: 7 days, 5:05:18 Gen_loss: 0.9438 Dis_loss: 0.9438 Cls_loss: N/A Topk: N/A ada_p: 0.2705
[INFO] 2021-10-23 18:28:16 > Step: 730900 Progress: 73.1% Elapsed: 7 days, 5:06:21 Gen_loss: 1.231 Dis_loss: 0.5861 Cls_loss: N/A Topk: N/A ada_p: 0.2662
[INFO] 2021-10-23 18:29:18 > Step: 731000 Progress: 73.1% Elapsed: 7 days, 5:07:23 Gen_loss: 1.127 Dis_loss: 1.121 Cls_loss: N/A Topk: N/A ada_p: 0.267
[INFO] 2021-10-23 18:30:30 > Step: 731100 Progress: 73.1% Elapsed: 7 days, 5:08:35 Gen_loss: 1.635 Dis_loss: 0.671 Cls_loss: N/A Topk: N/A ada_p: 0.2637
[INFO] 2021-10-23 18:31:33 > Step: 731200 Progress: 73.1% Elapsed: 7 days, 5:09:37 Gen_loss: 1.774 Dis_loss: 1.005 Cls_loss: N/A Topk: N/A ada_p: 0.2632
[INFO] 2021-10-23 18:32:35 > Step: 731300 Progress: 73.1% Elapsed: 7 days, 5:10:40 Gen_loss: 1.618 Dis_loss: 0.8694 Cls_loss: N/A Topk: N/A ada_p: 0.2641
[INFO] 2021-10-23 18:33:38 > Step: 731400 Progress: 73.1% Elapsed: 7 days, 5:11:42 Gen_loss: 1.164 Dis_loss: 1.182 Cls_loss: N/A Topk: N/A ada_p: 0.2638
[INFO] 2021-10-23 18:34:40 > Step: 731500 Progress: 73.2% Elapsed: 7 days, 5:12:45 Gen_loss: 0.8162 Dis_loss: 0.7653 Cls_loss: N/A Topk: N/A ada_p: 0.2656
[INFO] 2021-10-23 18:35:42 > Step: 731600 Progress: 73.2% Elapsed: 7 days, 5:13:47 Gen_loss: 1.496 Dis_loss: 0.4813 Cls_loss: N/A Topk: N/A ada_p: 0.2615
[INFO] 2021-10-23 18:36:45 > Step: 731700 Progress: 73.2% Elapsed: 7 days, 5:14:49 Gen_loss: 0.9037 Dis_loss: 1.053 Cls_loss: N/A Topk: N/A ada_p: 0.2606
[INFO] 2021-10-23 18:37:58 > Step: 731800 Progress: 73.2% Elapsed: 7 days, 5:16:02 Gen_loss: 1.44 Dis_loss: 0.7945 Cls_loss: N/A Topk: N/A ada_p: 0.2637
[INFO] 2021-10-23 18:39:00 > Step: 731900 Progress: 73.2% Elapsed: 7 days, 5:17:05 Gen_loss: 0.8611 Dis_loss: 1.156 Cls_loss: N/A Topk: N/A ada_p: 0.2655
[INFO] 2021-10-23 18:40:03 > Step: 732000 Progress: 73.2% Elapsed: 7 days, 5:18:07 Gen_loss: 1.501 Dis_loss: 0.6109 Cls_loss: N/A Topk: N/A ada_p: 0.2632
[INFO] 2021-10-23 18:41:05 > Step: 732100 Progress: 73.2% Elapsed: 7 days, 5:19:10 Gen_loss: 1.352 Dis_loss: 0.9886 Cls_loss: N/A Topk: N/A ada_p: 0.2684
[INFO] 2021-10-23 18:42:08 > Step: 732200 Progress: 73.2% Elapsed: 7 days, 5:20:12 Gen_loss: 0.8495 Dis_loss: 0.9576 Cls_loss: N/A Topk: N/A ada_p: 0.2671
[INFO] 2021-10-23 18:43:10 > Step: 732300 Progress: 73.2% Elapsed: 7 days, 5:21:15 Gen_loss: 0.9761 Dis_loss: 0.9977 Cls_loss: N/A Topk: N/A ada_p: 0.2682
[INFO] 2021-10-23 18:44:12 > Step: 732400 Progress: 73.2% Elapsed: 7 days, 5:22:17 Gen_loss: 1.16 Dis_loss: 0.6366 Cls_loss: N/A Topk: N/A ada_p: 0.2643
[INFO] 2021-10-23 18:45:15 > Step: 732500 Progress: 73.2% Elapsed: 7 days, 5:23:19 Gen_loss: 1.366 Dis_loss: 0.8867 Cls_loss: N/A Topk: N/A ada_p: 0.2619
[INFO] 2021-10-23 18:46:27 > Step: 732600 Progress: 73.3% Elapsed: 7 days, 5:24:32 Gen_loss: 1.1 Dis_loss: 0.9326 Cls_loss: N/A Topk: N/A ada_p: 0.2634
[INFO] 2021-10-23 18:47:29 > Step: 732700 Progress: 73.3% Elapsed: 7 days, 5:25:34 Gen_loss: 1.017 Dis_loss: 0.9323 Cls_loss: N/A Topk: N/A ada_p: 0.2652
[INFO] 2021-10-23 18:48:31 > Step: 732800 Progress: 73.3% Elapsed: 7 days, 5:26:36 Gen_loss: 1.156 Dis_loss: 0.982 Cls_loss: N/A Topk: N/A ada_p: 0.2642
[INFO] 2021-10-23 18:49:34 > Step: 732900 Progress: 73.3% Elapsed: 7 days, 5:27:38 Gen_loss: 1.882 Dis_loss: 0.8009 Cls_loss: N/A Topk: N/A ada_p: 0.2646
[INFO] 2021-10-23 18:50:36 > Step: 733000 Progress: 73.3% Elapsed: 7 days, 5:28:41 Gen_loss: 0.701 Dis_loss: 0.9095 Cls_loss: N/A Topk: N/A ada_p: 0.2638
[INFO] 2021-10-23 18:51:38 > Step: 733100 Progress: 73.3% Elapsed: 7 days, 5:29:43 Gen_loss: 1.457 Dis_loss: 1.642 Cls_loss: N/A Topk: N/A ada_p: 0.2628
[INFO] 2021-10-23 18:52:41 > Step: 733200 Progress: 73.3% Elapsed: 7 days, 5:30:45 Gen_loss: 0.713 Dis_loss: 0.8423 Cls_loss: N/A Topk: N/A ada_p: 0.2607
[INFO] 2021-10-23 18:53:43 > Step: 733300 Progress: 73.3% Elapsed: 7 days, 5:31:48 Gen_loss: 1.242 Dis_loss: 0.8352 Cls_loss: N/A Topk: N/A ada_p: 0.2616
[INFO] 2021-10-23 18:54:56 > Step: 733400 Progress: 73.3% Elapsed: 7 days, 5:33:01 Gen_loss: 1.715 Dis_loss: 0.648 Cls_loss: N/A Topk: N/A ada_p: 0.2624
[INFO] 2021-10-23 18:55:58 > Step: 733500 Progress: 73.4% Elapsed: 7 days, 5:34:03 Gen_loss: 1.209 Dis_loss: 0.9988 Cls_loss: N/A Topk: N/A ada_p: 0.2652
[INFO] 2021-10-23 18:57:01 > Step: 733600 Progress: 73.4% Elapsed: 7 days, 5:35:06 Gen_loss: 1.902 Dis_loss: 0.9346 Cls_loss: N/A Topk: N/A ada_p: 0.2645
[INFO] 2021-10-23 18:58:04 > Step: 733700 Progress: 73.4% Elapsed: 7 days, 5:36:08 Gen_loss: 0.9401 Dis_loss: 0.8492 Cls_loss: N/A Topk: N/A ada_p: 0.2653
[INFO] 2021-10-23 18:59:06 > Step: 733800 Progress: 73.4% Elapsed: 7 days, 5:37:11 Gen_loss: 1.773 Dis_loss: 0.7398 Cls_loss: N/A Topk: N/A ada_p: 0.2641
[INFO] 2021-10-23 19:00:09 > Step: 733900 Progress: 73.4% Elapsed: 7 days, 5:38:13 Gen_loss: 0.8648 Dis_loss: 0.669 Cls_loss: N/A Topk: N/A ada_p: 0.2648
[INFO] 2021-10-23 19:01:11 > Step: 734000 Progress: 73.4% Elapsed: 7 days, 5:39:16 Gen_loss: 1.554 Dis_loss: 0.5131 Cls_loss: N/A Topk: N/A ada_p: 0.2707
[INFO] 2021-10-23 19:02:13 > Step: 734100 Progress: 73.4% Elapsed: 7 days, 5:40:18 Gen_loss: 1.009 Dis_loss: 0.7598 Cls_loss: N/A Topk: N/A ada_p: 0.2714
[INFO] 2021-10-23 19:03:26 > Step: 734200 Progress: 73.4% Elapsed: 7 days, 5:41:30 Gen_loss: 1.646 Dis_loss: 0.6566 Cls_loss: N/A Topk: N/A ada_p: 0.2698
[INFO] 2021-10-23 19:04:28 > Step: 734300 Progress: 73.4% Elapsed: 7 days, 5:42:33 Gen_loss: 1.667 Dis_loss: 0.6765 Cls_loss: N/A Topk: N/A ada_p: 0.2714
[INFO] 2021-10-23 19:05:30 > Step: 734400 Progress: 73.4% Elapsed: 7 days, 5:43:35 Gen_loss: 1.87 Dis_loss: 1.052 Cls_loss: N/A Topk: N/A ada_p: 0.268
[INFO] 2021-10-23 19:06:33 > Step: 734500 Progress: 73.5% Elapsed: 7 days, 5:44:38 Gen_loss: 1.085 Dis_loss: 0.9134 Cls_loss: N/A Topk: N/A ada_p: 0.2664
[INFO] 2021-10-23 19:07:36 > Step: 734600 Progress: 73.5% Elapsed: 7 days, 5:45:41 Gen_loss: 1.445 Dis_loss: 0.6661 Cls_loss: N/A Topk: N/A ada_p: 0.2656
[INFO] 2021-10-23 19:08:39 > Step: 734700 Progress: 73.5% Elapsed: 7 days, 5:46:43 Gen_loss: 1.405 Dis_loss: 1.1 Cls_loss: N/A Topk: N/A ada_p: 0.2659
[INFO] 2021-10-23 19:09:41 > Step: 734800 Progress: 73.5% Elapsed: 7 days, 5:47:46 Gen_loss: 1.927 Dis_loss: 0.6546 Cls_loss: N/A Topk: N/A ada_p: 0.2666
[INFO] 2021-10-23 19:10:43 > Step: 734900 Progress: 73.5% Elapsed: 7 days, 5:48:48 Gen_loss: 0.985 Dis_loss: 0.8404 Cls_loss: N/A Topk: N/A ada_p: 0.2634
[INFO] 2021-10-23 19:11:56 > Step: 735000 Progress: 73.5% Elapsed: 7 days, 5:50:01 Gen_loss: 1.386 Dis_loss: 1.038 Cls_loss: N/A Topk: N/A ada_p: 0.2634
[INFO] 2021-10-23 19:12:58 > Step: 735100 Progress: 73.5% Elapsed: 7 days, 5:51:03 Gen_loss: 1.8 Dis_loss: 0.7724 Cls_loss: N/A Topk: N/A ada_p: 0.2609
[INFO] 2021-10-23 19:14:01 > Step: 735200 Progress: 73.5% Elapsed: 7 days, 5:52:05 Gen_loss: 1.432 Dis_loss: 1.033 Cls_loss: N/A Topk: N/A ada_p: 0.2563
[INFO] 2021-10-23 19:15:04 > Step: 735300 Progress: 73.5% Elapsed: 7 days, 5:53:08 Gen_loss: 1.055 Dis_loss: 0.8629 Cls_loss: N/A Topk: N/A ada_p: 0.2625
[INFO] 2021-10-23 19:16:06 > Step: 735400 Progress: 73.5% Elapsed: 7 days, 5:54:10 Gen_loss: 1.623 Dis_loss: 1.049 Cls_loss: N/A Topk: N/A ada_p: 0.2641
[INFO] 2021-10-23 19:17:08 > Step: 735500 Progress: 73.6% Elapsed: 7 days, 5:55:13 Gen_loss: 1.551 Dis_loss: 1.065 Cls_loss: N/A Topk: N/A ada_p: 0.2651
[INFO] 2021-10-23 19:18:10 > Step: 735600 Progress: 73.6% Elapsed: 7 days, 5:56:15 Gen_loss: 1.088 Dis_loss: 1.05 Cls_loss: N/A Topk: N/A ada_p: 0.27
[INFO] 2021-10-23 19:19:13 > Step: 735700 Progress: 73.6% Elapsed: 7 days, 5:57:17 Gen_loss: 2.091 Dis_loss: 1.161 Cls_loss: N/A Topk: N/A ada_p: 0.2696
[INFO] 2021-10-23 19:20:25 > Step: 735800 Progress: 73.6% Elapsed: 7 days, 5:58:29 Gen_loss: 1.541 Dis_loss: 0.977 Cls_loss: N/A Topk: N/A ada_p: 0.2678
[INFO] 2021-10-23 19:21:27 > Step: 735900 Progress: 73.6% Elapsed: 7 days, 5:59:32 Gen_loss: 1.391 Dis_loss: 1.066 Cls_loss: N/A Topk: N/A ada_p: 0.268
[INFO] 2021-10-23 19:22:29 > Step: 736000 Progress: 73.6% Elapsed: 7 days, 6:00:34 Gen_loss: 0.9307 Dis_loss: 0.7739 Cls_loss: N/A Topk: N/A ada_p: 0.2698
[INFO] 2021-10-23 19:23:32 > Step: 736100 Progress: 73.6% Elapsed: 7 days, 6:01:36 Gen_loss: 1.573 Dis_loss: 0.7767 Cls_loss: N/A Topk: N/A ada_p: 0.2682
[INFO] 2021-10-23 19:24:34 > Step: 736200 Progress: 73.6% Elapsed: 7 days, 6:02:39 Gen_loss: 1.658 Dis_loss: 0.6102 Cls_loss: N/A Topk: N/A ada_p: 0.2674
[INFO] 2021-10-23 19:25:36 > Step: 736300 Progress: 73.6% Elapsed: 7 days, 6:03:41 Gen_loss: 0.5336 Dis_loss: 1.061 Cls_loss: N/A Topk: N/A ada_p: 0.2682
[INFO] 2021-10-23 19:26:38 > Step: 736400 Progress: 73.6% Elapsed: 7 days, 6:04:43 Gen_loss: 1.789 Dis_loss: 0.8191 Cls_loss: N/A Topk: N/A ada_p: 0.2671
[INFO] 2021-10-23 19:27:51 > Step: 736500 Progress: 73.7% Elapsed: 7 days, 6:05:55 Gen_loss: 1.309 Dis_loss: 1.108 Cls_loss: N/A Topk: N/A ada_p: 0.268
[INFO] 2021-10-23 19:28:53 > Step: 736600 Progress: 73.7% Elapsed: 7 days, 6:06:57 Gen_loss: 1.126 Dis_loss: 0.7839 Cls_loss: N/A Topk: N/A ada_p: 0.2668
[INFO] 2021-10-23 19:29:55 > Step: 736700 Progress: 73.7% Elapsed: 7 days, 6:08:00 Gen_loss: 1.144 Dis_loss: 0.5775 Cls_loss: N/A Topk: N/A ada_p: 0.2688
[INFO] 2021-10-23 19:30:57 > Step: 736800 Progress: 73.7% Elapsed: 7 days, 6:09:02 Gen_loss: 1.002 Dis_loss: 1.039 Cls_loss: N/A Topk: N/A ada_p: 0.2673
[INFO] 2021-10-23 19:32:00 > Step: 736900 Progress: 73.7% Elapsed: 7 days, 6:10:04 Gen_loss: 1.362 Dis_loss: 0.7103 Cls_loss: N/A Topk: N/A ada_p: 0.2613
[INFO] 2021-10-23 19:33:02 > Step: 737000 Progress: 73.7% Elapsed: 7 days, 6:11:07 Gen_loss: 0.6729 Dis_loss: 0.7183 Cls_loss: N/A Topk: N/A ada_p: 0.2641
[INFO] 2021-10-23 19:34:04 > Step: 737100 Progress: 73.7% Elapsed: 7 days, 6:12:09 Gen_loss: 1.11 Dis_loss: 0.9761 Cls_loss: N/A Topk: N/A ada_p: 0.2643
[INFO] 2021-10-23 19:35:06 > Step: 737200 Progress: 73.7% Elapsed: 7 days, 6:13:11 Gen_loss: 1.643 Dis_loss: 1.077 Cls_loss: N/A Topk: N/A ada_p: 0.2648
[INFO] 2021-10-23 19:36:19 > Step: 737300 Progress: 73.7% Elapsed: 7 days, 6:14:23 Gen_loss: 1.378 Dis_loss: 1.044 Cls_loss: N/A Topk: N/A ada_p: 0.2665
[INFO] 2021-10-23 19:37:21 > Step: 737400 Progress: 73.7% Elapsed: 7 days, 6:15:25 Gen_loss: 1.36 Dis_loss: 1.139 Cls_loss: N/A Topk: N/A ada_p: 0.2678
[INFO] 2021-10-23 19:38:23 > Step: 737500 Progress: 73.8% Elapsed: 7 days, 6:16:28 Gen_loss: 0.8506 Dis_loss: 1.342 Cls_loss: N/A Topk: N/A ada_p: 0.2683
[INFO] 2021-10-23 19:39:26 > Step: 737600 Progress: 73.8% Elapsed: 7 days, 6:17:30 Gen_loss: 1.551 Dis_loss: 1.041 Cls_loss: N/A Topk: N/A ada_p: 0.2703
[INFO] 2021-10-23 19:40:28 > Step: 737700 Progress: 73.8% Elapsed: 7 days, 6:18:33 Gen_loss: 1.084 Dis_loss: 0.921 Cls_loss: N/A Topk: N/A ada_p: 0.2725
[INFO] 2021-10-23 19:41:30 > Step: 737800 Progress: 73.8% Elapsed: 7 days, 6:19:35 Gen_loss: 0.7422 Dis_loss: 0.8298 Cls_loss: N/A Topk: N/A ada_p: 0.2751
[INFO] 2021-10-23 19:42:32 > Step: 737900 Progress: 73.8% Elapsed: 7 days, 6:20:37 Gen_loss: 2.072 Dis_loss: 1.088 Cls_loss: N/A Topk: N/A ada_p: 0.27
[INFO] 2021-10-23 19:43:34 > Step: 738000 Progress: 73.8% Elapsed: 7 days, 6:21:39 Gen_loss: 1.728 Dis_loss: 1.347 Cls_loss: N/A Topk: N/A ada_p: 0.2707
[INFO] 2021-10-23 19:44:47 > Step: 738100 Progress: 73.8% Elapsed: 7 days, 6:22:51 Gen_loss: 1.359 Dis_loss: 1.106 Cls_loss: N/A Topk: N/A ada_p: 0.2675
[INFO] 2021-10-23 19:45:49 > Step: 738200 Progress: 73.8% Elapsed: 7 days, 6:23:54 Gen_loss: 1.296 Dis_loss: 1.271 Cls_loss: N/A Topk: N/A ada_p: 0.2675
[INFO] 2021-10-23 19:46:51 > Step: 738300 Progress: 73.8% Elapsed: 7 days, 6:24:56 Gen_loss: 1.358 Dis_loss: 1.102 Cls_loss: N/A Topk: N/A ada_p: 0.2639
[INFO] 2021-10-23 19:47:55 > Step: 738400 Progress: 73.8% Elapsed: 7 days, 6:25:59 Gen_loss: 1.697 Dis_loss: 0.7724 Cls_loss: N/A Topk: N/A ada_p: 0.2632
[INFO] 2021-10-23 19:48:57 > Step: 738500 Progress: 73.9% Elapsed: 7 days, 6:27:02 Gen_loss: 1.698 Dis_loss: 0.5588 Cls_loss: N/A Topk: N/A ada_p: 0.2605
[INFO] 2021-10-23 19:49:59 > Step: 738600 Progress: 73.9% Elapsed: 7 days, 6:28:04 Gen_loss: 0.7828 Dis_loss: 1.014 Cls_loss: N/A Topk: N/A ada_p: 0.2587
[INFO] 2021-10-23 19:51:02 > Step: 738700 Progress: 73.9% Elapsed: 7 days, 6:29:06 Gen_loss: 1.243 Dis_loss: 1.029 Cls_loss: N/A Topk: N/A ada_p: 0.2613
[INFO] 2021-10-23 19:52:03 > Step: 738800 Progress: 73.9% Elapsed: 7 days, 6:30:08 Gen_loss: 1.593 Dis_loss: 0.71 Cls_loss: N/A Topk: N/A ada_p: 0.2618
[INFO] 2021-10-23 19:53:16 > Step: 738900 Progress: 73.9% Elapsed: 7 days, 6:31:20 Gen_loss: 1.223 Dis_loss: 1.07 Cls_loss: N/A Topk: N/A ada_p: 0.2639
[INFO] 2021-10-23 19:54:18 > Step: 739000 Progress: 73.9% Elapsed: 7 days, 6:32:23 Gen_loss: 1.055 Dis_loss: 0.7239 Cls_loss: N/A Topk: N/A ada_p: 0.2632
[INFO] 2021-10-23 19:55:23 > Step: 739100 Progress: 73.9% Elapsed: 7 days, 6:33:27 Gen_loss: 1.33 Dis_loss: 0.9205 Cls_loss: N/A Topk: N/A ada_p: 0.2629
[INFO] 2021-10-23 19:56:25 > Step: 739200 Progress: 73.9% Elapsed: 7 days, 6:34:30 Gen_loss: 1.887 Dis_loss: 0.8188 Cls_loss: N/A Topk: N/A ada_p: 0.265
[INFO] 2021-10-23 19:57:28 > Step: 739300 Progress: 73.9% Elapsed: 7 days, 6:35:33 Gen_loss: 1.492 Dis_loss: 1.106 Cls_loss: N/A Topk: N/A ada_p: 0.2679
[INFO] 2021-10-23 19:58:31 > Step: 739400 Progress: 73.9% Elapsed: 7 days, 6:36:35 Gen_loss: 0.9209 Dis_loss: 1.114 Cls_loss: N/A Topk: N/A ada_p: 0.2661
[INFO] 2021-10-23 19:59:33 > Step: 739500 Progress: 74.0% Elapsed: 7 days, 6:37:37 Gen_loss: 2.093 Dis_loss: 0.9025 Cls_loss: N/A Topk: N/A ada_p: 0.272
[INFO] 2021-10-23 20:00:35 > Step: 739600 Progress: 74.0% Elapsed: 7 days, 6:38:39 Gen_loss: 1.134 Dis_loss: 0.5449 Cls_loss: N/A Topk: N/A ada_p: 0.2692
[INFO] 2021-10-23 20:01:48 > Step: 739700 Progress: 74.0% Elapsed: 7 days, 6:39:53 Gen_loss: 1.49 Dis_loss: 0.9412 Cls_loss: N/A Topk: N/A ada_p: 0.2724
[INFO] 2021-10-23 20:02:51 > Step: 739800 Progress: 74.0% Elapsed: 7 days, 6:40:55 Gen_loss: 1.179 Dis_loss: 0.72 Cls_loss: N/A Topk: N/A ada_p: 0.2716
[INFO] 2021-10-23 20:03:54 > Step: 739900 Progress: 74.0% Elapsed: 7 days, 6:41:59 Gen_loss: 1.42 Dis_loss: 0.8629 Cls_loss: N/A Topk: N/A ada_p: 0.2691
[INFO] 2021-10-23 20:04:56 > Step: 740000 Progress: 74.0% Elapsed: 7 days, 6:43:01 Gen_loss: 1.352 Dis_loss: 0.6502 Cls_loss: N/A Topk: N/A ada_p: 0.2698
[INFO] 2021-10-23 20:04:57 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-23 20:04:57 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_740000.png
[INFO] 2021-10-23 20:04:57 > Start Evaluation (740000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-23 20:04:57 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-23 20:10:27 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-23 20:16:04 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-23 20:39:16 > Inception score (Step: 740000, 50000 generated images): 10.505507469177246
[INFO] 2021-10-23 20:39:16 > FID score (Step: 740000, Using train moments): 2.5194616485406414
[INFO] 2021-10-23 20:39:16 > Improved Precision (Step: 740000, Using train images): 0.74944
[INFO] 2021-10-23 20:39:16 > Improved Recall (Step: 740000, Using train images): 0.68292
[INFO] 2021-10-23 20:39:16 > Density (Step: 740000, Using train images): 1.064304
[INFO] 2021-10-23 20:39:16 > Coverage (Step: 740000, Using train images): 0.9297
[INFO] 2021-10-23 20:39:16 > Best FID score (Step: 680000, Using train moments): 2.4689294788452685
[INFO] 2021-10-23 20:39:26 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-23 20:40:28 > Step: 740100 Progress: 74.0% Elapsed: 7 days, 7:18:32 Gen_loss: 1.419 Dis_loss: 0.7214 Cls_loss: N/A Topk: N/A ada_p: 0.2671
[INFO] 2021-10-23 20:41:29 > Step: 740200 Progress: 74.0% Elapsed: 7 days, 7:19:34 Gen_loss: 1.402 Dis_loss: 0.9839 Cls_loss: N/A Topk: N/A ada_p: 0.2661
[INFO] 2021-10-23 20:42:32 > Step: 740300 Progress: 74.0% Elapsed: 7 days, 7:20:37 Gen_loss: 2.025 Dis_loss: 1.202 Cls_loss: N/A Topk: N/A ada_p: 0.2666
[INFO] 2021-10-23 20:43:51 > Step: 740400 Progress: 74.0% Elapsed: 7 days, 7:21:56 Gen_loss: 1.968 Dis_loss: 0.5226 Cls_loss: N/A Topk: N/A ada_p: 0.2638
[INFO] 2021-10-23 20:44:53 > Step: 740500 Progress: 74.1% Elapsed: 7 days, 7:22:58 Gen_loss: 0.7305 Dis_loss: 1.152 Cls_loss: N/A Topk: N/A ada_p: 0.2652
[INFO] 2021-10-23 20:45:55 > Step: 740600 Progress: 74.1% Elapsed: 7 days, 7:24:00 Gen_loss: 1.945 Dis_loss: 0.713 Cls_loss: N/A Topk: N/A ada_p: 0.265
[INFO] 2021-10-23 20:46:57 > Step: 740700 Progress: 74.1% Elapsed: 7 days, 7:25:02 Gen_loss: 1.269 Dis_loss: 1.257 Cls_loss: N/A Topk: N/A ada_p: 0.2629
[INFO] 2021-10-23 20:47:59 > Step: 740800 Progress: 74.1% Elapsed: 7 days, 7:26:04 Gen_loss: 1.587 Dis_loss: 1.077 Cls_loss: N/A Topk: N/A ada_p: 0.2639
[INFO] 2021-10-23 20:49:02 > Step: 740900 Progress: 74.1% Elapsed: 7 days, 7:27:06 Gen_loss: 1.157 Dis_loss: 0.8493 Cls_loss: N/A Topk: N/A ada_p: 0.262
[INFO] 2021-10-23 20:50:04 > Step: 741000 Progress: 74.1% Elapsed: 7 days, 7:28:08 Gen_loss: 1.253 Dis_loss: 0.9608 Cls_loss: N/A Topk: N/A ada_p: 0.2653
[INFO] 2021-10-23 20:51:06 > Step: 741100 Progress: 74.1% Elapsed: 7 days, 7:29:11 Gen_loss: 1.463 Dis_loss: 0.7225 Cls_loss: N/A Topk: N/A ada_p: 0.2623
[INFO] 2021-10-23 20:52:18 > Step: 741200 Progress: 74.1% Elapsed: 7 days, 7:30:23 Gen_loss: 1.19 Dis_loss: 1.011 Cls_loss: N/A Topk: N/A ada_p: 0.2623
[INFO] 2021-10-23 20:53:21 > Step: 741300 Progress: 74.1% Elapsed: 7 days, 7:31:25 Gen_loss: 0.9011 Dis_loss: 1.156 Cls_loss: N/A Topk: N/A ada_p: 0.2624
[INFO] 2021-10-23 20:54:23 > Step: 741400 Progress: 74.1% Elapsed: 7 days, 7:32:27 Gen_loss: 0.9466 Dis_loss: 1.134 Cls_loss: N/A Topk: N/A ada_p: 0.2619
[INFO] 2021-10-23 20:55:25 > Step: 741500 Progress: 74.2% Elapsed: 7 days, 7:33:30 Gen_loss: 1.807 Dis_loss: 0.8239 Cls_loss: N/A Topk: N/A ada_p: 0.2601
[INFO] 2021-10-23 20:56:27 > Step: 741600 Progress: 74.2% Elapsed: 7 days, 7:34:32 Gen_loss: 1.318 Dis_loss: 0.6513 Cls_loss: N/A Topk: N/A ada_p: 0.2642
[INFO] 2021-10-23 20:57:29 > Step: 741700 Progress: 74.2% Elapsed: 7 days, 7:35:34 Gen_loss: 1.296 Dis_loss: 0.9527 Cls_loss: N/A Topk: N/A ada_p: 0.2684
[INFO] 2021-10-23 20:58:32 > Step: 741800 Progress: 74.2% Elapsed: 7 days, 7:36:36 Gen_loss: 1.466 Dis_loss: 0.9397 Cls_loss: N/A Topk: N/A ada_p: 0.2661
[INFO] 2021-10-23 20:59:33 > Step: 741900 Progress: 74.2% Elapsed: 7 days, 7:37:38 Gen_loss: 1.637 Dis_loss: 0.8835 Cls_loss: N/A Topk: N/A ada_p: 0.2692
[INFO] 2021-10-23 21:00:46 > Step: 742000 Progress: 74.2% Elapsed: 7 days, 7:38:51 Gen_loss: 1.327 Dis_loss: 0.7213 Cls_loss: N/A Topk: N/A ada_p: 0.2697
[INFO] 2021-10-23 21:01:49 > Step: 742100 Progress: 74.2% Elapsed: 7 days, 7:39:54 Gen_loss: 1.716 Dis_loss: 1.183 Cls_loss: N/A Topk: N/A ada_p: 0.2714
[INFO] 2021-10-23 21:02:51 > Step: 742200 Progress: 74.2% Elapsed: 7 days, 7:40:56 Gen_loss: 1.356 Dis_loss: 0.8005 Cls_loss: N/A Topk: N/A ada_p: 0.2691
[INFO] 2021-10-23 21:03:53 > Step: 742300 Progress: 74.2% Elapsed: 7 days, 7:41:58 Gen_loss: 1.205 Dis_loss: 0.876 Cls_loss: N/A Topk: N/A ada_p: 0.2706
[INFO] 2021-10-23 21:04:56 > Step: 742400 Progress: 74.2% Elapsed: 7 days, 7:43:01 Gen_loss: 1.086 Dis_loss: 0.9318 Cls_loss: N/A Topk: N/A ada_p: 0.2665
[INFO] 2021-10-23 21:05:59 > Step: 742500 Progress: 74.2% Elapsed: 7 days, 7:44:04 Gen_loss: 1.35 Dis_loss: 0.7316 Cls_loss: N/A Topk: N/A ada_p: 0.2643
[INFO] 2021-10-23 21:07:02 > Step: 742600 Progress: 74.3% Elapsed: 7 days, 7:45:06 Gen_loss: 1.299 Dis_loss: 0.7913 Cls_loss: N/A Topk: N/A ada_p: 0.2651
[INFO] 2021-10-23 21:08:03 > Step: 742700 Progress: 74.3% Elapsed: 7 days, 7:46:08 Gen_loss: 2.061 Dis_loss: 0.8285 Cls_loss: N/A Topk: N/A ada_p: 0.2671
[INFO] 2021-10-23 21:09:16 > Step: 742800 Progress: 74.3% Elapsed: 7 days, 7:47:20 Gen_loss: 1.403 Dis_loss: 1.098 Cls_loss: N/A Topk: N/A ada_p: 0.2636
[INFO] 2021-10-23 21:10:18 > Step: 742900 Progress: 74.3% Elapsed: 7 days, 7:48:23 Gen_loss: 1.181 Dis_loss: 0.9996 Cls_loss: N/A Topk: N/A ada_p: 0.2675
[INFO] 2021-10-23 21:11:21 > Step: 743000 Progress: 74.3% Elapsed: 7 days, 7:49:25 Gen_loss: 1.603 Dis_loss: 0.7569 Cls_loss: N/A Topk: N/A ada_p: 0.2629
[INFO] 2021-10-23 21:12:23 > Step: 743100 Progress: 74.3% Elapsed: 7 days, 7:50:28 Gen_loss: 0.7049 Dis_loss: 0.788 Cls_loss: N/A Topk: N/A ada_p: 0.2637
[INFO] 2021-10-23 21:13:25 > Step: 743200 Progress: 74.3% Elapsed: 7 days, 7:51:30 Gen_loss: 1.459 Dis_loss: 1.068 Cls_loss: N/A Topk: N/A ada_p: 0.2621
[INFO] 2021-10-23 21:14:27 > Step: 743300 Progress: 74.3% Elapsed: 7 days, 7:52:32 Gen_loss: 1.228 Dis_loss: 0.7535 Cls_loss: N/A Topk: N/A ada_p: 0.2582
[INFO] 2021-10-23 21:15:30 > Step: 743400 Progress: 74.3% Elapsed: 7 days, 7:53:34 Gen_loss: 2.026 Dis_loss: 0.716 Cls_loss: N/A Topk: N/A ada_p: 0.2602
[INFO] 2021-10-23 21:16:31 > Step: 743500 Progress: 74.4% Elapsed: 7 days, 7:54:36 Gen_loss: 1.186 Dis_loss: 0.671 Cls_loss: N/A Topk: N/A ada_p: 0.2607
[INFO] 2021-10-23 21:17:44 > Step: 743600 Progress: 74.4% Elapsed: 7 days, 7:55:48 Gen_loss: 1.135 Dis_loss: 0.6927 Cls_loss: N/A Topk: N/A ada_p: 0.2605
[INFO] 2021-10-23 21:18:46 > Step: 743700 Progress: 74.4% Elapsed: 7 days, 7:56:51 Gen_loss: 1.591 Dis_loss: 0.7716 Cls_loss: N/A Topk: N/A ada_p: 0.2596
[INFO] 2021-10-23 21:19:48 > Step: 743800 Progress: 74.4% Elapsed: 7 days, 7:57:53 Gen_loss: 1.596 Dis_loss: 0.8591 Cls_loss: N/A Topk: N/A ada_p: 0.2588
[INFO] 2021-10-23 21:20:50 > Step: 743900 Progress: 74.4% Elapsed: 7 days, 7:58:55 Gen_loss: 1.008 Dis_loss: 0.7436 Cls_loss: N/A Topk: N/A ada_p: 0.2581
[INFO] 2021-10-23 21:21:53 > Step: 744000 Progress: 74.4% Elapsed: 7 days, 7:59:57 Gen_loss: 0.9237 Dis_loss: 0.8235 Cls_loss: N/A Topk: N/A ada_p: 0.256
[INFO] 2021-10-23 21:22:55 > Step: 744100 Progress: 74.4% Elapsed: 7 days, 8:01:00 Gen_loss: 1.463 Dis_loss: 1.116 Cls_loss: N/A Topk: N/A ada_p: 0.26
[INFO] 2021-10-23 21:23:57 > Step: 744200 Progress: 74.4% Elapsed: 7 days, 8:02:02 Gen_loss: 1.272 Dis_loss: 0.8996 Cls_loss: N/A Topk: N/A ada_p: 0.2638
[INFO] 2021-10-23 21:25:10 > Step: 744300 Progress: 74.4% Elapsed: 7 days, 8:03:14 Gen_loss: 1.095 Dis_loss: 1.247 Cls_loss: N/A Topk: N/A ada_p: 0.2633
[INFO] 2021-10-23 21:26:12 > Step: 744400 Progress: 74.4% Elapsed: 7 days, 8:04:16 Gen_loss: 1.032 Dis_loss: 0.736 Cls_loss: N/A Topk: N/A ada_p: 0.2623
[INFO] 2021-10-23 21:27:14 > Step: 744500 Progress: 74.5% Elapsed: 7 days, 8:05:19 Gen_loss: 1.696 Dis_loss: 0.8361 Cls_loss: N/A Topk: N/A ada_p: 0.2629
[INFO] 2021-10-23 21:28:16 > Step: 744600 Progress: 74.5% Elapsed: 7 days, 8:06:21 Gen_loss: 1.453 Dis_loss: 0.8804 Cls_loss: N/A Topk: N/A ada_p: 0.2657
[INFO] 2021-10-23 21:29:18 > Step: 744700 Progress: 74.5% Elapsed: 7 days, 8:07:23 Gen_loss: 1.307 Dis_loss: 0.9952 Cls_loss: N/A Topk: N/A ada_p: 0.265
[INFO] 2021-10-23 21:30:20 > Step: 744800 Progress: 74.5% Elapsed: 7 days, 8:08:25 Gen_loss: 1.558 Dis_loss: 0.5967 Cls_loss: N/A Topk: N/A ada_p: 0.2657
[INFO] 2021-10-23 21:31:23 > Step: 744900 Progress: 74.5% Elapsed: 7 days, 8:09:27 Gen_loss: 0.8875 Dis_loss: 0.8808 Cls_loss: N/A Topk: N/A ada_p: 0.2638
[INFO] 2021-10-23 21:32:25 > Step: 745000 Progress: 74.5% Elapsed: 7 days, 8:10:29 Gen_loss: 1.199 Dis_loss: 0.7889 Cls_loss: N/A Topk: N/A ada_p: 0.2643
[INFO] 2021-10-23 21:33:37 > Step: 745100 Progress: 74.5% Elapsed: 7 days, 8:11:42 Gen_loss: 1.887 Dis_loss: 0.7172 Cls_loss: N/A Topk: N/A ada_p: 0.2636
[INFO] 2021-10-23 21:34:39 > Step: 745200 Progress: 74.5% Elapsed: 7 days, 8:12:44 Gen_loss: 1.987 Dis_loss: 0.5476 Cls_loss: N/A Topk: N/A ada_p: 0.2643
[INFO] 2021-10-23 21:35:41 > Step: 745300 Progress: 74.5% Elapsed: 7 days, 8:13:46 Gen_loss: 1.463 Dis_loss: 0.9838 Cls_loss: N/A Topk: N/A ada_p: 0.2639
[INFO] 2021-10-23 21:36:44 > Step: 745400 Progress: 74.5% Elapsed: 7 days, 8:14:48 Gen_loss: 0.9535 Dis_loss: 1.072 Cls_loss: N/A Topk: N/A ada_p: 0.266
[INFO] 2021-10-23 21:37:46 > Step: 745500 Progress: 74.6% Elapsed: 7 days, 8:15:50 Gen_loss: 0.8599 Dis_loss: 1.161 Cls_loss: N/A Topk: N/A ada_p: 0.2645
[INFO] 2021-10-23 21:38:48 > Step: 745600 Progress: 74.6% Elapsed: 7 days, 8:16:53 Gen_loss: 0.8589 Dis_loss: 0.9088 Cls_loss: N/A Topk: N/A ada_p: 0.2642
[INFO] 2021-10-23 21:39:51 > Step: 745700 Progress: 74.6% Elapsed: 7 days, 8:17:55 Gen_loss: 1.125 Dis_loss: 0.5273 Cls_loss: N/A Topk: N/A ada_p: 0.2646
[INFO] 2021-10-23 21:40:53 > Step: 745800 Progress: 74.6% Elapsed: 7 days, 8:18:57 Gen_loss: 1.279 Dis_loss: 1.093 Cls_loss: N/A Topk: N/A ada_p: 0.26
[INFO] 2021-10-23 21:42:05 > Step: 745900 Progress: 74.6% Elapsed: 7 days, 8:20:10 Gen_loss: 0.7413 Dis_loss: 0.8022 Cls_loss: N/A Topk: N/A ada_p: 0.2602
[INFO] 2021-10-23 21:43:07 > Step: 746000 Progress: 74.6% Elapsed: 7 days, 8:21:12 Gen_loss: 1.27 Dis_loss: 0.9009 Cls_loss: N/A Topk: N/A ada_p: 0.2584
[INFO] 2021-10-23 21:44:10 > Step: 746100 Progress: 74.6% Elapsed: 7 days, 8:22:14 Gen_loss: 1.256 Dis_loss: 0.8314 Cls_loss: N/A Topk: N/A ada_p: 0.2616
[INFO] 2021-10-23 21:45:12 > Step: 746200 Progress: 74.6% Elapsed: 7 days, 8:23:17 Gen_loss: 1.344 Dis_loss: 1.156 Cls_loss: N/A Topk: N/A ada_p: 0.2606
[INFO] 2021-10-23 21:46:15 > Step: 746300 Progress: 74.6% Elapsed: 7 days, 8:24:19 Gen_loss: 1.533 Dis_loss: 0.8691 Cls_loss: N/A Topk: N/A ada_p: 0.267
[INFO] 2021-10-23 21:47:17 > Step: 746400 Progress: 74.6% Elapsed: 7 days, 8:25:22 Gen_loss: 1.193 Dis_loss: 0.7997 Cls_loss: N/A Topk: N/A ada_p: 0.2678
[INFO] 2021-10-23 21:48:20 > Step: 746500 Progress: 74.7% Elapsed: 7 days, 8:26:24 Gen_loss: 0.6623 Dis_loss: 0.9399 Cls_loss: N/A Topk: N/A ada_p: 0.2687
[INFO] 2021-10-23 21:49:22 > Step: 746600 Progress: 74.7% Elapsed: 7 days, 8:27:27 Gen_loss: 1.634 Dis_loss: 1.253 Cls_loss: N/A Topk: N/A ada_p: 0.2666
[INFO] 2021-10-23 21:50:35 > Step: 746700 Progress: 74.7% Elapsed: 7 days, 8:28:39 Gen_loss: 1.974 Dis_loss: 0.7051 Cls_loss: N/A Topk: N/A ada_p: 0.2636
[INFO] 2021-10-23 21:51:37 > Step: 746800 Progress: 74.7% Elapsed: 7 days, 8:29:41 Gen_loss: 1.767 Dis_loss: 0.9608 Cls_loss: N/A Topk: N/A ada_p: 0.2666
[INFO] 2021-10-23 21:52:39 > Step: 746900 Progress: 74.7% Elapsed: 7 days, 8:30:44 Gen_loss: 0.7781 Dis_loss: 0.659 Cls_loss: N/A Topk: N/A ada_p: 0.2629
[INFO] 2021-10-23 21:53:41 > Step: 747000 Progress: 74.7% Elapsed: 7 days, 8:31:46 Gen_loss: 0.8823 Dis_loss: 1.008 Cls_loss: N/A Topk: N/A ada_p: 0.2657
[INFO] 2021-10-23 21:54:44 > Step: 747100 Progress: 74.7% Elapsed: 7 days, 8:32:48 Gen_loss: 1.198 Dis_loss: 1.242 Cls_loss: N/A Topk: N/A ada_p: 0.2668
[INFO] 2021-10-23 21:55:46 > Step: 747200 Progress: 74.7% Elapsed: 7 days, 8:33:51 Gen_loss: 0.833 Dis_loss: 0.8487 Cls_loss: N/A Topk: N/A ada_p: 0.2683
[INFO] 2021-10-23 21:56:48 > Step: 747300 Progress: 74.7% Elapsed: 7 days, 8:34:53 Gen_loss: 1.256 Dis_loss: 0.9834 Cls_loss: N/A Topk: N/A ada_p: 0.2689
[INFO] 2021-10-23 21:57:51 > Step: 747400 Progress: 74.7% Elapsed: 7 days, 8:35:55 Gen_loss: 0.9704 Dis_loss: 0.8362 Cls_loss: N/A Topk: N/A ada_p: 0.2674
[INFO] 2021-10-23 21:59:03 > Step: 747500 Progress: 74.8% Elapsed: 7 days, 8:37:08 Gen_loss: 1.993 Dis_loss: 0.6278 Cls_loss: N/A Topk: N/A ada_p: 0.2689
[INFO] 2021-10-23 22:00:07 > Step: 747600 Progress: 74.8% Elapsed: 7 days, 8:38:12 Gen_loss: 1.783 Dis_loss: 0.8475 Cls_loss: N/A Topk: N/A ada_p: 0.2689
[INFO] 2021-10-23 22:01:10 > Step: 747700 Progress: 74.8% Elapsed: 7 days, 8:39:15 Gen_loss: 1.56 Dis_loss: 0.8219 Cls_loss: N/A Topk: N/A ada_p: 0.2721
[INFO] 2021-10-23 22:02:13 > Step: 747800 Progress: 74.8% Elapsed: 7 days, 8:40:18 Gen_loss: 0.9978 Dis_loss: 0.8653 Cls_loss: N/A Topk: N/A ada_p: 0.267
[INFO] 2021-10-23 22:03:15 > Step: 747900 Progress: 74.8% Elapsed: 7 days, 8:41:20 Gen_loss: 1.957 Dis_loss: 0.806 Cls_loss: N/A Topk: N/A ada_p: 0.2691
[INFO] 2021-10-23 22:04:18 > Step: 748000 Progress: 74.8% Elapsed: 7 days, 8:42:23 Gen_loss: 1.057 Dis_loss: 0.8985 Cls_loss: N/A Topk: N/A ada_p: 0.2655
[INFO] 2021-10-23 22:05:21 > Step: 748100 Progress: 74.8% Elapsed: 7 days, 8:43:25 Gen_loss: 0.7999 Dis_loss: 1.143 Cls_loss: N/A Topk: N/A ada_p: 0.2615
[INFO] 2021-10-23 22:06:34 > Step: 748200 Progress: 74.8% Elapsed: 7 days, 8:44:39 Gen_loss: 1.823 Dis_loss: 0.7294 Cls_loss: N/A Topk: N/A ada_p: 0.2595
[INFO] 2021-10-23 22:07:36 > Step: 748300 Progress: 74.8% Elapsed: 7 days, 8:45:41 Gen_loss: 1.101 Dis_loss: 0.708 Cls_loss: N/A Topk: N/A ada_p: 0.261
[INFO] 2021-10-23 22:08:39 > Step: 748400 Progress: 74.8% Elapsed: 7 days, 8:46:44 Gen_loss: 1.606 Dis_loss: 0.7349 Cls_loss: N/A Topk: N/A ada_p: 0.2641
[INFO] 2021-10-23 22:09:42 > Step: 748500 Progress: 74.9% Elapsed: 7 days, 8:47:47 Gen_loss: 1.171 Dis_loss: 0.6751 Cls_loss: N/A Topk: N/A ada_p: 0.2609
[INFO] 2021-10-23 22:10:44 > Step: 748600 Progress: 74.9% Elapsed: 7 days, 8:48:49 Gen_loss: 1.118 Dis_loss: 0.9807 Cls_loss: N/A Topk: N/A ada_p: 0.2637
[INFO] 2021-10-23 22:11:47 > Step: 748700 Progress: 74.9% Elapsed: 7 days, 8:49:51 Gen_loss: 1.36 Dis_loss: 1.133 Cls_loss: N/A Topk: N/A ada_p: 0.2627
[INFO] 2021-10-23 22:12:49 > Step: 748800 Progress: 74.9% Elapsed: 7 days, 8:50:54 Gen_loss: 2.376 Dis_loss: 0.7485 Cls_loss: N/A Topk: N/A ada_p: 0.2655
[INFO] 2021-10-23 22:13:52 > Step: 748900 Progress: 74.9% Elapsed: 7 days, 8:51:57 Gen_loss: 1.178 Dis_loss: 0.8909 Cls_loss: N/A Topk: N/A ada_p: 0.2666
[INFO] 2021-10-23 22:15:04 > Step: 749000 Progress: 74.9% Elapsed: 7 days, 8:53:09 Gen_loss: 1.057 Dis_loss: 0.7018 Cls_loss: N/A Topk: N/A ada_p: 0.2684
[INFO] 2021-10-23 22:16:06 > Step: 749100 Progress: 74.9% Elapsed: 7 days, 8:54:11 Gen_loss: 1.103 Dis_loss: 0.6317 Cls_loss: N/A Topk: N/A ada_p: 0.2689
[INFO] 2021-10-23 22:17:09 > Step: 749200 Progress: 74.9% Elapsed: 7 days, 8:55:14 Gen_loss: 1.304 Dis_loss: 1.174 Cls_loss: N/A Topk: N/A ada_p: 0.2692
[INFO] 2021-10-23 22:18:12 > Step: 749300 Progress: 74.9% Elapsed: 7 days, 8:56:16 Gen_loss: 1.152 Dis_loss: 0.8904 Cls_loss: N/A Topk: N/A ada_p: 0.2662
[INFO] 2021-10-23 22:19:14 > Step: 749400 Progress: 74.9% Elapsed: 7 days, 8:57:18 Gen_loss: 1.24 Dis_loss: 0.9436 Cls_loss: N/A Topk: N/A ada_p: 0.2657
[INFO] 2021-10-23 22:20:16 > Step: 749500 Progress: 75.0% Elapsed: 7 days, 8:58:21 Gen_loss: 1.255 Dis_loss: 1.015 Cls_loss: N/A Topk: N/A ada_p: 0.2652
[INFO] 2021-10-23 22:21:19 > Step: 749600 Progress: 75.0% Elapsed: 7 days, 8:59:23 Gen_loss: 1.37 Dis_loss: 0.8666 Cls_loss: N/A Topk: N/A ada_p: 0.2668
[INFO] 2021-10-23 22:22:22 > Step: 749700 Progress: 75.0% Elapsed: 7 days, 9:00:27 Gen_loss: 1.541 Dis_loss: 0.8466 Cls_loss: N/A Topk: N/A ada_p: 0.2643
[INFO] 2021-10-23 22:23:34 > Step: 749800 Progress: 75.0% Elapsed: 7 days, 9:01:39 Gen_loss: 1.544 Dis_loss: 0.708 Cls_loss: N/A Topk: N/A ada_p: 0.2661
[INFO] 2021-10-23 22:24:37 > Step: 749900 Progress: 75.0% Elapsed: 7 days, 9:02:42 Gen_loss: 0.9449 Dis_loss: 0.8653 Cls_loss: N/A Topk: N/A ada_p: 0.2633
[INFO] 2021-10-23 22:25:40 > Step: 750000 Progress: 75.0% Elapsed: 7 days, 9:03:45 Gen_loss: 3.683 Dis_loss: 1.062 Cls_loss: N/A Topk: N/A ada_p: 0.2664
[INFO] 2021-10-23 22:25:40 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-23 22:25:41 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_750000.png
[INFO] 2021-10-23 22:25:41 > Start Evaluation (750000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-23 22:25:41 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-23 22:31:10 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-23 22:36:47 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-23 22:59:12 > Inception score (Step: 750000, 50000 generated images): 10.448114395141602
[INFO] 2021-10-23 22:59:13 > FID score (Step: 750000, Using train moments): 2.471281623983259
[INFO] 2021-10-23 22:59:13 > Improved Precision (Step: 750000, Using train images): 0.75154
[INFO] 2021-10-23 22:59:13 > Improved Recall (Step: 750000, Using train images): 0.67908
[INFO] 2021-10-23 22:59:13 > Density (Step: 750000, Using train images): 1.07392
[INFO] 2021-10-23 22:59:13 > Coverage (Step: 750000, Using train images): 0.92946
[INFO] 2021-10-23 22:59:13 > Best FID score (Step: 680000, Using train moments): 2.4689294788452685
[INFO] 2021-10-23 22:59:24 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-23 23:00:25 > Step: 750100 Progress: 75.0% Elapsed: 7 days, 9:38:30 Gen_loss: 1.843 Dis_loss: 1.121 Cls_loss: N/A Topk: N/A ada_p: 0.265
[INFO] 2021-10-23 23:01:27 > Step: 750200 Progress: 75.0% Elapsed: 7 days, 9:39:32 Gen_loss: 1.246 Dis_loss: 0.5789 Cls_loss: N/A Topk: N/A ada_p: 0.2647
[INFO] 2021-10-23 23:02:30 > Step: 750300 Progress: 75.0% Elapsed: 7 days, 9:40:34 Gen_loss: 1.294 Dis_loss: 1.08 Cls_loss: N/A Topk: N/A ada_p: 0.2678
[INFO] 2021-10-23 23:03:32 > Step: 750400 Progress: 75.0% Elapsed: 7 days, 9:41:37 Gen_loss: 1.954 Dis_loss: 1.154 Cls_loss: N/A Topk: N/A ada_p: 0.265
[INFO] 2021-10-23 23:04:34 > Step: 750500 Progress: 75.0% Elapsed: 7 days, 9:42:39 Gen_loss: 1.004 Dis_loss: 0.6449 Cls_loss: N/A Topk: N/A ada_p: 0.2646
[INFO] 2021-10-23 23:05:53 > Step: 750600 Progress: 75.1% Elapsed: 7 days, 9:43:58 Gen_loss: 1.528 Dis_loss: 0.7922 Cls_loss: N/A Topk: N/A ada_p: 0.2682
[INFO] 2021-10-23 23:06:56 > Step: 750700 Progress: 75.1% Elapsed: 7 days, 9:45:00 Gen_loss: 1.715 Dis_loss: 0.8717 Cls_loss: N/A Topk: N/A ada_p: 0.2684
[INFO] 2021-10-23 23:07:58 > Step: 750800 Progress: 75.1% Elapsed: 7 days, 9:46:03 Gen_loss: 1.627 Dis_loss: 1.141 Cls_loss: N/A Topk: N/A ada_p: 0.2725
[INFO] 2021-10-23 23:09:00 > Step: 750900 Progress: 75.1% Elapsed: 7 days, 9:47:05 Gen_loss: 0.9611 Dis_loss: 0.9822 Cls_loss: N/A Topk: N/A ada_p: 0.2721
[INFO] 2021-10-23 23:10:03 > Step: 751000 Progress: 75.1% Elapsed: 7 days, 9:48:08 Gen_loss: 1.141 Dis_loss: 0.8769 Cls_loss: N/A Topk: N/A ada_p: 0.2706
[INFO] 2021-10-23 23:11:05 > Step: 751100 Progress: 75.1% Elapsed: 7 days, 9:49:10 Gen_loss: 1.866 Dis_loss: 0.8026 Cls_loss: N/A Topk: N/A ada_p: 0.2709
[INFO] 2021-10-23 23:12:07 > Step: 751200 Progress: 75.1% Elapsed: 7 days, 9:50:12 Gen_loss: 1.755 Dis_loss: 0.9085 Cls_loss: N/A Topk: N/A ada_p: 0.2675
[INFO] 2021-10-23 23:13:10 > Step: 751300 Progress: 75.1% Elapsed: 7 days, 9:51:14 Gen_loss: 1.539 Dis_loss: 0.9594 Cls_loss: N/A Topk: N/A ada_p: 0.2682
[INFO] 2021-10-23 23:14:22 > Step: 751400 Progress: 75.1% Elapsed: 7 days, 9:52:27 Gen_loss: 0.5836 Dis_loss: 1.08 Cls_loss: N/A Topk: N/A ada_p: 0.2692
[INFO] 2021-10-23 23:15:24 > Step: 751500 Progress: 75.1% Elapsed: 7 days, 9:53:29 Gen_loss: 1.196 Dis_loss: 0.7622 Cls_loss: N/A Topk: N/A ada_p: 0.2689
[INFO] 2021-10-23 23:16:27 > Step: 751600 Progress: 75.2% Elapsed: 7 days, 9:54:32 Gen_loss: 1.487 Dis_loss: 1.104 Cls_loss: N/A Topk: N/A ada_p: 0.271
[INFO] 2021-10-23 23:17:30 > Step: 751700 Progress: 75.2% Elapsed: 7 days, 9:55:35 Gen_loss: 1.304 Dis_loss: 0.8874 Cls_loss: N/A Topk: N/A ada_p: 0.2714
[INFO] 2021-10-23 23:18:32 > Step: 751800 Progress: 75.2% Elapsed: 7 days, 9:56:37 Gen_loss: 2.308 Dis_loss: 1.343 Cls_loss: N/A Topk: N/A ada_p: 0.2714
[INFO] 2021-10-23 23:19:35 > Step: 751900 Progress: 75.2% Elapsed: 7 days, 9:57:39 Gen_loss: 0.6935 Dis_loss: 0.8239 Cls_loss: N/A Topk: N/A ada_p: 0.2739
[INFO] 2021-10-23 23:20:38 > Step: 752000 Progress: 75.2% Elapsed: 7 days, 9:58:42 Gen_loss: 1.483 Dis_loss: 0.7133 Cls_loss: N/A Topk: N/A ada_p: 0.2693
[INFO] 2021-10-23 23:21:40 > Step: 752100 Progress: 75.2% Elapsed: 7 days, 9:59:45 Gen_loss: 0.8748 Dis_loss: 1.074 Cls_loss: N/A Topk: N/A ada_p: 0.2684
[INFO] 2021-10-23 23:22:53 > Step: 752200 Progress: 75.2% Elapsed: 7 days, 10:00:57 Gen_loss: 1.819 Dis_loss: 0.8987 Cls_loss: N/A Topk: N/A ada_p: 0.2653
[INFO] 2021-10-23 23:23:56 > Step: 752300 Progress: 75.2% Elapsed: 7 days, 10:02:00 Gen_loss: 2.021 Dis_loss: 0.8644 Cls_loss: N/A Topk: N/A ada_p: 0.2625
[INFO] 2021-10-23 23:24:58 > Step: 752400 Progress: 75.2% Elapsed: 7 days, 10:03:03 Gen_loss: 1.016 Dis_loss: 0.7212 Cls_loss: N/A Topk: N/A ada_p: 0.2633
[INFO] 2021-10-23 23:26:01 > Step: 752500 Progress: 75.2% Elapsed: 7 days, 10:04:05 Gen_loss: 0.6793 Dis_loss: 1.147 Cls_loss: N/A Topk: N/A ada_p: 0.2639
[INFO] 2021-10-23 23:27:03 > Step: 752600 Progress: 75.3% Elapsed: 7 days, 10:05:08 Gen_loss: 1.51 Dis_loss: 0.9061 Cls_loss: N/A Topk: N/A ada_p: 0.2578
[INFO] 2021-10-23 23:28:05 > Step: 752700 Progress: 75.3% Elapsed: 7 days, 10:06:10 Gen_loss: 1.471 Dis_loss: 0.7386 Cls_loss: N/A Topk: N/A ada_p: 0.2573
[INFO] 2021-10-23 23:29:08 > Step: 752800 Progress: 75.3% Elapsed: 7 days, 10:07:13 Gen_loss: 1.589 Dis_loss: 1.161 Cls_loss: N/A Topk: N/A ada_p: 0.2545
[INFO] 2021-10-23 23:30:22 > Step: 752900 Progress: 75.3% Elapsed: 7 days, 10:08:26 Gen_loss: 2.262 Dis_loss: 0.4904 Cls_loss: N/A Topk: N/A ada_p: 0.2564
[INFO] 2021-10-23 23:31:24 > Step: 753000 Progress: 75.3% Elapsed: 7 days, 10:09:28 Gen_loss: 1.424 Dis_loss: 0.918 Cls_loss: N/A Topk: N/A ada_p: 0.2605
[INFO] 2021-10-23 23:32:26 > Step: 753100 Progress: 75.3% Elapsed: 7 days, 10:10:31 Gen_loss: 1.68 Dis_loss: 1.157 Cls_loss: N/A Topk: N/A ada_p: 0.262
[INFO] 2021-10-23 23:33:28 > Step: 753200 Progress: 75.3% Elapsed: 7 days, 10:11:33 Gen_loss: 1.114 Dis_loss: 1.096 Cls_loss: N/A Topk: N/A ada_p: 0.2628
[INFO] 2021-10-23 23:34:31 > Step: 753300 Progress: 75.3% Elapsed: 7 days, 10:12:36 Gen_loss: 1.557 Dis_loss: 1.051 Cls_loss: N/A Topk: N/A ada_p: 0.2614
[INFO] 2021-10-23 23:35:34 > Step: 753400 Progress: 75.3% Elapsed: 7 days, 10:13:38 Gen_loss: 1.726 Dis_loss: 0.9137 Cls_loss: N/A Topk: N/A ada_p: 0.2609
[INFO] 2021-10-23 23:36:36 > Step: 753500 Progress: 75.3% Elapsed: 7 days, 10:14:41 Gen_loss: 1.574 Dis_loss: 0.8159 Cls_loss: N/A Topk: N/A ada_p: 0.2593
[INFO] 2021-10-23 23:37:38 > Step: 753600 Progress: 75.4% Elapsed: 7 days, 10:15:43 Gen_loss: 1.062 Dis_loss: 0.8164 Cls_loss: N/A Topk: N/A ada_p: 0.2591
[INFO] 2021-10-23 23:38:50 > Step: 753700 Progress: 75.4% Elapsed: 7 days, 10:16:55 Gen_loss: 2.123 Dis_loss: 1.212 Cls_loss: N/A Topk: N/A ada_p: 0.2587
[INFO] 2021-10-23 23:39:52 > Step: 753800 Progress: 75.4% Elapsed: 7 days, 10:17:57 Gen_loss: 1.266 Dis_loss: 0.6195 Cls_loss: N/A Topk: N/A ada_p: 0.2584
[INFO] 2021-10-23 23:40:56 > Step: 753900 Progress: 75.4% Elapsed: 7 days, 10:19:00 Gen_loss: 1.863 Dis_loss: 0.8243 Cls_loss: N/A Topk: N/A ada_p: 0.2636
[INFO] 2021-10-23 23:41:58 > Step: 754000 Progress: 75.4% Elapsed: 7 days, 10:20:03 Gen_loss: 1.677 Dis_loss: 0.6826 Cls_loss: N/A Topk: N/A ada_p: 0.2661
[INFO] 2021-10-23 23:43:01 > Step: 754100 Progress: 75.4% Elapsed: 7 days, 10:21:05 Gen_loss: 1.752 Dis_loss: 0.699 Cls_loss: N/A Topk: N/A ada_p: 0.2639
[INFO] 2021-10-23 23:44:03 > Step: 754200 Progress: 75.4% Elapsed: 7 days, 10:22:08 Gen_loss: 1.258 Dis_loss: 1.039 Cls_loss: N/A Topk: N/A ada_p: 0.2662
[INFO] 2021-10-23 23:45:05 > Step: 754300 Progress: 75.4% Elapsed: 7 days, 10:23:10 Gen_loss: 1.865 Dis_loss: 1.16 Cls_loss: N/A Topk: N/A ada_p: 0.2657
[INFO] 2021-10-23 23:46:07 > Step: 754400 Progress: 75.4% Elapsed: 7 days, 10:24:12 Gen_loss: 1.042 Dis_loss: 0.9383 Cls_loss: N/A Topk: N/A ada_p: 0.2639
[INFO] 2021-10-23 23:47:19 > Step: 754500 Progress: 75.4% Elapsed: 7 days, 10:25:24 Gen_loss: 1.422 Dis_loss: 1.074 Cls_loss: N/A Topk: N/A ada_p: 0.2633
[INFO] 2021-10-23 23:48:22 > Step: 754600 Progress: 75.5% Elapsed: 7 days, 10:26:26 Gen_loss: 1.478 Dis_loss: 0.8904 Cls_loss: N/A Topk: N/A ada_p: 0.2628
[INFO] 2021-10-23 23:49:25 > Step: 754700 Progress: 75.5% Elapsed: 7 days, 10:27:29 Gen_loss: 1.775 Dis_loss: 1.16 Cls_loss: N/A Topk: N/A ada_p: 0.2625
[INFO] 2021-10-23 23:50:27 > Step: 754800 Progress: 75.5% Elapsed: 7 days, 10:28:32 Gen_loss: 1.541 Dis_loss: 0.9776 Cls_loss: N/A Topk: N/A ada_p: 0.2643
[INFO] 2021-10-23 23:51:30 > Step: 754900 Progress: 75.5% Elapsed: 7 days, 10:29:34 Gen_loss: 1.999 Dis_loss: 0.7971 Cls_loss: N/A Topk: N/A ada_p: 0.2662
[INFO] 2021-10-23 23:52:32 > Step: 755000 Progress: 75.5% Elapsed: 7 days, 10:30:36 Gen_loss: 1.062 Dis_loss: 0.6854 Cls_loss: N/A Topk: N/A ada_p: 0.2662
[INFO] 2021-10-23 23:53:34 > Step: 755100 Progress: 75.5% Elapsed: 7 days, 10:31:38 Gen_loss: 1.056 Dis_loss: 0.9544 Cls_loss: N/A Topk: N/A ada_p: 0.2688
[INFO] 2021-10-23 23:54:36 > Step: 755200 Progress: 75.5% Elapsed: 7 days, 10:32:40 Gen_loss: 1.818 Dis_loss: 0.8999 Cls_loss: N/A Topk: N/A ada_p: 0.2724
[INFO] 2021-10-23 23:55:48 > Step: 755300 Progress: 75.5% Elapsed: 7 days, 10:33:53 Gen_loss: 1.23 Dis_loss: 0.8173 Cls_loss: N/A Topk: N/A ada_p: 0.2717
[INFO] 2021-10-23 23:56:50 > Step: 755400 Progress: 75.5% Elapsed: 7 days, 10:34:55 Gen_loss: 0.9739 Dis_loss: 0.8348 Cls_loss: N/A Topk: N/A ada_p: 0.272
[INFO] 2021-10-23 23:57:53 > Step: 755500 Progress: 75.5% Elapsed: 7 days, 10:35:57 Gen_loss: 0.9122 Dis_loss: 0.7526 Cls_loss: N/A Topk: N/A ada_p: 0.2712
[INFO] 2021-10-23 23:58:55 > Step: 755600 Progress: 75.6% Elapsed: 7 days, 10:37:00 Gen_loss: 2.047 Dis_loss: 1.38 Cls_loss: N/A Topk: N/A ada_p: 0.271
[INFO] 2021-10-23 23:59:57 > Step: 755700 Progress: 75.6% Elapsed: 7 days, 10:38:02 Gen_loss: 1.326 Dis_loss: 0.9998 Cls_loss: N/A Topk: N/A ada_p: 0.2732
[INFO] 2021-10-24 00:00:59 > Step: 755800 Progress: 75.6% Elapsed: 7 days, 10:39:04 Gen_loss: 1.095 Dis_loss: 0.7189 Cls_loss: N/A Topk: N/A ada_p: 0.2701
[INFO] 2021-10-24 00:02:01 > Step: 755900 Progress: 75.6% Elapsed: 7 days, 10:40:06 Gen_loss: 1.026 Dis_loss: 0.8753 Cls_loss: N/A Topk: N/A ada_p: 0.2698
[INFO] 2021-10-24 00:03:03 > Step: 756000 Progress: 75.6% Elapsed: 7 days, 10:41:08 Gen_loss: 1.849 Dis_loss: 1.251 Cls_loss: N/A Topk: N/A ada_p: 0.2698
[INFO] 2021-10-24 00:04:15 > Step: 756100 Progress: 75.6% Elapsed: 7 days, 10:42:20 Gen_loss: 1.345 Dis_loss: 0.5722 Cls_loss: N/A Topk: N/A ada_p: 0.2712
[INFO] 2021-10-24 00:05:18 > Step: 756200 Progress: 75.6% Elapsed: 7 days, 10:43:22 Gen_loss: 1.598 Dis_loss: 0.9486 Cls_loss: N/A Topk: N/A ada_p: 0.2687
[INFO] 2021-10-24 00:06:20 > Step: 756300 Progress: 75.6% Elapsed: 7 days, 10:44:25 Gen_loss: 1.413 Dis_loss: 0.6375 Cls_loss: N/A Topk: N/A ada_p: 0.2705
[INFO] 2021-10-24 00:07:22 > Step: 756400 Progress: 75.6% Elapsed: 7 days, 10:45:26 Gen_loss: 1.083 Dis_loss: 0.8682 Cls_loss: N/A Topk: N/A ada_p: 0.2707
[INFO] 2021-10-24 00:08:24 > Step: 756500 Progress: 75.6% Elapsed: 7 days, 10:46:29 Gen_loss: 1.665 Dis_loss: 1.169 Cls_loss: N/A Topk: N/A ada_p: 0.2709
[INFO] 2021-10-24 00:09:26 > Step: 756600 Progress: 75.7% Elapsed: 7 days, 10:47:31 Gen_loss: 1.802 Dis_loss: 0.8669 Cls_loss: N/A Topk: N/A ada_p: 0.2706
[INFO] 2021-10-24 00:10:28 > Step: 756700 Progress: 75.7% Elapsed: 7 days, 10:48:33 Gen_loss: 1.671 Dis_loss: 1.022 Cls_loss: N/A Topk: N/A ada_p: 0.2688
[INFO] 2021-10-24 00:11:41 > Step: 756800 Progress: 75.7% Elapsed: 7 days, 10:49:46 Gen_loss: 1.199 Dis_loss: 0.703 Cls_loss: N/A Topk: N/A ada_p: 0.2714
[INFO] 2021-10-24 00:12:43 > Step: 756900 Progress: 75.7% Elapsed: 7 days, 10:50:48 Gen_loss: 1.011 Dis_loss: 1.081 Cls_loss: N/A Topk: N/A ada_p: 0.2712
[INFO] 2021-10-24 00:13:46 > Step: 757000 Progress: 75.7% Elapsed: 7 days, 10:51:51 Gen_loss: 1.305 Dis_loss: 0.9711 Cls_loss: N/A Topk: N/A ada_p: 0.2707
[INFO] 2021-10-24 00:14:48 > Step: 757100 Progress: 75.7% Elapsed: 7 days, 10:52:53 Gen_loss: 1.224 Dis_loss: 0.9581 Cls_loss: N/A Topk: N/A ada_p: 0.2689
[INFO] 2021-10-24 00:15:51 > Step: 757200 Progress: 75.7% Elapsed: 7 days, 10:53:56 Gen_loss: 0.9931 Dis_loss: 1.609 Cls_loss: N/A Topk: N/A ada_p: 0.2677
[INFO] 2021-10-24 00:16:54 > Step: 757300 Progress: 75.7% Elapsed: 7 days, 10:54:59 Gen_loss: 1.749 Dis_loss: 1.407 Cls_loss: N/A Topk: N/A ada_p: 0.2655
[INFO] 2021-10-24 00:17:56 > Step: 757400 Progress: 75.7% Elapsed: 7 days, 10:56:01 Gen_loss: 1.505 Dis_loss: 0.9195 Cls_loss: N/A Topk: N/A ada_p: 0.2662
[INFO] 2021-10-24 00:18:59 > Step: 757500 Progress: 75.8% Elapsed: 7 days, 10:57:03 Gen_loss: 0.9314 Dis_loss: 1.133 Cls_loss: N/A Topk: N/A ada_p: 0.2657
[INFO] 2021-10-24 00:20:11 > Step: 757600 Progress: 75.8% Elapsed: 7 days, 10:58:16 Gen_loss: 0.7579 Dis_loss: 1.091 Cls_loss: N/A Topk: N/A ada_p: 0.2665
[INFO] 2021-10-24 00:21:14 > Step: 757700 Progress: 75.8% Elapsed: 7 days, 10:59:19 Gen_loss: 1.198 Dis_loss: 0.7621 Cls_loss: N/A Topk: N/A ada_p: 0.2664
[INFO] 2021-10-24 00:22:17 > Step: 757800 Progress: 75.8% Elapsed: 7 days, 11:00:22 Gen_loss: 1.184 Dis_loss: 1.547 Cls_loss: N/A Topk: N/A ada_p: 0.2702
[INFO] 2021-10-24 00:23:19 > Step: 757900 Progress: 75.8% Elapsed: 7 days, 11:01:24 Gen_loss: 1.243 Dis_loss: 1.182 Cls_loss: N/A Topk: N/A ada_p: 0.271
[INFO] 2021-10-24 00:24:21 > Step: 758000 Progress: 75.8% Elapsed: 7 days, 11:02:26 Gen_loss: 1.397 Dis_loss: 0.8301 Cls_loss: N/A Topk: N/A ada_p: 0.2661
[INFO] 2021-10-24 00:25:24 > Step: 758100 Progress: 75.8% Elapsed: 7 days, 11:03:28 Gen_loss: 1.457 Dis_loss: 0.9716 Cls_loss: N/A Topk: N/A ada_p: 0.2655
[INFO] 2021-10-24 00:26:27 > Step: 758200 Progress: 75.8% Elapsed: 7 days, 11:04:32 Gen_loss: 1.429 Dis_loss: 1.263 Cls_loss: N/A Topk: N/A ada_p: 0.2586
[INFO] 2021-10-24 00:27:29 > Step: 758300 Progress: 75.8% Elapsed: 7 days, 11:05:34 Gen_loss: 1.392 Dis_loss: 0.5789 Cls_loss: N/A Topk: N/A ada_p: 0.2591
[INFO] 2021-10-24 00:28:41 > Step: 758400 Progress: 75.8% Elapsed: 7 days, 11:06:46 Gen_loss: 1.109 Dis_loss: 0.8655 Cls_loss: N/A Topk: N/A ada_p: 0.265
[INFO] 2021-10-24 00:29:44 > Step: 758500 Progress: 75.8% Elapsed: 7 days, 11:07:49 Gen_loss: 1.362 Dis_loss: 0.8819 Cls_loss: N/A Topk: N/A ada_p: 0.2636
[INFO] 2021-10-24 00:30:46 > Step: 758600 Progress: 75.9% Elapsed: 7 days, 11:08:51 Gen_loss: 1.399 Dis_loss: 0.7414 Cls_loss: N/A Topk: N/A ada_p: 0.2638
[INFO] 2021-10-24 00:31:48 > Step: 758700 Progress: 75.9% Elapsed: 7 days, 11:09:53 Gen_loss: 1.632 Dis_loss: 1.057 Cls_loss: N/A Topk: N/A ada_p: 0.2625
[INFO] 2021-10-24 00:32:50 > Step: 758800 Progress: 75.9% Elapsed: 7 days, 11:10:55 Gen_loss: 1.055 Dis_loss: 1.156 Cls_loss: N/A Topk: N/A ada_p: 0.262
[INFO] 2021-10-24 00:33:53 > Step: 758900 Progress: 75.9% Elapsed: 7 days, 11:11:57 Gen_loss: 1.492 Dis_loss: 1.195 Cls_loss: N/A Topk: N/A ada_p: 0.2616
[INFO] 2021-10-24 00:34:55 > Step: 759000 Progress: 75.9% Elapsed: 7 days, 11:12:59 Gen_loss: 1.44 Dis_loss: 0.6976 Cls_loss: N/A Topk: N/A ada_p: 0.2634
[INFO] 2021-10-24 00:35:57 > Step: 759100 Progress: 75.9% Elapsed: 7 days, 11:14:02 Gen_loss: 0.9366 Dis_loss: 0.595 Cls_loss: N/A Topk: N/A ada_p: 0.2629
[INFO] 2021-10-24 00:37:09 > Step: 759200 Progress: 75.9% Elapsed: 7 days, 11:15:14 Gen_loss: 1.787 Dis_loss: 0.6468 Cls_loss: N/A Topk: N/A ada_p: 0.2632
[INFO] 2021-10-24 00:38:11 > Step: 759300 Progress: 75.9% Elapsed: 7 days, 11:16:16 Gen_loss: 0.9097 Dis_loss: 1.008 Cls_loss: N/A Topk: N/A ada_p: 0.2651
[INFO] 2021-10-24 00:39:14 > Step: 759400 Progress: 75.9% Elapsed: 7 days, 11:17:19 Gen_loss: 1.113 Dis_loss: 0.9113 Cls_loss: N/A Topk: N/A ada_p: 0.2638
[INFO] 2021-10-24 00:40:16 > Step: 759500 Progress: 75.9% Elapsed: 7 days, 11:18:21 Gen_loss: 1.848 Dis_loss: 0.9032 Cls_loss: N/A Topk: N/A ada_p: 0.2646
[INFO] 2021-10-24 00:41:18 > Step: 759600 Progress: 76.0% Elapsed: 7 days, 11:19:22 Gen_loss: 2.08 Dis_loss: 1.133 Cls_loss: N/A Topk: N/A ada_p: 0.2641
[INFO] 2021-10-24 00:42:21 > Step: 759700 Progress: 76.0% Elapsed: 7 days, 11:20:25 Gen_loss: 1.257 Dis_loss: 0.7904 Cls_loss: N/A Topk: N/A ada_p: 0.2645
[INFO] 2021-10-24 00:43:23 > Step: 759800 Progress: 76.0% Elapsed: 7 days, 11:21:27 Gen_loss: 1.838 Dis_loss: 0.8517 Cls_loss: N/A Topk: N/A ada_p: 0.2665
[INFO] 2021-10-24 00:44:25 > Step: 759900 Progress: 76.0% Elapsed: 7 days, 11:22:29 Gen_loss: 1.45 Dis_loss: 0.985 Cls_loss: N/A Topk: N/A ada_p: 0.2706
[INFO] 2021-10-24 00:45:36 > Step: 760000 Progress: 76.0% Elapsed: 7 days, 11:23:41 Gen_loss: 0.8135 Dis_loss: 1.537 Cls_loss: N/A Topk: N/A ada_p: 0.2706
[INFO] 2021-10-24 00:45:37 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 00:45:37 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_760000.png
[INFO] 2021-10-24 00:45:37 > Start Evaluation (760000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-24 00:45:37 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-24 00:51:07 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-24 00:56:44 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-24 01:19:17 > Inception score (Step: 760000, 50000 generated images): 10.502534866333008
[INFO] 2021-10-24 01:19:17 > FID score (Step: 760000, Using train moments): 2.472109134743107
[INFO] 2021-10-24 01:19:17 > Improved Precision (Step: 760000, Using train images): 0.7484
[INFO] 2021-10-24 01:19:17 > Improved Recall (Step: 760000, Using train images): 0.67976
[INFO] 2021-10-24 01:19:17 > Density (Step: 760000, Using train images): 1.061148
[INFO] 2021-10-24 01:19:17 > Coverage (Step: 760000, Using train images): 0.92844
[INFO] 2021-10-24 01:19:17 > Best FID score (Step: 680000, Using train moments): 2.4689294788452685
[INFO] 2021-10-24 01:19:28 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-24 01:20:29 > Step: 760100 Progress: 76.0% Elapsed: 7 days, 11:58:33 Gen_loss: 0.8774 Dis_loss: 0.88 Cls_loss: N/A Topk: N/A ada_p: 0.2679
[INFO] 2021-10-24 01:21:30 > Step: 760200 Progress: 76.0% Elapsed: 7 days, 11:59:35 Gen_loss: 1.417 Dis_loss: 1.186 Cls_loss: N/A Topk: N/A ada_p: 0.2671
[INFO] 2021-10-24 01:22:33 > Step: 760300 Progress: 76.0% Elapsed: 7 days, 12:00:37 Gen_loss: 1.69 Dis_loss: 0.9495 Cls_loss: N/A Topk: N/A ada_p: 0.2664
[INFO] 2021-10-24 01:23:35 > Step: 760400 Progress: 76.0% Elapsed: 7 days, 12:01:40 Gen_loss: 1.161 Dis_loss: 0.8541 Cls_loss: N/A Topk: N/A ada_p: 0.2648
[INFO] 2021-10-24 01:24:37 > Step: 760500 Progress: 76.0% Elapsed: 7 days, 12:02:42 Gen_loss: 1.789 Dis_loss: 0.8377 Cls_loss: N/A Topk: N/A ada_p: 0.2693
[INFO] 2021-10-24 01:25:39 > Step: 760600 Progress: 76.1% Elapsed: 7 days, 12:03:44 Gen_loss: 1.832 Dis_loss: 0.3509 Cls_loss: N/A Topk: N/A ada_p: 0.2665
[INFO] 2021-10-24 01:26:59 > Step: 760700 Progress: 76.1% Elapsed: 7 days, 12:05:04 Gen_loss: 0.6327 Dis_loss: 1.148 Cls_loss: N/A Topk: N/A ada_p: 0.268
[INFO] 2021-10-24 01:28:01 > Step: 760800 Progress: 76.1% Elapsed: 7 days, 12:06:05 Gen_loss: 1.254 Dis_loss: 0.948 Cls_loss: N/A Topk: N/A ada_p: 0.267
[INFO] 2021-10-24 01:29:04 > Step: 760900 Progress: 76.1% Elapsed: 7 days, 12:07:08 Gen_loss: 1.208 Dis_loss: 1.854 Cls_loss: N/A Topk: N/A ada_p: 0.2664
[INFO] 2021-10-24 01:30:06 > Step: 761000 Progress: 76.1% Elapsed: 7 days, 12:08:10 Gen_loss: 0.9255 Dis_loss: 0.9452 Cls_loss: N/A Topk: N/A ada_p: 0.2659
[INFO] 2021-10-24 01:31:08 > Step: 761100 Progress: 76.1% Elapsed: 7 days, 12:09:13 Gen_loss: 1.816 Dis_loss: 0.9515 Cls_loss: N/A Topk: N/A ada_p: 0.2677
[INFO] 2021-10-24 01:32:11 > Step: 761200 Progress: 76.1% Elapsed: 7 days, 12:10:16 Gen_loss: 1.311 Dis_loss: 0.8068 Cls_loss: N/A Topk: N/A ada_p: 0.2674
[INFO] 2021-10-24 01:33:13 > Step: 761300 Progress: 76.1% Elapsed: 7 days, 12:11:18 Gen_loss: 1.481 Dis_loss: 0.8236 Cls_loss: N/A Topk: N/A ada_p: 0.2688
[INFO] 2021-10-24 01:34:16 > Step: 761400 Progress: 76.1% Elapsed: 7 days, 12:12:20 Gen_loss: 1.782 Dis_loss: 0.7126 Cls_loss: N/A Topk: N/A ada_p: 0.2693
[INFO] 2021-10-24 01:35:28 > Step: 761500 Progress: 76.1% Elapsed: 7 days, 12:13:33 Gen_loss: 1.05 Dis_loss: 0.9567 Cls_loss: N/A Topk: N/A ada_p: 0.2675
[INFO] 2021-10-24 01:36:30 > Step: 761600 Progress: 76.2% Elapsed: 7 days, 12:14:35 Gen_loss: 2.242 Dis_loss: 0.9907 Cls_loss: N/A Topk: N/A ada_p: 0.2637
[INFO] 2021-10-24 01:37:32 > Step: 761700 Progress: 76.2% Elapsed: 7 days, 12:15:37 Gen_loss: 1.74 Dis_loss: 0.5249 Cls_loss: N/A Topk: N/A ada_p: 0.2623
[INFO] 2021-10-24 01:38:35 > Step: 761800 Progress: 76.2% Elapsed: 7 days, 12:16:40 Gen_loss: 1.489 Dis_loss: 1.217 Cls_loss: N/A Topk: N/A ada_p: 0.2595
[INFO] 2021-10-24 01:39:37 > Step: 761900 Progress: 76.2% Elapsed: 7 days, 12:17:42 Gen_loss: 0.9452 Dis_loss: 0.7166 Cls_loss: N/A Topk: N/A ada_p: 0.261
[INFO] 2021-10-24 01:40:40 > Step: 762000 Progress: 76.2% Elapsed: 7 days, 12:18:44 Gen_loss: 1.028 Dis_loss: 0.9923 Cls_loss: N/A Topk: N/A ada_p: 0.2597
[INFO] 2021-10-24 01:41:43 > Step: 762100 Progress: 76.2% Elapsed: 7 days, 12:19:48 Gen_loss: 1.418 Dis_loss: 1.239 Cls_loss: N/A Topk: N/A ada_p: 0.2604
[INFO] 2021-10-24 01:42:46 > Step: 762200 Progress: 76.2% Elapsed: 7 days, 12:20:51 Gen_loss: 1.348 Dis_loss: 0.7704 Cls_loss: N/A Topk: N/A ada_p: 0.2642
[INFO] 2021-10-24 01:43:58 > Step: 762300 Progress: 76.2% Elapsed: 7 days, 12:22:03 Gen_loss: 0.8269 Dis_loss: 0.8522 Cls_loss: N/A Topk: N/A ada_p: 0.2703
[INFO] 2021-10-24 01:45:00 > Step: 762400 Progress: 76.2% Elapsed: 7 days, 12:23:05 Gen_loss: 0.6695 Dis_loss: 0.895 Cls_loss: N/A Topk: N/A ada_p: 0.2724
[INFO] 2021-10-24 01:46:03 > Step: 762500 Progress: 76.2% Elapsed: 7 days, 12:24:08 Gen_loss: 1.072 Dis_loss: 0.8911 Cls_loss: N/A Topk: N/A ada_p: 0.2715
[INFO] 2021-10-24 01:47:05 > Step: 762600 Progress: 76.3% Elapsed: 7 days, 12:25:10 Gen_loss: 1.041 Dis_loss: 0.848 Cls_loss: N/A Topk: N/A ada_p: 0.2735
[INFO] 2021-10-24 01:48:07 > Step: 762700 Progress: 76.3% Elapsed: 7 days, 12:26:12 Gen_loss: 0.8908 Dis_loss: 1.232 Cls_loss: N/A Topk: N/A ada_p: 0.2728
[INFO] 2021-10-24 01:49:09 > Step: 762800 Progress: 76.3% Elapsed: 7 days, 12:27:14 Gen_loss: 1.491 Dis_loss: 1.193 Cls_loss: N/A Topk: N/A ada_p: 0.2723
[INFO] 2021-10-24 01:50:12 > Step: 762900 Progress: 76.3% Elapsed: 7 days, 12:28:16 Gen_loss: 1.173 Dis_loss: 0.5444 Cls_loss: N/A Topk: N/A ada_p: 0.2716
[INFO] 2021-10-24 01:51:14 > Step: 763000 Progress: 76.3% Elapsed: 7 days, 12:29:18 Gen_loss: 1.839 Dis_loss: 0.9376 Cls_loss: N/A Topk: N/A ada_p: 0.2698
[INFO] 2021-10-24 01:52:26 > Step: 763100 Progress: 76.3% Elapsed: 7 days, 12:30:31 Gen_loss: 2.029 Dis_loss: 0.8246 Cls_loss: N/A Topk: N/A ada_p: 0.2706
[INFO] 2021-10-24 01:53:28 > Step: 763200 Progress: 76.3% Elapsed: 7 days, 12:31:33 Gen_loss: 1.606 Dis_loss: 0.8496 Cls_loss: N/A Topk: N/A ada_p: 0.2691
[INFO] 2021-10-24 01:54:31 > Step: 763300 Progress: 76.3% Elapsed: 7 days, 12:32:36 Gen_loss: 1.942 Dis_loss: 1.08 Cls_loss: N/A Topk: N/A ada_p: 0.2687
[INFO] 2021-10-24 01:55:33 > Step: 763400 Progress: 76.3% Elapsed: 7 days, 12:33:38 Gen_loss: 0.8792 Dis_loss: 0.9509 Cls_loss: N/A Topk: N/A ada_p: 0.2684
[INFO] 2021-10-24 01:56:36 > Step: 763500 Progress: 76.3% Elapsed: 7 days, 12:34:40 Gen_loss: 1.681 Dis_loss: 0.9685 Cls_loss: N/A Topk: N/A ada_p: 0.2651
[INFO] 2021-10-24 01:57:38 > Step: 763600 Progress: 76.4% Elapsed: 7 days, 12:35:42 Gen_loss: 0.6275 Dis_loss: 1.037 Cls_loss: N/A Topk: N/A ada_p: 0.2625
[INFO] 2021-10-24 01:58:40 > Step: 763700 Progress: 76.4% Elapsed: 7 days, 12:36:45 Gen_loss: 0.9189 Dis_loss: 0.8397 Cls_loss: N/A Topk: N/A ada_p: 0.2657
[INFO] 2021-10-24 01:59:42 > Step: 763800 Progress: 76.4% Elapsed: 7 days, 12:37:47 Gen_loss: 1.687 Dis_loss: 0.8562 Cls_loss: N/A Topk: N/A ada_p: 0.2675
[INFO] 2021-10-24 02:00:54 > Step: 763900 Progress: 76.4% Elapsed: 7 days, 12:38:59 Gen_loss: 0.9935 Dis_loss: 0.9211 Cls_loss: N/A Topk: N/A ada_p: 0.2696
[INFO] 2021-10-24 02:01:56 > Step: 764000 Progress: 76.4% Elapsed: 7 days, 12:40:01 Gen_loss: 1.239 Dis_loss: 1.184 Cls_loss: N/A Topk: N/A ada_p: 0.2683
[INFO] 2021-10-24 02:02:59 > Step: 764100 Progress: 76.4% Elapsed: 7 days, 12:41:04 Gen_loss: 1.529 Dis_loss: 1.17 Cls_loss: N/A Topk: N/A ada_p: 0.2666
[INFO] 2021-10-24 02:04:01 > Step: 764200 Progress: 76.4% Elapsed: 7 days, 12:42:06 Gen_loss: 1.423 Dis_loss: 0.9008 Cls_loss: N/A Topk: N/A ada_p: 0.2738
[INFO] 2021-10-24 02:05:04 > Step: 764300 Progress: 76.4% Elapsed: 7 days, 12:43:08 Gen_loss: 1.331 Dis_loss: 1.041 Cls_loss: N/A Topk: N/A ada_p: 0.2733
[INFO] 2021-10-24 02:06:06 > Step: 764400 Progress: 76.4% Elapsed: 7 days, 12:44:10 Gen_loss: 1.177 Dis_loss: 0.8654 Cls_loss: N/A Topk: N/A ada_p: 0.273
[INFO] 2021-10-24 02:07:08 > Step: 764500 Progress: 76.4% Elapsed: 7 days, 12:45:13 Gen_loss: 1.426 Dis_loss: 0.7915 Cls_loss: N/A Topk: N/A ada_p: 0.2714
[INFO] 2021-10-24 02:08:21 > Step: 764600 Progress: 76.5% Elapsed: 7 days, 12:46:25 Gen_loss: 1.163 Dis_loss: 0.6222 Cls_loss: N/A Topk: N/A ada_p: 0.2744
[INFO] 2021-10-24 02:09:22 > Step: 764700 Progress: 76.5% Elapsed: 7 days, 12:47:27 Gen_loss: 1.597 Dis_loss: 0.728 Cls_loss: N/A Topk: N/A ada_p: 0.2737
[INFO] 2021-10-24 02:10:25 > Step: 764800 Progress: 76.5% Elapsed: 7 days, 12:48:29 Gen_loss: 1.331 Dis_loss: 0.9621 Cls_loss: N/A Topk: N/A ada_p: 0.2767
[INFO] 2021-10-24 02:11:27 > Step: 764900 Progress: 76.5% Elapsed: 7 days, 12:49:32 Gen_loss: 0.7839 Dis_loss: 0.8692 Cls_loss: N/A Topk: N/A ada_p: 0.2784
[INFO] 2021-10-24 02:12:29 > Step: 765000 Progress: 76.5% Elapsed: 7 days, 12:50:34 Gen_loss: 0.9027 Dis_loss: 0.77 Cls_loss: N/A Topk: N/A ada_p: 0.2812
[INFO] 2021-10-24 02:13:32 > Step: 765100 Progress: 76.5% Elapsed: 7 days, 12:51:36 Gen_loss: 1.525 Dis_loss: 0.7402 Cls_loss: N/A Topk: N/A ada_p: 0.281
[INFO] 2021-10-24 02:14:34 > Step: 765200 Progress: 76.5% Elapsed: 7 days, 12:52:39 Gen_loss: 1.566 Dis_loss: 0.4511 Cls_loss: N/A Topk: N/A ada_p: 0.2805
[INFO] 2021-10-24 02:15:36 > Step: 765300 Progress: 76.5% Elapsed: 7 days, 12:53:41 Gen_loss: 1.883 Dis_loss: 0.9826 Cls_loss: N/A Topk: N/A ada_p: 0.2778
[INFO] 2021-10-24 02:16:48 > Step: 765400 Progress: 76.5% Elapsed: 7 days, 12:54:53 Gen_loss: 0.7485 Dis_loss: 0.9836 Cls_loss: N/A Topk: N/A ada_p: 0.2811
[INFO] 2021-10-24 02:17:50 > Step: 765500 Progress: 76.5% Elapsed: 7 days, 12:55:55 Gen_loss: 1.855 Dis_loss: 0.8481 Cls_loss: N/A Topk: N/A ada_p: 0.2831
[INFO] 2021-10-24 02:18:53 > Step: 765600 Progress: 76.6% Elapsed: 7 days, 12:56:57 Gen_loss: 1.313 Dis_loss: 0.6265 Cls_loss: N/A Topk: N/A ada_p: 0.2816
[INFO] 2021-10-24 02:19:56 > Step: 765700 Progress: 76.6% Elapsed: 7 days, 12:58:00 Gen_loss: 1.548 Dis_loss: 1.021 Cls_loss: N/A Topk: N/A ada_p: 0.2822
[INFO] 2021-10-24 02:20:58 > Step: 765800 Progress: 76.6% Elapsed: 7 days, 12:59:02 Gen_loss: 1.029 Dis_loss: 0.7621 Cls_loss: N/A Topk: N/A ada_p: 0.282
[INFO] 2021-10-24 02:22:00 > Step: 765900 Progress: 76.6% Elapsed: 7 days, 13:00:04 Gen_loss: 1.751 Dis_loss: 0.8238 Cls_loss: N/A Topk: N/A ada_p: 0.2838
[INFO] 2021-10-24 02:23:02 > Step: 766000 Progress: 76.6% Elapsed: 7 days, 13:01:06 Gen_loss: 1.247 Dis_loss: 0.6503 Cls_loss: N/A Topk: N/A ada_p: 0.2789
[INFO] 2021-10-24 02:24:04 > Step: 766100 Progress: 76.6% Elapsed: 7 days, 13:02:08 Gen_loss: 1.055 Dis_loss: 0.9678 Cls_loss: N/A Topk: N/A ada_p: 0.276
[INFO] 2021-10-24 02:25:16 > Step: 766200 Progress: 76.6% Elapsed: 7 days, 13:03:20 Gen_loss: 1.621 Dis_loss: 0.7475 Cls_loss: N/A Topk: N/A ada_p: 0.2732
[INFO] 2021-10-24 02:26:18 > Step: 766300 Progress: 76.6% Elapsed: 7 days, 13:04:23 Gen_loss: 1.203 Dis_loss: 0.9744 Cls_loss: N/A Topk: N/A ada_p: 0.2739
[INFO] 2021-10-24 02:27:21 > Step: 766400 Progress: 76.6% Elapsed: 7 days, 13:05:26 Gen_loss: 1.906 Dis_loss: 1.372 Cls_loss: N/A Topk: N/A ada_p: 0.2744
[INFO] 2021-10-24 02:28:24 > Step: 766500 Progress: 76.6% Elapsed: 7 days, 13:06:29 Gen_loss: 1.394 Dis_loss: 0.9519 Cls_loss: N/A Topk: N/A ada_p: 0.2712
[INFO] 2021-10-24 02:29:27 > Step: 766600 Progress: 76.7% Elapsed: 7 days, 13:07:31 Gen_loss: 1.361 Dis_loss: 1.054 Cls_loss: N/A Topk: N/A ada_p: 0.2705
[INFO] 2021-10-24 02:30:29 > Step: 766700 Progress: 76.7% Elapsed: 7 days, 13:08:34 Gen_loss: 1.287 Dis_loss: 1.697 Cls_loss: N/A Topk: N/A ada_p: 0.2684
[INFO] 2021-10-24 02:31:32 > Step: 766800 Progress: 76.7% Elapsed: 7 days, 13:09:36 Gen_loss: 1.081 Dis_loss: 0.9467 Cls_loss: N/A Topk: N/A ada_p: 0.272
[INFO] 2021-10-24 02:32:34 > Step: 766900 Progress: 76.7% Elapsed: 7 days, 13:10:39 Gen_loss: 1.422 Dis_loss: 0.7088 Cls_loss: N/A Topk: N/A ada_p: 0.2726
[INFO] 2021-10-24 02:33:46 > Step: 767000 Progress: 76.7% Elapsed: 7 days, 13:11:51 Gen_loss: 1.558 Dis_loss: 0.6171 Cls_loss: N/A Topk: N/A ada_p: 0.2742
[INFO] 2021-10-24 02:34:49 > Step: 767100 Progress: 76.7% Elapsed: 7 days, 13:12:53 Gen_loss: 0.7001 Dis_loss: 0.7783 Cls_loss: N/A Topk: N/A ada_p: 0.2734
[INFO] 2021-10-24 02:35:51 > Step: 767200 Progress: 76.7% Elapsed: 7 days, 13:13:56 Gen_loss: 1.136 Dis_loss: 0.9317 Cls_loss: N/A Topk: N/A ada_p: 0.2719
[INFO] 2021-10-24 02:36:54 > Step: 767300 Progress: 76.7% Elapsed: 7 days, 13:14:59 Gen_loss: 1.563 Dis_loss: 0.9089 Cls_loss: N/A Topk: N/A ada_p: 0.2717
[INFO] 2021-10-24 02:37:57 > Step: 767400 Progress: 76.7% Elapsed: 7 days, 13:16:01 Gen_loss: 1.32 Dis_loss: 0.6631 Cls_loss: N/A Topk: N/A ada_p: 0.2697
[INFO] 2021-10-24 02:39:00 > Step: 767500 Progress: 76.8% Elapsed: 7 days, 13:17:05 Gen_loss: 0.8746 Dis_loss: 1.026 Cls_loss: N/A Topk: N/A ada_p: 0.2733
[INFO] 2021-10-24 02:40:02 > Step: 767600 Progress: 76.8% Elapsed: 7 days, 13:18:07 Gen_loss: 1.111 Dis_loss: 0.8655 Cls_loss: N/A Topk: N/A ada_p: 0.2735
[INFO] 2021-10-24 02:41:05 > Step: 767700 Progress: 76.8% Elapsed: 7 days, 13:19:09 Gen_loss: 1.443 Dis_loss: 0.746 Cls_loss: N/A Topk: N/A ada_p: 0.2724
[INFO] 2021-10-24 02:42:17 > Step: 767800 Progress: 76.8% Elapsed: 7 days, 13:20:22 Gen_loss: 1.334 Dis_loss: 0.9872 Cls_loss: N/A Topk: N/A ada_p: 0.2711
[INFO] 2021-10-24 02:43:20 > Step: 767900 Progress: 76.8% Elapsed: 7 days, 13:21:24 Gen_loss: 2.027 Dis_loss: 0.8465 Cls_loss: N/A Topk: N/A ada_p: 0.2737
[INFO] 2021-10-24 02:44:22 > Step: 768000 Progress: 76.8% Elapsed: 7 days, 13:22:27 Gen_loss: 1.269 Dis_loss: 0.421 Cls_loss: N/A Topk: N/A ada_p: 0.2749
[INFO] 2021-10-24 02:45:25 > Step: 768100 Progress: 76.8% Elapsed: 7 days, 13:23:30 Gen_loss: 0.7924 Dis_loss: 1.028 Cls_loss: N/A Topk: N/A ada_p: 0.2771
[INFO] 2021-10-24 02:46:28 > Step: 768200 Progress: 76.8% Elapsed: 7 days, 13:24:32 Gen_loss: 1.051 Dis_loss: 0.6945 Cls_loss: N/A Topk: N/A ada_p: 0.2781
[INFO] 2021-10-24 02:47:30 > Step: 768300 Progress: 76.8% Elapsed: 7 days, 13:25:35 Gen_loss: 0.8079 Dis_loss: 0.9448 Cls_loss: N/A Topk: N/A ada_p: 0.272
[INFO] 2021-10-24 02:48:33 > Step: 768400 Progress: 76.8% Elapsed: 7 days, 13:26:37 Gen_loss: 1.528 Dis_loss: 1.054 Cls_loss: N/A Topk: N/A ada_p: 0.2715
[INFO] 2021-10-24 02:49:35 > Step: 768500 Progress: 76.8% Elapsed: 7 days, 13:27:40 Gen_loss: 1.853 Dis_loss: 0.7073 Cls_loss: N/A Topk: N/A ada_p: 0.2739
[INFO] 2021-10-24 02:50:48 > Step: 768600 Progress: 76.9% Elapsed: 7 days, 13:28:52 Gen_loss: 1.451 Dis_loss: 1.078 Cls_loss: N/A Topk: N/A ada_p: 0.2747
[INFO] 2021-10-24 02:51:50 > Step: 768700 Progress: 76.9% Elapsed: 7 days, 13:29:55 Gen_loss: 1.328 Dis_loss: 0.9741 Cls_loss: N/A Topk: N/A ada_p: 0.2742
[INFO] 2021-10-24 02:52:52 > Step: 768800 Progress: 76.9% Elapsed: 7 days, 13:30:57 Gen_loss: 1.219 Dis_loss: 1.001 Cls_loss: N/A Topk: N/A ada_p: 0.2773
[INFO] 2021-10-24 02:53:55 > Step: 768900 Progress: 76.9% Elapsed: 7 days, 13:31:59 Gen_loss: 0.9923 Dis_loss: 0.7694 Cls_loss: N/A Topk: N/A ada_p: 0.2779
[INFO] 2021-10-24 02:54:57 > Step: 769000 Progress: 76.9% Elapsed: 7 days, 13:33:01 Gen_loss: 0.9601 Dis_loss: 1.101 Cls_loss: N/A Topk: N/A ada_p: 0.2741
[INFO] 2021-10-24 02:55:59 > Step: 769100 Progress: 76.9% Elapsed: 7 days, 13:34:04 Gen_loss: 0.8642 Dis_loss: 1.098 Cls_loss: N/A Topk: N/A ada_p: 0.273
[INFO] 2021-10-24 02:57:02 > Step: 769200 Progress: 76.9% Elapsed: 7 days, 13:35:07 Gen_loss: 1.622 Dis_loss: 0.4788 Cls_loss: N/A Topk: N/A ada_p: 0.2743
[INFO] 2021-10-24 02:58:16 > Step: 769300 Progress: 76.9% Elapsed: 7 days, 13:36:20 Gen_loss: 1.478 Dis_loss: 0.754 Cls_loss: N/A Topk: N/A ada_p: 0.2755
[INFO] 2021-10-24 02:59:17 > Step: 769400 Progress: 76.9% Elapsed: 7 days, 13:37:22 Gen_loss: 1.684 Dis_loss: 0.7632 Cls_loss: N/A Topk: N/A ada_p: 0.2767
[INFO] 2021-10-24 03:00:20 > Step: 769500 Progress: 77.0% Elapsed: 7 days, 13:38:25 Gen_loss: 1.368 Dis_loss: 0.8327 Cls_loss: N/A Topk: N/A ada_p: 0.2755
[INFO] 2021-10-24 03:01:22 > Step: 769600 Progress: 77.0% Elapsed: 7 days, 13:39:27 Gen_loss: 0.9925 Dis_loss: 1.254 Cls_loss: N/A Topk: N/A ada_p: 0.2739
[INFO] 2021-10-24 03:02:25 > Step: 769700 Progress: 77.0% Elapsed: 7 days, 13:40:30 Gen_loss: 1.902 Dis_loss: 1.094 Cls_loss: N/A Topk: N/A ada_p: 0.2764
[INFO] 2021-10-24 03:03:27 > Step: 769800 Progress: 77.0% Elapsed: 7 days, 13:41:32 Gen_loss: 1.214 Dis_loss: 1.24 Cls_loss: N/A Topk: N/A ada_p: 0.2769
[INFO] 2021-10-24 03:04:29 > Step: 769900 Progress: 77.0% Elapsed: 7 days, 13:42:34 Gen_loss: 0.9536 Dis_loss: 1.472 Cls_loss: N/A Topk: N/A ada_p: 0.271
[INFO] 2021-10-24 03:05:32 > Step: 770000 Progress: 77.0% Elapsed: 7 days, 13:43:36 Gen_loss: 1.347 Dis_loss: 1.013 Cls_loss: N/A Topk: N/A ada_p: 0.2748
[INFO] 2021-10-24 03:05:32 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 03:05:32 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_770000.png
[INFO] 2021-10-24 03:05:32 > Start Evaluation (770000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-24 03:05:32 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-24 03:11:01 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-24 03:16:38 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-24 03:35:26 > Inception score (Step: 770000, 50000 generated images): 10.398582458496094
[INFO] 2021-10-24 03:35:26 > FID score (Step: 770000, Using train moments): 2.4641428434610475
[INFO] 2021-10-24 03:35:26 > Improved Precision (Step: 770000, Using train images): 0.74584
[INFO] 2021-10-24 03:35:26 > Improved Recall (Step: 770000, Using train images): 0.68382
[INFO] 2021-10-24 03:35:26 > Density (Step: 770000, Using train images): 1.054068
[INFO] 2021-10-24 03:35:26 > Coverage (Step: 770000, Using train images): 0.929
[INFO] 2021-10-24 03:35:26 > Best FID score (Step: 770000, Using train moments): 2.4641428434610475
[INFO] 2021-10-24 03:35:48 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-24 03:39:40 > Step: 770100 Progress: 77.0% Elapsed: 7 days, 14:17:45 Gen_loss: 1.532 Dis_loss: 0.8474 Cls_loss: N/A Topk: N/A ada_p: 0.2734
[INFO] 2021-10-24 03:40:41 > Step: 770200 Progress: 77.0% Elapsed: 7 days, 14:18:46 Gen_loss: 1.675 Dis_loss: 0.8372 Cls_loss: N/A Topk: N/A ada_p: 0.2732
[INFO] 2021-10-24 03:41:44 > Step: 770300 Progress: 77.0% Elapsed: 7 days, 14:19:48 Gen_loss: 0.8092 Dis_loss: 0.808 Cls_loss: N/A Topk: N/A ada_p: 0.2706
[INFO] 2021-10-24 03:42:46 > Step: 770400 Progress: 77.0% Elapsed: 7 days, 14:20:50 Gen_loss: 1.451 Dis_loss: 0.7953 Cls_loss: N/A Topk: N/A ada_p: 0.2726
[INFO] 2021-10-24 03:43:48 > Step: 770500 Progress: 77.0% Elapsed: 7 days, 14:21:53 Gen_loss: 0.8238 Dis_loss: 0.9036 Cls_loss: N/A Topk: N/A ada_p: 0.2733
[INFO] 2021-10-24 03:44:50 > Step: 770600 Progress: 77.1% Elapsed: 7 days, 14:22:55 Gen_loss: 1.46 Dis_loss: 0.6783 Cls_loss: N/A Topk: N/A ada_p: 0.2705
[INFO] 2021-10-24 03:45:52 > Step: 770700 Progress: 77.1% Elapsed: 7 days, 14:23:57 Gen_loss: 1.174 Dis_loss: 0.7858 Cls_loss: N/A Topk: N/A ada_p: 0.2674
[INFO] 2021-10-24 03:46:54 > Step: 770800 Progress: 77.1% Elapsed: 7 days, 14:24:59 Gen_loss: 1.875 Dis_loss: 0.5662 Cls_loss: N/A Topk: N/A ada_p: 0.2702
[INFO] 2021-10-24 03:48:07 > Step: 770900 Progress: 77.1% Elapsed: 7 days, 14:26:11 Gen_loss: 1.297 Dis_loss: 1.355 Cls_loss: N/A Topk: N/A ada_p: 0.2691
[INFO] 2021-10-24 03:49:09 > Step: 771000 Progress: 77.1% Elapsed: 7 days, 14:27:13 Gen_loss: 0.7868 Dis_loss: 0.96 Cls_loss: N/A Topk: N/A ada_p: 0.2709
[INFO] 2021-10-24 03:50:11 > Step: 771100 Progress: 77.1% Elapsed: 7 days, 14:28:16 Gen_loss: 1.677 Dis_loss: 0.9048 Cls_loss: N/A Topk: N/A ada_p: 0.2683
[INFO] 2021-10-24 03:51:14 > Step: 771200 Progress: 77.1% Elapsed: 7 days, 14:29:18 Gen_loss: 1.159 Dis_loss: 1.064 Cls_loss: N/A Topk: N/A ada_p: 0.2714
[INFO] 2021-10-24 03:52:16 > Step: 771300 Progress: 77.1% Elapsed: 7 days, 14:30:21 Gen_loss: 1.231 Dis_loss: 0.6683 Cls_loss: N/A Topk: N/A ada_p: 0.2733
[INFO] 2021-10-24 03:53:18 > Step: 771400 Progress: 77.1% Elapsed: 7 days, 14:31:23 Gen_loss: 1.374 Dis_loss: 1.029 Cls_loss: N/A Topk: N/A ada_p: 0.2712
[INFO] 2021-10-24 03:54:20 > Step: 771500 Progress: 77.1% Elapsed: 7 days, 14:32:25 Gen_loss: 1.28 Dis_loss: 0.8906 Cls_loss: N/A Topk: N/A ada_p: 0.2707
[INFO] 2021-10-24 03:55:22 > Step: 771600 Progress: 77.2% Elapsed: 7 days, 14:33:27 Gen_loss: 1.283 Dis_loss: 0.8323 Cls_loss: N/A Topk: N/A ada_p: 0.2669
[INFO] 2021-10-24 03:56:35 > Step: 771700 Progress: 77.2% Elapsed: 7 days, 14:34:39 Gen_loss: 1.292 Dis_loss: 1.013 Cls_loss: N/A Topk: N/A ada_p: 0.2711
[INFO] 2021-10-24 03:57:37 > Step: 771800 Progress: 77.2% Elapsed: 7 days, 14:35:42 Gen_loss: 1.205 Dis_loss: 1.118 Cls_loss: N/A Topk: N/A ada_p: 0.2685
[INFO] 2021-10-24 03:58:40 > Step: 771900 Progress: 77.2% Elapsed: 7 days, 14:36:44 Gen_loss: 1.516 Dis_loss: 0.9734 Cls_loss: N/A Topk: N/A ada_p: 0.2668
[INFO] 2021-10-24 03:59:42 > Step: 772000 Progress: 77.2% Elapsed: 7 days, 14:37:46 Gen_loss: 0.7668 Dis_loss: 0.8374 Cls_loss: N/A Topk: N/A ada_p: 0.2662
[INFO] 2021-10-24 04:00:44 > Step: 772100 Progress: 77.2% Elapsed: 7 days, 14:38:49 Gen_loss: 1.275 Dis_loss: 0.703 Cls_loss: N/A Topk: N/A ada_p: 0.2646
[INFO] 2021-10-24 04:01:46 > Step: 772200 Progress: 77.2% Elapsed: 7 days, 14:39:51 Gen_loss: 1.484 Dis_loss: 1.323 Cls_loss: N/A Topk: N/A ada_p: 0.2684
[INFO] 2021-10-24 04:02:49 > Step: 772300 Progress: 77.2% Elapsed: 7 days, 14:40:53 Gen_loss: 0.8207 Dis_loss: 1.383 Cls_loss: N/A Topk: N/A ada_p: 0.2648
[INFO] 2021-10-24 04:03:51 > Step: 772400 Progress: 77.2% Elapsed: 7 days, 14:41:55 Gen_loss: 1.424 Dis_loss: 0.8245 Cls_loss: N/A Topk: N/A ada_p: 0.2659
[INFO] 2021-10-24 04:05:03 > Step: 772500 Progress: 77.2% Elapsed: 7 days, 14:43:08 Gen_loss: 1.417 Dis_loss: 0.6535 Cls_loss: N/A Topk: N/A ada_p: 0.2675
[INFO] 2021-10-24 04:06:06 > Step: 772600 Progress: 77.3% Elapsed: 7 days, 14:44:10 Gen_loss: 1.821 Dis_loss: 0.6128 Cls_loss: N/A Topk: N/A ada_p: 0.2691
[INFO] 2021-10-24 04:07:09 > Step: 772700 Progress: 77.3% Elapsed: 7 days, 14:45:13 Gen_loss: 1.443 Dis_loss: 1.195 Cls_loss: N/A Topk: N/A ada_p: 0.2742
[INFO] 2021-10-24 04:08:12 > Step: 772800 Progress: 77.3% Elapsed: 7 days, 14:46:16 Gen_loss: 1.451 Dis_loss: 0.8007 Cls_loss: N/A Topk: N/A ada_p: 0.2747
[INFO] 2021-10-24 04:09:14 > Step: 772900 Progress: 77.3% Elapsed: 7 days, 14:47:19 Gen_loss: 1.709 Dis_loss: 0.9916 Cls_loss: N/A Topk: N/A ada_p: 0.2733
[INFO] 2021-10-24 04:10:17 > Step: 773000 Progress: 77.3% Elapsed: 7 days, 14:48:21 Gen_loss: 1.664 Dis_loss: 0.8112 Cls_loss: N/A Topk: N/A ada_p: 0.2758
[INFO] 2021-10-24 04:11:19 > Step: 773100 Progress: 77.3% Elapsed: 7 days, 14:49:24 Gen_loss: 1.725 Dis_loss: 0.8892 Cls_loss: N/A Topk: N/A ada_p: 0.2753
[INFO] 2021-10-24 04:12:32 > Step: 773200 Progress: 77.3% Elapsed: 7 days, 14:50:36 Gen_loss: 1.183 Dis_loss: 0.7144 Cls_loss: N/A Topk: N/A ada_p: 0.2705
[INFO] 2021-10-24 04:13:34 > Step: 773300 Progress: 77.3% Elapsed: 7 days, 14:51:38 Gen_loss: 1.259 Dis_loss: 0.7762 Cls_loss: N/A Topk: N/A ada_p: 0.2688
[INFO] 2021-10-24 04:14:36 > Step: 773400 Progress: 77.3% Elapsed: 7 days, 14:52:41 Gen_loss: 1.183 Dis_loss: 0.9602 Cls_loss: N/A Topk: N/A ada_p: 0.2703
[INFO] 2021-10-24 04:15:38 > Step: 773500 Progress: 77.3% Elapsed: 7 days, 14:53:43 Gen_loss: 1.656 Dis_loss: 1.178 Cls_loss: N/A Topk: N/A ada_p: 0.2706
[INFO] 2021-10-24 04:16:41 > Step: 773600 Progress: 77.4% Elapsed: 7 days, 14:54:46 Gen_loss: 0.9983 Dis_loss: 1.124 Cls_loss: N/A Topk: N/A ada_p: 0.2742
[INFO] 2021-10-24 04:17:44 > Step: 773700 Progress: 77.4% Elapsed: 7 days, 14:55:48 Gen_loss: 1.201 Dis_loss: 1.035 Cls_loss: N/A Topk: N/A ada_p: 0.2758
[INFO] 2021-10-24 04:18:46 > Step: 773800 Progress: 77.4% Elapsed: 7 days, 14:56:51 Gen_loss: 1.321 Dis_loss: 0.7945 Cls_loss: N/A Topk: N/A ada_p: 0.271
[INFO] 2021-10-24 04:19:48 > Step: 773900 Progress: 77.4% Elapsed: 7 days, 14:57:53 Gen_loss: 1.533 Dis_loss: 0.9192 Cls_loss: N/A Topk: N/A ada_p: 0.2697
[INFO] 2021-10-24 04:21:00 > Step: 774000 Progress: 77.4% Elapsed: 7 days, 14:59:05 Gen_loss: 0.726 Dis_loss: 0.8897 Cls_loss: N/A Topk: N/A ada_p: 0.271
[INFO] 2021-10-24 04:22:02 > Step: 774100 Progress: 77.4% Elapsed: 7 days, 15:00:07 Gen_loss: 1.528 Dis_loss: 1.024 Cls_loss: N/A Topk: N/A ada_p: 0.2732
[INFO] 2021-10-24 04:23:05 > Step: 774200 Progress: 77.4% Elapsed: 7 days, 15:01:09 Gen_loss: 1.072 Dis_loss: 1.359 Cls_loss: N/A Topk: N/A ada_p: 0.2716
[INFO] 2021-10-24 04:24:07 > Step: 774300 Progress: 77.4% Elapsed: 7 days, 15:02:11 Gen_loss: 1.348 Dis_loss: 1.235 Cls_loss: N/A Topk: N/A ada_p: 0.2734
[INFO] 2021-10-24 04:25:09 > Step: 774400 Progress: 77.4% Elapsed: 7 days, 15:03:14 Gen_loss: 1.946 Dis_loss: 0.7515 Cls_loss: N/A Topk: N/A ada_p: 0.2709
[INFO] 2021-10-24 04:26:11 > Step: 774500 Progress: 77.5% Elapsed: 7 days, 15:04:16 Gen_loss: 0.9692 Dis_loss: 0.9964 Cls_loss: N/A Topk: N/A ada_p: 0.2702
[INFO] 2021-10-24 04:27:13 > Step: 774600 Progress: 77.5% Elapsed: 7 days, 15:05:18 Gen_loss: 1.174 Dis_loss: 0.848 Cls_loss: N/A Topk: N/A ada_p: 0.271
[INFO] 2021-10-24 04:28:15 > Step: 774700 Progress: 77.5% Elapsed: 7 days, 15:06:20 Gen_loss: 1.175 Dis_loss: 1.056 Cls_loss: N/A Topk: N/A ada_p: 0.2717
[INFO] 2021-10-24 04:29:27 > Step: 774800 Progress: 77.5% Elapsed: 7 days, 15:07:32 Gen_loss: 1.928 Dis_loss: 0.624 Cls_loss: N/A Topk: N/A ada_p: 0.2728
[INFO] 2021-10-24 04:30:30 > Step: 774900 Progress: 77.5% Elapsed: 7 days, 15:08:35 Gen_loss: 1.593 Dis_loss: 1.166 Cls_loss: N/A Topk: N/A ada_p: 0.2706
[INFO] 2021-10-24 04:31:33 > Step: 775000 Progress: 77.5% Elapsed: 7 days, 15:09:37 Gen_loss: 1.02 Dis_loss: 0.9129 Cls_loss: N/A Topk: N/A ada_p: 0.2714
[INFO] 2021-10-24 04:32:35 > Step: 775100 Progress: 77.5% Elapsed: 7 days, 15:10:39 Gen_loss: 1.486 Dis_loss: 0.5534 Cls_loss: N/A Topk: N/A ada_p: 0.2688
[INFO] 2021-10-24 04:33:37 > Step: 775200 Progress: 77.5% Elapsed: 7 days, 15:11:41 Gen_loss: 1.267 Dis_loss: 0.7977 Cls_loss: N/A Topk: N/A ada_p: 0.2678
[INFO] 2021-10-24 04:34:40 > Step: 775300 Progress: 77.5% Elapsed: 7 days, 15:12:44 Gen_loss: 1.24 Dis_loss: 1.146 Cls_loss: N/A Topk: N/A ada_p: 0.27
[INFO] 2021-10-24 04:35:42 > Step: 775400 Progress: 77.5% Elapsed: 7 days, 15:13:46 Gen_loss: 1.068 Dis_loss: 1.201 Cls_loss: N/A Topk: N/A ada_p: 0.2702
[INFO] 2021-10-24 04:36:44 > Step: 775500 Progress: 77.5% Elapsed: 7 days, 15:14:49 Gen_loss: 1.392 Dis_loss: 0.846 Cls_loss: N/A Topk: N/A ada_p: 0.2723
[INFO] 2021-10-24 04:37:58 > Step: 775600 Progress: 77.6% Elapsed: 7 days, 15:16:03 Gen_loss: 2.025 Dis_loss: 0.7976 Cls_loss: N/A Topk: N/A ada_p: 0.2705
[INFO] 2021-10-24 04:39:01 > Step: 775700 Progress: 77.6% Elapsed: 7 days, 15:17:05 Gen_loss: 2.313 Dis_loss: 1.036 Cls_loss: N/A Topk: N/A ada_p: 0.2678
[INFO] 2021-10-24 04:40:03 > Step: 775800 Progress: 77.6% Elapsed: 7 days, 15:18:08 Gen_loss: 0.9582 Dis_loss: 1.323 Cls_loss: N/A Topk: N/A ada_p: 0.2662
[INFO] 2021-10-24 04:41:06 > Step: 775900 Progress: 77.6% Elapsed: 7 days, 15:19:10 Gen_loss: 1.542 Dis_loss: 0.5307 Cls_loss: N/A Topk: N/A ada_p: 0.2678
[INFO] 2021-10-24 04:42:08 > Step: 776000 Progress: 77.6% Elapsed: 7 days, 15:20:13 Gen_loss: 1.445 Dis_loss: 0.6875 Cls_loss: N/A Topk: N/A ada_p: 0.2706
[INFO] 2021-10-24 04:43:11 > Step: 776100 Progress: 77.6% Elapsed: 7 days, 15:21:15 Gen_loss: 0.7373 Dis_loss: 1.204 Cls_loss: N/A Topk: N/A ada_p: 0.2735
[INFO] 2021-10-24 04:44:13 > Step: 776200 Progress: 77.6% Elapsed: 7 days, 15:22:18 Gen_loss: 1.175 Dis_loss: 1.079 Cls_loss: N/A Topk: N/A ada_p: 0.2746
[INFO] 2021-10-24 04:45:15 > Step: 776300 Progress: 77.6% Elapsed: 7 days, 15:23:20 Gen_loss: 1.064 Dis_loss: 0.9871 Cls_loss: N/A Topk: N/A ada_p: 0.2787
[INFO] 2021-10-24 04:46:28 > Step: 776400 Progress: 77.6% Elapsed: 7 days, 15:24:32 Gen_loss: 0.9329 Dis_loss: 0.7694 Cls_loss: N/A Topk: N/A ada_p: 0.2766
[INFO] 2021-10-24 04:47:30 > Step: 776500 Progress: 77.6% Elapsed: 7 days, 15:25:35 Gen_loss: 1.009 Dis_loss: 1.055 Cls_loss: N/A Topk: N/A ada_p: 0.2801
[INFO] 2021-10-24 04:48:33 > Step: 776600 Progress: 77.7% Elapsed: 7 days, 15:26:38 Gen_loss: 2.713 Dis_loss: 0.8176 Cls_loss: N/A Topk: N/A ada_p: 0.2765
[INFO] 2021-10-24 04:49:35 > Step: 776700 Progress: 77.7% Elapsed: 7 days, 15:27:40 Gen_loss: 1.145 Dis_loss: 0.719 Cls_loss: N/A Topk: N/A ada_p: 0.2703
[INFO] 2021-10-24 04:50:38 > Step: 776800 Progress: 77.7% Elapsed: 7 days, 15:28:42 Gen_loss: 1.33 Dis_loss: 0.7725 Cls_loss: N/A Topk: N/A ada_p: 0.2688
[INFO] 2021-10-24 04:51:41 > Step: 776900 Progress: 77.7% Elapsed: 7 days, 15:29:46 Gen_loss: 1.136 Dis_loss: 0.5248 Cls_loss: N/A Topk: N/A ada_p: 0.2682
[INFO] 2021-10-24 04:52:43 > Step: 777000 Progress: 77.7% Elapsed: 7 days, 15:30:48 Gen_loss: 1.898 Dis_loss: 0.9378 Cls_loss: N/A Topk: N/A ada_p: 0.2677
[INFO] 2021-10-24 04:53:56 > Step: 777100 Progress: 77.7% Elapsed: 7 days, 15:32:01 Gen_loss: 1.103 Dis_loss: 0.7769 Cls_loss: N/A Topk: N/A ada_p: 0.2687
[INFO] 2021-10-24 04:54:58 > Step: 777200 Progress: 77.7% Elapsed: 7 days, 15:33:03 Gen_loss: 0.7578 Dis_loss: 0.9672 Cls_loss: N/A Topk: N/A ada_p: 0.2692
[INFO] 2021-10-24 04:56:01 > Step: 777300 Progress: 77.7% Elapsed: 7 days, 15:34:06 Gen_loss: 0.6525 Dis_loss: 0.9134 Cls_loss: N/A Topk: N/A ada_p: 0.2678
[INFO] 2021-10-24 04:57:03 > Step: 777400 Progress: 77.7% Elapsed: 7 days, 15:35:08 Gen_loss: 1.32 Dis_loss: 1.258 Cls_loss: N/A Topk: N/A ada_p: 0.2696
[INFO] 2021-10-24 04:58:06 > Step: 777500 Progress: 77.8% Elapsed: 7 days, 15:36:10 Gen_loss: 0.8174 Dis_loss: 0.8503 Cls_loss: N/A Topk: N/A ada_p: 0.2701
[INFO] 2021-10-24 04:59:08 > Step: 777600 Progress: 77.8% Elapsed: 7 days, 15:37:13 Gen_loss: 0.7837 Dis_loss: 0.7754 Cls_loss: N/A Topk: N/A ada_p: 0.2706
[INFO] 2021-10-24 05:00:11 > Step: 777700 Progress: 77.8% Elapsed: 7 days, 15:38:15 Gen_loss: 1.49 Dis_loss: 0.6381 Cls_loss: N/A Topk: N/A ada_p: 0.2674
[INFO] 2021-10-24 05:01:13 > Step: 777800 Progress: 77.8% Elapsed: 7 days, 15:39:18 Gen_loss: 1.135 Dis_loss: 0.6652 Cls_loss: N/A Topk: N/A ada_p: 0.2684
[INFO] 2021-10-24 05:02:25 > Step: 777900 Progress: 77.8% Elapsed: 7 days, 15:40:30 Gen_loss: 1.585 Dis_loss: 0.9948 Cls_loss: N/A Topk: N/A ada_p: 0.2702
[INFO] 2021-10-24 05:03:28 > Step: 778000 Progress: 77.8% Elapsed: 7 days, 15:41:32 Gen_loss: 1.07 Dis_loss: 0.8412 Cls_loss: N/A Topk: N/A ada_p: 0.2694
[INFO] 2021-10-24 05:04:31 > Step: 778100 Progress: 77.8% Elapsed: 7 days, 15:42:35 Gen_loss: 1.068 Dis_loss: 0.961 Cls_loss: N/A Topk: N/A ada_p: 0.2721
[INFO] 2021-10-24 05:05:33 > Step: 778200 Progress: 77.8% Elapsed: 7 days, 15:43:38 Gen_loss: 1.047 Dis_loss: 0.9344 Cls_loss: N/A Topk: N/A ada_p: 0.2696
[INFO] 2021-10-24 05:06:35 > Step: 778300 Progress: 77.8% Elapsed: 7 days, 15:44:40 Gen_loss: 0.6416 Dis_loss: 1.035 Cls_loss: N/A Topk: N/A ada_p: 0.267
[INFO] 2021-10-24 05:07:37 > Step: 778400 Progress: 77.8% Elapsed: 7 days, 15:45:42 Gen_loss: 1.361 Dis_loss: 0.8062 Cls_loss: N/A Topk: N/A ada_p: 0.2665
[INFO] 2021-10-24 05:08:40 > Step: 778500 Progress: 77.8% Elapsed: 7 days, 15:46:45 Gen_loss: 1.032 Dis_loss: 0.8503 Cls_loss: N/A Topk: N/A ada_p: 0.2659
[INFO] 2021-10-24 05:09:42 > Step: 778600 Progress: 77.9% Elapsed: 7 days, 15:47:46 Gen_loss: 1.181 Dis_loss: 1.092 Cls_loss: N/A Topk: N/A ada_p: 0.2648
[INFO] 2021-10-24 05:10:54 > Step: 778700 Progress: 77.9% Elapsed: 7 days, 15:48:59 Gen_loss: 0.9975 Dis_loss: 0.9831 Cls_loss: N/A Topk: N/A ada_p: 0.2656
[INFO] 2021-10-24 05:11:56 > Step: 778800 Progress: 77.9% Elapsed: 7 days, 15:50:01 Gen_loss: 1.855 Dis_loss: 1.055 Cls_loss: N/A Topk: N/A ada_p: 0.2674
[INFO] 2021-10-24 05:12:59 > Step: 778900 Progress: 77.9% Elapsed: 7 days, 15:51:03 Gen_loss: 1.131 Dis_loss: 0.5429 Cls_loss: N/A Topk: N/A ada_p: 0.2693
[INFO] 2021-10-24 05:14:02 > Step: 779000 Progress: 77.9% Elapsed: 7 days, 15:52:07 Gen_loss: 1.542 Dis_loss: 1.297 Cls_loss: N/A Topk: N/A ada_p: 0.2696
[INFO] 2021-10-24 05:15:05 > Step: 779100 Progress: 77.9% Elapsed: 7 days, 15:53:09 Gen_loss: 1.411 Dis_loss: 1.024 Cls_loss: N/A Topk: N/A ada_p: 0.2703
[INFO] 2021-10-24 05:16:07 > Step: 779200 Progress: 77.9% Elapsed: 7 days, 15:54:12 Gen_loss: 0.8382 Dis_loss: 1.115 Cls_loss: N/A Topk: N/A ada_p: 0.2685
[INFO] 2021-10-24 05:17:10 > Step: 779300 Progress: 77.9% Elapsed: 7 days, 15:55:14 Gen_loss: 1.346 Dis_loss: 0.7902 Cls_loss: N/A Topk: N/A ada_p: 0.2687
[INFO] 2021-10-24 05:18:12 > Step: 779400 Progress: 77.9% Elapsed: 7 days, 15:56:17 Gen_loss: 1.089 Dis_loss: 1.037 Cls_loss: N/A Topk: N/A ada_p: 0.2682
[INFO] 2021-10-24 05:19:24 > Step: 779500 Progress: 78.0% Elapsed: 7 days, 15:57:29 Gen_loss: 0.647 Dis_loss: 1.007 Cls_loss: N/A Topk: N/A ada_p: 0.2697
[INFO] 2021-10-24 05:20:26 > Step: 779600 Progress: 78.0% Elapsed: 7 days, 15:58:31 Gen_loss: 1.73 Dis_loss: 0.7976 Cls_loss: N/A Topk: N/A ada_p: 0.2692
[INFO] 2021-10-24 05:21:29 > Step: 779700 Progress: 78.0% Elapsed: 7 days, 15:59:34 Gen_loss: 1.298 Dis_loss: 1.046 Cls_loss: N/A Topk: N/A ada_p: 0.2714
[INFO] 2021-10-24 05:22:31 > Step: 779800 Progress: 78.0% Elapsed: 7 days, 16:00:36 Gen_loss: 0.9215 Dis_loss: 0.826 Cls_loss: N/A Topk: N/A ada_p: 0.2719
[INFO] 2021-10-24 05:23:34 > Step: 779900 Progress: 78.0% Elapsed: 7 days, 16:01:38 Gen_loss: 0.8227 Dis_loss: 0.9486 Cls_loss: N/A Topk: N/A ada_p: 0.2709
[INFO] 2021-10-24 05:24:36 > Step: 780000 Progress: 78.0% Elapsed: 7 days, 16:02:40 Gen_loss: 0.797 Dis_loss: 1.088 Cls_loss: N/A Topk: N/A ada_p: 0.2696
[INFO] 2021-10-24 05:24:36 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 05:24:36 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_780000.png
[INFO] 2021-10-24 05:24:36 > Start Evaluation (780000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-24 05:24:36 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-24 05:30:05 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-24 05:35:42 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-24 05:57:12 > Inception score (Step: 780000, 50000 generated images): 10.522994995117188
[INFO] 2021-10-24 05:57:12 > FID score (Step: 780000, Using train moments): 2.490984415768196
[INFO] 2021-10-24 05:57:12 > Improved Precision (Step: 780000, Using train images): 0.74682
[INFO] 2021-10-24 05:57:12 > Improved Recall (Step: 780000, Using train images): 0.68422
[INFO] 2021-10-24 05:57:12 > Density (Step: 780000, Using train images): 1.053668
[INFO] 2021-10-24 05:57:12 > Coverage (Step: 780000, Using train images): 0.92824
[INFO] 2021-10-24 05:57:12 > Best FID score (Step: 770000, Using train moments): 2.4641428434610475
[INFO] 2021-10-24 05:57:23 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-24 05:58:24 > Step: 780100 Progress: 78.0% Elapsed: 7 days, 16:36:29 Gen_loss: 1.264 Dis_loss: 1.049 Cls_loss: N/A Topk: N/A ada_p: 0.2702
[INFO] 2021-10-24 05:59:27 > Step: 780200 Progress: 78.0% Elapsed: 7 days, 16:37:32 Gen_loss: 1.166 Dis_loss: 1.079 Cls_loss: N/A Topk: N/A ada_p: 0.2684
[INFO] 2021-10-24 06:00:46 > Step: 780300 Progress: 78.0% Elapsed: 7 days, 16:38:51 Gen_loss: 1.088 Dis_loss: 0.8406 Cls_loss: N/A Topk: N/A ada_p: 0.2702
[INFO] 2021-10-24 06:01:48 > Step: 780400 Progress: 78.0% Elapsed: 7 days, 16:39:53 Gen_loss: 0.8501 Dis_loss: 1.097 Cls_loss: N/A Topk: N/A ada_p: 0.2684
[INFO] 2021-10-24 06:02:51 > Step: 780500 Progress: 78.0% Elapsed: 7 days, 16:40:56 Gen_loss: 1.441 Dis_loss: 0.6749 Cls_loss: N/A Topk: N/A ada_p: 0.2714
[INFO] 2021-10-24 06:03:53 > Step: 780600 Progress: 78.1% Elapsed: 7 days, 16:41:58 Gen_loss: 1.425 Dis_loss: 0.6223 Cls_loss: N/A Topk: N/A ada_p: 0.2752
[INFO] 2021-10-24 06:04:56 > Step: 780700 Progress: 78.1% Elapsed: 7 days, 16:43:00 Gen_loss: 0.6125 Dis_loss: 1.013 Cls_loss: N/A Topk: N/A ada_p: 0.2755
[INFO] 2021-10-24 06:05:58 > Step: 780800 Progress: 78.1% Elapsed: 7 days, 16:44:03 Gen_loss: 1.481 Dis_loss: 1.035 Cls_loss: N/A Topk: N/A ada_p: 0.2737
[INFO] 2021-10-24 06:07:00 > Step: 780900 Progress: 78.1% Elapsed: 7 days, 16:45:05 Gen_loss: 1.864 Dis_loss: 1.131 Cls_loss: N/A Topk: N/A ada_p: 0.2776
[INFO] 2021-10-24 06:08:03 > Step: 781000 Progress: 78.1% Elapsed: 7 days, 16:46:07 Gen_loss: 1.274 Dis_loss: 0.998 Cls_loss: N/A Topk: N/A ada_p: 0.2761
[INFO] 2021-10-24 06:09:15 > Step: 781100 Progress: 78.1% Elapsed: 7 days, 16:47:20 Gen_loss: 1.819 Dis_loss: 0.7921 Cls_loss: N/A Topk: N/A ada_p: 0.2766
[INFO] 2021-10-24 06:10:18 > Step: 781200 Progress: 78.1% Elapsed: 7 days, 16:48:22 Gen_loss: 0.8557 Dis_loss: 1.045 Cls_loss: N/A Topk: N/A ada_p: 0.2758
[INFO] 2021-10-24 06:11:21 > Step: 781300 Progress: 78.1% Elapsed: 7 days, 16:49:26 Gen_loss: 0.5621 Dis_loss: 1.246 Cls_loss: N/A Topk: N/A ada_p: 0.2798
[INFO] 2021-10-24 06:12:24 > Step: 781400 Progress: 78.1% Elapsed: 7 days, 16:50:28 Gen_loss: 1.999 Dis_loss: 0.7008 Cls_loss: N/A Topk: N/A ada_p: 0.2778
[INFO] 2021-10-24 06:13:26 > Step: 781500 Progress: 78.1% Elapsed: 7 days, 16:51:30 Gen_loss: 1.639 Dis_loss: 1.598 Cls_loss: N/A Topk: N/A ada_p: 0.2773
[INFO] 2021-10-24 06:14:28 > Step: 781600 Progress: 78.2% Elapsed: 7 days, 16:52:33 Gen_loss: 0.86 Dis_loss: 1.002 Cls_loss: N/A Topk: N/A ada_p: 0.2767
[INFO] 2021-10-24 06:15:30 > Step: 781700 Progress: 78.2% Elapsed: 7 days, 16:53:35 Gen_loss: 1.479 Dis_loss: 0.7326 Cls_loss: N/A Topk: N/A ada_p: 0.273
[INFO] 2021-10-24 06:16:43 > Step: 781800 Progress: 78.2% Elapsed: 7 days, 16:54:47 Gen_loss: 1.347 Dis_loss: 1.056 Cls_loss: N/A Topk: N/A ada_p: 0.2733
[INFO] 2021-10-24 06:17:45 > Step: 781900 Progress: 78.2% Elapsed: 7 days, 16:55:49 Gen_loss: 1.969 Dis_loss: 1.862 Cls_loss: N/A Topk: N/A ada_p: 0.273
[INFO] 2021-10-24 06:18:47 > Step: 782000 Progress: 78.2% Elapsed: 7 days, 16:56:52 Gen_loss: 1.576 Dis_loss: 1.002 Cls_loss: N/A Topk: N/A ada_p: 0.2723
[INFO] 2021-10-24 06:19:49 > Step: 782100 Progress: 78.2% Elapsed: 7 days, 16:57:54 Gen_loss: 1.87 Dis_loss: 1.362 Cls_loss: N/A Topk: N/A ada_p: 0.2726
[INFO] 2021-10-24 06:20:51 > Step: 782200 Progress: 78.2% Elapsed: 7 days, 16:58:56 Gen_loss: 1.372 Dis_loss: 0.6863 Cls_loss: N/A Topk: N/A ada_p: 0.2757
[INFO] 2021-10-24 06:21:54 > Step: 782300 Progress: 78.2% Elapsed: 7 days, 16:59:58 Gen_loss: 2.113 Dis_loss: 0.8502 Cls_loss: N/A Topk: N/A ada_p: 0.2757
[INFO] 2021-10-24 06:22:56 > Step: 782400 Progress: 78.2% Elapsed: 7 days, 17:01:01 Gen_loss: 1.7 Dis_loss: 0.9234 Cls_loss: N/A Topk: N/A ada_p: 0.2755
[INFO] 2021-10-24 06:23:58 > Step: 782500 Progress: 78.2% Elapsed: 7 days, 17:02:03 Gen_loss: 1.126 Dis_loss: 0.9425 Cls_loss: N/A Topk: N/A ada_p: 0.2751
[INFO] 2021-10-24 06:25:10 > Step: 782600 Progress: 78.3% Elapsed: 7 days, 17:03:15 Gen_loss: 1.444 Dis_loss: 0.8412 Cls_loss: N/A Topk: N/A ada_p: 0.2758
[INFO] 2021-10-24 06:26:13 > Step: 782700 Progress: 78.3% Elapsed: 7 days, 17:04:17 Gen_loss: 1.343 Dis_loss: 1.255 Cls_loss: N/A Topk: N/A ada_p: 0.2789
[INFO] 2021-10-24 06:27:15 > Step: 782800 Progress: 78.3% Elapsed: 7 days, 17:05:20 Gen_loss: 1.238 Dis_loss: 0.7932 Cls_loss: N/A Topk: N/A ada_p: 0.2751
[INFO] 2021-10-24 06:28:18 > Step: 782900 Progress: 78.3% Elapsed: 7 days, 17:06:22 Gen_loss: 1.146 Dis_loss: 0.6572 Cls_loss: N/A Topk: N/A ada_p: 0.2801
[INFO] 2021-10-24 06:29:20 > Step: 783000 Progress: 78.3% Elapsed: 7 days, 17:07:24 Gen_loss: 1.285 Dis_loss: 0.9316 Cls_loss: N/A Topk: N/A ada_p: 0.2785
[INFO] 2021-10-24 06:30:22 > Step: 783100 Progress: 78.3% Elapsed: 7 days, 17:08:26 Gen_loss: 0.7089 Dis_loss: 1.035 Cls_loss: N/A Topk: N/A ada_p: 0.2826
[INFO] 2021-10-24 06:31:24 > Step: 783200 Progress: 78.3% Elapsed: 7 days, 17:09:29 Gen_loss: 1.43 Dis_loss: 1.105 Cls_loss: N/A Topk: N/A ada_p: 0.2801
[INFO] 2021-10-24 06:32:27 > Step: 783300 Progress: 78.3% Elapsed: 7 days, 17:10:31 Gen_loss: 1.2 Dis_loss: 1.057 Cls_loss: N/A Topk: N/A ada_p: 0.281
[INFO] 2021-10-24 06:33:39 > Step: 783400 Progress: 78.3% Elapsed: 7 days, 17:11:43 Gen_loss: 1.585 Dis_loss: 0.7374 Cls_loss: N/A Topk: N/A ada_p: 0.2776
[INFO] 2021-10-24 06:34:41 > Step: 783500 Progress: 78.3% Elapsed: 7 days, 17:12:46 Gen_loss: 1.827 Dis_loss: 1.208 Cls_loss: N/A Topk: N/A ada_p: 0.2802
[INFO] 2021-10-24 06:35:44 > Step: 783600 Progress: 78.4% Elapsed: 7 days, 17:13:48 Gen_loss: 1.15 Dis_loss: 0.8309 Cls_loss: N/A Topk: N/A ada_p: 0.2774
[INFO] 2021-10-24 06:36:46 > Step: 783700 Progress: 78.4% Elapsed: 7 days, 17:14:51 Gen_loss: 1.539 Dis_loss: 0.9411 Cls_loss: N/A Topk: N/A ada_p: 0.2813
[INFO] 2021-10-24 06:37:48 > Step: 783800 Progress: 78.4% Elapsed: 7 days, 17:15:53 Gen_loss: 1.139 Dis_loss: 0.9868 Cls_loss: N/A Topk: N/A ada_p: 0.2788
[INFO] 2021-10-24 06:38:50 > Step: 783900 Progress: 78.4% Elapsed: 7 days, 17:16:55 Gen_loss: 1.973 Dis_loss: 0.9514 Cls_loss: N/A Topk: N/A ada_p: 0.2783
[INFO] 2021-10-24 06:39:53 > Step: 784000 Progress: 78.4% Elapsed: 7 days, 17:17:57 Gen_loss: 1.257 Dis_loss: 0.8587 Cls_loss: N/A Topk: N/A ada_p: 0.279
[INFO] 2021-10-24 06:40:55 > Step: 784100 Progress: 78.4% Elapsed: 7 days, 17:19:00 Gen_loss: 1.936 Dis_loss: 0.6369 Cls_loss: N/A Topk: N/A ada_p: 0.2799
[INFO] 2021-10-24 06:42:07 > Step: 784200 Progress: 78.4% Elapsed: 7 days, 17:20:12 Gen_loss: 0.9202 Dis_loss: 0.6792 Cls_loss: N/A Topk: N/A ada_p: 0.2794
[INFO] 2021-10-24 06:43:09 > Step: 784300 Progress: 78.4% Elapsed: 7 days, 17:21:14 Gen_loss: 1.559 Dis_loss: 0.9153 Cls_loss: N/A Topk: N/A ada_p: 0.2746
[INFO] 2021-10-24 06:44:11 > Step: 784400 Progress: 78.4% Elapsed: 7 days, 17:22:16 Gen_loss: 1.75 Dis_loss: 1.096 Cls_loss: N/A Topk: N/A ada_p: 0.2741
[INFO] 2021-10-24 06:45:14 > Step: 784500 Progress: 78.5% Elapsed: 7 days, 17:23:18 Gen_loss: 0.6714 Dis_loss: 1.231 Cls_loss: N/A Topk: N/A ada_p: 0.2739
[INFO] 2021-10-24 06:46:16 > Step: 784600 Progress: 78.5% Elapsed: 7 days, 17:24:21 Gen_loss: 1.505 Dis_loss: 0.5957 Cls_loss: N/A Topk: N/A ada_p: 0.2724
[INFO] 2021-10-24 06:47:20 > Step: 784700 Progress: 78.5% Elapsed: 7 days, 17:25:24 Gen_loss: 1.241 Dis_loss: 0.6901 Cls_loss: N/A Topk: N/A ada_p: 0.2688
[INFO] 2021-10-24 06:48:23 > Step: 784800 Progress: 78.5% Elapsed: 7 days, 17:26:27 Gen_loss: 1.092 Dis_loss: 1.09 Cls_loss: N/A Topk: N/A ada_p: 0.2726
[INFO] 2021-10-24 06:49:25 > Step: 784900 Progress: 78.5% Elapsed: 7 days, 17:27:30 Gen_loss: 1.766 Dis_loss: 0.9512 Cls_loss: N/A Topk: N/A ada_p: 0.2689
[INFO] 2021-10-24 06:50:38 > Step: 785000 Progress: 78.5% Elapsed: 7 days, 17:28:43 Gen_loss: 1.147 Dis_loss: 0.7559 Cls_loss: N/A Topk: N/A ada_p: 0.2682
[INFO] 2021-10-24 06:51:41 > Step: 785100 Progress: 78.5% Elapsed: 7 days, 17:29:45 Gen_loss: 1.586 Dis_loss: 0.6124 Cls_loss: N/A Topk: N/A ada_p: 0.2674
[INFO] 2021-10-24 06:52:44 > Step: 785200 Progress: 78.5% Elapsed: 7 days, 17:30:48 Gen_loss: 0.7897 Dis_loss: 1.13 Cls_loss: N/A Topk: N/A ada_p: 0.2707
[INFO] 2021-10-24 06:53:47 > Step: 785300 Progress: 78.5% Elapsed: 7 days, 17:31:52 Gen_loss: 1.284 Dis_loss: 1.113 Cls_loss: N/A Topk: N/A ada_p: 0.2724
[INFO] 2021-10-24 06:54:49 > Step: 785400 Progress: 78.5% Elapsed: 7 days, 17:32:54 Gen_loss: 1.668 Dis_loss: 0.5935 Cls_loss: N/A Topk: N/A ada_p: 0.2714
[INFO] 2021-10-24 06:55:52 > Step: 785500 Progress: 78.5% Elapsed: 7 days, 17:33:56 Gen_loss: 1.356 Dis_loss: 0.8238 Cls_loss: N/A Topk: N/A ada_p: 0.2724
[INFO] 2021-10-24 06:56:54 > Step: 785600 Progress: 78.6% Elapsed: 7 days, 17:34:59 Gen_loss: 2.12 Dis_loss: 0.9559 Cls_loss: N/A Topk: N/A ada_p: 0.2721
[INFO] 2021-10-24 06:58:07 > Step: 785700 Progress: 78.6% Elapsed: 7 days, 17:36:12 Gen_loss: 1.065 Dis_loss: 0.6773 Cls_loss: N/A Topk: N/A ada_p: 0.2715
[INFO] 2021-10-24 06:59:09 > Step: 785800 Progress: 78.6% Elapsed: 7 days, 17:37:14 Gen_loss: 0.9055 Dis_loss: 0.7108 Cls_loss: N/A Topk: N/A ada_p: 0.2715
[INFO] 2021-10-24 07:00:11 > Step: 785900 Progress: 78.6% Elapsed: 7 days, 17:38:16 Gen_loss: 1.912 Dis_loss: 1.117 Cls_loss: N/A Topk: N/A ada_p: 0.273
[INFO] 2021-10-24 07:01:14 > Step: 786000 Progress: 78.6% Elapsed: 7 days, 17:39:18 Gen_loss: 1.217 Dis_loss: 0.5752 Cls_loss: N/A Topk: N/A ada_p: 0.2725
[INFO] 2021-10-24 07:02:16 > Step: 786100 Progress: 78.6% Elapsed: 7 days, 17:40:21 Gen_loss: 1.711 Dis_loss: 0.7023 Cls_loss: N/A Topk: N/A ada_p: 0.2734
[INFO] 2021-10-24 07:03:18 > Step: 786200 Progress: 78.6% Elapsed: 7 days, 17:41:23 Gen_loss: 0.9902 Dis_loss: 0.5523 Cls_loss: N/A Topk: N/A ada_p: 0.2742
[INFO] 2021-10-24 07:04:21 > Step: 786300 Progress: 78.6% Elapsed: 7 days, 17:42:25 Gen_loss: 1.358 Dis_loss: 1.068 Cls_loss: N/A Topk: N/A ada_p: 0.2706
[INFO] 2021-10-24 07:05:23 > Step: 786400 Progress: 78.6% Elapsed: 7 days, 17:43:27 Gen_loss: 1.487 Dis_loss: 0.9219 Cls_loss: N/A Topk: N/A ada_p: 0.2737
[INFO] 2021-10-24 07:06:35 > Step: 786500 Progress: 78.6% Elapsed: 7 days, 17:44:40 Gen_loss: 1.875 Dis_loss: 0.91 Cls_loss: N/A Topk: N/A ada_p: 0.2741
[INFO] 2021-10-24 07:07:37 > Step: 786600 Progress: 78.7% Elapsed: 7 days, 17:45:42 Gen_loss: 0.7131 Dis_loss: 1.248 Cls_loss: N/A Topk: N/A ada_p: 0.2725
[INFO] 2021-10-24 07:08:40 > Step: 786700 Progress: 78.7% Elapsed: 7 days, 17:46:44 Gen_loss: 2.029 Dis_loss: 0.942 Cls_loss: N/A Topk: N/A ada_p: 0.2725
[INFO] 2021-10-24 07:09:42 > Step: 786800 Progress: 78.7% Elapsed: 7 days, 17:47:47 Gen_loss: 1.097 Dis_loss: 0.8243 Cls_loss: N/A Topk: N/A ada_p: 0.2766
[INFO] 2021-10-24 07:10:44 > Step: 786900 Progress: 78.7% Elapsed: 7 days, 17:48:49 Gen_loss: 1.418 Dis_loss: 0.9888 Cls_loss: N/A Topk: N/A ada_p: 0.276
[INFO] 2021-10-24 07:11:47 > Step: 787000 Progress: 78.7% Elapsed: 7 days, 17:49:51 Gen_loss: 1.704 Dis_loss: 0.533 Cls_loss: N/A Topk: N/A ada_p: 0.2734
[INFO] 2021-10-24 07:12:49 > Step: 787100 Progress: 78.7% Elapsed: 7 days, 17:50:53 Gen_loss: 1.361 Dis_loss: 1.102 Cls_loss: N/A Topk: N/A ada_p: 0.2709
[INFO] 2021-10-24 07:13:51 > Step: 787200 Progress: 78.7% Elapsed: 7 days, 17:51:56 Gen_loss: 1.361 Dis_loss: 0.9728 Cls_loss: N/A Topk: N/A ada_p: 0.2726
[INFO] 2021-10-24 07:15:04 > Step: 787300 Progress: 78.7% Elapsed: 7 days, 17:53:08 Gen_loss: 1.765 Dis_loss: 1.49 Cls_loss: N/A Topk: N/A ada_p: 0.271
[INFO] 2021-10-24 07:16:06 > Step: 787400 Progress: 78.7% Elapsed: 7 days, 17:54:10 Gen_loss: 1.482 Dis_loss: 0.6811 Cls_loss: N/A Topk: N/A ada_p: 0.2725
[INFO] 2021-10-24 07:17:08 > Step: 787500 Progress: 78.8% Elapsed: 7 days, 17:55:13 Gen_loss: 0.8769 Dis_loss: 1.642 Cls_loss: N/A Topk: N/A ada_p: 0.2735
[INFO] 2021-10-24 07:18:10 > Step: 787600 Progress: 78.8% Elapsed: 7 days, 17:56:15 Gen_loss: 1.46 Dis_loss: 0.5671 Cls_loss: N/A Topk: N/A ada_p: 0.2725
[INFO] 2021-10-24 07:19:13 > Step: 787700 Progress: 78.8% Elapsed: 7 days, 17:57:18 Gen_loss: 1.447 Dis_loss: 0.5395 Cls_loss: N/A Topk: N/A ada_p: 0.2744
[INFO] 2021-10-24 07:20:15 > Step: 787800 Progress: 78.8% Elapsed: 7 days, 17:58:20 Gen_loss: 1.039 Dis_loss: 0.7159 Cls_loss: N/A Topk: N/A ada_p: 0.2724
[INFO] 2021-10-24 07:21:17 > Step: 787900 Progress: 78.8% Elapsed: 7 days, 17:59:22 Gen_loss: 1.345 Dis_loss: 0.961 Cls_loss: N/A Topk: N/A ada_p: 0.2739
[INFO] 2021-10-24 07:22:20 > Step: 788000 Progress: 78.8% Elapsed: 7 days, 18:00:24 Gen_loss: 1.487 Dis_loss: 0.8729 Cls_loss: N/A Topk: N/A ada_p: 0.2719
[INFO] 2021-10-24 07:23:33 > Step: 788100 Progress: 78.8% Elapsed: 7 days, 18:01:37 Gen_loss: 0.8838 Dis_loss: 1.072 Cls_loss: N/A Topk: N/A ada_p: 0.2728
[INFO] 2021-10-24 07:24:35 > Step: 788200 Progress: 78.8% Elapsed: 7 days, 18:02:39 Gen_loss: 1.661 Dis_loss: 0.6101 Cls_loss: N/A Topk: N/A ada_p: 0.271
[INFO] 2021-10-24 07:25:38 > Step: 788300 Progress: 78.8% Elapsed: 7 days, 18:03:42 Gen_loss: 1.66 Dis_loss: 0.4646 Cls_loss: N/A Topk: N/A ada_p: 0.2669
[INFO] 2021-10-24 07:26:40 > Step: 788400 Progress: 78.8% Elapsed: 7 days, 18:04:45 Gen_loss: 1.734 Dis_loss: 1.067 Cls_loss: N/A Topk: N/A ada_p: 0.2656
[INFO] 2021-10-24 07:27:43 > Step: 788500 Progress: 78.8% Elapsed: 7 days, 18:05:48 Gen_loss: 6.496 Dis_loss: 0.8027 Cls_loss: N/A Topk: N/A ada_p: 0.266
[INFO] 2021-10-24 07:28:45 > Step: 788600 Progress: 78.9% Elapsed: 7 days, 18:06:50 Gen_loss: 1.202 Dis_loss: 0.8041 Cls_loss: N/A Topk: N/A ada_p: 0.2655
[INFO] 2021-10-24 07:29:48 > Step: 788700 Progress: 78.9% Elapsed: 7 days, 18:07:53 Gen_loss: 1.507 Dis_loss: 1.033 Cls_loss: N/A Topk: N/A ada_p: 0.267
[INFO] 2021-10-24 07:30:50 > Step: 788800 Progress: 78.9% Elapsed: 7 days, 18:08:55 Gen_loss: 1.26 Dis_loss: 0.7487 Cls_loss: N/A Topk: N/A ada_p: 0.2678
[INFO] 2021-10-24 07:32:03 > Step: 788900 Progress: 78.9% Elapsed: 7 days, 18:10:07 Gen_loss: 0.3453 Dis_loss: 0.6227 Cls_loss: N/A Topk: N/A ada_p: 0.2689
[INFO] 2021-10-24 07:33:06 > Step: 789000 Progress: 78.9% Elapsed: 7 days, 18:11:11 Gen_loss: 1.023 Dis_loss: 1.156 Cls_loss: N/A Topk: N/A ada_p: 0.2715
[INFO] 2021-10-24 07:34:08 > Step: 789100 Progress: 78.9% Elapsed: 7 days, 18:12:13 Gen_loss: 1.499 Dis_loss: 1.028 Cls_loss: N/A Topk: N/A ada_p: 0.2723
[INFO] 2021-10-24 07:35:11 > Step: 789200 Progress: 78.9% Elapsed: 7 days, 18:13:15 Gen_loss: 0.7549 Dis_loss: 1.213 Cls_loss: N/A Topk: N/A ada_p: 0.2712
[INFO] 2021-10-24 07:36:13 > Step: 789300 Progress: 78.9% Elapsed: 7 days, 18:14:18 Gen_loss: 1.055 Dis_loss: 0.9311 Cls_loss: N/A Topk: N/A ada_p: 0.2709
[INFO] 2021-10-24 07:37:16 > Step: 789400 Progress: 78.9% Elapsed: 7 days, 18:15:21 Gen_loss: 1.506 Dis_loss: 1.062 Cls_loss: N/A Topk: N/A ada_p: 0.2726
[INFO] 2021-10-24 07:38:19 > Step: 789500 Progress: 79.0% Elapsed: 7 days, 18:16:24 Gen_loss: 0.859 Dis_loss: 0.9981 Cls_loss: N/A Topk: N/A ada_p: 0.2732
[INFO] 2021-10-24 07:39:31 > Step: 789600 Progress: 79.0% Elapsed: 7 days, 18:17:36 Gen_loss: 1.582 Dis_loss: 1.331 Cls_loss: N/A Topk: N/A ada_p: 0.2737
[INFO] 2021-10-24 07:40:33 > Step: 789700 Progress: 79.0% Elapsed: 7 days, 18:18:38 Gen_loss: 1.232 Dis_loss: 1.017 Cls_loss: N/A Topk: N/A ada_p: 0.271
[INFO] 2021-10-24 07:41:37 > Step: 789800 Progress: 79.0% Elapsed: 7 days, 18:19:41 Gen_loss: 1.271 Dis_loss: 0.6278 Cls_loss: N/A Topk: N/A ada_p: 0.2746
[INFO] 2021-10-24 07:42:39 > Step: 789900 Progress: 79.0% Elapsed: 7 days, 18:20:44 Gen_loss: 0.7854 Dis_loss: 1.212 Cls_loss: N/A Topk: N/A ada_p: 0.2741
[INFO] 2021-10-24 07:43:42 > Step: 790000 Progress: 79.0% Elapsed: 7 days, 18:21:47 Gen_loss: 2.028 Dis_loss: 1.275 Cls_loss: N/A Topk: N/A ada_p: 0.2733
[INFO] 2021-10-24 07:43:43 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 07:43:43 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_790000.png
[INFO] 2021-10-24 07:43:43 > Start Evaluation (790000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-24 07:43:43 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-24 07:49:12 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-24 07:54:49 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-24 08:13:10 > Inception score (Step: 790000, 50000 generated images): 10.478757858276367
[INFO] 2021-10-24 08:13:10 > FID score (Step: 790000, Using train moments): 2.479391997639482
[INFO] 2021-10-24 08:13:10 > Improved Precision (Step: 790000, Using train images): 0.74538
[INFO] 2021-10-24 08:13:10 > Improved Recall (Step: 790000, Using train images): 0.68392
[INFO] 2021-10-24 08:13:10 > Density (Step: 790000, Using train images): 1.064064
[INFO] 2021-10-24 08:13:10 > Coverage (Step: 790000, Using train images): 0.9295
[INFO] 2021-10-24 08:13:10 > Best FID score (Step: 770000, Using train moments): 2.4641428434610475
[INFO] 2021-10-24 08:13:21 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-24 08:17:18 > Step: 790100 Progress: 79.0% Elapsed: 7 days, 18:55:23 Gen_loss: 1.393 Dis_loss: 0.8417 Cls_loss: N/A Topk: N/A ada_p: 0.2734
[INFO] 2021-10-24 08:18:20 > Step: 790200 Progress: 79.0% Elapsed: 7 days, 18:56:25 Gen_loss: 0.9334 Dis_loss: 0.771 Cls_loss: N/A Topk: N/A ada_p: 0.2742
[INFO] 2021-10-24 08:19:22 > Step: 790300 Progress: 79.0% Elapsed: 7 days, 18:57:26 Gen_loss: 1.624 Dis_loss: 1.259 Cls_loss: N/A Topk: N/A ada_p: 0.2744
[INFO] 2021-10-24 08:20:41 > Step: 790400 Progress: 79.0% Elapsed: 7 days, 18:58:46 Gen_loss: 0.8362 Dis_loss: 0.9543 Cls_loss: N/A Topk: N/A ada_p: 0.2742
[INFO] 2021-10-24 08:21:43 > Step: 790500 Progress: 79.0% Elapsed: 7 days, 18:59:48 Gen_loss: 0.8133 Dis_loss: 0.7691 Cls_loss: N/A Topk: N/A ada_p: 0.2712
[INFO] 2021-10-24 08:22:45 > Step: 790600 Progress: 79.1% Elapsed: 7 days, 19:00:50 Gen_loss: 1.468 Dis_loss: 0.717 Cls_loss: N/A Topk: N/A ada_p: 0.271
[INFO] 2021-10-24 08:23:48 > Step: 790700 Progress: 79.1% Elapsed: 7 days, 19:01:52 Gen_loss: 1.654 Dis_loss: 0.8233 Cls_loss: N/A Topk: N/A ada_p: 0.2725
[INFO] 2021-10-24 08:24:50 > Step: 790800 Progress: 79.1% Elapsed: 7 days, 19:02:54 Gen_loss: 0.8612 Dis_loss: 0.9164 Cls_loss: N/A Topk: N/A ada_p: 0.2743
[INFO] 2021-10-24 08:25:52 > Step: 790900 Progress: 79.1% Elapsed: 7 days, 19:03:57 Gen_loss: 1.82 Dis_loss: 0.9727 Cls_loss: N/A Topk: N/A ada_p: 0.2747
[INFO] 2021-10-24 08:26:55 > Step: 791000 Progress: 79.1% Elapsed: 7 days, 19:04:59 Gen_loss: 1.081 Dis_loss: 0.8724 Cls_loss: N/A Topk: N/A ada_p: 0.2698
[INFO] 2021-10-24 08:27:57 > Step: 791100 Progress: 79.1% Elapsed: 7 days, 19:06:01 Gen_loss: 0.8446 Dis_loss: 1.157 Cls_loss: N/A Topk: N/A ada_p: 0.2719
[INFO] 2021-10-24 08:29:09 > Step: 791200 Progress: 79.1% Elapsed: 7 days, 19:07:13 Gen_loss: 1.716 Dis_loss: 0.528 Cls_loss: N/A Topk: N/A ada_p: 0.2719
[INFO] 2021-10-24 08:30:11 > Step: 791300 Progress: 79.1% Elapsed: 7 days, 19:08:16 Gen_loss: 1.535 Dis_loss: 0.6931 Cls_loss: N/A Topk: N/A ada_p: 0.273
[INFO] 2021-10-24 08:31:14 > Step: 791400 Progress: 79.1% Elapsed: 7 days, 19:09:18 Gen_loss: 1.864 Dis_loss: 1.216 Cls_loss: N/A Topk: N/A ada_p: 0.2738
[INFO] 2021-10-24 08:32:16 > Step: 791500 Progress: 79.1% Elapsed: 7 days, 19:10:21 Gen_loss: 0.624 Dis_loss: 1.128 Cls_loss: N/A Topk: N/A ada_p: 0.2743
[INFO] 2021-10-24 08:33:18 > Step: 791600 Progress: 79.2% Elapsed: 7 days, 19:11:23 Gen_loss: 1.334 Dis_loss: 0.8919 Cls_loss: N/A Topk: N/A ada_p: 0.2753
[INFO] 2021-10-24 08:34:21 > Step: 791700 Progress: 79.2% Elapsed: 7 days, 19:12:25 Gen_loss: 1.582 Dis_loss: 1.236 Cls_loss: N/A Topk: N/A ada_p: 0.2788
[INFO] 2021-10-24 08:35:23 > Step: 791800 Progress: 79.2% Elapsed: 7 days, 19:13:27 Gen_loss: 2.028 Dis_loss: 1.428 Cls_loss: N/A Topk: N/A ada_p: 0.277
[INFO] 2021-10-24 08:36:25 > Step: 791900 Progress: 79.2% Elapsed: 7 days, 19:14:30 Gen_loss: 1.819 Dis_loss: 0.7692 Cls_loss: N/A Topk: N/A ada_p: 0.2714
[INFO] 2021-10-24 08:37:37 > Step: 792000 Progress: 79.2% Elapsed: 7 days, 19:15:42 Gen_loss: 1.832 Dis_loss: 0.7498 Cls_loss: N/A Topk: N/A ada_p: 0.2747
[INFO] 2021-10-24 08:38:40 > Step: 792100 Progress: 79.2% Elapsed: 7 days, 19:16:45 Gen_loss: 1.227 Dis_loss: 1.056 Cls_loss: N/A Topk: N/A ada_p: 0.2774
[INFO] 2021-10-24 08:39:42 > Step: 792200 Progress: 79.2% Elapsed: 7 days, 19:17:47 Gen_loss: 0.5469 Dis_loss: 1.125 Cls_loss: N/A Topk: N/A ada_p: 0.2769
[INFO] 2021-10-24 08:40:45 > Step: 792300 Progress: 79.2% Elapsed: 7 days, 19:18:49 Gen_loss: 1.428 Dis_loss: 1.027 Cls_loss: N/A Topk: N/A ada_p: 0.2776
[INFO] 2021-10-24 08:41:47 > Step: 792400 Progress: 79.2% Elapsed: 7 days, 19:19:52 Gen_loss: 1.665 Dis_loss: 0.868 Cls_loss: N/A Topk: N/A ada_p: 0.2751
[INFO] 2021-10-24 08:42:50 > Step: 792500 Progress: 79.2% Elapsed: 7 days, 19:20:54 Gen_loss: 1.375 Dis_loss: 0.7849 Cls_loss: N/A Topk: N/A ada_p: 0.2744
[INFO] 2021-10-24 08:43:52 > Step: 792600 Progress: 79.3% Elapsed: 7 days, 19:21:57 Gen_loss: 1.25 Dis_loss: 0.5371 Cls_loss: N/A Topk: N/A ada_p: 0.2726
[INFO] 2021-10-24 08:44:54 > Step: 792700 Progress: 79.3% Elapsed: 7 days, 19:22:59 Gen_loss: 2.368 Dis_loss: 0.6797 Cls_loss: N/A Topk: N/A ada_p: 0.2732
[INFO] 2021-10-24 08:46:06 > Step: 792800 Progress: 79.3% Elapsed: 7 days, 19:24:11 Gen_loss: 0.6331 Dis_loss: 1.133 Cls_loss: N/A Topk: N/A ada_p: 0.2749
[INFO] 2021-10-24 08:47:09 > Step: 792900 Progress: 79.3% Elapsed: 7 days, 19:25:14 Gen_loss: 1.569 Dis_loss: 1.258 Cls_loss: N/A Topk: N/A ada_p: 0.2746
[INFO] 2021-10-24 08:48:12 > Step: 793000 Progress: 79.3% Elapsed: 7 days, 19:26:16 Gen_loss: 2.102 Dis_loss: 0.7988 Cls_loss: N/A Topk: N/A ada_p: 0.2697
[INFO] 2021-10-24 08:49:14 > Step: 793100 Progress: 79.3% Elapsed: 7 days, 19:27:19 Gen_loss: 0.7598 Dis_loss: 0.8947 Cls_loss: N/A Topk: N/A ada_p: 0.2738
[INFO] 2021-10-24 08:50:16 > Step: 793200 Progress: 79.3% Elapsed: 7 days, 19:28:21 Gen_loss: 1.092 Dis_loss: 0.9083 Cls_loss: N/A Topk: N/A ada_p: 0.273
[INFO] 2021-10-24 08:51:19 > Step: 793300 Progress: 79.3% Elapsed: 7 days, 19:29:24 Gen_loss: 0.8853 Dis_loss: 0.8025 Cls_loss: N/A Topk: N/A ada_p: 0.2739
[INFO] 2021-10-24 08:52:21 > Step: 793400 Progress: 79.3% Elapsed: 7 days, 19:30:26 Gen_loss: 1.505 Dis_loss: 1.115 Cls_loss: N/A Topk: N/A ada_p: 0.2762
[INFO] 2021-10-24 08:53:34 > Step: 793500 Progress: 79.3% Elapsed: 7 days, 19:31:39 Gen_loss: 1.487 Dis_loss: 0.9909 Cls_loss: N/A Topk: N/A ada_p: 0.277
[INFO] 2021-10-24 08:54:36 > Step: 793600 Progress: 79.4% Elapsed: 7 days, 19:32:40 Gen_loss: 0.9191 Dis_loss: 1.031 Cls_loss: N/A Topk: N/A ada_p: 0.2775
[INFO] 2021-10-24 08:55:38 > Step: 793700 Progress: 79.4% Elapsed: 7 days, 19:33:43 Gen_loss: 1.512 Dis_loss: 0.9081 Cls_loss: N/A Topk: N/A ada_p: 0.2774
[INFO] 2021-10-24 08:56:41 > Step: 793800 Progress: 79.4% Elapsed: 7 days, 19:34:46 Gen_loss: 1.272 Dis_loss: 0.7974 Cls_loss: N/A Topk: N/A ada_p: 0.2761
[INFO] 2021-10-24 08:57:44 > Step: 793900 Progress: 79.4% Elapsed: 7 days, 19:35:48 Gen_loss: 1.539 Dis_loss: 1.112 Cls_loss: N/A Topk: N/A ada_p: 0.2787
[INFO] 2021-10-24 08:58:46 > Step: 794000 Progress: 79.4% Elapsed: 7 days, 19:36:51 Gen_loss: 1.202 Dis_loss: 0.8226 Cls_loss: N/A Topk: N/A ada_p: 0.282
[INFO] 2021-10-24 08:59:49 > Step: 794100 Progress: 79.4% Elapsed: 7 days, 19:37:53 Gen_loss: 1.222 Dis_loss: 1.27 Cls_loss: N/A Topk: N/A ada_p: 0.2862
[INFO] 2021-10-24 09:00:51 > Step: 794200 Progress: 79.4% Elapsed: 7 days, 19:38:56 Gen_loss: 1.063 Dis_loss: 0.8343 Cls_loss: N/A Topk: N/A ada_p: 0.286
[INFO] 2021-10-24 09:02:04 > Step: 794300 Progress: 79.4% Elapsed: 7 days, 19:40:08 Gen_loss: 1.988 Dis_loss: 0.9523 Cls_loss: N/A Topk: N/A ada_p: 0.2824
[INFO] 2021-10-24 09:03:06 > Step: 794400 Progress: 79.4% Elapsed: 7 days, 19:41:10 Gen_loss: 1.761 Dis_loss: 1.063 Cls_loss: N/A Topk: N/A ada_p: 0.2775
[INFO] 2021-10-24 09:04:08 > Step: 794500 Progress: 79.5% Elapsed: 7 days, 19:42:13 Gen_loss: 1.307 Dis_loss: 0.569 Cls_loss: N/A Topk: N/A ada_p: 0.2792
[INFO] 2021-10-24 09:05:12 > Step: 794600 Progress: 79.5% Elapsed: 7 days, 19:43:16 Gen_loss: 1.647 Dis_loss: 0.5736 Cls_loss: N/A Topk: N/A ada_p: 0.2787
[INFO] 2021-10-24 09:06:14 > Step: 794700 Progress: 79.5% Elapsed: 7 days, 19:44:19 Gen_loss: 0.7167 Dis_loss: 1.01 Cls_loss: N/A Topk: N/A ada_p: 0.2781
[INFO] 2021-10-24 09:07:16 > Step: 794800 Progress: 79.5% Elapsed: 7 days, 19:45:21 Gen_loss: 0.8056 Dis_loss: 1.707 Cls_loss: N/A Topk: N/A ada_p: 0.2787
[INFO] 2021-10-24 09:08:19 > Step: 794900 Progress: 79.5% Elapsed: 7 days, 19:46:24 Gen_loss: 1.599 Dis_loss: 0.8679 Cls_loss: N/A Topk: N/A ada_p: 0.2803
[INFO] 2021-10-24 09:09:21 > Step: 795000 Progress: 79.5% Elapsed: 7 days, 19:47:26 Gen_loss: 0.7702 Dis_loss: 0.7674 Cls_loss: N/A Topk: N/A ada_p: 0.276
[INFO] 2021-10-24 09:10:34 > Step: 795100 Progress: 79.5% Elapsed: 7 days, 19:48:39 Gen_loss: 1.031 Dis_loss: 0.9384 Cls_loss: N/A Topk: N/A ada_p: 0.2778
[INFO] 2021-10-24 09:11:36 > Step: 795200 Progress: 79.5% Elapsed: 7 days, 19:49:41 Gen_loss: 1.21 Dis_loss: 1.011 Cls_loss: N/A Topk: N/A ada_p: 0.2778
[INFO] 2021-10-24 09:12:39 > Step: 795300 Progress: 79.5% Elapsed: 7 days, 19:50:44 Gen_loss: 1.136 Dis_loss: 0.8869 Cls_loss: N/A Topk: N/A ada_p: 0.2774
[INFO] 2021-10-24 09:13:43 > Step: 795400 Progress: 79.5% Elapsed: 7 days, 19:51:48 Gen_loss: 1.51 Dis_loss: 1.128 Cls_loss: N/A Topk: N/A ada_p: 0.2761
[INFO] 2021-10-24 09:14:45 > Step: 795500 Progress: 79.5% Elapsed: 7 days, 19:52:50 Gen_loss: 1.709 Dis_loss: 1.002 Cls_loss: N/A Topk: N/A ada_p: 0.2774
[INFO] 2021-10-24 09:15:48 > Step: 795600 Progress: 79.6% Elapsed: 7 days, 19:53:52 Gen_loss: 0.9648 Dis_loss: 0.5557 Cls_loss: N/A Topk: N/A ada_p: 0.2802
[INFO] 2021-10-24 09:16:51 > Step: 795700 Progress: 79.6% Elapsed: 7 days, 19:54:55 Gen_loss: 1.04 Dis_loss: 0.7281 Cls_loss: N/A Topk: N/A ada_p: 0.278
[INFO] 2021-10-24 09:17:53 > Step: 795800 Progress: 79.6% Elapsed: 7 days, 19:55:58 Gen_loss: 1.464 Dis_loss: 0.8301 Cls_loss: N/A Topk: N/A ada_p: 0.2788
[INFO] 2021-10-24 09:19:05 > Step: 795900 Progress: 79.6% Elapsed: 7 days, 19:57:10 Gen_loss: 1.734 Dis_loss: 1.118 Cls_loss: N/A Topk: N/A ada_p: 0.2773
[INFO] 2021-10-24 09:20:09 > Step: 796000 Progress: 79.6% Elapsed: 7 days, 19:58:13 Gen_loss: 0.7299 Dis_loss: 0.6826 Cls_loss: N/A Topk: N/A ada_p: 0.2793
[INFO] 2021-10-24 09:21:12 > Step: 796100 Progress: 79.6% Elapsed: 7 days, 19:59:16 Gen_loss: 1.804 Dis_loss: 1.097 Cls_loss: N/A Topk: N/A ada_p: 0.2794
[INFO] 2021-10-24 09:22:14 > Step: 796200 Progress: 79.6% Elapsed: 7 days, 20:00:19 Gen_loss: 1.418 Dis_loss: 0.7014 Cls_loss: N/A Topk: N/A ada_p: 0.2781
[INFO] 2021-10-24 09:23:17 > Step: 796300 Progress: 79.6% Elapsed: 7 days, 20:01:22 Gen_loss: 1.325 Dis_loss: 0.9375 Cls_loss: N/A Topk: N/A ada_p: 0.2769
[INFO] 2021-10-24 09:24:19 > Step: 796400 Progress: 79.6% Elapsed: 7 days, 20:02:24 Gen_loss: 1.113 Dis_loss: 0.9392 Cls_loss: N/A Topk: N/A ada_p: 0.2769
[INFO] 2021-10-24 09:25:23 > Step: 796500 Progress: 79.7% Elapsed: 7 days, 20:03:28 Gen_loss: 1.875 Dis_loss: 0.6627 Cls_loss: N/A Topk: N/A ada_p: 0.2775
[INFO] 2021-10-24 09:26:25 > Step: 796600 Progress: 79.7% Elapsed: 7 days, 20:04:30 Gen_loss: 0.7296 Dis_loss: 0.921 Cls_loss: N/A Topk: N/A ada_p: 0.278
[INFO] 2021-10-24 09:27:37 > Step: 796700 Progress: 79.7% Elapsed: 7 days, 20:05:42 Gen_loss: 1.601 Dis_loss: 1.29 Cls_loss: N/A Topk: N/A ada_p: 0.2773
[INFO] 2021-10-24 09:28:40 > Step: 796800 Progress: 79.7% Elapsed: 7 days, 20:06:45 Gen_loss: 1.912 Dis_loss: 1.193 Cls_loss: N/A Topk: N/A ada_p: 0.2755
[INFO] 2021-10-24 09:29:43 > Step: 796900 Progress: 79.7% Elapsed: 7 days, 20:07:48 Gen_loss: 1.527 Dis_loss: 0.7242 Cls_loss: N/A Topk: N/A ada_p: 0.2784
[INFO] 2021-10-24 09:30:45 > Step: 797000 Progress: 79.7% Elapsed: 7 days, 20:08:50 Gen_loss: 1.236 Dis_loss: 0.8152 Cls_loss: N/A Topk: N/A ada_p: 0.2751
[INFO] 2021-10-24 09:31:47 > Step: 797100 Progress: 79.7% Elapsed: 7 days, 20:09:52 Gen_loss: 1.837 Dis_loss: 1.021 Cls_loss: N/A Topk: N/A ada_p: 0.2756
[INFO] 2021-10-24 09:32:50 > Step: 797200 Progress: 79.7% Elapsed: 7 days, 20:10:54 Gen_loss: 1.701 Dis_loss: 0.6508 Cls_loss: N/A Topk: N/A ada_p: 0.2746
[INFO] 2021-10-24 09:33:52 > Step: 797300 Progress: 79.7% Elapsed: 7 days, 20:11:57 Gen_loss: 1.535 Dis_loss: 0.9103 Cls_loss: N/A Topk: N/A ada_p: 0.2752
[INFO] 2021-10-24 09:34:55 > Step: 797400 Progress: 79.7% Elapsed: 7 days, 20:12:59 Gen_loss: 0.8681 Dis_loss: 1.076 Cls_loss: N/A Topk: N/A ada_p: 0.2726
[INFO] 2021-10-24 09:36:09 > Step: 797500 Progress: 79.8% Elapsed: 7 days, 20:14:13 Gen_loss: 1.187 Dis_loss: 0.8762 Cls_loss: N/A Topk: N/A ada_p: 0.2737
[INFO] 2021-10-24 09:37:11 > Step: 797600 Progress: 79.8% Elapsed: 7 days, 20:15:16 Gen_loss: 1.433 Dis_loss: 0.6404 Cls_loss: N/A Topk: N/A ada_p: 0.2742
[INFO] 2021-10-24 09:38:14 > Step: 797700 Progress: 79.8% Elapsed: 7 days, 20:16:19 Gen_loss: 1.181 Dis_loss: 0.7717 Cls_loss: N/A Topk: N/A ada_p: 0.2715
[INFO] 2021-10-24 09:39:16 > Step: 797800 Progress: 79.8% Elapsed: 7 days, 20:17:21 Gen_loss: 1.43 Dis_loss: 1.254 Cls_loss: N/A Topk: N/A ada_p: 0.2712
[INFO] 2021-10-24 09:40:19 > Step: 797900 Progress: 79.8% Elapsed: 7 days, 20:18:23 Gen_loss: 0.5899 Dis_loss: 0.962 Cls_loss: N/A Topk: N/A ada_p: 0.2707
[INFO] 2021-10-24 09:41:21 > Step: 798000 Progress: 79.8% Elapsed: 7 days, 20:19:26 Gen_loss: 1.741 Dis_loss: 0.6048 Cls_loss: N/A Topk: N/A ada_p: 0.2705
[INFO] 2021-10-24 09:42:24 > Step: 798100 Progress: 79.8% Elapsed: 7 days, 20:20:28 Gen_loss: 1.332 Dis_loss: 1.397 Cls_loss: N/A Topk: N/A ada_p: 0.2703
[INFO] 2021-10-24 09:43:36 > Step: 798200 Progress: 79.8% Elapsed: 7 days, 20:21:41 Gen_loss: 1.719 Dis_loss: 0.8603 Cls_loss: N/A Topk: N/A ada_p: 0.2706
[INFO] 2021-10-24 09:44:38 > Step: 798300 Progress: 79.8% Elapsed: 7 days, 20:22:43 Gen_loss: 0.9646 Dis_loss: 1.241 Cls_loss: N/A Topk: N/A ada_p: 0.2716
[INFO] 2021-10-24 09:45:41 > Step: 798400 Progress: 79.8% Elapsed: 7 days, 20:23:46 Gen_loss: 1.786 Dis_loss: 0.9021 Cls_loss: N/A Topk: N/A ada_p: 0.2757
[INFO] 2021-10-24 09:46:44 > Step: 798500 Progress: 79.8% Elapsed: 7 days, 20:24:49 Gen_loss: 1.323 Dis_loss: 0.7159 Cls_loss: N/A Topk: N/A ada_p: 0.2715
[INFO] 2021-10-24 09:47:46 > Step: 798600 Progress: 79.9% Elapsed: 7 days, 20:25:51 Gen_loss: 1.018 Dis_loss: 1.075 Cls_loss: N/A Topk: N/A ada_p: 0.2684
[INFO] 2021-10-24 09:48:49 > Step: 798700 Progress: 79.9% Elapsed: 7 days, 20:26:53 Gen_loss: 1.92 Dis_loss: 0.9073 Cls_loss: N/A Topk: N/A ada_p: 0.2687
[INFO] 2021-10-24 09:49:51 > Step: 798800 Progress: 79.9% Elapsed: 7 days, 20:27:56 Gen_loss: 1.668 Dis_loss: 0.8504 Cls_loss: N/A Topk: N/A ada_p: 0.2761
[INFO] 2021-10-24 09:50:54 > Step: 798900 Progress: 79.9% Elapsed: 7 days, 20:28:58 Gen_loss: 1.7 Dis_loss: 0.9146 Cls_loss: N/A Topk: N/A ada_p: 0.2755
[INFO] 2021-10-24 09:52:06 > Step: 799000 Progress: 79.9% Elapsed: 7 days, 20:30:11 Gen_loss: 1.184 Dis_loss: 0.8761 Cls_loss: N/A Topk: N/A ada_p: 0.2703
[INFO] 2021-10-24 09:53:08 > Step: 799100 Progress: 79.9% Elapsed: 7 days, 20:31:13 Gen_loss: 1.089 Dis_loss: 0.8735 Cls_loss: N/A Topk: N/A ada_p: 0.2683
[INFO] 2021-10-24 09:54:11 > Step: 799200 Progress: 79.9% Elapsed: 7 days, 20:32:16 Gen_loss: 0.9193 Dis_loss: 0.7755 Cls_loss: N/A Topk: N/A ada_p: 0.2734
[INFO] 2021-10-24 09:55:14 > Step: 799300 Progress: 79.9% Elapsed: 7 days, 20:33:19 Gen_loss: 1.282 Dis_loss: 0.7317 Cls_loss: N/A Topk: N/A ada_p: 0.2717
[INFO] 2021-10-24 09:56:17 > Step: 799400 Progress: 79.9% Elapsed: 7 days, 20:34:22 Gen_loss: 1.319 Dis_loss: 0.5932 Cls_loss: N/A Topk: N/A ada_p: 0.2741
[INFO] 2021-10-24 09:57:19 > Step: 799500 Progress: 80.0% Elapsed: 7 days, 20:35:24 Gen_loss: 1.513 Dis_loss: 0.8397 Cls_loss: N/A Topk: N/A ada_p: 0.2723
[INFO] 2021-10-24 09:58:22 > Step: 799600 Progress: 80.0% Elapsed: 7 days, 20:36:26 Gen_loss: 1.33 Dis_loss: 0.9303 Cls_loss: N/A Topk: N/A ada_p: 0.2671
[INFO] 2021-10-24 09:59:24 > Step: 799700 Progress: 80.0% Elapsed: 7 days, 20:37:29 Gen_loss: 1.172 Dis_loss: 0.7902 Cls_loss: N/A Topk: N/A ada_p: 0.2698
[INFO] 2021-10-24 10:00:37 > Step: 799800 Progress: 80.0% Elapsed: 7 days, 20:38:42 Gen_loss: 1.183 Dis_loss: 1.333 Cls_loss: N/A Topk: N/A ada_p: 0.2696
[INFO] 2021-10-24 10:01:39 > Step: 799900 Progress: 80.0% Elapsed: 7 days, 20:39:44 Gen_loss: 1.298 Dis_loss: 0.9384 Cls_loss: N/A Topk: N/A ada_p: 0.2726
[INFO] 2021-10-24 10:02:42 > Step: 800000 Progress: 80.0% Elapsed: 7 days, 20:40:46 Gen_loss: 1.142 Dis_loss: 0.8564 Cls_loss: N/A Topk: N/A ada_p: 0.2742
[INFO] 2021-10-24 10:02:42 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 10:02:42 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_800000.png
[INFO] 2021-10-24 10:02:42 > Start Evaluation (800000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-24 10:02:42 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-24 10:08:12 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-24 10:13:48 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-24 10:35:21 > Inception score (Step: 800000, 50000 generated images): 10.500326156616211
[INFO] 2021-10-24 10:35:21 > FID score (Step: 800000, Using train moments): 2.4292444822737025
[INFO] 2021-10-24 10:35:21 > Improved Precision (Step: 800000, Using train images): 0.74386
[INFO] 2021-10-24 10:35:21 > Improved Recall (Step: 800000, Using train images): 0.6828
[INFO] 2021-10-24 10:35:21 > Density (Step: 800000, Using train images): 1.04958
[INFO] 2021-10-24 10:35:21 > Coverage (Step: 800000, Using train images): 0.9271
[INFO] 2021-10-24 10:35:21 > Best FID score (Step: 800000, Using train moments): 2.4292444822737025
[INFO] 2021-10-24 10:35:43 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-24 10:36:44 > Step: 800100 Progress: 80.0% Elapsed: 7 days, 21:14:49 Gen_loss: 1.401 Dis_loss: 1.136 Cls_loss: N/A Topk: N/A ada_p: 0.2761
[INFO] 2021-10-24 10:37:46 > Step: 800200 Progress: 80.0% Elapsed: 7 days, 21:15:51 Gen_loss: 1.232 Dis_loss: 0.6898 Cls_loss: N/A Topk: N/A ada_p: 0.2776
[INFO] 2021-10-24 10:38:49 > Step: 800300 Progress: 80.0% Elapsed: 7 days, 21:16:53 Gen_loss: 1.857 Dis_loss: 1.132 Cls_loss: N/A Topk: N/A ada_p: 0.2779
[INFO] 2021-10-24 10:39:51 > Step: 800400 Progress: 80.0% Elapsed: 7 days, 21:17:56 Gen_loss: 1.259 Dis_loss: 0.7653 Cls_loss: N/A Topk: N/A ada_p: 0.2789
[INFO] 2021-10-24 10:40:54 > Step: 800500 Progress: 80.0% Elapsed: 7 days, 21:18:59 Gen_loss: 1.579 Dis_loss: 1.222 Cls_loss: N/A Topk: N/A ada_p: 0.2765
[INFO] 2021-10-24 10:42:19 > Step: 800600 Progress: 80.1% Elapsed: 7 days, 21:20:24 Gen_loss: 1.608 Dis_loss: 0.9937 Cls_loss: N/A Topk: N/A ada_p: 0.2716
[INFO] 2021-10-24 10:43:22 > Step: 800700 Progress: 80.1% Elapsed: 7 days, 21:21:26 Gen_loss: 1.659 Dis_loss: 0.7634 Cls_loss: N/A Topk: N/A ada_p: 0.2701
[INFO] 2021-10-24 10:44:28 > Step: 800800 Progress: 80.1% Elapsed: 7 days, 21:22:33 Gen_loss: 1.498 Dis_loss: 0.5663 Cls_loss: N/A Topk: N/A ada_p: 0.2716
[INFO] 2021-10-24 10:45:31 > Step: 800900 Progress: 80.1% Elapsed: 7 days, 21:23:35 Gen_loss: 1.9 Dis_loss: 0.9549 Cls_loss: N/A Topk: N/A ada_p: 0.2728
[INFO] 2021-10-24 10:46:33 > Step: 801000 Progress: 80.1% Elapsed: 7 days, 21:24:38 Gen_loss: 1.02 Dis_loss: 0.9761 Cls_loss: N/A Topk: N/A ada_p: 0.2705
[INFO] 2021-10-24 10:47:36 > Step: 801100 Progress: 80.1% Elapsed: 7 days, 21:25:40 Gen_loss: 1.678 Dis_loss: 1.009 Cls_loss: N/A Topk: N/A ada_p: 0.2741
[INFO] 2021-10-24 10:48:41 > Step: 801200 Progress: 80.1% Elapsed: 7 days, 21:26:46 Gen_loss: 1.332 Dis_loss: 1.151 Cls_loss: N/A Topk: N/A ada_p: 0.2735
[INFO] 2021-10-24 10:49:44 > Step: 801300 Progress: 80.1% Elapsed: 7 days, 21:27:48 Gen_loss: 1.238 Dis_loss: 0.9871 Cls_loss: N/A Topk: N/A ada_p: 0.2752
[INFO] 2021-10-24 10:50:56 > Step: 801400 Progress: 80.1% Elapsed: 7 days, 21:29:01 Gen_loss: 0.6519 Dis_loss: 0.8371 Cls_loss: N/A Topk: N/A ada_p: 0.279
[INFO] 2021-10-24 10:51:59 > Step: 801500 Progress: 80.2% Elapsed: 7 days, 21:30:04 Gen_loss: 1.678 Dis_loss: 1.064 Cls_loss: N/A Topk: N/A ada_p: 0.2742
[INFO] 2021-10-24 10:53:02 > Step: 801600 Progress: 80.2% Elapsed: 7 days, 21:31:06 Gen_loss: 1.429 Dis_loss: 0.9321 Cls_loss: N/A Topk: N/A ada_p: 0.2744
[INFO] 2021-10-24 10:54:05 > Step: 801700 Progress: 80.2% Elapsed: 7 days, 21:32:09 Gen_loss: 1.039 Dis_loss: 0.8914 Cls_loss: N/A Topk: N/A ada_p: 0.2771
[INFO] 2021-10-24 10:55:09 > Step: 801800 Progress: 80.2% Elapsed: 7 days, 21:33:14 Gen_loss: 1.759 Dis_loss: 0.8667 Cls_loss: N/A Topk: N/A ada_p: 0.2774
[INFO] 2021-10-24 10:56:12 > Step: 801900 Progress: 80.2% Elapsed: 7 days, 21:34:17 Gen_loss: 0.7136 Dis_loss: 0.9317 Cls_loss: N/A Topk: N/A ada_p: 0.2723
[INFO] 2021-10-24 10:57:15 > Step: 802000 Progress: 80.2% Elapsed: 7 days, 21:35:19 Gen_loss: 1.169 Dis_loss: 1.034 Cls_loss: N/A Topk: N/A ada_p: 0.2738
[INFO] 2021-10-24 10:58:31 > Step: 802100 Progress: 80.2% Elapsed: 7 days, 21:36:36 Gen_loss: 0.9729 Dis_loss: 1.012 Cls_loss: N/A Topk: N/A ada_p: 0.2755
[INFO] 2021-10-24 10:59:34 > Step: 802200 Progress: 80.2% Elapsed: 7 days, 21:37:38 Gen_loss: 1.983 Dis_loss: 1.111 Cls_loss: N/A Topk: N/A ada_p: 0.2755
[INFO] 2021-10-24 11:00:36 > Step: 802300 Progress: 80.2% Elapsed: 7 days, 21:38:41 Gen_loss: 1.44 Dis_loss: 1.491 Cls_loss: N/A Topk: N/A ada_p: 0.2739
[INFO] 2021-10-24 11:01:39 > Step: 802400 Progress: 80.2% Elapsed: 7 days, 21:39:44 Gen_loss: 1.026 Dis_loss: 0.7166 Cls_loss: N/A Topk: N/A ada_p: 0.2755
[INFO] 2021-10-24 11:02:42 > Step: 802500 Progress: 80.2% Elapsed: 7 days, 21:40:46 Gen_loss: 0.5785 Dis_loss: 1.017 Cls_loss: N/A Topk: N/A ada_p: 0.2774
[INFO] 2021-10-24 11:03:44 > Step: 802600 Progress: 80.3% Elapsed: 7 days, 21:41:49 Gen_loss: 1.171 Dis_loss: 0.5323 Cls_loss: N/A Topk: N/A ada_p: 0.2769
[INFO] 2021-10-24 11:04:46 > Step: 802700 Progress: 80.3% Elapsed: 7 days, 21:42:51 Gen_loss: 1.651 Dis_loss: 1.003 Cls_loss: N/A Topk: N/A ada_p: 0.2761
[INFO] 2021-10-24 11:05:49 > Step: 802800 Progress: 80.3% Elapsed: 7 days, 21:43:54 Gen_loss: 1.216 Dis_loss: 1.24 Cls_loss: N/A Topk: N/A ada_p: 0.2769
[INFO] 2021-10-24 11:07:02 > Step: 802900 Progress: 80.3% Elapsed: 7 days, 21:45:06 Gen_loss: 1.333 Dis_loss: 1.169 Cls_loss: N/A Topk: N/A ada_p: 0.2796
[INFO] 2021-10-24 11:08:04 > Step: 803000 Progress: 80.3% Elapsed: 7 days, 21:46:09 Gen_loss: 1.212 Dis_loss: 0.7645 Cls_loss: N/A Topk: N/A ada_p: 0.2801
[INFO] 2021-10-24 11:09:07 > Step: 803100 Progress: 80.3% Elapsed: 7 days, 21:47:11 Gen_loss: 1.119 Dis_loss: 1.127 Cls_loss: N/A Topk: N/A ada_p: 0.2813
[INFO] 2021-10-24 11:10:14 > Step: 803200 Progress: 80.3% Elapsed: 7 days, 21:48:18 Gen_loss: 0.9859 Dis_loss: 0.6228 Cls_loss: N/A Topk: N/A ada_p: 0.2821
[INFO] 2021-10-24 11:11:17 > Step: 803300 Progress: 80.3% Elapsed: 7 days, 21:49:21 Gen_loss: 1.336 Dis_loss: 0.9548 Cls_loss: N/A Topk: N/A ada_p: 0.283
[INFO] 2021-10-24 11:12:19 > Step: 803400 Progress: 80.3% Elapsed: 7 days, 21:50:24 Gen_loss: 1.007 Dis_loss: 0.9286 Cls_loss: N/A Topk: N/A ada_p: 0.2792
[INFO] 2021-10-24 11:13:21 > Step: 803500 Progress: 80.3% Elapsed: 7 days, 21:51:26 Gen_loss: 1.308 Dis_loss: 0.9038 Cls_loss: N/A Topk: N/A ada_p: 0.2799
[INFO] 2021-10-24 11:14:24 > Step: 803600 Progress: 80.4% Elapsed: 7 days, 21:52:28 Gen_loss: 1.888 Dis_loss: 0.4105 Cls_loss: N/A Topk: N/A ada_p: 0.282
[INFO] 2021-10-24 11:15:36 > Step: 803700 Progress: 80.4% Elapsed: 7 days, 21:53:41 Gen_loss: 1.499 Dis_loss: 0.8386 Cls_loss: N/A Topk: N/A ada_p: 0.2837
[INFO] 2021-10-24 11:16:39 > Step: 803800 Progress: 80.4% Elapsed: 7 days, 21:54:44 Gen_loss: 1.271 Dis_loss: 0.5132 Cls_loss: N/A Topk: N/A ada_p: 0.2867
[INFO] 2021-10-24 11:17:43 > Step: 803900 Progress: 80.4% Elapsed: 7 days, 21:55:48 Gen_loss: 1.201 Dis_loss: 1.078 Cls_loss: N/A Topk: N/A ada_p: 0.2883
[INFO] 2021-10-24 11:18:46 > Step: 804000 Progress: 80.4% Elapsed: 7 days, 21:56:50 Gen_loss: 1.253 Dis_loss: 1.069 Cls_loss: N/A Topk: N/A ada_p: 0.2837
[INFO] 2021-10-24 11:19:48 > Step: 804100 Progress: 80.4% Elapsed: 7 days, 21:57:53 Gen_loss: 1.715 Dis_loss: 0.71 Cls_loss: N/A Topk: N/A ada_p: 0.2848
[INFO] 2021-10-24 11:20:51 > Step: 804200 Progress: 80.4% Elapsed: 7 days, 21:58:55 Gen_loss: 1.102 Dis_loss: 1.445 Cls_loss: N/A Topk: N/A ada_p: 0.2845
[INFO] 2021-10-24 11:21:53 > Step: 804300 Progress: 80.4% Elapsed: 7 days, 21:59:58 Gen_loss: 1.624 Dis_loss: 0.657 Cls_loss: N/A Topk: N/A ada_p: 0.283
[INFO] 2021-10-24 11:22:56 > Step: 804400 Progress: 80.4% Elapsed: 7 days, 22:01:00 Gen_loss: 1.088 Dis_loss: 0.9476 Cls_loss: N/A Topk: N/A ada_p: 0.2848
[INFO] 2021-10-24 11:24:08 > Step: 804500 Progress: 80.5% Elapsed: 7 days, 22:02:13 Gen_loss: 1.702 Dis_loss: 0.8604 Cls_loss: N/A Topk: N/A ada_p: 0.2852
[INFO] 2021-10-24 11:25:11 > Step: 804600 Progress: 80.5% Elapsed: 7 days, 22:03:15 Gen_loss: 1.232 Dis_loss: 1.33 Cls_loss: N/A Topk: N/A ada_p: 0.2867
[INFO] 2021-10-24 11:26:13 > Step: 804700 Progress: 80.5% Elapsed: 7 days, 22:04:18 Gen_loss: 1.182 Dis_loss: 1.033 Cls_loss: N/A Topk: N/A ada_p: 0.2824
[INFO] 2021-10-24 11:27:16 > Step: 804800 Progress: 80.5% Elapsed: 7 days, 22:05:21 Gen_loss: 1.283 Dis_loss: 1.039 Cls_loss: N/A Topk: N/A ada_p: 0.2801
[INFO] 2021-10-24 11:28:19 > Step: 804900 Progress: 80.5% Elapsed: 7 days, 22:06:23 Gen_loss: 0.8434 Dis_loss: 1.079 Cls_loss: N/A Topk: N/A ada_p: 0.2815
[INFO] 2021-10-24 11:29:21 > Step: 805000 Progress: 80.5% Elapsed: 7 days, 22:07:26 Gen_loss: 1.355 Dis_loss: 0.878 Cls_loss: N/A Topk: N/A ada_p: 0.2828
[INFO] 2021-10-24 11:30:24 > Step: 805100 Progress: 80.5% Elapsed: 7 days, 22:08:29 Gen_loss: 1.737 Dis_loss: 0.8396 Cls_loss: N/A Topk: N/A ada_p: 0.2812
[INFO] 2021-10-24 11:31:27 > Step: 805200 Progress: 80.5% Elapsed: 7 days, 22:09:31 Gen_loss: 1.17 Dis_loss: 1.162 Cls_loss: N/A Topk: N/A ada_p: 0.2812
[INFO] 2021-10-24 11:32:40 > Step: 805300 Progress: 80.5% Elapsed: 7 days, 22:10:44 Gen_loss: 0.973 Dis_loss: 0.8737 Cls_loss: N/A Topk: N/A ada_p: 0.2793
[INFO] 2021-10-24 11:33:42 > Step: 805400 Progress: 80.5% Elapsed: 7 days, 22:11:47 Gen_loss: 1.396 Dis_loss: 0.7699 Cls_loss: N/A Topk: N/A ada_p: 0.2831
[INFO] 2021-10-24 11:34:45 > Step: 805500 Progress: 80.5% Elapsed: 7 days, 22:12:50 Gen_loss: 0.7151 Dis_loss: 0.9163 Cls_loss: N/A Topk: N/A ada_p: 0.2819
[INFO] 2021-10-24 11:35:48 > Step: 805600 Progress: 80.6% Elapsed: 7 days, 22:13:52 Gen_loss: 1.161 Dis_loss: 0.8232 Cls_loss: N/A Topk: N/A ada_p: 0.2793
[INFO] 2021-10-24 11:36:50 > Step: 805700 Progress: 80.6% Elapsed: 7 days, 22:14:55 Gen_loss: 0.9967 Dis_loss: 1.059 Cls_loss: N/A Topk: N/A ada_p: 0.2838
[INFO] 2021-10-24 11:37:53 > Step: 805800 Progress: 80.6% Elapsed: 7 days, 22:15:57 Gen_loss: 1.399 Dis_loss: 0.8811 Cls_loss: N/A Topk: N/A ada_p: 0.2869
[INFO] 2021-10-24 11:38:55 > Step: 805900 Progress: 80.6% Elapsed: 7 days, 22:17:00 Gen_loss: 1.215 Dis_loss: 0.7618 Cls_loss: N/A Topk: N/A ada_p: 0.2886
[INFO] 2021-10-24 11:40:08 > Step: 806000 Progress: 80.6% Elapsed: 7 days, 22:18:13 Gen_loss: 1.272 Dis_loss: 0.7653 Cls_loss: N/A Topk: N/A ada_p: 0.2876
[INFO] 2021-10-24 11:41:10 > Step: 806100 Progress: 80.6% Elapsed: 7 days, 22:19:15 Gen_loss: 1.178 Dis_loss: 0.9275 Cls_loss: N/A Topk: N/A ada_p: 0.2867
[INFO] 2021-10-24 11:42:16 > Step: 806200 Progress: 80.6% Elapsed: 7 days, 22:20:21 Gen_loss: 1.099 Dis_loss: 0.7034 Cls_loss: N/A Topk: N/A ada_p: 0.2842
[INFO] 2021-10-24 11:43:19 > Step: 806300 Progress: 80.6% Elapsed: 7 days, 22:21:24 Gen_loss: 1.448 Dis_loss: 0.975 Cls_loss: N/A Topk: N/A ada_p: 0.2821
[INFO] 2021-10-24 11:44:22 > Step: 806400 Progress: 80.6% Elapsed: 7 days, 22:22:26 Gen_loss: 1.482 Dis_loss: 0.9593 Cls_loss: N/A Topk: N/A ada_p: 0.2819
[INFO] 2021-10-24 11:45:24 > Step: 806500 Progress: 80.7% Elapsed: 7 days, 22:23:29 Gen_loss: 1.511 Dis_loss: 0.8828 Cls_loss: N/A Topk: N/A ada_p: 0.2771
[INFO] 2021-10-24 11:46:27 > Step: 806600 Progress: 80.7% Elapsed: 7 days, 22:24:31 Gen_loss: 1.107 Dis_loss: 0.7915 Cls_loss: N/A Topk: N/A ada_p: 0.2776
[INFO] 2021-10-24 11:47:29 > Step: 806700 Progress: 80.7% Elapsed: 7 days, 22:25:34 Gen_loss: 1.992 Dis_loss: 0.7683 Cls_loss: N/A Topk: N/A ada_p: 0.2738
[INFO] 2021-10-24 11:48:41 > Step: 806800 Progress: 80.7% Elapsed: 7 days, 22:26:46 Gen_loss: 1.772 Dis_loss: 0.6251 Cls_loss: N/A Topk: N/A ada_p: 0.2776
[INFO] 2021-10-24 11:49:46 > Step: 806900 Progress: 80.7% Elapsed: 7 days, 22:27:50 Gen_loss: 1.729 Dis_loss: 0.8851 Cls_loss: N/A Topk: N/A ada_p: 0.2785
[INFO] 2021-10-24 11:50:48 > Step: 807000 Progress: 80.7% Elapsed: 7 days, 22:28:53 Gen_loss: 1.126 Dis_loss: 1.115 Cls_loss: N/A Topk: N/A ada_p: 0.2749
[INFO] 2021-10-24 11:51:51 > Step: 807100 Progress: 80.7% Elapsed: 7 days, 22:29:55 Gen_loss: 1.219 Dis_loss: 0.7401 Cls_loss: N/A Topk: N/A ada_p: 0.2767
[INFO] 2021-10-24 11:52:53 > Step: 807200 Progress: 80.7% Elapsed: 7 days, 22:30:58 Gen_loss: 0.7688 Dis_loss: 1.096 Cls_loss: N/A Topk: N/A ada_p: 0.2749
[INFO] 2021-10-24 11:53:56 > Step: 807300 Progress: 80.7% Elapsed: 7 days, 22:32:00 Gen_loss: 1.229 Dis_loss: 0.7955 Cls_loss: N/A Topk: N/A ada_p: 0.2802
[INFO] 2021-10-24 11:54:58 > Step: 807400 Progress: 80.7% Elapsed: 7 days, 22:33:03 Gen_loss: 1.175 Dis_loss: 1.018 Cls_loss: N/A Topk: N/A ada_p: 0.2781
[INFO] 2021-10-24 11:56:01 > Step: 807500 Progress: 80.8% Elapsed: 7 days, 22:34:05 Gen_loss: 1.412 Dis_loss: 0.6869 Cls_loss: N/A Topk: N/A ada_p: 0.2769
[INFO] 2021-10-24 11:57:13 > Step: 807600 Progress: 80.8% Elapsed: 7 days, 22:35:18 Gen_loss: 0.9934 Dis_loss: 1.079 Cls_loss: N/A Topk: N/A ada_p: 0.2797
[INFO] 2021-10-24 11:58:17 > Step: 807700 Progress: 80.8% Elapsed: 7 days, 22:36:22 Gen_loss: 1.819 Dis_loss: 0.9898 Cls_loss: N/A Topk: N/A ada_p: 0.278
[INFO] 2021-10-24 11:59:20 > Step: 807800 Progress: 80.8% Elapsed: 7 days, 22:37:24 Gen_loss: 1.819 Dis_loss: 1.034 Cls_loss: N/A Topk: N/A ada_p: 0.2808
[INFO] 2021-10-24 12:00:22 > Step: 807900 Progress: 80.8% Elapsed: 7 days, 22:38:27 Gen_loss: 1.688 Dis_loss: 0.8188 Cls_loss: N/A Topk: N/A ada_p: 0.2811
[INFO] 2021-10-24 12:01:25 > Step: 808000 Progress: 80.8% Elapsed: 7 days, 22:39:30 Gen_loss: 1.697 Dis_loss: 0.915 Cls_loss: N/A Topk: N/A ada_p: 0.2816
[INFO] 2021-10-24 12:02:28 > Step: 808100 Progress: 80.8% Elapsed: 7 days, 22:40:32 Gen_loss: 0.9174 Dis_loss: 1.169 Cls_loss: N/A Topk: N/A ada_p: 0.2805
[INFO] 2021-10-24 12:03:30 > Step: 808200 Progress: 80.8% Elapsed: 7 days, 22:41:35 Gen_loss: 1.57 Dis_loss: 0.9309 Cls_loss: N/A Topk: N/A ada_p: 0.2833
[INFO] 2021-10-24 12:04:33 > Step: 808300 Progress: 80.8% Elapsed: 7 days, 22:42:37 Gen_loss: 1.424 Dis_loss: 0.613 Cls_loss: N/A Topk: N/A ada_p: 0.2784
[INFO] 2021-10-24 12:05:45 > Step: 808400 Progress: 80.8% Elapsed: 7 days, 22:43:50 Gen_loss: 1.515 Dis_loss: 0.8324 Cls_loss: N/A Topk: N/A ada_p: 0.2766
[INFO] 2021-10-24 12:06:48 > Step: 808500 Progress: 80.8% Elapsed: 7 days, 22:44:53 Gen_loss: 1.97 Dis_loss: 0.9468 Cls_loss: N/A Topk: N/A ada_p: 0.2816
[INFO] 2021-10-24 12:07:53 > Step: 808600 Progress: 80.9% Elapsed: 7 days, 22:45:57 Gen_loss: 2.156 Dis_loss: 0.9054 Cls_loss: N/A Topk: N/A ada_p: 0.2808
[INFO] 2021-10-24 12:08:58 > Step: 808700 Progress: 80.9% Elapsed: 7 days, 22:47:02 Gen_loss: 1.569 Dis_loss: 0.7426 Cls_loss: N/A Topk: N/A ada_p: 0.2778
[INFO] 2021-10-24 12:10:02 > Step: 808800 Progress: 80.9% Elapsed: 7 days, 22:48:07 Gen_loss: 1.372 Dis_loss: 0.507 Cls_loss: N/A Topk: N/A ada_p: 0.2765
[INFO] 2021-10-24 12:11:08 > Step: 808900 Progress: 80.9% Elapsed: 7 days, 22:49:12 Gen_loss: 1.212 Dis_loss: 1.417 Cls_loss: N/A Topk: N/A ada_p: 0.2758
[INFO] 2021-10-24 12:12:12 > Step: 809000 Progress: 80.9% Elapsed: 7 days, 22:50:17 Gen_loss: 1.406 Dis_loss: 1.395 Cls_loss: N/A Topk: N/A ada_p: 0.2787
[INFO] 2021-10-24 12:13:17 > Step: 809100 Progress: 80.9% Elapsed: 7 days, 22:51:22 Gen_loss: 1.249 Dis_loss: 0.6274 Cls_loss: N/A Topk: N/A ada_p: 0.2805
[INFO] 2021-10-24 12:14:31 > Step: 809200 Progress: 80.9% Elapsed: 7 days, 22:52:36 Gen_loss: 1.737 Dis_loss: 0.5517 Cls_loss: N/A Topk: N/A ada_p: 0.2794
[INFO] 2021-10-24 12:15:34 > Step: 809300 Progress: 80.9% Elapsed: 7 days, 22:53:39 Gen_loss: 0.5529 Dis_loss: 0.6646 Cls_loss: N/A Topk: N/A ada_p: 0.2834
[INFO] 2021-10-24 12:16:37 > Step: 809400 Progress: 80.9% Elapsed: 7 days, 22:54:42 Gen_loss: 0.8571 Dis_loss: 1.327 Cls_loss: N/A Topk: N/A ada_p: 0.2793
[INFO] 2021-10-24 12:17:39 > Step: 809500 Progress: 81.0% Elapsed: 7 days, 22:55:44 Gen_loss: 1.461 Dis_loss: 0.8873 Cls_loss: N/A Topk: N/A ada_p: 0.2762
[INFO] 2021-10-24 12:18:44 > Step: 809600 Progress: 81.0% Elapsed: 7 days, 22:56:49 Gen_loss: 1.887 Dis_loss: 1.07 Cls_loss: N/A Topk: N/A ada_p: 0.2785
[INFO] 2021-10-24 12:19:47 > Step: 809700 Progress: 81.0% Elapsed: 7 days, 22:57:52 Gen_loss: 1.827 Dis_loss: 1.539 Cls_loss: N/A Topk: N/A ada_p: 0.2802
[INFO] 2021-10-24 12:20:49 > Step: 809800 Progress: 81.0% Elapsed: 7 days, 22:58:54 Gen_loss: 1.332 Dis_loss: 0.9954 Cls_loss: N/A Topk: N/A ada_p: 0.2797
[INFO] 2021-10-24 12:22:02 > Step: 809900 Progress: 81.0% Elapsed: 7 days, 23:00:07 Gen_loss: 1.222 Dis_loss: 0.8131 Cls_loss: N/A Topk: N/A ada_p: 0.2789
[INFO] 2021-10-24 12:23:05 > Step: 810000 Progress: 81.0% Elapsed: 7 days, 23:01:09 Gen_loss: 1.246 Dis_loss: 1.33 Cls_loss: N/A Topk: N/A ada_p: 0.2769
[INFO] 2021-10-24 12:23:05 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 12:23:05 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_810000.png
[INFO] 2021-10-24 12:23:05 > Start Evaluation (810000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-24 12:23:05 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-24 12:28:36 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-24 12:34:13 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-24 12:57:09 > Inception score (Step: 810000, 50000 generated images): 10.527411460876465
[INFO] 2021-10-24 12:57:09 > FID score (Step: 810000, Using train moments): 2.446821959991439
[INFO] 2021-10-24 12:57:09 > Improved Precision (Step: 810000, Using train images): 0.749
[INFO] 2021-10-24 12:57:09 > Improved Recall (Step: 810000, Using train images): 0.67852
[INFO] 2021-10-24 12:57:09 > Density (Step: 810000, Using train images): 1.06956
[INFO] 2021-10-24 12:57:09 > Coverage (Step: 810000, Using train images): 0.92996
[INFO] 2021-10-24 12:57:09 > Best FID score (Step: 800000, Using train moments): 2.4292444822737025
[INFO] 2021-10-24 12:57:19 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-24 12:58:21 > Step: 810100 Progress: 81.0% Elapsed: 7 days, 23:36:25 Gen_loss: 1.345 Dis_loss: 0.8769 Cls_loss: N/A Topk: N/A ada_p: 0.2765
[INFO] 2021-10-24 12:59:23 > Step: 810200 Progress: 81.0% Elapsed: 7 days, 23:37:27 Gen_loss: 1.422 Dis_loss: 1.108 Cls_loss: N/A Topk: N/A ada_p: 0.276
[INFO] 2021-10-24 13:00:25 > Step: 810300 Progress: 81.0% Elapsed: 7 days, 23:38:29 Gen_loss: 0.9161 Dis_loss: 0.6937 Cls_loss: N/A Topk: N/A ada_p: 0.2757
[INFO] 2021-10-24 13:01:27 > Step: 810400 Progress: 81.0% Elapsed: 7 days, 23:39:32 Gen_loss: 0.8713 Dis_loss: 0.7589 Cls_loss: N/A Topk: N/A ada_p: 0.276
[INFO] 2021-10-24 13:02:30 > Step: 810500 Progress: 81.0% Elapsed: 7 days, 23:40:35 Gen_loss: 1.502 Dis_loss: 1.13 Cls_loss: N/A Topk: N/A ada_p: 0.2802
[INFO] 2021-10-24 13:03:33 > Step: 810600 Progress: 81.1% Elapsed: 7 days, 23:41:38 Gen_loss: 1.34 Dis_loss: 1.099 Cls_loss: N/A Topk: N/A ada_p: 0.2817
[INFO] 2021-10-24 13:04:52 > Step: 810700 Progress: 81.1% Elapsed: 7 days, 23:42:57 Gen_loss: 1.066 Dis_loss: 0.4707 Cls_loss: N/A Topk: N/A ada_p: 0.2799
[INFO] 2021-10-24 13:05:54 > Step: 810800 Progress: 81.1% Elapsed: 7 days, 23:43:59 Gen_loss: 1.479 Dis_loss: 0.6162 Cls_loss: N/A Topk: N/A ada_p: 0.2761
[INFO] 2021-10-24 13:06:57 > Step: 810900 Progress: 81.1% Elapsed: 7 days, 23:45:02 Gen_loss: 1.474 Dis_loss: 0.6449 Cls_loss: N/A Topk: N/A ada_p: 0.2765
[INFO] 2021-10-24 13:08:00 > Step: 811000 Progress: 81.1% Elapsed: 7 days, 23:46:04 Gen_loss: 1.586 Dis_loss: 0.9238 Cls_loss: N/A Topk: N/A ada_p: 0.2773
[INFO] 2021-10-24 13:09:02 > Step: 811100 Progress: 81.1% Elapsed: 7 days, 23:47:07 Gen_loss: 1.06 Dis_loss: 0.8188 Cls_loss: N/A Topk: N/A ada_p: 0.2747
[INFO] 2021-10-24 13:10:05 > Step: 811200 Progress: 81.1% Elapsed: 7 days, 23:48:09 Gen_loss: 1.051 Dis_loss: 0.7627 Cls_loss: N/A Topk: N/A ada_p: 0.2742
[INFO] 2021-10-24 13:11:07 > Step: 811300 Progress: 81.1% Elapsed: 7 days, 23:49:12 Gen_loss: 1.059 Dis_loss: 0.7597 Cls_loss: N/A Topk: N/A ada_p: 0.2771
[INFO] 2021-10-24 13:12:09 > Step: 811400 Progress: 81.1% Elapsed: 7 days, 23:50:14 Gen_loss: 1.628 Dis_loss: 1.253 Cls_loss: N/A Topk: N/A ada_p: 0.2735
[INFO] 2021-10-24 13:13:22 > Step: 811500 Progress: 81.2% Elapsed: 7 days, 23:51:27 Gen_loss: 1.343 Dis_loss: 0.7984 Cls_loss: N/A Topk: N/A ada_p: 0.2776
[INFO] 2021-10-24 13:14:25 > Step: 811600 Progress: 81.2% Elapsed: 7 days, 23:52:30 Gen_loss: 2.087 Dis_loss: 0.9778 Cls_loss: N/A Topk: N/A ada_p: 0.2784
[INFO] 2021-10-24 13:15:28 > Step: 811700 Progress: 81.2% Elapsed: 7 days, 23:53:33 Gen_loss: 1.45 Dis_loss: 1.138 Cls_loss: N/A Topk: N/A ada_p: 0.2803
[INFO] 2021-10-24 13:16:31 > Step: 811800 Progress: 81.2% Elapsed: 7 days, 23:54:36 Gen_loss: 0.9776 Dis_loss: 0.8943 Cls_loss: N/A Topk: N/A ada_p: 0.2806
[INFO] 2021-10-24 13:17:34 > Step: 811900 Progress: 81.2% Elapsed: 7 days, 23:55:39 Gen_loss: 1.288 Dis_loss: 0.7845 Cls_loss: N/A Topk: N/A ada_p: 0.2765
[INFO] 2021-10-24 13:18:37 > Step: 812000 Progress: 81.2% Elapsed: 7 days, 23:56:42 Gen_loss: 1.78 Dis_loss: 1.42 Cls_loss: N/A Topk: N/A ada_p: 0.2737
[INFO] 2021-10-24 13:19:40 > Step: 812100 Progress: 81.2% Elapsed: 7 days, 23:57:45 Gen_loss: 1.43 Dis_loss: 1.062 Cls_loss: N/A Topk: N/A ada_p: 0.2746
[INFO] 2021-10-24 13:20:43 > Step: 812200 Progress: 81.2% Elapsed: 7 days, 23:58:47 Gen_loss: 1.88 Dis_loss: 1.266 Cls_loss: N/A Topk: N/A ada_p: 0.2753
[INFO] 2021-10-24 13:21:57 > Step: 812300 Progress: 81.2% Elapsed: 8 days, 0:00:01 Gen_loss: 1.292 Dis_loss: 0.8026 Cls_loss: N/A Topk: N/A ada_p: 0.2733
[INFO] 2021-10-24 13:22:59 > Step: 812400 Progress: 81.2% Elapsed: 8 days, 0:01:04 Gen_loss: 0.5259 Dis_loss: 0.9909 Cls_loss: N/A Topk: N/A ada_p: 0.2733
[INFO] 2021-10-24 13:24:02 > Step: 812500 Progress: 81.2% Elapsed: 8 days, 0:02:06 Gen_loss: 1.067 Dis_loss: 0.6232 Cls_loss: N/A Topk: N/A ada_p: 0.2732
[INFO] 2021-10-24 13:25:04 > Step: 812600 Progress: 81.3% Elapsed: 8 days, 0:03:09 Gen_loss: 1.531 Dis_loss: 0.7151 Cls_loss: N/A Topk: N/A ada_p: 0.2744
[INFO] 2021-10-24 13:26:07 > Step: 812700 Progress: 81.3% Elapsed: 8 days, 0:04:11 Gen_loss: 0.9732 Dis_loss: 1.076 Cls_loss: N/A Topk: N/A ada_p: 0.2798
[INFO] 2021-10-24 13:27:09 > Step: 812800 Progress: 81.3% Elapsed: 8 days, 0:05:14 Gen_loss: 1.174 Dis_loss: 1.048 Cls_loss: N/A Topk: N/A ada_p: 0.2778
[INFO] 2021-10-24 13:28:11 > Step: 812900 Progress: 81.3% Elapsed: 8 days, 0:06:16 Gen_loss: 1.652 Dis_loss: 0.7767 Cls_loss: N/A Topk: N/A ada_p: 0.2774
[INFO] 2021-10-24 13:29:14 > Step: 813000 Progress: 81.3% Elapsed: 8 days, 0:07:18 Gen_loss: 1.2 Dis_loss: 0.8538 Cls_loss: N/A Topk: N/A ada_p: 0.2735
[INFO] 2021-10-24 13:30:26 > Step: 813100 Progress: 81.3% Elapsed: 8 days, 0:08:31 Gen_loss: 1.45 Dis_loss: 0.665 Cls_loss: N/A Topk: N/A ada_p: 0.2774
[INFO] 2021-10-24 13:31:29 > Step: 813200 Progress: 81.3% Elapsed: 8 days, 0:09:33 Gen_loss: 1.87 Dis_loss: 0.8858 Cls_loss: N/A Topk: N/A ada_p: 0.2769
[INFO] 2021-10-24 13:32:31 > Step: 813300 Progress: 81.3% Elapsed: 8 days, 0:10:36 Gen_loss: 0.9599 Dis_loss: 0.8263 Cls_loss: N/A Topk: N/A ada_p: 0.2762
[INFO] 2021-10-24 13:33:34 > Step: 813400 Progress: 81.3% Elapsed: 8 days, 0:11:38 Gen_loss: 1.633 Dis_loss: 0.9261 Cls_loss: N/A Topk: N/A ada_p: 0.2773
[INFO] 2021-10-24 13:34:36 > Step: 813500 Progress: 81.3% Elapsed: 8 days, 0:12:41 Gen_loss: 2.525 Dis_loss: 1.298 Cls_loss: N/A Topk: N/A ada_p: 0.2816
[INFO] 2021-10-24 13:35:38 > Step: 813600 Progress: 81.4% Elapsed: 8 days, 0:13:43 Gen_loss: 0.6597 Dis_loss: 0.8402 Cls_loss: N/A Topk: N/A ada_p: 0.277
[INFO] 2021-10-24 13:36:41 > Step: 813700 Progress: 81.4% Elapsed: 8 days, 0:14:46 Gen_loss: 1.684 Dis_loss: 1.038 Cls_loss: N/A Topk: N/A ada_p: 0.2764
[INFO] 2021-10-24 13:37:44 > Step: 813800 Progress: 81.4% Elapsed: 8 days, 0:15:48 Gen_loss: 1.398 Dis_loss: 1.077 Cls_loss: N/A Topk: N/A ada_p: 0.2781
[INFO] 2021-10-24 13:38:56 > Step: 813900 Progress: 81.4% Elapsed: 8 days, 0:17:00 Gen_loss: 0.8422 Dis_loss: 1.515 Cls_loss: N/A Topk: N/A ada_p: 0.2751
[INFO] 2021-10-24 13:39:58 > Step: 814000 Progress: 81.4% Elapsed: 8 days, 0:18:03 Gen_loss: 0.6942 Dis_loss: 1.22 Cls_loss: N/A Topk: N/A ada_p: 0.2761
[INFO] 2021-10-24 13:41:01 > Step: 814100 Progress: 81.4% Elapsed: 8 days, 0:19:06 Gen_loss: 0.9038 Dis_loss: 1.01 Cls_loss: N/A Topk: N/A ada_p: 0.2778
[INFO] 2021-10-24 13:42:04 > Step: 814200 Progress: 81.4% Elapsed: 8 days, 0:20:08 Gen_loss: 1.515 Dis_loss: 0.7963 Cls_loss: N/A Topk: N/A ada_p: 0.2773
[INFO] 2021-10-24 13:43:06 > Step: 814300 Progress: 81.4% Elapsed: 8 days, 0:21:11 Gen_loss: 0.9246 Dis_loss: 0.9875 Cls_loss: N/A Topk: N/A ada_p: 0.278
[INFO] 2021-10-24 13:44:08 > Step: 814400 Progress: 81.4% Elapsed: 8 days, 0:22:13 Gen_loss: 1.234 Dis_loss: 0.5929 Cls_loss: N/A Topk: N/A ada_p: 0.2785
[INFO] 2021-10-24 13:45:11 > Step: 814500 Progress: 81.5% Elapsed: 8 days, 0:23:16 Gen_loss: 1.161 Dis_loss: 0.9037 Cls_loss: N/A Topk: N/A ada_p: 0.2792
[INFO] 2021-10-24 13:46:24 > Step: 814600 Progress: 81.5% Elapsed: 8 days, 0:24:28 Gen_loss: 0.9413 Dis_loss: 0.9547 Cls_loss: N/A Topk: N/A ada_p: 0.2776
[INFO] 2021-10-24 13:47:26 > Step: 814700 Progress: 81.5% Elapsed: 8 days, 0:25:30 Gen_loss: 1.792 Dis_loss: 0.6473 Cls_loss: N/A Topk: N/A ada_p: 0.2802
[INFO] 2021-10-24 13:48:28 > Step: 814800 Progress: 81.5% Elapsed: 8 days, 0:26:33 Gen_loss: 0.8681 Dis_loss: 0.6856 Cls_loss: N/A Topk: N/A ada_p: 0.2797
[INFO] 2021-10-24 13:49:31 > Step: 814900 Progress: 81.5% Elapsed: 8 days, 0:27:35 Gen_loss: 1.049 Dis_loss: 0.923 Cls_loss: N/A Topk: N/A ada_p: 0.2767
[INFO] 2021-10-24 13:50:34 > Step: 815000 Progress: 81.5% Elapsed: 8 days, 0:28:38 Gen_loss: 1.557 Dis_loss: 0.762 Cls_loss: N/A Topk: N/A ada_p: 0.2793
[INFO] 2021-10-24 13:51:36 > Step: 815100 Progress: 81.5% Elapsed: 8 days, 0:29:40 Gen_loss: 1.591 Dis_loss: 0.7496 Cls_loss: N/A Topk: N/A ada_p: 0.277
[INFO] 2021-10-24 13:52:38 > Step: 815200 Progress: 81.5% Elapsed: 8 days, 0:30:43 Gen_loss: 0.9992 Dis_loss: 1.137 Cls_loss: N/A Topk: N/A ada_p: 0.2742
[INFO] 2021-10-24 13:53:41 > Step: 815300 Progress: 81.5% Elapsed: 8 days, 0:31:46 Gen_loss: 1.387 Dis_loss: 0.7967 Cls_loss: N/A Topk: N/A ada_p: 0.2715
[INFO] 2021-10-24 13:54:54 > Step: 815400 Progress: 81.5% Elapsed: 8 days, 0:32:59 Gen_loss: 0.9971 Dis_loss: 1.084 Cls_loss: N/A Topk: N/A ada_p: 0.2692
[INFO] 2021-10-24 13:55:56 > Step: 815500 Progress: 81.5% Elapsed: 8 days, 0:34:01 Gen_loss: 1.845 Dis_loss: 0.9111 Cls_loss: N/A Topk: N/A ada_p: 0.2733
[INFO] 2021-10-24 13:56:59 > Step: 815600 Progress: 81.6% Elapsed: 8 days, 0:35:03 Gen_loss: 1.106 Dis_loss: 0.7926 Cls_loss: N/A Topk: N/A ada_p: 0.2725
[INFO] 2021-10-24 13:58:02 > Step: 815700 Progress: 81.6% Elapsed: 8 days, 0:36:06 Gen_loss: 1.082 Dis_loss: 0.9265 Cls_loss: N/A Topk: N/A ada_p: 0.2775
[INFO] 2021-10-24 13:59:04 > Step: 815800 Progress: 81.6% Elapsed: 8 days, 0:37:09 Gen_loss: 1.646 Dis_loss: 0.8682 Cls_loss: N/A Topk: N/A ada_p: 0.2752
[INFO] 2021-10-24 14:00:06 > Step: 815900 Progress: 81.6% Elapsed: 8 days, 0:38:11 Gen_loss: 1.394 Dis_loss: 0.8643 Cls_loss: N/A Topk: N/A ada_p: 0.2747
[INFO] 2021-10-24 14:01:09 > Step: 816000 Progress: 81.6% Elapsed: 8 days, 0:39:14 Gen_loss: 1.04 Dis_loss: 0.7903 Cls_loss: N/A Topk: N/A ada_p: 0.277
[INFO] 2021-10-24 14:02:12 > Step: 816100 Progress: 81.6% Elapsed: 8 days, 0:40:16 Gen_loss: 1.797 Dis_loss: 1.178 Cls_loss: N/A Topk: N/A ada_p: 0.2764
[INFO] 2021-10-24 14:03:24 > Step: 816200 Progress: 81.6% Elapsed: 8 days, 0:41:29 Gen_loss: 1.221 Dis_loss: 0.5741 Cls_loss: N/A Topk: N/A ada_p: 0.2764
[INFO] 2021-10-24 14:04:26 > Step: 816300 Progress: 81.6% Elapsed: 8 days, 0:42:31 Gen_loss: 0.5349 Dis_loss: 1.037 Cls_loss: N/A Topk: N/A ada_p: 0.2753
[INFO] 2021-10-24 14:05:29 > Step: 816400 Progress: 81.6% Elapsed: 8 days, 0:43:34 Gen_loss: 2.432 Dis_loss: 0.8153 Cls_loss: N/A Topk: N/A ada_p: 0.2753
[INFO] 2021-10-24 14:06:32 > Step: 816500 Progress: 81.7% Elapsed: 8 days, 0:44:37 Gen_loss: 0.7467 Dis_loss: 0.7361 Cls_loss: N/A Topk: N/A ada_p: 0.2734
[INFO] 2021-10-24 14:07:34 > Step: 816600 Progress: 81.7% Elapsed: 8 days, 0:45:39 Gen_loss: 1.457 Dis_loss: 0.8625 Cls_loss: N/A Topk: N/A ada_p: 0.276
[INFO] 2021-10-24 14:08:37 > Step: 816700 Progress: 81.7% Elapsed: 8 days, 0:46:42 Gen_loss: 1.737 Dis_loss: 0.536 Cls_loss: N/A Topk: N/A ada_p: 0.2724
[INFO] 2021-10-24 14:09:40 > Step: 816800 Progress: 81.7% Elapsed: 8 days, 0:47:44 Gen_loss: 1.093 Dis_loss: 0.6553 Cls_loss: N/A Topk: N/A ada_p: 0.2721
[INFO] 2021-10-24 14:10:44 > Step: 816900 Progress: 81.7% Elapsed: 8 days, 0:48:49 Gen_loss: 1.019 Dis_loss: 0.849 Cls_loss: N/A Topk: N/A ada_p: 0.2689
[INFO] 2021-10-24 14:11:57 > Step: 817000 Progress: 81.7% Elapsed: 8 days, 0:50:01 Gen_loss: 1.61 Dis_loss: 0.7507 Cls_loss: N/A Topk: N/A ada_p: 0.2689
[INFO] 2021-10-24 14:13:00 > Step: 817100 Progress: 81.7% Elapsed: 8 days, 0:51:05 Gen_loss: 2.127 Dis_loss: 0.5688 Cls_loss: N/A Topk: N/A ada_p: 0.2717
[INFO] 2021-10-24 14:14:03 > Step: 817200 Progress: 81.7% Elapsed: 8 days, 0:52:08 Gen_loss: 1.235 Dis_loss: 0.7696 Cls_loss: N/A Topk: N/A ada_p: 0.2779
[INFO] 2021-10-24 14:15:06 > Step: 817300 Progress: 81.7% Elapsed: 8 days, 0:53:11 Gen_loss: 1.979 Dis_loss: 0.8921 Cls_loss: N/A Topk: N/A ada_p: 0.2785
[INFO] 2021-10-24 14:16:08 > Step: 817400 Progress: 81.7% Elapsed: 8 days, 0:54:13 Gen_loss: 0.7131 Dis_loss: 1.141 Cls_loss: N/A Topk: N/A ada_p: 0.2762
[INFO] 2021-10-24 14:17:12 > Step: 817500 Progress: 81.8% Elapsed: 8 days, 0:55:16 Gen_loss: 1.467 Dis_loss: 0.8153 Cls_loss: N/A Topk: N/A ada_p: 0.2752
[INFO] 2021-10-24 14:18:14 > Step: 817600 Progress: 81.8% Elapsed: 8 days, 0:56:19 Gen_loss: 0.9915 Dis_loss: 1.081 Cls_loss: N/A Topk: N/A ada_p: 0.2762
[INFO] 2021-10-24 14:19:17 > Step: 817700 Progress: 81.8% Elapsed: 8 days, 0:57:21 Gen_loss: 1.145 Dis_loss: 0.8083 Cls_loss: N/A Topk: N/A ada_p: 0.272
[INFO] 2021-10-24 14:20:29 > Step: 817800 Progress: 81.8% Elapsed: 8 days, 0:58:34 Gen_loss: 1.534 Dis_loss: 0.9396 Cls_loss: N/A Topk: N/A ada_p: 0.2743
[INFO] 2021-10-24 14:21:32 > Step: 817900 Progress: 81.8% Elapsed: 8 days, 0:59:37 Gen_loss: 0.9741 Dis_loss: 0.8598 Cls_loss: N/A Topk: N/A ada_p: 0.2728
[INFO] 2021-10-24 14:22:35 > Step: 818000 Progress: 81.8% Elapsed: 8 days, 1:00:39 Gen_loss: 1.71 Dis_loss: 0.6769 Cls_loss: N/A Topk: N/A ada_p: 0.2728
[INFO] 2021-10-24 14:23:38 > Step: 818100 Progress: 81.8% Elapsed: 8 days, 1:01:42 Gen_loss: 1.46 Dis_loss: 0.683 Cls_loss: N/A Topk: N/A ada_p: 0.2762
[INFO] 2021-10-24 14:24:40 > Step: 818200 Progress: 81.8% Elapsed: 8 days, 1:02:45 Gen_loss: 1.318 Dis_loss: 1.069 Cls_loss: N/A Topk: N/A ada_p: 0.2773
[INFO] 2021-10-24 14:25:44 > Step: 818300 Progress: 81.8% Elapsed: 8 days, 1:03:48 Gen_loss: 1.038 Dis_loss: 0.649 Cls_loss: N/A Topk: N/A ada_p: 0.2824
[INFO] 2021-10-24 14:26:46 > Step: 818400 Progress: 81.8% Elapsed: 8 days, 1:04:51 Gen_loss: 0.7406 Dis_loss: 0.9766 Cls_loss: N/A Topk: N/A ada_p: 0.2775
[INFO] 2021-10-24 14:28:00 > Step: 818500 Progress: 81.8% Elapsed: 8 days, 1:06:04 Gen_loss: 0.9129 Dis_loss: 0.9217 Cls_loss: N/A Topk: N/A ada_p: 0.2792
[INFO] 2021-10-24 14:29:02 > Step: 818600 Progress: 81.9% Elapsed: 8 days, 1:07:06 Gen_loss: 1.288 Dis_loss: 0.7702 Cls_loss: N/A Topk: N/A ada_p: 0.2799
[INFO] 2021-10-24 14:30:04 > Step: 818700 Progress: 81.9% Elapsed: 8 days, 1:08:09 Gen_loss: 1.47 Dis_loss: 1.043 Cls_loss: N/A Topk: N/A ada_p: 0.2784
[INFO] 2021-10-24 14:31:07 > Step: 818800 Progress: 81.9% Elapsed: 8 days, 1:09:11 Gen_loss: 1.509 Dis_loss: 0.6626 Cls_loss: N/A Topk: N/A ada_p: 0.2779
[INFO] 2021-10-24 14:32:09 > Step: 818900 Progress: 81.9% Elapsed: 8 days, 1:10:14 Gen_loss: 1.334 Dis_loss: 1.048 Cls_loss: N/A Topk: N/A ada_p: 0.2757
[INFO] 2021-10-24 14:33:12 > Step: 819000 Progress: 81.9% Elapsed: 8 days, 1:11:17 Gen_loss: 1.258 Dis_loss: 0.9159 Cls_loss: N/A Topk: N/A ada_p: 0.2762
[INFO] 2021-10-24 14:34:15 > Step: 819100 Progress: 81.9% Elapsed: 8 days, 1:12:20 Gen_loss: 1.024 Dis_loss: 0.7609 Cls_loss: N/A Topk: N/A ada_p: 0.2729
[INFO] 2021-10-24 14:35:18 > Step: 819200 Progress: 81.9% Elapsed: 8 days, 1:13:22 Gen_loss: 1.255 Dis_loss: 0.9618 Cls_loss: N/A Topk: N/A ada_p: 0.2737
[INFO] 2021-10-24 14:36:30 > Step: 819300 Progress: 81.9% Elapsed: 8 days, 1:14:35 Gen_loss: 0.8591 Dis_loss: 1.034 Cls_loss: N/A Topk: N/A ada_p: 0.2746
[INFO] 2021-10-24 14:37:33 > Step: 819400 Progress: 81.9% Elapsed: 8 days, 1:15:37 Gen_loss: 1.577 Dis_loss: 0.6852 Cls_loss: N/A Topk: N/A ada_p: 0.2753
[INFO] 2021-10-24 14:38:35 > Step: 819500 Progress: 82.0% Elapsed: 8 days, 1:16:40 Gen_loss: 1.124 Dis_loss: 1.034 Cls_loss: N/A Topk: N/A ada_p: 0.2771
[INFO] 2021-10-24 14:39:38 > Step: 819600 Progress: 82.0% Elapsed: 8 days, 1:17:42 Gen_loss: 1.624 Dis_loss: 0.8786 Cls_loss: N/A Topk: N/A ada_p: 0.2774
[INFO] 2021-10-24 14:40:40 > Step: 819700 Progress: 82.0% Elapsed: 8 days, 1:18:45 Gen_loss: 1.435 Dis_loss: 0.7777 Cls_loss: N/A Topk: N/A ada_p: 0.2755
[INFO] 2021-10-24 14:41:43 > Step: 819800 Progress: 82.0% Elapsed: 8 days, 1:19:48 Gen_loss: 1.506 Dis_loss: 0.7398 Cls_loss: N/A Topk: N/A ada_p: 0.278
[INFO] 2021-10-24 14:42:46 > Step: 819900 Progress: 82.0% Elapsed: 8 days, 1:20:50 Gen_loss: 1.41 Dis_loss: 0.9841 Cls_loss: N/A Topk: N/A ada_p: 0.2762
[INFO] 2021-10-24 14:43:48 > Step: 820000 Progress: 82.0% Elapsed: 8 days, 1:21:53 Gen_loss: 0.4921 Dis_loss: 0.5113 Cls_loss: N/A Topk: N/A ada_p: 0.279
[INFO] 2021-10-24 14:43:48 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 14:43:49 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_820000.png
[INFO] 2021-10-24 14:43:49 > Start Evaluation (820000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-24 14:43:49 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-24 14:49:18 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-24 14:54:56 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-24 15:15:43 > Inception score (Step: 820000, 50000 generated images): 10.513084411621094
[INFO] 2021-10-24 15:15:43 > FID score (Step: 820000, Using train moments): 2.4503162502425084
[INFO] 2021-10-24 15:15:43 > Improved Precision (Step: 820000, Using train images): 0.74326
[INFO] 2021-10-24 15:15:43 > Improved Recall (Step: 820000, Using train images): 0.68562
[INFO] 2021-10-24 15:15:43 > Density (Step: 820000, Using train images): 1.041884
[INFO] 2021-10-24 15:15:43 > Coverage (Step: 820000, Using train images): 0.92806
[INFO] 2021-10-24 15:15:43 > Best FID score (Step: 800000, Using train moments): 2.4292444822737025
[INFO] 2021-10-24 15:15:53 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-24 15:17:11 > Step: 820100 Progress: 82.0% Elapsed: 8 days, 1:55:15 Gen_loss: 1.937 Dis_loss: 0.8218 Cls_loss: N/A Topk: N/A ada_p: 0.2756
[INFO] 2021-10-24 15:18:13 > Step: 820200 Progress: 82.0% Elapsed: 8 days, 1:56:18 Gen_loss: 1.248 Dis_loss: 1.063 Cls_loss: N/A Topk: N/A ada_p: 0.2764
[INFO] 2021-10-24 15:19:16 > Step: 820300 Progress: 82.0% Elapsed: 8 days, 1:57:20 Gen_loss: 1.261 Dis_loss: 0.8876 Cls_loss: N/A Topk: N/A ada_p: 0.2792
[INFO] 2021-10-24 15:20:18 > Step: 820400 Progress: 82.0% Elapsed: 8 days, 1:58:23 Gen_loss: 0.8204 Dis_loss: 0.9815 Cls_loss: N/A Topk: N/A ada_p: 0.2774
[INFO] 2021-10-24 15:21:21 > Step: 820500 Progress: 82.0% Elapsed: 8 days, 1:59:25 Gen_loss: 0.5895 Dis_loss: 1.034 Cls_loss: N/A Topk: N/A ada_p: 0.2796
[INFO] 2021-10-24 15:22:23 > Step: 820600 Progress: 82.1% Elapsed: 8 days, 2:00:28 Gen_loss: 1.726 Dis_loss: 1.367 Cls_loss: N/A Topk: N/A ada_p: 0.2757
[INFO] 2021-10-24 15:23:26 > Step: 820700 Progress: 82.1% Elapsed: 8 days, 2:01:31 Gen_loss: 1.117 Dis_loss: 0.8858 Cls_loss: N/A Topk: N/A ada_p: 0.2732
[INFO] 2021-10-24 15:24:29 > Step: 820800 Progress: 82.1% Elapsed: 8 days, 2:02:33 Gen_loss: 1.395 Dis_loss: 0.9613 Cls_loss: N/A Topk: N/A ada_p: 0.2703
[INFO] 2021-10-24 15:25:42 > Step: 820900 Progress: 82.1% Elapsed: 8 days, 2:03:46 Gen_loss: 1.173 Dis_loss: 0.9323 Cls_loss: N/A Topk: N/A ada_p: 0.2743
[INFO] 2021-10-24 15:26:44 > Step: 821000 Progress: 82.1% Elapsed: 8 days, 2:04:49 Gen_loss: 1.278 Dis_loss: 0.9263 Cls_loss: N/A Topk: N/A ada_p: 0.2741
[INFO] 2021-10-24 15:27:47 > Step: 821100 Progress: 82.1% Elapsed: 8 days, 2:05:52 Gen_loss: 1.452 Dis_loss: 1.435 Cls_loss: N/A Topk: N/A ada_p: 0.2779
[INFO] 2021-10-24 15:28:50 > Step: 821200 Progress: 82.1% Elapsed: 8 days, 2:06:54 Gen_loss: 1.891 Dis_loss: 0.7405 Cls_loss: N/A Topk: N/A ada_p: 0.2781
[INFO] 2021-10-24 15:29:52 > Step: 821300 Progress: 82.1% Elapsed: 8 days, 2:07:57 Gen_loss: 1.132 Dis_loss: 1.252 Cls_loss: N/A Topk: N/A ada_p: 0.2834
[INFO] 2021-10-24 15:30:54 > Step: 821400 Progress: 82.1% Elapsed: 8 days, 2:08:59 Gen_loss: 1.131 Dis_loss: 0.8557 Cls_loss: N/A Topk: N/A ada_p: 0.2829
[INFO] 2021-10-24 15:31:57 > Step: 821500 Progress: 82.2% Elapsed: 8 days, 2:10:01 Gen_loss: 1.049 Dis_loss: 0.961 Cls_loss: N/A Topk: N/A ada_p: 0.2793
[INFO] 2021-10-24 15:32:59 > Step: 821600 Progress: 82.2% Elapsed: 8 days, 2:11:04 Gen_loss: 1.225 Dis_loss: 0.6231 Cls_loss: N/A Topk: N/A ada_p: 0.2742
[INFO] 2021-10-24 15:34:12 > Step: 821700 Progress: 82.2% Elapsed: 8 days, 2:12:16 Gen_loss: 1.616 Dis_loss: 0.8509 Cls_loss: N/A Topk: N/A ada_p: 0.2774
[INFO] 2021-10-24 15:35:15 > Step: 821800 Progress: 82.2% Elapsed: 8 days, 2:13:19 Gen_loss: 1.041 Dis_loss: 1.121 Cls_loss: N/A Topk: N/A ada_p: 0.2769
[INFO] 2021-10-24 15:36:18 > Step: 821900 Progress: 82.2% Elapsed: 8 days, 2:14:22 Gen_loss: 1.117 Dis_loss: 0.8592 Cls_loss: N/A Topk: N/A ada_p: 0.2784
[INFO] 2021-10-24 15:37:20 > Step: 822000 Progress: 82.2% Elapsed: 8 days, 2:15:25 Gen_loss: 0.8737 Dis_loss: 0.6633 Cls_loss: N/A Topk: N/A ada_p: 0.2723
[INFO] 2021-10-24 15:38:23 > Step: 822100 Progress: 82.2% Elapsed: 8 days, 2:16:27 Gen_loss: 1.399 Dis_loss: 1.133 Cls_loss: N/A Topk: N/A ada_p: 0.2752
[INFO] 2021-10-24 15:39:25 > Step: 822200 Progress: 82.2% Elapsed: 8 days, 2:17:30 Gen_loss: 1.311 Dis_loss: 0.9254 Cls_loss: N/A Topk: N/A ada_p: 0.2747
[INFO] 2021-10-24 15:40:28 > Step: 822300 Progress: 82.2% Elapsed: 8 days, 2:18:32 Gen_loss: 1.84 Dis_loss: 1.076 Cls_loss: N/A Topk: N/A ada_p: 0.2775
[INFO] 2021-10-24 15:41:40 > Step: 822400 Progress: 82.2% Elapsed: 8 days, 2:19:45 Gen_loss: 1.401 Dis_loss: 0.77 Cls_loss: N/A Topk: N/A ada_p: 0.2788
[INFO] 2021-10-24 15:42:43 > Step: 822500 Progress: 82.2% Elapsed: 8 days, 2:20:47 Gen_loss: 2.105 Dis_loss: 1.173 Cls_loss: N/A Topk: N/A ada_p: 0.2784
[INFO] 2021-10-24 15:43:45 > Step: 822600 Progress: 82.3% Elapsed: 8 days, 2:21:50 Gen_loss: 1.304 Dis_loss: 0.7835 Cls_loss: N/A Topk: N/A ada_p: 0.2769
[INFO] 2021-10-24 15:44:48 > Step: 822700 Progress: 82.3% Elapsed: 8 days, 2:22:52 Gen_loss: 1.679 Dis_loss: 0.8624 Cls_loss: N/A Topk: N/A ada_p: 0.2733
[INFO] 2021-10-24 15:45:50 > Step: 822800 Progress: 82.3% Elapsed: 8 days, 2:23:55 Gen_loss: 1.381 Dis_loss: 0.8483 Cls_loss: N/A Topk: N/A ada_p: 0.2753
[INFO] 2021-10-24 15:46:53 > Step: 822900 Progress: 82.3% Elapsed: 8 days, 2:24:57 Gen_loss: 1.622 Dis_loss: 0.8232 Cls_loss: N/A Topk: N/A ada_p: 0.276
[INFO] 2021-10-24 15:47:55 > Step: 823000 Progress: 82.3% Elapsed: 8 days, 2:26:00 Gen_loss: 1.43 Dis_loss: 0.737 Cls_loss: N/A Topk: N/A ada_p: 0.2732
[INFO] 2021-10-24 15:48:58 > Step: 823100 Progress: 82.3% Elapsed: 8 days, 2:27:02 Gen_loss: 1.223 Dis_loss: 0.9631 Cls_loss: N/A Topk: N/A ada_p: 0.2726
[INFO] 2021-10-24 15:50:10 > Step: 823200 Progress: 82.3% Elapsed: 8 days, 2:28:15 Gen_loss: 1.41 Dis_loss: 0.6258 Cls_loss: N/A Topk: N/A ada_p: 0.2711
[INFO] 2021-10-24 15:51:13 > Step: 823300 Progress: 82.3% Elapsed: 8 days, 2:29:18 Gen_loss: 1.14 Dis_loss: 0.7134 Cls_loss: N/A Topk: N/A ada_p: 0.2728
[INFO] 2021-10-24 15:52:15 > Step: 823400 Progress: 82.3% Elapsed: 8 days, 2:30:20 Gen_loss: 1.549 Dis_loss: 0.9531 Cls_loss: N/A Topk: N/A ada_p: 0.2743
[INFO] 2021-10-24 15:53:18 > Step: 823500 Progress: 82.3% Elapsed: 8 days, 2:31:23 Gen_loss: 0.7786 Dis_loss: 0.679 Cls_loss: N/A Topk: N/A ada_p: 0.2756
[INFO] 2021-10-24 15:54:20 > Step: 823600 Progress: 82.4% Elapsed: 8 days, 2:32:25 Gen_loss: 1.055 Dis_loss: 0.7925 Cls_loss: N/A Topk: N/A ada_p: 0.2741
[INFO] 2021-10-24 15:55:23 > Step: 823700 Progress: 82.4% Elapsed: 8 days, 2:33:28 Gen_loss: 1.437 Dis_loss: 0.7378 Cls_loss: N/A Topk: N/A ada_p: 0.2752
[INFO] 2021-10-24 15:56:25 > Step: 823800 Progress: 82.4% Elapsed: 8 days, 2:34:30 Gen_loss: 1.139 Dis_loss: 0.7162 Cls_loss: N/A Topk: N/A ada_p: 0.2765
[INFO] 2021-10-24 15:57:28 > Step: 823900 Progress: 82.4% Elapsed: 8 days, 2:35:32 Gen_loss: 1.153 Dis_loss: 0.8241 Cls_loss: N/A Topk: N/A ada_p: 0.2747
[INFO] 2021-10-24 15:58:40 > Step: 824000 Progress: 82.4% Elapsed: 8 days, 2:36:45 Gen_loss: 1.588 Dis_loss: 1.002 Cls_loss: N/A Topk: N/A ada_p: 0.2757
[INFO] 2021-10-24 15:59:43 > Step: 824100 Progress: 82.4% Elapsed: 8 days, 2:37:47 Gen_loss: 0.6969 Dis_loss: 0.7762 Cls_loss: N/A Topk: N/A ada_p: 0.2774
[INFO] 2021-10-24 16:00:45 > Step: 824200 Progress: 82.4% Elapsed: 8 days, 2:38:50 Gen_loss: 0.955 Dis_loss: 1.109 Cls_loss: N/A Topk: N/A ada_p: 0.2771
[INFO] 2021-10-24 16:01:47 > Step: 824300 Progress: 82.4% Elapsed: 8 days, 2:39:52 Gen_loss: 0.7191 Dis_loss: 1.105 Cls_loss: N/A Topk: N/A ada_p: 0.2764
[INFO] 2021-10-24 16:02:50 > Step: 824400 Progress: 82.4% Elapsed: 8 days, 2:40:54 Gen_loss: 1.475 Dis_loss: 0.7844 Cls_loss: N/A Topk: N/A ada_p: 0.2741
[INFO] 2021-10-24 16:03:52 > Step: 824500 Progress: 82.5% Elapsed: 8 days, 2:41:57 Gen_loss: 1.242 Dis_loss: 0.9879 Cls_loss: N/A Topk: N/A ada_p: 0.2757
[INFO] 2021-10-24 16:04:54 > Step: 824600 Progress: 82.5% Elapsed: 8 days, 2:42:59 Gen_loss: 0.821 Dis_loss: 0.8883 Cls_loss: N/A Topk: N/A ada_p: 0.2762
[INFO] 2021-10-24 16:05:57 > Step: 824700 Progress: 82.5% Elapsed: 8 days, 2:44:01 Gen_loss: 1.318 Dis_loss: 0.8156 Cls_loss: N/A Topk: N/A ada_p: 0.2742
[INFO] 2021-10-24 16:07:09 > Step: 824800 Progress: 82.5% Elapsed: 8 days, 2:45:14 Gen_loss: 1.177 Dis_loss: 0.9969 Cls_loss: N/A Topk: N/A ada_p: 0.2749
[INFO] 2021-10-24 16:08:12 > Step: 824900 Progress: 82.5% Elapsed: 8 days, 2:46:16 Gen_loss: 1.598 Dis_loss: 0.8088 Cls_loss: N/A Topk: N/A ada_p: 0.2751
[INFO] 2021-10-24 16:09:14 > Step: 825000 Progress: 82.5% Elapsed: 8 days, 2:47:19 Gen_loss: 1.502 Dis_loss: 0.6498 Cls_loss: N/A Topk: N/A ada_p: 0.2751
[INFO] 2021-10-24 16:10:17 > Step: 825100 Progress: 82.5% Elapsed: 8 days, 2:48:21 Gen_loss: 1.51 Dis_loss: 0.8965 Cls_loss: N/A Topk: N/A ada_p: 0.2735
[INFO] 2021-10-24 16:11:19 > Step: 825200 Progress: 82.5% Elapsed: 8 days, 2:49:24 Gen_loss: 1.769 Dis_loss: 0.8013 Cls_loss: N/A Topk: N/A ada_p: 0.2717
[INFO] 2021-10-24 16:12:22 > Step: 825300 Progress: 82.5% Elapsed: 8 days, 2:50:26 Gen_loss: 0.8729 Dis_loss: 0.7205 Cls_loss: N/A Topk: N/A ada_p: 0.2737
[INFO] 2021-10-24 16:13:24 > Step: 825400 Progress: 82.5% Elapsed: 8 days, 2:51:28 Gen_loss: 1.268 Dis_loss: 0.7921 Cls_loss: N/A Topk: N/A ada_p: 0.2765
[INFO] 2021-10-24 16:14:26 > Step: 825500 Progress: 82.5% Elapsed: 8 days, 2:52:31 Gen_loss: 1.243 Dis_loss: 0.8123 Cls_loss: N/A Topk: N/A ada_p: 0.2796
[INFO] 2021-10-24 16:15:40 > Step: 825600 Progress: 82.6% Elapsed: 8 days, 2:53:44 Gen_loss: 1.046 Dis_loss: 0.8483 Cls_loss: N/A Topk: N/A ada_p: 0.2801
[INFO] 2021-10-24 16:16:43 > Step: 825700 Progress: 82.6% Elapsed: 8 days, 2:54:47 Gen_loss: 1.663 Dis_loss: 1.004 Cls_loss: N/A Topk: N/A ada_p: 0.282
[INFO] 2021-10-24 16:17:45 > Step: 825800 Progress: 82.6% Elapsed: 8 days, 2:55:50 Gen_loss: 1.102 Dis_loss: 0.9063 Cls_loss: N/A Topk: N/A ada_p: 0.2805
[INFO] 2021-10-24 16:18:48 > Step: 825900 Progress: 82.6% Elapsed: 8 days, 2:56:53 Gen_loss: 1.188 Dis_loss: 0.6113 Cls_loss: N/A Topk: N/A ada_p: 0.2807
[INFO] 2021-10-24 16:19:51 > Step: 826000 Progress: 82.6% Elapsed: 8 days, 2:57:55 Gen_loss: 0.699 Dis_loss: 0.8897 Cls_loss: N/A Topk: N/A ada_p: 0.281
[INFO] 2021-10-24 16:20:54 > Step: 826100 Progress: 82.6% Elapsed: 8 days, 2:58:59 Gen_loss: 1.287 Dis_loss: 0.9755 Cls_loss: N/A Topk: N/A ada_p: 0.2849
[INFO] 2021-10-24 16:21:56 > Step: 826200 Progress: 82.6% Elapsed: 8 days, 3:00:01 Gen_loss: 1.754 Dis_loss: 0.9776 Cls_loss: N/A Topk: N/A ada_p: 0.2844
[INFO] 2021-10-24 16:23:09 > Step: 826300 Progress: 82.6% Elapsed: 8 days, 3:01:14 Gen_loss: 1.373 Dis_loss: 0.9309 Cls_loss: N/A Topk: N/A ada_p: 0.2837
[INFO] 2021-10-24 16:24:11 > Step: 826400 Progress: 82.6% Elapsed: 8 days, 3:02:16 Gen_loss: 1.277 Dis_loss: 1.41 Cls_loss: N/A Topk: N/A ada_p: 0.2816
[INFO] 2021-10-24 16:25:15 > Step: 826500 Progress: 82.7% Elapsed: 8 days, 3:03:19 Gen_loss: 2.01 Dis_loss: 0.691 Cls_loss: N/A Topk: N/A ada_p: 0.2789
[INFO] 2021-10-24 16:26:17 > Step: 826600 Progress: 82.7% Elapsed: 8 days, 3:04:22 Gen_loss: 1.977 Dis_loss: 1.101 Cls_loss: N/A Topk: N/A ada_p: 0.2784
[INFO] 2021-10-24 16:27:20 > Step: 826700 Progress: 82.7% Elapsed: 8 days, 3:05:24 Gen_loss: 1.559 Dis_loss: 0.8306 Cls_loss: N/A Topk: N/A ada_p: 0.2792
[INFO] 2021-10-24 16:28:22 > Step: 826800 Progress: 82.7% Elapsed: 8 days, 3:06:27 Gen_loss: 1.397 Dis_loss: 0.8585 Cls_loss: N/A Topk: N/A ada_p: 0.2797
[INFO] 2021-10-24 16:29:25 > Step: 826900 Progress: 82.7% Elapsed: 8 days, 3:07:29 Gen_loss: 1.601 Dis_loss: 0.6974 Cls_loss: N/A Topk: N/A ada_p: 0.2796
[INFO] 2021-10-24 16:30:27 > Step: 827000 Progress: 82.7% Elapsed: 8 days, 3:08:32 Gen_loss: 0.8721 Dis_loss: 0.7811 Cls_loss: N/A Topk: N/A ada_p: 0.278
[INFO] 2021-10-24 16:31:40 > Step: 827100 Progress: 82.7% Elapsed: 8 days, 3:09:44 Gen_loss: 1.241 Dis_loss: 0.996 Cls_loss: N/A Topk: N/A ada_p: 0.2793
[INFO] 2021-10-24 16:32:45 > Step: 827200 Progress: 82.7% Elapsed: 8 days, 3:10:50 Gen_loss: 1.006 Dis_loss: 0.767 Cls_loss: N/A Topk: N/A ada_p: 0.2806
[INFO] 2021-10-24 16:33:48 > Step: 827300 Progress: 82.7% Elapsed: 8 days, 3:11:53 Gen_loss: 0.9198 Dis_loss: 1.327 Cls_loss: N/A Topk: N/A ada_p: 0.2812
[INFO] 2021-10-24 16:34:51 > Step: 827400 Progress: 82.7% Elapsed: 8 days, 3:12:55 Gen_loss: 1.097 Dis_loss: 1.207 Cls_loss: N/A Topk: N/A ada_p: 0.2807
[INFO] 2021-10-24 16:35:54 > Step: 827500 Progress: 82.8% Elapsed: 8 days, 3:13:59 Gen_loss: 0.6348 Dis_loss: 1.116 Cls_loss: N/A Topk: N/A ada_p: 0.2812
[INFO] 2021-10-24 16:36:57 > Step: 827600 Progress: 82.8% Elapsed: 8 days, 3:15:01 Gen_loss: 2.089 Dis_loss: 0.9205 Cls_loss: N/A Topk: N/A ada_p: 0.2805
[INFO] 2021-10-24 16:38:00 > Step: 827700 Progress: 82.8% Elapsed: 8 days, 3:16:05 Gen_loss: 1.481 Dis_loss: 0.9768 Cls_loss: N/A Topk: N/A ada_p: 0.2826
[INFO] 2021-10-24 16:39:03 > Step: 827800 Progress: 82.8% Elapsed: 8 days, 3:17:08 Gen_loss: 1.015 Dis_loss: 0.6129 Cls_loss: N/A Topk: N/A ada_p: 0.2826
[INFO] 2021-10-24 16:40:16 > Step: 827900 Progress: 82.8% Elapsed: 8 days, 3:18:21 Gen_loss: 1.574 Dis_loss: 1.05 Cls_loss: N/A Topk: N/A ada_p: 0.2788
[INFO] 2021-10-24 16:41:18 > Step: 828000 Progress: 82.8% Elapsed: 8 days, 3:19:23 Gen_loss: 1.32 Dis_loss: 0.6756 Cls_loss: N/A Topk: N/A ada_p: 0.2775
[INFO] 2021-10-24 16:42:21 > Step: 828100 Progress: 82.8% Elapsed: 8 days, 3:20:26 Gen_loss: 0.5587 Dis_loss: 0.8303 Cls_loss: N/A Topk: N/A ada_p: 0.2769
[INFO] 2021-10-24 16:43:23 > Step: 828200 Progress: 82.8% Elapsed: 8 days, 3:21:28 Gen_loss: 1.483 Dis_loss: 0.8748 Cls_loss: N/A Topk: N/A ada_p: 0.2794
[INFO] 2021-10-24 16:44:26 > Step: 828300 Progress: 82.8% Elapsed: 8 days, 3:22:30 Gen_loss: 1.247 Dis_loss: 0.8135 Cls_loss: N/A Topk: N/A ada_p: 0.2766
[INFO] 2021-10-24 16:45:28 > Step: 828400 Progress: 82.8% Elapsed: 8 days, 3:23:33 Gen_loss: 1.237 Dis_loss: 0.8378 Cls_loss: N/A Topk: N/A ada_p: 0.2761
[INFO] 2021-10-24 16:46:30 > Step: 828500 Progress: 82.8% Elapsed: 8 days, 3:24:35 Gen_loss: 1.346 Dis_loss: 0.973 Cls_loss: N/A Topk: N/A ada_p: 0.2767
[INFO] 2021-10-24 16:47:33 > Step: 828600 Progress: 82.9% Elapsed: 8 days, 3:25:38 Gen_loss: 1.927 Dis_loss: 0.7213 Cls_loss: N/A Topk: N/A ada_p: 0.2765
[INFO] 2021-10-24 16:48:45 > Step: 828700 Progress: 82.9% Elapsed: 8 days, 3:26:50 Gen_loss: 0.9277 Dis_loss: 0.6384 Cls_loss: N/A Topk: N/A ada_p: 0.2762
[INFO] 2021-10-24 16:49:48 > Step: 828800 Progress: 82.9% Elapsed: 8 days, 3:27:53 Gen_loss: 1.366 Dis_loss: 0.7765 Cls_loss: N/A Topk: N/A ada_p: 0.2767
[INFO] 2021-10-24 16:50:51 > Step: 828900 Progress: 82.9% Elapsed: 8 days, 3:28:55 Gen_loss: 1.559 Dis_loss: 0.7633 Cls_loss: N/A Topk: N/A ada_p: 0.2781
[INFO] 2021-10-24 16:51:53 > Step: 829000 Progress: 82.9% Elapsed: 8 days, 3:29:58 Gen_loss: 0.9666 Dis_loss: 0.8008 Cls_loss: N/A Topk: N/A ada_p: 0.2764
[INFO] 2021-10-24 16:52:55 > Step: 829100 Progress: 82.9% Elapsed: 8 days, 3:31:00 Gen_loss: 1.026 Dis_loss: 1.01 Cls_loss: N/A Topk: N/A ada_p: 0.2735
[INFO] 2021-10-24 16:53:58 > Step: 829200 Progress: 82.9% Elapsed: 8 days, 3:32:02 Gen_loss: 1.254 Dis_loss: 0.8467 Cls_loss: N/A Topk: N/A ada_p: 0.2753
[INFO] 2021-10-24 16:55:00 > Step: 829300 Progress: 82.9% Elapsed: 8 days, 3:33:05 Gen_loss: 1.464 Dis_loss: 1.088 Cls_loss: N/A Topk: N/A ada_p: 0.2752
[INFO] 2021-10-24 16:56:03 > Step: 829400 Progress: 82.9% Elapsed: 8 days, 3:34:07 Gen_loss: 0.8659 Dis_loss: 0.8318 Cls_loss: N/A Topk: N/A ada_p: 0.276
[INFO] 2021-10-24 16:57:15 > Step: 829500 Progress: 83.0% Elapsed: 8 days, 3:35:20 Gen_loss: 1.124 Dis_loss: 1.139 Cls_loss: N/A Topk: N/A ada_p: 0.2747
[INFO] 2021-10-24 16:58:18 > Step: 829600 Progress: 83.0% Elapsed: 8 days, 3:36:22 Gen_loss: 1.636 Dis_loss: 1.023 Cls_loss: N/A Topk: N/A ada_p: 0.276
[INFO] 2021-10-24 16:59:20 > Step: 829700 Progress: 83.0% Elapsed: 8 days, 3:37:25 Gen_loss: 0.8044 Dis_loss: 1.163 Cls_loss: N/A Topk: N/A ada_p: 0.2743
[INFO] 2021-10-24 17:00:23 > Step: 829800 Progress: 83.0% Elapsed: 8 days, 3:38:28 Gen_loss: 1.18 Dis_loss: 0.835 Cls_loss: N/A Topk: N/A ada_p: 0.2756
[INFO] 2021-10-24 17:01:25 > Step: 829900 Progress: 83.0% Elapsed: 8 days, 3:39:30 Gen_loss: 1.454 Dis_loss: 0.8202 Cls_loss: N/A Topk: N/A ada_p: 0.2741
[INFO] 2021-10-24 17:02:28 > Step: 830000 Progress: 83.0% Elapsed: 8 days, 3:40:32 Gen_loss: 2.243 Dis_loss: 1.318 Cls_loss: N/A Topk: N/A ada_p: 0.2743
[INFO] 2021-10-24 17:02:28 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 17:02:28 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_830000.png
[INFO] 2021-10-24 17:02:28 > Start Evaluation (830000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-24 17:02:28 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-24 17:07:58 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-24 17:13:36 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-24 17:35:03 > Inception score (Step: 830000, 50000 generated images): 10.422711372375488
[INFO] 2021-10-24 17:35:03 > FID score (Step: 830000, Using train moments): 2.431679153280868
[INFO] 2021-10-24 17:35:03 > Improved Precision (Step: 830000, Using train images): 0.74952
[INFO] 2021-10-24 17:35:03 > Improved Recall (Step: 830000, Using train images): 0.68178
[INFO] 2021-10-24 17:35:03 > Density (Step: 830000, Using train images): 1.045012
[INFO] 2021-10-24 17:35:03 > Coverage (Step: 830000, Using train images): 0.92844
[INFO] 2021-10-24 17:35:03 > Best FID score (Step: 800000, Using train moments): 2.4292444822737025
[INFO] 2021-10-24 17:35:14 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-24 17:36:15 > Step: 830100 Progress: 83.0% Elapsed: 8 days, 4:14:20 Gen_loss: 1.525 Dis_loss: 0.8587 Cls_loss: N/A Topk: N/A ada_p: 0.2714
[INFO] 2021-10-24 17:37:17 > Step: 830200 Progress: 83.0% Elapsed: 8 days, 4:15:22 Gen_loss: 0.9434 Dis_loss: 0.7775 Cls_loss: N/A Topk: N/A ada_p: 0.2719
[INFO] 2021-10-24 17:38:37 > Step: 830300 Progress: 83.0% Elapsed: 8 days, 4:16:41 Gen_loss: 1.138 Dis_loss: 1.08 Cls_loss: N/A Topk: N/A ada_p: 0.2719
[INFO] 2021-10-24 17:39:39 > Step: 830400 Progress: 83.0% Elapsed: 8 days, 4:17:44 Gen_loss: 1.375 Dis_loss: 1.044 Cls_loss: N/A Topk: N/A ada_p: 0.2734
[INFO] 2021-10-24 17:40:43 > Step: 830500 Progress: 83.0% Elapsed: 8 days, 4:18:47 Gen_loss: 1.298 Dis_loss: 0.9059 Cls_loss: N/A Topk: N/A ada_p: 0.2712
[INFO] 2021-10-24 17:41:45 > Step: 830600 Progress: 83.1% Elapsed: 8 days, 4:19:50 Gen_loss: 1.894 Dis_loss: 0.3616 Cls_loss: N/A Topk: N/A ada_p: 0.2743
[INFO] 2021-10-24 17:42:48 > Step: 830700 Progress: 83.1% Elapsed: 8 days, 4:20:52 Gen_loss: 1.078 Dis_loss: 0.8095 Cls_loss: N/A Topk: N/A ada_p: 0.2761
[INFO] 2021-10-24 17:43:50 > Step: 830800 Progress: 83.1% Elapsed: 8 days, 4:21:55 Gen_loss: 1.41 Dis_loss: 0.969 Cls_loss: N/A Topk: N/A ada_p: 0.2789
[INFO] 2021-10-24 17:44:53 > Step: 830900 Progress: 83.1% Elapsed: 8 days, 4:22:58 Gen_loss: 1.953 Dis_loss: 1.04 Cls_loss: N/A Topk: N/A ada_p: 0.2821
[INFO] 2021-10-24 17:46:06 > Step: 831000 Progress: 83.1% Elapsed: 8 days, 4:24:11 Gen_loss: 1.578 Dis_loss: 0.8601 Cls_loss: N/A Topk: N/A ada_p: 0.2821
[INFO] 2021-10-24 17:47:08 > Step: 831100 Progress: 83.1% Elapsed: 8 days, 4:25:13 Gen_loss: 0.7259 Dis_loss: 0.6279 Cls_loss: N/A Topk: N/A ada_p: 0.2837
[INFO] 2021-10-24 17:48:11 > Step: 831200 Progress: 83.1% Elapsed: 8 days, 4:26:15 Gen_loss: 1.371 Dis_loss: 0.8109 Cls_loss: N/A Topk: N/A ada_p: 0.2842
[INFO] 2021-10-24 17:49:13 > Step: 831300 Progress: 83.1% Elapsed: 8 days, 4:27:18 Gen_loss: 1.089 Dis_loss: 0.9926 Cls_loss: N/A Topk: N/A ada_p: 0.2848
[INFO] 2021-10-24 17:50:16 > Step: 831400 Progress: 83.1% Elapsed: 8 days, 4:28:21 Gen_loss: 1.093 Dis_loss: 1.012 Cls_loss: N/A Topk: N/A ada_p: 0.2802
[INFO] 2021-10-24 17:51:19 > Step: 831500 Progress: 83.2% Elapsed: 8 days, 4:29:24 Gen_loss: 1.233 Dis_loss: 0.8365 Cls_loss: N/A Topk: N/A ada_p: 0.2805
[INFO] 2021-10-24 17:52:22 > Step: 831600 Progress: 83.2% Elapsed: 8 days, 4:30:26 Gen_loss: 1.132 Dis_loss: 0.6692 Cls_loss: N/A Topk: N/A ada_p: 0.2805
[INFO] 2021-10-24 17:53:24 > Step: 831700 Progress: 83.2% Elapsed: 8 days, 4:31:29 Gen_loss: 1.377 Dis_loss: 0.8919 Cls_loss: N/A Topk: N/A ada_p: 0.2819
[INFO] 2021-10-24 17:54:37 > Step: 831800 Progress: 83.2% Elapsed: 8 days, 4:32:41 Gen_loss: 1.514 Dis_loss: 0.8861 Cls_loss: N/A Topk: N/A ada_p: 0.2793
[INFO] 2021-10-24 17:55:39 > Step: 831900 Progress: 83.2% Elapsed: 8 days, 4:33:43 Gen_loss: 0.8427 Dis_loss: 0.7702 Cls_loss: N/A Topk: N/A ada_p: 0.2778
[INFO] 2021-10-24 17:56:41 > Step: 832000 Progress: 83.2% Elapsed: 8 days, 4:34:46 Gen_loss: 1.418 Dis_loss: 0.7415 Cls_loss: N/A Topk: N/A ada_p: 0.2783
[INFO] 2021-10-24 17:57:44 > Step: 832100 Progress: 83.2% Elapsed: 8 days, 4:35:49 Gen_loss: 0.9688 Dis_loss: 0.7325 Cls_loss: N/A Topk: N/A ada_p: 0.282
[INFO] 2021-10-24 17:58:46 > Step: 832200 Progress: 83.2% Elapsed: 8 days, 4:36:51 Gen_loss: 1.56 Dis_loss: 1.153 Cls_loss: N/A Topk: N/A ada_p: 0.2817
[INFO] 2021-10-24 17:59:49 > Step: 832300 Progress: 83.2% Elapsed: 8 days, 4:37:53 Gen_loss: 1.021 Dis_loss: 1.847 Cls_loss: N/A Topk: N/A ada_p: 0.2815
[INFO] 2021-10-24 18:00:51 > Step: 832400 Progress: 83.2% Elapsed: 8 days, 4:38:56 Gen_loss: 1.484 Dis_loss: 1.158 Cls_loss: N/A Topk: N/A ada_p: 0.2794
[INFO] 2021-10-24 18:01:54 > Step: 832500 Progress: 83.2% Elapsed: 8 days, 4:39:59 Gen_loss: 1.6 Dis_loss: 0.884 Cls_loss: N/A Topk: N/A ada_p: 0.279
[INFO] 2021-10-24 18:03:06 > Step: 832600 Progress: 83.3% Elapsed: 8 days, 4:41:11 Gen_loss: 1.466 Dis_loss: 1.19 Cls_loss: N/A Topk: N/A ada_p: 0.2775
[INFO] 2021-10-24 18:04:09 > Step: 832700 Progress: 83.3% Elapsed: 8 days, 4:42:13 Gen_loss: 1.183 Dis_loss: 0.8647 Cls_loss: N/A Topk: N/A ada_p: 0.2788
[INFO] 2021-10-24 18:05:11 > Step: 832800 Progress: 83.3% Elapsed: 8 days, 4:43:16 Gen_loss: 0.995 Dis_loss: 1.639 Cls_loss: N/A Topk: N/A ada_p: 0.2773
[INFO] 2021-10-24 18:06:14 > Step: 832900 Progress: 83.3% Elapsed: 8 days, 4:44:18 Gen_loss: 1.62 Dis_loss: 0.5011 Cls_loss: N/A Topk: N/A ada_p: 0.2781
[INFO] 2021-10-24 18:07:16 > Step: 833000 Progress: 83.3% Elapsed: 8 days, 4:45:21 Gen_loss: 1.466 Dis_loss: 0.774 Cls_loss: N/A Topk: N/A ada_p: 0.2776
[INFO] 2021-10-24 18:08:19 > Step: 833100 Progress: 83.3% Elapsed: 8 days, 4:46:23 Gen_loss: 1.344 Dis_loss: 0.9459 Cls_loss: N/A Topk: N/A ada_p: 0.2781
[INFO] 2021-10-24 18:09:21 > Step: 833200 Progress: 83.3% Elapsed: 8 days, 4:47:26 Gen_loss: 1.379 Dis_loss: 0.8702 Cls_loss: N/A Topk: N/A ada_p: 0.2764
[INFO] 2021-10-24 18:10:24 > Step: 833300 Progress: 83.3% Elapsed: 8 days, 4:48:29 Gen_loss: 1.024 Dis_loss: 0.6294 Cls_loss: N/A Topk: N/A ada_p: 0.2747
[INFO] 2021-10-24 18:11:37 > Step: 833400 Progress: 83.3% Elapsed: 8 days, 4:49:41 Gen_loss: 1.022 Dis_loss: 1.024 Cls_loss: N/A Topk: N/A ada_p: 0.2749
[INFO] 2021-10-24 18:12:39 > Step: 833500 Progress: 83.4% Elapsed: 8 days, 4:50:44 Gen_loss: 2.075 Dis_loss: 0.9324 Cls_loss: N/A Topk: N/A ada_p: 0.2765
[INFO] 2021-10-24 18:13:41 > Step: 833600 Progress: 83.4% Elapsed: 8 days, 4:51:46 Gen_loss: 1.579 Dis_loss: 0.8446 Cls_loss: N/A Topk: N/A ada_p: 0.2796
[INFO] 2021-10-24 18:14:44 > Step: 833700 Progress: 83.4% Elapsed: 8 days, 4:52:49 Gen_loss: 1.325 Dis_loss: 0.8482 Cls_loss: N/A Topk: N/A ada_p: 0.2802
[INFO] 2021-10-24 18:15:47 > Step: 833800 Progress: 83.4% Elapsed: 8 days, 4:53:51 Gen_loss: 1.413 Dis_loss: 0.6642 Cls_loss: N/A Topk: N/A ada_p: 0.2802
[INFO] 2021-10-24 18:16:49 > Step: 833900 Progress: 83.4% Elapsed: 8 days, 4:54:54 Gen_loss: 1.716 Dis_loss: 0.7543 Cls_loss: N/A Topk: N/A ada_p: 0.2807
[INFO] 2021-10-24 18:17:51 > Step: 834000 Progress: 83.4% Elapsed: 8 days, 4:55:56 Gen_loss: 1.065 Dis_loss: 0.8452 Cls_loss: N/A Topk: N/A ada_p: 0.2828
[INFO] 2021-10-24 18:18:54 > Step: 834100 Progress: 83.4% Elapsed: 8 days, 4:56:59 Gen_loss: 0.8288 Dis_loss: 0.9441 Cls_loss: N/A Topk: N/A ada_p: 0.2834
[INFO] 2021-10-24 18:20:06 > Step: 834200 Progress: 83.4% Elapsed: 8 days, 4:58:11 Gen_loss: 1.158 Dis_loss: 0.9723 Cls_loss: N/A Topk: N/A ada_p: 0.2842
[INFO] 2021-10-24 18:21:09 > Step: 834300 Progress: 83.4% Elapsed: 8 days, 4:59:13 Gen_loss: 0.79 Dis_loss: 1.231 Cls_loss: N/A Topk: N/A ada_p: 0.2839
[INFO] 2021-10-24 18:22:12 > Step: 834400 Progress: 83.4% Elapsed: 8 days, 5:00:16 Gen_loss: 1.6 Dis_loss: 0.8881 Cls_loss: N/A Topk: N/A ada_p: 0.2844
[INFO] 2021-10-24 18:23:14 > Step: 834500 Progress: 83.5% Elapsed: 8 days, 5:01:19 Gen_loss: 1.04 Dis_loss: 0.8795 Cls_loss: N/A Topk: N/A ada_p: 0.2825
[INFO] 2021-10-24 18:24:18 > Step: 834600 Progress: 83.5% Elapsed: 8 days, 5:02:22 Gen_loss: 1.583 Dis_loss: 0.996 Cls_loss: N/A Topk: N/A ada_p: 0.2845
[INFO] 2021-10-24 18:25:20 > Step: 834700 Progress: 83.5% Elapsed: 8 days, 5:03:25 Gen_loss: 1.599 Dis_loss: 0.7924 Cls_loss: N/A Topk: N/A ada_p: 0.2843
[INFO] 2021-10-24 18:26:22 > Step: 834800 Progress: 83.5% Elapsed: 8 days, 5:04:27 Gen_loss: 0.9938 Dis_loss: 0.886 Cls_loss: N/A Topk: N/A ada_p: 0.284
[INFO] 2021-10-24 18:27:35 > Step: 834900 Progress: 83.5% Elapsed: 8 days, 5:05:40 Gen_loss: 0.9315 Dis_loss: 1.008 Cls_loss: N/A Topk: N/A ada_p: 0.2798
[INFO] 2021-10-24 18:28:37 > Step: 835000 Progress: 83.5% Elapsed: 8 days, 5:06:42 Gen_loss: 1.12 Dis_loss: 0.9307 Cls_loss: N/A Topk: N/A ada_p: 0.2793
[INFO] 2021-10-24 18:29:40 > Step: 835100 Progress: 83.5% Elapsed: 8 days, 5:07:44 Gen_loss: 1.042 Dis_loss: 0.7212 Cls_loss: N/A Topk: N/A ada_p: 0.2821
[INFO] 2021-10-24 18:30:42 > Step: 835200 Progress: 83.5% Elapsed: 8 days, 5:08:47 Gen_loss: 1.179 Dis_loss: 0.8246 Cls_loss: N/A Topk: N/A ada_p: 0.2816
[INFO] 2021-10-24 18:31:45 > Step: 835300 Progress: 83.5% Elapsed: 8 days, 5:09:49 Gen_loss: 1.241 Dis_loss: 0.8272 Cls_loss: N/A Topk: N/A ada_p: 0.2861
[INFO] 2021-10-24 18:32:47 > Step: 835400 Progress: 83.5% Elapsed: 8 days, 5:10:52 Gen_loss: 0.9655 Dis_loss: 0.6142 Cls_loss: N/A Topk: N/A ada_p: 0.2858
[INFO] 2021-10-24 18:33:51 > Step: 835500 Progress: 83.5% Elapsed: 8 days, 5:11:55 Gen_loss: 1.693 Dis_loss: 0.9089 Cls_loss: N/A Topk: N/A ada_p: 0.2869
[INFO] 2021-10-24 18:34:53 > Step: 835600 Progress: 83.6% Elapsed: 8 days, 5:12:57 Gen_loss: 1.793 Dis_loss: 1.223 Cls_loss: N/A Topk: N/A ada_p: 0.2807
[INFO] 2021-10-24 18:36:06 > Step: 835700 Progress: 83.6% Elapsed: 8 days, 5:14:10 Gen_loss: 1.292 Dis_loss: 0.8985 Cls_loss: N/A Topk: N/A ada_p: 0.2813
[INFO] 2021-10-24 18:37:09 > Step: 835800 Progress: 83.6% Elapsed: 8 days, 5:15:13 Gen_loss: 1.51 Dis_loss: 0.9486 Cls_loss: N/A Topk: N/A ada_p: 0.2806
[INFO] 2021-10-24 18:38:11 > Step: 835900 Progress: 83.6% Elapsed: 8 days, 5:16:16 Gen_loss: 1.209 Dis_loss: 0.7738 Cls_loss: N/A Topk: N/A ada_p: 0.2847
[INFO] 2021-10-24 18:39:15 > Step: 836000 Progress: 83.6% Elapsed: 8 days, 5:17:19 Gen_loss: 0.9903 Dis_loss: 1.014 Cls_loss: N/A Topk: N/A ada_p: 0.2857
[INFO] 2021-10-24 18:40:17 > Step: 836100 Progress: 83.6% Elapsed: 8 days, 5:18:22 Gen_loss: 1.579 Dis_loss: 0.8842 Cls_loss: N/A Topk: N/A ada_p: 0.2843
[INFO] 2021-10-24 18:41:20 > Step: 836200 Progress: 83.6% Elapsed: 8 days, 5:19:25 Gen_loss: 0.5813 Dis_loss: 0.8219 Cls_loss: N/A Topk: N/A ada_p: 0.2851
[INFO] 2021-10-24 18:42:23 > Step: 836300 Progress: 83.6% Elapsed: 8 days, 5:20:27 Gen_loss: 1.52 Dis_loss: 0.7139 Cls_loss: N/A Topk: N/A ada_p: 0.2825
[INFO] 2021-10-24 18:43:26 > Step: 836400 Progress: 83.6% Elapsed: 8 days, 5:21:31 Gen_loss: 1.319 Dis_loss: 0.4701 Cls_loss: N/A Topk: N/A ada_p: 0.2833
[INFO] 2021-10-24 18:44:38 > Step: 836500 Progress: 83.7% Elapsed: 8 days, 5:22:43 Gen_loss: 1.196 Dis_loss: 0.9909 Cls_loss: N/A Topk: N/A ada_p: 0.2801
[INFO] 2021-10-24 18:45:41 > Step: 836600 Progress: 83.7% Elapsed: 8 days, 5:23:45 Gen_loss: 1.499 Dis_loss: 0.8343 Cls_loss: N/A Topk: N/A ada_p: 0.2785
[INFO] 2021-10-24 18:46:43 > Step: 836700 Progress: 83.7% Elapsed: 8 days, 5:24:48 Gen_loss: 1.02 Dis_loss: 0.7281 Cls_loss: N/A Topk: N/A ada_p: 0.2765
[INFO] 2021-10-24 18:47:45 > Step: 836800 Progress: 83.7% Elapsed: 8 days, 5:25:50 Gen_loss: 1.336 Dis_loss: 1.446 Cls_loss: N/A Topk: N/A ada_p: 0.2773
[INFO] 2021-10-24 18:48:48 > Step: 836900 Progress: 83.7% Elapsed: 8 days, 5:26:53 Gen_loss: 1.163 Dis_loss: 0.7913 Cls_loss: N/A Topk: N/A ada_p: 0.2784
[INFO] 2021-10-24 18:49:50 > Step: 837000 Progress: 83.7% Elapsed: 8 days, 5:27:55 Gen_loss: 1.276 Dis_loss: 0.885 Cls_loss: N/A Topk: N/A ada_p: 0.2792
[INFO] 2021-10-24 18:50:53 > Step: 837100 Progress: 83.7% Elapsed: 8 days, 5:28:58 Gen_loss: 1.624 Dis_loss: 0.8481 Cls_loss: N/A Topk: N/A ada_p: 0.2764
[INFO] 2021-10-24 18:51:55 > Step: 837200 Progress: 83.7% Elapsed: 8 days, 5:30:00 Gen_loss: 1.369 Dis_loss: 0.8439 Cls_loss: N/A Topk: N/A ada_p: 0.2758
[INFO] 2021-10-24 18:53:10 > Step: 837300 Progress: 83.7% Elapsed: 8 days, 5:31:15 Gen_loss: 1.517 Dis_loss: 0.8347 Cls_loss: N/A Topk: N/A ada_p: 0.2732
[INFO] 2021-10-24 18:54:13 > Step: 837400 Progress: 83.7% Elapsed: 8 days, 5:32:18 Gen_loss: 1.369 Dis_loss: 0.988 Cls_loss: N/A Topk: N/A ada_p: 0.2696
[INFO] 2021-10-24 18:55:16 > Step: 837500 Progress: 83.8% Elapsed: 8 days, 5:33:21 Gen_loss: 1.096 Dis_loss: 0.8195 Cls_loss: N/A Topk: N/A ada_p: 0.2673
[INFO] 2021-10-24 18:56:18 > Step: 837600 Progress: 83.8% Elapsed: 8 days, 5:34:23 Gen_loss: 1.635 Dis_loss: 1.085 Cls_loss: N/A Topk: N/A ada_p: 0.2685
[INFO] 2021-10-24 18:57:21 > Step: 837700 Progress: 83.8% Elapsed: 8 days, 5:35:26 Gen_loss: 0.9581 Dis_loss: 1.171 Cls_loss: N/A Topk: N/A ada_p: 0.2679
[INFO] 2021-10-24 18:58:24 > Step: 837800 Progress: 83.8% Elapsed: 8 days, 5:36:29 Gen_loss: 1.689 Dis_loss: 0.986 Cls_loss: N/A Topk: N/A ada_p: 0.2682
[INFO] 2021-10-24 18:59:27 > Step: 837900 Progress: 83.8% Elapsed: 8 days, 5:37:32 Gen_loss: 1.278 Dis_loss: 1.251 Cls_loss: N/A Topk: N/A ada_p: 0.2694
[INFO] 2021-10-24 19:00:29 > Step: 838000 Progress: 83.8% Elapsed: 8 days, 5:38:34 Gen_loss: 1.529 Dis_loss: 1.093 Cls_loss: N/A Topk: N/A ada_p: 0.2723
[INFO] 2021-10-24 19:01:42 > Step: 838100 Progress: 83.8% Elapsed: 8 days, 5:39:46 Gen_loss: 1.879 Dis_loss: 0.5887 Cls_loss: N/A Topk: N/A ada_p: 0.2719
[INFO] 2021-10-24 19:02:44 > Step: 838200 Progress: 83.8% Elapsed: 8 days, 5:40:49 Gen_loss: 1.117 Dis_loss: 1.051 Cls_loss: N/A Topk: N/A ada_p: 0.2716
[INFO] 2021-10-24 19:03:47 > Step: 838300 Progress: 83.8% Elapsed: 8 days, 5:41:52 Gen_loss: 1.37 Dis_loss: 0.6804 Cls_loss: N/A Topk: N/A ada_p: 0.2744
[INFO] 2021-10-24 19:04:49 > Step: 838400 Progress: 83.8% Elapsed: 8 days, 5:42:54 Gen_loss: 1.154 Dis_loss: 0.9619 Cls_loss: N/A Topk: N/A ada_p: 0.2765
[INFO] 2021-10-24 19:05:52 > Step: 838500 Progress: 83.9% Elapsed: 8 days, 5:43:57 Gen_loss: 1.43 Dis_loss: 0.4415 Cls_loss: N/A Topk: N/A ada_p: 0.2746
[INFO] 2021-10-24 19:06:54 > Step: 838600 Progress: 83.9% Elapsed: 8 days, 5:44:59 Gen_loss: 1.149 Dis_loss: 1.068 Cls_loss: N/A Topk: N/A ada_p: 0.2753
[INFO] 2021-10-24 19:07:56 > Step: 838700 Progress: 83.9% Elapsed: 8 days, 5:46:01 Gen_loss: 1.041 Dis_loss: 0.9338 Cls_loss: N/A Topk: N/A ada_p: 0.2725
[INFO] 2021-10-24 19:09:09 > Step: 838800 Progress: 83.9% Elapsed: 8 days, 5:47:14 Gen_loss: 2.247 Dis_loss: 0.9699 Cls_loss: N/A Topk: N/A ada_p: 0.2751
[INFO] 2021-10-24 19:10:11 > Step: 838900 Progress: 83.9% Elapsed: 8 days, 5:48:16 Gen_loss: 1.269 Dis_loss: 0.9469 Cls_loss: N/A Topk: N/A ada_p: 0.2747
[INFO] 2021-10-24 19:11:14 > Step: 839000 Progress: 83.9% Elapsed: 8 days, 5:49:18 Gen_loss: 1.668 Dis_loss: 1.201 Cls_loss: N/A Topk: N/A ada_p: 0.2798
[INFO] 2021-10-24 19:12:16 > Step: 839100 Progress: 83.9% Elapsed: 8 days, 5:50:21 Gen_loss: 0.9602 Dis_loss: 0.8287 Cls_loss: N/A Topk: N/A ada_p: 0.2826
[INFO] 2021-10-24 19:13:19 > Step: 839200 Progress: 83.9% Elapsed: 8 days, 5:51:23 Gen_loss: 2.167 Dis_loss: 0.6462 Cls_loss: N/A Topk: N/A ada_p: 0.2798
[INFO] 2021-10-24 19:14:21 > Step: 839300 Progress: 83.9% Elapsed: 8 days, 5:52:26 Gen_loss: 1.314 Dis_loss: 1.266 Cls_loss: N/A Topk: N/A ada_p: 0.2764
[INFO] 2021-10-24 19:15:23 > Step: 839400 Progress: 83.9% Elapsed: 8 days, 5:53:28 Gen_loss: 1.149 Dis_loss: 0.8031 Cls_loss: N/A Topk: N/A ada_p: 0.2794
[INFO] 2021-10-24 19:16:26 > Step: 839500 Progress: 84.0% Elapsed: 8 days, 5:54:30 Gen_loss: 1.168 Dis_loss: 0.6575 Cls_loss: N/A Topk: N/A ada_p: 0.281
[INFO] 2021-10-24 19:17:38 > Step: 839600 Progress: 84.0% Elapsed: 8 days, 5:55:43 Gen_loss: 0.6074 Dis_loss: 1.261 Cls_loss: N/A Topk: N/A ada_p: 0.2817
[INFO] 2021-10-24 19:18:41 > Step: 839700 Progress: 84.0% Elapsed: 8 days, 5:56:45 Gen_loss: 1.342 Dis_loss: 1.203 Cls_loss: N/A Topk: N/A ada_p: 0.2811
[INFO] 2021-10-24 19:19:43 > Step: 839800 Progress: 84.0% Elapsed: 8 days, 5:57:47 Gen_loss: 1.849 Dis_loss: 1.024 Cls_loss: N/A Topk: N/A ada_p: 0.2793
[INFO] 2021-10-24 19:20:45 > Step: 839900 Progress: 84.0% Elapsed: 8 days, 5:58:50 Gen_loss: 1.333 Dis_loss: 1.014 Cls_loss: N/A Topk: N/A ada_p: 0.2752
[INFO] 2021-10-24 19:21:47 > Step: 840000 Progress: 84.0% Elapsed: 8 days, 5:59:52 Gen_loss: 1.246 Dis_loss: 1.078 Cls_loss: N/A Topk: N/A ada_p: 0.2773
[INFO] 2021-10-24 19:21:48 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 19:21:48 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_840000.png
[INFO] 2021-10-24 19:21:48 > Start Evaluation (840000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-24 19:21:48 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-24 19:27:18 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-24 19:32:54 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-24 19:54:13 > Inception score (Step: 840000, 50000 generated images): 10.48216438293457
[INFO] 2021-10-24 19:54:13 > FID score (Step: 840000, Using train moments): 2.4275574582986224
[INFO] 2021-10-24 19:54:13 > Improved Precision (Step: 840000, Using train images): 0.74648
[INFO] 2021-10-24 19:54:13 > Improved Recall (Step: 840000, Using train images): 0.68104
[INFO] 2021-10-24 19:54:13 > Density (Step: 840000, Using train images): 1.062292
[INFO] 2021-10-24 19:54:13 > Coverage (Step: 840000, Using train images): 0.9305
[INFO] 2021-10-24 19:54:13 > Best FID score (Step: 840000, Using train moments): 2.4275574582986224
[INFO] 2021-10-24 19:54:34 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-24 19:55:35 > Step: 840100 Progress: 84.0% Elapsed: 8 days, 6:33:40 Gen_loss: 1.998 Dis_loss: 0.5545 Cls_loss: N/A Topk: N/A ada_p: 0.2792
[INFO] 2021-10-24 19:56:38 > Step: 840200 Progress: 84.0% Elapsed: 8 days, 6:34:42 Gen_loss: 1.306 Dis_loss: 0.6536 Cls_loss: N/A Topk: N/A ada_p: 0.2746
[INFO] 2021-10-24 19:57:40 > Step: 840300 Progress: 84.0% Elapsed: 8 days, 6:35:45 Gen_loss: 1.32 Dis_loss: 0.8501 Cls_loss: N/A Topk: N/A ada_p: 0.2753
[INFO] 2021-10-24 19:58:59 > Step: 840400 Progress: 84.0% Elapsed: 8 days, 6:37:03 Gen_loss: 1.149 Dis_loss: 0.8152 Cls_loss: N/A Topk: N/A ada_p: 0.2776
[INFO] 2021-10-24 20:00:01 > Step: 840500 Progress: 84.0% Elapsed: 8 days, 6:38:06 Gen_loss: 1.418 Dis_loss: 0.9026 Cls_loss: N/A Topk: N/A ada_p: 0.2773
[INFO] 2021-10-24 20:01:03 > Step: 840600 Progress: 84.1% Elapsed: 8 days, 6:39:08 Gen_loss: 1.147 Dis_loss: 0.7517 Cls_loss: N/A Topk: N/A ada_p: 0.2726
[INFO] 2021-10-24 20:02:06 > Step: 840700 Progress: 84.1% Elapsed: 8 days, 6:40:10 Gen_loss: 1.713 Dis_loss: 1.066 Cls_loss: N/A Topk: N/A ada_p: 0.2709
[INFO] 2021-10-24 20:03:08 > Step: 840800 Progress: 84.1% Elapsed: 8 days, 6:41:13 Gen_loss: 1.685 Dis_loss: 1.112 Cls_loss: N/A Topk: N/A ada_p: 0.2711
[INFO] 2021-10-24 20:04:10 > Step: 840900 Progress: 84.1% Elapsed: 8 days, 6:42:15 Gen_loss: 0.8332 Dis_loss: 1.123 Cls_loss: N/A Topk: N/A ada_p: 0.2738
[INFO] 2021-10-24 20:05:13 > Step: 841000 Progress: 84.1% Elapsed: 8 days, 6:43:17 Gen_loss: 1.473 Dis_loss: 0.8827 Cls_loss: N/A Topk: N/A ada_p: 0.2753
[INFO] 2021-10-24 20:06:15 > Step: 841100 Progress: 84.1% Elapsed: 8 days, 6:44:19 Gen_loss: 0.8786 Dis_loss: 0.8949 Cls_loss: N/A Topk: N/A ada_p: 0.2761
[INFO] 2021-10-24 20:07:27 > Step: 841200 Progress: 84.1% Elapsed: 8 days, 6:45:32 Gen_loss: 0.4475 Dis_loss: 1.286 Cls_loss: N/A Topk: N/A ada_p: 0.2776
[INFO] 2021-10-24 20:08:30 > Step: 841300 Progress: 84.1% Elapsed: 8 days, 6:46:35 Gen_loss: 1.624 Dis_loss: 0.8829 Cls_loss: N/A Topk: N/A ada_p: 0.2737
[INFO] 2021-10-24 20:09:33 > Step: 841400 Progress: 84.1% Elapsed: 8 days, 6:47:37 Gen_loss: 1.311 Dis_loss: 0.8942 Cls_loss: N/A Topk: N/A ada_p: 0.2773
[INFO] 2021-10-24 20:10:36 > Step: 841500 Progress: 84.2% Elapsed: 8 days, 6:48:41 Gen_loss: 1.55 Dis_loss: 0.9252 Cls_loss: N/A Topk: N/A ada_p: 0.2801
[INFO] 2021-10-24 20:11:38 > Step: 841600 Progress: 84.2% Elapsed: 8 days, 6:49:43 Gen_loss: 1.531 Dis_loss: 0.9556 Cls_loss: N/A Topk: N/A ada_p: 0.2801
[INFO] 2021-10-24 20:12:41 > Step: 841700 Progress: 84.2% Elapsed: 8 days, 6:50:45 Gen_loss: 0.818 Dis_loss: 0.8962 Cls_loss: N/A Topk: N/A ada_p: 0.2792
[INFO] 2021-10-24 20:13:43 > Step: 841800 Progress: 84.2% Elapsed: 8 days, 6:51:48 Gen_loss: 1.329 Dis_loss: 1.073 Cls_loss: N/A Topk: N/A ada_p: 0.2774
[INFO] 2021-10-24 20:14:45 > Step: 841900 Progress: 84.2% Elapsed: 8 days, 6:52:50 Gen_loss: 1.823 Dis_loss: 0.7298 Cls_loss: N/A Topk: N/A ada_p: 0.2771
[INFO] 2021-10-24 20:15:57 > Step: 842000 Progress: 84.2% Elapsed: 8 days, 6:54:02 Gen_loss: 1.107 Dis_loss: 0.6253 Cls_loss: N/A Topk: N/A ada_p: 0.2748
[INFO] 2021-10-24 20:17:00 > Step: 842100 Progress: 84.2% Elapsed: 8 days, 6:55:05 Gen_loss: 1.074 Dis_loss: 0.8424 Cls_loss: N/A Topk: N/A ada_p: 0.2757
[INFO] 2021-10-24 20:18:03 > Step: 842200 Progress: 84.2% Elapsed: 8 days, 6:56:07 Gen_loss: 1.529 Dis_loss: 0.8206 Cls_loss: N/A Topk: N/A ada_p: 0.276
[INFO] 2021-10-24 20:19:05 > Step: 842300 Progress: 84.2% Elapsed: 8 days, 6:57:09 Gen_loss: 1.489 Dis_loss: 1.063 Cls_loss: N/A Topk: N/A ada_p: 0.2742
[INFO] 2021-10-24 20:20:07 > Step: 842400 Progress: 84.2% Elapsed: 8 days, 6:58:12 Gen_loss: 0.9002 Dis_loss: 0.9662 Cls_loss: N/A Topk: N/A ada_p: 0.2747
[INFO] 2021-10-24 20:21:10 > Step: 842500 Progress: 84.2% Elapsed: 8 days, 6:59:14 Gen_loss: 1.195 Dis_loss: 1.146 Cls_loss: N/A Topk: N/A ada_p: 0.2784
[INFO] 2021-10-24 20:22:12 > Step: 842600 Progress: 84.3% Elapsed: 8 days, 7:00:16 Gen_loss: 1.276 Dis_loss: 1.077 Cls_loss: N/A Topk: N/A ada_p: 0.2784
[INFO] 2021-10-24 20:23:24 > Step: 842700 Progress: 84.3% Elapsed: 8 days, 7:01:29 Gen_loss: 1.302 Dis_loss: 0.4632 Cls_loss: N/A Topk: N/A ada_p: 0.2746
[INFO] 2021-10-24 20:24:26 > Step: 842800 Progress: 84.3% Elapsed: 8 days, 7:02:30 Gen_loss: 2.624 Dis_loss: 1.489 Cls_loss: N/A Topk: N/A ada_p: 0.2764
[INFO] 2021-10-24 20:25:28 > Step: 842900 Progress: 84.3% Elapsed: 8 days, 7:03:33 Gen_loss: 1.112 Dis_loss: 1.051 Cls_loss: N/A Topk: N/A ada_p: 0.2744
[INFO] 2021-10-24 20:26:31 > Step: 843000 Progress: 84.3% Elapsed: 8 days, 7:04:35 Gen_loss: 1.235 Dis_loss: 0.7823 Cls_loss: N/A Topk: N/A ada_p: 0.2742
[INFO] 2021-10-24 20:27:33 > Step: 843100 Progress: 84.3% Elapsed: 8 days, 7:05:38 Gen_loss: 1.355 Dis_loss: 1.238 Cls_loss: N/A Topk: N/A ada_p: 0.2747
[INFO] 2021-10-24 20:28:35 > Step: 843200 Progress: 84.3% Elapsed: 8 days, 7:06:40 Gen_loss: 1.53 Dis_loss: 0.7898 Cls_loss: N/A Topk: N/A ada_p: 0.2744
[INFO] 2021-10-24 20:29:38 > Step: 843300 Progress: 84.3% Elapsed: 8 days, 7:07:42 Gen_loss: 1.101 Dis_loss: 0.8843 Cls_loss: N/A Topk: N/A ada_p: 0.2741
[INFO] 2021-10-24 20:30:40 > Step: 843400 Progress: 84.3% Elapsed: 8 days, 7:08:45 Gen_loss: 1.272 Dis_loss: 0.8517 Cls_loss: N/A Topk: N/A ada_p: 0.2781
[INFO] 2021-10-24 20:31:52 > Step: 843500 Progress: 84.4% Elapsed: 8 days, 7:09:57 Gen_loss: 1.389 Dis_loss: 0.6813 Cls_loss: N/A Topk: N/A ada_p: 0.2776
[INFO] 2021-10-24 20:32:54 > Step: 843600 Progress: 84.4% Elapsed: 8 days, 7:10:59 Gen_loss: 1.205 Dis_loss: 1.206 Cls_loss: N/A Topk: N/A ada_p: 0.2792
[INFO] 2021-10-24 20:33:57 > Step: 843700 Progress: 84.4% Elapsed: 8 days, 7:12:02 Gen_loss: 1.562 Dis_loss: 1.147 Cls_loss: N/A Topk: N/A ada_p: 0.2798
[INFO] 2021-10-24 20:34:59 > Step: 843800 Progress: 84.4% Elapsed: 8 days, 7:13:04 Gen_loss: 1.544 Dis_loss: 1.03 Cls_loss: N/A Topk: N/A ada_p: 0.2752
[INFO] 2021-10-24 20:36:02 > Step: 843900 Progress: 84.4% Elapsed: 8 days, 7:14:06 Gen_loss: 2.548 Dis_loss: 1.17 Cls_loss: N/A Topk: N/A ada_p: 0.2726
[INFO] 2021-10-24 20:37:04 > Step: 844000 Progress: 84.4% Elapsed: 8 days, 7:15:09 Gen_loss: 1.281 Dis_loss: 0.601 Cls_loss: N/A Topk: N/A ada_p: 0.2693
[INFO] 2021-10-24 20:38:06 > Step: 844100 Progress: 84.4% Elapsed: 8 days, 7:16:11 Gen_loss: 0.9617 Dis_loss: 0.7431 Cls_loss: N/A Topk: N/A ada_p: 0.272
[INFO] 2021-10-24 20:39:09 > Step: 844200 Progress: 84.4% Elapsed: 8 days, 7:17:14 Gen_loss: 1.944 Dis_loss: 1.01 Cls_loss: N/A Topk: N/A ada_p: 0.2725
[INFO] 2021-10-24 20:40:22 > Step: 844300 Progress: 84.4% Elapsed: 8 days, 7:18:26 Gen_loss: 1.143 Dis_loss: 1.055 Cls_loss: N/A Topk: N/A ada_p: 0.2712
[INFO] 2021-10-24 20:41:25 > Step: 844400 Progress: 84.4% Elapsed: 8 days, 7:19:29 Gen_loss: 1.641 Dis_loss: 0.7734 Cls_loss: N/A Topk: N/A ada_p: 0.2753
[INFO] 2021-10-24 20:42:28 > Step: 844500 Progress: 84.5% Elapsed: 8 days, 7:20:33 Gen_loss: 1.858 Dis_loss: 0.9086 Cls_loss: N/A Topk: N/A ada_p: 0.2737
[INFO] 2021-10-24 20:43:30 > Step: 844600 Progress: 84.5% Elapsed: 8 days, 7:21:35 Gen_loss: 1.136 Dis_loss: 0.7428 Cls_loss: N/A Topk: N/A ada_p: 0.2678
[INFO] 2021-10-24 20:44:33 > Step: 844700 Progress: 84.5% Elapsed: 8 days, 7:22:38 Gen_loss: 1.794 Dis_loss: 0.8809 Cls_loss: N/A Topk: N/A ada_p: 0.2696
[INFO] 2021-10-24 20:45:36 > Step: 844800 Progress: 84.5% Elapsed: 8 days, 7:23:40 Gen_loss: 2.25 Dis_loss: 0.7311 Cls_loss: N/A Topk: N/A ada_p: 0.2703
[INFO] 2021-10-24 20:46:39 > Step: 844900 Progress: 84.5% Elapsed: 8 days, 7:24:43 Gen_loss: 1.719 Dis_loss: 0.8393 Cls_loss: N/A Topk: N/A ada_p: 0.2702
[INFO] 2021-10-24 20:47:41 > Step: 845000 Progress: 84.5% Elapsed: 8 days, 7:25:45 Gen_loss: 1.541 Dis_loss: 1.55 Cls_loss: N/A Topk: N/A ada_p: 0.2697
[INFO] 2021-10-24 20:48:53 > Step: 845100 Progress: 84.5% Elapsed: 8 days, 7:26:58 Gen_loss: 1.909 Dis_loss: 0.9824 Cls_loss: N/A Topk: N/A ada_p: 0.2705
[INFO] 2021-10-24 20:49:56 > Step: 845200 Progress: 84.5% Elapsed: 8 days, 7:28:01 Gen_loss: 1.265 Dis_loss: 0.8211 Cls_loss: N/A Topk: N/A ada_p: 0.2712
[INFO] 2021-10-24 20:50:59 > Step: 845300 Progress: 84.5% Elapsed: 8 days, 7:29:03 Gen_loss: 1.859 Dis_loss: 1.138 Cls_loss: N/A Topk: N/A ada_p: 0.2698
[INFO] 2021-10-24 20:52:01 > Step: 845400 Progress: 84.5% Elapsed: 8 days, 7:30:06 Gen_loss: 1.414 Dis_loss: 1.087 Cls_loss: N/A Topk: N/A ada_p: 0.2737
[INFO] 2021-10-24 20:53:03 > Step: 845500 Progress: 84.5% Elapsed: 8 days, 7:31:08 Gen_loss: 1.259 Dis_loss: 0.9662 Cls_loss: N/A Topk: N/A ada_p: 0.2757
[INFO] 2021-10-24 20:54:06 > Step: 845600 Progress: 84.6% Elapsed: 8 days, 7:32:10 Gen_loss: 1.275 Dis_loss: 0.4131 Cls_loss: N/A Topk: N/A ada_p: 0.2765
[INFO] 2021-10-24 20:55:08 > Step: 845700 Progress: 84.6% Elapsed: 8 days, 7:33:13 Gen_loss: 0.6676 Dis_loss: 1.278 Cls_loss: N/A Topk: N/A ada_p: 0.2758
[INFO] 2021-10-24 20:56:12 > Step: 845800 Progress: 84.6% Elapsed: 8 days, 7:34:16 Gen_loss: 1.234 Dis_loss: 0.7824 Cls_loss: N/A Topk: N/A ada_p: 0.2741
[INFO] 2021-10-24 20:57:24 > Step: 845900 Progress: 84.6% Elapsed: 8 days, 7:35:29 Gen_loss: 0.9755 Dis_loss: 0.7815 Cls_loss: N/A Topk: N/A ada_p: 0.2735
[INFO] 2021-10-24 20:58:26 > Step: 846000 Progress: 84.6% Elapsed: 8 days, 7:36:31 Gen_loss: 1.084 Dis_loss: 0.7148 Cls_loss: N/A Topk: N/A ada_p: 0.2743
[INFO] 2021-10-24 20:59:29 > Step: 846100 Progress: 84.6% Elapsed: 8 days, 7:37:34 Gen_loss: 1.414 Dis_loss: 1.043 Cls_loss: N/A Topk: N/A ada_p: 0.2726
[INFO] 2021-10-24 21:00:32 > Step: 846200 Progress: 84.6% Elapsed: 8 days, 7:38:37 Gen_loss: 1.706 Dis_loss: 1.179 Cls_loss: N/A Topk: N/A ada_p: 0.2737
[INFO] 2021-10-24 21:01:35 > Step: 846300 Progress: 84.6% Elapsed: 8 days, 7:39:39 Gen_loss: 1.605 Dis_loss: 1.191 Cls_loss: N/A Topk: N/A ada_p: 0.2719
[INFO] 2021-10-24 21:02:37 > Step: 846400 Progress: 84.6% Elapsed: 8 days, 7:40:42 Gen_loss: 1.177 Dis_loss: 0.8113 Cls_loss: N/A Topk: N/A ada_p: 0.2749
[INFO] 2021-10-24 21:03:39 > Step: 846500 Progress: 84.7% Elapsed: 8 days, 7:41:44 Gen_loss: 1.39 Dis_loss: 1.135 Cls_loss: N/A Topk: N/A ada_p: 0.2766
[INFO] 2021-10-24 21:04:41 > Step: 846600 Progress: 84.7% Elapsed: 8 days, 7:42:46 Gen_loss: 1.765 Dis_loss: 1.084 Cls_loss: N/A Topk: N/A ada_p: 0.2787
[INFO] 2021-10-24 21:05:53 > Step: 846700 Progress: 84.7% Elapsed: 8 days, 7:43:58 Gen_loss: 1.133 Dis_loss: 1.076 Cls_loss: N/A Topk: N/A ada_p: 0.2776
[INFO] 2021-10-24 21:06:57 > Step: 846800 Progress: 84.7% Elapsed: 8 days, 7:45:01 Gen_loss: 0.9358 Dis_loss: 0.9439 Cls_loss: N/A Topk: N/A ada_p: 0.2794
[INFO] 2021-10-24 21:07:59 > Step: 846900 Progress: 84.7% Elapsed: 8 days, 7:46:04 Gen_loss: 1.176 Dis_loss: 0.7721 Cls_loss: N/A Topk: N/A ada_p: 0.2801
[INFO] 2021-10-24 21:09:02 > Step: 847000 Progress: 84.7% Elapsed: 8 days, 7:47:06 Gen_loss: 1.637 Dis_loss: 0.7668 Cls_loss: N/A Topk: N/A ada_p: 0.2798
[INFO] 2021-10-24 21:10:05 > Step: 847100 Progress: 84.7% Elapsed: 8 days, 7:48:09 Gen_loss: 0.9328 Dis_loss: 0.7843 Cls_loss: N/A Topk: N/A ada_p: 0.2849
[INFO] 2021-10-24 21:11:07 > Step: 847200 Progress: 84.7% Elapsed: 8 days, 7:49:11 Gen_loss: 1.193 Dis_loss: 0.6732 Cls_loss: N/A Topk: N/A ada_p: 0.2837
[INFO] 2021-10-24 21:12:09 > Step: 847300 Progress: 84.7% Elapsed: 8 days, 7:50:14 Gen_loss: 1.512 Dis_loss: 1.057 Cls_loss: N/A Topk: N/A ada_p: 0.2817
[INFO] 2021-10-24 21:13:22 > Step: 847400 Progress: 84.7% Elapsed: 8 days, 7:51:26 Gen_loss: 1.093 Dis_loss: 0.8934 Cls_loss: N/A Topk: N/A ada_p: 0.2799
[INFO] 2021-10-24 21:14:23 > Step: 847500 Progress: 84.8% Elapsed: 8 days, 7:52:28 Gen_loss: 1.235 Dis_loss: 0.8228 Cls_loss: N/A Topk: N/A ada_p: 0.2805
[INFO] 2021-10-24 21:15:26 > Step: 847600 Progress: 84.8% Elapsed: 8 days, 7:53:30 Gen_loss: 0.9523 Dis_loss: 0.9781 Cls_loss: N/A Topk: N/A ada_p: 0.2794
[INFO] 2021-10-24 21:16:28 > Step: 847700 Progress: 84.8% Elapsed: 8 days, 7:54:33 Gen_loss: 1.433 Dis_loss: 0.8614 Cls_loss: N/A Topk: N/A ada_p: 0.279
[INFO] 2021-10-24 21:17:30 > Step: 847800 Progress: 84.8% Elapsed: 8 days, 7:55:35 Gen_loss: 1.483 Dis_loss: 1.021 Cls_loss: N/A Topk: N/A ada_p: 0.2788
[INFO] 2021-10-24 21:18:33 > Step: 847900 Progress: 84.8% Elapsed: 8 days, 7:56:37 Gen_loss: 1.051 Dis_loss: 0.9748 Cls_loss: N/A Topk: N/A ada_p: 0.2819
[INFO] 2021-10-24 21:19:35 > Step: 848000 Progress: 84.8% Elapsed: 8 days, 7:57:39 Gen_loss: 2.426 Dis_loss: 1.012 Cls_loss: N/A Topk: N/A ada_p: 0.2813
[INFO] 2021-10-24 21:20:37 > Step: 848100 Progress: 84.8% Elapsed: 8 days, 7:58:42 Gen_loss: 1.113 Dis_loss: 0.79 Cls_loss: N/A Topk: N/A ada_p: 0.284
[INFO] 2021-10-24 21:21:49 > Step: 848200 Progress: 84.8% Elapsed: 8 days, 7:59:54 Gen_loss: 1.196 Dis_loss: 1.224 Cls_loss: N/A Topk: N/A ada_p: 0.2822
[INFO] 2021-10-24 21:22:52 > Step: 848300 Progress: 84.8% Elapsed: 8 days, 8:00:56 Gen_loss: 0.8945 Dis_loss: 0.9614 Cls_loss: N/A Topk: N/A ada_p: 0.281
[INFO] 2021-10-24 21:23:54 > Step: 848400 Progress: 84.8% Elapsed: 8 days, 8:01:59 Gen_loss: 1.128 Dis_loss: 1.039 Cls_loss: N/A Topk: N/A ada_p: 0.2781
[INFO] 2021-10-24 21:24:56 > Step: 848500 Progress: 84.9% Elapsed: 8 days, 8:03:01 Gen_loss: 1.201 Dis_loss: 1.055 Cls_loss: N/A Topk: N/A ada_p: 0.2747
[INFO] 2021-10-24 21:25:59 > Step: 848600 Progress: 84.9% Elapsed: 8 days, 8:04:03 Gen_loss: 1.184 Dis_loss: 1.237 Cls_loss: N/A Topk: N/A ada_p: 0.2752
[INFO] 2021-10-24 21:27:01 > Step: 848700 Progress: 84.9% Elapsed: 8 days, 8:05:06 Gen_loss: 1.66 Dis_loss: 0.5704 Cls_loss: N/A Topk: N/A ada_p: 0.2765
[INFO] 2021-10-24 21:28:03 > Step: 848800 Progress: 84.9% Elapsed: 8 days, 8:06:08 Gen_loss: 1.181 Dis_loss: 0.7718 Cls_loss: N/A Topk: N/A ada_p: 0.2803
[INFO] 2021-10-24 21:29:06 > Step: 848900 Progress: 84.9% Elapsed: 8 days, 8:07:10 Gen_loss: 1.27 Dis_loss: 0.7226 Cls_loss: N/A Topk: N/A ada_p: 0.2815
[INFO] 2021-10-24 21:30:18 > Step: 849000 Progress: 84.9% Elapsed: 8 days, 8:08:23 Gen_loss: 1.485 Dis_loss: 0.6909 Cls_loss: N/A Topk: N/A ada_p: 0.282
[INFO] 2021-10-24 21:31:20 > Step: 849100 Progress: 84.9% Elapsed: 8 days, 8:09:25 Gen_loss: 1.752 Dis_loss: 1.288 Cls_loss: N/A Topk: N/A ada_p: 0.2835
[INFO] 2021-10-24 21:32:22 > Step: 849200 Progress: 84.9% Elapsed: 8 days, 8:10:27 Gen_loss: 1.426 Dis_loss: 0.8666 Cls_loss: N/A Topk: N/A ada_p: 0.281
[INFO] 2021-10-24 21:33:25 > Step: 849300 Progress: 84.9% Elapsed: 8 days, 8:11:30 Gen_loss: 1.882 Dis_loss: 0.7376 Cls_loss: N/A Topk: N/A ada_p: 0.2831
[INFO] 2021-10-24 21:34:30 > Step: 849400 Progress: 84.9% Elapsed: 8 days, 8:12:35 Gen_loss: 0.7375 Dis_loss: 0.8511 Cls_loss: N/A Topk: N/A ada_p: 0.2816
[INFO] 2021-10-24 21:35:32 > Step: 849500 Progress: 85.0% Elapsed: 8 days, 8:13:37 Gen_loss: 1.154 Dis_loss: 0.7714 Cls_loss: N/A Topk: N/A ada_p: 0.2798
[INFO] 2021-10-24 21:36:34 > Step: 849600 Progress: 85.0% Elapsed: 8 days, 8:14:39 Gen_loss: 1.33 Dis_loss: 0.7548 Cls_loss: N/A Topk: N/A ada_p: 0.2798
[INFO] 2021-10-24 21:37:37 > Step: 849700 Progress: 85.0% Elapsed: 8 days, 8:15:41 Gen_loss: 1.588 Dis_loss: 0.8464 Cls_loss: N/A Topk: N/A ada_p: 0.2784
[INFO] 2021-10-24 21:38:49 > Step: 849800 Progress: 85.0% Elapsed: 8 days, 8:16:54 Gen_loss: 1.072 Dis_loss: 0.9079 Cls_loss: N/A Topk: N/A ada_p: 0.2792
[INFO] 2021-10-24 21:39:52 > Step: 849900 Progress: 85.0% Elapsed: 8 days, 8:17:56 Gen_loss: 1.249 Dis_loss: 0.6818 Cls_loss: N/A Topk: N/A ada_p: 0.2822
[INFO] 2021-10-24 21:40:54 > Step: 850000 Progress: 85.0% Elapsed: 8 days, 8:18:58 Gen_loss: 1.174 Dis_loss: 0.7831 Cls_loss: N/A Topk: N/A ada_p: 0.2817
[INFO] 2021-10-24 21:40:54 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 21:40:54 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_850000.png
[INFO] 2021-10-24 21:40:54 > Start Evaluation (850000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-24 21:40:54 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-24 21:46:24 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-24 21:52:00 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-24 22:12:19 > Inception score (Step: 850000, 50000 generated images): 10.4755859375
[INFO] 2021-10-24 22:12:19 > FID score (Step: 850000, Using train moments): 2.412118612731774
[INFO] 2021-10-24 22:12:19 > Improved Precision (Step: 850000, Using train images): 0.74798
[INFO] 2021-10-24 22:12:19 > Improved Recall (Step: 850000, Using train images): 0.67928
[INFO] 2021-10-24 22:12:19 > Density (Step: 850000, Using train images): 1.060424
[INFO] 2021-10-24 22:12:19 > Coverage (Step: 850000, Using train images): 0.92824
[INFO] 2021-10-24 22:12:19 > Best FID score (Step: 850000, Using train moments): 2.412118612731774
[INFO] 2021-10-24 22:12:39 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-24 22:15:25 > Step: 850100 Progress: 85.0% Elapsed: 8 days, 8:53:29 Gen_loss: 1.382 Dis_loss: 1.393 Cls_loss: N/A Topk: N/A ada_p: 0.2816
[INFO] 2021-10-24 22:16:26 > Step: 850200 Progress: 85.0% Elapsed: 8 days, 8:54:31 Gen_loss: 1.189 Dis_loss: 0.8624 Cls_loss: N/A Topk: N/A ada_p: 0.2801
[INFO] 2021-10-24 22:17:29 > Step: 850300 Progress: 85.0% Elapsed: 8 days, 8:55:33 Gen_loss: 1.426 Dis_loss: 0.9067 Cls_loss: N/A Topk: N/A ada_p: 0.2762
[INFO] 2021-10-24 22:18:33 > Step: 850400 Progress: 85.0% Elapsed: 8 days, 8:56:37 Gen_loss: 0.9904 Dis_loss: 0.7517 Cls_loss: N/A Topk: N/A ada_p: 0.2721
[INFO] 2021-10-24 22:19:35 > Step: 850500 Progress: 85.0% Elapsed: 8 days, 8:57:40 Gen_loss: 1.465 Dis_loss: 1.017 Cls_loss: N/A Topk: N/A ada_p: 0.2743
[INFO] 2021-10-24 22:20:54 > Step: 850600 Progress: 85.1% Elapsed: 8 days, 8:58:59 Gen_loss: 1.765 Dis_loss: 1.279 Cls_loss: N/A Topk: N/A ada_p: 0.2769
[INFO] 2021-10-24 22:21:57 > Step: 850700 Progress: 85.1% Elapsed: 8 days, 9:00:01 Gen_loss: 1.356 Dis_loss: 0.8663 Cls_loss: N/A Topk: N/A ada_p: 0.2766
[INFO] 2021-10-24 22:23:00 > Step: 850800 Progress: 85.1% Elapsed: 8 days, 9:01:05 Gen_loss: 1.89 Dis_loss: 1.088 Cls_loss: N/A Topk: N/A ada_p: 0.2751
[INFO] 2021-10-24 22:24:02 > Step: 850900 Progress: 85.1% Elapsed: 8 days, 9:02:07 Gen_loss: 1.373 Dis_loss: 1.084 Cls_loss: N/A Topk: N/A ada_p: 0.2721
[INFO] 2021-10-24 22:25:05 > Step: 851000 Progress: 85.1% Elapsed: 8 days, 9:03:09 Gen_loss: 1.035 Dis_loss: 0.9919 Cls_loss: N/A Topk: N/A ada_p: 0.2716
[INFO] 2021-10-24 22:26:07 > Step: 851100 Progress: 85.1% Elapsed: 8 days, 9:04:11 Gen_loss: 1.335 Dis_loss: 0.9256 Cls_loss: N/A Topk: N/A ada_p: 0.2755
[INFO] 2021-10-24 22:27:09 > Step: 851200 Progress: 85.1% Elapsed: 8 days, 9:05:14 Gen_loss: 2.65 Dis_loss: 1.28 Cls_loss: N/A Topk: N/A ada_p: 0.2749
[INFO] 2021-10-24 22:28:22 > Step: 851300 Progress: 85.1% Elapsed: 8 days, 9:06:27 Gen_loss: 1.088 Dis_loss: 0.6607 Cls_loss: N/A Topk: N/A ada_p: 0.2753
[INFO] 2021-10-24 22:29:24 > Step: 851400 Progress: 85.1% Elapsed: 8 days, 9:07:29 Gen_loss: 0.6733 Dis_loss: 0.9274 Cls_loss: N/A Topk: N/A ada_p: 0.2771
[INFO] 2021-10-24 22:30:26 > Step: 851500 Progress: 85.2% Elapsed: 8 days, 9:08:31 Gen_loss: 1.931 Dis_loss: 0.9463 Cls_loss: N/A Topk: N/A ada_p: 0.2789
[INFO] 2021-10-24 22:31:29 > Step: 851600 Progress: 85.2% Elapsed: 8 days, 9:09:33 Gen_loss: 1.951 Dis_loss: 0.7528 Cls_loss: N/A Topk: N/A ada_p: 0.2774
[INFO] 2021-10-24 22:32:31 > Step: 851700 Progress: 85.2% Elapsed: 8 days, 9:10:36 Gen_loss: 1.861 Dis_loss: 0.3961 Cls_loss: N/A Topk: N/A ada_p: 0.2719
[INFO] 2021-10-24 22:33:33 > Step: 851800 Progress: 85.2% Elapsed: 8 days, 9:11:38 Gen_loss: 1.751 Dis_loss: 1.098 Cls_loss: N/A Topk: N/A ada_p: 0.2737
[INFO] 2021-10-24 22:34:36 > Step: 851900 Progress: 85.2% Elapsed: 8 days, 9:12:40 Gen_loss: 1.668 Dis_loss: 0.9069 Cls_loss: N/A Topk: N/A ada_p: 0.2762
[INFO] 2021-10-24 22:35:38 > Step: 852000 Progress: 85.2% Elapsed: 8 days, 9:13:42 Gen_loss: 0.905 Dis_loss: 0.793 Cls_loss: N/A Topk: N/A ada_p: 0.277
[INFO] 2021-10-24 22:36:50 > Step: 852100 Progress: 85.2% Elapsed: 8 days, 9:14:55 Gen_loss: 0.9802 Dis_loss: 0.8354 Cls_loss: N/A Topk: N/A ada_p: 0.2748
[INFO] 2021-10-24 22:37:53 > Step: 852200 Progress: 85.2% Elapsed: 8 days, 9:15:57 Gen_loss: 1.463 Dis_loss: 0.91 Cls_loss: N/A Topk: N/A ada_p: 0.2771
[INFO] 2021-10-24 22:38:55 > Step: 852300 Progress: 85.2% Elapsed: 8 days, 9:16:59 Gen_loss: 1.745 Dis_loss: 0.8252 Cls_loss: N/A Topk: N/A ada_p: 0.2797
[INFO] 2021-10-24 22:39:57 > Step: 852400 Progress: 85.2% Elapsed: 8 days, 9:18:02 Gen_loss: 1.768 Dis_loss: 0.805 Cls_loss: N/A Topk: N/A ada_p: 0.2805
[INFO] 2021-10-24 22:40:59 > Step: 852500 Progress: 85.2% Elapsed: 8 days, 9:19:04 Gen_loss: 1.898 Dis_loss: 1.098 Cls_loss: N/A Topk: N/A ada_p: 0.2801
[INFO] 2021-10-24 22:42:02 > Step: 852600 Progress: 85.3% Elapsed: 8 days, 9:20:06 Gen_loss: 1.675 Dis_loss: 1.089 Cls_loss: N/A Topk: N/A ada_p: 0.2783
[INFO] 2021-10-24 22:43:04 > Step: 852700 Progress: 85.3% Elapsed: 8 days, 9:21:08 Gen_loss: 1.675 Dis_loss: 1.047 Cls_loss: N/A Topk: N/A ada_p: 0.2788
[INFO] 2021-10-24 22:44:06 > Step: 852800 Progress: 85.3% Elapsed: 8 days, 9:22:11 Gen_loss: 2.132 Dis_loss: 1.476 Cls_loss: N/A Topk: N/A ada_p: 0.2816
[INFO] 2021-10-24 22:45:18 > Step: 852900 Progress: 85.3% Elapsed: 8 days, 9:23:23 Gen_loss: 1.029 Dis_loss: 0.8812 Cls_loss: N/A Topk: N/A ada_p: 0.2802
[INFO] 2021-10-24 22:46:21 > Step: 853000 Progress: 85.3% Elapsed: 8 days, 9:24:26 Gen_loss: 1.461 Dis_loss: 0.8797 Cls_loss: N/A Topk: N/A ada_p: 0.2817
[INFO] 2021-10-24 22:47:24 > Step: 853100 Progress: 85.3% Elapsed: 8 days, 9:25:28 Gen_loss: 1.011 Dis_loss: 1.05 Cls_loss: N/A Topk: N/A ada_p: 0.2856
[INFO] 2021-10-24 22:48:26 > Step: 853200 Progress: 85.3% Elapsed: 8 days, 9:26:30 Gen_loss: 1.699 Dis_loss: 0.9613 Cls_loss: N/A Topk: N/A ada_p: 0.283
[INFO] 2021-10-24 22:49:28 > Step: 853300 Progress: 85.3% Elapsed: 8 days, 9:27:33 Gen_loss: 1.039 Dis_loss: 0.8468 Cls_loss: N/A Topk: N/A ada_p: 0.2816
[INFO] 2021-10-24 22:50:30 > Step: 853400 Progress: 85.3% Elapsed: 8 days, 9:28:35 Gen_loss: 1.232 Dis_loss: 0.7593 Cls_loss: N/A Topk: N/A ada_p: 0.2844
[INFO] 2021-10-24 22:51:33 > Step: 853500 Progress: 85.4% Elapsed: 8 days, 9:29:38 Gen_loss: 2.001 Dis_loss: 0.9338 Cls_loss: N/A Topk: N/A ada_p: 0.2808
[INFO] 2021-10-24 22:52:35 > Step: 853600 Progress: 85.4% Elapsed: 8 days, 9:30:40 Gen_loss: 1.41 Dis_loss: 0.7236 Cls_loss: N/A Topk: N/A ada_p: 0.2793
[INFO] 2021-10-24 22:53:48 > Step: 853700 Progress: 85.4% Elapsed: 8 days, 9:31:52 Gen_loss: 1.272 Dis_loss: 1.415 Cls_loss: N/A Topk: N/A ada_p: 0.2805
[INFO] 2021-10-24 22:54:50 > Step: 853800 Progress: 85.4% Elapsed: 8 days, 9:32:55 Gen_loss: 1.23 Dis_loss: 1.05 Cls_loss: N/A Topk: N/A ada_p: 0.2779
[INFO] 2021-10-24 22:55:53 > Step: 853900 Progress: 85.4% Elapsed: 8 days, 9:33:57 Gen_loss: 1.148 Dis_loss: 1.308 Cls_loss: N/A Topk: N/A ada_p: 0.2799
[INFO] 2021-10-24 22:56:55 > Step: 854000 Progress: 85.4% Elapsed: 8 days, 9:35:00 Gen_loss: 1.518 Dis_loss: 1.084 Cls_loss: N/A Topk: N/A ada_p: 0.2807
[INFO] 2021-10-24 22:57:58 > Step: 854100 Progress: 85.4% Elapsed: 8 days, 9:36:02 Gen_loss: 0.9767 Dis_loss: 0.9021 Cls_loss: N/A Topk: N/A ada_p: 0.2801
[INFO] 2021-10-24 22:59:00 > Step: 854200 Progress: 85.4% Elapsed: 8 days, 9:37:05 Gen_loss: 1.605 Dis_loss: 0.7926 Cls_loss: N/A Topk: N/A ada_p: 0.2785
[INFO] 2021-10-24 23:00:02 > Step: 854300 Progress: 85.4% Elapsed: 8 days, 9:38:07 Gen_loss: 1.656 Dis_loss: 1.037 Cls_loss: N/A Topk: N/A ada_p: 0.2796
[INFO] 2021-10-24 23:01:05 > Step: 854400 Progress: 85.4% Elapsed: 8 days, 9:39:09 Gen_loss: 1.736 Dis_loss: 0.5793 Cls_loss: N/A Topk: N/A ada_p: 0.279
[INFO] 2021-10-24 23:02:18 > Step: 854500 Progress: 85.5% Elapsed: 8 days, 9:40:23 Gen_loss: 1.161 Dis_loss: 1.085 Cls_loss: N/A Topk: N/A ada_p: 0.2833
[INFO] 2021-10-24 23:03:21 > Step: 854600 Progress: 85.5% Elapsed: 8 days, 9:41:25 Gen_loss: 1.792 Dis_loss: 1.101 Cls_loss: N/A Topk: N/A ada_p: 0.2848
[INFO] 2021-10-24 23:04:23 > Step: 854700 Progress: 85.5% Elapsed: 8 days, 9:42:28 Gen_loss: 1.386 Dis_loss: 0.8607 Cls_loss: N/A Topk: N/A ada_p: 0.2863
[INFO] 2021-10-24 23:05:25 > Step: 854800 Progress: 85.5% Elapsed: 8 days, 9:43:30 Gen_loss: 1.76 Dis_loss: 0.779 Cls_loss: N/A Topk: N/A ada_p: 0.2902
[INFO] 2021-10-24 23:06:28 > Step: 854900 Progress: 85.5% Elapsed: 8 days, 9:44:33 Gen_loss: 1.277 Dis_loss: 0.9212 Cls_loss: N/A Topk: N/A ada_p: 0.2888
[INFO] 2021-10-24 23:07:30 > Step: 855000 Progress: 85.5% Elapsed: 8 days, 9:45:35 Gen_loss: 1.037 Dis_loss: 1.251 Cls_loss: N/A Topk: N/A ada_p: 0.2895
[INFO] 2021-10-24 23:08:33 > Step: 855100 Progress: 85.5% Elapsed: 8 days, 9:46:37 Gen_loss: 1.288 Dis_loss: 0.7408 Cls_loss: N/A Topk: N/A ada_p: 0.2867
[INFO] 2021-10-24 23:09:45 > Step: 855200 Progress: 85.5% Elapsed: 8 days, 9:47:50 Gen_loss: 1.683 Dis_loss: 1.091 Cls_loss: N/A Topk: N/A ada_p: 0.2895
[INFO] 2021-10-24 23:10:47 > Step: 855300 Progress: 85.5% Elapsed: 8 days, 9:48:52 Gen_loss: 1.32 Dis_loss: 0.7979 Cls_loss: N/A Topk: N/A ada_p: 0.2886
[INFO] 2021-10-24 23:11:50 > Step: 855400 Progress: 85.5% Elapsed: 8 days, 9:49:55 Gen_loss: 1.392 Dis_loss: 0.731 Cls_loss: N/A Topk: N/A ada_p: 0.2925
[INFO] 2021-10-24 23:12:52 > Step: 855500 Progress: 85.5% Elapsed: 8 days, 9:50:57 Gen_loss: 1.115 Dis_loss: 1.046 Cls_loss: N/A Topk: N/A ada_p: 0.293
[INFO] 2021-10-24 23:13:55 > Step: 855600 Progress: 85.6% Elapsed: 8 days, 9:51:59 Gen_loss: 0.8862 Dis_loss: 1.179 Cls_loss: N/A Topk: N/A ada_p: 0.2881
[INFO] 2021-10-24 23:14:57 > Step: 855700 Progress: 85.6% Elapsed: 8 days, 9:53:02 Gen_loss: 0.7038 Dis_loss: 1.265 Cls_loss: N/A Topk: N/A ada_p: 0.2865
[INFO] 2021-10-24 23:16:00 > Step: 855800 Progress: 85.6% Elapsed: 8 days, 9:54:04 Gen_loss: 1.053 Dis_loss: 0.6658 Cls_loss: N/A Topk: N/A ada_p: 0.2849
[INFO] 2021-10-24 23:17:02 > Step: 855900 Progress: 85.6% Elapsed: 8 days, 9:55:07 Gen_loss: 1.837 Dis_loss: 1.13 Cls_loss: N/A Topk: N/A ada_p: 0.2849
[INFO] 2021-10-24 23:18:14 > Step: 856000 Progress: 85.6% Elapsed: 8 days, 9:56:19 Gen_loss: 2.065 Dis_loss: 1.534 Cls_loss: N/A Topk: N/A ada_p: 0.2847
[INFO] 2021-10-24 23:19:17 > Step: 856100 Progress: 85.6% Elapsed: 8 days, 9:57:21 Gen_loss: 1.285 Dis_loss: 1.045 Cls_loss: N/A Topk: N/A ada_p: 0.2884
[INFO] 2021-10-24 23:20:19 > Step: 856200 Progress: 85.6% Elapsed: 8 days, 9:58:24 Gen_loss: 1.526 Dis_loss: 0.5237 Cls_loss: N/A Topk: N/A ada_p: 0.2881
[INFO] 2021-10-24 23:21:22 > Step: 856300 Progress: 85.6% Elapsed: 8 days, 9:59:26 Gen_loss: 1.713 Dis_loss: 0.8859 Cls_loss: N/A Topk: N/A ada_p: 0.2915
[INFO] 2021-10-24 23:22:24 > Step: 856400 Progress: 85.6% Elapsed: 8 days, 10:00:29 Gen_loss: 0.982 Dis_loss: 0.7883 Cls_loss: N/A Topk: N/A ada_p: 0.2879
[INFO] 2021-10-24 23:23:27 > Step: 856500 Progress: 85.7% Elapsed: 8 days, 10:01:31 Gen_loss: 1.027 Dis_loss: 1.055 Cls_loss: N/A Topk: N/A ada_p: 0.2883
[INFO] 2021-10-24 23:24:30 > Step: 856600 Progress: 85.7% Elapsed: 8 days, 10:02:34 Gen_loss: 1.66 Dis_loss: 0.8047 Cls_loss: N/A Topk: N/A ada_p: 0.2865
[INFO] 2021-10-24 23:25:32 > Step: 856700 Progress: 85.7% Elapsed: 8 days, 10:03:37 Gen_loss: 1.927 Dis_loss: 0.9182 Cls_loss: N/A Topk: N/A ada_p: 0.287
[INFO] 2021-10-24 23:26:44 > Step: 856800 Progress: 85.7% Elapsed: 8 days, 10:04:49 Gen_loss: 1.354 Dis_loss: 0.6951 Cls_loss: N/A Topk: N/A ada_p: 0.2862
[INFO] 2021-10-24 23:27:47 > Step: 856900 Progress: 85.7% Elapsed: 8 days, 10:05:52 Gen_loss: 1.005 Dis_loss: 0.7696 Cls_loss: N/A Topk: N/A ada_p: 0.2845
[INFO] 2021-10-24 23:28:49 > Step: 857000 Progress: 85.7% Elapsed: 8 days, 10:06:54 Gen_loss: 0.7178 Dis_loss: 0.4663 Cls_loss: N/A Topk: N/A ada_p: 0.284
[INFO] 2021-10-24 23:29:52 > Step: 857100 Progress: 85.7% Elapsed: 8 days, 10:07:56 Gen_loss: 0.7393 Dis_loss: 1.263 Cls_loss: N/A Topk: N/A ada_p: 0.2856
[INFO] 2021-10-24 23:30:54 > Step: 857200 Progress: 85.7% Elapsed: 8 days, 10:08:59 Gen_loss: 0.8908 Dis_loss: 1.118 Cls_loss: N/A Topk: N/A ada_p: 0.2815
[INFO] 2021-10-24 23:31:57 > Step: 857300 Progress: 85.7% Elapsed: 8 days, 10:10:01 Gen_loss: 2.11 Dis_loss: 0.7613 Cls_loss: N/A Topk: N/A ada_p: 0.2801
[INFO] 2021-10-24 23:32:59 > Step: 857400 Progress: 85.7% Elapsed: 8 days, 10:11:04 Gen_loss: 1.774 Dis_loss: 0.5502 Cls_loss: N/A Topk: N/A ada_p: 0.2785
[INFO] 2021-10-24 23:34:01 > Step: 857500 Progress: 85.8% Elapsed: 8 days, 10:12:06 Gen_loss: 1.09 Dis_loss: 0.8013 Cls_loss: N/A Topk: N/A ada_p: 0.2778
[INFO] 2021-10-24 23:35:13 > Step: 857600 Progress: 85.8% Elapsed: 8 days, 10:13:18 Gen_loss: 0.9546 Dis_loss: 1.07 Cls_loss: N/A Topk: N/A ada_p: 0.2762
[INFO] 2021-10-24 23:36:16 > Step: 857700 Progress: 85.8% Elapsed: 8 days, 10:14:21 Gen_loss: 1.104 Dis_loss: 0.792 Cls_loss: N/A Topk: N/A ada_p: 0.2781
[INFO] 2021-10-24 23:37:18 > Step: 857800 Progress: 85.8% Elapsed: 8 days, 10:15:23 Gen_loss: 2.274 Dis_loss: 1.093 Cls_loss: N/A Topk: N/A ada_p: 0.2771
[INFO] 2021-10-24 23:38:21 > Step: 857900 Progress: 85.8% Elapsed: 8 days, 10:16:26 Gen_loss: 0.7811 Dis_loss: 1.041 Cls_loss: N/A Topk: N/A ada_p: 0.2733
[INFO] 2021-10-24 23:39:24 > Step: 858000 Progress: 85.8% Elapsed: 8 days, 10:17:28 Gen_loss: 0.7471 Dis_loss: 0.8388 Cls_loss: N/A Topk: N/A ada_p: 0.2779
[INFO] 2021-10-24 23:40:27 > Step: 858100 Progress: 85.8% Elapsed: 8 days, 10:18:31 Gen_loss: 1.426 Dis_loss: 0.9866 Cls_loss: N/A Topk: N/A ada_p: 0.2803
[INFO] 2021-10-24 23:41:29 > Step: 858200 Progress: 85.8% Elapsed: 8 days, 10:19:34 Gen_loss: 1.185 Dis_loss: 0.6167 Cls_loss: N/A Topk: N/A ada_p: 0.2821
[INFO] 2021-10-24 23:42:32 > Step: 858300 Progress: 85.8% Elapsed: 8 days, 10:20:37 Gen_loss: 0.9381 Dis_loss: 1.024 Cls_loss: N/A Topk: N/A ada_p: 0.2816
[INFO] 2021-10-24 23:43:46 > Step: 858400 Progress: 85.8% Elapsed: 8 days, 10:21:50 Gen_loss: 1.085 Dis_loss: 0.9058 Cls_loss: N/A Topk: N/A ada_p: 0.2824
[INFO] 2021-10-24 23:44:49 > Step: 858500 Progress: 85.9% Elapsed: 8 days, 10:22:54 Gen_loss: 0.9907 Dis_loss: 0.8587 Cls_loss: N/A Topk: N/A ada_p: 0.2838
[INFO] 2021-10-24 23:45:53 > Step: 858600 Progress: 85.9% Elapsed: 8 days, 10:23:57 Gen_loss: 1.772 Dis_loss: 0.8486 Cls_loss: N/A Topk: N/A ada_p: 0.2845
[INFO] 2021-10-24 23:46:55 > Step: 858700 Progress: 85.9% Elapsed: 8 days, 10:24:59 Gen_loss: 1.603 Dis_loss: 0.9693 Cls_loss: N/A Topk: N/A ada_p: 0.2833
[INFO] 2021-10-24 23:47:57 > Step: 858800 Progress: 85.9% Elapsed: 8 days, 10:26:02 Gen_loss: 1.257 Dis_loss: 0.9314 Cls_loss: N/A Topk: N/A ada_p: 0.283
[INFO] 2021-10-24 23:49:00 > Step: 858900 Progress: 85.9% Elapsed: 8 days, 10:27:04 Gen_loss: 1.285 Dis_loss: 0.9977 Cls_loss: N/A Topk: N/A ada_p: 0.2829
[INFO] 2021-10-24 23:50:02 > Step: 859000 Progress: 85.9% Elapsed: 8 days, 10:28:07 Gen_loss: 2.026 Dis_loss: 0.8596 Cls_loss: N/A Topk: N/A ada_p: 0.2826
[INFO] 2021-10-24 23:51:05 > Step: 859100 Progress: 85.9% Elapsed: 8 days, 10:29:09 Gen_loss: 1.658 Dis_loss: 1.074 Cls_loss: N/A Topk: N/A ada_p: 0.2813
[INFO] 2021-10-24 23:52:17 > Step: 859200 Progress: 85.9% Elapsed: 8 days, 10:30:21 Gen_loss: 1.224 Dis_loss: 0.589 Cls_loss: N/A Topk: N/A ada_p: 0.2806
[INFO] 2021-10-24 23:53:19 > Step: 859300 Progress: 85.9% Elapsed: 8 days, 10:31:24 Gen_loss: 1.431 Dis_loss: 0.9687 Cls_loss: N/A Topk: N/A ada_p: 0.2828
[INFO] 2021-10-24 23:54:22 > Step: 859400 Progress: 85.9% Elapsed: 8 days, 10:32:27 Gen_loss: 1.485 Dis_loss: 0.9651 Cls_loss: N/A Topk: N/A ada_p: 0.2787
[INFO] 2021-10-24 23:55:25 > Step: 859500 Progress: 86.0% Elapsed: 8 days, 10:33:29 Gen_loss: 1.935 Dis_loss: 1.428 Cls_loss: N/A Topk: N/A ada_p: 0.2792
[INFO] 2021-10-24 23:56:27 > Step: 859600 Progress: 86.0% Elapsed: 8 days, 10:34:31 Gen_loss: 1.78 Dis_loss: 0.7918 Cls_loss: N/A Topk: N/A ada_p: 0.2771
[INFO] 2021-10-24 23:57:30 > Step: 859700 Progress: 86.0% Elapsed: 8 days, 10:35:34 Gen_loss: 1.241 Dis_loss: 0.8577 Cls_loss: N/A Topk: N/A ada_p: 0.2798
[INFO] 2021-10-24 23:58:32 > Step: 859800 Progress: 86.0% Elapsed: 8 days, 10:36:37 Gen_loss: 1.451 Dis_loss: 0.8482 Cls_loss: N/A Topk: N/A ada_p: 0.2793
[INFO] 2021-10-24 23:59:44 > Step: 859900 Progress: 86.0% Elapsed: 8 days, 10:37:49 Gen_loss: 1.187 Dis_loss: 0.921 Cls_loss: N/A Topk: N/A ada_p: 0.278
[INFO] 2021-10-25 00:00:46 > Step: 860000 Progress: 86.0% Elapsed: 8 days, 10:38:51 Gen_loss: 2.191 Dis_loss: 1.206 Cls_loss: N/A Topk: N/A ada_p: 0.2842
[INFO] 2021-10-25 00:00:46 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 00:00:47 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_860000.png
[INFO] 2021-10-25 00:00:47 > Start Evaluation (860000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-25 00:00:47 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-25 00:06:17 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-25 00:11:55 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-25 00:30:40 > Inception score (Step: 860000, 50000 generated images): 10.497001647949219
[INFO] 2021-10-25 00:30:40 > FID score (Step: 860000, Using train moments): 2.41710688450803
[INFO] 2021-10-25 00:30:40 > Improved Precision (Step: 860000, Using train images): 0.74926
[INFO] 2021-10-25 00:30:40 > Improved Recall (Step: 860000, Using train images): 0.67964
[INFO] 2021-10-25 00:30:40 > Density (Step: 860000, Using train images): 1.057312
[INFO] 2021-10-25 00:30:40 > Coverage (Step: 860000, Using train images): 0.93094
[INFO] 2021-10-25 00:30:40 > Best FID score (Step: 850000, Using train moments): 2.412118612731774
[INFO] 2021-10-25 00:30:53 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-25 00:34:35 > Step: 860100 Progress: 86.0% Elapsed: 8 days, 11:12:40 Gen_loss: 1.992 Dis_loss: 1.074 Cls_loss: N/A Topk: N/A ada_p: 0.2858
[INFO] 2021-10-25 00:35:37 > Step: 860200 Progress: 86.0% Elapsed: 8 days, 11:13:41 Gen_loss: 1.505 Dis_loss: 0.845 Cls_loss: N/A Topk: N/A ada_p: 0.284
[INFO] 2021-10-25 00:36:40 > Step: 860300 Progress: 86.0% Elapsed: 8 days, 11:14:44 Gen_loss: 1.124 Dis_loss: 1.212 Cls_loss: N/A Topk: N/A ada_p: 0.2866
[INFO] 2021-10-25 00:37:42 > Step: 860400 Progress: 86.0% Elapsed: 8 days, 11:15:47 Gen_loss: 1.363 Dis_loss: 0.8599 Cls_loss: N/A Topk: N/A ada_p: 0.2858
[INFO] 2021-10-25 00:38:45 > Step: 860500 Progress: 86.1% Elapsed: 8 days, 11:16:50 Gen_loss: 1.724 Dis_loss: 0.8547 Cls_loss: N/A Topk: N/A ada_p: 0.2852
[INFO] 2021-10-25 00:39:47 > Step: 860600 Progress: 86.1% Elapsed: 8 days, 11:17:52 Gen_loss: 1.537 Dis_loss: 1.111 Cls_loss: N/A Topk: N/A ada_p: 0.2837
[INFO] 2021-10-25 00:41:06 > Step: 860700 Progress: 86.1% Elapsed: 8 days, 11:19:10 Gen_loss: 1.324 Dis_loss: 0.6506 Cls_loss: N/A Topk: N/A ada_p: 0.2819
[INFO] 2021-10-25 00:42:08 > Step: 860800 Progress: 86.1% Elapsed: 8 days, 11:20:13 Gen_loss: 0.9512 Dis_loss: 0.6456 Cls_loss: N/A Topk: N/A ada_p: 0.2826
[INFO] 2021-10-25 00:43:11 > Step: 860900 Progress: 86.1% Elapsed: 8 days, 11:21:15 Gen_loss: 1.293 Dis_loss: 0.7648 Cls_loss: N/A Topk: N/A ada_p: 0.282
[INFO] 2021-10-25 00:44:13 > Step: 861000 Progress: 86.1% Elapsed: 8 days, 11:22:18 Gen_loss: 1.079 Dis_loss: 0.7887 Cls_loss: N/A Topk: N/A ada_p: 0.2838
[INFO] 2021-10-25 00:45:15 > Step: 861100 Progress: 86.1% Elapsed: 8 days, 11:23:20 Gen_loss: 1.15 Dis_loss: 0.6533 Cls_loss: N/A Topk: N/A ada_p: 0.2815
[INFO] 2021-10-25 00:46:18 > Step: 861200 Progress: 86.1% Elapsed: 8 days, 11:24:22 Gen_loss: 0.7153 Dis_loss: 1.079 Cls_loss: N/A Topk: N/A ada_p: 0.2828
[INFO] 2021-10-25 00:47:20 > Step: 861300 Progress: 86.1% Elapsed: 8 days, 11:25:25 Gen_loss: 1.202 Dis_loss: 0.7939 Cls_loss: N/A Topk: N/A ada_p: 0.2819
[INFO] 2021-10-25 00:48:22 > Step: 861400 Progress: 86.1% Elapsed: 8 days, 11:26:27 Gen_loss: 1.252 Dis_loss: 0.9267 Cls_loss: N/A Topk: N/A ada_p: 0.2796
[INFO] 2021-10-25 00:49:35 > Step: 861500 Progress: 86.2% Elapsed: 8 days, 11:27:39 Gen_loss: 1.359 Dis_loss: 1.245 Cls_loss: N/A Topk: N/A ada_p: 0.2778
[INFO] 2021-10-25 00:50:37 > Step: 861600 Progress: 86.2% Elapsed: 8 days, 11:28:42 Gen_loss: 1.719 Dis_loss: 0.6912 Cls_loss: N/A Topk: N/A ada_p: 0.2739
[INFO] 2021-10-25 00:51:40 > Step: 861700 Progress: 86.2% Elapsed: 8 days, 11:29:44 Gen_loss: 1.66 Dis_loss: 0.811 Cls_loss: N/A Topk: N/A ada_p: 0.2781
[INFO] 2021-10-25 00:52:42 > Step: 861800 Progress: 86.2% Elapsed: 8 days, 11:30:47 Gen_loss: 1.366 Dis_loss: 0.7893 Cls_loss: N/A Topk: N/A ada_p: 0.2787
[INFO] 2021-10-25 00:53:44 > Step: 861900 Progress: 86.2% Elapsed: 8 days, 11:31:49 Gen_loss: 1.262 Dis_loss: 1.214 Cls_loss: N/A Topk: N/A ada_p: 0.2771
[INFO] 2021-10-25 00:54:47 > Step: 862000 Progress: 86.2% Elapsed: 8 days, 11:32:51 Gen_loss: 1.102 Dis_loss: 0.9505 Cls_loss: N/A Topk: N/A ada_p: 0.2792
[INFO] 2021-10-25 00:55:49 > Step: 862100 Progress: 86.2% Elapsed: 8 days, 11:33:54 Gen_loss: 0.9572 Dis_loss: 1.006 Cls_loss: N/A Topk: N/A ada_p: 0.2798
[INFO] 2021-10-25 00:56:52 > Step: 862200 Progress: 86.2% Elapsed: 8 days, 11:34:56 Gen_loss: 1.619 Dis_loss: 0.9834 Cls_loss: N/A Topk: N/A ada_p: 0.2773
[INFO] 2021-10-25 00:58:04 > Step: 862300 Progress: 86.2% Elapsed: 8 days, 11:36:08 Gen_loss: 1.57 Dis_loss: 0.7341 Cls_loss: N/A Topk: N/A ada_p: 0.2755
[INFO] 2021-10-25 00:59:06 > Step: 862400 Progress: 86.2% Elapsed: 8 days, 11:37:11 Gen_loss: 1.5 Dis_loss: 0.8155 Cls_loss: N/A Topk: N/A ada_p: 0.2773
[INFO] 2021-10-25 01:00:09 > Step: 862500 Progress: 86.2% Elapsed: 8 days, 11:38:13 Gen_loss: 0.9721 Dis_loss: 1.015 Cls_loss: N/A Topk: N/A ada_p: 0.2817
[INFO] 2021-10-25 01:01:11 > Step: 862600 Progress: 86.3% Elapsed: 8 days, 11:39:16 Gen_loss: 1.655 Dis_loss: 0.4172 Cls_loss: N/A Topk: N/A ada_p: 0.2835
[INFO] 2021-10-25 01:02:14 > Step: 862700 Progress: 86.3% Elapsed: 8 days, 11:40:18 Gen_loss: 1.387 Dis_loss: 1.064 Cls_loss: N/A Topk: N/A ada_p: 0.2853
[INFO] 2021-10-25 01:03:16 > Step: 862800 Progress: 86.3% Elapsed: 8 days, 11:41:21 Gen_loss: 1.864 Dis_loss: 0.9289 Cls_loss: N/A Topk: N/A ada_p: 0.2794
[INFO] 2021-10-25 01:04:19 > Step: 862900 Progress: 86.3% Elapsed: 8 days, 11:42:23 Gen_loss: 1.408 Dis_loss: 1.039 Cls_loss: N/A Topk: N/A ada_p: 0.2773
[INFO] 2021-10-25 01:05:21 > Step: 863000 Progress: 86.3% Elapsed: 8 days, 11:43:26 Gen_loss: 1.684 Dis_loss: 1.093 Cls_loss: N/A Topk: N/A ada_p: 0.2721
[INFO] 2021-10-25 01:06:33 > Step: 863100 Progress: 86.3% Elapsed: 8 days, 11:44:38 Gen_loss: 1.157 Dis_loss: 0.8195 Cls_loss: N/A Topk: N/A ada_p: 0.2747
[INFO] 2021-10-25 01:07:35 > Step: 863200 Progress: 86.3% Elapsed: 8 days, 11:45:40 Gen_loss: 1.093 Dis_loss: 0.841 Cls_loss: N/A Topk: N/A ada_p: 0.2765
[INFO] 2021-10-25 01:08:38 > Step: 863300 Progress: 86.3% Elapsed: 8 days, 11:46:43 Gen_loss: 1.222 Dis_loss: 0.7877 Cls_loss: N/A Topk: N/A ada_p: 0.2761
[INFO] 2021-10-25 01:09:40 > Step: 863400 Progress: 86.3% Elapsed: 8 days, 11:47:45 Gen_loss: 2.264 Dis_loss: 0.9117 Cls_loss: N/A Topk: N/A ada_p: 0.2774
[INFO] 2021-10-25 01:10:42 > Step: 863500 Progress: 86.4% Elapsed: 8 days, 11:48:47 Gen_loss: 0.9924 Dis_loss: 0.905 Cls_loss: N/A Topk: N/A ada_p: 0.2771
[INFO] 2021-10-25 01:11:45 > Step: 863600 Progress: 86.4% Elapsed: 8 days, 11:49:50 Gen_loss: 1.844 Dis_loss: 1.116 Cls_loss: N/A Topk: N/A ada_p: 0.2761
[INFO] 2021-10-25 01:12:47 > Step: 863700 Progress: 86.4% Elapsed: 8 days, 11:50:52 Gen_loss: 1.506 Dis_loss: 1.007 Cls_loss: N/A Topk: N/A ada_p: 0.2788
[INFO] 2021-10-25 01:14:00 > Step: 863800 Progress: 86.4% Elapsed: 8 days, 11:52:05 Gen_loss: 1.312 Dis_loss: 0.9605 Cls_loss: N/A Topk: N/A ada_p: 0.277
[INFO] 2021-10-25 01:15:03 > Step: 863900 Progress: 86.4% Elapsed: 8 days, 11:53:08 Gen_loss: 1.884 Dis_loss: 0.5973 Cls_loss: N/A Topk: N/A ada_p: 0.2775
[INFO] 2021-10-25 01:16:05 > Step: 864000 Progress: 86.4% Elapsed: 8 days, 11:54:10 Gen_loss: 0.9828 Dis_loss: 0.8791 Cls_loss: N/A Topk: N/A ada_p: 0.2796
[INFO] 2021-10-25 01:17:08 > Step: 864100 Progress: 86.4% Elapsed: 8 days, 11:55:12 Gen_loss: 1.286 Dis_loss: 0.7573 Cls_loss: N/A Topk: N/A ada_p: 0.2758
[INFO] 2021-10-25 01:18:11 > Step: 864200 Progress: 86.4% Elapsed: 8 days, 11:56:15 Gen_loss: 1.551 Dis_loss: 0.9551 Cls_loss: N/A Topk: N/A ada_p: 0.2776
[INFO] 2021-10-25 01:19:13 > Step: 864300 Progress: 86.4% Elapsed: 8 days, 11:57:17 Gen_loss: 0.753 Dis_loss: 1.155 Cls_loss: N/A Topk: N/A ada_p: 0.2738
[INFO] 2021-10-25 01:20:16 > Step: 864400 Progress: 86.4% Elapsed: 8 days, 11:58:20 Gen_loss: 1.734 Dis_loss: 1.034 Cls_loss: N/A Topk: N/A ada_p: 0.2758
[INFO] 2021-10-25 01:21:18 > Step: 864500 Progress: 86.5% Elapsed: 8 days, 11:59:23 Gen_loss: 1.18 Dis_loss: 0.7157 Cls_loss: N/A Topk: N/A ada_p: 0.2703
[INFO] 2021-10-25 01:22:31 > Step: 864600 Progress: 86.5% Elapsed: 8 days, 12:00:36 Gen_loss: 0.8428 Dis_loss: 0.9788 Cls_loss: N/A Topk: N/A ada_p: 0.2732
[INFO] 2021-10-25 01:23:34 > Step: 864700 Progress: 86.5% Elapsed: 8 days, 12:01:39 Gen_loss: 1.066 Dis_loss: 0.9141 Cls_loss: N/A Topk: N/A ada_p: 0.277
[INFO] 2021-10-25 01:24:37 > Step: 864800 Progress: 86.5% Elapsed: 8 days, 12:02:42 Gen_loss: 0.409 Dis_loss: 1.513 Cls_loss: N/A Topk: N/A ada_p: 0.2767
[INFO] 2021-10-25 01:25:40 > Step: 864900 Progress: 86.5% Elapsed: 8 days, 12:03:45 Gen_loss: 1.073 Dis_loss: 1.309 Cls_loss: N/A Topk: N/A ada_p: 0.2781
[INFO] 2021-10-25 01:26:43 > Step: 865000 Progress: 86.5% Elapsed: 8 days, 12:04:48 Gen_loss: 1.634 Dis_loss: 0.9101 Cls_loss: N/A Topk: N/A ada_p: 0.2787
[INFO] 2021-10-25 01:27:45 > Step: 865100 Progress: 86.5% Elapsed: 8 days, 12:05:50 Gen_loss: 0.8612 Dis_loss: 1.161 Cls_loss: N/A Topk: N/A ada_p: 0.2733
[INFO] 2021-10-25 01:28:48 > Step: 865200 Progress: 86.5% Elapsed: 8 days, 12:06:52 Gen_loss: 1.791 Dis_loss: 0.931 Cls_loss: N/A Topk: N/A ada_p: 0.2684
[INFO] 2021-10-25 01:29:51 > Step: 865300 Progress: 86.5% Elapsed: 8 days, 12:07:55 Gen_loss: 1.099 Dis_loss: 0.857 Cls_loss: N/A Topk: N/A ada_p: 0.2691
[INFO] 2021-10-25 01:31:03 > Step: 865400 Progress: 86.5% Elapsed: 8 days, 12:09:08 Gen_loss: 0.9678 Dis_loss: 0.5651 Cls_loss: N/A Topk: N/A ada_p: 0.2655
[INFO] 2021-10-25 01:32:06 > Step: 865500 Progress: 86.6% Elapsed: 8 days, 12:10:10 Gen_loss: 1.207 Dis_loss: 1.277 Cls_loss: N/A Topk: N/A ada_p: 0.2662
[INFO] 2021-10-25 01:33:08 > Step: 865600 Progress: 86.6% Elapsed: 8 days, 12:11:13 Gen_loss: 1.363 Dis_loss: 0.7838 Cls_loss: N/A Topk: N/A ada_p: 0.2652
[INFO] 2021-10-25 01:34:11 > Step: 865700 Progress: 86.6% Elapsed: 8 days, 12:12:15 Gen_loss: 2.038 Dis_loss: 1.091 Cls_loss: N/A Topk: N/A ada_p: 0.2656
[INFO] 2021-10-25 01:35:13 > Step: 865800 Progress: 86.6% Elapsed: 8 days, 12:13:17 Gen_loss: 1.206 Dis_loss: 0.3978 Cls_loss: N/A Topk: N/A ada_p: 0.262
[INFO] 2021-10-25 01:36:15 > Step: 865900 Progress: 86.6% Elapsed: 8 days, 12:14:20 Gen_loss: 1.26 Dis_loss: 0.9531 Cls_loss: N/A Topk: N/A ada_p: 0.2653
[INFO] 2021-10-25 01:37:17 > Step: 866000 Progress: 86.6% Elapsed: 8 days, 12:15:22 Gen_loss: 1.213 Dis_loss: 0.8153 Cls_loss: N/A Topk: N/A ada_p: 0.2694
[INFO] 2021-10-25 01:38:20 > Step: 866100 Progress: 86.6% Elapsed: 8 days, 12:16:24 Gen_loss: 1.388 Dis_loss: 0.7355 Cls_loss: N/A Topk: N/A ada_p: 0.2693
[INFO] 2021-10-25 01:39:32 > Step: 866200 Progress: 86.6% Elapsed: 8 days, 12:17:37 Gen_loss: 1.152 Dis_loss: 0.7267 Cls_loss: N/A Topk: N/A ada_p: 0.2709
[INFO] 2021-10-25 01:40:34 > Step: 866300 Progress: 86.6% Elapsed: 8 days, 12:18:39 Gen_loss: 1.32 Dis_loss: 0.5954 Cls_loss: N/A Topk: N/A ada_p: 0.2714
[INFO] 2021-10-25 01:41:37 > Step: 866400 Progress: 86.6% Elapsed: 8 days, 12:19:41 Gen_loss: 1.58 Dis_loss: 0.9158 Cls_loss: N/A Topk: N/A ada_p: 0.2706
[INFO] 2021-10-25 01:42:40 > Step: 866500 Progress: 86.7% Elapsed: 8 days, 12:20:44 Gen_loss: 2.134 Dis_loss: 1.282 Cls_loss: N/A Topk: N/A ada_p: 0.2692
[INFO] 2021-10-25 01:43:42 > Step: 866600 Progress: 86.7% Elapsed: 8 days, 12:21:46 Gen_loss: 0.8565 Dis_loss: 0.7713 Cls_loss: N/A Topk: N/A ada_p: 0.2656
[INFO] 2021-10-25 01:44:44 > Step: 866700 Progress: 86.7% Elapsed: 8 days, 12:22:49 Gen_loss: 1.545 Dis_loss: 0.4517 Cls_loss: N/A Topk: N/A ada_p: 0.2697
[INFO] 2021-10-25 01:45:46 > Step: 866800 Progress: 86.7% Elapsed: 8 days, 12:23:51 Gen_loss: 1.931 Dis_loss: 0.7073 Cls_loss: N/A Topk: N/A ada_p: 0.2712
[INFO] 2021-10-25 01:46:49 > Step: 866900 Progress: 86.7% Elapsed: 8 days, 12:24:53 Gen_loss: 1.637 Dis_loss: 1.002 Cls_loss: N/A Topk: N/A ada_p: 0.2703
[INFO] 2021-10-25 01:48:01 > Step: 867000 Progress: 86.7% Elapsed: 8 days, 12:26:06 Gen_loss: 1.878 Dis_loss: 0.8235 Cls_loss: N/A Topk: N/A ada_p: 0.2709
[INFO] 2021-10-25 01:49:03 > Step: 867100 Progress: 86.7% Elapsed: 8 days, 12:27:08 Gen_loss: 1.247 Dis_loss: 0.6781 Cls_loss: N/A Topk: N/A ada_p: 0.2719
[INFO] 2021-10-25 01:50:06 > Step: 867200 Progress: 86.7% Elapsed: 8 days, 12:28:11 Gen_loss: 2.142 Dis_loss: 1.256 Cls_loss: N/A Topk: N/A ada_p: 0.2716
[INFO] 2021-10-25 01:51:09 > Step: 867300 Progress: 86.7% Elapsed: 8 days, 12:29:13 Gen_loss: 1.382 Dis_loss: 1.093 Cls_loss: N/A Topk: N/A ada_p: 0.2723
[INFO] 2021-10-25 01:52:11 > Step: 867400 Progress: 86.7% Elapsed: 8 days, 12:30:16 Gen_loss: 1.127 Dis_loss: 0.953 Cls_loss: N/A Topk: N/A ada_p: 0.2738
[INFO] 2021-10-25 01:53:13 > Step: 867500 Progress: 86.8% Elapsed: 8 days, 12:31:18 Gen_loss: 1.004 Dis_loss: 1.169 Cls_loss: N/A Topk: N/A ada_p: 0.2776
[INFO] 2021-10-25 01:54:15 > Step: 867600 Progress: 86.8% Elapsed: 8 days, 12:32:20 Gen_loss: 1.081 Dis_loss: 1.026 Cls_loss: N/A Topk: N/A ada_p: 0.2764
[INFO] 2021-10-25 01:55:28 > Step: 867700 Progress: 86.8% Elapsed: 8 days, 12:33:33 Gen_loss: 1.09 Dis_loss: 0.9717 Cls_loss: N/A Topk: N/A ada_p: 0.2765
[INFO] 2021-10-25 01:56:30 > Step: 867800 Progress: 86.8% Elapsed: 8 days, 12:34:35 Gen_loss: 2.025 Dis_loss: 1.058 Cls_loss: N/A Topk: N/A ada_p: 0.2808
[INFO] 2021-10-25 01:57:33 > Step: 867900 Progress: 86.8% Elapsed: 8 days, 12:35:38 Gen_loss: 1.179 Dis_loss: 0.7177 Cls_loss: N/A Topk: N/A ada_p: 0.2785
[INFO] 2021-10-25 01:58:35 > Step: 868000 Progress: 86.8% Elapsed: 8 days, 12:36:40 Gen_loss: 2.027 Dis_loss: 1.108 Cls_loss: N/A Topk: N/A ada_p: 0.277
[INFO] 2021-10-25 01:59:39 > Step: 868100 Progress: 86.8% Elapsed: 8 days, 12:37:43 Gen_loss: 1.28 Dis_loss: 0.9198 Cls_loss: N/A Topk: N/A ada_p: 0.2776
[INFO] 2021-10-25 02:00:41 > Step: 868200 Progress: 86.8% Elapsed: 8 days, 12:38:46 Gen_loss: 1.719 Dis_loss: 0.8566 Cls_loss: N/A Topk: N/A ada_p: 0.2807
[INFO] 2021-10-25 02:01:43 > Step: 868300 Progress: 86.8% Elapsed: 8 days, 12:39:48 Gen_loss: 1.43 Dis_loss: 0.5631 Cls_loss: N/A Topk: N/A ada_p: 0.2815
[INFO] 2021-10-25 02:02:46 > Step: 868400 Progress: 86.8% Elapsed: 8 days, 12:40:50 Gen_loss: 1.389 Dis_loss: 0.7558 Cls_loss: N/A Topk: N/A ada_p: 0.2799
[INFO] 2021-10-25 02:03:58 > Step: 868500 Progress: 86.9% Elapsed: 8 days, 12:42:03 Gen_loss: 0.9224 Dis_loss: 0.7864 Cls_loss: N/A Topk: N/A ada_p: 0.2785
[INFO] 2021-10-25 02:05:00 > Step: 868600 Progress: 86.9% Elapsed: 8 days, 12:43:05 Gen_loss: 1.532 Dis_loss: 1.004 Cls_loss: N/A Topk: N/A ada_p: 0.2773
[INFO] 2021-10-25 02:06:03 > Step: 868700 Progress: 86.9% Elapsed: 8 days, 12:44:08 Gen_loss: 1.672 Dis_loss: 0.7072 Cls_loss: N/A Topk: N/A ada_p: 0.2778
[INFO] 2021-10-25 02:07:05 > Step: 868800 Progress: 86.9% Elapsed: 8 days, 12:45:10 Gen_loss: 1.258 Dis_loss: 0.7186 Cls_loss: N/A Topk: N/A ada_p: 0.2767
[INFO] 2021-10-25 02:08:08 > Step: 868900 Progress: 86.9% Elapsed: 8 days, 12:46:12 Gen_loss: 1.477 Dis_loss: 1.007 Cls_loss: N/A Topk: N/A ada_p: 0.2769
[INFO] 2021-10-25 02:09:10 > Step: 869000 Progress: 86.9% Elapsed: 8 days, 12:47:15 Gen_loss: 0.8284 Dis_loss: 0.9355 Cls_loss: N/A Topk: N/A ada_p: 0.2751
[INFO] 2021-10-25 02:10:13 > Step: 869100 Progress: 86.9% Elapsed: 8 days, 12:48:17 Gen_loss: 1.057 Dis_loss: 0.6191 Cls_loss: N/A Topk: N/A ada_p: 0.2769
[INFO] 2021-10-25 02:11:15 > Step: 869200 Progress: 86.9% Elapsed: 8 days, 12:49:20 Gen_loss: 1.412 Dis_loss: 1.021 Cls_loss: N/A Topk: N/A ada_p: 0.2794
[INFO] 2021-10-25 02:12:28 > Step: 869300 Progress: 86.9% Elapsed: 8 days, 12:50:33 Gen_loss: 1.227 Dis_loss: 0.7522 Cls_loss: N/A Topk: N/A ada_p: 0.2788
[INFO] 2021-10-25 02:13:31 > Step: 869400 Progress: 86.9% Elapsed: 8 days, 12:51:35 Gen_loss: 0.905 Dis_loss: 1.298 Cls_loss: N/A Topk: N/A ada_p: 0.2803
[INFO] 2021-10-25 02:14:34 > Step: 869500 Progress: 87.0% Elapsed: 8 days, 12:52:38 Gen_loss: 1.057 Dis_loss: 0.8291 Cls_loss: N/A Topk: N/A ada_p: 0.2849
[INFO] 2021-10-25 02:15:36 > Step: 869600 Progress: 87.0% Elapsed: 8 days, 12:53:41 Gen_loss: 0.7763 Dis_loss: 1.105 Cls_loss: N/A Topk: N/A ada_p: 0.2852
[INFO] 2021-10-25 02:16:40 > Step: 869700 Progress: 87.0% Elapsed: 8 days, 12:54:45 Gen_loss: 1.615 Dis_loss: 1.116 Cls_loss: N/A Topk: N/A ada_p: 0.2879
[INFO] 2021-10-25 02:17:43 > Step: 869800 Progress: 87.0% Elapsed: 8 days, 12:55:48 Gen_loss: 0.64 Dis_loss: 1.155 Cls_loss: N/A Topk: N/A ada_p: 0.2894
[INFO] 2021-10-25 02:18:47 > Step: 869900 Progress: 87.0% Elapsed: 8 days, 12:56:51 Gen_loss: 1.162 Dis_loss: 0.9077 Cls_loss: N/A Topk: N/A ada_p: 0.2892
[INFO] 2021-10-25 02:19:50 > Step: 870000 Progress: 87.0% Elapsed: 8 days, 12:57:54 Gen_loss: 1.821 Dis_loss: 0.9776 Cls_loss: N/A Topk: N/A ada_p: 0.2874
[INFO] 2021-10-25 02:19:50 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 02:19:50 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_870000.png
[INFO] 2021-10-25 02:19:50 > Start Evaluation (870000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-25 02:19:50 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-25 02:25:20 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-25 02:30:57 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-25 02:52:33 > Inception score (Step: 870000, 50000 generated images): 10.365921974182129
[INFO] 2021-10-25 02:52:33 > FID score (Step: 870000, Using train moments): 2.4386850530211177
[INFO] 2021-10-25 02:52:33 > Improved Precision (Step: 870000, Using train images): 0.74978
[INFO] 2021-10-25 02:52:33 > Improved Recall (Step: 870000, Using train images): 0.67896
[INFO] 2021-10-25 02:52:33 > Density (Step: 870000, Using train images): 1.062264
[INFO] 2021-10-25 02:52:33 > Coverage (Step: 870000, Using train images): 0.9308
[INFO] 2021-10-25 02:52:33 > Best FID score (Step: 850000, Using train moments): 2.412118612731774
[INFO] 2021-10-25 02:52:44 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-25 02:54:02 > Step: 870100 Progress: 87.0% Elapsed: 8 days, 13:32:07 Gen_loss: 0.9243 Dis_loss: 0.9448 Cls_loss: N/A Topk: N/A ada_p: 0.287
[INFO] 2021-10-25 02:55:04 > Step: 870200 Progress: 87.0% Elapsed: 8 days, 13:33:09 Gen_loss: 0.9917 Dis_loss: 0.9834 Cls_loss: N/A Topk: N/A ada_p: 0.2844
[INFO] 2021-10-25 02:56:07 > Step: 870300 Progress: 87.0% Elapsed: 8 days, 13:34:12 Gen_loss: 1.665 Dis_loss: 0.5591 Cls_loss: N/A Topk: N/A ada_p: 0.2842
[INFO] 2021-10-25 02:57:10 > Step: 870400 Progress: 87.0% Elapsed: 8 days, 13:35:15 Gen_loss: 0.9006 Dis_loss: 0.9263 Cls_loss: N/A Topk: N/A ada_p: 0.2844
[INFO] 2021-10-25 02:58:13 > Step: 870500 Progress: 87.1% Elapsed: 8 days, 13:36:18 Gen_loss: 1.155 Dis_loss: 0.9896 Cls_loss: N/A Topk: N/A ada_p: 0.282
[INFO] 2021-10-25 02:59:15 > Step: 870600 Progress: 87.1% Elapsed: 8 days, 13:37:20 Gen_loss: 1.91 Dis_loss: 0.7041 Cls_loss: N/A Topk: N/A ada_p: 0.2792
[INFO] 2021-10-25 03:00:18 > Step: 870700 Progress: 87.1% Elapsed: 8 days, 13:38:22 Gen_loss: 1.209 Dis_loss: 0.7242 Cls_loss: N/A Topk: N/A ada_p: 0.2784
[INFO] 2021-10-25 03:01:20 > Step: 870800 Progress: 87.1% Elapsed: 8 days, 13:39:25 Gen_loss: 1.987 Dis_loss: 1.818 Cls_loss: N/A Topk: N/A ada_p: 0.2766
[INFO] 2021-10-25 03:02:32 > Step: 870900 Progress: 87.1% Elapsed: 8 days, 13:40:37 Gen_loss: 1.742 Dis_loss: 0.906 Cls_loss: N/A Topk: N/A ada_p: 0.276
[INFO] 2021-10-25 03:03:35 > Step: 871000 Progress: 87.1% Elapsed: 8 days, 13:41:39 Gen_loss: 1.122 Dis_loss: 0.5469 Cls_loss: N/A Topk: N/A ada_p: 0.2778
[INFO] 2021-10-25 03:04:37 > Step: 871100 Progress: 87.1% Elapsed: 8 days, 13:42:41 Gen_loss: 1.638 Dis_loss: 1.27 Cls_loss: N/A Topk: N/A ada_p: 0.2785
[INFO] 2021-10-25 03:05:39 > Step: 871200 Progress: 87.1% Elapsed: 8 days, 13:43:44 Gen_loss: 2.207 Dis_loss: 0.7165 Cls_loss: N/A Topk: N/A ada_p: 0.2719
[INFO] 2021-10-25 03:06:42 > Step: 871300 Progress: 87.1% Elapsed: 8 days, 13:44:46 Gen_loss: 1.489 Dis_loss: 0.8405 Cls_loss: N/A Topk: N/A ada_p: 0.2771
[INFO] 2021-10-25 03:07:45 > Step: 871400 Progress: 87.1% Elapsed: 8 days, 13:45:50 Gen_loss: 1.312 Dis_loss: 0.561 Cls_loss: N/A Topk: N/A ada_p: 0.2797
[INFO] 2021-10-25 03:08:48 > Step: 871500 Progress: 87.2% Elapsed: 8 days, 13:46:52 Gen_loss: 1.133 Dis_loss: 0.8949 Cls_loss: N/A Topk: N/A ada_p: 0.2769
[INFO] 2021-10-25 03:10:00 > Step: 871600 Progress: 87.2% Elapsed: 8 days, 13:48:05 Gen_loss: 1.625 Dis_loss: 0.8464 Cls_loss: N/A Topk: N/A ada_p: 0.2746
[INFO] 2021-10-25 03:11:02 > Step: 871700 Progress: 87.2% Elapsed: 8 days, 13:49:07 Gen_loss: 2.105 Dis_loss: 0.8864 Cls_loss: N/A Topk: N/A ada_p: 0.276
[INFO] 2021-10-25 03:12:05 > Step: 871800 Progress: 87.2% Elapsed: 8 days, 13:50:09 Gen_loss: 1.223 Dis_loss: 0.8859 Cls_loss: N/A Topk: N/A ada_p: 0.2762
[INFO] 2021-10-25 03:13:07 > Step: 871900 Progress: 87.2% Elapsed: 8 days, 13:51:12 Gen_loss: 0.7993 Dis_loss: 1.57 Cls_loss: N/A Topk: N/A ada_p: 0.276
[INFO] 2021-10-25 03:14:10 > Step: 872000 Progress: 87.2% Elapsed: 8 days, 13:52:14 Gen_loss: 1.033 Dis_loss: 1.04 Cls_loss: N/A Topk: N/A ada_p: 0.2765
[INFO] 2021-10-25 03:15:12 > Step: 872100 Progress: 87.2% Elapsed: 8 days, 13:53:17 Gen_loss: 1.235 Dis_loss: 1.073 Cls_loss: N/A Topk: N/A ada_p: 0.2769
[INFO] 2021-10-25 03:16:15 > Step: 872200 Progress: 87.2% Elapsed: 8 days, 13:54:19 Gen_loss: 1.602 Dis_loss: 1.148 Cls_loss: N/A Topk: N/A ada_p: 0.2779
[INFO] 2021-10-25 03:17:17 > Step: 872300 Progress: 87.2% Elapsed: 8 days, 13:55:22 Gen_loss: 1.257 Dis_loss: 0.9532 Cls_loss: N/A Topk: N/A ada_p: 0.2761
[INFO] 2021-10-25 03:18:29 > Step: 872400 Progress: 87.2% Elapsed: 8 days, 13:56:34 Gen_loss: 1.693 Dis_loss: 0.9606 Cls_loss: N/A Topk: N/A ada_p: 0.2789
[INFO] 2021-10-25 03:19:32 > Step: 872500 Progress: 87.2% Elapsed: 8 days, 13:57:36 Gen_loss: 1.236 Dis_loss: 1.127 Cls_loss: N/A Topk: N/A ada_p: 0.277
[INFO] 2021-10-25 03:20:34 > Step: 872600 Progress: 87.3% Elapsed: 8 days, 13:58:39 Gen_loss: 1.053 Dis_loss: 0.7323 Cls_loss: N/A Topk: N/A ada_p: 0.2773
[INFO] 2021-10-25 03:21:36 > Step: 872700 Progress: 87.3% Elapsed: 8 days, 13:59:41 Gen_loss: 0.9976 Dis_loss: 0.7455 Cls_loss: N/A Topk: N/A ada_p: 0.2801
[INFO] 2021-10-25 03:22:39 > Step: 872800 Progress: 87.3% Elapsed: 8 days, 14:00:44 Gen_loss: 1.293 Dis_loss: 0.9276 Cls_loss: N/A Topk: N/A ada_p: 0.2796
[INFO] 2021-10-25 03:23:42 > Step: 872900 Progress: 87.3% Elapsed: 8 days, 14:01:47 Gen_loss: 1.305 Dis_loss: 0.9657 Cls_loss: N/A Topk: N/A ada_p: 0.2792
[INFO] 2021-10-25 03:24:44 > Step: 873000 Progress: 87.3% Elapsed: 8 days, 14:02:49 Gen_loss: 1.094 Dis_loss: 0.961 Cls_loss: N/A Topk: N/A ada_p: 0.2764
[INFO] 2021-10-25 03:25:46 > Step: 873100 Progress: 87.3% Elapsed: 8 days, 14:03:51 Gen_loss: 1.478 Dis_loss: 0.713 Cls_loss: N/A Topk: N/A ada_p: 0.2758
[INFO] 2021-10-25 03:26:59 > Step: 873200 Progress: 87.3% Elapsed: 8 days, 14:05:03 Gen_loss: 1.304 Dis_loss: 1.068 Cls_loss: N/A Topk: N/A ada_p: 0.2756
[INFO] 2021-10-25 03:28:01 > Step: 873300 Progress: 87.3% Elapsed: 8 days, 14:06:06 Gen_loss: 1.93 Dis_loss: 1.321 Cls_loss: N/A Topk: N/A ada_p: 0.2724
[INFO] 2021-10-25 03:29:04 > Step: 873400 Progress: 87.3% Elapsed: 8 days, 14:07:08 Gen_loss: 1.343 Dis_loss: 0.8264 Cls_loss: N/A Topk: N/A ada_p: 0.2744
[INFO] 2021-10-25 03:30:07 > Step: 873500 Progress: 87.4% Elapsed: 8 days, 14:08:11 Gen_loss: 2.052 Dis_loss: 1.37 Cls_loss: N/A Topk: N/A ada_p: 0.2752
[INFO] 2021-10-25 03:31:09 > Step: 873600 Progress: 87.4% Elapsed: 8 days, 14:09:14 Gen_loss: 0.764 Dis_loss: 0.9714 Cls_loss: N/A Topk: N/A ada_p: 0.279
[INFO] 2021-10-25 03:32:12 > Step: 873700 Progress: 87.4% Elapsed: 8 days, 14:10:17 Gen_loss: 1.407 Dis_loss: 0.9031 Cls_loss: N/A Topk: N/A ada_p: 0.282
[INFO] 2021-10-25 03:33:14 > Step: 873800 Progress: 87.4% Elapsed: 8 days, 14:11:19 Gen_loss: 1.375 Dis_loss: 0.7709 Cls_loss: N/A Topk: N/A ada_p: 0.2848
[INFO] 2021-10-25 03:34:17 > Step: 873900 Progress: 87.4% Elapsed: 8 days, 14:12:21 Gen_loss: 0.8063 Dis_loss: 0.9076 Cls_loss: N/A Topk: N/A ada_p: 0.2853
[INFO] 2021-10-25 03:35:29 > Step: 874000 Progress: 87.4% Elapsed: 8 days, 14:13:34 Gen_loss: 0.9876 Dis_loss: 0.9748 Cls_loss: N/A Topk: N/A ada_p: 0.2866
[INFO] 2021-10-25 03:36:32 > Step: 874100 Progress: 87.4% Elapsed: 8 days, 14:14:37 Gen_loss: 1.37 Dis_loss: 1.071 Cls_loss: N/A Topk: N/A ada_p: 0.2872
[INFO] 2021-10-25 03:37:35 > Step: 874200 Progress: 87.4% Elapsed: 8 days, 14:15:39 Gen_loss: 1.421 Dis_loss: 1.295 Cls_loss: N/A Topk: N/A ada_p: 0.2837
[INFO] 2021-10-25 03:38:38 > Step: 874300 Progress: 87.4% Elapsed: 8 days, 14:16:42 Gen_loss: 0.6106 Dis_loss: 0.9213 Cls_loss: N/A Topk: N/A ada_p: 0.2819
[INFO] 2021-10-25 03:39:40 > Step: 874400 Progress: 87.4% Elapsed: 8 days, 14:17:45 Gen_loss: 1.351 Dis_loss: 0.7945 Cls_loss: N/A Topk: N/A ada_p: 0.2813
[INFO] 2021-10-25 03:40:43 > Step: 874500 Progress: 87.5% Elapsed: 8 days, 14:18:48 Gen_loss: 1.33 Dis_loss: 0.6581 Cls_loss: N/A Topk: N/A ada_p: 0.284
[INFO] 2021-10-25 03:41:46 > Step: 874600 Progress: 87.5% Elapsed: 8 days, 14:19:51 Gen_loss: 2.402 Dis_loss: 1.049 Cls_loss: N/A Topk: N/A ada_p: 0.2845
[INFO] 2021-10-25 03:42:48 > Step: 874700 Progress: 87.5% Elapsed: 8 days, 14:20:53 Gen_loss: 1.806 Dis_loss: 0.9129 Cls_loss: N/A Topk: N/A ada_p: 0.2822
[INFO] 2021-10-25 03:44:01 > Step: 874800 Progress: 87.5% Elapsed: 8 days, 14:22:06 Gen_loss: 1.402 Dis_loss: 0.7445 Cls_loss: N/A Topk: N/A ada_p: 0.284
[INFO] 2021-10-25 03:45:04 > Step: 874900 Progress: 87.5% Elapsed: 8 days, 14:23:09 Gen_loss: 1.292 Dis_loss: 0.9445 Cls_loss: N/A Topk: N/A ada_p: 0.2831
[INFO] 2021-10-25 03:46:07 > Step: 875000 Progress: 87.5% Elapsed: 8 days, 14:24:12 Gen_loss: 1.801 Dis_loss: 1.392 Cls_loss: N/A Topk: N/A ada_p: 0.2801
[INFO] 2021-10-25 03:47:10 > Step: 875100 Progress: 87.5% Elapsed: 8 days, 14:25:15 Gen_loss: 1.029 Dis_loss: 1.11 Cls_loss: N/A Topk: N/A ada_p: 0.2808
[INFO] 2021-10-25 03:48:13 > Step: 875200 Progress: 87.5% Elapsed: 8 days, 14:26:18 Gen_loss: 1.116 Dis_loss: 1.098 Cls_loss: N/A Topk: N/A ada_p: 0.2793
[INFO] 2021-10-25 03:49:16 > Step: 875300 Progress: 87.5% Elapsed: 8 days, 14:27:20 Gen_loss: 0.8884 Dis_loss: 1.089 Cls_loss: N/A Topk: N/A ada_p: 0.2822
[INFO] 2021-10-25 03:50:19 > Step: 875400 Progress: 87.5% Elapsed: 8 days, 14:28:23 Gen_loss: 1.747 Dis_loss: 1.235 Cls_loss: N/A Topk: N/A ada_p: 0.2853
[INFO] 2021-10-25 03:51:21 > Step: 875500 Progress: 87.5% Elapsed: 8 days, 14:29:26 Gen_loss: 1.891 Dis_loss: 0.8319 Cls_loss: N/A Topk: N/A ada_p: 0.2838
[INFO] 2021-10-25 03:52:33 > Step: 875600 Progress: 87.6% Elapsed: 8 days, 14:30:38 Gen_loss: 0.8458 Dis_loss: 0.9304 Cls_loss: N/A Topk: N/A ada_p: 0.2845
[INFO] 2021-10-25 03:53:36 > Step: 875700 Progress: 87.6% Elapsed: 8 days, 14:31:41 Gen_loss: 1.25 Dis_loss: 0.8068 Cls_loss: N/A Topk: N/A ada_p: 0.2839
[INFO] 2021-10-25 03:54:39 > Step: 875800 Progress: 87.6% Elapsed: 8 days, 14:32:43 Gen_loss: 2.218 Dis_loss: 0.9473 Cls_loss: N/A Topk: N/A ada_p: 0.2857
[INFO] 2021-10-25 03:55:42 > Step: 875900 Progress: 87.6% Elapsed: 8 days, 14:33:46 Gen_loss: 1.188 Dis_loss: 1.051 Cls_loss: N/A Topk: N/A ada_p: 0.2819
[INFO] 2021-10-25 03:56:44 > Step: 876000 Progress: 87.6% Elapsed: 8 days, 14:34:49 Gen_loss: 1.5 Dis_loss: 0.7396 Cls_loss: N/A Topk: N/A ada_p: 0.2801
[INFO] 2021-10-25 03:57:47 > Step: 876100 Progress: 87.6% Elapsed: 8 days, 14:35:52 Gen_loss: 1.276 Dis_loss: 0.7348 Cls_loss: N/A Topk: N/A ada_p: 0.2787
[INFO] 2021-10-25 03:58:50 > Step: 876200 Progress: 87.6% Elapsed: 8 days, 14:36:54 Gen_loss: 1.8 Dis_loss: 0.6048 Cls_loss: N/A Topk: N/A ada_p: 0.2805
[INFO] 2021-10-25 04:00:02 > Step: 876300 Progress: 87.6% Elapsed: 8 days, 14:38:07 Gen_loss: 1.985 Dis_loss: 0.9662 Cls_loss: N/A Topk: N/A ada_p: 0.2797
[INFO] 2021-10-25 04:01:04 > Step: 876400 Progress: 87.6% Elapsed: 8 days, 14:39:09 Gen_loss: 0.8074 Dis_loss: 0.8665 Cls_loss: N/A Topk: N/A ada_p: 0.2758
[INFO] 2021-10-25 04:02:07 > Step: 876500 Progress: 87.6% Elapsed: 8 days, 14:40:12 Gen_loss: 0.9966 Dis_loss: 0.8079 Cls_loss: N/A Topk: N/A ada_p: 0.2778
[INFO] 2021-10-25 04:03:09 > Step: 876600 Progress: 87.7% Elapsed: 8 days, 14:41:14 Gen_loss: 1.819 Dis_loss: 1.123 Cls_loss: N/A Topk: N/A ada_p: 0.2783
[INFO] 2021-10-25 04:04:12 > Step: 876700 Progress: 87.7% Elapsed: 8 days, 14:42:16 Gen_loss: 1.081 Dis_loss: 0.8391 Cls_loss: N/A Topk: N/A ada_p: 0.278
[INFO] 2021-10-25 04:05:15 > Step: 876800 Progress: 87.7% Elapsed: 8 days, 14:43:20 Gen_loss: 1.019 Dis_loss: 0.798 Cls_loss: N/A Topk: N/A ada_p: 0.2778
[INFO] 2021-10-25 04:06:17 > Step: 876900 Progress: 87.7% Elapsed: 8 days, 14:44:22 Gen_loss: 1.058 Dis_loss: 0.7362 Cls_loss: N/A Topk: N/A ada_p: 0.2787
[INFO] 2021-10-25 04:07:20 > Step: 877000 Progress: 87.7% Elapsed: 8 days, 14:45:24 Gen_loss: 0.9623 Dis_loss: 0.8276 Cls_loss: N/A Topk: N/A ada_p: 0.2805
[INFO] 2021-10-25 04:08:32 > Step: 877100 Progress: 87.7% Elapsed: 8 days, 14:46:37 Gen_loss: 0.6833 Dis_loss: 1.107 Cls_loss: N/A Topk: N/A ada_p: 0.2805
[INFO] 2021-10-25 04:09:34 > Step: 877200 Progress: 87.7% Elapsed: 8 days, 14:47:39 Gen_loss: 0.9293 Dis_loss: 0.8081 Cls_loss: N/A Topk: N/A ada_p: 0.2815
[INFO] 2021-10-25 04:10:37 > Step: 877300 Progress: 87.7% Elapsed: 8 days, 14:48:42 Gen_loss: 2.005 Dis_loss: 0.8132 Cls_loss: N/A Topk: N/A ada_p: 0.2785
[INFO] 2021-10-25 04:11:39 > Step: 877400 Progress: 87.7% Elapsed: 8 days, 14:49:44 Gen_loss: 1.633 Dis_loss: 0.828 Cls_loss: N/A Topk: N/A ada_p: 0.2783
[INFO] 2021-10-25 04:12:42 > Step: 877500 Progress: 87.8% Elapsed: 8 days, 14:50:46 Gen_loss: 1.143 Dis_loss: 1.056 Cls_loss: N/A Topk: N/A ada_p: 0.2778
[INFO] 2021-10-25 04:13:44 > Step: 877600 Progress: 87.8% Elapsed: 8 days, 14:51:49 Gen_loss: 1.605 Dis_loss: 0.7395 Cls_loss: N/A Topk: N/A ada_p: 0.2803
[INFO] 2021-10-25 04:14:46 > Step: 877700 Progress: 87.8% Elapsed: 8 days, 14:52:51 Gen_loss: 1.055 Dis_loss: 1.065 Cls_loss: N/A Topk: N/A ada_p: 0.2825
[INFO] 2021-10-25 04:15:49 > Step: 877800 Progress: 87.8% Elapsed: 8 days, 14:53:53 Gen_loss: 1.307 Dis_loss: 0.9336 Cls_loss: N/A Topk: N/A ada_p: 0.2843
[INFO] 2021-10-25 04:17:01 > Step: 877900 Progress: 87.8% Elapsed: 8 days, 14:55:06 Gen_loss: 1.447 Dis_loss: 1.136 Cls_loss: N/A Topk: N/A ada_p: 0.2861
[INFO] 2021-10-25 04:18:03 > Step: 878000 Progress: 87.8% Elapsed: 8 days, 14:56:08 Gen_loss: 1.91 Dis_loss: 0.833 Cls_loss: N/A Topk: N/A ada_p: 0.2802
[INFO] 2021-10-25 04:19:06 > Step: 878100 Progress: 87.8% Elapsed: 8 days, 14:57:10 Gen_loss: 1.668 Dis_loss: 0.8332 Cls_loss: N/A Topk: N/A ada_p: 0.2785
[INFO] 2021-10-25 04:20:08 > Step: 878200 Progress: 87.8% Elapsed: 8 days, 14:58:13 Gen_loss: 1.222 Dis_loss: 0.7493 Cls_loss: N/A Topk: N/A ada_p: 0.2783
[INFO] 2021-10-25 04:21:10 > Step: 878300 Progress: 87.8% Elapsed: 8 days, 14:59:15 Gen_loss: 1.959 Dis_loss: 0.825 Cls_loss: N/A Topk: N/A ada_p: 0.2839
[INFO] 2021-10-25 04:22:13 > Step: 878400 Progress: 87.8% Elapsed: 8 days, 15:00:17 Gen_loss: 1.95 Dis_loss: 1.289 Cls_loss: N/A Topk: N/A ada_p: 0.2842
[INFO] 2021-10-25 04:23:15 > Step: 878500 Progress: 87.8% Elapsed: 8 days, 15:01:20 Gen_loss: 1.178 Dis_loss: 0.8384 Cls_loss: N/A Topk: N/A ada_p: 0.2848
[INFO] 2021-10-25 04:24:18 > Step: 878600 Progress: 87.9% Elapsed: 8 days, 15:02:22 Gen_loss: 1.251 Dis_loss: 0.7499 Cls_loss: N/A Topk: N/A ada_p: 0.2869
[INFO] 2021-10-25 04:25:30 > Step: 878700 Progress: 87.9% Elapsed: 8 days, 15:03:34 Gen_loss: 1.058 Dis_loss: 1.092 Cls_loss: N/A Topk: N/A ada_p: 0.2889
[INFO] 2021-10-25 04:26:32 > Step: 878800 Progress: 87.9% Elapsed: 8 days, 15:04:37 Gen_loss: 1.007 Dis_loss: 1.118 Cls_loss: N/A Topk: N/A ada_p: 0.2886
[INFO] 2021-10-25 04:27:35 > Step: 878900 Progress: 87.9% Elapsed: 8 days, 15:05:40 Gen_loss: 1.027 Dis_loss: 0.9972 Cls_loss: N/A Topk: N/A ada_p: 0.2877
[INFO] 2021-10-25 04:28:37 > Step: 879000 Progress: 87.9% Elapsed: 8 days, 15:06:42 Gen_loss: 1.828 Dis_loss: 0.6126 Cls_loss: N/A Topk: N/A ada_p: 0.2849
[INFO] 2021-10-25 04:29:40 > Step: 879100 Progress: 87.9% Elapsed: 8 days, 15:07:44 Gen_loss: 1.817 Dis_loss: 1.15 Cls_loss: N/A Topk: N/A ada_p: 0.288
[INFO] 2021-10-25 04:30:42 > Step: 879200 Progress: 87.9% Elapsed: 8 days, 15:08:47 Gen_loss: 2.115 Dis_loss: 0.9704 Cls_loss: N/A Topk: N/A ada_p: 0.2921
[INFO] 2021-10-25 04:31:45 > Step: 879300 Progress: 87.9% Elapsed: 8 days, 15:09:49 Gen_loss: 1.8 Dis_loss: 0.9523 Cls_loss: N/A Topk: N/A ada_p: 0.2915
[INFO] 2021-10-25 04:32:47 > Step: 879400 Progress: 87.9% Elapsed: 8 days, 15:10:51 Gen_loss: 0.8873 Dis_loss: 0.9968 Cls_loss: N/A Topk: N/A ada_p: 0.2912
[INFO] 2021-10-25 04:33:59 > Step: 879500 Progress: 87.9% Elapsed: 8 days, 15:12:04 Gen_loss: 1.806 Dis_loss: 0.9084 Cls_loss: N/A Topk: N/A ada_p: 0.292
[INFO] 2021-10-25 04:35:02 > Step: 879600 Progress: 88.0% Elapsed: 8 days, 15:13:06 Gen_loss: 0.577 Dis_loss: 0.9192 Cls_loss: N/A Topk: N/A ada_p: 0.2945
[INFO] 2021-10-25 04:36:05 > Step: 879700 Progress: 88.0% Elapsed: 8 days, 15:14:10 Gen_loss: 1.494 Dis_loss: 0.9815 Cls_loss: N/A Topk: N/A ada_p: 0.2931
[INFO] 2021-10-25 04:37:07 > Step: 879800 Progress: 88.0% Elapsed: 8 days, 15:15:12 Gen_loss: 1.736 Dis_loss: 0.8837 Cls_loss: N/A Topk: N/A ada_p: 0.2916
[INFO] 2021-10-25 04:38:10 > Step: 879900 Progress: 88.0% Elapsed: 8 days, 15:16:15 Gen_loss: 1.511 Dis_loss: 1.725 Cls_loss: N/A Topk: N/A ada_p: 0.2908
[INFO] 2021-10-25 04:39:12 > Step: 880000 Progress: 88.0% Elapsed: 8 days, 15:17:17 Gen_loss: 1.297 Dis_loss: 0.6906 Cls_loss: N/A Topk: N/A ada_p: 0.2908
[INFO] 2021-10-25 04:39:13 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 04:39:13 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_880000.png
[INFO] 2021-10-25 04:39:13 > Start Evaluation (880000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-25 04:39:13 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-25 04:44:44 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-25 04:50:22 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-25 05:12:16 > Inception score (Step: 880000, 50000 generated images): 10.509673118591309
[INFO] 2021-10-25 05:12:16 > FID score (Step: 880000, Using train moments): 2.4402036088903287
[INFO] 2021-10-25 05:12:16 > Improved Precision (Step: 880000, Using train images): 0.74506
[INFO] 2021-10-25 05:12:16 > Improved Recall (Step: 880000, Using train images): 0.68514
[INFO] 2021-10-25 05:12:16 > Density (Step: 880000, Using train images): 1.040588
[INFO] 2021-10-25 05:12:16 > Coverage (Step: 880000, Using train images): 0.92818
[INFO] 2021-10-25 05:12:16 > Best FID score (Step: 850000, Using train moments): 2.412118612731774
[INFO] 2021-10-25 05:12:26 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-25 05:13:28 > Step: 880100 Progress: 88.0% Elapsed: 8 days, 15:51:32 Gen_loss: 1.366 Dis_loss: 1.103 Cls_loss: N/A Topk: N/A ada_p: 0.2894
[INFO] 2021-10-25 05:14:46 > Step: 880200 Progress: 88.0% Elapsed: 8 days, 15:52:50 Gen_loss: 0.8942 Dis_loss: 1.179 Cls_loss: N/A Topk: N/A ada_p: 0.2881
[INFO] 2021-10-25 05:15:48 > Step: 880300 Progress: 88.0% Elapsed: 8 days, 15:53:52 Gen_loss: 1.665 Dis_loss: 1.058 Cls_loss: N/A Topk: N/A ada_p: 0.2889
[INFO] 2021-10-25 05:16:50 > Step: 880400 Progress: 88.0% Elapsed: 8 days, 15:54:55 Gen_loss: 0.683 Dis_loss: 0.8498 Cls_loss: N/A Topk: N/A ada_p: 0.2904
[INFO] 2021-10-25 05:17:53 > Step: 880500 Progress: 88.0% Elapsed: 8 days, 15:55:57 Gen_loss: 1.422 Dis_loss: 0.9615 Cls_loss: N/A Topk: N/A ada_p: 0.2901
[INFO] 2021-10-25 05:18:56 > Step: 880600 Progress: 88.1% Elapsed: 8 days, 15:57:00 Gen_loss: 1.07 Dis_loss: 0.8917 Cls_loss: N/A Topk: N/A ada_p: 0.2898
[INFO] 2021-10-25 05:19:59 > Step: 880700 Progress: 88.1% Elapsed: 8 days, 15:58:04 Gen_loss: 1.384 Dis_loss: 1.05 Cls_loss: N/A Topk: N/A ada_p: 0.2903
[INFO] 2021-10-25 05:21:01 > Step: 880800 Progress: 88.1% Elapsed: 8 days, 15:59:06 Gen_loss: 1.214 Dis_loss: 0.5495 Cls_loss: N/A Topk: N/A ada_p: 0.2911
[INFO] 2021-10-25 05:22:04 > Step: 880900 Progress: 88.1% Elapsed: 8 days, 16:00:08 Gen_loss: 1.189 Dis_loss: 0.9632 Cls_loss: N/A Topk: N/A ada_p: 0.2894
[INFO] 2021-10-25 05:23:16 > Step: 881000 Progress: 88.1% Elapsed: 8 days, 16:01:21 Gen_loss: 1.352 Dis_loss: 0.5706 Cls_loss: N/A Topk: N/A ada_p: 0.2909
[INFO] 2021-10-25 05:24:18 > Step: 881100 Progress: 88.1% Elapsed: 8 days, 16:02:23 Gen_loss: 0.769 Dis_loss: 0.9091 Cls_loss: N/A Topk: N/A ada_p: 0.2881
[INFO] 2021-10-25 05:25:21 > Step: 881200 Progress: 88.1% Elapsed: 8 days, 16:03:25 Gen_loss: 2.025 Dis_loss: 1.229 Cls_loss: N/A Topk: N/A ada_p: 0.2892
[INFO] 2021-10-25 05:26:23 > Step: 881300 Progress: 88.1% Elapsed: 8 days, 16:04:28 Gen_loss: 1.558 Dis_loss: 0.8751 Cls_loss: N/A Topk: N/A ada_p: 0.2885
[INFO] 2021-10-25 05:27:25 > Step: 881400 Progress: 88.1% Elapsed: 8 days, 16:05:30 Gen_loss: 1.289 Dis_loss: 0.9099 Cls_loss: N/A Topk: N/A ada_p: 0.2893
[INFO] 2021-10-25 05:28:27 > Step: 881500 Progress: 88.1% Elapsed: 8 days, 16:06:32 Gen_loss: 1.325 Dis_loss: 1.051 Cls_loss: N/A Topk: N/A ada_p: 0.2906
[INFO] 2021-10-25 05:29:30 > Step: 881600 Progress: 88.2% Elapsed: 8 days, 16:07:34 Gen_loss: 1.795 Dis_loss: 0.9651 Cls_loss: N/A Topk: N/A ada_p: 0.289
[INFO] 2021-10-25 05:30:32 > Step: 881700 Progress: 88.2% Elapsed: 8 days, 16:08:37 Gen_loss: 1.383 Dis_loss: 0.8338 Cls_loss: N/A Topk: N/A ada_p: 0.2866
[INFO] 2021-10-25 05:31:44 > Step: 881800 Progress: 88.2% Elapsed: 8 days, 16:09:49 Gen_loss: 1.359 Dis_loss: 1.083 Cls_loss: N/A Topk: N/A ada_p: 0.2884
[INFO] 2021-10-25 05:32:47 > Step: 881900 Progress: 88.2% Elapsed: 8 days, 16:10:51 Gen_loss: 1.012 Dis_loss: 0.7822 Cls_loss: N/A Topk: N/A ada_p: 0.2833
[INFO] 2021-10-25 05:33:49 > Step: 882000 Progress: 88.2% Elapsed: 8 days, 16:11:54 Gen_loss: 1.233 Dis_loss: 0.8305 Cls_loss: N/A Topk: N/A ada_p: 0.2851
[INFO] 2021-10-25 05:34:52 > Step: 882100 Progress: 88.2% Elapsed: 8 days, 16:12:57 Gen_loss: 1.061 Dis_loss: 1.036 Cls_loss: N/A Topk: N/A ada_p: 0.2872
[INFO] 2021-10-25 05:35:54 > Step: 882200 Progress: 88.2% Elapsed: 8 days, 16:13:59 Gen_loss: 0.7255 Dis_loss: 0.9879 Cls_loss: N/A Topk: N/A ada_p: 0.2849
[INFO] 2021-10-25 05:36:56 > Step: 882300 Progress: 88.2% Elapsed: 8 days, 16:15:01 Gen_loss: 1.243 Dis_loss: 1.188 Cls_loss: N/A Topk: N/A ada_p: 0.2837
[INFO] 2021-10-25 05:37:59 > Step: 882400 Progress: 88.2% Elapsed: 8 days, 16:16:03 Gen_loss: 1.244 Dis_loss: 0.8465 Cls_loss: N/A Topk: N/A ada_p: 0.2785
[INFO] 2021-10-25 05:39:01 > Step: 882500 Progress: 88.2% Elapsed: 8 days, 16:17:06 Gen_loss: 1.353 Dis_loss: 0.96 Cls_loss: N/A Topk: N/A ada_p: 0.2766
[INFO] 2021-10-25 05:40:14 > Step: 882600 Progress: 88.3% Elapsed: 8 days, 16:18:18 Gen_loss: 1.35 Dis_loss: 0.6393 Cls_loss: N/A Topk: N/A ada_p: 0.2784
[INFO] 2021-10-25 05:41:16 > Step: 882700 Progress: 88.3% Elapsed: 8 days, 16:19:21 Gen_loss: 2.14 Dis_loss: 0.6761 Cls_loss: N/A Topk: N/A ada_p: 0.2774
[INFO] 2021-10-25 05:42:18 > Step: 882800 Progress: 88.3% Elapsed: 8 days, 16:20:23 Gen_loss: 1.481 Dis_loss: 0.9677 Cls_loss: N/A Topk: N/A ada_p: 0.2792
[INFO] 2021-10-25 05:43:21 > Step: 882900 Progress: 88.3% Elapsed: 8 days, 16:21:26 Gen_loss: 1.444 Dis_loss: 1.228 Cls_loss: N/A Topk: N/A ada_p: 0.2798
[INFO] 2021-10-25 05:44:23 > Step: 883000 Progress: 88.3% Elapsed: 8 days, 16:22:28 Gen_loss: 1.057 Dis_loss: 1.167 Cls_loss: N/A Topk: N/A ada_p: 0.2793
[INFO] 2021-10-25 05:45:26 > Step: 883100 Progress: 88.3% Elapsed: 8 days, 16:23:30 Gen_loss: 1.396 Dis_loss: 0.6621 Cls_loss: N/A Topk: N/A ada_p: 0.2831
[INFO] 2021-10-25 05:46:28 > Step: 883200 Progress: 88.3% Elapsed: 8 days, 16:24:33 Gen_loss: 1.384 Dis_loss: 0.7457 Cls_loss: N/A Topk: N/A ada_p: 0.2837
[INFO] 2021-10-25 05:47:31 > Step: 883300 Progress: 88.3% Elapsed: 8 days, 16:25:35 Gen_loss: 1.245 Dis_loss: 1.139 Cls_loss: N/A Topk: N/A ada_p: 0.281
[INFO] 2021-10-25 05:48:44 > Step: 883400 Progress: 88.3% Elapsed: 8 days, 16:26:49 Gen_loss: 1.695 Dis_loss: 1.106 Cls_loss: N/A Topk: N/A ada_p: 0.2817
[INFO] 2021-10-25 05:49:47 > Step: 883500 Progress: 88.3% Elapsed: 8 days, 16:27:51 Gen_loss: 1.56 Dis_loss: 0.6906 Cls_loss: N/A Topk: N/A ada_p: 0.2812
[INFO] 2021-10-25 05:50:49 > Step: 883600 Progress: 88.4% Elapsed: 8 days, 16:28:54 Gen_loss: 2.036 Dis_loss: 0.8328 Cls_loss: N/A Topk: N/A ada_p: 0.283
[INFO] 2021-10-25 05:51:52 > Step: 883700 Progress: 88.4% Elapsed: 8 days, 16:29:56 Gen_loss: 0.9002 Dis_loss: 0.9296 Cls_loss: N/A Topk: N/A ada_p: 0.2824
[INFO] 2021-10-25 05:52:54 > Step: 883800 Progress: 88.4% Elapsed: 8 days, 16:30:59 Gen_loss: 1.379 Dis_loss: 0.6858 Cls_loss: N/A Topk: N/A ada_p: 0.2844
[INFO] 2021-10-25 05:53:57 > Step: 883900 Progress: 88.4% Elapsed: 8 days, 16:32:01 Gen_loss: 1.113 Dis_loss: 0.6234 Cls_loss: N/A Topk: N/A ada_p: 0.2862
[INFO] 2021-10-25 05:54:59 > Step: 884000 Progress: 88.4% Elapsed: 8 days, 16:33:04 Gen_loss: 1.603 Dis_loss: 0.9469 Cls_loss: N/A Topk: N/A ada_p: 0.2831
[INFO] 2021-10-25 05:56:12 > Step: 884100 Progress: 88.4% Elapsed: 8 days, 16:34:17 Gen_loss: 1.115 Dis_loss: 0.8758 Cls_loss: N/A Topk: N/A ada_p: 0.2784
[INFO] 2021-10-25 05:57:14 > Step: 884200 Progress: 88.4% Elapsed: 8 days, 16:35:19 Gen_loss: 1.623 Dis_loss: 0.9507 Cls_loss: N/A Topk: N/A ada_p: 0.2764
[INFO] 2021-10-25 05:58:17 > Step: 884300 Progress: 88.4% Elapsed: 8 days, 16:36:21 Gen_loss: 1.393 Dis_loss: 0.6522 Cls_loss: N/A Topk: N/A ada_p: 0.2771
[INFO] 2021-10-25 05:59:19 > Step: 884400 Progress: 88.4% Elapsed: 8 days, 16:37:24 Gen_loss: 1.68 Dis_loss: 0.7438 Cls_loss: N/A Topk: N/A ada_p: 0.2723
[INFO] 2021-10-25 06:00:22 > Step: 884500 Progress: 88.4% Elapsed: 8 days, 16:38:26 Gen_loss: 1.002 Dis_loss: 0.909 Cls_loss: N/A Topk: N/A ada_p: 0.2752
[INFO] 2021-10-25 06:01:25 > Step: 884600 Progress: 88.5% Elapsed: 8 days, 16:39:30 Gen_loss: 0.8978 Dis_loss: 0.9033 Cls_loss: N/A Topk: N/A ada_p: 0.2747
[INFO] 2021-10-25 06:02:27 > Step: 884700 Progress: 88.5% Elapsed: 8 days, 16:40:32 Gen_loss: 1.142 Dis_loss: 1.001 Cls_loss: N/A Topk: N/A ada_p: 0.2773
[INFO] 2021-10-25 06:03:30 > Step: 884800 Progress: 88.5% Elapsed: 8 days, 16:41:34 Gen_loss: 1.258 Dis_loss: 0.8179 Cls_loss: N/A Topk: N/A ada_p: 0.2778
[INFO] 2021-10-25 06:04:42 > Step: 884900 Progress: 88.5% Elapsed: 8 days, 16:42:47 Gen_loss: 1.577 Dis_loss: 0.8002 Cls_loss: N/A Topk: N/A ada_p: 0.2807
[INFO] 2021-10-25 06:05:44 > Step: 885000 Progress: 88.5% Elapsed: 8 days, 16:43:49 Gen_loss: 0.909 Dis_loss: 0.6925 Cls_loss: N/A Topk: N/A ada_p: 0.2807
[INFO] 2021-10-25 06:06:47 > Step: 885100 Progress: 88.5% Elapsed: 8 days, 16:44:52 Gen_loss: 1.859 Dis_loss: 0.8772 Cls_loss: N/A Topk: N/A ada_p: 0.2825
[INFO] 2021-10-25 06:07:50 > Step: 885200 Progress: 88.5% Elapsed: 8 days, 16:45:54 Gen_loss: 1.739 Dis_loss: 0.7496 Cls_loss: N/A Topk: N/A ada_p: 0.2822
[INFO] 2021-10-25 06:08:52 > Step: 885300 Progress: 88.5% Elapsed: 8 days, 16:46:57 Gen_loss: 1.138 Dis_loss: 0.96 Cls_loss: N/A Topk: N/A ada_p: 0.2826
[INFO] 2021-10-25 06:09:54 > Step: 885400 Progress: 88.5% Elapsed: 8 days, 16:47:59 Gen_loss: 1.598 Dis_loss: 0.9748 Cls_loss: N/A Topk: N/A ada_p: 0.2888
[INFO] 2021-10-25 06:10:58 > Step: 885500 Progress: 88.5% Elapsed: 8 days, 16:49:02 Gen_loss: 1.124 Dis_loss: 0.9111 Cls_loss: N/A Topk: N/A ada_p: 0.2842
[INFO] 2021-10-25 06:12:00 > Step: 885600 Progress: 88.6% Elapsed: 8 days, 16:50:04 Gen_loss: 1.27 Dis_loss: 0.6219 Cls_loss: N/A Topk: N/A ada_p: 0.2857
[INFO] 2021-10-25 06:13:13 > Step: 885700 Progress: 88.6% Elapsed: 8 days, 16:51:17 Gen_loss: 0.7365 Dis_loss: 0.9951 Cls_loss: N/A Topk: N/A ada_p: 0.2876
[INFO] 2021-10-25 06:14:15 > Step: 885800 Progress: 88.6% Elapsed: 8 days, 16:52:20 Gen_loss: 1.2 Dis_loss: 0.9062 Cls_loss: N/A Topk: N/A ada_p: 0.2881
[INFO] 2021-10-25 06:15:17 > Step: 885900 Progress: 88.6% Elapsed: 8 days, 16:53:22 Gen_loss: 1.295 Dis_loss: 0.5431 Cls_loss: N/A Topk: N/A ada_p: 0.2884
[INFO] 2021-10-25 06:16:20 > Step: 886000 Progress: 88.6% Elapsed: 8 days, 16:54:25 Gen_loss: 1.59 Dis_loss: 0.4739 Cls_loss: N/A Topk: N/A ada_p: 0.2874
[INFO] 2021-10-25 06:17:23 > Step: 886100 Progress: 88.6% Elapsed: 8 days, 16:55:28 Gen_loss: 1.099 Dis_loss: 0.6881 Cls_loss: N/A Topk: N/A ada_p: 0.2901
[INFO] 2021-10-25 06:18:26 > Step: 886200 Progress: 88.6% Elapsed: 8 days, 16:56:31 Gen_loss: 1.052 Dis_loss: 1.252 Cls_loss: N/A Topk: N/A ada_p: 0.2888
[INFO] 2021-10-25 06:19:29 > Step: 886300 Progress: 88.6% Elapsed: 8 days, 16:57:34 Gen_loss: 1.478 Dis_loss: 0.6885 Cls_loss: N/A Topk: N/A ada_p: 0.2906
[INFO] 2021-10-25 06:20:32 > Step: 886400 Progress: 88.6% Elapsed: 8 days, 16:58:36 Gen_loss: 1.838 Dis_loss: 0.9449 Cls_loss: N/A Topk: N/A ada_p: 0.2911
[INFO] 2021-10-25 06:21:44 > Step: 886500 Progress: 88.6% Elapsed: 8 days, 16:59:49 Gen_loss: 0.9971 Dis_loss: 1.247 Cls_loss: N/A Topk: N/A ada_p: 0.2871
[INFO] 2021-10-25 06:22:49 > Step: 886600 Progress: 88.7% Elapsed: 8 days, 17:00:54 Gen_loss: 1.843 Dis_loss: 0.5446 Cls_loss: N/A Topk: N/A ada_p: 0.2866
[INFO] 2021-10-25 06:23:52 > Step: 886700 Progress: 88.7% Elapsed: 8 days, 17:01:57 Gen_loss: 1.931 Dis_loss: 1.122 Cls_loss: N/A Topk: N/A ada_p: 0.2843
[INFO] 2021-10-25 06:24:55 > Step: 886800 Progress: 88.7% Elapsed: 8 days, 17:03:00 Gen_loss: 0.8037 Dis_loss: 0.7859 Cls_loss: N/A Topk: N/A ada_p: 0.2848
[INFO] 2021-10-25 06:25:57 > Step: 886900 Progress: 88.7% Elapsed: 8 days, 17:04:02 Gen_loss: 1.035 Dis_loss: 0.8557 Cls_loss: N/A Topk: N/A ada_p: 0.2834
[INFO] 2021-10-25 06:27:00 > Step: 887000 Progress: 88.7% Elapsed: 8 days, 17:05:05 Gen_loss: 1.704 Dis_loss: 0.6417 Cls_loss: N/A Topk: N/A ada_p: 0.287
[INFO] 2021-10-25 06:28:03 > Step: 887100 Progress: 88.7% Elapsed: 8 days, 17:06:08 Gen_loss: 1.042 Dis_loss: 0.8667 Cls_loss: N/A Topk: N/A ada_p: 0.2885
[INFO] 2021-10-25 06:29:07 > Step: 887200 Progress: 88.7% Elapsed: 8 days, 17:07:11 Gen_loss: 1.568 Dis_loss: 0.9841 Cls_loss: N/A Topk: N/A ada_p: 0.2872
[INFO] 2021-10-25 06:30:20 > Step: 887300 Progress: 88.7% Elapsed: 8 days, 17:08:24 Gen_loss: 1.269 Dis_loss: 0.5553 Cls_loss: N/A Topk: N/A ada_p: 0.2904
[INFO] 2021-10-25 06:31:22 > Step: 887400 Progress: 88.7% Elapsed: 8 days, 17:09:27 Gen_loss: 1.612 Dis_loss: 0.756 Cls_loss: N/A Topk: N/A ada_p: 0.2899
[INFO] 2021-10-25 06:32:25 > Step: 887500 Progress: 88.8% Elapsed: 8 days, 17:10:29 Gen_loss: 1.416 Dis_loss: 0.7515 Cls_loss: N/A Topk: N/A ada_p: 0.2912
[INFO] 2021-10-25 06:33:27 > Step: 887600 Progress: 88.8% Elapsed: 8 days, 17:11:32 Gen_loss: 1.557 Dis_loss: 0.9997 Cls_loss: N/A Topk: N/A ada_p: 0.2874
[INFO] 2021-10-25 06:34:31 > Step: 887700 Progress: 88.8% Elapsed: 8 days, 17:12:35 Gen_loss: 1.157 Dis_loss: 1.165 Cls_loss: N/A Topk: N/A ada_p: 0.2875
[INFO] 2021-10-25 06:35:33 > Step: 887800 Progress: 88.8% Elapsed: 8 days, 17:13:38 Gen_loss: 1.089 Dis_loss: 1.045 Cls_loss: N/A Topk: N/A ada_p: 0.2916
[INFO] 2021-10-25 06:36:36 > Step: 887900 Progress: 88.8% Elapsed: 8 days, 17:14:41 Gen_loss: 1.021 Dis_loss: 1.105 Cls_loss: N/A Topk: N/A ada_p: 0.2867
[INFO] 2021-10-25 06:37:49 > Step: 888000 Progress: 88.8% Elapsed: 8 days, 17:15:54 Gen_loss: 1.252 Dis_loss: 1.525 Cls_loss: N/A Topk: N/A ada_p: 0.2872
[INFO] 2021-10-25 06:38:51 > Step: 888100 Progress: 88.8% Elapsed: 8 days, 17:16:56 Gen_loss: 1.035 Dis_loss: 0.9665 Cls_loss: N/A Topk: N/A ada_p: 0.2881
[INFO] 2021-10-25 06:39:54 > Step: 888200 Progress: 88.8% Elapsed: 8 days, 17:17:59 Gen_loss: 0.901 Dis_loss: 0.7208 Cls_loss: N/A Topk: N/A ada_p: 0.2886
[INFO] 2021-10-25 06:40:57 > Step: 888300 Progress: 88.8% Elapsed: 8 days, 17:19:01 Gen_loss: 0.7425 Dis_loss: 0.8652 Cls_loss: N/A Topk: N/A ada_p: 0.2917
[INFO] 2021-10-25 06:41:59 > Step: 888400 Progress: 88.8% Elapsed: 8 days, 17:20:04 Gen_loss: 0.8849 Dis_loss: 1.174 Cls_loss: N/A Topk: N/A ada_p: 0.2881
[INFO] 2021-10-25 06:43:02 > Step: 888500 Progress: 88.8% Elapsed: 8 days, 17:21:06 Gen_loss: 1.566 Dis_loss: 0.6385 Cls_loss: N/A Topk: N/A ada_p: 0.2895
[INFO] 2021-10-25 06:44:04 > Step: 888600 Progress: 88.9% Elapsed: 8 days, 17:22:09 Gen_loss: 1.856 Dis_loss: 0.8634 Cls_loss: N/A Topk: N/A ada_p: 0.2854
[INFO] 2021-10-25 06:45:07 > Step: 888700 Progress: 88.9% Elapsed: 8 days, 17:23:12 Gen_loss: 1.699 Dis_loss: 1.111 Cls_loss: N/A Topk: N/A ada_p: 0.2819
[INFO] 2021-10-25 06:46:19 > Step: 888800 Progress: 88.9% Elapsed: 8 days, 17:24:24 Gen_loss: 1.745 Dis_loss: 1.185 Cls_loss: N/A Topk: N/A ada_p: 0.2785
[INFO] 2021-10-25 06:47:22 > Step: 888900 Progress: 88.9% Elapsed: 8 days, 17:25:27 Gen_loss: 1.312 Dis_loss: 0.9855 Cls_loss: N/A Topk: N/A ada_p: 0.2822
[INFO] 2021-10-25 06:48:24 > Step: 889000 Progress: 88.9% Elapsed: 8 days, 17:26:29 Gen_loss: 0.9879 Dis_loss: 0.9504 Cls_loss: N/A Topk: N/A ada_p: 0.2799
[INFO] 2021-10-25 06:49:27 > Step: 889100 Progress: 88.9% Elapsed: 8 days, 17:27:32 Gen_loss: 1.109 Dis_loss: 0.7249 Cls_loss: N/A Topk: N/A ada_p: 0.281
[INFO] 2021-10-25 06:50:30 > Step: 889200 Progress: 88.9% Elapsed: 8 days, 17:28:34 Gen_loss: 1.893 Dis_loss: 1.15 Cls_loss: N/A Topk: N/A ada_p: 0.2828
[INFO] 2021-10-25 06:51:33 > Step: 889300 Progress: 88.9% Elapsed: 8 days, 17:29:38 Gen_loss: 0.6249 Dis_loss: 1.38 Cls_loss: N/A Topk: N/A ada_p: 0.2847
[INFO] 2021-10-25 06:52:36 > Step: 889400 Progress: 88.9% Elapsed: 8 days, 17:30:40 Gen_loss: 1.079 Dis_loss: 1.06 Cls_loss: N/A Topk: N/A ada_p: 0.2888
[INFO] 2021-10-25 06:53:38 > Step: 889500 Progress: 88.9% Elapsed: 8 days, 17:31:43 Gen_loss: 2.051 Dis_loss: 1.362 Cls_loss: N/A Topk: N/A ada_p: 0.2883
[INFO] 2021-10-25 06:54:51 > Step: 889600 Progress: 89.0% Elapsed: 8 days, 17:32:55 Gen_loss: 1.901 Dis_loss: 0.9352 Cls_loss: N/A Topk: N/A ada_p: 0.2908
[INFO] 2021-10-25 06:55:53 > Step: 889700 Progress: 89.0% Elapsed: 8 days, 17:33:58 Gen_loss: 1.115 Dis_loss: 0.9164 Cls_loss: N/A Topk: N/A ada_p: 0.2902
[INFO] 2021-10-25 06:56:56 > Step: 889800 Progress: 89.0% Elapsed: 8 days, 17:35:01 Gen_loss: 1.63 Dis_loss: 1.462 Cls_loss: N/A Topk: N/A ada_p: 0.2927
[INFO] 2021-10-25 06:57:58 > Step: 889900 Progress: 89.0% Elapsed: 8 days, 17:36:03 Gen_loss: 1.43 Dis_loss: 0.6022 Cls_loss: N/A Topk: N/A ada_p: 0.2935
[INFO] 2021-10-25 06:59:01 > Step: 890000 Progress: 89.0% Elapsed: 8 days, 17:37:06 Gen_loss: 1.865 Dis_loss: 0.8124 Cls_loss: N/A Topk: N/A ada_p: 0.2866
[INFO] 2021-10-25 06:59:02 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 06:59:02 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_890000.png
[INFO] 2021-10-25 06:59:02 > Start Evaluation (890000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-25 06:59:02 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-25 07:04:32 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-25 07:10:09 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-25 07:30:45 > Inception score (Step: 890000, 50000 generated images): 10.447964668273926
[INFO] 2021-10-25 07:30:45 > FID score (Step: 890000, Using train moments): 2.421287623271155
[INFO] 2021-10-25 07:30:45 > Improved Precision (Step: 890000, Using train images): 0.74806
[INFO] 2021-10-25 07:30:45 > Improved Recall (Step: 890000, Using train images): 0.68478
[INFO] 2021-10-25 07:30:45 > Density (Step: 890000, Using train images): 1.0625360000000001
[INFO] 2021-10-25 07:30:45 > Coverage (Step: 890000, Using train images): 0.9287
[INFO] 2021-10-25 07:30:45 > Best FID score (Step: 850000, Using train moments): 2.412118612731774
[INFO] 2021-10-25 07:30:56 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-25 07:33:23 > Step: 890100 Progress: 89.0% Elapsed: 8 days, 18:11:28 Gen_loss: 1.787 Dis_loss: 0.9376 Cls_loss: N/A Topk: N/A ada_p: 0.2849
[INFO] 2021-10-25 07:34:25 > Step: 890200 Progress: 89.0% Elapsed: 8 days, 18:12:30 Gen_loss: 1.086 Dis_loss: 0.9346 Cls_loss: N/A Topk: N/A ada_p: 0.2849
[INFO] 2021-10-25 07:35:27 > Step: 890300 Progress: 89.0% Elapsed: 8 days, 18:13:32 Gen_loss: 1.464 Dis_loss: 1.133 Cls_loss: N/A Topk: N/A ada_p: 0.2865
[INFO] 2021-10-25 07:36:46 > Step: 890400 Progress: 89.0% Elapsed: 8 days, 18:14:51 Gen_loss: 1.659 Dis_loss: 0.8195 Cls_loss: N/A Topk: N/A ada_p: 0.2847
[INFO] 2021-10-25 07:37:49 > Step: 890500 Progress: 89.0% Elapsed: 8 days, 18:15:54 Gen_loss: 1.317 Dis_loss: 0.7769 Cls_loss: N/A Topk: N/A ada_p: 0.2861
[INFO] 2021-10-25 07:38:51 > Step: 890600 Progress: 89.1% Elapsed: 8 days, 18:16:56 Gen_loss: 1.308 Dis_loss: 0.7786 Cls_loss: N/A Topk: N/A ada_p: 0.2845
[INFO] 2021-10-25 07:39:54 > Step: 890700 Progress: 89.1% Elapsed: 8 days, 18:17:58 Gen_loss: 1.713 Dis_loss: 0.6679 Cls_loss: N/A Topk: N/A ada_p: 0.2845
[INFO] 2021-10-25 07:40:56 > Step: 890800 Progress: 89.1% Elapsed: 8 days, 18:19:01 Gen_loss: 0.688 Dis_loss: 1.062 Cls_loss: N/A Topk: N/A ada_p: 0.2851
[INFO] 2021-10-25 07:41:59 > Step: 890900 Progress: 89.1% Elapsed: 8 days, 18:20:04 Gen_loss: 0.9182 Dis_loss: 0.6915 Cls_loss: N/A Topk: N/A ada_p: 0.2824
[INFO] 2021-10-25 07:43:02 > Step: 891000 Progress: 89.1% Elapsed: 8 days, 18:21:06 Gen_loss: 1.877 Dis_loss: 0.8466 Cls_loss: N/A Topk: N/A ada_p: 0.2808
[INFO] 2021-10-25 07:44:04 > Step: 891100 Progress: 89.1% Elapsed: 8 days, 18:22:09 Gen_loss: 1.626 Dis_loss: 0.7645 Cls_loss: N/A Topk: N/A ada_p: 0.2808
[INFO] 2021-10-25 07:45:16 > Step: 891200 Progress: 89.1% Elapsed: 8 days, 18:23:21 Gen_loss: 1.564 Dis_loss: 1.184 Cls_loss: N/A Topk: N/A ada_p: 0.2801
[INFO] 2021-10-25 07:46:19 > Step: 891300 Progress: 89.1% Elapsed: 8 days, 18:24:24 Gen_loss: 1.044 Dis_loss: 0.8681 Cls_loss: N/A Topk: N/A ada_p: 0.2761
[INFO] 2021-10-25 07:47:21 > Step: 891400 Progress: 89.1% Elapsed: 8 days, 18:25:26 Gen_loss: 1.387 Dis_loss: 0.9185 Cls_loss: N/A Topk: N/A ada_p: 0.2781
[INFO] 2021-10-25 07:48:24 > Step: 891500 Progress: 89.1% Elapsed: 8 days, 18:26:28 Gen_loss: 1.531 Dis_loss: 0.7501 Cls_loss: N/A Topk: N/A ada_p: 0.2794
[INFO] 2021-10-25 07:49:26 > Step: 891600 Progress: 89.2% Elapsed: 8 days, 18:27:31 Gen_loss: 1.666 Dis_loss: 1.097 Cls_loss: N/A Topk: N/A ada_p: 0.2799
[INFO] 2021-10-25 07:50:29 > Step: 891700 Progress: 89.2% Elapsed: 8 days, 18:28:33 Gen_loss: 1.428 Dis_loss: 1.068 Cls_loss: N/A Topk: N/A ada_p: 0.2824
[INFO] 2021-10-25 07:51:31 > Step: 891800 Progress: 89.2% Elapsed: 8 days, 18:29:36 Gen_loss: 1.698 Dis_loss: 0.9724 Cls_loss: N/A Topk: N/A ada_p: 0.2808
[INFO] 2021-10-25 07:52:33 > Step: 891900 Progress: 89.2% Elapsed: 8 days, 18:30:38 Gen_loss: 1.534 Dis_loss: 1.127 Cls_loss: N/A Topk: N/A ada_p: 0.277
[INFO] 2021-10-25 07:53:46 > Step: 892000 Progress: 89.2% Elapsed: 8 days, 18:31:51 Gen_loss: 1.191 Dis_loss: 0.913 Cls_loss: N/A Topk: N/A ada_p: 0.2796
[INFO] 2021-10-25 07:54:49 > Step: 892100 Progress: 89.2% Elapsed: 8 days, 18:32:53 Gen_loss: 1.055 Dis_loss: 1.17 Cls_loss: N/A Topk: N/A ada_p: 0.2797
[INFO] 2021-10-25 07:55:51 > Step: 892200 Progress: 89.2% Elapsed: 8 days, 18:33:56 Gen_loss: 1.029 Dis_loss: 0.9559 Cls_loss: N/A Topk: N/A ada_p: 0.2789
[INFO] 2021-10-25 07:56:53 > Step: 892300 Progress: 89.2% Elapsed: 8 days, 18:34:58 Gen_loss: 0.9712 Dis_loss: 0.9948 Cls_loss: N/A Topk: N/A ada_p: 0.2794
[INFO] 2021-10-25 07:57:56 > Step: 892400 Progress: 89.2% Elapsed: 8 days, 18:36:00 Gen_loss: 1.238 Dis_loss: 0.8351 Cls_loss: N/A Topk: N/A ada_p: 0.2779
[INFO] 2021-10-25 07:58:58 > Step: 892500 Progress: 89.2% Elapsed: 8 days, 18:37:03 Gen_loss: 1.699 Dis_loss: 0.8228 Cls_loss: N/A Topk: N/A ada_p: 0.2798
[INFO] 2021-10-25 08:00:01 > Step: 892600 Progress: 89.3% Elapsed: 8 days, 18:38:06 Gen_loss: 1.365 Dis_loss: 0.9325 Cls_loss: N/A Topk: N/A ada_p: 0.2788
[INFO] 2021-10-25 08:01:13 > Step: 892700 Progress: 89.3% Elapsed: 8 days, 18:39:18 Gen_loss: 2.707 Dis_loss: 1.356 Cls_loss: N/A Topk: N/A ada_p: 0.2798
[INFO] 2021-10-25 08:02:15 > Step: 892800 Progress: 89.3% Elapsed: 8 days, 18:40:20 Gen_loss: 2.325 Dis_loss: 1.18 Cls_loss: N/A Topk: N/A ada_p: 0.2803
[INFO] 2021-10-25 08:03:18 > Step: 892900 Progress: 89.3% Elapsed: 8 days, 18:41:23 Gen_loss: 1.287 Dis_loss: 1.064 Cls_loss: N/A Topk: N/A ada_p: 0.281
[INFO] 2021-10-25 08:04:20 > Step: 893000 Progress: 89.3% Elapsed: 8 days, 18:42:25 Gen_loss: 0.8479 Dis_loss: 1.04 Cls_loss: N/A Topk: N/A ada_p: 0.284
[INFO] 2021-10-25 08:05:23 > Step: 893100 Progress: 89.3% Elapsed: 8 days, 18:43:28 Gen_loss: 1.269 Dis_loss: 1.242 Cls_loss: N/A Topk: N/A ada_p: 0.284
[INFO] 2021-10-25 08:06:26 > Step: 893200 Progress: 89.3% Elapsed: 8 days, 18:44:30 Gen_loss: 1.705 Dis_loss: 0.9924 Cls_loss: N/A Topk: N/A ada_p: 0.2884
[INFO] 2021-10-25 08:07:28 > Step: 893300 Progress: 89.3% Elapsed: 8 days, 18:45:33 Gen_loss: 1.987 Dis_loss: 0.956 Cls_loss: N/A Topk: N/A ada_p: 0.2867
[INFO] 2021-10-25 08:08:31 > Step: 893400 Progress: 89.3% Elapsed: 8 days, 18:46:35 Gen_loss: 1.154 Dis_loss: 1.117 Cls_loss: N/A Topk: N/A ada_p: 0.2885
[INFO] 2021-10-25 08:09:43 > Step: 893500 Progress: 89.3% Elapsed: 8 days, 18:47:48 Gen_loss: 0.7912 Dis_loss: 0.7845 Cls_loss: N/A Topk: N/A ada_p: 0.2901
[INFO] 2021-10-25 08:10:45 > Step: 893600 Progress: 89.4% Elapsed: 8 days, 18:48:50 Gen_loss: 1.164 Dis_loss: 1.067 Cls_loss: N/A Topk: N/A ada_p: 0.2875
[INFO] 2021-10-25 08:11:48 > Step: 893700 Progress: 89.4% Elapsed: 8 days, 18:49:53 Gen_loss: 1.076 Dis_loss: 0.8598 Cls_loss: N/A Topk: N/A ada_p: 0.2858
[INFO] 2021-10-25 08:12:51 > Step: 893800 Progress: 89.4% Elapsed: 8 days, 18:50:55 Gen_loss: 1.317 Dis_loss: 1.176 Cls_loss: N/A Topk: N/A ada_p: 0.2845
[INFO] 2021-10-25 08:13:53 > Step: 893900 Progress: 89.4% Elapsed: 8 days, 18:51:58 Gen_loss: 0.7746 Dis_loss: 1.128 Cls_loss: N/A Topk: N/A ada_p: 0.281
[INFO] 2021-10-25 08:14:55 > Step: 894000 Progress: 89.4% Elapsed: 8 days, 18:53:00 Gen_loss: 0.7857 Dis_loss: 1.289 Cls_loss: N/A Topk: N/A ada_p: 0.2828
[INFO] 2021-10-25 08:15:58 > Step: 894100 Progress: 89.4% Elapsed: 8 days, 18:54:03 Gen_loss: 1.123 Dis_loss: 1.073 Cls_loss: N/A Topk: N/A ada_p: 0.2867
[INFO] 2021-10-25 08:17:01 > Step: 894200 Progress: 89.4% Elapsed: 8 days, 18:55:05 Gen_loss: 1.177 Dis_loss: 0.6219 Cls_loss: N/A Topk: N/A ada_p: 0.2885
[INFO] 2021-10-25 08:18:13 > Step: 894300 Progress: 89.4% Elapsed: 8 days, 18:56:18 Gen_loss: 1.379 Dis_loss: 0.9106 Cls_loss: N/A Topk: N/A ada_p: 0.2862
[INFO] 2021-10-25 08:19:16 > Step: 894400 Progress: 89.4% Elapsed: 8 days, 18:57:21 Gen_loss: 1.479 Dis_loss: 0.8704 Cls_loss: N/A Topk: N/A ada_p: 0.2849
[INFO] 2021-10-25 08:20:19 > Step: 894500 Progress: 89.5% Elapsed: 8 days, 18:58:24 Gen_loss: 0.9707 Dis_loss: 0.4892 Cls_loss: N/A Topk: N/A ada_p: 0.2845
[INFO] 2021-10-25 08:21:21 > Step: 894600 Progress: 89.5% Elapsed: 8 days, 18:59:26 Gen_loss: 1.112 Dis_loss: 0.8676 Cls_loss: N/A Topk: N/A ada_p: 0.2858
[INFO] 2021-10-25 08:22:24 > Step: 894700 Progress: 89.5% Elapsed: 8 days, 19:00:28 Gen_loss: 1.068 Dis_loss: 1.038 Cls_loss: N/A Topk: N/A ada_p: 0.2866
[INFO] 2021-10-25 08:23:26 > Step: 894800 Progress: 89.5% Elapsed: 8 days, 19:01:31 Gen_loss: 1.86 Dis_loss: 0.7519 Cls_loss: N/A Topk: N/A ada_p: 0.2851
[INFO] 2021-10-25 08:24:29 > Step: 894900 Progress: 89.5% Elapsed: 8 days, 19:02:34 Gen_loss: 0.6724 Dis_loss: 0.8994 Cls_loss: N/A Topk: N/A ada_p: 0.2865
[INFO] 2021-10-25 08:25:32 > Step: 895000 Progress: 89.5% Elapsed: 8 days, 19:03:36 Gen_loss: 1.239 Dis_loss: 0.8488 Cls_loss: N/A Topk: N/A ada_p: 0.2883
[INFO] 2021-10-25 08:26:44 > Step: 895100 Progress: 89.5% Elapsed: 8 days, 19:04:48 Gen_loss: 1.421 Dis_loss: 0.7906 Cls_loss: N/A Topk: N/A ada_p: 0.287
[INFO] 2021-10-25 08:27:46 > Step: 895200 Progress: 89.5% Elapsed: 8 days, 19:05:51 Gen_loss: 1.531 Dis_loss: 0.7531 Cls_loss: N/A Topk: N/A ada_p: 0.2885
[INFO] 2021-10-25 08:28:48 > Step: 895300 Progress: 89.5% Elapsed: 8 days, 19:06:53 Gen_loss: 1.671 Dis_loss: 0.9546 Cls_loss: N/A Topk: N/A ada_p: 0.2904
[INFO] 2021-10-25 08:29:51 > Step: 895400 Progress: 89.5% Elapsed: 8 days, 19:07:55 Gen_loss: 1.461 Dis_loss: 0.8589 Cls_loss: N/A Topk: N/A ada_p: 0.2917
[INFO] 2021-10-25 08:30:53 > Step: 895500 Progress: 89.5% Elapsed: 8 days, 19:08:58 Gen_loss: 1.621 Dis_loss: 0.9826 Cls_loss: N/A Topk: N/A ada_p: 0.2945
[INFO] 2021-10-25 08:31:56 > Step: 895600 Progress: 89.6% Elapsed: 8 days, 19:10:01 Gen_loss: 1.497 Dis_loss: 0.827 Cls_loss: N/A Topk: N/A ada_p: 0.2933
[INFO] 2021-10-25 08:32:59 > Step: 895700 Progress: 89.6% Elapsed: 8 days, 19:11:03 Gen_loss: 0.9753 Dis_loss: 1.263 Cls_loss: N/A Topk: N/A ada_p: 0.2962
[INFO] 2021-10-25 08:34:02 > Step: 895800 Progress: 89.6% Elapsed: 8 days, 19:12:06 Gen_loss: 1.074 Dis_loss: 0.8605 Cls_loss: N/A Topk: N/A ada_p: 0.2967
[INFO] 2021-10-25 08:35:14 > Step: 895900 Progress: 89.6% Elapsed: 8 days, 19:13:19 Gen_loss: 1.138 Dis_loss: 1.005 Cls_loss: N/A Topk: N/A ada_p: 0.2985
[INFO] 2021-10-25 08:36:17 > Step: 896000 Progress: 89.6% Elapsed: 8 days, 19:14:22 Gen_loss: 0.7858 Dis_loss: 1.282 Cls_loss: N/A Topk: N/A ada_p: 0.2985
[INFO] 2021-10-25 08:37:20 > Step: 896100 Progress: 89.6% Elapsed: 8 days, 19:15:25 Gen_loss: 1.41 Dis_loss: 0.7426 Cls_loss: N/A Topk: N/A ada_p: 0.2968
[INFO] 2021-10-25 08:38:23 > Step: 896200 Progress: 89.6% Elapsed: 8 days, 19:16:27 Gen_loss: 1.207 Dis_loss: 0.4996 Cls_loss: N/A Topk: N/A ada_p: 0.2958
[INFO] 2021-10-25 08:39:25 > Step: 896300 Progress: 89.6% Elapsed: 8 days, 19:17:30 Gen_loss: 1.187 Dis_loss: 1.036 Cls_loss: N/A Topk: N/A ada_p: 0.2953
[INFO] 2021-10-25 08:40:28 > Step: 896400 Progress: 89.6% Elapsed: 8 days, 19:18:33 Gen_loss: 1.762 Dis_loss: 1.196 Cls_loss: N/A Topk: N/A ada_p: 0.2958
[INFO] 2021-10-25 08:41:31 > Step: 896500 Progress: 89.6% Elapsed: 8 days, 19:19:36 Gen_loss: 1.584 Dis_loss: 1.309 Cls_loss: N/A Topk: N/A ada_p: 0.2944
[INFO] 2021-10-25 08:42:44 > Step: 896600 Progress: 89.7% Elapsed: 8 days, 19:20:48 Gen_loss: 1.421 Dis_loss: 0.8013 Cls_loss: N/A Topk: N/A ada_p: 0.2908
[INFO] 2021-10-25 08:43:46 > Step: 896700 Progress: 89.7% Elapsed: 8 days, 19:21:50 Gen_loss: 1.244 Dis_loss: 0.7239 Cls_loss: N/A Topk: N/A ada_p: 0.289
[INFO] 2021-10-25 08:44:48 > Step: 896800 Progress: 89.7% Elapsed: 8 days, 19:22:53 Gen_loss: 1.472 Dis_loss: 0.9408 Cls_loss: N/A Topk: N/A ada_p: 0.2895
[INFO] 2021-10-25 08:45:52 > Step: 896900 Progress: 89.7% Elapsed: 8 days, 19:23:56 Gen_loss: 1.286 Dis_loss: 0.7151 Cls_loss: N/A Topk: N/A ada_p: 0.2897
[INFO] 2021-10-25 08:46:54 > Step: 897000 Progress: 89.7% Elapsed: 8 days, 19:24:58 Gen_loss: 0.8783 Dis_loss: 1.117 Cls_loss: N/A Topk: N/A ada_p: 0.2902
[INFO] 2021-10-25 08:47:56 > Step: 897100 Progress: 89.7% Elapsed: 8 days, 19:26:01 Gen_loss: 1.481 Dis_loss: 0.7775 Cls_loss: N/A Topk: N/A ada_p: 0.293
[INFO] 2021-10-25 08:48:58 > Step: 897200 Progress: 89.7% Elapsed: 8 days, 19:27:03 Gen_loss: 1.728 Dis_loss: 1.436 Cls_loss: N/A Topk: N/A ada_p: 0.294
[INFO] 2021-10-25 08:50:01 > Step: 897300 Progress: 89.7% Elapsed: 8 days, 19:28:06 Gen_loss: 1.418 Dis_loss: 1.101 Cls_loss: N/A Topk: N/A ada_p: 0.289
[INFO] 2021-10-25 08:51:14 > Step: 897400 Progress: 89.7% Elapsed: 8 days, 19:29:18 Gen_loss: 1.48 Dis_loss: 0.8951 Cls_loss: N/A Topk: N/A ada_p: 0.2872
[INFO] 2021-10-25 08:52:16 > Step: 897500 Progress: 89.8% Elapsed: 8 days, 19:30:21 Gen_loss: 1.279 Dis_loss: 0.9228 Cls_loss: N/A Topk: N/A ada_p: 0.2821
[INFO] 2021-10-25 08:53:18 > Step: 897600 Progress: 89.8% Elapsed: 8 days, 19:31:23 Gen_loss: 0.9914 Dis_loss: 0.8755 Cls_loss: N/A Topk: N/A ada_p: 0.2747
[INFO] 2021-10-25 08:54:21 > Step: 897700 Progress: 89.8% Elapsed: 8 days, 19:32:26 Gen_loss: 0.7662 Dis_loss: 0.9649 Cls_loss: N/A Topk: N/A ada_p: 0.2769
[INFO] 2021-10-25 08:55:25 > Step: 897800 Progress: 89.8% Elapsed: 8 days, 19:33:29 Gen_loss: 1.499 Dis_loss: 0.9856 Cls_loss: N/A Topk: N/A ada_p: 0.2787
[INFO] 2021-10-25 08:56:28 > Step: 897900 Progress: 89.8% Elapsed: 8 days, 19:34:33 Gen_loss: 1.273 Dis_loss: 1.013 Cls_loss: N/A Topk: N/A ada_p: 0.2771
[INFO] 2021-10-25 08:57:31 > Step: 898000 Progress: 89.8% Elapsed: 8 days, 19:35:35 Gen_loss: 1.797 Dis_loss: 1.306 Cls_loss: N/A Topk: N/A ada_p: 0.2776
[INFO] 2021-10-25 08:58:33 > Step: 898100 Progress: 89.8% Elapsed: 8 days, 19:36:38 Gen_loss: 1.596 Dis_loss: 0.9671 Cls_loss: N/A Topk: N/A ada_p: 0.2785
[INFO] 2021-10-25 08:59:46 > Step: 898200 Progress: 89.8% Elapsed: 8 days, 19:37:51 Gen_loss: 1.187 Dis_loss: 0.7409 Cls_loss: N/A Topk: N/A ada_p: 0.2801
[INFO] 2021-10-25 09:00:49 > Step: 898300 Progress: 89.8% Elapsed: 8 days, 19:38:54 Gen_loss: 1.57 Dis_loss: 0.9317 Cls_loss: N/A Topk: N/A ada_p: 0.2765
[INFO] 2021-10-25 09:01:52 > Step: 898400 Progress: 89.8% Elapsed: 8 days, 19:39:56 Gen_loss: 1.797 Dis_loss: 0.9555 Cls_loss: N/A Topk: N/A ada_p: 0.2775
[INFO] 2021-10-25 09:02:54 > Step: 898500 Progress: 89.8% Elapsed: 8 days, 19:40:59 Gen_loss: 1.068 Dis_loss: 0.9601 Cls_loss: N/A Topk: N/A ada_p: 0.2774
[INFO] 2021-10-25 09:03:57 > Step: 898600 Progress: 89.9% Elapsed: 8 days, 19:42:01 Gen_loss: 1.062 Dis_loss: 0.8606 Cls_loss: N/A Topk: N/A ada_p: 0.2802
[INFO] 2021-10-25 09:04:59 > Step: 898700 Progress: 89.9% Elapsed: 8 days, 19:43:04 Gen_loss: 1.452 Dis_loss: 0.4619 Cls_loss: N/A Topk: N/A ada_p: 0.2805
[INFO] 2021-10-25 09:06:01 > Step: 898800 Progress: 89.9% Elapsed: 8 days, 19:44:06 Gen_loss: 1.133 Dis_loss: 0.9931 Cls_loss: N/A Topk: N/A ada_p: 0.2784
[INFO] 2021-10-25 09:07:04 > Step: 898900 Progress: 89.9% Elapsed: 8 days, 19:45:09 Gen_loss: 0.9739 Dis_loss: 1.184 Cls_loss: N/A Topk: N/A ada_p: 0.2801
[INFO] 2021-10-25 09:08:16 > Step: 899000 Progress: 89.9% Elapsed: 8 days, 19:46:21 Gen_loss: 1.759 Dis_loss: 0.9371 Cls_loss: N/A Topk: N/A ada_p: 0.2813
[INFO] 2021-10-25 09:09:19 > Step: 899100 Progress: 89.9% Elapsed: 8 days, 19:47:23 Gen_loss: 1.998 Dis_loss: 0.5768 Cls_loss: N/A Topk: N/A ada_p: 0.2806
[INFO] 2021-10-25 09:10:21 > Step: 899200 Progress: 89.9% Elapsed: 8 days, 19:48:26 Gen_loss: 1.371 Dis_loss: 0.6147 Cls_loss: N/A Topk: N/A ada_p: 0.2811
[INFO] 2021-10-25 09:11:24 > Step: 899300 Progress: 89.9% Elapsed: 8 days, 19:49:29 Gen_loss: 1.088 Dis_loss: 0.7966 Cls_loss: N/A Topk: N/A ada_p: 0.283
[INFO] 2021-10-25 09:12:27 > Step: 899400 Progress: 89.9% Elapsed: 8 days, 19:50:31 Gen_loss: 1.535 Dis_loss: 1.048 Cls_loss: N/A Topk: N/A ada_p: 0.2833
[INFO] 2021-10-25 09:13:29 > Step: 899500 Progress: 90.0% Elapsed: 8 days, 19:51:34 Gen_loss: 1.403 Dis_loss: 0.838 Cls_loss: N/A Topk: N/A ada_p: 0.2874
[INFO] 2021-10-25 09:14:31 > Step: 899600 Progress: 90.0% Elapsed: 8 days, 19:52:36 Gen_loss: 1.363 Dis_loss: 0.7677 Cls_loss: N/A Topk: N/A ada_p: 0.2866
[INFO] 2021-10-25 09:15:34 > Step: 899700 Progress: 90.0% Elapsed: 8 days, 19:53:39 Gen_loss: 2.0 Dis_loss: 0.6274 Cls_loss: N/A Topk: N/A ada_p: 0.2865
[INFO] 2021-10-25 09:16:46 > Step: 899800 Progress: 90.0% Elapsed: 8 days, 19:54:51 Gen_loss: 0.7331 Dis_loss: 1.059 Cls_loss: N/A Topk: N/A ada_p: 0.2842
[INFO] 2021-10-25 09:17:49 > Step: 899900 Progress: 90.0% Elapsed: 8 days, 19:55:53 Gen_loss: 2.089 Dis_loss: 0.2984 Cls_loss: N/A Topk: N/A ada_p: 0.2842
[INFO] 2021-10-25 09:18:51 > Step: 900000 Progress: 90.0% Elapsed: 8 days, 19:56:56 Gen_loss: 1.281 Dis_loss: 0.7879 Cls_loss: N/A Topk: N/A ada_p: 0.2831
[INFO] 2021-10-25 09:18:51 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 09:18:51 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_900000.png
[INFO] 2021-10-25 09:18:51 > Start Evaluation (900000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-25 09:18:51 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-25 09:24:21 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-25 09:29:59 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-25 09:53:13 > Inception score (Step: 900000, 50000 generated images): 10.425897598266602
[INFO] 2021-10-25 09:53:13 > FID score (Step: 900000, Using train moments): 2.4255935981979633
[INFO] 2021-10-25 09:53:13 > Improved Precision (Step: 900000, Using train images): 0.74878
[INFO] 2021-10-25 09:53:13 > Improved Recall (Step: 900000, Using train images): 0.67928
[INFO] 2021-10-25 09:53:13 > Density (Step: 900000, Using train images): 1.052536
[INFO] 2021-10-25 09:53:13 > Coverage (Step: 900000, Using train images): 0.93006
[INFO] 2021-10-25 09:53:13 > Best FID score (Step: 850000, Using train moments): 2.412118612731774
[INFO] 2021-10-25 09:53:24 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-25 09:54:25 > Step: 900100 Progress: 90.0% Elapsed: 8 days, 20:32:30 Gen_loss: 0.9376 Dis_loss: 0.7418 Cls_loss: N/A Topk: N/A ada_p: 0.2828
[INFO] 2021-10-25 09:55:28 > Step: 900200 Progress: 90.0% Elapsed: 8 days, 20:33:32 Gen_loss: 1.821 Dis_loss: 0.592 Cls_loss: N/A Topk: N/A ada_p: 0.2825
[INFO] 2021-10-25 09:56:31 > Step: 900300 Progress: 90.0% Elapsed: 8 days, 20:34:35 Gen_loss: 1.428 Dis_loss: 0.631 Cls_loss: N/A Topk: N/A ada_p: 0.284
[INFO] 2021-10-25 09:57:33 > Step: 900400 Progress: 90.0% Elapsed: 8 days, 20:35:38 Gen_loss: 1.384 Dis_loss: 1.093 Cls_loss: N/A Topk: N/A ada_p: 0.282
[INFO] 2021-10-25 09:58:52 > Step: 900500 Progress: 90.0% Elapsed: 8 days, 20:36:57 Gen_loss: 1.438 Dis_loss: 1.123 Cls_loss: N/A Topk: N/A ada_p: 0.2862
[INFO] 2021-10-25 09:59:54 > Step: 900600 Progress: 90.1% Elapsed: 8 days, 20:37:59 Gen_loss: 1.132 Dis_loss: 0.7425 Cls_loss: N/A Topk: N/A ada_p: 0.2857
[INFO] 2021-10-25 10:00:57 > Step: 900700 Progress: 90.1% Elapsed: 8 days, 20:39:01 Gen_loss: 1.41 Dis_loss: 0.6807 Cls_loss: N/A Topk: N/A ada_p: 0.2829
[INFO] 2021-10-25 10:01:59 > Step: 900800 Progress: 90.1% Elapsed: 8 days, 20:40:04 Gen_loss: 0.9434 Dis_loss: 0.7142 Cls_loss: N/A Topk: N/A ada_p: 0.2826
[INFO] 2021-10-25 10:03:01 > Step: 900900 Progress: 90.1% Elapsed: 8 days, 20:41:06 Gen_loss: 0.9476 Dis_loss: 0.6637 Cls_loss: N/A Topk: N/A ada_p: 0.2874
[INFO] 2021-10-25 10:04:05 > Step: 901000 Progress: 90.1% Elapsed: 8 days, 20:42:09 Gen_loss: 1.712 Dis_loss: 0.4768 Cls_loss: N/A Topk: N/A ada_p: 0.2863
[INFO] 2021-10-25 10:05:07 > Step: 901100 Progress: 90.1% Elapsed: 8 days, 20:43:12 Gen_loss: 1.27 Dis_loss: 0.7927 Cls_loss: N/A Topk: N/A ada_p: 0.2871
[INFO] 2021-10-25 10:06:10 > Step: 901200 Progress: 90.1% Elapsed: 8 days, 20:44:14 Gen_loss: 1.768 Dis_loss: 0.7672 Cls_loss: N/A Topk: N/A ada_p: 0.281
[INFO] 2021-10-25 10:07:22 > Step: 901300 Progress: 90.1% Elapsed: 8 days, 20:45:27 Gen_loss: 1.37 Dis_loss: 0.6148 Cls_loss: N/A Topk: N/A ada_p: 0.2854
[INFO] 2021-10-25 10:08:25 > Step: 901400 Progress: 90.1% Elapsed: 8 days, 20:46:29 Gen_loss: 1.479 Dis_loss: 0.7409 Cls_loss: N/A Topk: N/A ada_p: 0.2829
[INFO] 2021-10-25 10:09:27 > Step: 901500 Progress: 90.1% Elapsed: 8 days, 20:47:32 Gen_loss: 1.947 Dis_loss: 0.9894 Cls_loss: N/A Topk: N/A ada_p: 0.2854
[INFO] 2021-10-25 10:10:30 > Step: 901600 Progress: 90.2% Elapsed: 8 days, 20:48:34 Gen_loss: 1.869 Dis_loss: 0.6824 Cls_loss: N/A Topk: N/A ada_p: 0.2847
[INFO] 2021-10-25 10:11:32 > Step: 901700 Progress: 90.2% Elapsed: 8 days, 20:49:37 Gen_loss: 1.662 Dis_loss: 1.143 Cls_loss: N/A Topk: N/A ada_p: 0.281
[INFO] 2021-10-25 10:12:35 > Step: 901800 Progress: 90.2% Elapsed: 8 days, 20:50:40 Gen_loss: 1.514 Dis_loss: 0.963 Cls_loss: N/A Topk: N/A ada_p: 0.2805
[INFO] 2021-10-25 10:13:37 > Step: 901900 Progress: 90.2% Elapsed: 8 days, 20:51:42 Gen_loss: 1.753 Dis_loss: 1.284 Cls_loss: N/A Topk: N/A ada_p: 0.2822
[INFO] 2021-10-25 10:14:40 > Step: 902000 Progress: 90.2% Elapsed: 8 days, 20:52:44 Gen_loss: 1.004 Dis_loss: 0.7503 Cls_loss: N/A Topk: N/A ada_p: 0.281
[INFO] 2021-10-25 10:15:52 > Step: 902100 Progress: 90.2% Elapsed: 8 days, 20:53:57 Gen_loss: 0.9086 Dis_loss: 0.5464 Cls_loss: N/A Topk: N/A ada_p: 0.2819
[INFO] 2021-10-25 10:16:55 > Step: 902200 Progress: 90.2% Elapsed: 8 days, 20:54:59 Gen_loss: 1.077 Dis_loss: 0.7757 Cls_loss: N/A Topk: N/A ada_p: 0.2847
[INFO] 2021-10-25 10:17:57 > Step: 902300 Progress: 90.2% Elapsed: 8 days, 20:56:02 Gen_loss: 1.641 Dis_loss: 0.8954 Cls_loss: N/A Topk: N/A ada_p: 0.2854
[INFO] 2021-10-25 10:19:00 > Step: 902400 Progress: 90.2% Elapsed: 8 days, 20:57:04 Gen_loss: 2.117 Dis_loss: 0.8122 Cls_loss: N/A Topk: N/A ada_p: 0.2865
[INFO] 2021-10-25 10:20:02 > Step: 902500 Progress: 90.2% Elapsed: 8 days, 20:58:07 Gen_loss: 1.378 Dis_loss: 0.9772 Cls_loss: N/A Topk: N/A ada_p: 0.2853
[INFO] 2021-10-25 10:21:04 > Step: 902600 Progress: 90.3% Elapsed: 8 days, 20:59:09 Gen_loss: 1.011 Dis_loss: 0.9044 Cls_loss: N/A Topk: N/A ada_p: 0.2848
[INFO] 2021-10-25 10:22:07 > Step: 902700 Progress: 90.3% Elapsed: 8 days, 21:00:11 Gen_loss: 1.37 Dis_loss: 1.011 Cls_loss: N/A Topk: N/A ada_p: 0.2848
[INFO] 2021-10-25 10:23:09 > Step: 902800 Progress: 90.3% Elapsed: 8 days, 21:01:14 Gen_loss: 1.654 Dis_loss: 0.8801 Cls_loss: N/A Topk: N/A ada_p: 0.2861
[INFO] 2021-10-25 10:24:22 > Step: 902900 Progress: 90.3% Elapsed: 8 days, 21:02:27 Gen_loss: 1.549 Dis_loss: 0.923 Cls_loss: N/A Topk: N/A ada_p: 0.287
[INFO] 2021-10-25 10:25:24 > Step: 903000 Progress: 90.3% Elapsed: 8 days, 21:03:29 Gen_loss: 1.094 Dis_loss: 0.7654 Cls_loss: N/A Topk: N/A ada_p: 0.2888
[INFO] 2021-10-25 10:26:27 > Step: 903100 Progress: 90.3% Elapsed: 8 days, 21:04:32 Gen_loss: 1.285 Dis_loss: 0.8964 Cls_loss: N/A Topk: N/A ada_p: 0.2867
[INFO] 2021-10-25 10:27:30 > Step: 903200 Progress: 90.3% Elapsed: 8 days, 21:05:34 Gen_loss: 1.552 Dis_loss: 0.9573 Cls_loss: N/A Topk: N/A ada_p: 0.2849
[INFO] 2021-10-25 10:28:32 > Step: 903300 Progress: 90.3% Elapsed: 8 days, 21:06:37 Gen_loss: 0.7218 Dis_loss: 0.817 Cls_loss: N/A Topk: N/A ada_p: 0.2838
[INFO] 2021-10-25 10:29:34 > Step: 903400 Progress: 90.3% Elapsed: 8 days, 21:07:39 Gen_loss: 1.392 Dis_loss: 0.744 Cls_loss: N/A Topk: N/A ada_p: 0.2879
[INFO] 2021-10-25 10:30:37 > Step: 903500 Progress: 90.3% Elapsed: 8 days, 21:08:41 Gen_loss: 0.8783 Dis_loss: 1.051 Cls_loss: N/A Topk: N/A ada_p: 0.2907
[INFO] 2021-10-25 10:31:39 > Step: 903600 Progress: 90.4% Elapsed: 8 days, 21:09:43 Gen_loss: 1.078 Dis_loss: 1.119 Cls_loss: N/A Topk: N/A ada_p: 0.2912
[INFO] 2021-10-25 10:32:51 > Step: 903700 Progress: 90.4% Elapsed: 8 days, 21:10:56 Gen_loss: 1.45 Dis_loss: 1.185 Cls_loss: N/A Topk: N/A ada_p: 0.2939
[INFO] 2021-10-25 10:33:55 > Step: 903800 Progress: 90.4% Elapsed: 8 days, 21:12:00 Gen_loss: 1.068 Dis_loss: 1.039 Cls_loss: N/A Topk: N/A ada_p: 0.2962
[INFO] 2021-10-25 10:34:58 > Step: 903900 Progress: 90.4% Elapsed: 8 days, 21:13:02 Gen_loss: 1.446 Dis_loss: 0.7503 Cls_loss: N/A Topk: N/A ada_p: 0.2944
[INFO] 2021-10-25 10:36:00 > Step: 904000 Progress: 90.4% Elapsed: 8 days, 21:14:04 Gen_loss: 1.09 Dis_loss: 0.7919 Cls_loss: N/A Topk: N/A ada_p: 0.2952
[INFO] 2021-10-25 10:37:03 > Step: 904100 Progress: 90.4% Elapsed: 8 days, 21:15:07 Gen_loss: 1.041 Dis_loss: 1.15 Cls_loss: N/A Topk: N/A ada_p: 0.2945
[INFO] 2021-10-25 10:38:05 > Step: 904200 Progress: 90.4% Elapsed: 8 days, 21:16:10 Gen_loss: 1.178 Dis_loss: 0.8943 Cls_loss: N/A Topk: N/A ada_p: 0.2917
[INFO] 2021-10-25 10:39:08 > Step: 904300 Progress: 90.4% Elapsed: 8 days, 21:17:12 Gen_loss: 1.288 Dis_loss: 0.882 Cls_loss: N/A Topk: N/A ada_p: 0.2899
[INFO] 2021-10-25 10:40:21 > Step: 904400 Progress: 90.4% Elapsed: 8 days, 21:18:26 Gen_loss: 1.17 Dis_loss: 1.182 Cls_loss: N/A Topk: N/A ada_p: 0.2907
[INFO] 2021-10-25 10:41:23 > Step: 904500 Progress: 90.5% Elapsed: 8 days, 21:19:28 Gen_loss: 1.233 Dis_loss: 1.255 Cls_loss: N/A Topk: N/A ada_p: 0.2959
[INFO] 2021-10-25 10:42:26 > Step: 904600 Progress: 90.5% Elapsed: 8 days, 21:20:31 Gen_loss: 2.042 Dis_loss: 1.111 Cls_loss: N/A Topk: N/A ada_p: 0.2944
[INFO] 2021-10-25 10:43:29 > Step: 904700 Progress: 90.5% Elapsed: 8 days, 21:21:34 Gen_loss: 1.372 Dis_loss: 1.151 Cls_loss: N/A Topk: N/A ada_p: 0.2947
[INFO] 2021-10-25 10:44:32 > Step: 904800 Progress: 90.5% Elapsed: 8 days, 21:22:37 Gen_loss: 1.357 Dis_loss: 0.7316 Cls_loss: N/A Topk: N/A ada_p: 0.2918
[INFO] 2021-10-25 10:45:35 > Step: 904900 Progress: 90.5% Elapsed: 8 days, 21:23:39 Gen_loss: 1.421 Dis_loss: 0.6302 Cls_loss: N/A Topk: N/A ada_p: 0.2881
[INFO] 2021-10-25 10:46:37 > Step: 905000 Progress: 90.5% Elapsed: 8 days, 21:24:41 Gen_loss: 1.587 Dis_loss: 0.6634 Cls_loss: N/A Topk: N/A ada_p: 0.2881
[INFO] 2021-10-25 10:47:39 > Step: 905100 Progress: 90.5% Elapsed: 8 days, 21:25:44 Gen_loss: 1.509 Dis_loss: 0.9193 Cls_loss: N/A Topk: N/A ada_p: 0.2874
[INFO] 2021-10-25 10:48:52 > Step: 905200 Progress: 90.5% Elapsed: 8 days, 21:26:56 Gen_loss: 1.931 Dis_loss: 1.011 Cls_loss: N/A Topk: N/A ada_p: 0.2861
[INFO] 2021-10-25 10:49:54 > Step: 905300 Progress: 90.5% Elapsed: 8 days, 21:27:59 Gen_loss: 0.8286 Dis_loss: 0.8214 Cls_loss: N/A Topk: N/A ada_p: 0.2857
[INFO] 2021-10-25 10:50:57 > Step: 905400 Progress: 90.5% Elapsed: 8 days, 21:29:01 Gen_loss: 1.947 Dis_loss: 0.74 Cls_loss: N/A Topk: N/A ada_p: 0.2885
[INFO] 2021-10-25 10:51:59 > Step: 905500 Progress: 90.5% Elapsed: 8 days, 21:30:04 Gen_loss: 0.8566 Dis_loss: 1.231 Cls_loss: N/A Topk: N/A ada_p: 0.2885
[INFO] 2021-10-25 10:53:01 > Step: 905600 Progress: 90.6% Elapsed: 8 days, 21:31:06 Gen_loss: 1.331 Dis_loss: 0.898 Cls_loss: N/A Topk: N/A ada_p: 0.2885
[INFO] 2021-10-25 10:54:04 > Step: 905700 Progress: 90.6% Elapsed: 8 days, 21:32:09 Gen_loss: 0.8037 Dis_loss: 0.807 Cls_loss: N/A Topk: N/A ada_p: 0.2879
[INFO] 2021-10-25 10:55:06 > Step: 905800 Progress: 90.6% Elapsed: 8 days, 21:33:11 Gen_loss: 1.391 Dis_loss: 0.9494 Cls_loss: N/A Topk: N/A ada_p: 0.2853
[INFO] 2021-10-25 10:56:09 > Step: 905900 Progress: 90.6% Elapsed: 8 days, 21:34:13 Gen_loss: 1.718 Dis_loss: 1.057 Cls_loss: N/A Topk: N/A ada_p: 0.2848
[INFO] 2021-10-25 10:57:21 > Step: 906000 Progress: 90.6% Elapsed: 8 days, 21:35:26 Gen_loss: 0.4948 Dis_loss: 1.061 Cls_loss: N/A Topk: N/A ada_p: 0.2886
[INFO] 2021-10-25 10:58:24 > Step: 906100 Progress: 90.6% Elapsed: 8 days, 21:36:28 Gen_loss: 0.958 Dis_loss: 1.008 Cls_loss: N/A Topk: N/A ada_p: 0.2903
[INFO] 2021-10-25 10:59:26 > Step: 906200 Progress: 90.6% Elapsed: 8 days, 21:37:31 Gen_loss: 1.63 Dis_loss: 0.4898 Cls_loss: N/A Topk: N/A ada_p: 0.2906
[INFO] 2021-10-25 11:00:28 > Step: 906300 Progress: 90.6% Elapsed: 8 days, 21:38:33 Gen_loss: 1.289 Dis_loss: 0.653 Cls_loss: N/A Topk: N/A ada_p: 0.2903
[INFO] 2021-10-25 11:01:31 > Step: 906400 Progress: 90.6% Elapsed: 8 days, 21:39:36 Gen_loss: 1.552 Dis_loss: 0.6942 Cls_loss: N/A Topk: N/A ada_p: 0.2898
[INFO] 2021-10-25 11:02:34 > Step: 906500 Progress: 90.6% Elapsed: 8 days, 21:40:38 Gen_loss: 1.029 Dis_loss: 0.8915 Cls_loss: N/A Topk: N/A ada_p: 0.2907
[INFO] 2021-10-25 11:03:36 > Step: 906600 Progress: 90.7% Elapsed: 8 days, 21:41:41 Gen_loss: 1.858 Dis_loss: 1.045 Cls_loss: N/A Topk: N/A ada_p: 0.2902
[INFO] 2021-10-25 11:04:38 > Step: 906700 Progress: 90.7% Elapsed: 8 days, 21:42:43 Gen_loss: 1.642 Dis_loss: 0.768 Cls_loss: N/A Topk: N/A ada_p: 0.2894
[INFO] 2021-10-25 11:05:51 > Step: 906800 Progress: 90.7% Elapsed: 8 days, 21:43:55 Gen_loss: 1.792 Dis_loss: 1.122 Cls_loss: N/A Topk: N/A ada_p: 0.2853
[INFO] 2021-10-25 11:06:53 > Step: 906900 Progress: 90.7% Elapsed: 8 days, 21:44:58 Gen_loss: 1.614 Dis_loss: 0.6354 Cls_loss: N/A Topk: N/A ada_p: 0.2831
[INFO] 2021-10-25 11:07:56 > Step: 907000 Progress: 90.7% Elapsed: 8 days, 21:46:00 Gen_loss: 1.454 Dis_loss: 0.7766 Cls_loss: N/A Topk: N/A ada_p: 0.2826
[INFO] 2021-10-25 11:08:58 > Step: 907100 Progress: 90.7% Elapsed: 8 days, 21:47:03 Gen_loss: 0.7394 Dis_loss: 1.054 Cls_loss: N/A Topk: N/A ada_p: 0.286
[INFO] 2021-10-25 11:10:01 > Step: 907200 Progress: 90.7% Elapsed: 8 days, 21:48:05 Gen_loss: 0.6281 Dis_loss: 1.096 Cls_loss: N/A Topk: N/A ada_p: 0.2834
[INFO] 2021-10-25 11:11:03 > Step: 907300 Progress: 90.7% Elapsed: 8 days, 21:49:08 Gen_loss: 1.709 Dis_loss: 0.7512 Cls_loss: N/A Topk: N/A ada_p: 0.2851
[INFO] 2021-10-25 11:12:06 > Step: 907400 Progress: 90.7% Elapsed: 8 days, 21:50:10 Gen_loss: 1.0 Dis_loss: 0.8358 Cls_loss: N/A Topk: N/A ada_p: 0.2866
[INFO] 2021-10-25 11:13:08 > Step: 907500 Progress: 90.8% Elapsed: 8 days, 21:51:13 Gen_loss: 1.295 Dis_loss: 1.034 Cls_loss: N/A Topk: N/A ada_p: 0.2869
[INFO] 2021-10-25 11:14:20 > Step: 907600 Progress: 90.8% Elapsed: 8 days, 21:52:25 Gen_loss: 1.519 Dis_loss: 0.889 Cls_loss: N/A Topk: N/A ada_p: 0.2917
[INFO] 2021-10-25 11:15:23 > Step: 907700 Progress: 90.8% Elapsed: 8 days, 21:53:28 Gen_loss: 1.089 Dis_loss: 0.7139 Cls_loss: N/A Topk: N/A ada_p: 0.2888
[INFO] 2021-10-25 11:16:26 > Step: 907800 Progress: 90.8% Elapsed: 8 days, 21:54:30 Gen_loss: 1.04 Dis_loss: 0.8645 Cls_loss: N/A Topk: N/A ada_p: 0.2906
[INFO] 2021-10-25 11:17:28 > Step: 907900 Progress: 90.8% Elapsed: 8 days, 21:55:32 Gen_loss: 0.7941 Dis_loss: 0.8702 Cls_loss: N/A Topk: N/A ada_p: 0.2913
[INFO] 2021-10-25 11:18:30 > Step: 908000 Progress: 90.8% Elapsed: 8 days, 21:56:35 Gen_loss: 1.236 Dis_loss: 1.115 Cls_loss: N/A Topk: N/A ada_p: 0.2885
[INFO] 2021-10-25 11:19:33 > Step: 908100 Progress: 90.8% Elapsed: 8 days, 21:57:37 Gen_loss: 1.023 Dis_loss: 0.6707 Cls_loss: N/A Topk: N/A ada_p: 0.2861
[INFO] 2021-10-25 11:20:35 > Step: 908200 Progress: 90.8% Elapsed: 8 days, 21:58:40 Gen_loss: 0.8402 Dis_loss: 0.9449 Cls_loss: N/A Topk: N/A ada_p: 0.2866
[INFO] 2021-10-25 11:21:37 > Step: 908300 Progress: 90.8% Elapsed: 8 days, 21:59:42 Gen_loss: 1.859 Dis_loss: 0.7671 Cls_loss: N/A Topk: N/A ada_p: 0.2871
[INFO] 2021-10-25 11:22:49 > Step: 908400 Progress: 90.8% Elapsed: 8 days, 22:00:54 Gen_loss: 1.465 Dis_loss: 0.7354 Cls_loss: N/A Topk: N/A ada_p: 0.2869
[INFO] 2021-10-25 11:23:52 > Step: 908500 Progress: 90.8% Elapsed: 8 days, 22:01:57 Gen_loss: 1.128 Dis_loss: 1.611 Cls_loss: N/A Topk: N/A ada_p: 0.2877
[INFO] 2021-10-25 11:24:54 > Step: 908600 Progress: 90.9% Elapsed: 8 days, 22:02:59 Gen_loss: 1.137 Dis_loss: 0.7681 Cls_loss: N/A Topk: N/A ada_p: 0.2918
[INFO] 2021-10-25 11:25:57 > Step: 908700 Progress: 90.9% Elapsed: 8 days, 22:04:01 Gen_loss: 0.8181 Dis_loss: 0.8587 Cls_loss: N/A Topk: N/A ada_p: 0.2906
[INFO] 2021-10-25 11:26:59 > Step: 908800 Progress: 90.9% Elapsed: 8 days, 22:05:04 Gen_loss: 2.267 Dis_loss: 0.6436 Cls_loss: N/A Topk: N/A ada_p: 0.2883
[INFO] 2021-10-25 11:28:02 > Step: 908900 Progress: 90.9% Elapsed: 8 days, 22:06:06 Gen_loss: 1.546 Dis_loss: 1.186 Cls_loss: N/A Topk: N/A ada_p: 0.2881
[INFO] 2021-10-25 11:29:04 > Step: 909000 Progress: 90.9% Elapsed: 8 days, 22:07:09 Gen_loss: 1.577 Dis_loss: 1.126 Cls_loss: N/A Topk: N/A ada_p: 0.2856
[INFO] 2021-10-25 11:30:17 > Step: 909100 Progress: 90.9% Elapsed: 8 days, 22:08:21 Gen_loss: 1.422 Dis_loss: 1.019 Cls_loss: N/A Topk: N/A ada_p: 0.2871
[INFO] 2021-10-25 11:31:19 > Step: 909200 Progress: 90.9% Elapsed: 8 days, 22:09:24 Gen_loss: 1.028 Dis_loss: 1.157 Cls_loss: N/A Topk: N/A ada_p: 0.2871
[INFO] 2021-10-25 11:32:22 > Step: 909300 Progress: 90.9% Elapsed: 8 days, 22:10:26 Gen_loss: 1.481 Dis_loss: 0.8872 Cls_loss: N/A Topk: N/A ada_p: 0.2903
[INFO] 2021-10-25 11:33:24 > Step: 909400 Progress: 90.9% Elapsed: 8 days, 22:11:29 Gen_loss: 0.985 Dis_loss: 1.054 Cls_loss: N/A Topk: N/A ada_p: 0.2888
[INFO] 2021-10-25 11:34:26 > Step: 909500 Progress: 91.0% Elapsed: 8 days, 22:12:31 Gen_loss: 0.8525 Dis_loss: 0.8497 Cls_loss: N/A Topk: N/A ada_p: 0.2857
[INFO] 2021-10-25 11:35:29 > Step: 909600 Progress: 91.0% Elapsed: 8 days, 22:13:34 Gen_loss: 1.736 Dis_loss: 1.037 Cls_loss: N/A Topk: N/A ada_p: 0.2844
[INFO] 2021-10-25 11:36:32 > Step: 909700 Progress: 91.0% Elapsed: 8 days, 22:14:36 Gen_loss: 1.608 Dis_loss: 0.8101 Cls_loss: N/A Topk: N/A ada_p: 0.2828
[INFO] 2021-10-25 11:37:34 > Step: 909800 Progress: 91.0% Elapsed: 8 days, 22:15:39 Gen_loss: 1.99 Dis_loss: 0.8407 Cls_loss: N/A Topk: N/A ada_p: 0.2799
[INFO] 2021-10-25 11:38:46 > Step: 909900 Progress: 91.0% Elapsed: 8 days, 22:16:51 Gen_loss: 1.234 Dis_loss: 0.6361 Cls_loss: N/A Topk: N/A ada_p: 0.2771
[INFO] 2021-10-25 11:39:49 > Step: 910000 Progress: 91.0% Elapsed: 8 days, 22:17:53 Gen_loss: 0.8346 Dis_loss: 0.9508 Cls_loss: N/A Topk: N/A ada_p: 0.2822
[INFO] 2021-10-25 11:39:49 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 11:39:49 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_910000.png
[INFO] 2021-10-25 11:39:49 > Start Evaluation (910000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-25 11:39:49 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-25 11:45:19 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-25 11:50:56 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-25 12:14:41 > Inception score (Step: 910000, 50000 generated images): 10.489996910095215
[INFO] 2021-10-25 12:14:41 > FID score (Step: 910000, Using train moments): 2.419511182949293
[INFO] 2021-10-25 12:14:41 > Improved Precision (Step: 910000, Using train images): 0.747
[INFO] 2021-10-25 12:14:41 > Improved Recall (Step: 910000, Using train images): 0.68452
[INFO] 2021-10-25 12:14:41 > Density (Step: 910000, Using train images): 1.04552
[INFO] 2021-10-25 12:14:41 > Coverage (Step: 910000, Using train images): 0.92786
[INFO] 2021-10-25 12:14:41 > Best FID score (Step: 850000, Using train moments): 2.412118612731774
[INFO] 2021-10-25 12:14:52 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-25 12:15:53 > Step: 910100 Progress: 91.0% Elapsed: 8 days, 22:53:58 Gen_loss: 1.428 Dis_loss: 0.7634 Cls_loss: N/A Topk: N/A ada_p: 0.2831
[INFO] 2021-10-25 12:16:55 > Step: 910200 Progress: 91.0% Elapsed: 8 days, 22:55:00 Gen_loss: 1.199 Dis_loss: 0.976 Cls_loss: N/A Topk: N/A ada_p: 0.2816
[INFO] 2021-10-25 12:17:58 > Step: 910300 Progress: 91.0% Elapsed: 8 days, 22:56:02 Gen_loss: 0.9605 Dis_loss: 1.255 Cls_loss: N/A Topk: N/A ada_p: 0.2808
[INFO] 2021-10-25 12:19:00 > Step: 910400 Progress: 91.0% Elapsed: 8 days, 22:57:05 Gen_loss: 1.782 Dis_loss: 1.158 Cls_loss: N/A Topk: N/A ada_p: 0.2813
[INFO] 2021-10-25 12:20:03 > Step: 910500 Progress: 91.0% Elapsed: 8 days, 22:58:07 Gen_loss: 0.8887 Dis_loss: 0.5645 Cls_loss: N/A Topk: N/A ada_p: 0.2784
[INFO] 2021-10-25 12:21:05 > Step: 910600 Progress: 91.1% Elapsed: 8 days, 22:59:10 Gen_loss: 1.439 Dis_loss: 1.04 Cls_loss: N/A Topk: N/A ada_p: 0.2776
[INFO] 2021-10-25 12:22:24 > Step: 910700 Progress: 91.1% Elapsed: 8 days, 23:00:28 Gen_loss: 1.346 Dis_loss: 1.109 Cls_loss: N/A Topk: N/A ada_p: 0.2794
[INFO] 2021-10-25 12:23:26 > Step: 910800 Progress: 91.1% Elapsed: 8 days, 23:01:31 Gen_loss: 1.611 Dis_loss: 1.053 Cls_loss: N/A Topk: N/A ada_p: 0.2802
[INFO] 2021-10-25 12:24:29 > Step: 910900 Progress: 91.1% Elapsed: 8 days, 23:02:34 Gen_loss: 1.52 Dis_loss: 1.0 Cls_loss: N/A Topk: N/A ada_p: 0.2775
[INFO] 2021-10-25 12:25:32 > Step: 911000 Progress: 91.1% Elapsed: 8 days, 23:03:36 Gen_loss: 1.532 Dis_loss: 0.9361 Cls_loss: N/A Topk: N/A ada_p: 0.2783
[INFO] 2021-10-25 12:26:34 > Step: 911100 Progress: 91.1% Elapsed: 8 days, 23:04:38 Gen_loss: 0.9818 Dis_loss: 0.9692 Cls_loss: N/A Topk: N/A ada_p: 0.2778
[INFO] 2021-10-25 12:27:36 > Step: 911200 Progress: 91.1% Elapsed: 8 days, 23:05:41 Gen_loss: 1.026 Dis_loss: 0.773 Cls_loss: N/A Topk: N/A ada_p: 0.2806
[INFO] 2021-10-25 12:28:39 > Step: 911300 Progress: 91.1% Elapsed: 8 days, 23:06:43 Gen_loss: 1.313 Dis_loss: 0.4662 Cls_loss: N/A Topk: N/A ada_p: 0.2838
[INFO] 2021-10-25 12:29:41 > Step: 911400 Progress: 91.1% Elapsed: 8 days, 23:07:46 Gen_loss: 1.547 Dis_loss: 0.8853 Cls_loss: N/A Topk: N/A ada_p: 0.2822
[INFO] 2021-10-25 12:30:53 > Step: 911500 Progress: 91.1% Elapsed: 8 days, 23:08:58 Gen_loss: 1.753 Dis_loss: 0.7864 Cls_loss: N/A Topk: N/A ada_p: 0.2848
[INFO] 2021-10-25 12:31:56 > Step: 911600 Progress: 91.2% Elapsed: 8 days, 23:10:00 Gen_loss: 1.519 Dis_loss: 0.9181 Cls_loss: N/A Topk: N/A ada_p: 0.2874
[INFO] 2021-10-25 12:32:58 > Step: 911700 Progress: 91.2% Elapsed: 8 days, 23:11:03 Gen_loss: 0.6836 Dis_loss: 0.9259 Cls_loss: N/A Topk: N/A ada_p: 0.2862
[INFO] 2021-10-25 12:34:01 > Step: 911800 Progress: 91.2% Elapsed: 8 days, 23:12:06 Gen_loss: 1.272 Dis_loss: 0.7189 Cls_loss: N/A Topk: N/A ada_p: 0.2883
[INFO] 2021-10-25 12:35:04 > Step: 911900 Progress: 91.2% Elapsed: 8 days, 23:13:08 Gen_loss: 0.9549 Dis_loss: 1.024 Cls_loss: N/A Topk: N/A ada_p: 0.2901
[INFO] 2021-10-25 12:36:06 > Step: 912000 Progress: 91.2% Elapsed: 8 days, 23:14:10 Gen_loss: 1.354 Dis_loss: 1.006 Cls_loss: N/A Topk: N/A ada_p: 0.2918
[INFO] 2021-10-25 12:37:09 > Step: 912100 Progress: 91.2% Elapsed: 8 days, 23:15:13 Gen_loss: 1.573 Dis_loss: 1.101 Cls_loss: N/A Topk: N/A ada_p: 0.2889
[INFO] 2021-10-25 12:38:11 > Step: 912200 Progress: 91.2% Elapsed: 8 days, 23:16:16 Gen_loss: 1.608 Dis_loss: 0.8031 Cls_loss: N/A Topk: N/A ada_p: 0.2863
[INFO] 2021-10-25 12:39:24 > Step: 912300 Progress: 91.2% Elapsed: 8 days, 23:17:28 Gen_loss: 1.516 Dis_loss: 0.7663 Cls_loss: N/A Topk: N/A ada_p: 0.2902
[INFO] 2021-10-25 12:40:26 > Step: 912400 Progress: 91.2% Elapsed: 8 days, 23:18:30 Gen_loss: 1.522 Dis_loss: 0.7454 Cls_loss: N/A Topk: N/A ada_p: 0.2922
[INFO] 2021-10-25 12:41:29 > Step: 912500 Progress: 91.2% Elapsed: 8 days, 23:19:33 Gen_loss: 1.423 Dis_loss: 0.9241 Cls_loss: N/A Topk: N/A ada_p: 0.2916
[INFO] 2021-10-25 12:42:31 > Step: 912600 Progress: 91.3% Elapsed: 8 days, 23:20:35 Gen_loss: 1.194 Dis_loss: 0.769 Cls_loss: N/A Topk: N/A ada_p: 0.289
[INFO] 2021-10-25 12:43:33 > Step: 912700 Progress: 91.3% Elapsed: 8 days, 23:21:38 Gen_loss: 1.174 Dis_loss: 0.5995 Cls_loss: N/A Topk: N/A ada_p: 0.2875
[INFO] 2021-10-25 12:44:36 > Step: 912800 Progress: 91.3% Elapsed: 8 days, 23:22:40 Gen_loss: 1.412 Dis_loss: 1.066 Cls_loss: N/A Topk: N/A ada_p: 0.2877
[INFO] 2021-10-25 12:45:38 > Step: 912900 Progress: 91.3% Elapsed: 8 days, 23:23:43 Gen_loss: 1.303 Dis_loss: 1.958 Cls_loss: N/A Topk: N/A ada_p: 0.2892
[INFO] 2021-10-25 12:46:51 > Step: 913000 Progress: 91.3% Elapsed: 8 days, 23:24:56 Gen_loss: 1.469 Dis_loss: 0.4835 Cls_loss: N/A Topk: N/A ada_p: 0.2889
[INFO] 2021-10-25 12:47:54 > Step: 913100 Progress: 91.3% Elapsed: 8 days, 23:25:59 Gen_loss: 1.234 Dis_loss: 0.7856 Cls_loss: N/A Topk: N/A ada_p: 0.2861
[INFO] 2021-10-25 12:48:57 > Step: 913200 Progress: 91.3% Elapsed: 8 days, 23:27:01 Gen_loss: 1.578 Dis_loss: 0.9431 Cls_loss: N/A Topk: N/A ada_p: 0.2843
[INFO] 2021-10-25 12:49:59 > Step: 913300 Progress: 91.3% Elapsed: 8 days, 23:28:04 Gen_loss: 2.07 Dis_loss: 0.7601 Cls_loss: N/A Topk: N/A ada_p: 0.2883
[INFO] 2021-10-25 12:51:02 > Step: 913400 Progress: 91.3% Elapsed: 8 days, 23:29:06 Gen_loss: 0.7698 Dis_loss: 1.128 Cls_loss: N/A Topk: N/A ada_p: 0.2888
[INFO] 2021-10-25 12:52:04 > Step: 913500 Progress: 91.3% Elapsed: 8 days, 23:30:09 Gen_loss: 0.695 Dis_loss: 0.8994 Cls_loss: N/A Topk: N/A ada_p: 0.2913
[INFO] 2021-10-25 12:53:07 > Step: 913600 Progress: 91.4% Elapsed: 8 days, 23:31:12 Gen_loss: 1.009 Dis_loss: 0.7911 Cls_loss: N/A Topk: N/A ada_p: 0.2916
[INFO] 2021-10-25 12:54:10 > Step: 913700 Progress: 91.4% Elapsed: 8 days, 23:32:15 Gen_loss: 1.59 Dis_loss: 0.6668 Cls_loss: N/A Topk: N/A ada_p: 0.2953
[INFO] 2021-10-25 12:55:23 > Step: 913800 Progress: 91.4% Elapsed: 8 days, 23:33:28 Gen_loss: 2.559 Dis_loss: 1.551 Cls_loss: N/A Topk: N/A ada_p: 0.295
[INFO] 2021-10-25 12:56:26 > Step: 913900 Progress: 91.4% Elapsed: 8 days, 23:34:30 Gen_loss: 1.988 Dis_loss: 0.73 Cls_loss: N/A Topk: N/A ada_p: 0.2968
[INFO] 2021-10-25 12:57:28 > Step: 914000 Progress: 91.4% Elapsed: 8 days, 23:35:33 Gen_loss: 1.184 Dis_loss: 0.598 Cls_loss: N/A Topk: N/A ada_p: 0.2961
[INFO] 2021-10-25 12:58:31 > Step: 914100 Progress: 91.4% Elapsed: 8 days, 23:36:36 Gen_loss: 1.675 Dis_loss: 0.9015 Cls_loss: N/A Topk: N/A ada_p: 0.298
[INFO] 2021-10-25 12:59:33 > Step: 914200 Progress: 91.4% Elapsed: 8 days, 23:37:38 Gen_loss: 1.043 Dis_loss: 0.832 Cls_loss: N/A Topk: N/A ada_p: 0.2993
[INFO] 2021-10-25 13:00:36 > Step: 914300 Progress: 91.4% Elapsed: 8 days, 23:38:41 Gen_loss: 1.019 Dis_loss: 0.9682 Cls_loss: N/A Topk: N/A ada_p: 0.3023
[INFO] 2021-10-25 13:01:38 > Step: 914400 Progress: 91.4% Elapsed: 8 days, 23:39:43 Gen_loss: 1.201 Dis_loss: 0.8574 Cls_loss: N/A Topk: N/A ada_p: 0.2998
[INFO] 2021-10-25 13:02:41 > Step: 914500 Progress: 91.5% Elapsed: 8 days, 23:40:46 Gen_loss: 1.539 Dis_loss: 1.016 Cls_loss: N/A Topk: N/A ada_p: 0.2981
[INFO] 2021-10-25 13:03:54 > Step: 914600 Progress: 91.5% Elapsed: 8 days, 23:41:58 Gen_loss: 1.523 Dis_loss: 0.7519 Cls_loss: N/A Topk: N/A ada_p: 0.2961
[INFO] 2021-10-25 13:04:56 > Step: 914700 Progress: 91.5% Elapsed: 8 days, 23:43:01 Gen_loss: 1.306 Dis_loss: 0.9295 Cls_loss: N/A Topk: N/A ada_p: 0.2966
[INFO] 2021-10-25 13:05:59 > Step: 914800 Progress: 91.5% Elapsed: 8 days, 23:44:04 Gen_loss: 1.429 Dis_loss: 0.6809 Cls_loss: N/A Topk: N/A ada_p: 0.293
[INFO] 2021-10-25 13:07:02 > Step: 914900 Progress: 91.5% Elapsed: 8 days, 23:45:06 Gen_loss: 1.245 Dis_loss: 0.8528 Cls_loss: N/A Topk: N/A ada_p: 0.2908
[INFO] 2021-10-25 13:08:04 > Step: 915000 Progress: 91.5% Elapsed: 8 days, 23:46:09 Gen_loss: 2.301 Dis_loss: 1.069 Cls_loss: N/A Topk: N/A ada_p: 0.2936
[INFO] 2021-10-25 13:09:07 > Step: 915100 Progress: 91.5% Elapsed: 8 days, 23:47:12 Gen_loss: 1.325 Dis_loss: 0.9965 Cls_loss: N/A Topk: N/A ada_p: 0.2926
[INFO] 2021-10-25 13:10:10 > Step: 915200 Progress: 91.5% Elapsed: 8 days, 23:48:15 Gen_loss: 1.529 Dis_loss: 1.002 Cls_loss: N/A Topk: N/A ada_p: 0.2867
[INFO] 2021-10-25 13:11:13 > Step: 915300 Progress: 91.5% Elapsed: 8 days, 23:49:17 Gen_loss: 1.207 Dis_loss: 0.8473 Cls_loss: N/A Topk: N/A ada_p: 0.2853
[INFO] 2021-10-25 13:12:25 > Step: 915400 Progress: 91.5% Elapsed: 8 days, 23:50:30 Gen_loss: 1.824 Dis_loss: 0.7744 Cls_loss: N/A Topk: N/A ada_p: 0.2892
[INFO] 2021-10-25 13:13:28 > Step: 915500 Progress: 91.5% Elapsed: 8 days, 23:51:33 Gen_loss: 1.048 Dis_loss: 1.201 Cls_loss: N/A Topk: N/A ada_p: 0.2886
[INFO] 2021-10-25 13:14:31 > Step: 915600 Progress: 91.6% Elapsed: 8 days, 23:52:35 Gen_loss: 2.38 Dis_loss: 0.9583 Cls_loss: N/A Topk: N/A ada_p: 0.2884
[INFO] 2021-10-25 13:15:34 > Step: 915700 Progress: 91.6% Elapsed: 8 days, 23:53:38 Gen_loss: 1.05 Dis_loss: 0.9877 Cls_loss: N/A Topk: N/A ada_p: 0.2867
[INFO] 2021-10-25 13:16:36 > Step: 915800 Progress: 91.6% Elapsed: 8 days, 23:54:40 Gen_loss: 0.7412 Dis_loss: 0.9007 Cls_loss: N/A Topk: N/A ada_p: 0.2875
[INFO] 2021-10-25 13:17:39 > Step: 915900 Progress: 91.6% Elapsed: 8 days, 23:55:43 Gen_loss: 1.704 Dis_loss: 0.845 Cls_loss: N/A Topk: N/A ada_p: 0.2872
[INFO] 2021-10-25 13:18:41 > Step: 916000 Progress: 91.6% Elapsed: 8 days, 23:56:46 Gen_loss: 1.742 Dis_loss: 0.4659 Cls_loss: N/A Topk: N/A ada_p: 0.287
[INFO] 2021-10-25 13:19:44 > Step: 916100 Progress: 91.6% Elapsed: 8 days, 23:57:48 Gen_loss: 1.022 Dis_loss: 0.959 Cls_loss: N/A Topk: N/A ada_p: 0.2869
[INFO] 2021-10-25 13:20:56 > Step: 916200 Progress: 91.6% Elapsed: 8 days, 23:59:01 Gen_loss: 1.418 Dis_loss: 1.138 Cls_loss: N/A Topk: N/A ada_p: 0.2886
[INFO] 2021-10-25 13:21:59 > Step: 916300 Progress: 91.6% Elapsed: 9 days, 0:00:03 Gen_loss: 1.578 Dis_loss: 0.9177 Cls_loss: N/A Topk: N/A ada_p: 0.2876
[INFO] 2021-10-25 13:23:01 > Step: 916400 Progress: 91.6% Elapsed: 9 days, 0:01:06 Gen_loss: 0.6591 Dis_loss: 1.112 Cls_loss: N/A Topk: N/A ada_p: 0.2863
[INFO] 2021-10-25 13:24:04 > Step: 916500 Progress: 91.6% Elapsed: 9 days, 0:02:09 Gen_loss: 1.785 Dis_loss: 1.132 Cls_loss: N/A Topk: N/A ada_p: 0.2888
[INFO] 2021-10-25 13:25:07 > Step: 916600 Progress: 91.7% Elapsed: 9 days, 0:03:11 Gen_loss: 1.325 Dis_loss: 0.7023 Cls_loss: N/A Topk: N/A ada_p: 0.2903
[INFO] 2021-10-25 13:26:10 > Step: 916700 Progress: 91.7% Elapsed: 9 days, 0:04:14 Gen_loss: 1.271 Dis_loss: 1.004 Cls_loss: N/A Topk: N/A ada_p: 0.2944
[INFO] 2021-10-25 13:27:12 > Step: 916800 Progress: 91.7% Elapsed: 9 days, 0:05:16 Gen_loss: 1.355 Dis_loss: 0.8578 Cls_loss: N/A Topk: N/A ada_p: 0.2957
[INFO] 2021-10-25 13:28:25 > Step: 916900 Progress: 91.7% Elapsed: 9 days, 0:06:29 Gen_loss: 0.8649 Dis_loss: 0.7544 Cls_loss: N/A Topk: N/A ada_p: 0.2958
[INFO] 2021-10-25 13:29:27 > Step: 917000 Progress: 91.7% Elapsed: 9 days, 0:07:32 Gen_loss: 1.589 Dis_loss: 1.087 Cls_loss: N/A Topk: N/A ada_p: 0.2953
[INFO] 2021-10-25 13:30:31 > Step: 917100 Progress: 91.7% Elapsed: 9 days, 0:08:35 Gen_loss: 1.705 Dis_loss: 1.139 Cls_loss: N/A Topk: N/A ada_p: 0.2948
[INFO] 2021-10-25 13:31:33 > Step: 917200 Progress: 91.7% Elapsed: 9 days, 0:09:38 Gen_loss: 1.124 Dis_loss: 0.8074 Cls_loss: N/A Topk: N/A ada_p: 0.2917
[INFO] 2021-10-25 13:32:37 > Step: 917300 Progress: 91.7% Elapsed: 9 days, 0:10:41 Gen_loss: 1.351 Dis_loss: 0.9653 Cls_loss: N/A Topk: N/A ada_p: 0.2911
[INFO] 2021-10-25 13:33:39 > Step: 917400 Progress: 91.7% Elapsed: 9 days, 0:11:44 Gen_loss: 0.9641 Dis_loss: 0.9296 Cls_loss: N/A Topk: N/A ada_p: 0.2916
[INFO] 2021-10-25 13:34:42 > Step: 917500 Progress: 91.8% Elapsed: 9 days, 0:12:46 Gen_loss: 1.26 Dis_loss: 1.0 Cls_loss: N/A Topk: N/A ada_p: 0.289
[INFO] 2021-10-25 13:35:44 > Step: 917600 Progress: 91.8% Elapsed: 9 days, 0:13:49 Gen_loss: 1.123 Dis_loss: 1.07 Cls_loss: N/A Topk: N/A ada_p: 0.286
[INFO] 2021-10-25 13:36:58 > Step: 917700 Progress: 91.8% Elapsed: 9 days, 0:15:02 Gen_loss: 0.5434 Dis_loss: 0.9188 Cls_loss: N/A Topk: N/A ada_p: 0.2866
[INFO] 2021-10-25 13:38:01 > Step: 917800 Progress: 91.8% Elapsed: 9 days, 0:16:05 Gen_loss: 1.113 Dis_loss: 0.5981 Cls_loss: N/A Topk: N/A ada_p: 0.2892
[INFO] 2021-10-25 13:39:03 > Step: 917900 Progress: 91.8% Elapsed: 9 days, 0:17:08 Gen_loss: 1.764 Dis_loss: 0.8597 Cls_loss: N/A Topk: N/A ada_p: 0.2935
[INFO] 2021-10-25 13:40:07 > Step: 918000 Progress: 91.8% Elapsed: 9 days, 0:18:12 Gen_loss: 2.277 Dis_loss: 1.008 Cls_loss: N/A Topk: N/A ada_p: 0.2904
[INFO] 2021-10-25 13:41:10 > Step: 918100 Progress: 91.8% Elapsed: 9 days, 0:19:14 Gen_loss: 1.429 Dis_loss: 0.6891 Cls_loss: N/A Topk: N/A ada_p: 0.2908
[INFO] 2021-10-25 13:42:13 > Step: 918200 Progress: 91.8% Elapsed: 9 days, 0:20:17 Gen_loss: 1.508 Dis_loss: 0.9255 Cls_loss: N/A Topk: N/A ada_p: 0.2885
[INFO] 2021-10-25 13:43:15 > Step: 918300 Progress: 91.8% Elapsed: 9 days, 0:21:20 Gen_loss: 1.276 Dis_loss: 0.8806 Cls_loss: N/A Topk: N/A ada_p: 0.2911
[INFO] 2021-10-25 13:44:18 > Step: 918400 Progress: 91.8% Elapsed: 9 days, 0:22:23 Gen_loss: 2.126 Dis_loss: 1.151 Cls_loss: N/A Topk: N/A ada_p: 0.2903
[INFO] 2021-10-25 13:45:31 > Step: 918500 Progress: 91.8% Elapsed: 9 days, 0:23:36 Gen_loss: 1.205 Dis_loss: 1.093 Cls_loss: N/A Topk: N/A ada_p: 0.2886
[INFO] 2021-10-25 13:46:35 > Step: 918600 Progress: 91.9% Elapsed: 9 days, 0:24:39 Gen_loss: 1.152 Dis_loss: 1.142 Cls_loss: N/A Topk: N/A ada_p: 0.2917
[INFO] 2021-10-25 13:47:37 > Step: 918700 Progress: 91.9% Elapsed: 9 days, 0:25:42 Gen_loss: 1.482 Dis_loss: 2.213 Cls_loss: N/A Topk: N/A ada_p: 0.2879
[INFO] 2021-10-25 13:48:40 > Step: 918800 Progress: 91.9% Elapsed: 9 days, 0:26:44 Gen_loss: 1.57 Dis_loss: 0.8062 Cls_loss: N/A Topk: N/A ada_p: 0.2853
[INFO] 2021-10-25 13:49:42 > Step: 918900 Progress: 91.9% Elapsed: 9 days, 0:27:47 Gen_loss: 1.672 Dis_loss: 1.187 Cls_loss: N/A Topk: N/A ada_p: 0.2834
[INFO] 2021-10-25 13:50:45 > Step: 919000 Progress: 91.9% Elapsed: 9 days, 0:28:49 Gen_loss: 1.383 Dis_loss: 1.087 Cls_loss: N/A Topk: N/A ada_p: 0.2888
[INFO] 2021-10-25 13:51:47 > Step: 919100 Progress: 91.9% Elapsed: 9 days, 0:29:51 Gen_loss: 1.556 Dis_loss: 0.9552 Cls_loss: N/A Topk: N/A ada_p: 0.2837
[INFO] 2021-10-25 13:52:50 > Step: 919200 Progress: 91.9% Elapsed: 9 days, 0:30:54 Gen_loss: 1.583 Dis_loss: 0.587 Cls_loss: N/A Topk: N/A ada_p: 0.2872
[INFO] 2021-10-25 13:54:03 > Step: 919300 Progress: 91.9% Elapsed: 9 days, 0:32:07 Gen_loss: 1.573 Dis_loss: 0.5797 Cls_loss: N/A Topk: N/A ada_p: 0.2838
[INFO] 2021-10-25 13:55:05 > Step: 919400 Progress: 91.9% Elapsed: 9 days, 0:33:10 Gen_loss: 1.91 Dis_loss: 0.8099 Cls_loss: N/A Topk: N/A ada_p: 0.2863
[INFO] 2021-10-25 13:56:07 > Step: 919500 Progress: 92.0% Elapsed: 9 days, 0:34:12 Gen_loss: 1.89 Dis_loss: 1.051 Cls_loss: N/A Topk: N/A ada_p: 0.2828
[INFO] 2021-10-25 13:57:10 > Step: 919600 Progress: 92.0% Elapsed: 9 days, 0:35:15 Gen_loss: 2.031 Dis_loss: 0.921 Cls_loss: N/A Topk: N/A ada_p: 0.2845
[INFO] 2021-10-25 13:58:14 > Step: 919700 Progress: 92.0% Elapsed: 9 days, 0:36:18 Gen_loss: 0.8818 Dis_loss: 1.005 Cls_loss: N/A Topk: N/A ada_p: 0.2821
[INFO] 2021-10-25 13:59:16 > Step: 919800 Progress: 92.0% Elapsed: 9 days, 0:37:21 Gen_loss: 1.256 Dis_loss: 0.6923 Cls_loss: N/A Topk: N/A ada_p: 0.2842
[INFO] 2021-10-25 14:00:19 > Step: 919900 Progress: 92.0% Elapsed: 9 days, 0:38:23 Gen_loss: 1.817 Dis_loss: 0.8055 Cls_loss: N/A Topk: N/A ada_p: 0.2867
[INFO] 2021-10-25 14:01:21 > Step: 920000 Progress: 92.0% Elapsed: 9 days, 0:39:26 Gen_loss: 1.001 Dis_loss: 1.067 Cls_loss: N/A Topk: N/A ada_p: 0.2834
[INFO] 2021-10-25 14:01:21 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 14:01:21 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_920000.png
[INFO] 2021-10-25 14:01:21 > Start Evaluation (920000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-25 14:01:21 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-25 14:06:52 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-25 14:12:30 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-25 14:33:37 > Inception score (Step: 920000, 50000 generated images): 10.465204238891602
[INFO] 2021-10-25 14:33:38 > FID score (Step: 920000, Using train moments): 2.415972984938378
[INFO] 2021-10-25 14:33:38 > Improved Precision (Step: 920000, Using train images): 0.74752
[INFO] 2021-10-25 14:33:38 > Improved Recall (Step: 920000, Using train images): 0.68412
[INFO] 2021-10-25 14:33:38 > Density (Step: 920000, Using train images): 1.059684
[INFO] 2021-10-25 14:33:38 > Coverage (Step: 920000, Using train images): 0.92942
[INFO] 2021-10-25 14:33:38 > Best FID score (Step: 850000, Using train moments): 2.412118612731774
[INFO] 2021-10-25 14:33:48 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-25 14:37:10 > Step: 920100 Progress: 92.0% Elapsed: 9 days, 1:15:15 Gen_loss: 2.12 Dis_loss: 0.8685 Cls_loss: N/A Topk: N/A ada_p: 0.2794
[INFO] 2021-10-25 14:38:12 > Step: 920200 Progress: 92.0% Elapsed: 9 days, 1:16:17 Gen_loss: 1.371 Dis_loss: 1.116 Cls_loss: N/A Topk: N/A ada_p: 0.2815
[INFO] 2021-10-25 14:39:14 > Step: 920300 Progress: 92.0% Elapsed: 9 days, 1:17:18 Gen_loss: 1.226 Dis_loss: 1.064 Cls_loss: N/A Topk: N/A ada_p: 0.2789
[INFO] 2021-10-25 14:40:16 > Step: 920400 Progress: 92.0% Elapsed: 9 days, 1:18:21 Gen_loss: 1.306 Dis_loss: 0.8694 Cls_loss: N/A Topk: N/A ada_p: 0.2781
[INFO] 2021-10-25 14:41:20 > Step: 920500 Progress: 92.0% Elapsed: 9 days, 1:19:24 Gen_loss: 1.42 Dis_loss: 0.8206 Cls_loss: N/A Topk: N/A ada_p: 0.2826
[INFO] 2021-10-25 14:42:22 > Step: 920600 Progress: 92.1% Elapsed: 9 days, 1:20:27 Gen_loss: 1.363 Dis_loss: 0.7497 Cls_loss: N/A Topk: N/A ada_p: 0.2844
[INFO] 2021-10-25 14:43:24 > Step: 920700 Progress: 92.1% Elapsed: 9 days, 1:21:29 Gen_loss: 1.339 Dis_loss: 0.7059 Cls_loss: N/A Topk: N/A ada_p: 0.2808
[INFO] 2021-10-25 14:44:37 > Step: 920800 Progress: 92.1% Elapsed: 9 days, 1:22:41 Gen_loss: 1.988 Dis_loss: 0.6631 Cls_loss: N/A Topk: N/A ada_p: 0.2819
[INFO] 2021-10-25 14:45:39 > Step: 920900 Progress: 92.1% Elapsed: 9 days, 1:23:44 Gen_loss: 1.095 Dis_loss: 0.8714 Cls_loss: N/A Topk: N/A ada_p: 0.2815
[INFO] 2021-10-25 14:46:41 > Step: 921000 Progress: 92.1% Elapsed: 9 days, 1:24:46 Gen_loss: 1.379 Dis_loss: 0.9134 Cls_loss: N/A Topk: N/A ada_p: 0.2805
[INFO] 2021-10-25 14:47:44 > Step: 921100 Progress: 92.1% Elapsed: 9 days, 1:25:48 Gen_loss: 1.627 Dis_loss: 0.6947 Cls_loss: N/A Topk: N/A ada_p: 0.2863
[INFO] 2021-10-25 14:48:46 > Step: 921200 Progress: 92.1% Elapsed: 9 days, 1:26:50 Gen_loss: 1.502 Dis_loss: 0.692 Cls_loss: N/A Topk: N/A ada_p: 0.2843
[INFO] 2021-10-25 14:49:48 > Step: 921300 Progress: 92.1% Elapsed: 9 days, 1:27:53 Gen_loss: 0.9437 Dis_loss: 1.019 Cls_loss: N/A Topk: N/A ada_p: 0.2895
[INFO] 2021-10-25 14:50:51 > Step: 921400 Progress: 92.1% Elapsed: 9 days, 1:28:56 Gen_loss: 0.6165 Dis_loss: 0.969 Cls_loss: N/A Topk: N/A ada_p: 0.2862
[INFO] 2021-10-25 14:51:55 > Step: 921500 Progress: 92.2% Elapsed: 9 days, 1:30:00 Gen_loss: 0.9233 Dis_loss: 0.8892 Cls_loss: N/A Topk: N/A ada_p: 0.2854
[INFO] 2021-10-25 14:53:08 > Step: 921600 Progress: 92.2% Elapsed: 9 days, 1:31:12 Gen_loss: 1.523 Dis_loss: 0.8493 Cls_loss: N/A Topk: N/A ada_p: 0.2839
[INFO] 2021-10-25 14:54:10 > Step: 921700 Progress: 92.2% Elapsed: 9 days, 1:32:15 Gen_loss: 1.726 Dis_loss: 0.9334 Cls_loss: N/A Topk: N/A ada_p: 0.284
[INFO] 2021-10-25 14:55:13 > Step: 921800 Progress: 92.2% Elapsed: 9 days, 1:33:17 Gen_loss: 1.032 Dis_loss: 1.067 Cls_loss: N/A Topk: N/A ada_p: 0.284
[INFO] 2021-10-25 14:56:15 > Step: 921900 Progress: 92.2% Elapsed: 9 days, 1:34:20 Gen_loss: 0.7394 Dis_loss: 1.04 Cls_loss: N/A Topk: N/A ada_p: 0.2871
[INFO] 2021-10-25 14:57:18 > Step: 922000 Progress: 92.2% Elapsed: 9 days, 1:35:22 Gen_loss: 1.676 Dis_loss: 1.086 Cls_loss: N/A Topk: N/A ada_p: 0.2897
[INFO] 2021-10-25 14:58:20 > Step: 922100 Progress: 92.2% Elapsed: 9 days, 1:36:25 Gen_loss: 1.26 Dis_loss: 1.168 Cls_loss: N/A Topk: N/A ada_p: 0.2862
[INFO] 2021-10-25 14:59:24 > Step: 922200 Progress: 92.2% Elapsed: 9 days, 1:37:28 Gen_loss: 0.865 Dis_loss: 0.8162 Cls_loss: N/A Topk: N/A ada_p: 0.2837
[INFO] 2021-10-25 15:00:26 > Step: 922300 Progress: 92.2% Elapsed: 9 days, 1:38:30 Gen_loss: 1.135 Dis_loss: 1.2 Cls_loss: N/A Topk: N/A ada_p: 0.2854
[INFO] 2021-10-25 15:01:38 > Step: 922400 Progress: 92.2% Elapsed: 9 days, 1:39:43 Gen_loss: 1.157 Dis_loss: 0.8768 Cls_loss: N/A Topk: N/A ada_p: 0.289
[INFO] 2021-10-25 15:02:41 > Step: 922500 Progress: 92.2% Elapsed: 9 days, 1:40:45 Gen_loss: 1.334 Dis_loss: 1.342 Cls_loss: N/A Topk: N/A ada_p: 0.292
[INFO] 2021-10-25 15:03:44 > Step: 922600 Progress: 92.3% Elapsed: 9 days, 1:41:49 Gen_loss: 1.477 Dis_loss: 0.8907 Cls_loss: N/A Topk: N/A ada_p: 0.292
[INFO] 2021-10-25 15:04:47 > Step: 922700 Progress: 92.3% Elapsed: 9 days, 1:42:51 Gen_loss: 0.9713 Dis_loss: 1.112 Cls_loss: N/A Topk: N/A ada_p: 0.2892
[INFO] 2021-10-25 15:05:50 > Step: 922800 Progress: 92.3% Elapsed: 9 days, 1:43:54 Gen_loss: 0.6741 Dis_loss: 1.257 Cls_loss: N/A Topk: N/A ada_p: 0.2897
[INFO] 2021-10-25 15:06:53 > Step: 922900 Progress: 92.3% Elapsed: 9 days, 1:44:58 Gen_loss: 1.157 Dis_loss: 0.872 Cls_loss: N/A Topk: N/A ada_p: 0.2916
[INFO] 2021-10-25 15:07:55 > Step: 923000 Progress: 92.3% Elapsed: 9 days, 1:46:00 Gen_loss: 1.644 Dis_loss: 1.118 Cls_loss: N/A Topk: N/A ada_p: 0.2924
[INFO] 2021-10-25 15:08:58 > Step: 923100 Progress: 92.3% Elapsed: 9 days, 1:47:03 Gen_loss: 1.235 Dis_loss: 0.7682 Cls_loss: N/A Topk: N/A ada_p: 0.2865
[INFO] 2021-10-25 15:10:10 > Step: 923200 Progress: 92.3% Elapsed: 9 days, 1:48:15 Gen_loss: 1.316 Dis_loss: 0.7401 Cls_loss: N/A Topk: N/A ada_p: 0.2847
[INFO] 2021-10-25 15:11:13 > Step: 923300 Progress: 92.3% Elapsed: 9 days, 1:49:18 Gen_loss: 1.731 Dis_loss: 1.157 Cls_loss: N/A Topk: N/A ada_p: 0.2886
[INFO] 2021-10-25 15:12:16 > Step: 923400 Progress: 92.3% Elapsed: 9 days, 1:50:21 Gen_loss: 0.973 Dis_loss: 0.9576 Cls_loss: N/A Topk: N/A ada_p: 0.283
[INFO] 2021-10-25 15:13:19 > Step: 923500 Progress: 92.3% Elapsed: 9 days, 1:51:24 Gen_loss: 1.425 Dis_loss: 1.103 Cls_loss: N/A Topk: N/A ada_p: 0.2874
[INFO] 2021-10-25 15:14:21 > Step: 923600 Progress: 92.4% Elapsed: 9 days, 1:52:26 Gen_loss: 0.9072 Dis_loss: 0.8492 Cls_loss: N/A Topk: N/A ada_p: 0.2884
[INFO] 2021-10-25 15:15:25 > Step: 923700 Progress: 92.4% Elapsed: 9 days, 1:53:30 Gen_loss: 1.059 Dis_loss: 0.9248 Cls_loss: N/A Topk: N/A ada_p: 0.2857
[INFO] 2021-10-25 15:16:28 > Step: 923800 Progress: 92.4% Elapsed: 9 days, 1:54:32 Gen_loss: 0.8303 Dis_loss: 0.9571 Cls_loss: N/A Topk: N/A ada_p: 0.2875
[INFO] 2021-10-25 15:17:30 > Step: 923900 Progress: 92.4% Elapsed: 9 days, 1:55:35 Gen_loss: 1.306 Dis_loss: 0.6647 Cls_loss: N/A Topk: N/A ada_p: 0.286
[INFO] 2021-10-25 15:18:43 > Step: 924000 Progress: 92.4% Elapsed: 9 days, 1:56:47 Gen_loss: 1.722 Dis_loss: 0.8126 Cls_loss: N/A Topk: N/A ada_p: 0.2903
[INFO] 2021-10-25 15:19:46 > Step: 924100 Progress: 92.4% Elapsed: 9 days, 1:57:51 Gen_loss: 1.506 Dis_loss: 0.7956 Cls_loss: N/A Topk: N/A ada_p: 0.293
[INFO] 2021-10-25 15:20:49 > Step: 924200 Progress: 92.4% Elapsed: 9 days, 1:58:53 Gen_loss: 1.207 Dis_loss: 0.7786 Cls_loss: N/A Topk: N/A ada_p: 0.2922
[INFO] 2021-10-25 15:21:51 > Step: 924300 Progress: 92.4% Elapsed: 9 days, 1:59:55 Gen_loss: 1.23 Dis_loss: 0.9017 Cls_loss: N/A Topk: N/A ada_p: 0.2861
[INFO] 2021-10-25 15:22:53 > Step: 924400 Progress: 92.4% Elapsed: 9 days, 2:00:58 Gen_loss: 1.144 Dis_loss: 0.7834 Cls_loss: N/A Topk: N/A ada_p: 0.2835
[INFO] 2021-10-25 15:23:56 > Step: 924500 Progress: 92.5% Elapsed: 9 days, 2:02:01 Gen_loss: 1.014 Dis_loss: 1.346 Cls_loss: N/A Topk: N/A ada_p: 0.2834
[INFO] 2021-10-25 15:24:59 > Step: 924600 Progress: 92.5% Elapsed: 9 days, 2:03:03 Gen_loss: 0.7609 Dis_loss: 1.076 Cls_loss: N/A Topk: N/A ada_p: 0.2842
[INFO] 2021-10-25 15:26:02 > Step: 924700 Progress: 92.5% Elapsed: 9 days, 2:04:06 Gen_loss: 0.6877 Dis_loss: 1.002 Cls_loss: N/A Topk: N/A ada_p: 0.2826
[INFO] 2021-10-25 15:27:14 > Step: 924800 Progress: 92.5% Elapsed: 9 days, 2:05:18 Gen_loss: 1.809 Dis_loss: 1.155 Cls_loss: N/A Topk: N/A ada_p: 0.2813
[INFO] 2021-10-25 15:28:17 > Step: 924900 Progress: 92.5% Elapsed: 9 days, 2:06:21 Gen_loss: 0.9526 Dis_loss: 0.9198 Cls_loss: N/A Topk: N/A ada_p: 0.2817
[INFO] 2021-10-25 15:29:19 > Step: 925000 Progress: 92.5% Elapsed: 9 days, 2:07:24 Gen_loss: 1.902 Dis_loss: 0.7743 Cls_loss: N/A Topk: N/A ada_p: 0.2833
[INFO] 2021-10-25 15:30:22 > Step: 925100 Progress: 92.5% Elapsed: 9 days, 2:08:26 Gen_loss: 1.338 Dis_loss: 0.9612 Cls_loss: N/A Topk: N/A ada_p: 0.2781
[INFO] 2021-10-25 15:31:25 > Step: 925200 Progress: 92.5% Elapsed: 9 days, 2:09:29 Gen_loss: 1.3 Dis_loss: 1.001 Cls_loss: N/A Topk: N/A ada_p: 0.2756
[INFO] 2021-10-25 15:32:28 > Step: 925300 Progress: 92.5% Elapsed: 9 days, 2:10:32 Gen_loss: 1.158 Dis_loss: 0.8115 Cls_loss: N/A Topk: N/A ada_p: 0.2762
[INFO] 2021-10-25 15:33:30 > Step: 925400 Progress: 92.5% Elapsed: 9 days, 2:11:35 Gen_loss: 1.043 Dis_loss: 0.8759 Cls_loss: N/A Topk: N/A ada_p: 0.276
[INFO] 2021-10-25 15:34:43 > Step: 925500 Progress: 92.5% Elapsed: 9 days, 2:12:48 Gen_loss: 1.382 Dis_loss: 0.6083 Cls_loss: N/A Topk: N/A ada_p: 0.2755
[INFO] 2021-10-25 15:35:45 > Step: 925600 Progress: 92.6% Elapsed: 9 days, 2:13:50 Gen_loss: 1.057 Dis_loss: 0.492 Cls_loss: N/A Topk: N/A ada_p: 0.2816
[INFO] 2021-10-25 15:36:48 > Step: 925700 Progress: 92.6% Elapsed: 9 days, 2:14:52 Gen_loss: 1.756 Dis_loss: 1.089 Cls_loss: N/A Topk: N/A ada_p: 0.2784
[INFO] 2021-10-25 15:37:50 > Step: 925800 Progress: 92.6% Elapsed: 9 days, 2:15:55 Gen_loss: 1.292 Dis_loss: 1.433 Cls_loss: N/A Topk: N/A ada_p: 0.2774
[INFO] 2021-10-25 15:38:52 > Step: 925900 Progress: 92.6% Elapsed: 9 days, 2:16:57 Gen_loss: 0.8488 Dis_loss: 1.086 Cls_loss: N/A Topk: N/A ada_p: 0.2802
[INFO] 2021-10-25 15:39:55 > Step: 926000 Progress: 92.6% Elapsed: 9 days, 2:17:59 Gen_loss: 1.995 Dis_loss: 0.92 Cls_loss: N/A Topk: N/A ada_p: 0.2807
[INFO] 2021-10-25 15:40:57 > Step: 926100 Progress: 92.6% Elapsed: 9 days, 2:19:02 Gen_loss: 1.756 Dis_loss: 0.9328 Cls_loss: N/A Topk: N/A ada_p: 0.2813
[INFO] 2021-10-25 15:42:00 > Step: 926200 Progress: 92.6% Elapsed: 9 days, 2:20:04 Gen_loss: 1.236 Dis_loss: 1.118 Cls_loss: N/A Topk: N/A ada_p: 0.2821
[INFO] 2021-10-25 15:43:12 > Step: 926300 Progress: 92.6% Elapsed: 9 days, 2:21:17 Gen_loss: 1.162 Dis_loss: 0.7055 Cls_loss: N/A Topk: N/A ada_p: 0.2796
[INFO] 2021-10-25 15:44:15 > Step: 926400 Progress: 92.6% Elapsed: 9 days, 2:22:20 Gen_loss: 1.791 Dis_loss: 1.049 Cls_loss: N/A Topk: N/A ada_p: 0.2839
[INFO] 2021-10-25 15:45:18 > Step: 926500 Progress: 92.7% Elapsed: 9 days, 2:23:22 Gen_loss: 1.175 Dis_loss: 1.098 Cls_loss: N/A Topk: N/A ada_p: 0.2835
[INFO] 2021-10-25 15:46:20 > Step: 926600 Progress: 92.7% Elapsed: 9 days, 2:24:24 Gen_loss: 1.529 Dis_loss: 0.6818 Cls_loss: N/A Topk: N/A ada_p: 0.284
[INFO] 2021-10-25 15:47:22 > Step: 926700 Progress: 92.7% Elapsed: 9 days, 2:25:27 Gen_loss: 1.27 Dis_loss: 1.163 Cls_loss: N/A Topk: N/A ada_p: 0.2825
[INFO] 2021-10-25 15:48:24 > Step: 926800 Progress: 92.7% Elapsed: 9 days, 2:26:29 Gen_loss: 1.028 Dis_loss: 1.229 Cls_loss: N/A Topk: N/A ada_p: 0.2863
[INFO] 2021-10-25 15:49:27 > Step: 926900 Progress: 92.7% Elapsed: 9 days, 2:27:32 Gen_loss: 1.552 Dis_loss: 0.9875 Cls_loss: N/A Topk: N/A ada_p: 0.2885
[INFO] 2021-10-25 15:50:30 > Step: 927000 Progress: 92.7% Elapsed: 9 days, 2:28:34 Gen_loss: 0.811 Dis_loss: 1.198 Cls_loss: N/A Topk: N/A ada_p: 0.2895
[INFO] 2021-10-25 15:51:42 > Step: 927100 Progress: 92.7% Elapsed: 9 days, 2:29:47 Gen_loss: 0.9324 Dis_loss: 0.9636 Cls_loss: N/A Topk: N/A ada_p: 0.2924
[INFO] 2021-10-25 15:52:44 > Step: 927200 Progress: 92.7% Elapsed: 9 days, 2:30:49 Gen_loss: 1.59 Dis_loss: 1.178 Cls_loss: N/A Topk: N/A ada_p: 0.2918
[INFO] 2021-10-25 15:53:47 > Step: 927300 Progress: 92.7% Elapsed: 9 days, 2:31:52 Gen_loss: 0.6705 Dis_loss: 0.8922 Cls_loss: N/A Topk: N/A ada_p: 0.295
[INFO] 2021-10-25 15:54:49 > Step: 927400 Progress: 92.7% Elapsed: 9 days, 2:32:54 Gen_loss: 1.328 Dis_loss: 1.231 Cls_loss: N/A Topk: N/A ada_p: 0.2912
[INFO] 2021-10-25 15:55:52 > Step: 927500 Progress: 92.8% Elapsed: 9 days, 2:33:56 Gen_loss: 1.826 Dis_loss: 0.8972 Cls_loss: N/A Topk: N/A ada_p: 0.2938
[INFO] 2021-10-25 15:56:54 > Step: 927600 Progress: 92.8% Elapsed: 9 days, 2:34:58 Gen_loss: 1.059 Dis_loss: 0.957 Cls_loss: N/A Topk: N/A ada_p: 0.2925
[INFO] 2021-10-25 15:57:56 > Step: 927700 Progress: 92.8% Elapsed: 9 days, 2:36:01 Gen_loss: 1.289 Dis_loss: 0.5419 Cls_loss: N/A Topk: N/A ada_p: 0.2931
[INFO] 2021-10-25 15:58:59 > Step: 927800 Progress: 92.8% Elapsed: 9 days, 2:37:03 Gen_loss: 1.057 Dis_loss: 1.248 Cls_loss: N/A Topk: N/A ada_p: 0.2908
[INFO] 2021-10-25 16:00:11 > Step: 927900 Progress: 92.8% Elapsed: 9 days, 2:38:16 Gen_loss: 1.389 Dis_loss: 0.7937 Cls_loss: N/A Topk: N/A ada_p: 0.288
[INFO] 2021-10-25 16:01:14 > Step: 928000 Progress: 92.8% Elapsed: 9 days, 2:39:19 Gen_loss: 1.141 Dis_loss: 0.856 Cls_loss: N/A Topk: N/A ada_p: 0.2895
[INFO] 2021-10-25 16:02:17 > Step: 928100 Progress: 92.8% Elapsed: 9 days, 2:40:21 Gen_loss: 1.125 Dis_loss: 0.9315 Cls_loss: N/A Topk: N/A ada_p: 0.2879
[INFO] 2021-10-25 16:03:19 > Step: 928200 Progress: 92.8% Elapsed: 9 days, 2:41:24 Gen_loss: 1.339 Dis_loss: 2.057 Cls_loss: N/A Topk: N/A ada_p: 0.283
[INFO] 2021-10-25 16:04:21 > Step: 928300 Progress: 92.8% Elapsed: 9 days, 2:42:26 Gen_loss: 1.763 Dis_loss: 0.6439 Cls_loss: N/A Topk: N/A ada_p: 0.2758
[INFO] 2021-10-25 16:05:24 > Step: 928400 Progress: 92.8% Elapsed: 9 days, 2:43:28 Gen_loss: 1.37 Dis_loss: 0.7524 Cls_loss: N/A Topk: N/A ada_p: 0.2758
[INFO] 2021-10-25 16:06:27 > Step: 928500 Progress: 92.8% Elapsed: 9 days, 2:44:32 Gen_loss: 2.064 Dis_loss: 0.7661 Cls_loss: N/A Topk: N/A ada_p: 0.2801
[INFO] 2021-10-25 16:07:29 > Step: 928600 Progress: 92.9% Elapsed: 9 days, 2:45:34 Gen_loss: 0.9112 Dis_loss: 0.7462 Cls_loss: N/A Topk: N/A ada_p: 0.2796
[INFO] 2021-10-25 16:08:42 > Step: 928700 Progress: 92.9% Elapsed: 9 days, 2:46:47 Gen_loss: 1.942 Dis_loss: 1.714 Cls_loss: N/A Topk: N/A ada_p: 0.2808
[INFO] 2021-10-25 16:09:45 > Step: 928800 Progress: 92.9% Elapsed: 9 days, 2:47:49 Gen_loss: 1.079 Dis_loss: 1.011 Cls_loss: N/A Topk: N/A ada_p: 0.2834
[INFO] 2021-10-25 16:10:47 > Step: 928900 Progress: 92.9% Elapsed: 9 days, 2:48:52 Gen_loss: 1.385 Dis_loss: 1.074 Cls_loss: N/A Topk: N/A ada_p: 0.2863
[INFO] 2021-10-25 16:11:53 > Step: 929000 Progress: 92.9% Elapsed: 9 days, 2:49:58 Gen_loss: 1.218 Dis_loss: 0.8172 Cls_loss: N/A Topk: N/A ada_p: 0.2835
[INFO] 2021-10-25 16:12:56 > Step: 929100 Progress: 92.9% Elapsed: 9 days, 2:51:00 Gen_loss: 1.335 Dis_loss: 1.116 Cls_loss: N/A Topk: N/A ada_p: 0.2843
[INFO] 2021-10-25 16:13:58 > Step: 929200 Progress: 92.9% Elapsed: 9 days, 2:52:03 Gen_loss: 2.202 Dis_loss: 1.043 Cls_loss: N/A Topk: N/A ada_p: 0.2835
[INFO] 2021-10-25 16:15:01 > Step: 929300 Progress: 92.9% Elapsed: 9 days, 2:53:05 Gen_loss: 1.206 Dis_loss: 0.7289 Cls_loss: N/A Topk: N/A ada_p: 0.2819
[INFO] 2021-10-25 16:16:15 > Step: 929400 Progress: 92.9% Elapsed: 9 days, 2:54:20 Gen_loss: 1.649 Dis_loss: 0.8094 Cls_loss: N/A Topk: N/A ada_p: 0.2801
[INFO] 2021-10-25 16:17:23 > Step: 929500 Progress: 93.0% Elapsed: 9 days, 2:55:28 Gen_loss: 1.122 Dis_loss: 1.042 Cls_loss: N/A Topk: N/A ada_p: 0.278
[INFO] 2021-10-25 16:18:25 > Step: 929600 Progress: 93.0% Elapsed: 9 days, 2:56:30 Gen_loss: 0.7446 Dis_loss: 0.1108 Cls_loss: N/A Topk: N/A ada_p: 0.2811
[INFO] 2021-10-25 16:19:28 > Step: 929700 Progress: 93.0% Elapsed: 9 days, 2:57:32 Gen_loss: 1.845 Dis_loss: 0.5065 Cls_loss: N/A Topk: N/A ada_p: 0.2822
[INFO] 2021-10-25 16:20:30 > Step: 929800 Progress: 93.0% Elapsed: 9 days, 2:58:35 Gen_loss: 0.8282 Dis_loss: 0.8045 Cls_loss: N/A Topk: N/A ada_p: 0.2858
[INFO] 2021-10-25 16:21:33 > Step: 929900 Progress: 93.0% Elapsed: 9 days, 2:59:37 Gen_loss: 1.254 Dis_loss: 1.403 Cls_loss: N/A Topk: N/A ada_p: 0.2856
[INFO] 2021-10-25 16:22:36 > Step: 930000 Progress: 93.0% Elapsed: 9 days, 3:00:40 Gen_loss: 1.178 Dis_loss: 0.8594 Cls_loss: N/A Topk: N/A ada_p: 0.2856
[INFO] 2021-10-25 16:22:36 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 16:22:37 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_930000.png
[INFO] 2021-10-25 16:22:37 > Start Evaluation (930000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-25 16:22:37 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-25 16:28:07 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-25 16:33:45 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-25 17:00:23 > Inception score (Step: 930000, 50000 generated images): 10.4775972366333
[INFO] 2021-10-25 17:00:23 > FID score (Step: 930000, Using train moments): 2.438730746429769
[INFO] 2021-10-25 17:00:23 > Improved Precision (Step: 930000, Using train images): 0.75096
[INFO] 2021-10-25 17:00:23 > Improved Recall (Step: 930000, Using train images): 0.68034
[INFO] 2021-10-25 17:00:23 > Density (Step: 930000, Using train images): 1.062472
[INFO] 2021-10-25 17:00:23 > Coverage (Step: 930000, Using train images): 0.9322
[INFO] 2021-10-25 17:00:23 > Best FID score (Step: 850000, Using train moments): 2.412118612731774
[INFO] 2021-10-25 17:00:36 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-25 17:01:37 > Step: 930100 Progress: 93.0% Elapsed: 9 days, 3:39:41 Gen_loss: 1.231 Dis_loss: 1.098 Cls_loss: N/A Topk: N/A ada_p: 0.286
[INFO] 2021-10-25 17:02:55 > Step: 930200 Progress: 93.0% Elapsed: 9 days, 3:40:59 Gen_loss: 1.124 Dis_loss: 1.268 Cls_loss: N/A Topk: N/A ada_p: 0.2837
[INFO] 2021-10-25 17:03:57 > Step: 930300 Progress: 93.0% Elapsed: 9 days, 3:42:01 Gen_loss: 0.7346 Dis_loss: 1.084 Cls_loss: N/A Topk: N/A ada_p: 0.2854
[INFO] 2021-10-25 17:04:59 > Step: 930400 Progress: 93.0% Elapsed: 9 days, 3:43:04 Gen_loss: 1.319 Dis_loss: 1.16 Cls_loss: N/A Topk: N/A ada_p: 0.2839
[INFO] 2021-10-25 17:06:02 > Step: 930500 Progress: 93.0% Elapsed: 9 days, 3:44:07 Gen_loss: 1.092 Dis_loss: 0.9656 Cls_loss: N/A Topk: N/A ada_p: 0.2843
[INFO] 2021-10-25 17:07:05 > Step: 930600 Progress: 93.1% Elapsed: 9 days, 3:45:10 Gen_loss: 1.82 Dis_loss: 0.7738 Cls_loss: N/A Topk: N/A ada_p: 0.2835
[INFO] 2021-10-25 17:08:08 > Step: 930700 Progress: 93.1% Elapsed: 9 days, 3:46:13 Gen_loss: 1.047 Dis_loss: 0.9363 Cls_loss: N/A Topk: N/A ada_p: 0.2879
[INFO] 2021-10-25 17:09:10 > Step: 930800 Progress: 93.1% Elapsed: 9 days, 3:47:15 Gen_loss: 2.078 Dis_loss: 0.8641 Cls_loss: N/A Topk: N/A ada_p: 0.2879
[INFO] 2021-10-25 17:10:13 > Step: 930900 Progress: 93.1% Elapsed: 9 days, 3:48:18 Gen_loss: 1.906 Dis_loss: 1.037 Cls_loss: N/A Topk: N/A ada_p: 0.2831
[INFO] 2021-10-25 17:11:26 > Step: 931000 Progress: 93.1% Elapsed: 9 days, 3:49:31 Gen_loss: 0.9117 Dis_loss: 0.9011 Cls_loss: N/A Topk: N/A ada_p: 0.2803
[INFO] 2021-10-25 17:12:28 > Step: 931100 Progress: 93.1% Elapsed: 9 days, 3:50:33 Gen_loss: 1.162 Dis_loss: 0.9672 Cls_loss: N/A Topk: N/A ada_p: 0.2808
[INFO] 2021-10-25 17:13:31 > Step: 931200 Progress: 93.1% Elapsed: 9 days, 3:51:35 Gen_loss: 1.946 Dis_loss: 0.9585 Cls_loss: N/A Topk: N/A ada_p: 0.2796
[INFO] 2021-10-25 17:14:35 > Step: 931300 Progress: 93.1% Elapsed: 9 days, 3:52:39 Gen_loss: 0.7597 Dis_loss: 1.175 Cls_loss: N/A Topk: N/A ada_p: 0.2794
[INFO] 2021-10-25 17:15:37 > Step: 931400 Progress: 93.1% Elapsed: 9 days, 3:53:42 Gen_loss: 0.8632 Dis_loss: 1.068 Cls_loss: N/A Topk: N/A ada_p: 0.2802
[INFO] 2021-10-25 17:16:40 > Step: 931500 Progress: 93.2% Elapsed: 9 days, 3:54:44 Gen_loss: 1.098 Dis_loss: 1.076 Cls_loss: N/A Topk: N/A ada_p: 0.2807
[INFO] 2021-10-25 17:17:42 > Step: 931600 Progress: 93.2% Elapsed: 9 days, 3:55:47 Gen_loss: 0.964 Dis_loss: 0.7519 Cls_loss: N/A Topk: N/A ada_p: 0.2792
[INFO] 2021-10-25 17:18:46 > Step: 931700 Progress: 93.2% Elapsed: 9 days, 3:56:50 Gen_loss: 1.253 Dis_loss: 0.9863 Cls_loss: N/A Topk: N/A ada_p: 0.2773
[INFO] 2021-10-25 17:19:59 > Step: 931800 Progress: 93.2% Elapsed: 9 days, 3:58:04 Gen_loss: 1.334 Dis_loss: 0.7549 Cls_loss: N/A Topk: N/A ada_p: 0.2765
[INFO] 2021-10-25 17:21:02 > Step: 931900 Progress: 93.2% Elapsed: 9 days, 3:59:06 Gen_loss: 1.352 Dis_loss: 1.167 Cls_loss: N/A Topk: N/A ada_p: 0.277
[INFO] 2021-10-25 17:22:04 > Step: 932000 Progress: 93.2% Elapsed: 9 days, 4:00:09 Gen_loss: 1.735 Dis_loss: 0.9161 Cls_loss: N/A Topk: N/A ada_p: 0.278
[INFO] 2021-10-25 17:23:07 > Step: 932100 Progress: 93.2% Elapsed: 9 days, 4:01:12 Gen_loss: 1.658 Dis_loss: 1.028 Cls_loss: N/A Topk: N/A ada_p: 0.2774
[INFO] 2021-10-25 17:24:10 > Step: 932200 Progress: 93.2% Elapsed: 9 days, 4:02:15 Gen_loss: 0.9187 Dis_loss: 0.6346 Cls_loss: N/A Topk: N/A ada_p: 0.2753
[INFO] 2021-10-25 17:25:13 > Step: 932300 Progress: 93.2% Elapsed: 9 days, 4:03:17 Gen_loss: 1.252 Dis_loss: 0.7971 Cls_loss: N/A Topk: N/A ada_p: 0.2769
[INFO] 2021-10-25 17:26:16 > Step: 932400 Progress: 93.2% Elapsed: 9 days, 4:04:20 Gen_loss: 0.9511 Dis_loss: 0.7499 Cls_loss: N/A Topk: N/A ada_p: 0.2797
[INFO] 2021-10-25 17:27:18 > Step: 932500 Progress: 93.2% Elapsed: 9 days, 4:05:23 Gen_loss: 1.264 Dis_loss: 1.03 Cls_loss: N/A Topk: N/A ada_p: 0.2826
[INFO] 2021-10-25 17:28:31 > Step: 932600 Progress: 93.3% Elapsed: 9 days, 4:06:36 Gen_loss: 0.9969 Dis_loss: 0.9773 Cls_loss: N/A Topk: N/A ada_p: 0.2824
[INFO] 2021-10-25 17:29:35 > Step: 932700 Progress: 93.3% Elapsed: 9 days, 4:07:39 Gen_loss: 1.198 Dis_loss: 0.8117 Cls_loss: N/A Topk: N/A ada_p: 0.2813
[INFO] 2021-10-25 17:30:37 > Step: 932800 Progress: 93.3% Elapsed: 9 days, 4:08:42 Gen_loss: 2.023 Dis_loss: 0.9232 Cls_loss: N/A Topk: N/A ada_p: 0.2865
[INFO] 2021-10-25 17:31:40 > Step: 932900 Progress: 93.3% Elapsed: 9 days, 4:09:45 Gen_loss: 1.133 Dis_loss: 0.9615 Cls_loss: N/A Topk: N/A ada_p: 0.2881
[INFO] 2021-10-25 17:32:43 > Step: 933000 Progress: 93.3% Elapsed: 9 days, 4:10:47 Gen_loss: 0.9671 Dis_loss: 1.225 Cls_loss: N/A Topk: N/A ada_p: 0.292
[INFO] 2021-10-25 17:33:46 > Step: 933100 Progress: 93.3% Elapsed: 9 days, 4:11:50 Gen_loss: 1.071 Dis_loss: 0.7903 Cls_loss: N/A Topk: N/A ada_p: 0.292
[INFO] 2021-10-25 17:34:48 > Step: 933200 Progress: 93.3% Elapsed: 9 days, 4:12:53 Gen_loss: 1.24 Dis_loss: 0.7514 Cls_loss: N/A Topk: N/A ada_p: 0.2927
[INFO] 2021-10-25 17:36:01 > Step: 933300 Progress: 93.3% Elapsed: 9 days, 4:14:06 Gen_loss: 1.081 Dis_loss: 0.7745 Cls_loss: N/A Topk: N/A ada_p: 0.2936
[INFO] 2021-10-25 17:37:03 > Step: 933400 Progress: 93.3% Elapsed: 9 days, 4:15:07 Gen_loss: 1.351 Dis_loss: 1.583 Cls_loss: N/A Topk: N/A ada_p: 0.2895
[INFO] 2021-10-25 17:38:05 > Step: 933500 Progress: 93.3% Elapsed: 9 days, 4:16:10 Gen_loss: 1.681 Dis_loss: 1.286 Cls_loss: N/A Topk: N/A ada_p: 0.2872
[INFO] 2021-10-25 17:39:07 > Step: 933600 Progress: 93.4% Elapsed: 9 days, 4:17:12 Gen_loss: 1.72 Dis_loss: 0.7416 Cls_loss: N/A Topk: N/A ada_p: 0.2867
[INFO] 2021-10-25 17:40:10 > Step: 933700 Progress: 93.4% Elapsed: 9 days, 4:18:15 Gen_loss: 1.712 Dis_loss: 1.005 Cls_loss: N/A Topk: N/A ada_p: 0.2876
[INFO] 2021-10-25 17:41:12 > Step: 933800 Progress: 93.4% Elapsed: 9 days, 4:19:17 Gen_loss: 1.456 Dis_loss: 0.5481 Cls_loss: N/A Topk: N/A ada_p: 0.2881
[INFO] 2021-10-25 17:42:15 > Step: 933900 Progress: 93.4% Elapsed: 9 days, 4:20:19 Gen_loss: 1.903 Dis_loss: 1.073 Cls_loss: N/A Topk: N/A ada_p: 0.2861
[INFO] 2021-10-25 17:43:17 > Step: 934000 Progress: 93.4% Elapsed: 9 days, 4:21:22 Gen_loss: 0.6772 Dis_loss: 0.9943 Cls_loss: N/A Topk: N/A ada_p: 0.2863
[INFO] 2021-10-25 17:44:30 > Step: 934100 Progress: 93.4% Elapsed: 9 days, 4:22:34 Gen_loss: 1.597 Dis_loss: 1.215 Cls_loss: N/A Topk: N/A ada_p: 0.2829
[INFO] 2021-10-25 17:45:32 > Step: 934200 Progress: 93.4% Elapsed: 9 days, 4:23:36 Gen_loss: 0.9334 Dis_loss: 0.7352 Cls_loss: N/A Topk: N/A ada_p: 0.2847
[INFO] 2021-10-25 17:46:34 > Step: 934300 Progress: 93.4% Elapsed: 9 days, 4:24:39 Gen_loss: 1.296 Dis_loss: 0.7673 Cls_loss: N/A Topk: N/A ada_p: 0.2872
[INFO] 2021-10-25 17:47:36 > Step: 934400 Progress: 93.4% Elapsed: 9 days, 4:25:41 Gen_loss: 1.09 Dis_loss: 0.8197 Cls_loss: N/A Topk: N/A ada_p: 0.2877
[INFO] 2021-10-25 17:48:39 > Step: 934500 Progress: 93.5% Elapsed: 9 days, 4:26:44 Gen_loss: 1.157 Dis_loss: 0.6519 Cls_loss: N/A Topk: N/A ada_p: 0.2894
[INFO] 2021-10-25 17:49:41 > Step: 934600 Progress: 93.5% Elapsed: 9 days, 4:27:46 Gen_loss: 1.493 Dis_loss: 1.169 Cls_loss: N/A Topk: N/A ada_p: 0.2899
[INFO] 2021-10-25 17:50:43 > Step: 934700 Progress: 93.5% Elapsed: 9 days, 4:28:48 Gen_loss: 1.129 Dis_loss: 0.8529 Cls_loss: N/A Topk: N/A ada_p: 0.284
[INFO] 2021-10-25 17:51:46 > Step: 934800 Progress: 93.5% Elapsed: 9 days, 4:29:50 Gen_loss: 1.554 Dis_loss: 0.2701 Cls_loss: N/A Topk: N/A ada_p: 0.2856
[INFO] 2021-10-25 17:52:58 > Step: 934900 Progress: 93.5% Elapsed: 9 days, 4:31:03 Gen_loss: 1.036 Dis_loss: 1.029 Cls_loss: N/A Topk: N/A ada_p: 0.2831
[INFO] 2021-10-25 17:54:01 > Step: 935000 Progress: 93.5% Elapsed: 9 days, 4:32:05 Gen_loss: 1.164 Dis_loss: 0.6701 Cls_loss: N/A Topk: N/A ada_p: 0.2883
[INFO] 2021-10-25 17:55:03 > Step: 935100 Progress: 93.5% Elapsed: 9 days, 4:33:08 Gen_loss: 1.661 Dis_loss: 1.084 Cls_loss: N/A Topk: N/A ada_p: 0.2903
[INFO] 2021-10-25 17:56:06 > Step: 935200 Progress: 93.5% Elapsed: 9 days, 4:34:11 Gen_loss: 1.535 Dis_loss: 0.7674 Cls_loss: N/A Topk: N/A ada_p: 0.2934
[INFO] 2021-10-25 17:57:09 > Step: 935300 Progress: 93.5% Elapsed: 9 days, 4:35:13 Gen_loss: 1.486 Dis_loss: 1.226 Cls_loss: N/A Topk: N/A ada_p: 0.2907
[INFO] 2021-10-25 17:58:11 > Step: 935400 Progress: 93.5% Elapsed: 9 days, 4:36:16 Gen_loss: 1.36 Dis_loss: 1.305 Cls_loss: N/A Topk: N/A ada_p: 0.2892
[INFO] 2021-10-25 17:59:13 > Step: 935500 Progress: 93.5% Elapsed: 9 days, 4:37:18 Gen_loss: 1.605 Dis_loss: 0.8704 Cls_loss: N/A Topk: N/A ada_p: 0.2869
[INFO] 2021-10-25 18:00:16 > Step: 935600 Progress: 93.6% Elapsed: 9 days, 4:38:21 Gen_loss: 2.124 Dis_loss: 0.8262 Cls_loss: N/A Topk: N/A ada_p: 0.2876
[INFO] 2021-10-25 18:01:28 > Step: 935700 Progress: 93.6% Elapsed: 9 days, 4:39:33 Gen_loss: 1.22 Dis_loss: 0.7909 Cls_loss: N/A Topk: N/A ada_p: 0.286
[INFO] 2021-10-25 18:02:31 > Step: 935800 Progress: 93.6% Elapsed: 9 days, 4:40:36 Gen_loss: 1.264 Dis_loss: 1.147 Cls_loss: N/A Topk: N/A ada_p: 0.2898
[INFO] 2021-10-25 18:03:34 > Step: 935900 Progress: 93.6% Elapsed: 9 days, 4:41:39 Gen_loss: 1.384 Dis_loss: 0.758 Cls_loss: N/A Topk: N/A ada_p: 0.2913
[INFO] 2021-10-25 18:04:37 > Step: 936000 Progress: 93.6% Elapsed: 9 days, 4:42:41 Gen_loss: 1.097 Dis_loss: 0.8048 Cls_loss: N/A Topk: N/A ada_p: 0.2936
[INFO] 2021-10-25 18:05:40 > Step: 936100 Progress: 93.6% Elapsed: 9 days, 4:43:45 Gen_loss: 1.265 Dis_loss: 0.816 Cls_loss: N/A Topk: N/A ada_p: 0.2976
[INFO] 2021-10-25 18:06:42 > Step: 936200 Progress: 93.6% Elapsed: 9 days, 4:44:47 Gen_loss: 0.9423 Dis_loss: 0.8763 Cls_loss: N/A Topk: N/A ada_p: 0.2961
[INFO] 2021-10-25 18:07:45 > Step: 936300 Progress: 93.6% Elapsed: 9 days, 4:45:49 Gen_loss: 1.239 Dis_loss: 0.5915 Cls_loss: N/A Topk: N/A ada_p: 0.2945
[INFO] 2021-10-25 18:08:47 > Step: 936400 Progress: 93.6% Elapsed: 9 days, 4:46:52 Gen_loss: 1.574 Dis_loss: 0.8931 Cls_loss: N/A Topk: N/A ada_p: 0.2938
[INFO] 2021-10-25 18:09:59 > Step: 936500 Progress: 93.7% Elapsed: 9 days, 4:48:04 Gen_loss: 0.9528 Dis_loss: 0.9005 Cls_loss: N/A Topk: N/A ada_p: 0.2911
[INFO] 2021-10-25 18:11:02 > Step: 936600 Progress: 93.7% Elapsed: 9 days, 4:49:07 Gen_loss: 1.49 Dis_loss: 0.7561 Cls_loss: N/A Topk: N/A ada_p: 0.2895
[INFO] 2021-10-25 18:12:04 > Step: 936700 Progress: 93.7% Elapsed: 9 days, 4:50:09 Gen_loss: 1.397 Dis_loss: 1.171 Cls_loss: N/A Topk: N/A ada_p: 0.2918
[INFO] 2021-10-25 18:13:07 > Step: 936800 Progress: 93.7% Elapsed: 9 days, 4:51:11 Gen_loss: 0.6026 Dis_loss: 1.09 Cls_loss: N/A Topk: N/A ada_p: 0.2939
[INFO] 2021-10-25 18:14:10 > Step: 936900 Progress: 93.7% Elapsed: 9 days, 4:52:14 Gen_loss: 1.179 Dis_loss: 1.256 Cls_loss: N/A Topk: N/A ada_p: 0.2945
[INFO] 2021-10-25 18:15:12 > Step: 937000 Progress: 93.7% Elapsed: 9 days, 4:53:16 Gen_loss: 1.533 Dis_loss: 0.8819 Cls_loss: N/A Topk: N/A ada_p: 0.2897
[INFO] 2021-10-25 18:16:14 > Step: 937100 Progress: 93.7% Elapsed: 9 days, 4:54:19 Gen_loss: 1.143 Dis_loss: 1.257 Cls_loss: N/A Topk: N/A ada_p: 0.2902
[INFO] 2021-10-25 18:17:17 > Step: 937200 Progress: 93.7% Elapsed: 9 days, 4:55:22 Gen_loss: 1.707 Dis_loss: 1.152 Cls_loss: N/A Topk: N/A ada_p: 0.2897
[INFO] 2021-10-25 18:18:29 > Step: 937300 Progress: 93.7% Elapsed: 9 days, 4:56:34 Gen_loss: 1.294 Dis_loss: 0.682 Cls_loss: N/A Topk: N/A ada_p: 0.2895
[INFO] 2021-10-25 18:19:32 > Step: 937400 Progress: 93.7% Elapsed: 9 days, 4:57:37 Gen_loss: 1.317 Dis_loss: 0.9467 Cls_loss: N/A Topk: N/A ada_p: 0.2888
[INFO] 2021-10-25 18:20:34 > Step: 937500 Progress: 93.8% Elapsed: 9 days, 4:58:39 Gen_loss: 0.7519 Dis_loss: 0.7693 Cls_loss: N/A Topk: N/A ada_p: 0.2893
[INFO] 2021-10-25 18:21:37 > Step: 937600 Progress: 93.8% Elapsed: 9 days, 4:59:41 Gen_loss: 1.581 Dis_loss: 0.6367 Cls_loss: N/A Topk: N/A ada_p: 0.2885
[INFO] 2021-10-25 18:22:39 > Step: 937700 Progress: 93.8% Elapsed: 9 days, 5:00:44 Gen_loss: 1.409 Dis_loss: 0.6181 Cls_loss: N/A Topk: N/A ada_p: 0.2869
[INFO] 2021-10-25 18:23:41 > Step: 937800 Progress: 93.8% Elapsed: 9 days, 5:01:46 Gen_loss: 1.566 Dis_loss: 1.031 Cls_loss: N/A Topk: N/A ada_p: 0.2874
[INFO] 2021-10-25 18:24:44 > Step: 937900 Progress: 93.8% Elapsed: 9 days, 5:02:48 Gen_loss: 0.9918 Dis_loss: 0.6854 Cls_loss: N/A Topk: N/A ada_p: 0.2876
[INFO] 2021-10-25 18:25:56 > Step: 938000 Progress: 93.8% Elapsed: 9 days, 5:04:01 Gen_loss: 0.7793 Dis_loss: 0.9996 Cls_loss: N/A Topk: N/A ada_p: 0.2861
[INFO] 2021-10-25 18:26:58 > Step: 938100 Progress: 93.8% Elapsed: 9 days, 5:05:03 Gen_loss: 0.7978 Dis_loss: 0.7976 Cls_loss: N/A Topk: N/A ada_p: 0.2829
[INFO] 2021-10-25 18:28:00 > Step: 938200 Progress: 93.8% Elapsed: 9 days, 5:06:05 Gen_loss: 0.8791 Dis_loss: 0.902 Cls_loss: N/A Topk: N/A ada_p: 0.2844
[INFO] 2021-10-25 18:29:03 > Step: 938300 Progress: 93.8% Elapsed: 9 days, 5:07:07 Gen_loss: 1.332 Dis_loss: 0.9461 Cls_loss: N/A Topk: N/A ada_p: 0.2867
[INFO] 2021-10-25 18:30:05 > Step: 938400 Progress: 93.8% Elapsed: 9 days, 5:08:10 Gen_loss: 1.951 Dis_loss: 0.5663 Cls_loss: N/A Topk: N/A ada_p: 0.2921
[INFO] 2021-10-25 18:31:07 > Step: 938500 Progress: 93.8% Elapsed: 9 days, 5:09:12 Gen_loss: 1.411 Dis_loss: 0.7388 Cls_loss: N/A Topk: N/A ada_p: 0.293
[INFO] 2021-10-25 18:32:10 > Step: 938600 Progress: 93.9% Elapsed: 9 days, 5:10:14 Gen_loss: 1.369 Dis_loss: 1.068 Cls_loss: N/A Topk: N/A ada_p: 0.293
[INFO] 2021-10-25 18:33:12 > Step: 938700 Progress: 93.9% Elapsed: 9 days, 5:11:16 Gen_loss: 1.543 Dis_loss: 0.6978 Cls_loss: N/A Topk: N/A ada_p: 0.2938
[INFO] 2021-10-25 18:34:24 > Step: 938800 Progress: 93.9% Elapsed: 9 days, 5:12:29 Gen_loss: 1.327 Dis_loss: 0.6641 Cls_loss: N/A Topk: N/A ada_p: 0.2945
[INFO] 2021-10-25 18:35:27 > Step: 938900 Progress: 93.9% Elapsed: 9 days, 5:13:31 Gen_loss: 1.099 Dis_loss: 0.7931 Cls_loss: N/A Topk: N/A ada_p: 0.2939
[INFO] 2021-10-25 18:36:29 > Step: 939000 Progress: 93.9% Elapsed: 9 days, 5:14:34 Gen_loss: 1.018 Dis_loss: 0.8825 Cls_loss: N/A Topk: N/A ada_p: 0.2947
[INFO] 2021-10-25 18:37:32 > Step: 939100 Progress: 93.9% Elapsed: 9 days, 5:15:36 Gen_loss: 1.846 Dis_loss: 0.9991 Cls_loss: N/A Topk: N/A ada_p: 0.2957
[INFO] 2021-10-25 18:38:34 > Step: 939200 Progress: 93.9% Elapsed: 9 days, 5:16:39 Gen_loss: 2.226 Dis_loss: 0.758 Cls_loss: N/A Topk: N/A ada_p: 0.2949
[INFO] 2021-10-25 18:39:37 > Step: 939300 Progress: 93.9% Elapsed: 9 days, 5:17:42 Gen_loss: 1.271 Dis_loss: 0.8692 Cls_loss: N/A Topk: N/A ada_p: 0.2956
[INFO] 2021-10-25 18:40:39 > Step: 939400 Progress: 93.9% Elapsed: 9 days, 5:18:44 Gen_loss: 1.717 Dis_loss: 0.4914 Cls_loss: N/A Topk: N/A ada_p: 0.294
[INFO] 2021-10-25 18:41:41 > Step: 939500 Progress: 94.0% Elapsed: 9 days, 5:19:46 Gen_loss: 1.48 Dis_loss: 0.9466 Cls_loss: N/A Topk: N/A ada_p: 0.2971
[INFO] 2021-10-25 18:42:54 > Step: 939600 Progress: 94.0% Elapsed: 9 days, 5:20:59 Gen_loss: 1.902 Dis_loss: 1.038 Cls_loss: N/A Topk: N/A ada_p: 0.2943
[INFO] 2021-10-25 18:43:57 > Step: 939700 Progress: 94.0% Elapsed: 9 days, 5:22:01 Gen_loss: 1.73 Dis_loss: 1.124 Cls_loss: N/A Topk: N/A ada_p: 0.2916
[INFO] 2021-10-25 18:44:59 > Step: 939800 Progress: 94.0% Elapsed: 9 days, 5:23:04 Gen_loss: 0.9894 Dis_loss: 1.034 Cls_loss: N/A Topk: N/A ada_p: 0.2911
[INFO] 2021-10-25 18:46:02 > Step: 939900 Progress: 94.0% Elapsed: 9 days, 5:24:06 Gen_loss: 1.45 Dis_loss: 0.9664 Cls_loss: N/A Topk: N/A ada_p: 0.2875
[INFO] 2021-10-25 18:47:04 > Step: 940000 Progress: 94.0% Elapsed: 9 days, 5:25:09 Gen_loss: 1.542 Dis_loss: 0.8871 Cls_loss: N/A Topk: N/A ada_p: 0.288
[INFO] 2021-10-25 18:47:04 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 18:47:04 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_940000.png
[INFO] 2021-10-25 18:47:04 > Start Evaluation (940000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-25 18:47:04 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-25 18:52:34 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-25 18:58:12 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-25 19:24:47 > Inception score (Step: 940000, 50000 generated images): 10.595794677734375
[INFO] 2021-10-25 19:24:47 > FID score (Step: 940000, Using train moments): 2.3890272957498837
[INFO] 2021-10-25 19:24:47 > Improved Precision (Step: 940000, Using train images): 0.74562
[INFO] 2021-10-25 19:24:47 > Improved Recall (Step: 940000, Using train images): 0.68432
[INFO] 2021-10-25 19:24:47 > Density (Step: 940000, Using train images): 1.048192
[INFO] 2021-10-25 19:24:47 > Coverage (Step: 940000, Using train images): 0.92902
[INFO] 2021-10-25 19:24:47 > Best FID score (Step: 940000, Using train moments): 2.3890272957498837
[INFO] 2021-10-25 19:25:11 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-25 19:27:24 > Step: 940100 Progress: 94.0% Elapsed: 9 days, 6:05:29 Gen_loss: 0.9955 Dis_loss: 1.169 Cls_loss: N/A Topk: N/A ada_p: 0.2894
[INFO] 2021-10-25 19:28:26 > Step: 940200 Progress: 94.0% Elapsed: 9 days, 6:06:30 Gen_loss: 1.788 Dis_loss: 0.9685 Cls_loss: N/A Topk: N/A ada_p: 0.2876
[INFO] 2021-10-25 19:29:28 > Step: 940300 Progress: 94.0% Elapsed: 9 days, 6:07:32 Gen_loss: 1.871 Dis_loss: 1.164 Cls_loss: N/A Topk: N/A ada_p: 0.2861
[INFO] 2021-10-25 19:30:47 > Step: 940400 Progress: 94.0% Elapsed: 9 days, 6:08:52 Gen_loss: 1.095 Dis_loss: 0.9414 Cls_loss: N/A Topk: N/A ada_p: 0.2853
[INFO] 2021-10-25 19:31:50 > Step: 940500 Progress: 94.0% Elapsed: 9 days, 6:09:55 Gen_loss: 1.995 Dis_loss: 0.9191 Cls_loss: N/A Topk: N/A ada_p: 0.2839
[INFO] 2021-10-25 19:32:52 > Step: 940600 Progress: 94.1% Elapsed: 9 days, 6:10:57 Gen_loss: 2.158 Dis_loss: 0.8296 Cls_loss: N/A Topk: N/A ada_p: 0.289
[INFO] 2021-10-25 19:33:55 > Step: 940700 Progress: 94.1% Elapsed: 9 days, 6:11:59 Gen_loss: 1.344 Dis_loss: 1.066 Cls_loss: N/A Topk: N/A ada_p: 0.2924
[INFO] 2021-10-25 19:34:57 > Step: 940800 Progress: 94.1% Elapsed: 9 days, 6:13:02 Gen_loss: 1.278 Dis_loss: 0.6289 Cls_loss: N/A Topk: N/A ada_p: 0.2952
[INFO] 2021-10-25 19:36:00 > Step: 940900 Progress: 94.1% Elapsed: 9 days, 6:14:04 Gen_loss: 1.867 Dis_loss: 0.8478 Cls_loss: N/A Topk: N/A ada_p: 0.294
[INFO] 2021-10-25 19:37:02 > Step: 941000 Progress: 94.1% Elapsed: 9 days, 6:15:07 Gen_loss: 1.353 Dis_loss: 0.7074 Cls_loss: N/A Topk: N/A ada_p: 0.2938
[INFO] 2021-10-25 19:38:04 > Step: 941100 Progress: 94.1% Elapsed: 9 days, 6:16:09 Gen_loss: 1.59 Dis_loss: 0.8514 Cls_loss: N/A Topk: N/A ada_p: 0.2915
[INFO] 2021-10-25 19:39:17 > Step: 941200 Progress: 94.1% Elapsed: 9 days, 6:17:22 Gen_loss: 1.394 Dis_loss: 1.172 Cls_loss: N/A Topk: N/A ada_p: 0.2892
[INFO] 2021-10-25 19:40:20 > Step: 941300 Progress: 94.1% Elapsed: 9 days, 6:18:25 Gen_loss: 1.498 Dis_loss: 1.307 Cls_loss: N/A Topk: N/A ada_p: 0.2893
[INFO] 2021-10-25 19:41:22 > Step: 941400 Progress: 94.1% Elapsed: 9 days, 6:19:27 Gen_loss: 0.9589 Dis_loss: 0.9989 Cls_loss: N/A Topk: N/A ada_p: 0.2875
[INFO] 2021-10-25 19:42:25 > Step: 941500 Progress: 94.2% Elapsed: 9 days, 6:20:30 Gen_loss: 1.795 Dis_loss: 0.9792 Cls_loss: N/A Topk: N/A ada_p: 0.2893
[INFO] 2021-10-25 19:43:27 > Step: 941600 Progress: 94.2% Elapsed: 9 days, 6:21:32 Gen_loss: 1.837 Dis_loss: 0.9862 Cls_loss: N/A Topk: N/A ada_p: 0.2911
[INFO] 2021-10-25 19:44:30 > Step: 941700 Progress: 94.2% Elapsed: 9 days, 6:22:35 Gen_loss: 1.121 Dis_loss: 1.183 Cls_loss: N/A Topk: N/A ada_p: 0.2904
[INFO] 2021-10-25 19:45:32 > Step: 941800 Progress: 94.2% Elapsed: 9 days, 6:23:37 Gen_loss: 1.379 Dis_loss: 0.873 Cls_loss: N/A Topk: N/A ada_p: 0.2922
[INFO] 2021-10-25 19:46:45 > Step: 941900 Progress: 94.2% Elapsed: 9 days, 6:24:50 Gen_loss: 1.47 Dis_loss: 0.7883 Cls_loss: N/A Topk: N/A ada_p: 0.2917
[INFO] 2021-10-25 19:47:48 > Step: 942000 Progress: 94.2% Elapsed: 9 days, 6:25:52 Gen_loss: 0.7847 Dis_loss: 0.8189 Cls_loss: N/A Topk: N/A ada_p: 0.2904
[INFO] 2021-10-25 19:48:50 > Step: 942100 Progress: 94.2% Elapsed: 9 days, 6:26:55 Gen_loss: 1.225 Dis_loss: 1.124 Cls_loss: N/A Topk: N/A ada_p: 0.2931
[INFO] 2021-10-25 19:49:53 > Step: 942200 Progress: 94.2% Elapsed: 9 days, 6:27:58 Gen_loss: 1.43 Dis_loss: 0.9229 Cls_loss: N/A Topk: N/A ada_p: 0.2924
[INFO] 2021-10-25 19:50:56 > Step: 942300 Progress: 94.2% Elapsed: 9 days, 6:29:00 Gen_loss: 0.9868 Dis_loss: 0.8773 Cls_loss: N/A Topk: N/A ada_p: 0.2949
[INFO] 2021-10-25 19:52:00 > Step: 942400 Progress: 94.2% Elapsed: 9 days, 6:30:04 Gen_loss: 1.045 Dis_loss: 1.008 Cls_loss: N/A Topk: N/A ada_p: 0.2934
[INFO] 2021-10-25 19:53:02 > Step: 942500 Progress: 94.2% Elapsed: 9 days, 6:31:07 Gen_loss: 1.432 Dis_loss: 0.7411 Cls_loss: N/A Topk: N/A ada_p: 0.2907
[INFO] 2021-10-25 19:54:04 > Step: 942600 Progress: 94.3% Elapsed: 9 days, 6:32:09 Gen_loss: 1.456 Dis_loss: 0.8072 Cls_loss: N/A Topk: N/A ada_p: 0.2912
[INFO] 2021-10-25 19:55:17 > Step: 942700 Progress: 94.3% Elapsed: 9 days, 6:33:22 Gen_loss: 1.961 Dis_loss: 1.183 Cls_loss: N/A Topk: N/A ada_p: 0.295
[INFO] 2021-10-25 19:56:20 > Step: 942800 Progress: 94.3% Elapsed: 9 days, 6:34:25 Gen_loss: 0.7753 Dis_loss: 1.057 Cls_loss: N/A Topk: N/A ada_p: 0.2945
[INFO] 2021-10-25 19:57:23 > Step: 942900 Progress: 94.3% Elapsed: 9 days, 6:35:28 Gen_loss: 0.7989 Dis_loss: 0.9136 Cls_loss: N/A Topk: N/A ada_p: 0.2975
[INFO] 2021-10-25 19:58:26 > Step: 943000 Progress: 94.3% Elapsed: 9 days, 6:36:30 Gen_loss: 1.484 Dis_loss: 0.8219 Cls_loss: N/A Topk: N/A ada_p: 0.2934
[INFO] 2021-10-25 19:59:28 > Step: 943100 Progress: 94.3% Elapsed: 9 days, 6:37:33 Gen_loss: 1.199 Dis_loss: 1.037 Cls_loss: N/A Topk: N/A ada_p: 0.2918
[INFO] 2021-10-25 20:00:30 > Step: 943200 Progress: 94.3% Elapsed: 9 days, 6:38:35 Gen_loss: 1.765 Dis_loss: 1.177 Cls_loss: N/A Topk: N/A ada_p: 0.2888
[INFO] 2021-10-25 20:01:33 > Step: 943300 Progress: 94.3% Elapsed: 9 days, 6:39:38 Gen_loss: 1.222 Dis_loss: 0.927 Cls_loss: N/A Topk: N/A ada_p: 0.2881
[INFO] 2021-10-25 20:02:36 > Step: 943400 Progress: 94.3% Elapsed: 9 days, 6:40:41 Gen_loss: 1.124 Dis_loss: 0.731 Cls_loss: N/A Topk: N/A ada_p: 0.2884
[INFO] 2021-10-25 20:03:49 > Step: 943500 Progress: 94.3% Elapsed: 9 days, 6:41:53 Gen_loss: 0.8214 Dis_loss: 1.097 Cls_loss: N/A Topk: N/A ada_p: 0.2858
[INFO] 2021-10-25 20:04:51 > Step: 943600 Progress: 94.4% Elapsed: 9 days, 6:42:56 Gen_loss: 1.854 Dis_loss: 1.356 Cls_loss: N/A Topk: N/A ada_p: 0.2886
[INFO] 2021-10-25 20:05:54 > Step: 943700 Progress: 94.4% Elapsed: 9 days, 6:43:59 Gen_loss: 1.477 Dis_loss: 0.8198 Cls_loss: N/A Topk: N/A ada_p: 0.2883
[INFO] 2021-10-25 20:06:56 > Step: 943800 Progress: 94.4% Elapsed: 9 days, 6:45:01 Gen_loss: 1.121 Dis_loss: 1.013 Cls_loss: N/A Topk: N/A ada_p: 0.2895
[INFO] 2021-10-25 20:07:59 > Step: 943900 Progress: 94.4% Elapsed: 9 days, 6:46:03 Gen_loss: 1.154 Dis_loss: 0.928 Cls_loss: N/A Topk: N/A ada_p: 0.2901
[INFO] 2021-10-25 20:09:02 > Step: 944000 Progress: 94.4% Elapsed: 9 days, 6:47:06 Gen_loss: 2.06 Dis_loss: 1.003 Cls_loss: N/A Topk: N/A ada_p: 0.2924
[INFO] 2021-10-25 20:10:04 > Step: 944100 Progress: 94.4% Elapsed: 9 days, 6:48:09 Gen_loss: 1.245 Dis_loss: 0.7926 Cls_loss: N/A Topk: N/A ada_p: 0.293
[INFO] 2021-10-25 20:11:07 > Step: 944200 Progress: 94.4% Elapsed: 9 days, 6:49:12 Gen_loss: 1.062 Dis_loss: 0.9534 Cls_loss: N/A Topk: N/A ada_p: 0.2925
[INFO] 2021-10-25 20:12:20 > Step: 944300 Progress: 94.4% Elapsed: 9 days, 6:50:24 Gen_loss: 1.987 Dis_loss: 1.121 Cls_loss: N/A Topk: N/A ada_p: 0.2922
[INFO] 2021-10-25 20:13:22 > Step: 944400 Progress: 94.4% Elapsed: 9 days, 6:51:27 Gen_loss: 1.427 Dis_loss: 1.081 Cls_loss: N/A Topk: N/A ada_p: 0.2894
[INFO] 2021-10-25 20:14:25 > Step: 944500 Progress: 94.5% Elapsed: 9 days, 6:52:30 Gen_loss: 1.196 Dis_loss: 1.1 Cls_loss: N/A Topk: N/A ada_p: 0.2924
[INFO] 2021-10-25 20:15:28 > Step: 944600 Progress: 94.5% Elapsed: 9 days, 6:53:32 Gen_loss: 0.6917 Dis_loss: 1.062 Cls_loss: N/A Topk: N/A ada_p: 0.2895
[INFO] 2021-10-25 20:16:31 > Step: 944700 Progress: 94.5% Elapsed: 9 days, 6:54:35 Gen_loss: 0.8745 Dis_loss: 0.9158 Cls_loss: N/A Topk: N/A ada_p: 0.2877
[INFO] 2021-10-25 20:17:33 > Step: 944800 Progress: 94.5% Elapsed: 9 days, 6:55:38 Gen_loss: 1.654 Dis_loss: 1.062 Cls_loss: N/A Topk: N/A ada_p: 0.2865
[INFO] 2021-10-25 20:18:35 > Step: 944900 Progress: 94.5% Elapsed: 9 days, 6:56:40 Gen_loss: 1.268 Dis_loss: 1.099 Cls_loss: N/A Topk: N/A ada_p: 0.2866
[INFO] 2021-10-25 20:19:38 > Step: 945000 Progress: 94.5% Elapsed: 9 days, 6:57:43 Gen_loss: 0.5158 Dis_loss: 1.231 Cls_loss: N/A Topk: N/A ada_p: 0.2851
[INFO] 2021-10-25 20:20:51 > Step: 945100 Progress: 94.5% Elapsed: 9 days, 6:58:55 Gen_loss: 2.001 Dis_loss: 1.007 Cls_loss: N/A Topk: N/A ada_p: 0.2869
[INFO] 2021-10-25 20:21:54 > Step: 945200 Progress: 94.5% Elapsed: 9 days, 6:59:59 Gen_loss: 1.124 Dis_loss: 0.9927 Cls_loss: N/A Topk: N/A ada_p: 0.2863
[INFO] 2021-10-25 20:22:57 > Step: 945300 Progress: 94.5% Elapsed: 9 days, 7:01:02 Gen_loss: 1.169 Dis_loss: 0.8836 Cls_loss: N/A Topk: N/A ada_p: 0.2839
[INFO] 2021-10-25 20:23:59 > Step: 945400 Progress: 94.5% Elapsed: 9 days, 7:02:04 Gen_loss: 1.271 Dis_loss: 1.184 Cls_loss: N/A Topk: N/A ada_p: 0.2842
[INFO] 2021-10-25 20:25:02 > Step: 945500 Progress: 94.5% Elapsed: 9 days, 7:03:07 Gen_loss: 1.244 Dis_loss: 0.7014 Cls_loss: N/A Topk: N/A ada_p: 0.2837
[INFO] 2021-10-25 20:26:04 > Step: 945600 Progress: 94.6% Elapsed: 9 days, 7:04:09 Gen_loss: 0.6953 Dis_loss: 0.7884 Cls_loss: N/A Topk: N/A ada_p: 0.2865
[INFO] 2021-10-25 20:27:07 > Step: 945700 Progress: 94.6% Elapsed: 9 days, 7:05:12 Gen_loss: 1.55 Dis_loss: 1.005 Cls_loss: N/A Topk: N/A ada_p: 0.2858
[INFO] 2021-10-25 20:28:20 > Step: 945800 Progress: 94.6% Elapsed: 9 days, 7:06:25 Gen_loss: 1.426 Dis_loss: 1.037 Cls_loss: N/A Topk: N/A ada_p: 0.2876
[INFO] 2021-10-25 20:29:22 > Step: 945900 Progress: 94.6% Elapsed: 9 days, 7:07:27 Gen_loss: 1.001 Dis_loss: 0.7938 Cls_loss: N/A Topk: N/A ada_p: 0.2884
[INFO] 2021-10-25 20:30:25 > Step: 946000 Progress: 94.6% Elapsed: 9 days, 7:08:29 Gen_loss: 0.5542 Dis_loss: 1.372 Cls_loss: N/A Topk: N/A ada_p: 0.2892
[INFO] 2021-10-25 20:31:28 > Step: 946100 Progress: 94.6% Elapsed: 9 days, 7:09:33 Gen_loss: 1.119 Dis_loss: 1.159 Cls_loss: N/A Topk: N/A ada_p: 0.2893
[INFO] 2021-10-25 20:32:31 > Step: 946200 Progress: 94.6% Elapsed: 9 days, 7:10:35 Gen_loss: 1.273 Dis_loss: 0.6658 Cls_loss: N/A Topk: N/A ada_p: 0.2908
[INFO] 2021-10-25 20:33:33 > Step: 946300 Progress: 94.6% Elapsed: 9 days, 7:11:38 Gen_loss: 1.209 Dis_loss: 1.016 Cls_loss: N/A Topk: N/A ada_p: 0.2926
[INFO] 2021-10-25 20:34:36 > Step: 946400 Progress: 94.6% Elapsed: 9 days, 7:12:41 Gen_loss: 2.062 Dis_loss: 0.9095 Cls_loss: N/A Topk: N/A ada_p: 0.2947
[INFO] 2021-10-25 20:35:39 > Step: 946500 Progress: 94.7% Elapsed: 9 days, 7:13:44 Gen_loss: 1.172 Dis_loss: 0.9361 Cls_loss: N/A Topk: N/A ada_p: 0.2894
[INFO] 2021-10-25 20:36:53 > Step: 946600 Progress: 94.7% Elapsed: 9 days, 7:14:57 Gen_loss: 1.549 Dis_loss: 0.9014 Cls_loss: N/A Topk: N/A ada_p: 0.2922
[INFO] 2021-10-25 20:37:55 > Step: 946700 Progress: 94.7% Elapsed: 9 days, 7:16:00 Gen_loss: 1.373 Dis_loss: 0.8061 Cls_loss: N/A Topk: N/A ada_p: 0.2922
[INFO] 2021-10-25 20:38:58 > Step: 946800 Progress: 94.7% Elapsed: 9 days, 7:17:03 Gen_loss: 0.9264 Dis_loss: 1.061 Cls_loss: N/A Topk: N/A ada_p: 0.2909
[INFO] 2021-10-25 20:40:02 > Step: 946900 Progress: 94.7% Elapsed: 9 days, 7:18:06 Gen_loss: 1.361 Dis_loss: 0.9398 Cls_loss: N/A Topk: N/A ada_p: 0.2903
[INFO] 2021-10-25 20:41:05 > Step: 947000 Progress: 94.7% Elapsed: 9 days, 7:19:10 Gen_loss: 1.057 Dis_loss: 0.7642 Cls_loss: N/A Topk: N/A ada_p: 0.2893
[INFO] 2021-10-25 20:42:08 > Step: 947100 Progress: 94.7% Elapsed: 9 days, 7:20:12 Gen_loss: 1.912 Dis_loss: 1.441 Cls_loss: N/A Topk: N/A ada_p: 0.2903
[INFO] 2021-10-25 20:43:10 > Step: 947200 Progress: 94.7% Elapsed: 9 days, 7:21:15 Gen_loss: 1.184 Dis_loss: 1.045 Cls_loss: N/A Topk: N/A ada_p: 0.2877
[INFO] 2021-10-25 20:44:14 > Step: 947300 Progress: 94.7% Elapsed: 9 days, 7:22:18 Gen_loss: 1.519 Dis_loss: 0.8545 Cls_loss: N/A Topk: N/A ada_p: 0.2894
[INFO] 2021-10-25 20:45:26 > Step: 947400 Progress: 94.7% Elapsed: 9 days, 7:23:31 Gen_loss: 1.419 Dis_loss: 0.8604 Cls_loss: N/A Topk: N/A ada_p: 0.2917
[INFO] 2021-10-25 20:46:29 > Step: 947500 Progress: 94.8% Elapsed: 9 days, 7:24:34 Gen_loss: 1.566 Dis_loss: 0.9729 Cls_loss: N/A Topk: N/A ada_p: 0.2897
[INFO] 2021-10-25 20:47:31 > Step: 947600 Progress: 94.8% Elapsed: 9 days, 7:25:36 Gen_loss: 0.8463 Dis_loss: 1.024 Cls_loss: N/A Topk: N/A ada_p: 0.2879
[INFO] 2021-10-25 20:48:34 > Step: 947700 Progress: 94.8% Elapsed: 9 days, 7:26:39 Gen_loss: 1.859 Dis_loss: 0.7144 Cls_loss: N/A Topk: N/A ada_p: 0.2908
[INFO] 2021-10-25 20:49:37 > Step: 947800 Progress: 94.8% Elapsed: 9 days, 7:27:41 Gen_loss: 1.885 Dis_loss: 1.026 Cls_loss: N/A Topk: N/A ada_p: 0.2903
[INFO] 2021-10-25 20:50:39 > Step: 947900 Progress: 94.8% Elapsed: 9 days, 7:28:44 Gen_loss: 0.704 Dis_loss: 1.298 Cls_loss: N/A Topk: N/A ada_p: 0.2877
[INFO] 2021-10-25 20:51:42 > Step: 948000 Progress: 94.8% Elapsed: 9 days, 7:29:46 Gen_loss: 1.516 Dis_loss: 0.708 Cls_loss: N/A Topk: N/A ada_p: 0.2908
[INFO] 2021-10-25 20:52:44 > Step: 948100 Progress: 94.8% Elapsed: 9 days, 7:30:49 Gen_loss: 1.031 Dis_loss: 0.9592 Cls_loss: N/A Topk: N/A ada_p: 0.2899
[INFO] 2021-10-25 20:53:57 > Step: 948200 Progress: 94.8% Elapsed: 9 days, 7:32:02 Gen_loss: 1.455 Dis_loss: 1.169 Cls_loss: N/A Topk: N/A ada_p: 0.294
[INFO] 2021-10-25 20:54:59 > Step: 948300 Progress: 94.8% Elapsed: 9 days, 7:33:04 Gen_loss: 1.305 Dis_loss: 1.022 Cls_loss: N/A Topk: N/A ada_p: 0.2933
[INFO] 2021-10-25 20:56:02 > Step: 948400 Progress: 94.8% Elapsed: 9 days, 7:34:06 Gen_loss: 1.104 Dis_loss: 0.7672 Cls_loss: N/A Topk: N/A ada_p: 0.2938
[INFO] 2021-10-25 20:57:04 > Step: 948500 Progress: 94.8% Elapsed: 9 days, 7:35:09 Gen_loss: 1.258 Dis_loss: 0.6247 Cls_loss: N/A Topk: N/A ada_p: 0.2962
[INFO] 2021-10-25 20:58:06 > Step: 948600 Progress: 94.9% Elapsed: 9 days, 7:36:11 Gen_loss: 0.97 Dis_loss: 0.9253 Cls_loss: N/A Topk: N/A ada_p: 0.2952
[INFO] 2021-10-25 20:59:09 > Step: 948700 Progress: 94.9% Elapsed: 9 days, 7:37:13 Gen_loss: 1.236 Dis_loss: 0.6398 Cls_loss: N/A Topk: N/A ada_p: 0.2957
[INFO] 2021-10-25 21:00:11 > Step: 948800 Progress: 94.9% Elapsed: 9 days, 7:38:15 Gen_loss: 1.363 Dis_loss: 0.9686 Cls_loss: N/A Topk: N/A ada_p: 0.2967
[INFO] 2021-10-25 21:01:13 > Step: 948900 Progress: 94.9% Elapsed: 9 days, 7:39:18 Gen_loss: 1.013 Dis_loss: 0.7457 Cls_loss: N/A Topk: N/A ada_p: 0.2938
[INFO] 2021-10-25 21:02:26 > Step: 949000 Progress: 94.9% Elapsed: 9 days, 7:40:30 Gen_loss: 0.8731 Dis_loss: 0.8223 Cls_loss: N/A Topk: N/A ada_p: 0.2953
[INFO] 2021-10-25 21:03:28 > Step: 949100 Progress: 94.9% Elapsed: 9 days, 7:41:33 Gen_loss: 1.379 Dis_loss: 1.015 Cls_loss: N/A Topk: N/A ada_p: 0.2953
[INFO] 2021-10-25 21:04:31 > Step: 949200 Progress: 94.9% Elapsed: 9 days, 7:42:35 Gen_loss: 0.7556 Dis_loss: 0.926 Cls_loss: N/A Topk: N/A ada_p: 0.2894
[INFO] 2021-10-25 21:05:33 > Step: 949300 Progress: 94.9% Elapsed: 9 days, 7:43:38 Gen_loss: 1.09 Dis_loss: 0.8127 Cls_loss: N/A Topk: N/A ada_p: 0.2924
[INFO] 2021-10-25 21:06:36 > Step: 949400 Progress: 94.9% Elapsed: 9 days, 7:44:40 Gen_loss: 0.5588 Dis_loss: 1.415 Cls_loss: N/A Topk: N/A ada_p: 0.2929
[INFO] 2021-10-25 21:07:38 > Step: 949500 Progress: 95.0% Elapsed: 9 days, 7:45:42 Gen_loss: 0.7656 Dis_loss: 0.739 Cls_loss: N/A Topk: N/A ada_p: 0.2926
[INFO] 2021-10-25 21:08:40 > Step: 949600 Progress: 95.0% Elapsed: 9 days, 7:46:45 Gen_loss: 1.331 Dis_loss: 0.9076 Cls_loss: N/A Topk: N/A ada_p: 0.2944
[INFO] 2021-10-25 21:09:53 > Step: 949700 Progress: 95.0% Elapsed: 9 days, 7:47:58 Gen_loss: 1.154 Dis_loss: 0.733 Cls_loss: N/A Topk: N/A ada_p: 0.2968
[INFO] 2021-10-25 21:10:55 > Step: 949800 Progress: 95.0% Elapsed: 9 days, 7:48:59 Gen_loss: 1.089 Dis_loss: 0.6927 Cls_loss: N/A Topk: N/A ada_p: 0.2976
[INFO] 2021-10-25 21:11:57 > Step: 949900 Progress: 95.0% Elapsed: 9 days, 7:50:02 Gen_loss: 1.509 Dis_loss: 0.7599 Cls_loss: N/A Topk: N/A ada_p: 0.2968
[INFO] 2021-10-25 21:13:00 > Step: 950000 Progress: 95.0% Elapsed: 9 days, 7:51:04 Gen_loss: 1.18 Dis_loss: 1.316 Cls_loss: N/A Topk: N/A ada_p: 0.3002
[INFO] 2021-10-25 21:13:00 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 21:13:00 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_950000.png
[INFO] 2021-10-25 21:13:00 > Start Evaluation (950000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-25 21:13:00 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-25 21:18:30 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-25 21:24:07 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-25 21:51:53 > Inception score (Step: 950000, 50000 generated images): 10.493228912353516
[INFO] 2021-10-25 21:51:53 > FID score (Step: 950000, Using train moments): 2.430112297271478
[INFO] 2021-10-25 21:51:53 > Improved Precision (Step: 950000, Using train images): 0.74352
[INFO] 2021-10-25 21:51:53 > Improved Recall (Step: 950000, Using train images): 0.68492
[INFO] 2021-10-25 21:51:53 > Density (Step: 950000, Using train images): 1.061368
[INFO] 2021-10-25 21:51:53 > Coverage (Step: 950000, Using train images): 0.9322
[INFO] 2021-10-25 21:51:53 > Best FID score (Step: 940000, Using train moments): 2.3890272957498837
[INFO] 2021-10-25 21:52:08 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-25 21:53:46 > Step: 950100 Progress: 95.0% Elapsed: 9 days, 8:31:50 Gen_loss: 1.301 Dis_loss: 0.6454 Cls_loss: N/A Topk: N/A ada_p: 0.2982
[INFO] 2021-10-25 21:54:47 > Step: 950200 Progress: 95.0% Elapsed: 9 days, 8:32:52 Gen_loss: 0.5906 Dis_loss: 1.32 Cls_loss: N/A Topk: N/A ada_p: 0.2975
[INFO] 2021-10-25 21:55:49 > Step: 950300 Progress: 95.0% Elapsed: 9 days, 8:33:54 Gen_loss: 0.8657 Dis_loss: 0.6873 Cls_loss: N/A Topk: N/A ada_p: 0.2993
[INFO] 2021-10-25 21:56:51 > Step: 950400 Progress: 95.0% Elapsed: 9 days, 8:34:56 Gen_loss: 1.09 Dis_loss: 1.023 Cls_loss: N/A Topk: N/A ada_p: 0.2993
[INFO] 2021-10-25 21:58:11 > Step: 950500 Progress: 95.0% Elapsed: 9 days, 8:36:16 Gen_loss: 1.208 Dis_loss: 0.6476 Cls_loss: N/A Topk: N/A ada_p: 0.3022
[INFO] 2021-10-25 21:59:13 > Step: 950600 Progress: 95.1% Elapsed: 9 days, 8:37:18 Gen_loss: 1.477 Dis_loss: 0.899 Cls_loss: N/A Topk: N/A ada_p: 0.3014
[INFO] 2021-10-25 22:00:16 > Step: 950700 Progress: 95.1% Elapsed: 9 days, 8:38:21 Gen_loss: 0.9514 Dis_loss: 1.158 Cls_loss: N/A Topk: N/A ada_p: 0.2981
[INFO] 2021-10-25 22:01:19 > Step: 950800 Progress: 95.1% Elapsed: 9 days, 8:39:23 Gen_loss: 1.324 Dis_loss: 1.026 Cls_loss: N/A Topk: N/A ada_p: 0.2984
[INFO] 2021-10-25 22:02:22 > Step: 950900 Progress: 95.1% Elapsed: 9 days, 8:40:27 Gen_loss: 1.595 Dis_loss: 0.9126 Cls_loss: N/A Topk: N/A ada_p: 0.2998
[INFO] 2021-10-25 22:03:25 > Step: 951000 Progress: 95.1% Elapsed: 9 days, 8:41:30 Gen_loss: 1.592 Dis_loss: 0.8085 Cls_loss: N/A Topk: N/A ada_p: 0.2952
[INFO] 2021-10-25 22:04:28 > Step: 951100 Progress: 95.1% Elapsed: 9 days, 8:42:32 Gen_loss: 1.56 Dis_loss: 0.8798 Cls_loss: N/A Topk: N/A ada_p: 0.2906
[INFO] 2021-10-25 22:05:30 > Step: 951200 Progress: 95.1% Elapsed: 9 days, 8:43:34 Gen_loss: 1.426 Dis_loss: 1.022 Cls_loss: N/A Topk: N/A ada_p: 0.289
[INFO] 2021-10-25 22:06:42 > Step: 951300 Progress: 95.1% Elapsed: 9 days, 8:44:47 Gen_loss: 2.399 Dis_loss: 1.048 Cls_loss: N/A Topk: N/A ada_p: 0.2874
[INFO] 2021-10-25 22:07:45 > Step: 951400 Progress: 95.1% Elapsed: 9 days, 8:45:49 Gen_loss: 1.355 Dis_loss: 0.7278 Cls_loss: N/A Topk: N/A ada_p: 0.2886
[INFO] 2021-10-25 22:08:47 > Step: 951500 Progress: 95.2% Elapsed: 9 days, 8:46:52 Gen_loss: 1.357 Dis_loss: 0.8231 Cls_loss: N/A Topk: N/A ada_p: 0.2884
[INFO] 2021-10-25 22:09:50 > Step: 951600 Progress: 95.2% Elapsed: 9 days, 8:47:54 Gen_loss: 0.9447 Dis_loss: 1.236 Cls_loss: N/A Topk: N/A ada_p: 0.2869
[INFO] 2021-10-25 22:10:52 > Step: 951700 Progress: 95.2% Elapsed: 9 days, 8:48:57 Gen_loss: 1.42 Dis_loss: 0.9121 Cls_loss: N/A Topk: N/A ada_p: 0.2895
[INFO] 2021-10-25 22:11:54 > Step: 951800 Progress: 95.2% Elapsed: 9 days, 8:49:59 Gen_loss: 1.406 Dis_loss: 0.8223 Cls_loss: N/A Topk: N/A ada_p: 0.288
[INFO] 2021-10-25 22:12:56 > Step: 951900 Progress: 95.2% Elapsed: 9 days, 8:51:01 Gen_loss: 0.8353 Dis_loss: 1.049 Cls_loss: N/A Topk: N/A ada_p: 0.2901
[INFO] 2021-10-25 22:13:59 > Step: 952000 Progress: 95.2% Elapsed: 9 days, 8:52:03 Gen_loss: 1.351 Dis_loss: 0.9448 Cls_loss: N/A Topk: N/A ada_p: 0.2872
[INFO] 2021-10-25 22:15:11 > Step: 952100 Progress: 95.2% Elapsed: 9 days, 8:53:16 Gen_loss: 1.844 Dis_loss: 1.252 Cls_loss: N/A Topk: N/A ada_p: 0.2904
[INFO] 2021-10-25 22:16:14 > Step: 952200 Progress: 95.2% Elapsed: 9 days, 8:54:18 Gen_loss: 1.833 Dis_loss: 1.191 Cls_loss: N/A Topk: N/A ada_p: 0.2881
[INFO] 2021-10-25 22:17:16 > Step: 952300 Progress: 95.2% Elapsed: 9 days, 8:55:21 Gen_loss: 1.639 Dis_loss: 0.9052 Cls_loss: N/A Topk: N/A ada_p: 0.292
[INFO] 2021-10-25 22:18:19 > Step: 952400 Progress: 95.2% Elapsed: 9 days, 8:56:24 Gen_loss: 2.163 Dis_loss: 1.084 Cls_loss: N/A Topk: N/A ada_p: 0.2907
[INFO] 2021-10-25 22:19:22 > Step: 952500 Progress: 95.2% Elapsed: 9 days, 8:57:27 Gen_loss: 1.378 Dis_loss: 0.8157 Cls_loss: N/A Topk: N/A ada_p: 0.2947
[INFO] 2021-10-25 22:20:25 > Step: 952600 Progress: 95.3% Elapsed: 9 days, 8:58:29 Gen_loss: 0.8447 Dis_loss: 0.8264 Cls_loss: N/A Topk: N/A ada_p: 0.2957
[INFO] 2021-10-25 22:21:27 > Step: 952700 Progress: 95.3% Elapsed: 9 days, 8:59:32 Gen_loss: 1.162 Dis_loss: 0.8675 Cls_loss: N/A Topk: N/A ada_p: 0.2952
[INFO] 2021-10-25 22:22:29 > Step: 952800 Progress: 95.3% Elapsed: 9 days, 9:00:34 Gen_loss: 1.201 Dis_loss: 0.9208 Cls_loss: N/A Topk: N/A ada_p: 0.2977
[INFO] 2021-10-25 22:23:42 > Step: 952900 Progress: 95.3% Elapsed: 9 days, 9:01:47 Gen_loss: 0.576 Dis_loss: 1.064 Cls_loss: N/A Topk: N/A ada_p: 0.2948
[INFO] 2021-10-25 22:24:44 > Step: 953000 Progress: 95.3% Elapsed: 9 days, 9:02:49 Gen_loss: 1.041 Dis_loss: 0.9444 Cls_loss: N/A Topk: N/A ada_p: 0.2953
[INFO] 2021-10-25 22:25:47 > Step: 953100 Progress: 95.3% Elapsed: 9 days, 9:03:52 Gen_loss: 1.843 Dis_loss: 1.132 Cls_loss: N/A Topk: N/A ada_p: 0.2958
[INFO] 2021-10-25 22:26:49 > Step: 953200 Progress: 95.3% Elapsed: 9 days, 9:04:54 Gen_loss: 1.406 Dis_loss: 1.18 Cls_loss: N/A Topk: N/A ada_p: 0.293
[INFO] 2021-10-25 22:27:52 > Step: 953300 Progress: 95.3% Elapsed: 9 days, 9:05:57 Gen_loss: 2.08 Dis_loss: 1.16 Cls_loss: N/A Topk: N/A ada_p: 0.2913
[INFO] 2021-10-25 22:28:54 > Step: 953400 Progress: 95.3% Elapsed: 9 days, 9:06:59 Gen_loss: 2.144 Dis_loss: 1.163 Cls_loss: N/A Topk: N/A ada_p: 0.2936
[INFO] 2021-10-25 22:29:57 > Step: 953500 Progress: 95.3% Elapsed: 9 days, 9:08:01 Gen_loss: 1.469 Dis_loss: 0.9696 Cls_loss: N/A Topk: N/A ada_p: 0.2936
[INFO] 2021-10-25 22:30:59 > Step: 953600 Progress: 95.4% Elapsed: 9 days, 9:09:04 Gen_loss: 0.704 Dis_loss: 1.175 Cls_loss: N/A Topk: N/A ada_p: 0.2898
[INFO] 2021-10-25 22:32:12 > Step: 953700 Progress: 95.4% Elapsed: 9 days, 9:10:17 Gen_loss: 1.053 Dis_loss: 0.7995 Cls_loss: N/A Topk: N/A ada_p: 0.2956
[INFO] 2021-10-25 22:33:16 > Step: 953800 Progress: 95.4% Elapsed: 9 days, 9:11:20 Gen_loss: 0.7995 Dis_loss: 1.178 Cls_loss: N/A Topk: N/A ada_p: 0.293
[INFO] 2021-10-25 22:34:18 > Step: 953900 Progress: 95.4% Elapsed: 9 days, 9:12:23 Gen_loss: 1.61 Dis_loss: 1.236 Cls_loss: N/A Topk: N/A ada_p: 0.2935
[INFO] 2021-10-25 22:35:21 > Step: 954000 Progress: 95.4% Elapsed: 9 days, 9:13:25 Gen_loss: 1.207 Dis_loss: 0.9347 Cls_loss: N/A Topk: N/A ada_p: 0.2925
[INFO] 2021-10-25 22:36:23 > Step: 954100 Progress: 95.4% Elapsed: 9 days, 9:14:28 Gen_loss: 1.465 Dis_loss: 0.8024 Cls_loss: N/A Topk: N/A ada_p: 0.2944
[INFO] 2021-10-25 22:37:26 > Step: 954200 Progress: 95.4% Elapsed: 9 days, 9:15:30 Gen_loss: 1.742 Dis_loss: 1.052 Cls_loss: N/A Topk: N/A ada_p: 0.2936
[INFO] 2021-10-25 22:38:28 > Step: 954300 Progress: 95.4% Elapsed: 9 days, 9:16:33 Gen_loss: 0.7307 Dis_loss: 0.711 Cls_loss: N/A Topk: N/A ada_p: 0.2944
[INFO] 2021-10-25 22:39:41 > Step: 954400 Progress: 95.4% Elapsed: 9 days, 9:17:46 Gen_loss: 0.6849 Dis_loss: 0.7147 Cls_loss: N/A Topk: N/A ada_p: 0.2972
[INFO] 2021-10-25 22:40:43 > Step: 954500 Progress: 95.5% Elapsed: 9 days, 9:18:48 Gen_loss: 1.005 Dis_loss: 0.9119 Cls_loss: N/A Topk: N/A ada_p: 0.2948
[INFO] 2021-10-25 22:41:46 > Step: 954600 Progress: 95.5% Elapsed: 9 days, 9:19:50 Gen_loss: 1.176 Dis_loss: 0.8034 Cls_loss: N/A Topk: N/A ada_p: 0.2973
[INFO] 2021-10-25 22:42:49 > Step: 954700 Progress: 95.5% Elapsed: 9 days, 9:20:54 Gen_loss: 1.631 Dis_loss: 1.167 Cls_loss: N/A Topk: N/A ada_p: 0.2912
[INFO] 2021-10-25 22:43:51 > Step: 954800 Progress: 95.5% Elapsed: 9 days, 9:21:56 Gen_loss: 1.861 Dis_loss: 0.5776 Cls_loss: N/A Topk: N/A ada_p: 0.2904
[INFO] 2021-10-25 22:44:54 > Step: 954900 Progress: 95.5% Elapsed: 9 days, 9:22:59 Gen_loss: 0.9569 Dis_loss: 1.107 Cls_loss: N/A Topk: N/A ada_p: 0.2911
[INFO] 2021-10-25 22:45:56 > Step: 955000 Progress: 95.5% Elapsed: 9 days, 9:24:01 Gen_loss: 1.305 Dis_loss: 0.7722 Cls_loss: N/A Topk: N/A ada_p: 0.2908
[INFO] 2021-10-25 22:46:59 > Step: 955100 Progress: 95.5% Elapsed: 9 days, 9:25:03 Gen_loss: 1.646 Dis_loss: 1.262 Cls_loss: N/A Topk: N/A ada_p: 0.2918
[INFO] 2021-10-25 22:48:12 > Step: 955200 Progress: 95.5% Elapsed: 9 days, 9:26:16 Gen_loss: 1.903 Dis_loss: 0.8498 Cls_loss: N/A Topk: N/A ada_p: 0.2936
[INFO] 2021-10-25 22:49:14 > Step: 955300 Progress: 95.5% Elapsed: 9 days, 9:27:19 Gen_loss: 1.434 Dis_loss: 0.969 Cls_loss: N/A Topk: N/A ada_p: 0.2922
[INFO] 2021-10-25 22:50:18 > Step: 955400 Progress: 95.5% Elapsed: 9 days, 9:28:23 Gen_loss: 2.49 Dis_loss: 1.414 Cls_loss: N/A Topk: N/A ada_p: 0.295
[INFO] 2021-10-25 22:51:20 > Step: 955500 Progress: 95.5% Elapsed: 9 days, 9:29:25 Gen_loss: 1.517 Dis_loss: 0.8926 Cls_loss: N/A Topk: N/A ada_p: 0.294
[INFO] 2021-10-25 22:52:23 > Step: 955600 Progress: 95.6% Elapsed: 9 days, 9:30:27 Gen_loss: 1.259 Dis_loss: 1.02 Cls_loss: N/A Topk: N/A ada_p: 0.2935
[INFO] 2021-10-25 22:53:26 > Step: 955700 Progress: 95.6% Elapsed: 9 days, 9:31:31 Gen_loss: 1.117 Dis_loss: 0.7399 Cls_loss: N/A Topk: N/A ada_p: 0.2906
[INFO] 2021-10-25 22:54:29 > Step: 955800 Progress: 95.6% Elapsed: 9 days, 9:32:34 Gen_loss: 3.657 Dis_loss: 1.616 Cls_loss: N/A Topk: N/A ada_p: 0.2934
[INFO] 2021-10-25 22:55:32 > Step: 955900 Progress: 95.6% Elapsed: 9 days, 9:33:37 Gen_loss: 1.356 Dis_loss: 0.6861 Cls_loss: N/A Topk: N/A ada_p: 0.2908
[INFO] 2021-10-25 22:56:45 > Step: 956000 Progress: 95.6% Elapsed: 9 days, 9:34:49 Gen_loss: 1.254 Dis_loss: 0.8628 Cls_loss: N/A Topk: N/A ada_p: 0.2883
[INFO] 2021-10-25 22:57:48 > Step: 956100 Progress: 95.6% Elapsed: 9 days, 9:35:53 Gen_loss: 0.6367 Dis_loss: 1.376 Cls_loss: N/A Topk: N/A ada_p: 0.2889
[INFO] 2021-10-25 22:58:52 > Step: 956200 Progress: 95.6% Elapsed: 9 days, 9:36:56 Gen_loss: 1.434 Dis_loss: 0.9057 Cls_loss: N/A Topk: N/A ada_p: 0.2876
[INFO] 2021-10-25 22:59:54 > Step: 956300 Progress: 95.6% Elapsed: 9 days, 9:37:59 Gen_loss: 0.9925 Dis_loss: 1.399 Cls_loss: N/A Topk: N/A ada_p: 0.2886
[INFO] 2021-10-25 23:00:57 > Step: 956400 Progress: 95.6% Elapsed: 9 days, 9:39:01 Gen_loss: 1.597 Dis_loss: 0.8029 Cls_loss: N/A Topk: N/A ada_p: 0.2902
[INFO] 2021-10-25 23:02:00 > Step: 956500 Progress: 95.7% Elapsed: 9 days, 9:40:04 Gen_loss: 1.348 Dis_loss: 0.8089 Cls_loss: N/A Topk: N/A ada_p: 0.2918
[INFO] 2021-10-25 23:03:02 > Step: 956600 Progress: 95.7% Elapsed: 9 days, 9:41:07 Gen_loss: 0.6659 Dis_loss: 1.015 Cls_loss: N/A Topk: N/A ada_p: 0.2901
[INFO] 2021-10-25 23:04:04 > Step: 956700 Progress: 95.7% Elapsed: 9 days, 9:42:09 Gen_loss: 0.9845 Dis_loss: 1.289 Cls_loss: N/A Topk: N/A ada_p: 0.2916
[INFO] 2021-10-25 23:05:17 > Step: 956800 Progress: 95.7% Elapsed: 9 days, 9:43:22 Gen_loss: 1.535 Dis_loss: 1.57 Cls_loss: N/A Topk: N/A ada_p: 0.2929
[INFO] 2021-10-25 23:06:20 > Step: 956900 Progress: 95.7% Elapsed: 9 days, 9:44:25 Gen_loss: 1.677 Dis_loss: 0.9096 Cls_loss: N/A Topk: N/A ada_p: 0.2881
[INFO] 2021-10-25 23:07:23 > Step: 957000 Progress: 95.7% Elapsed: 9 days, 9:45:28 Gen_loss: 1.766 Dis_loss: 0.8797 Cls_loss: N/A Topk: N/A ada_p: 0.2886
[INFO] 2021-10-25 23:08:26 > Step: 957100 Progress: 95.7% Elapsed: 9 days, 9:46:31 Gen_loss: 1.44 Dis_loss: 0.6802 Cls_loss: N/A Topk: N/A ada_p: 0.2879
[INFO] 2021-10-25 23:09:29 > Step: 957200 Progress: 95.7% Elapsed: 9 days, 9:47:34 Gen_loss: 2.01 Dis_loss: 0.4048 Cls_loss: N/A Topk: N/A ada_p: 0.2871
[INFO] 2021-10-25 23:10:32 > Step: 957300 Progress: 95.7% Elapsed: 9 days, 9:48:37 Gen_loss: 1.846 Dis_loss: 0.8863 Cls_loss: N/A Topk: N/A ada_p: 0.2888
[INFO] 2021-10-25 23:11:35 > Step: 957400 Progress: 95.7% Elapsed: 9 days, 9:49:39 Gen_loss: 1.271 Dis_loss: 0.7967 Cls_loss: N/A Topk: N/A ada_p: 0.2918
[INFO] 2021-10-25 23:12:37 > Step: 957500 Progress: 95.8% Elapsed: 9 days, 9:50:42 Gen_loss: 1.085 Dis_loss: 0.5854 Cls_loss: N/A Topk: N/A ada_p: 0.2857
[INFO] 2021-10-25 23:13:50 > Step: 957600 Progress: 95.8% Elapsed: 9 days, 9:51:55 Gen_loss: 2.032 Dis_loss: 0.8764 Cls_loss: N/A Topk: N/A ada_p: 0.2849
[INFO] 2021-10-25 23:14:55 > Step: 957700 Progress: 95.8% Elapsed: 9 days, 9:52:59 Gen_loss: 1.337 Dis_loss: 0.9651 Cls_loss: N/A Topk: N/A ada_p: 0.2851
[INFO] 2021-10-25 23:15:57 > Step: 957800 Progress: 95.8% Elapsed: 9 days, 9:54:02 Gen_loss: 1.161 Dis_loss: 1.189 Cls_loss: N/A Topk: N/A ada_p: 0.2871
[INFO] 2021-10-25 23:17:00 > Step: 957900 Progress: 95.8% Elapsed: 9 days, 9:55:05 Gen_loss: 1.38 Dis_loss: 0.8068 Cls_loss: N/A Topk: N/A ada_p: 0.2909
[INFO] 2021-10-25 23:18:02 > Step: 958000 Progress: 95.8% Elapsed: 9 days, 9:56:07 Gen_loss: 1.292 Dis_loss: 0.7321 Cls_loss: N/A Topk: N/A ada_p: 0.2884
[INFO] 2021-10-25 23:19:05 > Step: 958100 Progress: 95.8% Elapsed: 9 days, 9:57:09 Gen_loss: 1.389 Dis_loss: 0.5584 Cls_loss: N/A Topk: N/A ada_p: 0.2913
[INFO] 2021-10-25 23:20:08 > Step: 958200 Progress: 95.8% Elapsed: 9 days, 9:58:12 Gen_loss: 1.3 Dis_loss: 0.7479 Cls_loss: N/A Topk: N/A ada_p: 0.2898
[INFO] 2021-10-25 23:21:21 > Step: 958300 Progress: 95.8% Elapsed: 9 days, 9:59:26 Gen_loss: 1.259 Dis_loss: 1.166 Cls_loss: N/A Topk: N/A ada_p: 0.2908
[INFO] 2021-10-25 23:22:23 > Step: 958400 Progress: 95.8% Elapsed: 9 days, 10:00:27 Gen_loss: 1.664 Dis_loss: 0.8163 Cls_loss: N/A Topk: N/A ada_p: 0.2921
[INFO] 2021-10-25 23:23:26 > Step: 958500 Progress: 95.9% Elapsed: 9 days, 10:01:31 Gen_loss: 1.073 Dis_loss: 0.8097 Cls_loss: N/A Topk: N/A ada_p: 0.2922
[INFO] 2021-10-25 23:24:29 > Step: 958600 Progress: 95.9% Elapsed: 9 days, 10:02:33 Gen_loss: 0.6628 Dis_loss: 0.7391 Cls_loss: N/A Topk: N/A ada_p: 0.294
[INFO] 2021-10-25 23:25:32 > Step: 958700 Progress: 95.9% Elapsed: 9 days, 10:03:36 Gen_loss: 1.852 Dis_loss: 0.6311 Cls_loss: N/A Topk: N/A ada_p: 0.2922
[INFO] 2021-10-25 23:26:34 > Step: 958800 Progress: 95.9% Elapsed: 9 days, 10:04:39 Gen_loss: 1.302 Dis_loss: 0.9477 Cls_loss: N/A Topk: N/A ada_p: 0.2894
[INFO] 2021-10-25 23:27:37 > Step: 958900 Progress: 95.9% Elapsed: 9 days, 10:05:42 Gen_loss: 0.8851 Dis_loss: 0.8196 Cls_loss: N/A Topk: N/A ada_p: 0.2924
[INFO] 2021-10-25 23:28:39 > Step: 959000 Progress: 95.9% Elapsed: 9 days, 10:06:44 Gen_loss: 1.102 Dis_loss: 0.9832 Cls_loss: N/A Topk: N/A ada_p: 0.2921
[INFO] 2021-10-25 23:29:53 > Step: 959100 Progress: 95.9% Elapsed: 9 days, 10:07:58 Gen_loss: 1.765 Dis_loss: 1.116 Cls_loss: N/A Topk: N/A ada_p: 0.2962
[INFO] 2021-10-25 23:30:56 > Step: 959200 Progress: 95.9% Elapsed: 9 days, 10:09:00 Gen_loss: 2.125 Dis_loss: 0.8491 Cls_loss: N/A Topk: N/A ada_p: 0.298
[INFO] 2021-10-25 23:31:59 > Step: 959300 Progress: 95.9% Elapsed: 9 days, 10:10:03 Gen_loss: 1.021 Dis_loss: 0.834 Cls_loss: N/A Topk: N/A ada_p: 0.2976
[INFO] 2021-10-25 23:33:01 > Step: 959400 Progress: 95.9% Elapsed: 9 days, 10:11:06 Gen_loss: 1.695 Dis_loss: 0.9892 Cls_loss: N/A Topk: N/A ada_p: 0.2956
[INFO] 2021-10-25 23:34:05 > Step: 959500 Progress: 96.0% Elapsed: 9 days, 10:12:09 Gen_loss: 1.139 Dis_loss: 0.9839 Cls_loss: N/A Topk: N/A ada_p: 0.294
[INFO] 2021-10-25 23:35:08 > Step: 959600 Progress: 96.0% Elapsed: 9 days, 10:13:13 Gen_loss: 1.375 Dis_loss: 0.6599 Cls_loss: N/A Topk: N/A ada_p: 0.2953
[INFO] 2021-10-25 23:36:11 > Step: 959700 Progress: 96.0% Elapsed: 9 days, 10:14:15 Gen_loss: 1.427 Dis_loss: 0.7231 Cls_loss: N/A Topk: N/A ada_p: 0.2965
[INFO] 2021-10-25 23:37:13 > Step: 959800 Progress: 96.0% Elapsed: 9 days, 10:15:18 Gen_loss: 1.015 Dis_loss: 1.11 Cls_loss: N/A Topk: N/A ada_p: 0.2947
[INFO] 2021-10-25 23:38:26 > Step: 959900 Progress: 96.0% Elapsed: 9 days, 10:16:31 Gen_loss: 0.8967 Dis_loss: 1.076 Cls_loss: N/A Topk: N/A ada_p: 0.2941
[INFO] 2021-10-25 23:39:29 > Step: 960000 Progress: 96.0% Elapsed: 9 days, 10:17:33 Gen_loss: 0.6923 Dis_loss: 0.9147 Cls_loss: N/A Topk: N/A ada_p: 0.2962
[INFO] 2021-10-25 23:39:29 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 23:39:29 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_960000.png
[INFO] 2021-10-25 23:39:29 > Start Evaluation (960000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-25 23:39:29 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-25 23:44:59 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-25 23:50:35 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-26 00:18:08 > Inception score (Step: 960000, 50000 generated images): 10.49798583984375
[INFO] 2021-10-26 00:18:08 > FID score (Step: 960000, Using train moments): 2.3523862007975254
[INFO] 2021-10-26 00:18:08 > Improved Precision (Step: 960000, Using train images): 0.7465
[INFO] 2021-10-26 00:18:08 > Improved Recall (Step: 960000, Using train images): 0.69024
[INFO] 2021-10-26 00:18:08 > Density (Step: 960000, Using train images): 1.053924
[INFO] 2021-10-26 00:18:08 > Coverage (Step: 960000, Using train images): 0.93032
[INFO] 2021-10-26 00:18:08 > Best FID score (Step: 960000, Using train moments): 2.3523862007975254
[INFO] 2021-10-26 00:18:29 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-26 00:20:56 > Step: 960100 Progress: 96.0% Elapsed: 9 days, 10:59:01 Gen_loss: 0.8757 Dis_loss: 0.967 Cls_loss: N/A Topk: N/A ada_p: 0.2925
[INFO] 2021-10-26 00:21:58 > Step: 960200 Progress: 96.0% Elapsed: 9 days, 11:00:03 Gen_loss: 1.065 Dis_loss: 0.9645 Cls_loss: N/A Topk: N/A ada_p: 0.294
[INFO] 2021-10-26 00:23:00 > Step: 960300 Progress: 96.0% Elapsed: 9 days, 11:01:04 Gen_loss: 1.018 Dis_loss: 1.358 Cls_loss: N/A Topk: N/A ada_p: 0.2948
[INFO] 2021-10-26 00:24:02 > Step: 960400 Progress: 96.0% Elapsed: 9 days, 11:02:06 Gen_loss: 1.195 Dis_loss: 0.9247 Cls_loss: N/A Topk: N/A ada_p: 0.2912
[INFO] 2021-10-26 00:25:04 > Step: 960500 Progress: 96.0% Elapsed: 9 days, 11:03:09 Gen_loss: 1.553 Dis_loss: 1.026 Cls_loss: N/A Topk: N/A ada_p: 0.2916
[INFO] 2021-10-26 00:26:06 > Step: 960600 Progress: 96.1% Elapsed: 9 days, 11:04:11 Gen_loss: 0.7152 Dis_loss: 0.9124 Cls_loss: N/A Topk: N/A ada_p: 0.2931
[INFO] 2021-10-26 00:27:26 > Step: 960700 Progress: 96.1% Elapsed: 9 days, 11:05:30 Gen_loss: 1.752 Dis_loss: 1.138 Cls_loss: N/A Topk: N/A ada_p: 0.2913
[INFO] 2021-10-26 00:28:28 > Step: 960800 Progress: 96.1% Elapsed: 9 days, 11:06:33 Gen_loss: 1.551 Dis_loss: 0.6459 Cls_loss: N/A Topk: N/A ada_p: 0.2911
[INFO] 2021-10-26 00:29:30 > Step: 960900 Progress: 96.1% Elapsed: 9 days, 11:07:35 Gen_loss: 0.9095 Dis_loss: 0.8002 Cls_loss: N/A Topk: N/A ada_p: 0.2961
[INFO] 2021-10-26 00:30:33 > Step: 961000 Progress: 96.1% Elapsed: 9 days, 11:08:37 Gen_loss: 2.081 Dis_loss: 0.7727 Cls_loss: N/A Topk: N/A ada_p: 0.2958
[INFO] 2021-10-26 00:31:35 > Step: 961100 Progress: 96.1% Elapsed: 9 days, 11:09:40 Gen_loss: 1.331 Dis_loss: 0.9595 Cls_loss: N/A Topk: N/A ada_p: 0.2956
[INFO] 2021-10-26 00:32:37 > Step: 961200 Progress: 96.1% Elapsed: 9 days, 11:10:42 Gen_loss: 1.246 Dis_loss: 0.8709 Cls_loss: N/A Topk: N/A ada_p: 0.293
[INFO] 2021-10-26 00:33:39 > Step: 961300 Progress: 96.1% Elapsed: 9 days, 11:11:44 Gen_loss: 1.073 Dis_loss: 1.052 Cls_loss: N/A Topk: N/A ada_p: 0.2949
[INFO] 2021-10-26 00:34:42 > Step: 961400 Progress: 96.1% Elapsed: 9 days, 11:12:47 Gen_loss: 1.143 Dis_loss: 0.9502 Cls_loss: N/A Topk: N/A ada_p: 0.2967
[INFO] 2021-10-26 00:35:54 > Step: 961500 Progress: 96.2% Elapsed: 9 days, 11:13:59 Gen_loss: 2.068 Dis_loss: 1.113 Cls_loss: N/A Topk: N/A ada_p: 0.2939
[INFO] 2021-10-26 00:36:57 > Step: 961600 Progress: 96.2% Elapsed: 9 days, 11:15:01 Gen_loss: 0.9627 Dis_loss: 1.062 Cls_loss: N/A Topk: N/A ada_p: 0.2949
[INFO] 2021-10-26 00:37:59 > Step: 961700 Progress: 96.2% Elapsed: 9 days, 11:16:04 Gen_loss: 1.615 Dis_loss: 1.056 Cls_loss: N/A Topk: N/A ada_p: 0.2938
[INFO] 2021-10-26 00:39:03 > Step: 961800 Progress: 96.2% Elapsed: 9 days, 11:17:08 Gen_loss: 1.195 Dis_loss: 0.7568 Cls_loss: N/A Topk: N/A ada_p: 0.2922
[INFO] 2021-10-26 00:40:05 > Step: 961900 Progress: 96.2% Elapsed: 9 days, 11:18:10 Gen_loss: 1.188 Dis_loss: 0.8913 Cls_loss: N/A Topk: N/A ada_p: 0.2884
[INFO] 2021-10-26 00:41:07 > Step: 962000 Progress: 96.2% Elapsed: 9 days, 11:19:12 Gen_loss: 1.088 Dis_loss: 0.6997 Cls_loss: N/A Topk: N/A ada_p: 0.2915
[INFO] 2021-10-26 00:42:10 > Step: 962100 Progress: 96.2% Elapsed: 9 days, 11:20:14 Gen_loss: 0.6119 Dis_loss: 0.9136 Cls_loss: N/A Topk: N/A ada_p: 0.2924
[INFO] 2021-10-26 00:43:23 > Step: 962200 Progress: 96.2% Elapsed: 9 days, 11:21:28 Gen_loss: 1.228 Dis_loss: 0.8204 Cls_loss: N/A Topk: N/A ada_p: 0.2898
[INFO] 2021-10-26 00:44:25 > Step: 962300 Progress: 96.2% Elapsed: 9 days, 11:22:29 Gen_loss: 0.7361 Dis_loss: 1.026 Cls_loss: N/A Topk: N/A ada_p: 0.2893
[INFO] 2021-10-26 00:45:27 > Step: 962400 Progress: 96.2% Elapsed: 9 days, 11:23:32 Gen_loss: 1.614 Dis_loss: 0.5886 Cls_loss: N/A Topk: N/A ada_p: 0.2903
[INFO] 2021-10-26 00:46:30 > Step: 962500 Progress: 96.2% Elapsed: 9 days, 11:24:34 Gen_loss: 1.218 Dis_loss: 1.171 Cls_loss: N/A Topk: N/A ada_p: 0.2925
[INFO] 2021-10-26 00:47:32 > Step: 962600 Progress: 96.3% Elapsed: 9 days, 11:25:37 Gen_loss: 0.9677 Dis_loss: 0.7867 Cls_loss: N/A Topk: N/A ada_p: 0.292
[INFO] 2021-10-26 00:48:34 > Step: 962700 Progress: 96.3% Elapsed: 9 days, 11:26:39 Gen_loss: 1.166 Dis_loss: 0.7985 Cls_loss: N/A Topk: N/A ada_p: 0.2897
[INFO] 2021-10-26 00:49:36 > Step: 962800 Progress: 96.3% Elapsed: 9 days, 11:27:41 Gen_loss: 1.08 Dis_loss: 0.914 Cls_loss: N/A Topk: N/A ada_p: 0.2899
[INFO] 2021-10-26 00:50:39 > Step: 962900 Progress: 96.3% Elapsed: 9 days, 11:28:43 Gen_loss: 0.982 Dis_loss: 0.7913 Cls_loss: N/A Topk: N/A ada_p: 0.2916
[INFO] 2021-10-26 00:51:52 > Step: 963000 Progress: 96.3% Elapsed: 9 days, 11:29:56 Gen_loss: 1.922 Dis_loss: 0.9063 Cls_loss: N/A Topk: N/A ada_p: 0.2911
[INFO] 2021-10-26 00:52:54 > Step: 963100 Progress: 96.3% Elapsed: 9 days, 11:30:58 Gen_loss: 1.548 Dis_loss: 1.093 Cls_loss: N/A Topk: N/A ada_p: 0.289
[INFO] 2021-10-26 00:53:56 > Step: 963200 Progress: 96.3% Elapsed: 9 days, 11:32:01 Gen_loss: 1.261 Dis_loss: 1.015 Cls_loss: N/A Topk: N/A ada_p: 0.2888
[INFO] 2021-10-26 00:54:59 > Step: 963300 Progress: 96.3% Elapsed: 9 days, 11:33:03 Gen_loss: 1.064 Dis_loss: 0.4915 Cls_loss: N/A Topk: N/A ada_p: 0.2894
[INFO] 2021-10-26 00:56:01 > Step: 963400 Progress: 96.3% Elapsed: 9 days, 11:34:05 Gen_loss: 1.69 Dis_loss: 0.4562 Cls_loss: N/A Topk: N/A ada_p: 0.2879
[INFO] 2021-10-26 00:57:03 > Step: 963500 Progress: 96.4% Elapsed: 9 days, 11:35:08 Gen_loss: 1.186 Dis_loss: 0.6905 Cls_loss: N/A Topk: N/A ada_p: 0.2874
[INFO] 2021-10-26 00:58:05 > Step: 963600 Progress: 96.4% Elapsed: 9 days, 11:36:10 Gen_loss: 0.9557 Dis_loss: 0.7809 Cls_loss: N/A Topk: N/A ada_p: 0.2915
[INFO] 2021-10-26 00:59:08 > Step: 963700 Progress: 96.4% Elapsed: 9 days, 11:37:12 Gen_loss: 1.57 Dis_loss: 0.4845 Cls_loss: N/A Topk: N/A ada_p: 0.2888
[INFO] 2021-10-26 01:00:20 > Step: 963800 Progress: 96.4% Elapsed: 9 days, 11:38:25 Gen_loss: 1.19 Dis_loss: 0.8554 Cls_loss: N/A Topk: N/A ada_p: 0.287
[INFO] 2021-10-26 01:01:23 > Step: 963900 Progress: 96.4% Elapsed: 9 days, 11:39:27 Gen_loss: 1.606 Dis_loss: 1.12 Cls_loss: N/A Topk: N/A ada_p: 0.2903
[INFO] 2021-10-26 01:02:25 > Step: 964000 Progress: 96.4% Elapsed: 9 days, 11:40:30 Gen_loss: 1.209 Dis_loss: 0.7414 Cls_loss: N/A Topk: N/A ada_p: 0.2898
[INFO] 2021-10-26 01:03:28 > Step: 964100 Progress: 96.4% Elapsed: 9 days, 11:41:33 Gen_loss: 1.405 Dis_loss: 0.8347 Cls_loss: N/A Topk: N/A ada_p: 0.2904
[INFO] 2021-10-26 01:04:30 > Step: 964200 Progress: 96.4% Elapsed: 9 days, 11:42:35 Gen_loss: 1.874 Dis_loss: 0.8356 Cls_loss: N/A Topk: N/A ada_p: 0.2892
[INFO] 2021-10-26 01:05:33 > Step: 964300 Progress: 96.4% Elapsed: 9 days, 11:43:38 Gen_loss: 1.569 Dis_loss: 0.8365 Cls_loss: N/A Topk: N/A ada_p: 0.2904
[INFO] 2021-10-26 01:06:35 > Step: 964400 Progress: 96.4% Elapsed: 9 days, 11:44:40 Gen_loss: 1.236 Dis_loss: 0.6688 Cls_loss: N/A Topk: N/A ada_p: 0.2935
[INFO] 2021-10-26 01:07:38 > Step: 964500 Progress: 96.5% Elapsed: 9 days, 11:45:43 Gen_loss: 1.488 Dis_loss: 0.7601 Cls_loss: N/A Topk: N/A ada_p: 0.2931
[INFO] 2021-10-26 01:08:51 > Step: 964600 Progress: 96.5% Elapsed: 9 days, 11:46:56 Gen_loss: 1.85 Dis_loss: 0.8158 Cls_loss: N/A Topk: N/A ada_p: 0.2918
[INFO] 2021-10-26 01:09:54 > Step: 964700 Progress: 96.5% Elapsed: 9 days, 11:47:58 Gen_loss: 1.603 Dis_loss: 0.9563 Cls_loss: N/A Topk: N/A ada_p: 0.2883
[INFO] 2021-10-26 01:10:57 > Step: 964800 Progress: 96.5% Elapsed: 9 days, 11:49:01 Gen_loss: 1.227 Dis_loss: 0.5908 Cls_loss: N/A Topk: N/A ada_p: 0.2918
[INFO] 2021-10-26 01:11:59 > Step: 964900 Progress: 96.5% Elapsed: 9 days, 11:50:04 Gen_loss: 0.837 Dis_loss: 0.871 Cls_loss: N/A Topk: N/A ada_p: 0.295
[INFO] 2021-10-26 01:13:02 > Step: 965000 Progress: 96.5% Elapsed: 9 days, 11:51:06 Gen_loss: 1.568 Dis_loss: 0.859 Cls_loss: N/A Topk: N/A ada_p: 0.2933
[INFO] 2021-10-26 01:14:04 > Step: 965100 Progress: 96.5% Elapsed: 9 days, 11:52:09 Gen_loss: 2.782 Dis_loss: 1.44 Cls_loss: N/A Topk: N/A ada_p: 0.2938
[INFO] 2021-10-26 01:15:06 > Step: 965200 Progress: 96.5% Elapsed: 9 days, 11:53:11 Gen_loss: 1.865 Dis_loss: 0.7504 Cls_loss: N/A Topk: N/A ada_p: 0.2956
[INFO] 2021-10-26 01:16:09 > Step: 965300 Progress: 96.5% Elapsed: 9 days, 11:54:14 Gen_loss: 1.714 Dis_loss: 1.36 Cls_loss: N/A Topk: N/A ada_p: 0.2918
[INFO] 2021-10-26 01:17:22 > Step: 965400 Progress: 96.5% Elapsed: 9 days, 11:55:27 Gen_loss: 0.9481 Dis_loss: 1.122 Cls_loss: N/A Topk: N/A ada_p: 0.2921
[INFO] 2021-10-26 01:18:25 > Step: 965500 Progress: 96.5% Elapsed: 9 days, 11:56:30 Gen_loss: 2.015 Dis_loss: 0.7128 Cls_loss: N/A Topk: N/A ada_p: 0.2926
[INFO] 2021-10-26 01:19:27 > Step: 965600 Progress: 96.6% Elapsed: 9 days, 11:57:32 Gen_loss: 1.425 Dis_loss: 1.608 Cls_loss: N/A Topk: N/A ada_p: 0.2898
[INFO] 2021-10-26 01:20:30 > Step: 965700 Progress: 96.6% Elapsed: 9 days, 11:58:35 Gen_loss: 0.9951 Dis_loss: 0.8569 Cls_loss: N/A Topk: N/A ada_p: 0.2902
[INFO] 2021-10-26 01:21:32 > Step: 965800 Progress: 96.6% Elapsed: 9 days, 11:59:37 Gen_loss: 0.838 Dis_loss: 0.8035 Cls_loss: N/A Topk: N/A ada_p: 0.2889
[INFO] 2021-10-26 01:22:35 > Step: 965900 Progress: 96.6% Elapsed: 9 days, 12:00:40 Gen_loss: 1.132 Dis_loss: 0.9451 Cls_loss: N/A Topk: N/A ada_p: 0.2902
[INFO] 2021-10-26 01:23:38 > Step: 966000 Progress: 96.6% Elapsed: 9 days, 12:01:42 Gen_loss: 0.9523 Dis_loss: 0.9408 Cls_loss: N/A Topk: N/A ada_p: 0.2904
[INFO] 2021-10-26 01:24:51 > Step: 966100 Progress: 96.6% Elapsed: 9 days, 12:02:56 Gen_loss: 1.263 Dis_loss: 0.7322 Cls_loss: N/A Topk: N/A ada_p: 0.2908
[INFO] 2021-10-26 01:25:53 > Step: 966200 Progress: 96.6% Elapsed: 9 days, 12:03:57 Gen_loss: 1.323 Dis_loss: 0.7878 Cls_loss: N/A Topk: N/A ada_p: 0.288
[INFO] 2021-10-26 01:26:55 > Step: 966300 Progress: 96.6% Elapsed: 9 days, 12:05:00 Gen_loss: 0.6817 Dis_loss: 0.7443 Cls_loss: N/A Topk: N/A ada_p: 0.2872
[INFO] 2021-10-26 01:27:57 > Step: 966400 Progress: 96.6% Elapsed: 9 days, 12:06:02 Gen_loss: 1.762 Dis_loss: 0.781 Cls_loss: N/A Topk: N/A ada_p: 0.2944
[INFO] 2021-10-26 01:29:00 > Step: 966500 Progress: 96.7% Elapsed: 9 days, 12:07:04 Gen_loss: 1.468 Dis_loss: 0.7248 Cls_loss: N/A Topk: N/A ada_p: 0.295
[INFO] 2021-10-26 01:30:02 > Step: 966600 Progress: 96.7% Elapsed: 9 days, 12:08:07 Gen_loss: 0.9078 Dis_loss: 1.127 Cls_loss: N/A Topk: N/A ada_p: 0.2958
[INFO] 2021-10-26 01:31:04 > Step: 966700 Progress: 96.7% Elapsed: 9 days, 12:09:09 Gen_loss: 1.289 Dis_loss: 0.487 Cls_loss: N/A Topk: N/A ada_p: 0.295
[INFO] 2021-10-26 01:32:06 > Step: 966800 Progress: 96.7% Elapsed: 9 days, 12:10:11 Gen_loss: 0.9269 Dis_loss: 0.8171 Cls_loss: N/A Topk: N/A ada_p: 0.2922
[INFO] 2021-10-26 01:33:19 > Step: 966900 Progress: 96.7% Elapsed: 9 days, 12:11:24 Gen_loss: 0.6828 Dis_loss: 1.057 Cls_loss: N/A Topk: N/A ada_p: 0.2931
[INFO] 2021-10-26 01:34:21 > Step: 967000 Progress: 96.7% Elapsed: 9 days, 12:12:26 Gen_loss: 1.309 Dis_loss: 1.075 Cls_loss: N/A Topk: N/A ada_p: 0.2975
[INFO] 2021-10-26 01:35:24 > Step: 967100 Progress: 96.7% Elapsed: 9 days, 12:13:28 Gen_loss: 1.55 Dis_loss: 0.9176 Cls_loss: N/A Topk: N/A ada_p: 0.2967
[INFO] 2021-10-26 01:36:26 > Step: 967200 Progress: 96.7% Elapsed: 9 days, 12:14:31 Gen_loss: 0.6845 Dis_loss: 0.8349 Cls_loss: N/A Topk: N/A ada_p: 0.2995
[INFO] 2021-10-26 01:37:29 > Step: 967300 Progress: 96.7% Elapsed: 9 days, 12:15:33 Gen_loss: 1.327 Dis_loss: 1.152 Cls_loss: N/A Topk: N/A ada_p: 0.2979
[INFO] 2021-10-26 01:38:31 > Step: 967400 Progress: 96.7% Elapsed: 9 days, 12:16:35 Gen_loss: 1.233 Dis_loss: 0.9028 Cls_loss: N/A Topk: N/A ada_p: 0.2968
[INFO] 2021-10-26 01:39:33 > Step: 967500 Progress: 96.8% Elapsed: 9 days, 12:17:38 Gen_loss: 1.461 Dis_loss: 0.8815 Cls_loss: N/A Topk: N/A ada_p: 0.2963
[INFO] 2021-10-26 01:40:35 > Step: 967600 Progress: 96.8% Elapsed: 9 days, 12:18:40 Gen_loss: 2.495 Dis_loss: 1.19 Cls_loss: N/A Topk: N/A ada_p: 0.2994
[INFO] 2021-10-26 01:41:48 > Step: 967700 Progress: 96.8% Elapsed: 9 days, 12:19:53 Gen_loss: 1.564 Dis_loss: 1.589 Cls_loss: N/A Topk: N/A ada_p: 0.2977
[INFO] 2021-10-26 01:42:50 > Step: 967800 Progress: 96.8% Elapsed: 9 days, 12:20:55 Gen_loss: 0.9846 Dis_loss: 0.8493 Cls_loss: N/A Topk: N/A ada_p: 0.2993
[INFO] 2021-10-26 01:43:53 > Step: 967900 Progress: 96.8% Elapsed: 9 days, 12:21:57 Gen_loss: 1.367 Dis_loss: 0.8051 Cls_loss: N/A Topk: N/A ada_p: 0.299
[INFO] 2021-10-26 01:44:55 > Step: 968000 Progress: 96.8% Elapsed: 9 days, 12:23:00 Gen_loss: 1.55 Dis_loss: 1.001 Cls_loss: N/A Topk: N/A ada_p: 0.3023
[INFO] 2021-10-26 01:45:58 > Step: 968100 Progress: 96.8% Elapsed: 9 days, 12:24:02 Gen_loss: 0.8742 Dis_loss: 0.8524 Cls_loss: N/A Topk: N/A ada_p: 0.2971
[INFO] 2021-10-26 01:47:00 > Step: 968200 Progress: 96.8% Elapsed: 9 days, 12:25:05 Gen_loss: 1.655 Dis_loss: 0.9027 Cls_loss: N/A Topk: N/A ada_p: 0.2938
[INFO] 2021-10-26 01:48:02 > Step: 968300 Progress: 96.8% Elapsed: 9 days, 12:26:07 Gen_loss: 1.401 Dis_loss: 0.8008 Cls_loss: N/A Topk: N/A ada_p: 0.2945
[INFO] 2021-10-26 01:49:05 > Step: 968400 Progress: 96.8% Elapsed: 9 days, 12:27:10 Gen_loss: 0.8432 Dis_loss: 0.9367 Cls_loss: N/A Topk: N/A ada_p: 0.2938
[INFO] 2021-10-26 01:50:18 > Step: 968500 Progress: 96.9% Elapsed: 9 days, 12:28:23 Gen_loss: 1.615 Dis_loss: 0.8263 Cls_loss: N/A Topk: N/A ada_p: 0.2952
[INFO] 2021-10-26 01:51:20 > Step: 968600 Progress: 96.9% Elapsed: 9 days, 12:29:25 Gen_loss: 1.047 Dis_loss: 0.8595 Cls_loss: N/A Topk: N/A ada_p: 0.2952
[INFO] 2021-10-26 01:52:23 > Step: 968700 Progress: 96.9% Elapsed: 9 days, 12:30:28 Gen_loss: 2.73 Dis_loss: 1.32 Cls_loss: N/A Topk: N/A ada_p: 0.2975
[INFO] 2021-10-26 01:53:26 > Step: 968800 Progress: 96.9% Elapsed: 9 days, 12:31:30 Gen_loss: 0.9165 Dis_loss: 0.8951 Cls_loss: N/A Topk: N/A ada_p: 0.2985
[INFO] 2021-10-26 01:54:29 > Step: 968900 Progress: 96.9% Elapsed: 9 days, 12:32:34 Gen_loss: 0.8681 Dis_loss: 0.8732 Cls_loss: N/A Topk: N/A ada_p: 0.3002
[INFO] 2021-10-26 01:55:32 > Step: 969000 Progress: 96.9% Elapsed: 9 days, 12:33:37 Gen_loss: 1.482 Dis_loss: 0.8986 Cls_loss: N/A Topk: N/A ada_p: 0.2997
[INFO] 2021-10-26 01:56:35 > Step: 969100 Progress: 96.9% Elapsed: 9 days, 12:34:39 Gen_loss: 0.9716 Dis_loss: 0.8368 Cls_loss: N/A Topk: N/A ada_p: 0.2991
[INFO] 2021-10-26 01:57:37 > Step: 969200 Progress: 96.9% Elapsed: 9 days, 12:35:42 Gen_loss: 1.19 Dis_loss: 0.8494 Cls_loss: N/A Topk: N/A ada_p: 0.2986
[INFO] 2021-10-26 01:58:52 > Step: 969300 Progress: 96.9% Elapsed: 9 days, 12:36:57 Gen_loss: 1.006 Dis_loss: 0.8557 Cls_loss: N/A Topk: N/A ada_p: 0.2993
[INFO] 2021-10-26 01:59:55 > Step: 969400 Progress: 96.9% Elapsed: 9 days, 12:38:00 Gen_loss: 1.287 Dis_loss: 0.9638 Cls_loss: N/A Topk: N/A ada_p: 0.2967
[INFO] 2021-10-26 02:00:58 > Step: 969500 Progress: 97.0% Elapsed: 9 days, 12:39:02 Gen_loss: 1.044 Dis_loss: 0.7941 Cls_loss: N/A Topk: N/A ada_p: 0.2926
[INFO] 2021-10-26 02:02:00 > Step: 969600 Progress: 97.0% Elapsed: 9 days, 12:40:05 Gen_loss: 0.9383 Dis_loss: 1.041 Cls_loss: N/A Topk: N/A ada_p: 0.2921
[INFO] 2021-10-26 02:03:03 > Step: 969700 Progress: 97.0% Elapsed: 9 days, 12:41:08 Gen_loss: 0.8745 Dis_loss: 0.8266 Cls_loss: N/A Topk: N/A ada_p: 0.2917
[INFO] 2021-10-26 02:04:05 > Step: 969800 Progress: 97.0% Elapsed: 9 days, 12:42:10 Gen_loss: 1.496 Dis_loss: 0.8026 Cls_loss: N/A Topk: N/A ada_p: 0.2902
[INFO] 2021-10-26 02:05:07 > Step: 969900 Progress: 97.0% Elapsed: 9 days, 12:43:12 Gen_loss: 0.7379 Dis_loss: 0.7658 Cls_loss: N/A Topk: N/A ada_p: 0.2935
[INFO] 2021-10-26 02:06:10 > Step: 970000 Progress: 97.0% Elapsed: 9 days, 12:44:14 Gen_loss: 0.728 Dis_loss: 0.8776 Cls_loss: N/A Topk: N/A ada_p: 0.295
[INFO] 2021-10-26 02:06:10 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-26 02:06:10 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_970000.png
[INFO] 2021-10-26 02:06:10 > Start Evaluation (970000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-26 02:06:10 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-26 02:11:40 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-26 02:17:18 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-26 02:44:56 > Inception score (Step: 970000, 50000 generated images): 10.477005004882812
[INFO] 2021-10-26 02:44:56 > FID score (Step: 970000, Using train moments): 2.3159179001620487
[INFO] 2021-10-26 02:44:56 > Improved Precision (Step: 970000, Using train images): 0.74522
[INFO] 2021-10-26 02:44:56 > Improved Recall (Step: 970000, Using train images): 0.68764
[INFO] 2021-10-26 02:44:56 > Density (Step: 970000, Using train images): 1.048616
[INFO] 2021-10-26 02:44:56 > Coverage (Step: 970000, Using train images): 0.92904
[INFO] 2021-10-26 02:44:56 > Best FID score (Step: 970000, Using train moments): 2.3159179001620487
[INFO] 2021-10-26 02:45:22 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-26 02:47:34 > Step: 970100 Progress: 97.0% Elapsed: 9 days, 13:25:39 Gen_loss: 1.276 Dis_loss: 0.86 Cls_loss: N/A Topk: N/A ada_p: 0.2929
[INFO] 2021-10-26 02:48:36 > Step: 970200 Progress: 97.0% Elapsed: 9 days, 13:26:41 Gen_loss: 1.138 Dis_loss: 0.8732 Cls_loss: N/A Topk: N/A ada_p: 0.289
[INFO] 2021-10-26 02:49:40 > Step: 970300 Progress: 97.0% Elapsed: 9 days, 13:27:44 Gen_loss: 0.9161 Dis_loss: 1.084 Cls_loss: N/A Topk: N/A ada_p: 0.2883
[INFO] 2021-10-26 02:50:42 > Step: 970400 Progress: 97.0% Elapsed: 9 days, 13:28:46 Gen_loss: 1.34 Dis_loss: 0.7753 Cls_loss: N/A Topk: N/A ada_p: 0.2926
[INFO] 2021-10-26 02:51:44 > Step: 970500 Progress: 97.0% Elapsed: 9 days, 13:29:49 Gen_loss: 1.916 Dis_loss: 1.257 Cls_loss: N/A Topk: N/A ada_p: 0.2933
[INFO] 2021-10-26 02:52:47 > Step: 970600 Progress: 97.1% Elapsed: 9 days, 13:30:51 Gen_loss: 0.9163 Dis_loss: 0.9215 Cls_loss: N/A Topk: N/A ada_p: 0.2963
[INFO] 2021-10-26 02:53:49 > Step: 970700 Progress: 97.1% Elapsed: 9 days, 13:31:53 Gen_loss: 0.9356 Dis_loss: 1.109 Cls_loss: N/A Topk: N/A ada_p: 0.2973
[INFO] 2021-10-26 02:55:02 > Step: 970800 Progress: 97.1% Elapsed: 9 days, 13:33:06 Gen_loss: 1.277 Dis_loss: 0.7283 Cls_loss: N/A Topk: N/A ada_p: 0.2953
[INFO] 2021-10-26 02:56:04 > Step: 970900 Progress: 97.1% Elapsed: 9 days, 13:34:08 Gen_loss: 1.066 Dis_loss: 0.6594 Cls_loss: N/A Topk: N/A ada_p: 0.2959
[INFO] 2021-10-26 02:57:06 > Step: 971000 Progress: 97.1% Elapsed: 9 days, 13:35:11 Gen_loss: 1.557 Dis_loss: 1.426 Cls_loss: N/A Topk: N/A ada_p: 0.297
[INFO] 2021-10-26 02:58:09 > Step: 971100 Progress: 97.1% Elapsed: 9 days, 13:36:14 Gen_loss: 1.309 Dis_loss: 0.7819 Cls_loss: N/A Topk: N/A ada_p: 0.2957
[INFO] 2021-10-26 02:59:12 > Step: 971200 Progress: 97.1% Elapsed: 9 days, 13:37:16 Gen_loss: 0.933 Dis_loss: 1.05 Cls_loss: N/A Topk: N/A ada_p: 0.2967
[INFO] 2021-10-26 03:00:15 > Step: 971300 Progress: 97.1% Elapsed: 9 days, 13:38:19 Gen_loss: 1.402 Dis_loss: 0.6419 Cls_loss: N/A Topk: N/A ada_p: 0.2984
[INFO] 2021-10-26 03:01:18 > Step: 971400 Progress: 97.1% Elapsed: 9 days, 13:39:22 Gen_loss: 1.681 Dis_loss: 1.34 Cls_loss: N/A Topk: N/A ada_p: 0.3002
[INFO] 2021-10-26 03:02:21 > Step: 971500 Progress: 97.2% Elapsed: 9 days, 13:40:25 Gen_loss: 1.489 Dis_loss: 0.958 Cls_loss: N/A Topk: N/A ada_p: 0.2984
[INFO] 2021-10-26 03:03:34 > Step: 971600 Progress: 97.2% Elapsed: 9 days, 13:41:39 Gen_loss: 0.9565 Dis_loss: 1.316 Cls_loss: N/A Topk: N/A ada_p: 0.2948
[INFO] 2021-10-26 03:04:37 > Step: 971700 Progress: 97.2% Elapsed: 9 days, 13:42:42 Gen_loss: 0.9734 Dis_loss: 0.9143 Cls_loss: N/A Topk: N/A ada_p: 0.2931
[INFO] 2021-10-26 03:05:40 > Step: 971800 Progress: 97.2% Elapsed: 9 days, 13:43:44 Gen_loss: 0.986 Dis_loss: 0.8449 Cls_loss: N/A Topk: N/A ada_p: 0.2916
[INFO] 2021-10-26 03:06:42 > Step: 971900 Progress: 97.2% Elapsed: 9 days, 13:44:47 Gen_loss: 1.109 Dis_loss: 0.9505 Cls_loss: N/A Topk: N/A ada_p: 0.2901
[INFO] 2021-10-26 03:07:45 > Step: 972000 Progress: 97.2% Elapsed: 9 days, 13:45:49 Gen_loss: 1.101 Dis_loss: 1.068 Cls_loss: N/A Topk: N/A ada_p: 0.2931
[INFO] 2021-10-26 03:08:47 > Step: 972100 Progress: 97.2% Elapsed: 9 days, 13:46:52 Gen_loss: 1.556 Dis_loss: 1.328 Cls_loss: N/A Topk: N/A ada_p: 0.2917
[INFO] 2021-10-26 03:09:50 > Step: 972200 Progress: 97.2% Elapsed: 9 days, 13:47:54 Gen_loss: 1.163 Dis_loss: 0.8601 Cls_loss: N/A Topk: N/A ada_p: 0.294
[INFO] 2021-10-26 03:10:52 > Step: 972300 Progress: 97.2% Elapsed: 9 days, 13:48:56 Gen_loss: 0.672 Dis_loss: 0.9153 Cls_loss: N/A Topk: N/A ada_p: 0.2935
[INFO] 2021-10-26 03:12:04 > Step: 972400 Progress: 97.2% Elapsed: 9 days, 13:50:09 Gen_loss: 1.419 Dis_loss: 0.7587 Cls_loss: N/A Topk: N/A ada_p: 0.293
[INFO] 2021-10-26 03:13:08 > Step: 972500 Progress: 97.2% Elapsed: 9 days, 13:51:12 Gen_loss: 0.8671 Dis_loss: 1.063 Cls_loss: N/A Topk: N/A ada_p: 0.2957
[INFO] 2021-10-26 03:14:10 > Step: 972600 Progress: 97.3% Elapsed: 9 days, 13:52:15 Gen_loss: 1.895 Dis_loss: 1.039 Cls_loss: N/A Topk: N/A ada_p: 0.2936
[INFO] 2021-10-26 03:15:13 > Step: 972700 Progress: 97.3% Elapsed: 9 days, 13:53:17 Gen_loss: 0.7059 Dis_loss: 0.6604 Cls_loss: N/A Topk: N/A ada_p: 0.297
[INFO] 2021-10-26 03:16:15 > Step: 972800 Progress: 97.3% Elapsed: 9 days, 13:54:20 Gen_loss: 1.531 Dis_loss: 0.7148 Cls_loss: N/A Topk: N/A ada_p: 0.2957
[INFO] 2021-10-26 03:17:18 > Step: 972900 Progress: 97.3% Elapsed: 9 days, 13:55:23 Gen_loss: 1.212 Dis_loss: 0.8603 Cls_loss: N/A Topk: N/A ada_p: 0.294
[INFO] 2021-10-26 03:18:21 > Step: 973000 Progress: 97.3% Elapsed: 9 days, 13:56:25 Gen_loss: 1.343 Dis_loss: 0.8576 Cls_loss: N/A Topk: N/A ada_p: 0.2935
[INFO] 2021-10-26 03:19:23 > Step: 973100 Progress: 97.3% Elapsed: 9 days, 13:57:27 Gen_loss: 0.6284 Dis_loss: 1.213 Cls_loss: N/A Topk: N/A ada_p: 0.2989
[INFO] 2021-10-26 03:20:36 > Step: 973200 Progress: 97.3% Elapsed: 9 days, 13:58:40 Gen_loss: 0.6717 Dis_loss: 1.153 Cls_loss: N/A Topk: N/A ada_p: 0.2984
[INFO] 2021-10-26 03:21:39 > Step: 973300 Progress: 97.3% Elapsed: 9 days, 13:59:43 Gen_loss: 0.48 Dis_loss: 1.315 Cls_loss: N/A Topk: N/A ada_p: 0.3044
[INFO] 2021-10-26 03:22:41 > Step: 973400 Progress: 97.3% Elapsed: 9 days, 14:00:46 Gen_loss: 1.031 Dis_loss: 0.6655 Cls_loss: N/A Topk: N/A ada_p: 0.3049
[INFO] 2021-10-26 03:23:43 > Step: 973500 Progress: 97.4% Elapsed: 9 days, 14:01:48 Gen_loss: 1.463 Dis_loss: 1.033 Cls_loss: N/A Topk: N/A ada_p: 0.3008
[INFO] 2021-10-26 03:24:47 > Step: 973600 Progress: 97.4% Elapsed: 9 days, 14:02:52 Gen_loss: 0.8599 Dis_loss: 0.9608 Cls_loss: N/A Topk: N/A ada_p: 0.299
[INFO] 2021-10-26 03:25:51 > Step: 973700 Progress: 97.4% Elapsed: 9 days, 14:03:55 Gen_loss: 1.159 Dis_loss: 1.032 Cls_loss: N/A Topk: N/A ada_p: 0.2989
[INFO] 2021-10-26 03:26:53 > Step: 973800 Progress: 97.4% Elapsed: 9 days, 14:04:57 Gen_loss: 1.51 Dis_loss: 0.8879 Cls_loss: N/A Topk: N/A ada_p: 0.2997
[INFO] 2021-10-26 03:27:55 > Step: 973900 Progress: 97.4% Elapsed: 9 days, 14:06:00 Gen_loss: 1.637 Dis_loss: 0.81 Cls_loss: N/A Topk: N/A ada_p: 0.2963
[INFO] 2021-10-26 03:29:08 > Step: 974000 Progress: 97.4% Elapsed: 9 days, 14:07:12 Gen_loss: 1.297 Dis_loss: 0.7889 Cls_loss: N/A Topk: N/A ada_p: 0.2963
[INFO] 2021-10-26 03:30:10 > Step: 974100 Progress: 97.4% Elapsed: 9 days, 14:08:15 Gen_loss: 1.224 Dis_loss: 0.7488 Cls_loss: N/A Topk: N/A ada_p: 0.2944
[INFO] 2021-10-26 03:31:13 > Step: 974200 Progress: 97.4% Elapsed: 9 days, 14:09:17 Gen_loss: 0.752 Dis_loss: 1.329 Cls_loss: N/A Topk: N/A ada_p: 0.2959
[INFO] 2021-10-26 03:32:15 > Step: 974300 Progress: 97.4% Elapsed: 9 days, 14:10:20 Gen_loss: 1.562 Dis_loss: 1.027 Cls_loss: N/A Topk: N/A ada_p: 0.2967
[INFO] 2021-10-26 03:33:17 > Step: 974400 Progress: 97.4% Elapsed: 9 days, 14:11:22 Gen_loss: 1.175 Dis_loss: 0.8717 Cls_loss: N/A Topk: N/A ada_p: 0.2952
[INFO] 2021-10-26 03:34:20 > Step: 974500 Progress: 97.5% Elapsed: 9 days, 14:12:25 Gen_loss: 1.26 Dis_loss: 1.171 Cls_loss: N/A Topk: N/A ada_p: 0.2956
[INFO] 2021-10-26 03:35:22 > Step: 974600 Progress: 97.5% Elapsed: 9 days, 14:13:27 Gen_loss: 1.345 Dis_loss: 0.7688 Cls_loss: N/A Topk: N/A ada_p: 0.2984
[INFO] 2021-10-26 03:36:35 > Step: 974700 Progress: 97.5% Elapsed: 9 days, 14:14:40 Gen_loss: 1.901 Dis_loss: 0.9735 Cls_loss: N/A Topk: N/A ada_p: 0.3025
[INFO] 2021-10-26 03:37:37 > Step: 974800 Progress: 97.5% Elapsed: 9 days, 14:15:42 Gen_loss: 1.57 Dis_loss: 1.139 Cls_loss: N/A Topk: N/A ada_p: 0.3043
[INFO] 2021-10-26 03:38:40 > Step: 974900 Progress: 97.5% Elapsed: 9 days, 14:16:44 Gen_loss: 1.447 Dis_loss: 0.6798 Cls_loss: N/A Topk: N/A ada_p: 0.3016
[INFO] 2021-10-26 03:39:42 > Step: 975000 Progress: 97.5% Elapsed: 9 days, 14:17:47 Gen_loss: 1.819 Dis_loss: 1.115 Cls_loss: N/A Topk: N/A ada_p: 0.2993
[INFO] 2021-10-26 03:40:45 > Step: 975100 Progress: 97.5% Elapsed: 9 days, 14:18:49 Gen_loss: 1.673 Dis_loss: 0.7741 Cls_loss: N/A Topk: N/A ada_p: 0.3005
[INFO] 2021-10-26 03:41:47 > Step: 975200 Progress: 97.5% Elapsed: 9 days, 14:19:52 Gen_loss: 1.051 Dis_loss: 0.7322 Cls_loss: N/A Topk: N/A ada_p: 0.3029
[INFO] 2021-10-26 03:42:50 > Step: 975300 Progress: 97.5% Elapsed: 9 days, 14:20:54 Gen_loss: 1.818 Dis_loss: 0.8998 Cls_loss: N/A Topk: N/A ada_p: 0.3045
[INFO] 2021-10-26 03:43:52 > Step: 975400 Progress: 97.5% Elapsed: 9 days, 14:21:57 Gen_loss: 1.002 Dis_loss: 1.115 Cls_loss: N/A Topk: N/A ada_p: 0.3017
[INFO] 2021-10-26 03:45:05 > Step: 975500 Progress: 97.5% Elapsed: 9 days, 14:23:09 Gen_loss: 0.9633 Dis_loss: 0.9201 Cls_loss: N/A Topk: N/A ada_p: 0.2981
[INFO] 2021-10-26 03:46:07 > Step: 975600 Progress: 97.6% Elapsed: 9 days, 14:24:12 Gen_loss: 1.016 Dis_loss: 0.8498 Cls_loss: N/A Topk: N/A ada_p: 0.3009
[INFO] 2021-10-26 03:47:10 > Step: 975700 Progress: 97.6% Elapsed: 9 days, 14:25:14 Gen_loss: 1.298 Dis_loss: 0.6502 Cls_loss: N/A Topk: N/A ada_p: 0.2995
[INFO] 2021-10-26 03:48:12 > Step: 975800 Progress: 97.6% Elapsed: 9 days, 14:26:17 Gen_loss: 1.092 Dis_loss: 1.329 Cls_loss: N/A Topk: N/A ada_p: 0.298
[INFO] 2021-10-26 03:49:14 > Step: 975900 Progress: 97.6% Elapsed: 9 days, 14:27:19 Gen_loss: 1.322 Dis_loss: 0.672 Cls_loss: N/A Topk: N/A ada_p: 0.2947
[INFO] 2021-10-26 03:50:17 > Step: 976000 Progress: 97.6% Elapsed: 9 days, 14:28:21 Gen_loss: 0.8242 Dis_loss: 1.063 Cls_loss: N/A Topk: N/A ada_p: 0.2944
[INFO] 2021-10-26 03:51:19 > Step: 976100 Progress: 97.6% Elapsed: 9 days, 14:29:24 Gen_loss: 1.196 Dis_loss: 0.6874 Cls_loss: N/A Topk: N/A ada_p: 0.2933
[INFO] 2021-10-26 03:52:22 > Step: 976200 Progress: 97.6% Elapsed: 9 days, 14:30:26 Gen_loss: 1.048 Dis_loss: 1.047 Cls_loss: N/A Topk: N/A ada_p: 0.2935
[INFO] 2021-10-26 03:53:34 > Step: 976300 Progress: 97.6% Elapsed: 9 days, 14:31:39 Gen_loss: 0.9899 Dis_loss: 0.9568 Cls_loss: N/A Topk: N/A ada_p: 0.2976
[INFO] 2021-10-26 03:54:37 > Step: 976400 Progress: 97.6% Elapsed: 9 days, 14:32:42 Gen_loss: 1.043 Dis_loss: 0.6483 Cls_loss: N/A Topk: N/A ada_p: 0.2971
[INFO] 2021-10-26 03:55:40 > Step: 976500 Progress: 97.7% Elapsed: 9 days, 14:33:44 Gen_loss: 2.176 Dis_loss: 0.6514 Cls_loss: N/A Topk: N/A ada_p: 0.2982
[INFO] 2021-10-26 03:56:42 > Step: 976600 Progress: 97.7% Elapsed: 9 days, 14:34:47 Gen_loss: 0.6083 Dis_loss: 1.076 Cls_loss: N/A Topk: N/A ada_p: 0.2949
[INFO] 2021-10-26 03:57:44 > Step: 976700 Progress: 97.7% Elapsed: 9 days, 14:35:49 Gen_loss: 0.8704 Dis_loss: 0.8861 Cls_loss: N/A Topk: N/A ada_p: 0.2965
[INFO] 2021-10-26 03:58:47 > Step: 976800 Progress: 97.7% Elapsed: 9 days, 14:36:51 Gen_loss: 0.9751 Dis_loss: 0.9453 Cls_loss: N/A Topk: N/A ada_p: 0.2952
[INFO] 2021-10-26 03:59:50 > Step: 976900 Progress: 97.7% Elapsed: 9 days, 14:37:55 Gen_loss: 1.408 Dis_loss: 0.8951 Cls_loss: N/A Topk: N/A ada_p: 0.2935
[INFO] 2021-10-26 04:00:54 > Step: 977000 Progress: 97.7% Elapsed: 9 days, 14:38:58 Gen_loss: 0.5503 Dis_loss: 1.052 Cls_loss: N/A Topk: N/A ada_p: 0.2927
[INFO] 2021-10-26 04:02:06 > Step: 977100 Progress: 97.7% Elapsed: 9 days, 14:40:11 Gen_loss: 0.9622 Dis_loss: 0.8391 Cls_loss: N/A Topk: N/A ada_p: 0.2922
[INFO] 2021-10-26 04:03:09 > Step: 977200 Progress: 97.7% Elapsed: 9 days, 14:41:13 Gen_loss: 0.9832 Dis_loss: 0.9499 Cls_loss: N/A Topk: N/A ada_p: 0.293
[INFO] 2021-10-26 04:04:11 > Step: 977300 Progress: 97.7% Elapsed: 9 days, 14:42:16 Gen_loss: 1.538 Dis_loss: 0.939 Cls_loss: N/A Topk: N/A ada_p: 0.2936
[INFO] 2021-10-26 04:05:14 > Step: 977400 Progress: 97.7% Elapsed: 9 days, 14:43:18 Gen_loss: 1.454 Dis_loss: 0.601 Cls_loss: N/A Topk: N/A ada_p: 0.2921
[INFO] 2021-10-26 04:06:16 > Step: 977500 Progress: 97.8% Elapsed: 9 days, 14:44:21 Gen_loss: 1.78 Dis_loss: 1.161 Cls_loss: N/A Topk: N/A ada_p: 0.2913
[INFO] 2021-10-26 04:07:18 > Step: 977600 Progress: 97.8% Elapsed: 9 days, 14:45:23 Gen_loss: 1.234 Dis_loss: 0.6492 Cls_loss: N/A Topk: N/A ada_p: 0.2939
[INFO] 2021-10-26 04:08:21 > Step: 977700 Progress: 97.8% Elapsed: 9 days, 14:46:25 Gen_loss: 1.596 Dis_loss: 1.161 Cls_loss: N/A Topk: N/A ada_p: 0.2968
[INFO] 2021-10-26 04:09:24 > Step: 977800 Progress: 97.8% Elapsed: 9 days, 14:47:28 Gen_loss: 0.9958 Dis_loss: 0.805 Cls_loss: N/A Topk: N/A ada_p: 0.2958
[INFO] 2021-10-26 04:10:37 > Step: 977900 Progress: 97.8% Elapsed: 9 days, 14:48:42 Gen_loss: 0.9115 Dis_loss: 0.8103 Cls_loss: N/A Topk: N/A ada_p: 0.2927
[INFO] 2021-10-26 04:11:39 > Step: 978000 Progress: 97.8% Elapsed: 9 days, 14:49:44 Gen_loss: 0.8159 Dis_loss: 1.012 Cls_loss: N/A Topk: N/A ada_p: 0.2925
[INFO] 2021-10-26 04:12:42 > Step: 978100 Progress: 97.8% Elapsed: 9 days, 14:50:47 Gen_loss: 1.261 Dis_loss: 0.8876 Cls_loss: N/A Topk: N/A ada_p: 0.2967
[INFO] 2021-10-26 04:13:45 > Step: 978200 Progress: 97.8% Elapsed: 9 days, 14:51:49 Gen_loss: 1.195 Dis_loss: 0.5913 Cls_loss: N/A Topk: N/A ada_p: 0.2972
[INFO] 2021-10-26 04:14:47 > Step: 978300 Progress: 97.8% Elapsed: 9 days, 14:52:52 Gen_loss: 2.218 Dis_loss: 0.7728 Cls_loss: N/A Topk: N/A ada_p: 0.2967
[INFO] 2021-10-26 04:15:50 > Step: 978400 Progress: 97.8% Elapsed: 9 days, 14:53:54 Gen_loss: 1.437 Dis_loss: 0.9678 Cls_loss: N/A Topk: N/A ada_p: 0.2929
[INFO] 2021-10-26 04:16:52 > Step: 978500 Progress: 97.9% Elapsed: 9 days, 14:54:57 Gen_loss: 0.9454 Dis_loss: 0.9536 Cls_loss: N/A Topk: N/A ada_p: 0.2945
[INFO] 2021-10-26 04:18:06 > Step: 978600 Progress: 97.9% Elapsed: 9 days, 14:56:10 Gen_loss: 1.405 Dis_loss: 0.9265 Cls_loss: N/A Topk: N/A ada_p: 0.2973
[INFO] 2021-10-26 04:19:08 > Step: 978700 Progress: 97.9% Elapsed: 9 days, 14:57:13 Gen_loss: 1.855 Dis_loss: 1.217 Cls_loss: N/A Topk: N/A ada_p: 0.2999
[INFO] 2021-10-26 04:20:11 > Step: 978800 Progress: 97.9% Elapsed: 9 days, 14:58:16 Gen_loss: 1.486 Dis_loss: 1.294 Cls_loss: N/A Topk: N/A ada_p: 0.2973
[INFO] 2021-10-26 04:21:14 > Step: 978900 Progress: 97.9% Elapsed: 9 days, 14:59:18 Gen_loss: 1.358 Dis_loss: 0.9391 Cls_loss: N/A Topk: N/A ada_p: 0.299
[INFO] 2021-10-26 04:22:16 > Step: 979000 Progress: 97.9% Elapsed: 9 days, 15:00:21 Gen_loss: 1.209 Dis_loss: 0.8581 Cls_loss: N/A Topk: N/A ada_p: 0.2988
[INFO] 2021-10-26 04:23:18 > Step: 979100 Progress: 97.9% Elapsed: 9 days, 15:01:23 Gen_loss: 1.072 Dis_loss: 0.7201 Cls_loss: N/A Topk: N/A ada_p: 0.3018
[INFO] 2021-10-26 04:24:21 > Step: 979200 Progress: 97.9% Elapsed: 9 days, 15:02:25 Gen_loss: 1.693 Dis_loss: 1.165 Cls_loss: N/A Topk: N/A ada_p: 0.3026
[INFO] 2021-10-26 04:25:24 > Step: 979300 Progress: 97.9% Elapsed: 9 days, 15:03:28 Gen_loss: 1.555 Dis_loss: 1.076 Cls_loss: N/A Topk: N/A ada_p: 0.2991
[INFO] 2021-10-26 04:26:36 > Step: 979400 Progress: 97.9% Elapsed: 9 days, 15:04:41 Gen_loss: 1.622 Dis_loss: 0.7636 Cls_loss: N/A Topk: N/A ada_p: 0.3055
[INFO] 2021-10-26 04:27:39 > Step: 979500 Progress: 98.0% Elapsed: 9 days, 15:05:43 Gen_loss: 1.327 Dis_loss: 0.7297 Cls_loss: N/A Topk: N/A ada_p: 0.303
[INFO] 2021-10-26 04:28:41 > Step: 979600 Progress: 98.0% Elapsed: 9 days, 15:06:46 Gen_loss: 1.378 Dis_loss: 0.7973 Cls_loss: N/A Topk: N/A ada_p: 0.3048
[INFO] 2021-10-26 04:29:45 > Step: 979700 Progress: 98.0% Elapsed: 9 days, 15:07:50 Gen_loss: 1.093 Dis_loss: 0.7984 Cls_loss: N/A Topk: N/A ada_p: 0.3031
[INFO] 2021-10-26 04:30:47 > Step: 979800 Progress: 98.0% Elapsed: 9 days, 15:08:52 Gen_loss: 1.022 Dis_loss: 0.8216 Cls_loss: N/A Topk: N/A ada_p: 0.3008
[INFO] 2021-10-26 04:31:50 > Step: 979900 Progress: 98.0% Elapsed: 9 days, 15:09:55 Gen_loss: 1.128 Dis_loss: 0.9381 Cls_loss: N/A Topk: N/A ada_p: 0.3018
[INFO] 2021-10-26 04:32:53 > Step: 980000 Progress: 98.0% Elapsed: 9 days, 15:10:57 Gen_loss: 1.538 Dis_loss: 0.735 Cls_loss: N/A Topk: N/A ada_p: 0.3026
[INFO] 2021-10-26 04:32:53 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-26 04:32:53 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_980000.png
[INFO] 2021-10-26 04:32:53 > Start Evaluation (980000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-26 04:32:53 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-26 04:38:23 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-26 04:44:02 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-26 05:11:48 > Inception score (Step: 980000, 50000 generated images): 10.43209457397461
[INFO] 2021-10-26 05:11:48 > FID score (Step: 980000, Using train moments): 2.4071173917500346
[INFO] 2021-10-26 05:11:48 > Improved Precision (Step: 980000, Using train images): 0.74612
[INFO] 2021-10-26 05:11:48 > Improved Recall (Step: 980000, Using train images): 0.68634
[INFO] 2021-10-26 05:11:48 > Density (Step: 980000, Using train images): 1.057664
[INFO] 2021-10-26 05:11:48 > Coverage (Step: 980000, Using train images): 0.93032
[INFO] 2021-10-26 05:11:48 > Best FID score (Step: 970000, Using train moments): 2.3159179001620487
[INFO] 2021-10-26 05:12:00 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-26 05:14:38 > Step: 980100 Progress: 98.0% Elapsed: 9 days, 15:52:42 Gen_loss: 1.244 Dis_loss: 0.901 Cls_loss: N/A Topk: N/A ada_p: 0.3035
[INFO] 2021-10-26 05:15:57 > Step: 980200 Progress: 98.0% Elapsed: 9 days, 15:54:01 Gen_loss: 1.942 Dis_loss: 1.175 Cls_loss: N/A Topk: N/A ada_p: 0.3053
[INFO] 2021-10-26 05:16:59 > Step: 980300 Progress: 98.0% Elapsed: 9 days, 15:55:04 Gen_loss: 1.953 Dis_loss: 0.7695 Cls_loss: N/A Topk: N/A ada_p: 0.3037
[INFO] 2021-10-26 05:18:01 > Step: 980400 Progress: 98.0% Elapsed: 9 days, 15:56:06 Gen_loss: 1.576 Dis_loss: 1.456 Cls_loss: N/A Topk: N/A ada_p: 0.304
[INFO] 2021-10-26 05:19:04 > Step: 980500 Progress: 98.0% Elapsed: 9 days, 15:57:09 Gen_loss: 1.537 Dis_loss: 1.183 Cls_loss: N/A Topk: N/A ada_p: 0.3034
[INFO] 2021-10-26 05:20:07 > Step: 980600 Progress: 98.1% Elapsed: 9 days, 15:58:12 Gen_loss: 1.405 Dis_loss: 1.078 Cls_loss: N/A Topk: N/A ada_p: 0.3005
[INFO] 2021-10-26 05:21:10 > Step: 980700 Progress: 98.1% Elapsed: 9 days, 15:59:15 Gen_loss: 1.27 Dis_loss: 0.7107 Cls_loss: N/A Topk: N/A ada_p: 0.3013
[INFO] 2021-10-26 05:22:13 > Step: 980800 Progress: 98.1% Elapsed: 9 days, 16:00:17 Gen_loss: 1.285 Dis_loss: 1.0 Cls_loss: N/A Topk: N/A ada_p: 0.3
[INFO] 2021-10-26 05:23:16 > Step: 980900 Progress: 98.1% Elapsed: 9 days, 16:01:20 Gen_loss: 0.9819 Dis_loss: 0.9306 Cls_loss: N/A Topk: N/A ada_p: 0.2963
[INFO] 2021-10-26 05:24:28 > Step: 981000 Progress: 98.1% Elapsed: 9 days, 16:02:33 Gen_loss: 1.391 Dis_loss: 0.6946 Cls_loss: N/A Topk: N/A ada_p: 0.2915
[INFO] 2021-10-26 05:25:31 > Step: 981100 Progress: 98.1% Elapsed: 9 days, 16:03:35 Gen_loss: 1.592 Dis_loss: 0.6344 Cls_loss: N/A Topk: N/A ada_p: 0.2909
[INFO] 2021-10-26 05:26:33 > Step: 981200 Progress: 98.1% Elapsed: 9 days, 16:04:38 Gen_loss: 1.622 Dis_loss: 0.7165 Cls_loss: N/A Topk: N/A ada_p: 0.2917
[INFO] 2021-10-26 05:27:36 > Step: 981300 Progress: 98.1% Elapsed: 9 days, 16:05:41 Gen_loss: 1.349 Dis_loss: 0.8186 Cls_loss: N/A Topk: N/A ada_p: 0.2911
[INFO] 2021-10-26 05:28:38 > Step: 981400 Progress: 98.1% Elapsed: 9 days, 16:06:43 Gen_loss: 1.688 Dis_loss: 1.031 Cls_loss: N/A Topk: N/A ada_p: 0.2965
[INFO] 2021-10-26 05:29:41 > Step: 981500 Progress: 98.2% Elapsed: 9 days, 16:07:46 Gen_loss: 1.616 Dis_loss: 0.8878 Cls_loss: N/A Topk: N/A ada_p: 0.2944
[INFO] 2021-10-26 05:30:43 > Step: 981600 Progress: 98.2% Elapsed: 9 days, 16:08:48 Gen_loss: 0.6134 Dis_loss: 1.058 Cls_loss: N/A Topk: N/A ada_p: 0.2957
[INFO] 2021-10-26 05:31:46 > Step: 981700 Progress: 98.2% Elapsed: 9 days, 16:09:51 Gen_loss: 0.9567 Dis_loss: 0.9262 Cls_loss: N/A Topk: N/A ada_p: 0.2997
[INFO] 2021-10-26 05:33:04 > Step: 981800 Progress: 98.2% Elapsed: 9 days, 16:11:08 Gen_loss: 1.402 Dis_loss: 1.169 Cls_loss: N/A Topk: N/A ada_p: 0.2994
[INFO] 2021-10-26 05:34:06 > Step: 981900 Progress: 98.2% Elapsed: 9 days, 16:12:11 Gen_loss: 1.391 Dis_loss: 1.095 Cls_loss: N/A Topk: N/A ada_p: 0.3014
[INFO] 2021-10-26 05:35:09 > Step: 982000 Progress: 98.2% Elapsed: 9 days, 16:13:14 Gen_loss: 1.221 Dis_loss: 1.077 Cls_loss: N/A Topk: N/A ada_p: 0.2971
[INFO] 2021-10-26 05:36:12 > Step: 982100 Progress: 98.2% Elapsed: 9 days, 16:14:17 Gen_loss: 1.311 Dis_loss: 0.8506 Cls_loss: N/A Topk: N/A ada_p: 0.2975
[INFO] 2021-10-26 05:37:15 > Step: 982200 Progress: 98.2% Elapsed: 9 days, 16:15:19 Gen_loss: 1.512 Dis_loss: 1.124 Cls_loss: N/A Topk: N/A ada_p: 0.2977
[INFO] 2021-10-26 05:38:20 > Step: 982300 Progress: 98.2% Elapsed: 9 days, 16:16:24 Gen_loss: 1.242 Dis_loss: 0.8948 Cls_loss: N/A Topk: N/A ada_p: 0.2995
[INFO] 2021-10-26 05:39:22 > Step: 982400 Progress: 98.2% Elapsed: 9 days, 16:17:27 Gen_loss: 0.7124 Dis_loss: 1.124 Cls_loss: N/A Topk: N/A ada_p: 0.3011
[INFO] 2021-10-26 05:40:35 > Step: 982500 Progress: 98.2% Elapsed: 9 days, 16:18:40 Gen_loss: 1.13 Dis_loss: 0.7735 Cls_loss: N/A Topk: N/A ada_p: 0.2971
[INFO] 2021-10-26 05:41:37 > Step: 982600 Progress: 98.3% Elapsed: 9 days, 16:19:42 Gen_loss: 0.7422 Dis_loss: 0.8932 Cls_loss: N/A Topk: N/A ada_p: 0.2986
[INFO] 2021-10-26 05:42:40 > Step: 982700 Progress: 98.3% Elapsed: 9 days, 16:20:45 Gen_loss: 1.639 Dis_loss: 1.207 Cls_loss: N/A Topk: N/A ada_p: 0.2981
[INFO] 2021-10-26 05:43:44 > Step: 982800 Progress: 98.3% Elapsed: 9 days, 16:21:48 Gen_loss: 1.859 Dis_loss: 0.9003 Cls_loss: N/A Topk: N/A ada_p: 0.3002
[INFO] 2021-10-26 05:44:47 > Step: 982900 Progress: 98.3% Elapsed: 9 days, 16:22:52 Gen_loss: 1.217 Dis_loss: 0.8534 Cls_loss: N/A Topk: N/A ada_p: 0.2972
[INFO] 2021-10-26 05:45:50 > Step: 983000 Progress: 98.3% Elapsed: 9 days, 16:23:54 Gen_loss: 1.366 Dis_loss: 0.7564 Cls_loss: N/A Topk: N/A ada_p: 0.2977
[INFO] 2021-10-26 05:46:52 > Step: 983100 Progress: 98.3% Elapsed: 9 days, 16:24:57 Gen_loss: 1.381 Dis_loss: 0.8571 Cls_loss: N/A Topk: N/A ada_p: 0.2975
[INFO] 2021-10-26 05:47:55 > Step: 983200 Progress: 98.3% Elapsed: 9 days, 16:25:59 Gen_loss: 1.33 Dis_loss: 0.9776 Cls_loss: N/A Topk: N/A ada_p: 0.2939
[INFO] 2021-10-26 05:49:10 > Step: 983300 Progress: 98.3% Elapsed: 9 days, 16:27:14 Gen_loss: 0.8907 Dis_loss: 1.086 Cls_loss: N/A Topk: N/A ada_p: 0.2935
[INFO] 2021-10-26 05:50:12 > Step: 983400 Progress: 98.3% Elapsed: 9 days, 16:28:16 Gen_loss: 1.204 Dis_loss: 0.8859 Cls_loss: N/A Topk: N/A ada_p: 0.2909
[INFO] 2021-10-26 05:51:14 > Step: 983500 Progress: 98.4% Elapsed: 9 days, 16:29:19 Gen_loss: 1.054 Dis_loss: 0.9754 Cls_loss: N/A Topk: N/A ada_p: 0.2935
[INFO] 2021-10-26 05:52:17 > Step: 983600 Progress: 98.4% Elapsed: 9 days, 16:30:21 Gen_loss: 2.006 Dis_loss: 1.201 Cls_loss: N/A Topk: N/A ada_p: 0.2925
[INFO] 2021-10-26 05:53:19 > Step: 983700 Progress: 98.4% Elapsed: 9 days, 16:31:24 Gen_loss: 0.9776 Dis_loss: 0.5514 Cls_loss: N/A Topk: N/A ada_p: 0.2898
[INFO] 2021-10-26 05:54:22 > Step: 983800 Progress: 98.4% Elapsed: 9 days, 16:32:27 Gen_loss: 1.12 Dis_loss: 0.9633 Cls_loss: N/A Topk: N/A ada_p: 0.2924
[INFO] 2021-10-26 05:55:25 > Step: 983900 Progress: 98.4% Elapsed: 9 days, 16:33:29 Gen_loss: 1.978 Dis_loss: 1.174 Cls_loss: N/A Topk: N/A ada_p: 0.2929
[INFO] 2021-10-26 05:56:27 > Step: 984000 Progress: 98.4% Elapsed: 9 days, 16:34:32 Gen_loss: 1.398 Dis_loss: 0.8234 Cls_loss: N/A Topk: N/A ada_p: 0.2924
[INFO] 2021-10-26 05:57:40 > Step: 984100 Progress: 98.4% Elapsed: 9 days, 16:35:45 Gen_loss: 0.7407 Dis_loss: 1.173 Cls_loss: N/A Topk: N/A ada_p: 0.2933
[INFO] 2021-10-26 05:58:43 > Step: 984200 Progress: 98.4% Elapsed: 9 days, 16:36:47 Gen_loss: 1.286 Dis_loss: 1.197 Cls_loss: N/A Topk: N/A ada_p: 0.294
[INFO] 2021-10-26 05:59:45 > Step: 984300 Progress: 98.4% Elapsed: 9 days, 16:37:50 Gen_loss: 2.074 Dis_loss: 0.788 Cls_loss: N/A Topk: N/A ada_p: 0.2927
[INFO] 2021-10-26 06:00:48 > Step: 984400 Progress: 98.4% Elapsed: 9 days, 16:38:53 Gen_loss: 1.251 Dis_loss: 0.6239 Cls_loss: N/A Topk: N/A ada_p: 0.2902
[INFO] 2021-10-26 06:01:51 > Step: 984500 Progress: 98.5% Elapsed: 9 days, 16:39:55 Gen_loss: 0.6204 Dis_loss: 0.9279 Cls_loss: N/A Topk: N/A ada_p: 0.2916
[INFO] 2021-10-26 06:02:53 > Step: 984600 Progress: 98.5% Elapsed: 9 days, 16:40:58 Gen_loss: 1.097 Dis_loss: 0.9811 Cls_loss: N/A Topk: N/A ada_p: 0.2888
[INFO] 2021-10-26 06:03:56 > Step: 984700 Progress: 98.5% Elapsed: 9 days, 16:42:00 Gen_loss: 1.326 Dis_loss: 0.8377 Cls_loss: N/A Topk: N/A ada_p: 0.2924
[INFO] 2021-10-26 06:04:59 > Step: 984800 Progress: 98.5% Elapsed: 9 days, 16:43:03 Gen_loss: 0.8644 Dis_loss: 0.8526 Cls_loss: N/A Topk: N/A ada_p: 0.2895
[INFO] 2021-10-26 06:06:12 > Step: 984900 Progress: 98.5% Elapsed: 9 days, 16:44:16 Gen_loss: 1.397 Dis_loss: 0.6914 Cls_loss: N/A Topk: N/A ada_p: 0.2907
[INFO] 2021-10-26 06:07:14 > Step: 985000 Progress: 98.5% Elapsed: 9 days, 16:45:19 Gen_loss: 1.319 Dis_loss: 0.7746 Cls_loss: N/A Topk: N/A ada_p: 0.2899
[INFO] 2021-10-26 06:08:17 > Step: 985100 Progress: 98.5% Elapsed: 9 days, 16:46:22 Gen_loss: 0.7122 Dis_loss: 0.7438 Cls_loss: N/A Topk: N/A ada_p: 0.2897
[INFO] 2021-10-26 06:09:19 > Step: 985200 Progress: 98.5% Elapsed: 9 days, 16:47:24 Gen_loss: 1.442 Dis_loss: 1.112 Cls_loss: N/A Topk: N/A ada_p: 0.2884
[INFO] 2021-10-26 06:10:23 > Step: 985300 Progress: 98.5% Elapsed: 9 days, 16:48:28 Gen_loss: 2.002 Dis_loss: 1.048 Cls_loss: N/A Topk: N/A ada_p: 0.2857
[INFO] 2021-10-26 06:11:26 > Step: 985400 Progress: 98.5% Elapsed: 9 days, 16:49:30 Gen_loss: 0.9924 Dis_loss: 0.8451 Cls_loss: N/A Topk: N/A ada_p: 0.2865
[INFO] 2021-10-26 06:12:28 > Step: 985500 Progress: 98.6% Elapsed: 9 days, 16:50:33 Gen_loss: 1.931 Dis_loss: 0.8746 Cls_loss: N/A Topk: N/A ada_p: 0.2916
[INFO] 2021-10-26 06:13:30 > Step: 985600 Progress: 98.6% Elapsed: 9 days, 16:51:35 Gen_loss: 1.114 Dis_loss: 0.8818 Cls_loss: N/A Topk: N/A ada_p: 0.2926
[INFO] 2021-10-26 06:14:43 > Step: 985700 Progress: 98.6% Elapsed: 9 days, 16:52:48 Gen_loss: 1.087 Dis_loss: 0.9097 Cls_loss: N/A Topk: N/A ada_p: 0.2953
[INFO] 2021-10-26 06:15:46 > Step: 985800 Progress: 98.6% Elapsed: 9 days, 16:53:51 Gen_loss: 1.459 Dis_loss: 0.7042 Cls_loss: N/A Topk: N/A ada_p: 0.2963
[INFO] 2021-10-26 06:16:49 > Step: 985900 Progress: 98.6% Elapsed: 9 days, 16:54:54 Gen_loss: 1.151 Dis_loss: 0.8997 Cls_loss: N/A Topk: N/A ada_p: 0.2945
[INFO] 2021-10-26 06:17:52 > Step: 986000 Progress: 98.6% Elapsed: 9 days, 16:55:56 Gen_loss: 1.557 Dis_loss: 0.5909 Cls_loss: N/A Topk: N/A ada_p: 0.2935
[INFO] 2021-10-26 06:18:55 > Step: 986100 Progress: 98.6% Elapsed: 9 days, 16:56:59 Gen_loss: 1.436 Dis_loss: 0.8175 Cls_loss: N/A Topk: N/A ada_p: 0.2967
[INFO] 2021-10-26 06:19:57 > Step: 986200 Progress: 98.6% Elapsed: 9 days, 16:58:02 Gen_loss: 1.102 Dis_loss: 0.9912 Cls_loss: N/A Topk: N/A ada_p: 0.297
[INFO] 2021-10-26 06:21:00 > Step: 986300 Progress: 98.6% Elapsed: 9 days, 16:59:04 Gen_loss: 1.306 Dis_loss: 0.7703 Cls_loss: N/A Topk: N/A ada_p: 0.2982
[INFO] 2021-10-26 06:22:03 > Step: 986400 Progress: 98.6% Elapsed: 9 days, 17:00:07 Gen_loss: 1.463 Dis_loss: 1.282 Cls_loss: N/A Topk: N/A ada_p: 0.2977
[INFO] 2021-10-26 06:23:15 > Step: 986500 Progress: 98.7% Elapsed: 9 days, 17:01:20 Gen_loss: 1.405 Dis_loss: 0.7686 Cls_loss: N/A Topk: N/A ada_p: 0.2981
[INFO] 2021-10-26 06:24:18 > Step: 986600 Progress: 98.7% Elapsed: 9 days, 17:02:23 Gen_loss: 1.183 Dis_loss: 1.108 Cls_loss: N/A Topk: N/A ada_p: 0.2973
[INFO] 2021-10-26 06:25:22 > Step: 986700 Progress: 98.7% Elapsed: 9 days, 17:03:26 Gen_loss: 0.9295 Dis_loss: 0.8626 Cls_loss: N/A Topk: N/A ada_p: 0.2981
[INFO] 2021-10-26 06:26:26 > Step: 986800 Progress: 98.7% Elapsed: 9 days, 17:04:31 Gen_loss: 1.082 Dis_loss: 1.113 Cls_loss: N/A Topk: N/A ada_p: 0.3009
[INFO] 2021-10-26 06:27:29 > Step: 986900 Progress: 98.7% Elapsed: 9 days, 17:05:34 Gen_loss: 1.248 Dis_loss: 1.132 Cls_loss: N/A Topk: N/A ada_p: 0.3008
[INFO] 2021-10-26 06:28:32 > Step: 987000 Progress: 98.7% Elapsed: 9 days, 17:06:36 Gen_loss: 1.941 Dis_loss: 0.6946 Cls_loss: N/A Topk: N/A ada_p: 0.299
[INFO] 2021-10-26 06:29:35 > Step: 987100 Progress: 98.7% Elapsed: 9 days, 17:07:39 Gen_loss: 1.4 Dis_loss: 1.011 Cls_loss: N/A Topk: N/A ada_p: 0.2998
[INFO] 2021-10-26 06:30:47 > Step: 987200 Progress: 98.7% Elapsed: 9 days, 17:08:52 Gen_loss: 2.153 Dis_loss: 1.082 Cls_loss: N/A Topk: N/A ada_p: 0.3023
[INFO] 2021-10-26 06:31:51 > Step: 987300 Progress: 98.7% Elapsed: 9 days, 17:09:55 Gen_loss: 1.435 Dis_loss: 1.2 Cls_loss: N/A Topk: N/A ada_p: 0.3027
[INFO] 2021-10-26 06:32:54 > Step: 987400 Progress: 98.7% Elapsed: 9 days, 17:10:59 Gen_loss: 1.165 Dis_loss: 0.7993 Cls_loss: N/A Topk: N/A ada_p: 0.3076
[INFO] 2021-10-26 06:33:57 > Step: 987500 Progress: 98.8% Elapsed: 9 days, 17:12:02 Gen_loss: 1.407 Dis_loss: 0.9875 Cls_loss: N/A Topk: N/A ada_p: 0.3063
[INFO] 2021-10-26 06:35:00 > Step: 987600 Progress: 98.8% Elapsed: 9 days, 17:13:05 Gen_loss: 1.532 Dis_loss: 0.7198 Cls_loss: N/A Topk: N/A ada_p: 0.3045
[INFO] 2021-10-26 06:36:03 > Step: 987700 Progress: 98.8% Elapsed: 9 days, 17:14:07 Gen_loss: 1.331 Dis_loss: 0.7713 Cls_loss: N/A Topk: N/A ada_p: 0.3057
[INFO] 2021-10-26 06:37:05 > Step: 987800 Progress: 98.8% Elapsed: 9 days, 17:15:10 Gen_loss: 1.35 Dis_loss: 0.701 Cls_loss: N/A Topk: N/A ada_p: 0.3029
[INFO] 2021-10-26 06:38:08 > Step: 987900 Progress: 98.8% Elapsed: 9 days, 17:16:13 Gen_loss: 1.425 Dis_loss: 1.285 Cls_loss: N/A Topk: N/A ada_p: 0.3034
[INFO] 2021-10-26 06:39:21 > Step: 988000 Progress: 98.8% Elapsed: 9 days, 17:17:25 Gen_loss: 1.599 Dis_loss: 1.819 Cls_loss: N/A Topk: N/A ada_p: 0.2982
[INFO] 2021-10-26 06:40:23 > Step: 988100 Progress: 98.8% Elapsed: 9 days, 17:18:28 Gen_loss: 1.535 Dis_loss: 0.8973 Cls_loss: N/A Topk: N/A ada_p: 0.2979
[INFO] 2021-10-26 06:41:26 > Step: 988200 Progress: 98.8% Elapsed: 9 days, 17:19:30 Gen_loss: 1.668 Dis_loss: 0.6089 Cls_loss: N/A Topk: N/A ada_p: 0.2943
[INFO] 2021-10-26 06:42:29 > Step: 988300 Progress: 98.8% Elapsed: 9 days, 17:20:33 Gen_loss: 1.508 Dis_loss: 1.316 Cls_loss: N/A Topk: N/A ada_p: 0.2948
[INFO] 2021-10-26 06:43:32 > Step: 988400 Progress: 98.8% Elapsed: 9 days, 17:21:36 Gen_loss: 0.6818 Dis_loss: 0.831 Cls_loss: N/A Topk: N/A ada_p: 0.2976
[INFO] 2021-10-26 06:44:35 > Step: 988500 Progress: 98.9% Elapsed: 9 days, 17:22:39 Gen_loss: 1.081 Dis_loss: 0.7237 Cls_loss: N/A Topk: N/A ada_p: 0.2962
[INFO] 2021-10-26 06:45:37 > Step: 988600 Progress: 98.9% Elapsed: 9 days, 17:23:42 Gen_loss: 1.251 Dis_loss: 0.9981 Cls_loss: N/A Topk: N/A ada_p: 0.2965
[INFO] 2021-10-26 06:46:39 > Step: 988700 Progress: 98.9% Elapsed: 9 days, 17:24:44 Gen_loss: 1.78 Dis_loss: 0.5701 Cls_loss: N/A Topk: N/A ada_p: 0.2936
[INFO] 2021-10-26 06:47:52 > Step: 988800 Progress: 98.9% Elapsed: 9 days, 17:25:56 Gen_loss: 2.191 Dis_loss: 1.621 Cls_loss: N/A Topk: N/A ada_p: 0.2944
[INFO] 2021-10-26 06:48:55 > Step: 988900 Progress: 98.9% Elapsed: 9 days, 17:26:59 Gen_loss: 2.193 Dis_loss: 1.006 Cls_loss: N/A Topk: N/A ada_p: 0.2922
[INFO] 2021-10-26 06:49:57 > Step: 989000 Progress: 98.9% Elapsed: 9 days, 17:28:02 Gen_loss: 1.501 Dis_loss: 1.102 Cls_loss: N/A Topk: N/A ada_p: 0.2927
[INFO] 2021-10-26 06:51:00 > Step: 989100 Progress: 98.9% Elapsed: 9 days, 17:29:04 Gen_loss: 1.979 Dis_loss: 0.5432 Cls_loss: N/A Topk: N/A ada_p: 0.2968
[INFO] 2021-10-26 06:52:02 > Step: 989200 Progress: 98.9% Elapsed: 9 days, 17:30:07 Gen_loss: 1.682 Dis_loss: 1.371 Cls_loss: N/A Topk: N/A ada_p: 0.2963
[INFO] 2021-10-26 06:53:05 > Step: 989300 Progress: 98.9% Elapsed: 9 days, 17:31:09 Gen_loss: 0.7562 Dis_loss: 1.072 Cls_loss: N/A Topk: N/A ada_p: 0.2977
[INFO] 2021-10-26 06:54:08 > Step: 989400 Progress: 98.9% Elapsed: 9 days, 17:32:13 Gen_loss: 1.386 Dis_loss: 1.05 Cls_loss: N/A Topk: N/A ada_p: 0.3008
[INFO] 2021-10-26 06:55:11 > Step: 989500 Progress: 99.0% Elapsed: 9 days, 17:33:15 Gen_loss: 1.862 Dis_loss: 1.094 Cls_loss: N/A Topk: N/A ada_p: 0.3018
[INFO] 2021-10-26 06:56:23 > Step: 989600 Progress: 99.0% Elapsed: 9 days, 17:34:28 Gen_loss: 1.308 Dis_loss: 0.7825 Cls_loss: N/A Topk: N/A ada_p: 0.3013
[INFO] 2021-10-26 06:57:26 > Step: 989700 Progress: 99.0% Elapsed: 9 days, 17:35:31 Gen_loss: 1.207 Dis_loss: 1.325 Cls_loss: N/A Topk: N/A ada_p: 0.303
[INFO] 2021-10-26 06:58:28 > Step: 989800 Progress: 99.0% Elapsed: 9 days, 17:36:33 Gen_loss: 1.218 Dis_loss: 0.8119 Cls_loss: N/A Topk: N/A ada_p: 0.3027
[INFO] 2021-10-26 06:59:31 > Step: 989900 Progress: 99.0% Elapsed: 9 days, 17:37:36 Gen_loss: 1.309 Dis_loss: 0.7221 Cls_loss: N/A Topk: N/A ada_p: 0.3084
[INFO] 2021-10-26 07:00:34 > Step: 990000 Progress: 99.0% Elapsed: 9 days, 17:38:38 Gen_loss: 2.539 Dis_loss: 1.564 Cls_loss: N/A Topk: N/A ada_p: 0.3066
[INFO] 2021-10-26 07:00:34 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-26 07:00:34 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_990000.png
[INFO] 2021-10-26 07:00:34 > Start Evaluation (990000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-26 07:00:34 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-26 07:06:04 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-26 07:11:41 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-26 07:39:00 > Inception score (Step: 990000, 50000 generated images): 10.511735916137695
[INFO] 2021-10-26 07:39:00 > FID score (Step: 990000, Using train moments): 2.3593206757451526
[INFO] 2021-10-26 07:39:00 > Improved Precision (Step: 990000, Using train images): 0.74886
[INFO] 2021-10-26 07:39:00 > Improved Recall (Step: 990000, Using train images): 0.68716
[INFO] 2021-10-26 07:39:00 > Density (Step: 990000, Using train images): 1.051596
[INFO] 2021-10-26 07:39:00 > Coverage (Step: 990000, Using train images): 0.93006
[INFO] 2021-10-26 07:39:00 > Best FID score (Step: 970000, Using train moments): 2.3159179001620487
[INFO] 2021-10-26 07:39:16 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-26 07:40:54 > Step: 990100 Progress: 99.0% Elapsed: 9 days, 18:18:58 Gen_loss: 1.481 Dis_loss: 0.7661 Cls_loss: N/A Topk: N/A ada_p: 0.3013
[INFO] 2021-10-26 07:41:56 > Step: 990200 Progress: 99.0% Elapsed: 9 days, 18:20:01 Gen_loss: 1.119 Dis_loss: 0.9479 Cls_loss: N/A Topk: N/A ada_p: 0.3021
[INFO] 2021-10-26 07:42:58 > Step: 990300 Progress: 99.0% Elapsed: 9 days, 18:21:03 Gen_loss: 1.318 Dis_loss: 0.7751 Cls_loss: N/A Topk: N/A ada_p: 0.2988
[INFO] 2021-10-26 07:44:18 > Step: 990400 Progress: 99.0% Elapsed: 9 days, 18:22:23 Gen_loss: 1.022 Dis_loss: 0.8011 Cls_loss: N/A Topk: N/A ada_p: 0.2959
[INFO] 2021-10-26 07:45:21 > Step: 990500 Progress: 99.1% Elapsed: 9 days, 18:23:25 Gen_loss: 1.315 Dis_loss: 0.847 Cls_loss: N/A Topk: N/A ada_p: 0.2976
[INFO] 2021-10-26 07:46:24 > Step: 990600 Progress: 99.1% Elapsed: 9 days, 18:24:28 Gen_loss: 0.7777 Dis_loss: 1.231 Cls_loss: N/A Topk: N/A ada_p: 0.3004
[INFO] 2021-10-26 07:47:26 > Step: 990700 Progress: 99.1% Elapsed: 9 days, 18:25:31 Gen_loss: 0.9916 Dis_loss: 0.8992 Cls_loss: N/A Topk: N/A ada_p: 0.2971
[INFO] 2021-10-26 07:48:29 > Step: 990800 Progress: 99.1% Elapsed: 9 days, 18:26:33 Gen_loss: 1.246 Dis_loss: 0.7488 Cls_loss: N/A Topk: N/A ada_p: 0.2976
[INFO] 2021-10-26 07:49:31 > Step: 990900 Progress: 99.1% Elapsed: 9 days, 18:27:36 Gen_loss: 1.818 Dis_loss: 0.9941 Cls_loss: N/A Topk: N/A ada_p: 0.2982
[INFO] 2021-10-26 07:50:33 > Step: 991000 Progress: 99.1% Elapsed: 9 days, 18:28:38 Gen_loss: 1.331 Dis_loss: 0.8172 Cls_loss: N/A Topk: N/A ada_p: 0.2988
[INFO] 2021-10-26 07:51:47 > Step: 991100 Progress: 99.1% Elapsed: 9 days, 18:29:51 Gen_loss: 1.106 Dis_loss: 0.5227 Cls_loss: N/A Topk: N/A ada_p: 0.2959
[INFO] 2021-10-26 07:52:49 > Step: 991200 Progress: 99.1% Elapsed: 9 days, 18:30:53 Gen_loss: 1.329 Dis_loss: 0.8814 Cls_loss: N/A Topk: N/A ada_p: 0.2936
[INFO] 2021-10-26 07:53:52 > Step: 991300 Progress: 99.1% Elapsed: 9 days, 18:31:56 Gen_loss: 1.211 Dis_loss: 0.7083 Cls_loss: N/A Topk: N/A ada_p: 0.2963
[INFO] 2021-10-26 07:54:54 > Step: 991400 Progress: 99.1% Elapsed: 9 days, 18:32:59 Gen_loss: 1.747 Dis_loss: 0.6528 Cls_loss: N/A Topk: N/A ada_p: 0.2976
[INFO] 2021-10-26 07:55:58 > Step: 991500 Progress: 99.2% Elapsed: 9 days, 18:34:02 Gen_loss: 1.264 Dis_loss: 0.638 Cls_loss: N/A Topk: N/A ada_p: 0.2945
[INFO] 2021-10-26 07:57:00 > Step: 991600 Progress: 99.2% Elapsed: 9 days, 18:35:05 Gen_loss: 1.676 Dis_loss: 0.5078 Cls_loss: N/A Topk: N/A ada_p: 0.2948
[INFO] 2021-10-26 07:58:03 > Step: 991700 Progress: 99.2% Elapsed: 9 days, 18:36:08 Gen_loss: 0.809 Dis_loss: 0.9486 Cls_loss: N/A Topk: N/A ada_p: 0.2918
[INFO] 2021-10-26 07:59:06 > Step: 991800 Progress: 99.2% Elapsed: 9 days, 18:37:10 Gen_loss: 1.566 Dis_loss: 0.784 Cls_loss: N/A Topk: N/A ada_p: 0.2913
[INFO] 2021-10-26 08:00:18 > Step: 991900 Progress: 99.2% Elapsed: 9 days, 18:38:23 Gen_loss: 0.9418 Dis_loss: 1.094 Cls_loss: N/A Topk: N/A ada_p: 0.2911
[INFO] 2021-10-26 08:01:20 > Step: 992000 Progress: 99.2% Elapsed: 9 days, 18:39:25 Gen_loss: 0.911 Dis_loss: 0.8916 Cls_loss: N/A Topk: N/A ada_p: 0.2921
[INFO] 2021-10-26 08:02:24 > Step: 992100 Progress: 99.2% Elapsed: 9 days, 18:40:28 Gen_loss: 1.08 Dis_loss: 0.6712 Cls_loss: N/A Topk: N/A ada_p: 0.2961
[INFO] 2021-10-26 08:03:26 > Step: 992200 Progress: 99.2% Elapsed: 9 days, 18:41:31 Gen_loss: 1.032 Dis_loss: 1.099 Cls_loss: N/A Topk: N/A ada_p: 0.2976
[INFO] 2021-10-26 08:04:29 > Step: 992300 Progress: 99.2% Elapsed: 9 days, 18:42:34 Gen_loss: 1.464 Dis_loss: 0.9974 Cls_loss: N/A Topk: N/A ada_p: 0.2997
[INFO] 2021-10-26 08:05:31 > Step: 992400 Progress: 99.2% Elapsed: 9 days, 18:43:36 Gen_loss: 1.73 Dis_loss: 1.239 Cls_loss: N/A Topk: N/A ada_p: 0.2971
[INFO] 2021-10-26 08:06:34 > Step: 992500 Progress: 99.2% Elapsed: 9 days, 18:44:39 Gen_loss: 1.633 Dis_loss: 0.7852 Cls_loss: N/A Topk: N/A ada_p: 0.2952
[INFO] 2021-10-26 08:07:37 > Step: 992600 Progress: 99.3% Elapsed: 9 days, 18:45:41 Gen_loss: 1.106 Dis_loss: 0.7925 Cls_loss: N/A Topk: N/A ada_p: 0.2936
[INFO] 2021-10-26 08:08:49 > Step: 992700 Progress: 99.3% Elapsed: 9 days, 18:46:54 Gen_loss: 1.784 Dis_loss: 0.5615 Cls_loss: N/A Topk: N/A ada_p: 0.2929
[INFO] 2021-10-26 08:09:51 > Step: 992800 Progress: 99.3% Elapsed: 9 days, 18:47:56 Gen_loss: 1.982 Dis_loss: 0.6166 Cls_loss: N/A Topk: N/A ada_p: 0.2957
[INFO] 2021-10-26 08:10:55 > Step: 992900 Progress: 99.3% Elapsed: 9 days, 18:49:00 Gen_loss: 1.29 Dis_loss: 0.8574 Cls_loss: N/A Topk: N/A ada_p: 0.2945
[INFO] 2021-10-26 08:11:57 > Step: 993000 Progress: 99.3% Elapsed: 9 days, 18:50:02 Gen_loss: 0.8341 Dis_loss: 0.9341 Cls_loss: N/A Topk: N/A ada_p: 0.293
[INFO] 2021-10-26 08:13:00 > Step: 993100 Progress: 99.3% Elapsed: 9 days, 18:51:04 Gen_loss: 1.223 Dis_loss: 0.8457 Cls_loss: N/A Topk: N/A ada_p: 0.2927
[INFO] 2021-10-26 08:14:02 > Step: 993200 Progress: 99.3% Elapsed: 9 days, 18:52:07 Gen_loss: 1.355 Dis_loss: 0.9886 Cls_loss: N/A Topk: N/A ada_p: 0.293
[INFO] 2021-10-26 08:15:05 > Step: 993300 Progress: 99.3% Elapsed: 9 days, 18:53:09 Gen_loss: 1.863 Dis_loss: 0.8532 Cls_loss: N/A Topk: N/A ada_p: 0.2916
[INFO] 2021-10-26 08:16:07 > Step: 993400 Progress: 99.3% Elapsed: 9 days, 18:54:11 Gen_loss: 1.143 Dis_loss: 0.8046 Cls_loss: N/A Topk: N/A ada_p: 0.289
[INFO] 2021-10-26 08:17:19 > Step: 993500 Progress: 99.4% Elapsed: 9 days, 18:55:24 Gen_loss: 1.649 Dis_loss: 0.9546 Cls_loss: N/A Topk: N/A ada_p: 0.2857
[INFO] 2021-10-26 08:18:22 > Step: 993600 Progress: 99.4% Elapsed: 9 days, 18:56:26 Gen_loss: 2.036 Dis_loss: 1.081 Cls_loss: N/A Topk: N/A ada_p: 0.2862
[INFO] 2021-10-26 08:19:25 > Step: 993700 Progress: 99.4% Elapsed: 9 days, 18:57:29 Gen_loss: 1.164 Dis_loss: 0.8345 Cls_loss: N/A Topk: N/A ada_p: 0.2879
[INFO] 2021-10-26 08:20:27 > Step: 993800 Progress: 99.4% Elapsed: 9 days, 18:58:32 Gen_loss: 0.9915 Dis_loss: 0.8796 Cls_loss: N/A Topk: N/A ada_p: 0.2874
[INFO] 2021-10-26 08:21:30 > Step: 993900 Progress: 99.4% Elapsed: 9 days, 18:59:35 Gen_loss: 1.09 Dis_loss: 1.17 Cls_loss: N/A Topk: N/A ada_p: 0.2866
[INFO] 2021-10-26 08:22:32 > Step: 994000 Progress: 99.4% Elapsed: 9 days, 19:00:37 Gen_loss: 1.09 Dis_loss: 0.8685 Cls_loss: N/A Topk: N/A ada_p: 0.2871
[INFO] 2021-10-26 08:23:35 > Step: 994100 Progress: 99.4% Elapsed: 9 days, 19:01:40 Gen_loss: 1.371 Dis_loss: 0.8338 Cls_loss: N/A Topk: N/A ada_p: 0.2831
[INFO] 2021-10-26 08:24:38 > Step: 994200 Progress: 99.4% Elapsed: 9 days, 19:02:42 Gen_loss: 1.451 Dis_loss: 1.095 Cls_loss: N/A Topk: N/A ada_p: 0.2865
[INFO] 2021-10-26 08:25:50 > Step: 994300 Progress: 99.4% Elapsed: 9 days, 19:03:55 Gen_loss: 1.455 Dis_loss: 0.9256 Cls_loss: N/A Topk: N/A ada_p: 0.2885
[INFO] 2021-10-26 08:26:54 > Step: 994400 Progress: 99.4% Elapsed: 9 days, 19:04:59 Gen_loss: 1.846 Dis_loss: 0.7958 Cls_loss: N/A Topk: N/A ada_p: 0.287
[INFO] 2021-10-26 08:27:57 > Step: 994500 Progress: 99.5% Elapsed: 9 days, 19:06:02 Gen_loss: 1.059 Dis_loss: 0.7152 Cls_loss: N/A Topk: N/A ada_p: 0.2909
[INFO] 2021-10-26 08:29:00 > Step: 994600 Progress: 99.5% Elapsed: 9 days, 19:07:04 Gen_loss: 1.107 Dis_loss: 0.7646 Cls_loss: N/A Topk: N/A ada_p: 0.2881
[INFO] 2021-10-26 08:30:02 > Step: 994700 Progress: 99.5% Elapsed: 9 days, 19:08:07 Gen_loss: 1.953 Dis_loss: 0.9212 Cls_loss: N/A Topk: N/A ada_p: 0.2881
[INFO] 2021-10-26 08:31:05 > Step: 994800 Progress: 99.5% Elapsed: 9 days, 19:09:09 Gen_loss: 1.331 Dis_loss: 0.8705 Cls_loss: N/A Topk: N/A ada_p: 0.2892
[INFO] 2021-10-26 08:32:07 > Step: 994900 Progress: 99.5% Elapsed: 9 days, 19:10:12 Gen_loss: 1.856 Dis_loss: 1.107 Cls_loss: N/A Topk: N/A ada_p: 0.2875
[INFO] 2021-10-26 08:33:20 > Step: 995000 Progress: 99.5% Elapsed: 9 days, 19:11:25 Gen_loss: 1.697 Dis_loss: 1.216 Cls_loss: N/A Topk: N/A ada_p: 0.287
[INFO] 2021-10-26 08:34:22 > Step: 995100 Progress: 99.5% Elapsed: 9 days, 19:12:27 Gen_loss: 1.673 Dis_loss: 0.7854 Cls_loss: N/A Topk: N/A ada_p: 0.2901
[INFO] 2021-10-26 08:35:25 > Step: 995200 Progress: 99.5% Elapsed: 9 days, 19:13:29 Gen_loss: 0.7129 Dis_loss: 1.163 Cls_loss: N/A Topk: N/A ada_p: 0.2916
[INFO] 2021-10-26 08:36:28 > Step: 995300 Progress: 99.5% Elapsed: 9 days, 19:14:33 Gen_loss: 1.118 Dis_loss: 0.712 Cls_loss: N/A Topk: N/A ada_p: 0.2935
[INFO] 2021-10-26 08:37:31 > Step: 995400 Progress: 99.5% Elapsed: 9 days, 19:15:36 Gen_loss: 1.505 Dis_loss: 0.7944 Cls_loss: N/A Topk: N/A ada_p: 0.2915
[INFO] 2021-10-26 08:38:33 > Step: 995500 Progress: 99.6% Elapsed: 9 days, 19:16:38 Gen_loss: 1.523 Dis_loss: 0.8275 Cls_loss: N/A Topk: N/A ada_p: 0.2907
[INFO] 2021-10-26 08:39:37 > Step: 995600 Progress: 99.6% Elapsed: 9 days, 19:17:41 Gen_loss: 0.7687 Dis_loss: 0.7499 Cls_loss: N/A Topk: N/A ada_p: 0.2902
[INFO] 2021-10-26 08:40:39 > Step: 995700 Progress: 99.6% Elapsed: 9 days, 19:18:44 Gen_loss: 1.293 Dis_loss: 0.8402 Cls_loss: N/A Topk: N/A ada_p: 0.2911
[INFO] 2021-10-26 08:41:53 > Step: 995800 Progress: 99.6% Elapsed: 9 days, 19:19:57 Gen_loss: 1.112 Dis_loss: 0.728 Cls_loss: N/A Topk: N/A ada_p: 0.2908
[INFO] 2021-10-26 08:42:55 > Step: 995900 Progress: 99.6% Elapsed: 9 days, 19:20:59 Gen_loss: 1.453 Dis_loss: 0.7829 Cls_loss: N/A Topk: N/A ada_p: 0.2893
[INFO] 2021-10-26 08:43:57 > Step: 996000 Progress: 99.6% Elapsed: 9 days, 19:22:02 Gen_loss: 1.055 Dis_loss: 0.847 Cls_loss: N/A Topk: N/A ada_p: 0.2967
[INFO] 2021-10-26 08:45:00 > Step: 996100 Progress: 99.6% Elapsed: 9 days, 19:23:04 Gen_loss: 1.31 Dis_loss: 0.9863 Cls_loss: N/A Topk: N/A ada_p: 0.2973
[INFO] 2021-10-26 08:46:02 > Step: 996200 Progress: 99.6% Elapsed: 9 days, 19:24:07 Gen_loss: 1.508 Dis_loss: 0.4871 Cls_loss: N/A Topk: N/A ada_p: 0.2935
[INFO] 2021-10-26 08:47:04 > Step: 996300 Progress: 99.6% Elapsed: 9 days, 19:25:09 Gen_loss: 1.795 Dis_loss: 1.35 Cls_loss: N/A Topk: N/A ada_p: 0.294
[INFO] 2021-10-26 08:48:07 > Step: 996400 Progress: 99.6% Elapsed: 9 days, 19:26:12 Gen_loss: 1.045 Dis_loss: 0.7396 Cls_loss: N/A Topk: N/A ada_p: 0.2948
[INFO] 2021-10-26 08:49:09 > Step: 996500 Progress: 99.7% Elapsed: 9 days, 19:27:14 Gen_loss: 1.38 Dis_loss: 1.034 Cls_loss: N/A Topk: N/A ada_p: 0.2949
[INFO] 2021-10-26 08:50:22 > Step: 996600 Progress: 99.7% Elapsed: 9 days, 19:28:27 Gen_loss: 0.9538 Dis_loss: 0.8511 Cls_loss: N/A Topk: N/A ada_p: 0.2931
[INFO] 2021-10-26 08:51:25 > Step: 996700 Progress: 99.7% Elapsed: 9 days, 19:29:29 Gen_loss: 1.141 Dis_loss: 0.917 Cls_loss: N/A Topk: N/A ada_p: 0.2911
[INFO] 2021-10-26 08:52:27 > Step: 996800 Progress: 99.7% Elapsed: 9 days, 19:30:32 Gen_loss: 1.752 Dis_loss: 0.6157 Cls_loss: N/A Topk: N/A ada_p: 0.2952
[INFO] 2021-10-26 08:53:31 > Step: 996900 Progress: 99.7% Elapsed: 9 days, 19:31:35 Gen_loss: 0.9208 Dis_loss: 0.9766 Cls_loss: N/A Topk: N/A ada_p: 0.295
[INFO] 2021-10-26 08:54:33 > Step: 997000 Progress: 99.7% Elapsed: 9 days, 19:32:38 Gen_loss: 1.501 Dis_loss: 0.7963 Cls_loss: N/A Topk: N/A ada_p: 0.2897
[INFO] 2021-10-26 08:55:36 > Step: 997100 Progress: 99.7% Elapsed: 9 days, 19:33:41 Gen_loss: 1.367 Dis_loss: 0.9362 Cls_loss: N/A Topk: N/A ada_p: 0.2925
[INFO] 2021-10-26 08:56:38 > Step: 997200 Progress: 99.7% Elapsed: 9 days, 19:34:43 Gen_loss: 0.7893 Dis_loss: 0.9756 Cls_loss: N/A Topk: N/A ada_p: 0.295
[INFO] 2021-10-26 08:57:41 > Step: 997300 Progress: 99.7% Elapsed: 9 days, 19:35:46 Gen_loss: 1.698 Dis_loss: 0.8593 Cls_loss: N/A Topk: N/A ada_p: 0.2913
[INFO] 2021-10-26 08:58:54 > Step: 997400 Progress: 99.7% Elapsed: 9 days, 19:36:58 Gen_loss: 1.165 Dis_loss: 0.5197 Cls_loss: N/A Topk: N/A ada_p: 0.2962
[INFO] 2021-10-26 08:59:56 > Step: 997500 Progress: 99.8% Elapsed: 9 days, 19:38:01 Gen_loss: 1.227 Dis_loss: 0.9045 Cls_loss: N/A Topk: N/A ada_p: 0.3003
[INFO] 2021-10-26 09:00:59 > Step: 997600 Progress: 99.8% Elapsed: 9 days, 19:39:03 Gen_loss: 1.873 Dis_loss: 1.481 Cls_loss: N/A Topk: N/A ada_p: 0.2982
[INFO] 2021-10-26 09:02:02 > Step: 997700 Progress: 99.8% Elapsed: 9 days, 19:40:07 Gen_loss: 1.399 Dis_loss: 1.055 Cls_loss: N/A Topk: N/A ada_p: 0.2961
[INFO] 2021-10-26 09:03:04 > Step: 997800 Progress: 99.8% Elapsed: 9 days, 19:41:09 Gen_loss: 1.732 Dis_loss: 0.7014 Cls_loss: N/A Topk: N/A ada_p: 0.2943
[INFO] 2021-10-26 09:04:07 > Step: 997900 Progress: 99.8% Elapsed: 9 days, 19:42:12 Gen_loss: 0.7876 Dis_loss: 1.021 Cls_loss: N/A Topk: N/A ada_p: 0.2968
[INFO] 2021-10-26 09:05:09 > Step: 998000 Progress: 99.8% Elapsed: 9 days, 19:43:14 Gen_loss: 1.452 Dis_loss: 1.147 Cls_loss: N/A Topk: N/A ada_p: 0.2976
[INFO] 2021-10-26 09:06:12 > Step: 998100 Progress: 99.8% Elapsed: 9 days, 19:44:17 Gen_loss: 1.335 Dis_loss: 0.9482 Cls_loss: N/A Topk: N/A ada_p: 0.3005
[INFO] 2021-10-26 09:07:25 > Step: 998200 Progress: 99.8% Elapsed: 9 days, 19:45:30 Gen_loss: 1.386 Dis_loss: 0.8171 Cls_loss: N/A Topk: N/A ada_p: 0.2988
[INFO] 2021-10-26 09:08:28 > Step: 998300 Progress: 99.8% Elapsed: 9 days, 19:46:32 Gen_loss: 1.22 Dis_loss: 0.6963 Cls_loss: N/A Topk: N/A ada_p: 0.2941
[INFO] 2021-10-26 09:09:30 > Step: 998400 Progress: 99.8% Elapsed: 9 days, 19:47:35 Gen_loss: 1.503 Dis_loss: 0.8037 Cls_loss: N/A Topk: N/A ada_p: 0.2949
[INFO] 2021-10-26 09:10:33 > Step: 998500 Progress: 99.9% Elapsed: 9 days, 19:48:38 Gen_loss: 1.32 Dis_loss: 1.038 Cls_loss: N/A Topk: N/A ada_p: 0.294
[INFO] 2021-10-26 09:11:35 > Step: 998600 Progress: 99.9% Elapsed: 9 days, 19:49:40 Gen_loss: 1.083 Dis_loss: 0.9238 Cls_loss: N/A Topk: N/A ada_p: 0.295
[INFO] 2021-10-26 09:12:38 > Step: 998700 Progress: 99.9% Elapsed: 9 days, 19:50:42 Gen_loss: 1.568 Dis_loss: 0.6276 Cls_loss: N/A Topk: N/A ada_p: 0.2935
[INFO] 2021-10-26 09:13:40 > Step: 998800 Progress: 99.9% Elapsed: 9 days, 19:51:44 Gen_loss: 1.636 Dis_loss: 0.8416 Cls_loss: N/A Topk: N/A ada_p: 0.2945
[INFO] 2021-10-26 09:14:53 > Step: 998900 Progress: 99.9% Elapsed: 9 days, 19:52:58 Gen_loss: 1.571 Dis_loss: 0.9239 Cls_loss: N/A Topk: N/A ada_p: 0.2949
[INFO] 2021-10-26 09:15:55 > Step: 999000 Progress: 99.9% Elapsed: 9 days, 19:53:59 Gen_loss: 1.619 Dis_loss: 0.7214 Cls_loss: N/A Topk: N/A ada_p: 0.2947
[INFO] 2021-10-26 09:16:57 > Step: 999100 Progress: 99.9% Elapsed: 9 days, 19:55:02 Gen_loss: 1.144 Dis_loss: 0.6775 Cls_loss: N/A Topk: N/A ada_p: 0.2941
[INFO] 2021-10-26 09:18:01 > Step: 999200 Progress: 99.9% Elapsed: 9 days, 19:56:06 Gen_loss: 2.107 Dis_loss: 0.7946 Cls_loss: N/A Topk: N/A ada_p: 0.2967
[INFO] 2021-10-26 09:19:04 > Step: 999300 Progress: 99.9% Elapsed: 9 days, 19:57:08 Gen_loss: 1.397 Dis_loss: 0.9817 Cls_loss: N/A Topk: N/A ada_p: 0.2981
[INFO] 2021-10-26 09:20:06 > Step: 999400 Progress: 99.9% Elapsed: 9 days, 19:58:11 Gen_loss: 0.9299 Dis_loss: 0.8674 Cls_loss: N/A Topk: N/A ada_p: 0.2979
[INFO] 2021-10-26 09:21:08 > Step: 999500 Progress: 100.0% Elapsed: 9 days, 19:59:13 Gen_loss: 0.5186 Dis_loss: 1.289 Cls_loss: N/A Topk: N/A ada_p: 0.3007
[INFO] 2021-10-26 09:22:12 > Step: 999600 Progress: 100.0% Elapsed: 9 days, 20:00:16 Gen_loss: 1.692 Dis_loss: 0.6457 Cls_loss: N/A Topk: N/A ada_p: 0.2981
[INFO] 2021-10-26 09:23:25 > Step: 999700 Progress: 100.0% Elapsed: 9 days, 20:01:30 Gen_loss: 1.44 Dis_loss: 0.7144 Cls_loss: N/A Topk: N/A ada_p: 0.297
[INFO] 2021-10-26 09:24:28 > Step: 999800 Progress: 100.0% Elapsed: 9 days, 20:02:32 Gen_loss: 1.151 Dis_loss: 1.042 Cls_loss: N/A Topk: N/A ada_p: 0.2954
[INFO] 2021-10-26 09:25:30 > Step: 999900 Progress: 100.0% Elapsed: 9 days, 20:03:35 Gen_loss: 0.9644 Dis_loss: 0.7705 Cls_loss: N/A Topk: N/A ada_p: 0.2975
[INFO] 2021-10-26 09:26:33 > Step: 1000000 Progress: 100.0% Elapsed: 9 days, 20:04:38 Gen_loss: 0.7028 Dis_loss: 0.8659 Cls_loss: N/A Topk: N/A ada_p: 0.2982
[INFO] 2021-10-26 09:26:34 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-26 09:26:34 > Save image canvas to save/figures/StyleGAN2-ADA-train-2021_10_16_13_21_43/generated_canvas_1000000.png
[INFO] 2021-10-26 09:26:34 > Start Evaluation (1000000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-26 09:26:34 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-26 09:32:05 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-26 09:37:44 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-26 10:03:42 > Inception score (Step: 1000000, 50000 generated images): 10.511722564697266
[INFO] 2021-10-26 10:03:42 > FID score (Step: 1000000, Using train moments): 2.3563814650763106
[INFO] 2021-10-26 10:03:42 > Improved Precision (Step: 1000000, Using train images): 0.74876
[INFO] 2021-10-26 10:03:42 > Improved Recall (Step: 1000000, Using train images): 0.6858
[INFO] 2021-10-26 10:03:42 > Density (Step: 1000000, Using train images): 1.068384
[INFO] 2021-10-26 10:03:42 > Coverage (Step: 1000000, Using train images): 0.93228
[INFO] 2021-10-26 10:03:42 > Best FID score (Step: 970000, Using train moments): 2.3159179001620487
[INFO] 2021-10-26 10:03:53 > Save model to save/checkpoints/StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-26 10:06:03 > End training!
[INFO] 2021-10-26 10:06:10 > --------------------------------------------------------------------------------
[INFO] 2021-10-26 10:06:10 > Start Evaluation (970000 Step): StyleGAN2-ADA-train-2021_10_16_13_21_43
[INFO] 2021-10-26 10:06:10 > Calculate Inception score of generated images (50000 images).
[INFO] 2021-10-26 10:11:38 > Calculate FID score of generated images (50000 images).
[INFO] 2021-10-26 10:17:09 > Calculate improved precision-recall and density-coverage of generated images (50000 images).
[INFO] 2021-10-26 10:38:22 > Inception score (Step: 970000, 50000 generated images): 10.458781242370605
[INFO] 2021-10-26 10:38:22 > FID score (Step: 970000, Using train moments): 2.312924516416615
[INFO] 2021-10-26 10:38:22 > Improved Precision (Step: 970000, Using train images): 0.74416
[INFO] 2021-10-26 10:38:22 > Improved Recall (Step: 970000, Using train images): 0.68528
[INFO] 2021-10-26 10:38:22 > Density (Step: 970000, Using train images): 1.04956
[INFO] 2021-10-26 10:38:22 > Coverage (Step: 970000, Using train images): 0.93168