2025-08-12 14:13:16,080 - INFO - model_name : mobilenetv4_conv_medium block_size : 16 clip_weight_name: None norm : none act : none num_vpt : None vpt_drop : None adapter : False adapter_reduction: None lora : False lora_rank : None lora_alpha : None lora_dropout : None dataset : nwpu in_memory_dataset: False input_size : 896 batch_size : 8 num_crops : 1 aug_min_scale : 0.75 aug_max_scale : 2.0 aug_brightness : 0.2 aug_contrast : 0.2 aug_saturation : 0.15 aug_hue : 0.0 aug_kernel_size: 5 aug_saltiness : 0.001 aug_spiciness : 0.001 aug_blur_prob : 0.2 sliding_window : False stride : 896 max_input_size : 4096 max_num_windows: 64 resize_to_multiple: False reg_loss : zipnll aux_loss : msmae weight_cls : 1.0 weight_reg : 1.0 weight_aux : 1.0 numItermax : None regularization : None scales : [1, 2, 4] min_scale_weight: 0.0 max_scale_weight: 1.0 alpha : 0.5 optimizer : adam lr : 0.0001 vpt_lr : None adapter_lr : None lora_lr : None backbone_lr : 0.0001 weight_decay : 0.0001 vpt_weight_decay: None adapter_weight_decay: None lora_weight_decay: None backbone_weight_decay: 0.0001 scheduler : cos_restarts warmup_epochs : 25 warmup_lr : 1e-05 eta_min : 1e-06 gamma : None step_size : None T_0 : 5 T_mult : 2 T_max : None ckpt_dir_name : None total_epochs : 1300 eval_start : 100 eval_freq : 1.0 save_freq : 50 save_best_k : 5 amp : True num_workers : 8 local_rank : 0 seed : 42 nprocs : 1 hash : 3ee6e718e9d94f3bb8b52d12bd7c8d3082b02eab0a2a0eb58a6057154946dbcd ckpt_dir : /dcs/large/u2005387/EBC-ZIP/checkpoints/nwpu/mobilenetv4_conv_medium_16_1.0+1.0xzipnll+1.0msmae_adam_cos_restarts_3ee6e718 bins : [(0.0, 0.0), (1.0, 1.0), (2.0, 2.0), (3.0, 3.0), (4.0, 4.0), (5.0, 5.0), (6.0, 6.0), (7.0, 7.0), (8.0, 8.0), (9.0, 9.0), (10.0, inf)] bin_centers : [0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 12.161079133299465] bin_counts : [14200293041, 230337258, 25716807, 6591144, 2496616, 1151263, 597759, 328222, 186538, 107834, 190931] 2025-08-12 14:13:16,080 - INFO - Total parameters: 10,534,124 Trainable parameters: 10,534,124 Non-trainable parameters: 0 2025-08-12 14:13:16,110 - INFO - Epoch: 0001 / 1300 lr: 1.000e-05 2025-08-12 14:15:23,947 - INFO - Training: cls_zice: 423.01818019013785; reg_zipnll: 3164.894216738507; aux_mae_loss_1: 2701.6546590849184; aux_mae_loss_2: 665.718746705043; aux_mae_loss_4: 164.40054985183676; cnt_loss: 2545.8234275288323; 2025-08-12 14:15:23,948 - INFO - Epoch: 0002 / 1300 lr: 1.096e-05 2025-08-12 14:16:48,031 - INFO - Training: cls_zice: 201.22810757681154; reg_zipnll: 824.1678991636458; aux_mae_loss_1: 331.62959026738736; aux_mae_loss_2: 73.830559934013; aux_mae_loss_4: 16.569547365134664; cnt_loss: 192.79845870736327; 2025-08-12 14:16:48,031 - INFO - Epoch: 0003 / 1300 lr: 1.202e-05 2025-08-12 14:18:08,684 - INFO - Training: cls_zice: 111.28761958049319; reg_zipnll: 581.8772893282932; aux_mae_loss_1: 248.13227277427222; aux_mae_loss_2: 51.783858434093645; aux_mae_loss_4: 11.048476948529713; cnt_loss: 116.97196831004479; 2025-08-12 14:18:08,685 - INFO - Epoch: 0004 / 1300 lr: 1.318e-05 2025-08-12 14:19:28,824 - INFO - Training: cls_zice: 93.83654227086694; reg_zipnll: 483.7589109366841; aux_mae_loss_1: 225.57429873115913; aux_mae_loss_2: 45.11904973665056; aux_mae_loss_4: 9.33089933971513; cnt_loss: 95.66266164313858; 2025-08-12 14:19:28,825 - INFO - Epoch: 0005 / 1300 lr: 1.445e-05 2025-08-12 14:20:49,694 - INFO - Training: cls_zice: 88.35095603698936; reg_zipnll: 433.9273983286095; aux_mae_loss_1: 216.6491729030266; aux_mae_loss_2: 41.9323482660524; aux_mae_loss_4: 8.450318200422743; cnt_loss: 84.53213575750513; 2025-08-12 14:20:49,694 - INFO - Epoch: 0006 / 1300 lr: 1.585e-05 2025-08-12 14:22:10,567 - INFO - Training: cls_zice: 90.68025934972003; reg_zipnll: 405.4675696404857; aux_mae_loss_1: 221.60193412408117; aux_mae_loss_2: 42.09771346800738; aux_mae_loss_4: 8.40439387887793; cnt_loss: 88.0044399643925; 2025-08-12 14:22:10,567 - INFO - Epoch: 0007 / 1300 lr: 1.738e-05 2025-08-12 14:23:31,136 - INFO - Training: cls_zice: 85.16955257105643; reg_zipnll: 387.1370862946106; aux_mae_loss_1: 212.91953318774853; aux_mae_loss_2: 39.890306379617336; aux_mae_loss_4: 7.899515021429576; cnt_loss: 80.34353363360721; 2025-08-12 14:23:31,137 - INFO - Epoch: 0008 / 1300 lr: 1.905e-05 2025-08-12 14:24:51,547 - INFO - Training: cls_zice: 81.20022128817355; reg_zipnll: 371.68008987701336; aux_mae_loss_1: 211.80218132234785; aux_mae_loss_2: 39.13707325697558; aux_mae_loss_4: 7.689935564688361; cnt_loss: 78.1788463004144; 2025-08-12 14:24:51,547 - INFO - Epoch: 0009 / 1300 lr: 2.089e-05 2025-08-12 14:26:11,769 - INFO - Training: cls_zice: 77.68769733213213; reg_zipnll: 355.1742902819479; aux_mae_loss_1: 201.36081035584596; aux_mae_loss_2: 36.016605811131335; aux_mae_loss_4: 6.880069274828796; cnt_loss: 65.6551257405612; 2025-08-12 14:26:11,770 - INFO - Epoch: 0010 / 1300 lr: 2.291e-05 2025-08-12 14:27:32,419 - INFO - Training: cls_zice: 77.78490310493656; reg_zipnll: 348.4269934999912; aux_mae_loss_1: 202.4993357131291; aux_mae_loss_2: 36.124553633839426; aux_mae_loss_4: 6.952329694458635; cnt_loss: 69.60557270295209; 2025-08-12 14:27:32,419 - INFO - Epoch: 0011 / 1300 lr: 2.512e-05 2025-08-12 14:28:53,536 - INFO - Training: cls_zice: 72.460022473703; reg_zipnll: 340.8386515247178; aux_mae_loss_1: 192.8748844999887; aux_mae_loss_2: 33.42260613723402; aux_mae_loss_4: 6.329446348249146; cnt_loss: 61.31863547352102; 2025-08-12 14:28:53,537 - INFO - Epoch: 0012 / 1300 lr: 2.754e-05 2025-08-12 14:30:14,428 - INFO - Training: cls_zice: 75.62005586826403; reg_zipnll: 335.16689622187675; aux_mae_loss_1: 193.3328512039773; aux_mae_loss_2: 33.11171460580703; aux_mae_loss_4: 6.205194391750738; cnt_loss: 58.08136056934347; 2025-08-12 14:30:14,428 - INFO - Epoch: 0013 / 1300 lr: 3.020e-05 2025-08-12 14:31:35,166 - INFO - Training: cls_zice: 82.47526470156133; reg_zipnll: 327.19434850933004; aux_mae_loss_1: 201.71024089116978; aux_mae_loss_2: 35.20861610226276; aux_mae_loss_4: 6.774237428655355; cnt_loss: 68.45441324851814; 2025-08-12 14:31:35,166 - INFO - Epoch: 0014 / 1300 lr: 3.311e-05 2025-08-12 14:32:55,887 - INFO - Training: cls_zice: 76.11874215921583; reg_zipnll: 318.61007782610034; aux_mae_loss_1: 195.37945970471537; aux_mae_loss_2: 32.97897564660001; aux_mae_loss_4: 6.214536667176568; cnt_loss: 60.08057417661181; 2025-08-12 14:32:55,888 - INFO - Epoch: 0015 / 1300 lr: 3.631e-05 2025-08-12 14:34:16,560 - INFO - Training: cls_zice: 73.47463824433349; reg_zipnll: 315.6084028111632; aux_mae_loss_1: 190.0214330089736; aux_mae_loss_2: 31.52426405982677; aux_mae_loss_4: 5.891069147458113; cnt_loss: 55.3047098941852; 2025-08-12 14:34:16,561 - INFO - Epoch: 0016 / 1300 lr: 3.981e-05 2025-08-12 14:35:36,891 - INFO - Training: cls_zice: 72.462173282334; reg_zipnll: 300.0082686161934; aux_mae_loss_1: 187.59368459118056; aux_mae_loss_2: 31.459531837992927; aux_mae_loss_4: 5.986799220499465; cnt_loss: 60.97347618681606; 2025-08-12 14:35:36,891 - INFO - Epoch: 0017 / 1300 lr: 4.365e-05 2025-08-12 14:36:57,214 - INFO - Training: cls_zice: 70.04066049072001; reg_zipnll: 306.18756217270095; aux_mae_loss_1: 185.6843028914346; aux_mae_loss_2: 30.310606170742556; aux_mae_loss_4: 5.638384610031442; cnt_loss: 53.983993640595656; 2025-08-12 14:36:57,214 - INFO - Epoch: 0018 / 1300 lr: 4.786e-05 2025-08-12 14:38:17,050 - INFO - Training: cls_zice: 73.56944914066393; reg_zipnll: 309.5555856013359; aux_mae_loss_1: 187.47988748427835; aux_mae_loss_2: 30.59198614135193; aux_mae_loss_4: 5.7462228092252445; cnt_loss: 54.90423110824624; 2025-08-12 14:38:17,050 - INFO - Epoch: 0019 / 1300 lr: 5.248e-05 2025-08-12 14:39:37,098 - INFO - Training: cls_zice: 74.33687021232817; reg_zipnll: 316.6477268876024; aux_mae_loss_1: 186.95228163809887; aux_mae_loss_2: 31.162663065069438; aux_mae_loss_4: 5.94582216966428; cnt_loss: 58.7631193972492; 2025-08-12 14:39:37,098 - INFO - Epoch: 0020 / 1300 lr: 5.754e-05 2025-08-12 14:40:57,222 - INFO - Training: cls_zice: 69.27733262124589; reg_zipnll: 304.44031059833907; aux_mae_loss_1: 180.46146169235897; aux_mae_loss_2: 29.262640595129646; aux_mae_loss_4: 5.4726573329964765; cnt_loss: 51.60693597670999; 2025-08-12 14:40:57,223 - INFO - Epoch: 0021 / 1300 lr: 6.310e-05 2025-08-12 14:42:17,281 - INFO - Training: cls_zice: 76.24580196059455; reg_zipnll: 295.233695826984; aux_mae_loss_1: 187.6361051721254; aux_mae_loss_2: 31.15247698124393; aux_mae_loss_4: 5.968046792062205; cnt_loss: 59.96372328074242; 2025-08-12 14:42:17,281 - INFO - Epoch: 0022 / 1300 lr: 6.918e-05 2025-08-12 14:43:37,278 - INFO - Training: cls_zice: 76.31372306877053; reg_zipnll: 300.9622162277104; aux_mae_loss_1: 187.14191386754837; aux_mae_loss_2: 31.228706112251185; aux_mae_loss_4: 6.0296107227207765; cnt_loss: 62.00504857041229; 2025-08-12 14:43:37,279 - INFO - Epoch: 0023 / 1300 lr: 7.586e-05 2025-08-12 14:44:57,344 - INFO - Training: cls_zice: 72.80109685368281; reg_zipnll: 291.3874996450076; aux_mae_loss_1: 180.2632051874862; aux_mae_loss_2: 29.84498755790887; aux_mae_loss_4: 5.693805600193288; cnt_loss: 57.45257465514548; 2025-08-12 14:44:57,344 - INFO - Epoch: 0024 / 1300 lr: 8.318e-05 2025-08-12 14:46:17,857 - INFO - Training: cls_zice: 72.59299332432084; reg_zipnll: 294.83088199644897; aux_mae_loss_1: 179.3347493836077; aux_mae_loss_2: 29.889463218747803; aux_mae_loss_4: 5.740765431852758; cnt_loss: 56.95889382987525; 2025-08-12 14:46:17,857 - INFO - Epoch: 0025 / 1300 lr: 9.120e-05 2025-08-12 14:47:37,963 - INFO - Training: cls_zice: 74.05980093083835; reg_zipnll: 295.7360632143781; aux_mae_loss_1: 180.74348084908218; aux_mae_loss_2: 29.97501847676569; aux_mae_loss_4: 5.678972842454297; cnt_loss: 54.519416093213394; 2025-08-12 14:47:37,964 - INFO - Epoch: 0026 / 1300 lr: 1.000e-04 2025-08-12 14:48:58,281 - INFO - Training: cls_zice: 74.32256385936834; reg_zipnll: 295.4705035545526; aux_mae_loss_1: 178.16659702801152; aux_mae_loss_2: 30.596147604650582; aux_mae_loss_4: 5.990265658398214; cnt_loss: 62.99596480416148; 2025-08-12 14:48:58,281 - INFO - Epoch: 0027 / 1300 lr: 9.055e-05 2025-08-12 14:50:17,175 - INFO - Training: cls_zice: 68.755633149478; reg_zipnll: 278.84066411584695; aux_mae_loss_1: 170.38239997334222; aux_mae_loss_2: 28.57042236867478; aux_mae_loss_4: 5.4333311117093785; cnt_loss: 53.349693579048605; 2025-08-12 14:50:17,175 - INFO - Epoch: 0028 / 1300 lr: 6.580e-05 2025-08-12 14:51:37,228 - INFO - Training: cls_zice: 69.572923473037; reg_zipnll: 283.4427995853375; aux_mae_loss_1: 165.17978010202128; aux_mae_loss_2: 26.79745428359907; aux_mae_loss_4: 4.960089798145245; cnt_loss: 46.074416507485594; 2025-08-12 14:51:37,228 - INFO - Epoch: 0029 / 1300 lr: 3.520e-05 2025-08-12 14:52:56,591 - INFO - Training: cls_zice: 65.28950595484142; reg_zipnll: 256.4393685152108; aux_mae_loss_1: 160.15279765974893; aux_mae_loss_2: 25.562462907217462; aux_mae_loss_4: 4.613845375632259; cnt_loss: 40.787541081788916; 2025-08-12 14:52:56,592 - INFO - Epoch: 0030 / 1300 lr: 1.045e-05 2025-08-12 14:54:16,655 - INFO - Training: cls_zice: 67.60633285259374; reg_zipnll: 263.66568979689885; aux_mae_loss_1: 158.27027887182555; aux_mae_loss_2: 24.699290696023976; aux_mae_loss_4: 4.342028268505184; cnt_loss: 34.042522666999794; 2025-08-12 14:54:16,655 - INFO - Epoch: 0031 / 1300 lr: 1.000e-04 2025-08-12 14:55:36,670 - INFO - Training: cls_zice: 73.57353611604567; reg_zipnll: 285.34256034399976; aux_mae_loss_1: 173.3169402683915; aux_mae_loss_2: 30.050459411272964; aux_mae_loss_4: 5.900848845283292; cnt_loss: 60.880719091714504; 2025-08-12 14:55:36,670 - INFO - Epoch: 0032 / 1300 lr: 9.758e-05 2025-08-12 14:56:57,028 - INFO - Training: cls_zice: 71.98055419318167; reg_zipnll: 289.4035312583943; aux_mae_loss_1: 173.15263457898922; aux_mae_loss_2: 29.83734487567892; aux_mae_loss_4: 5.776645953980081; cnt_loss: 57.260842364980505; 2025-08-12 14:56:57,029 - INFO - Epoch: 0033 / 1300 lr: 9.055e-05 2025-08-12 14:58:17,450 - INFO - Training: cls_zice: 70.77691419051055; reg_zipnll: 280.44498382803715; aux_mae_loss_1: 166.80438830613477; aux_mae_loss_2: 27.7880950452123; aux_mae_loss_4: 5.240469642040969; cnt_loss: 49.969345386966026; 2025-08-12 14:58:17,450 - INFO - Epoch: 0034 / 1300 lr: 7.960e-05 2025-08-12 14:59:38,257 - INFO - Training: cls_zice: 67.8096933194022; reg_zipnll: 265.2493953753866; aux_mae_loss_1: 162.12725530982323; aux_mae_loss_2: 26.841255691793094; aux_mae_loss_4: 5.002819337850978; cnt_loss: 47.69171369229; 2025-08-12 14:59:38,257 - INFO - Epoch: 0035 / 1300 lr: 6.580e-05 2025-08-12 15:00:58,873 - INFO - Training: cls_zice: 67.40949282609405; reg_zipnll: 251.54885314117666; aux_mae_loss_1: 155.93394440305264; aux_mae_loss_2: 25.681286793441576; aux_mae_loss_4: 4.737386198154145; cnt_loss: 41.57891535820262; 2025-08-12 15:00:58,873 - INFO - Epoch: 0036 / 1300 lr: 5.050e-05 2025-08-12 15:02:19,147 - INFO - Training: cls_zice: 68.94181776613686; reg_zipnll: 258.61409007859413; aux_mae_loss_1: 157.43369971326814; aux_mae_loss_2: 25.463188933835852; aux_mae_loss_4: 4.633866302151913; cnt_loss: 39.29282351814996; 2025-08-12 15:02:19,147 - INFO - Epoch: 0037 / 1300 lr: 3.520e-05 2025-08-12 15:03:40,091 - INFO - Training: cls_zice: 65.721473131664; reg_zipnll: 249.5991658404431; aux_mae_loss_1: 152.42516315136592; aux_mae_loss_2: 24.18998737874558; aux_mae_loss_4: 4.285977526005252; cnt_loss: 35.077835651167256; 2025-08-12 15:03:40,092 - INFO - Epoch: 0038 / 1300 lr: 2.140e-05 2025-08-12 15:05:01,379 - INFO - Training: cls_zice: 63.81579467615922; reg_zipnll: 254.63504095003967; aux_mae_loss_1: 149.56369564772265; aux_mae_loss_2: 23.31518094888996; aux_mae_loss_4: 4.049545281037573; cnt_loss: 30.79078235233964; 2025-08-12 15:05:01,379 - INFO - Epoch: 0039 / 1300 lr: 1.045e-05 2025-08-12 15:06:21,878 - INFO - Training: cls_zice: 61.44633834297675; reg_zipnll: 242.51314608419463; aux_mae_loss_1: 145.50276260081785; aux_mae_loss_2: 22.469414794353103; aux_mae_loss_4: 3.850265568203669; cnt_loss: 26.8547789768572; 2025-08-12 15:06:21,878 - INFO - Epoch: 0040 / 1300 lr: 3.423e-06 2025-08-12 15:07:42,259 - INFO - Training: cls_zice: 65.58605969331411; reg_zipnll: 241.33778096961484; aux_mae_loss_1: 150.76123795104823; aux_mae_loss_2: 23.292244142615704; aux_mae_loss_4: 3.981222332902923; cnt_loss: 28.565092852918532; 2025-08-12 15:07:42,260 - INFO - Epoch: 0041 / 1300 lr: 1.000e-04 2025-08-12 15:09:02,258 - INFO - Training: cls_zice: 67.92833750903759; reg_zipnll: 267.74606572325246; aux_mae_loss_1: 157.92882859492363; aux_mae_loss_2: 26.13976390809204; aux_mae_loss_4: 4.863589382110341; cnt_loss: 45.4801611115816; 2025-08-12 15:09:02,259 - INFO - Epoch: 0042 / 1300 lr: 9.939e-05 2025-08-12 15:10:22,671 - INFO - Training: cls_zice: 68.5077648121471; reg_zipnll: 279.0809648901147; aux_mae_loss_1: 164.38864472102384; aux_mae_loss_2: 28.609955548627212; aux_mae_loss_4: 5.5524394126048735; cnt_loss: 55.703393160224266; 2025-08-12 15:10:22,671 - INFO - Epoch: 0043 / 1300 lr: 9.758e-05 2025-08-12 15:11:43,613 - INFO - Training: cls_zice: 69.62803800737336; reg_zipnll: 264.9101720236261; aux_mae_loss_1: 158.48988874773747; aux_mae_loss_2: 26.72320851200957; aux_mae_loss_4: 5.0513802307124; cnt_loss: 47.13116143233978; 2025-08-12 15:11:43,614 - INFO - Epoch: 0044 / 1300 lr: 9.460e-05 2025-08-12 15:13:04,631 - INFO - Training: cls_zice: 70.95456509096763; reg_zipnll: 263.3751990310943; aux_mae_loss_1: 161.6627289838227; aux_mae_loss_2: 27.325232149089825; aux_mae_loss_4: 5.180926748903368; cnt_loss: 49.6524787580446; 2025-08-12 15:13:04,631 - INFO - Epoch: 0045 / 1300 lr: 9.055e-05 2025-08-12 15:14:25,257 - INFO - Training: cls_zice: 67.69534872261602; reg_zipnll: 253.73707397186357; aux_mae_loss_1: 152.71550176076227; aux_mae_loss_2: 25.598145584214315; aux_mae_loss_4: 4.761109132386725; cnt_loss: 42.80375849005495; 2025-08-12 15:14:25,258 - INFO - Epoch: 0046 / 1300 lr: 8.550e-05 2025-08-12 15:15:45,414 - INFO - Training: cls_zice: 64.46667309220315; reg_zipnll: 246.80366211133628; aux_mae_loss_1: 150.4802009759035; aux_mae_loss_2: 24.695906746969737; aux_mae_loss_4: 4.478877703757396; cnt_loss: 38.75745958289021; 2025-08-12 15:15:45,414 - INFO - Epoch: 0047 / 1300 lr: 7.960e-05 2025-08-12 15:17:05,599 - INFO - Training: cls_zice: 67.27820719767045; reg_zipnll: 250.91199743471907; aux_mae_loss_1: 154.32034303719095; aux_mae_loss_2: 25.315076901551077; aux_mae_loss_4: 4.612249616792085; cnt_loss: 40.317797727633874; 2025-08-12 15:17:05,600 - INFO - Epoch: 0048 / 1300 lr: 7.297e-05 2025-08-12 15:18:25,837 - INFO - Training: cls_zice: 69.59398407303276; reg_zipnll: 244.782984265325; aux_mae_loss_1: 153.44563290024783; aux_mae_loss_2: 25.282568823708974; aux_mae_loss_4: 4.62647725990315; cnt_loss: 40.86047307016917; 2025-08-12 15:18:25,837 - INFO - Epoch: 0049 / 1300 lr: 6.580e-05 2025-08-12 15:19:45,967 - INFO - Training: cls_zice: 65.09314523878625; reg_zipnll: 239.71347185149597; aux_mae_loss_1: 147.95995724047978; aux_mae_loss_2: 24.106110294557784; aux_mae_loss_4: 4.311958439245935; cnt_loss: 35.630251671783725; 2025-08-12 15:19:45,967 - INFO - Epoch: 0050 / 1300 lr: 5.824e-05 2025-08-12 15:21:07,116 - INFO - Training: cls_zice: 64.14421543095902; reg_zipnll: 235.2754786670361; aux_mae_loss_1: 145.4654827068888; aux_mae_loss_2: 23.419599205791798; aux_mae_loss_4: 4.151425218674088; cnt_loss: 33.685868330050866; 2025-08-12 15:21:08,835 - INFO - Epoch: 0051 / 1300 lr: 5.050e-05 2025-08-12 15:22:28,541 - INFO - Training: cls_zice: 62.487897290208956; reg_zipnll: 238.7186366377882; aux_mae_loss_1: 145.62539548800353; aux_mae_loss_2: 23.10996793045789; aux_mae_loss_4: 4.030764929279877; cnt_loss: 31.28222236780397; 2025-08-12 15:22:28,541 - INFO - Epoch: 0052 / 1300 lr: 4.276e-05 2025-08-12 15:23:48,175 - INFO - Training: cls_zice: 64.31431812335256; reg_zipnll: 238.93640441698403; aux_mae_loss_1: 143.7114282720806; aux_mae_loss_2: 22.716634827591765; aux_mae_loss_4: 3.9449065499256695; cnt_loss: 30.01952136758054; 2025-08-12 15:23:48,175 - INFO - Epoch: 0053 / 1300 lr: 3.520e-05 2025-08-12 15:25:08,346 - INFO - Training: cls_zice: 64.24656290379006; reg_zipnll: 241.83173021252787; aux_mae_loss_1: 140.9090454768399; aux_mae_loss_2: 21.985863901349145; aux_mae_loss_4: 3.750423284606639; cnt_loss: 25.238888678636528; 2025-08-12 15:25:08,347 - INFO - Epoch: 0054 / 1300 lr: 2.803e-05 2025-08-12 15:26:28,510 - INFO - Training: cls_zice: 60.806774095735086; reg_zipnll: 233.69767609230962; aux_mae_loss_1: 138.73809769343595; aux_mae_loss_2: 21.6774616695002; aux_mae_loss_4: 3.702920315964363; cnt_loss: 26.119061363386923; 2025-08-12 15:26:28,510 - INFO - Epoch: 0055 / 1300 lr: 2.140e-05 2025-08-12 15:27:49,964 - INFO - Training: cls_zice: 61.103650690389166; reg_zipnll: 232.14481484675468; aux_mae_loss_1: 141.978960914906; aux_mae_loss_2: 22.330647870630102; aux_mae_loss_4: 3.8037793100033443; cnt_loss: 27.416531532160114; 2025-08-12 15:27:49,964 - INFO - Epoch: 0056 / 1300 lr: 1.550e-05 2025-08-12 15:29:10,639 - INFO - Training: cls_zice: 65.75962737968771; reg_zipnll: 227.21972523373012; aux_mae_loss_1: 144.50414903243586; aux_mae_loss_2: 22.51109397196831; aux_mae_loss_4: 3.816344475225189; cnt_loss: 25.277927695325836; 2025-08-12 15:29:10,639 - INFO - Epoch: 0057 / 1300 lr: 1.045e-05 2025-08-12 15:30:31,410 - INFO - Training: cls_zice: 58.84140897969354; reg_zipnll: 225.9284481352583; aux_mae_loss_1: 135.81539975830705; aux_mae_loss_2: 21.004840117800207; aux_mae_loss_4: 3.50575878028698; cnt_loss: 22.374936463900273; 2025-08-12 15:30:31,410 - INFO - Epoch: 0058 / 1300 lr: 6.395e-06 2025-08-12 15:31:51,936 - INFO - Training: cls_zice: 61.84126803593035; reg_zipnll: 237.88000768254534; aux_mae_loss_1: 137.15533392839995; aux_mae_loss_2: 20.959148626401063; aux_mae_loss_4: 3.451740265658705; cnt_loss: 20.61395870352159; 2025-08-12 15:31:51,936 - INFO - Epoch: 0059 / 1300 lr: 3.423e-06 2025-08-12 15:33:11,914 - INFO - Training: cls_zice: 64.88764189543791; reg_zipnll: 230.87254562966314; aux_mae_loss_1: 139.79191298595126; aux_mae_loss_2: 21.585036227513093; aux_mae_loss_4: 3.590658544115052; cnt_loss: 22.639037815035156; 2025-08-12 15:33:11,914 - INFO - Epoch: 0060 / 1300 lr: 1.609e-06 2025-08-12 15:34:31,941 - INFO - Training: cls_zice: 62.32491930775287; reg_zipnll: 223.6266005547923; aux_mae_loss_1: 138.30082408444127; aux_mae_loss_2: 21.338080501801556; aux_mae_loss_4: 3.556549725158662; cnt_loss: 22.49165740172477; 2025-08-12 15:34:31,942 - INFO - Epoch: 0061 / 1300 lr: 1.000e-04 2025-08-12 15:35:52,167 - INFO - Training: cls_zice: 67.99853813571612; reg_zipnll: 240.83348663055497; aux_mae_loss_1: 149.59634569555445; aux_mae_loss_2: 24.94385189139751; aux_mae_loss_4: 4.590549286349574; cnt_loss: 40.18636714094402; 2025-08-12 15:35:52,167 - INFO - Epoch: 0062 / 1300 lr: 9.985e-05 2025-08-12 15:37:12,144 - INFO - Training: cls_zice: 67.33972872529361; reg_zipnll: 261.8351410225915; aux_mae_loss_1: 152.26269986758194; aux_mae_loss_2: 25.729015797759697; aux_mae_loss_4: 4.781952379908231; cnt_loss: 42.4351219419955; 2025-08-12 15:37:12,144 - INFO - Epoch: 0063 / 1300 lr: 9.939e-05 2025-08-12 15:38:33,207 - INFO - Training: cls_zice: 66.73404918545928; reg_zipnll: 249.68383472315145; aux_mae_loss_1: 148.3821163962004; aux_mae_loss_2: 24.64104270076997; aux_mae_loss_4: 4.528644023333846; cnt_loss: 40.5749290277535; 2025-08-12 15:38:33,207 - INFO - Epoch: 0064 / 1300 lr: 9.863e-05 2025-08-12 15:39:53,905 - INFO - Training: cls_zice: 63.541266396296976; reg_zipnll: 243.2043772013451; aux_mae_loss_1: 143.82821589570426; aux_mae_loss_2: 23.865234054452657; aux_mae_loss_4: 4.335230119737071; cnt_loss: 37.32214195838624; 2025-08-12 15:39:53,906 - INFO - Epoch: 0065 / 1300 lr: 9.758e-05 2025-08-12 15:41:14,383 - INFO - Training: cls_zice: 68.32564397520149; reg_zipnll: 239.7438523456799; aux_mae_loss_1: 148.62706741882167; aux_mae_loss_2: 24.804016154958532; aux_mae_loss_4: 4.577316465904903; cnt_loss: 42.095418666506184; 2025-08-12 15:41:14,384 - INFO - Epoch: 0066 / 1300 lr: 9.623e-05 2025-08-12 15:42:34,281 - INFO - Training: cls_zice: 65.50745004882849; reg_zipnll: 236.56909327764438; aux_mae_loss_1: 142.75809661649492; aux_mae_loss_2: 23.59255235667094; aux_mae_loss_4: 4.305544490526145; cnt_loss: 37.116125820228554; 2025-08-12 15:42:34,282 - INFO - Epoch: 0067 / 1300 lr: 9.460e-05 2025-08-12 15:43:54,096 - INFO - Training: cls_zice: 58.33525979036231; reg_zipnll: 237.91005770528838; aux_mae_loss_1: 139.222205890175; aux_mae_loss_2: 22.835012375848766; aux_mae_loss_4: 4.0743880644249115; cnt_loss: 33.39204343303004; 2025-08-12 15:43:54,097 - INFO - Epoch: 0068 / 1300 lr: 9.271e-05 2025-08-12 15:45:14,300 - INFO - Training: cls_zice: 62.81524129759683; reg_zipnll: 246.54933623483063; aux_mae_loss_1: 138.24547919148344; aux_mae_loss_2: 22.26879730077513; aux_mae_loss_4: 3.943992260948858; cnt_loss: 31.027903136986385; 2025-08-12 15:45:14,301 - INFO - Epoch: 0069 / 1300 lr: 9.055e-05 2025-08-12 15:46:33,635 - INFO - Training: cls_zice: 64.59323697102407; reg_zipnll: 235.49356946969706; aux_mae_loss_1: 140.2765233449274; aux_mae_loss_2: 22.980066233245143; aux_mae_loss_4: 4.117272371038373; cnt_loss: 34.29957275096432; 2025-08-12 15:46:33,636 - INFO - Epoch: 0070 / 1300 lr: 8.814e-05 2025-08-12 15:47:53,694 - INFO - Training: cls_zice: 64.94632387475367; reg_zipnll: 239.42977530668205; aux_mae_loss_1: 142.62765174414628; aux_mae_loss_2: 23.276378565398463; aux_mae_loss_4: 4.141224175308541; cnt_loss: 33.06765649741597; 2025-08-12 15:47:53,694 - INFO - Epoch: 0071 / 1300 lr: 8.550e-05 2025-08-12 15:49:13,718 - INFO - Training: cls_zice: 63.95216580367333; reg_zipnll: 232.34437272726416; aux_mae_loss_1: 138.2682509336496; aux_mae_loss_2: 22.50622376071763; aux_mae_loss_4: 3.9819657632501695; cnt_loss: 31.35295501711436; 2025-08-12 15:49:13,718 - INFO - Epoch: 0072 / 1300 lr: 8.265e-05 2025-08-12 15:50:33,826 - INFO - Training: cls_zice: 62.780580401190754; reg_zipnll: 231.34070479287587; aux_mae_loss_1: 136.62934010071743; aux_mae_loss_2: 22.098796621386374; aux_mae_loss_4: 3.9093253226390536; cnt_loss: 30.322329366115188; 2025-08-12 15:50:33,826 - INFO - Epoch: 0073 / 1300 lr: 7.960e-05 2025-08-12 15:51:53,496 - INFO - Training: cls_zice: 67.28938466356469; reg_zipnll: 239.8084586469557; aux_mae_loss_1: 146.95728677097506; aux_mae_loss_2: 24.70940078867738; aux_mae_loss_4: 4.54364245072735; cnt_loss: 40.635796417000975; 2025-08-12 15:51:53,497 - INFO - Epoch: 0074 / 1300 lr: 7.636e-05 2025-08-12 15:53:13,093 - INFO - Training: cls_zice: 63.28013614214631; reg_zipnll: 242.02583562071342; aux_mae_loss_1: 138.9256541489942; aux_mae_loss_2: 22.625161785086508; aux_mae_loss_4: 3.991925304070843; cnt_loss: 31.40777045411745; 2025-08-12 15:53:13,093 - INFO - Epoch: 0075 / 1300 lr: 7.297e-05 2025-08-12 15:54:33,529 - INFO - Training: cls_zice: 63.78144914532382; reg_zipnll: 229.41374204581686; aux_mae_loss_1: 139.60753236883403; aux_mae_loss_2: 22.617573776710923; aux_mae_loss_4: 3.9808639435044904; cnt_loss: 30.89423198197372; 2025-08-12 15:54:33,530 - INFO - Epoch: 0076 / 1300 lr: 6.944e-05 2025-08-12 15:55:53,947 - INFO - Training: cls_zice: 63.57258571021661; reg_zipnll: 227.34969744155217; aux_mae_loss_1: 139.16369003746993; aux_mae_loss_2: 22.65961878342616; aux_mae_loss_4: 4.008967410169714; cnt_loss: 31.826989195340705; 2025-08-12 15:55:53,948 - INFO - Epoch: 0077 / 1300 lr: 6.580e-05 2025-08-12 15:57:13,504 - INFO - Training: cls_zice: 60.55738127078373; reg_zipnll: 224.46938819198803; aux_mae_loss_1: 134.06693880233178; aux_mae_loss_2: 21.4707574672748; aux_mae_loss_4: 3.718246044567128; cnt_loss: 26.96952645269948; 2025-08-12 15:57:13,504 - INFO - Epoch: 0078 / 1300 lr: 6.206e-05 2025-08-12 15:58:34,312 - INFO - Training: cls_zice: 61.760561010831424; reg_zipnll: 222.985259597896; aux_mae_loss_1: 133.55631436541637; aux_mae_loss_2: 21.353167294843033; aux_mae_loss_4: 3.6943845678417726; cnt_loss: 27.469062412918994; 2025-08-12 15:58:34,312 - INFO - Epoch: 0079 / 1300 lr: 5.824e-05 2025-08-12 15:59:54,177 - INFO - Training: cls_zice: 59.72531882805659; reg_zipnll: 224.34910000994762; aux_mae_loss_1: 130.62975037680187; aux_mae_loss_2: 20.69666293102549; aux_mae_loss_4: 3.5313561675174685; cnt_loss: 24.492659636205758; 2025-08-12 15:59:54,177 - INFO - Epoch: 0080 / 1300 lr: 5.438e-05 2025-08-12 16:01:14,783 - INFO - Training: cls_zice: 61.25584875870793; reg_zipnll: 221.42389392852783; aux_mae_loss_1: 135.11273547371127; aux_mae_loss_2: 21.622873908143422; aux_mae_loss_4: 3.720530996898759; cnt_loss: 27.011473889216052; 2025-08-12 16:01:14,783 - INFO - Epoch: 0081 / 1300 lr: 5.050e-05 2025-08-12 16:02:35,356 - INFO - Training: cls_zice: 61.479883884939255; reg_zipnll: 226.35243161355928; aux_mae_loss_1: 132.00302406448324; aux_mae_loss_2: 20.810766923703387; aux_mae_loss_4: 3.502735139778157; cnt_loss: 23.82452187991694; 2025-08-12 16:02:35,357 - INFO - Epoch: 0082 / 1300 lr: 4.662e-05 2025-08-12 16:03:55,697 - INFO - Training: cls_zice: 59.93049462917225; reg_zipnll: 227.94357543003898; aux_mae_loss_1: 130.85801144185592; aux_mae_loss_2: 20.525233922090507; aux_mae_loss_4: 3.447277199486534; cnt_loss: 23.068066037406037; 2025-08-12 16:03:55,697 - INFO - Epoch: 0083 / 1300 lr: 4.276e-05 2025-08-12 16:05:16,290 - INFO - Training: cls_zice: 59.70874126826276; reg_zipnll: 224.14650507635199; aux_mae_loss_1: 130.7573635768155; aux_mae_loss_2: 20.653995542109474; aux_mae_loss_4: 3.5012493194835046; cnt_loss: 24.636740159865823; 2025-08-12 16:05:16,291 - INFO - Epoch: 0084 / 1300 lr: 3.894e-05 2025-08-12 16:06:36,041 - INFO - Training: cls_zice: 62.67641786162222; reg_zipnll: 215.58274638315706; aux_mae_loss_1: 134.21580399952083; aux_mae_loss_2: 21.241672431901673; aux_mae_loss_4: 3.6124933115314395; cnt_loss: 25.5568504793172; 2025-08-12 16:06:36,042 - INFO - Epoch: 0085 / 1300 lr: 3.520e-05 2025-08-12 16:07:54,569 - INFO - Training: cls_zice: 57.92062873996622; reg_zipnll: 222.40013448131728; aux_mae_loss_1: 128.8543095086105; aux_mae_loss_2: 20.057870447482426; aux_mae_loss_4: 3.3300888054168625; cnt_loss: 21.57503962639365; 2025-08-12 16:07:54,569 - INFO - Epoch: 0086 / 1300 lr: 3.156e-05 2025-08-12 16:09:14,305 - INFO - Training: cls_zice: 58.915979537681935; reg_zipnll: 221.72946588668236; aux_mae_loss_1: 129.18104369352287; aux_mae_loss_2: 20.214562358463944; aux_mae_loss_4: 3.378876742176654; cnt_loss: 22.20156088708912; 2025-08-12 16:09:14,305 - INFO - Epoch: 0087 / 1300 lr: 2.803e-05 2025-08-12 16:10:34,413 - INFO - Training: cls_zice: 60.329103785531075; reg_zipnll: 220.71382209758218; aux_mae_loss_1: 129.9220193554013; aux_mae_loss_2: 20.252400996445996; aux_mae_loss_4: 3.3624360713063903; cnt_loss: 21.45002326376947; 2025-08-12 16:10:34,413 - INFO - Epoch: 0088 / 1300 lr: 2.464e-05 2025-08-12 16:11:54,546 - INFO - Training: cls_zice: 57.97103866390827; reg_zipnll: 226.2104891210718; aux_mae_loss_1: 128.1393375151568; aux_mae_loss_2: 19.898929291948253; aux_mae_loss_4: 3.280011119603498; cnt_loss: 20.01413641306919; 2025-08-12 16:11:54,547 - INFO - Epoch: 0089 / 1300 lr: 2.140e-05 2025-08-12 16:13:14,787 - INFO - Training: cls_zice: 56.762370811866305; reg_zipnll: 217.42864870105734; aux_mae_loss_1: 126.30771738949656; aux_mae_loss_2: 19.4495372870281; aux_mae_loss_4: 3.164610890159264; cnt_loss: 19.249111130642095; 2025-08-12 16:13:14,787 - INFO - Epoch: 0090 / 1300 lr: 1.835e-05 2025-08-12 16:14:34,888 - INFO - Training: cls_zice: 59.484525673608545; reg_zipnll: 221.6668149854959; aux_mae_loss_1: 129.7439810843578; aux_mae_loss_2: 19.961517160533326; aux_mae_loss_4: 3.2363537251183185; cnt_loss: 17.86742408048831; 2025-08-12 16:14:34,889 - INFO - Epoch: 0091 / 1300 lr: 1.550e-05 2025-08-12 16:15:54,785 - INFO - Training: cls_zice: 58.25915919439652; reg_zipnll: 222.40367297096546; aux_mae_loss_1: 125.49241621512681; aux_mae_loss_2: 19.15283049777112; aux_mae_loss_4: 3.0792714774148937; cnt_loss: 16.14343690627032; 2025-08-12 16:15:54,785 - INFO - Epoch: 0092 / 1300 lr: 1.286e-05 2025-08-12 16:17:15,178 - INFO - Training: cls_zice: 58.705277188731344; reg_zipnll: 220.1233672016997; aux_mae_loss_1: 126.81739949321992; aux_mae_loss_2: 19.37386595498014; aux_mae_loss_4: 3.105400383319217; cnt_loss: 17.205285498293016; 2025-08-12 16:17:15,178 - INFO - Epoch: 0093 / 1300 lr: 1.045e-05 2025-08-12 16:18:35,848 - INFO - Training: cls_zice: 60.65544203191919; reg_zipnll: 212.82477865733952; aux_mae_loss_1: 128.1089959916848; aux_mae_loss_2: 19.72020943550953; aux_mae_loss_4: 3.1988560044060637; cnt_loss: 17.77845605847768; 2025-08-12 16:18:35,849 - INFO - Epoch: 0094 / 1300 lr: 8.294e-06 2025-08-12 16:19:56,508 - INFO - Training: cls_zice: 58.260380631547356; reg_zipnll: 214.03886362580837; aux_mae_loss_1: 127.5134131571321; aux_mae_loss_2: 19.4923512733381; aux_mae_loss_4: 3.1284903732240967; cnt_loss: 16.43416723616632; 2025-08-12 16:19:56,509 - INFO - Epoch: 0095 / 1300 lr: 6.395e-06 2025-08-12 16:21:16,401 - INFO - Training: cls_zice: 60.20350930232622; reg_zipnll: 210.6549912773858; aux_mae_loss_1: 126.31963286117907; aux_mae_loss_2: 19.296477613841354; aux_mae_loss_4: 3.1072342113847906; cnt_loss: 16.417079664441186; 2025-08-12 16:21:16,402 - INFO - Epoch: 0096 / 1300 lr: 4.768e-06 2025-08-12 16:22:36,673 - INFO - Training: cls_zice: 59.86393434916333; reg_zipnll: 213.06936766126776; aux_mae_loss_1: 128.3689285317546; aux_mae_loss_2: 19.64497904360754; aux_mae_loss_4: 3.1704628268366912; cnt_loss: 16.52930214104738; 2025-08-12 16:22:36,674 - INFO - Epoch: 0097 / 1300 lr: 3.423e-06 2025-08-12 16:23:56,955 - INFO - Training: cls_zice: 59.39615446083956; reg_zipnll: 216.5789161353614; aux_mae_loss_1: 126.67931858739387; aux_mae_loss_2: 19.410890250708572; aux_mae_loss_4: 3.1271753449060005; cnt_loss: 15.545013227315673; 2025-08-12 16:23:56,955 - INFO - Epoch: 0098 / 1300 lr: 2.368e-06 2025-08-12 16:25:17,482 - INFO - Training: cls_zice: 59.38765393710841; reg_zipnll: 215.4694299084975; aux_mae_loss_1: 125.46378523034731; aux_mae_loss_2: 19.14729764222486; aux_mae_loss_4: 3.0685134415148463; cnt_loss: 16.224630268802986; 2025-08-12 16:25:17,482 - INFO - Epoch: 0099 / 1300 lr: 1.609e-06 2025-08-12 16:26:38,451 - INFO - Training: cls_zice: 62.45712500917881; reg_zipnll: 220.30711141650045; aux_mae_loss_1: 131.32077332327484; aux_mae_loss_2: 19.952640223932143; aux_mae_loss_4: 3.195549911122702; cnt_loss: 16.35568562111695; 2025-08-12 16:26:38,452 - INFO - Epoch: 0100 / 1300 lr: 1.153e-06 2025-08-12 16:28:20,795 - INFO - Training: cls_zice: 61.2947118178891; reg_zipnll: 212.85689526045536; aux_mae_loss_1: 128.5266805026096; aux_mae_loss_2: 19.56117931674869; aux_mae_loss_4: 3.126173257368083; cnt_loss: 15.299819025098511; 2025-08-12 16:28:22,563 - INFO - Evaluation: Curr mae: 58.9279; Best mae: 58.9279; inf; inf; inf; inf; Curr rmse: 328.1849; Best rmse: 328.1849; inf; inf; inf; inf; Curr nae: 0.3081; Best nae: 0.3081; inf; inf; inf; inf; 2025-08-12 16:28:24,304 - INFO - Epoch: 0101 / 1300 lr: 1.000e-04 2025-08-12 16:30:03,566 - INFO - Training: cls_zice: 63.4775839870877; reg_zipnll: 235.1140806006895; aux_mae_loss_1: 140.06697829768711; aux_mae_loss_2: 23.366082157144817; aux_mae_loss_4: 4.224351385871671; cnt_loss: 35.50409828176229; 2025-08-12 16:30:05,318 - INFO - Evaluation: Curr mae: 81.7406; Best mae: 58.9279; 81.7406; inf; inf; inf; Curr rmse: 296.3339; Best rmse: 296.3339; 328.1849; inf; inf; inf; Curr nae: 0.7394; Best nae: 0.3081; 0.7394; inf; inf; inf; 2025-08-12 16:30:05,318 - INFO - Epoch: 0102 / 1300 lr: 9.996e-05 2025-08-12 16:31:44,813 - INFO - Training: cls_zice: 63.880465366540044; reg_zipnll: 234.48322272607172; aux_mae_loss_1: 138.37023563434042; aux_mae_loss_2: 22.86512397800436; aux_mae_loss_4: 4.109229685408291; cnt_loss: 34.526328184917226; 2025-08-12 16:31:46,568 - INFO - Evaluation: Curr mae: 79.3052; Best mae: 58.9279; 79.3052; 81.7406; inf; inf; Curr rmse: 237.9695; Best rmse: 237.9695; 296.3339; 328.1849; inf; inf; Curr nae: 0.6843; Best nae: 0.3081; 0.6843; 0.7394; inf; inf; 2025-08-12 16:31:46,568 - INFO - Epoch: 0103 / 1300 lr: 9.985e-05 2025-08-12 16:33:25,485 - INFO - Training: cls_zice: 64.56120029796672; reg_zipnll: 231.68019645318273; aux_mae_loss_1: 140.52685067341076; aux_mae_loss_2: 23.490858954451692; aux_mae_loss_4: 4.271862651817596; cnt_loss: 36.67248137996252; 2025-08-12 16:33:27,246 - INFO - Evaluation: Curr mae: 76.0249; Best mae: 58.9279; 76.0249; 79.3052; 81.7406; inf; Curr rmse: 422.1460; Best rmse: 237.9695; 296.3339; 328.1849; 422.1460; inf; Curr nae: 0.2070; Best nae: 0.2070; 0.3081; 0.6843; 0.7394; inf; 2025-08-12 16:33:27,246 - INFO - Epoch: 0104 / 1300 lr: 9.966e-05 2025-08-12 16:35:07,034 - INFO - Training: cls_zice: 62.06016993308128; reg_zipnll: 239.11568621069117; aux_mae_loss_1: 134.55104963699773; aux_mae_loss_2: 21.817424770492515; aux_mae_loss_4: 3.8285662965480345; cnt_loss: 29.607712178732864; 2025-08-12 16:35:08,784 - INFO - Evaluation: Curr mae: 82.7200; Best mae: 58.9279; 76.0249; 79.3052; 81.7406; 82.7200; Curr rmse: 448.7321; Best rmse: 237.9695; 296.3339; 328.1849; 422.1460; 448.7321; Curr nae: 0.2495; Best nae: 0.2070; 0.2495; 0.3081; 0.6843; 0.7394; 2025-08-12 16:35:08,785 - INFO - Epoch: 0105 / 1300 lr: 9.939e-05 2025-08-12 16:36:48,771 - INFO - Training: cls_zice: 64.49044682928253; reg_zipnll: 231.7056228912275; aux_mae_loss_1: 137.70863894386585; aux_mae_loss_2: 22.46402121080531; aux_mae_loss_4: 3.962254134732224; cnt_loss: 31.424574133056602; 2025-08-12 16:36:49,967 - INFO - Evaluation: Curr mae: 86.4538; Best mae: 58.9279; 76.0249; 79.3052; 81.7406; 82.7200; Curr rmse: 397.4838; Best rmse: 237.9695; 296.3339; 328.1849; 397.4838; 422.1460; Curr nae: 0.5206; Best nae: 0.2070; 0.2495; 0.3081; 0.5206; 0.6843; 2025-08-12 16:36:49,967 - INFO - Epoch: 0106 / 1300 lr: 9.905e-05 2025-08-12 16:38:28,548 - INFO - Training: cls_zice: 63.667590829239714; reg_zipnll: 223.12234108245772; aux_mae_loss_1: 136.70308550464463; aux_mae_loss_2: 22.20001797994795; aux_mae_loss_4: 3.917843807325878; cnt_loss: 32.14393417020077; 2025-08-12 16:38:29,146 - INFO - Evaluation: Curr mae: 113.1154; Best mae: 58.9279; 76.0249; 79.3052; 81.7406; 82.7200; Curr rmse: 360.8132; Best rmse: 237.9695; 296.3339; 328.1849; 360.8132; 397.4838; Curr nae: 0.8200; Best nae: 0.2070; 0.2495; 0.3081; 0.5206; 0.6843; 2025-08-12 16:38:29,146 - INFO - Epoch: 0107 / 1300 lr: 9.863e-05 2025-08-12 16:40:08,986 - INFO - Training: cls_zice: 63.291538625304376; reg_zipnll: 240.7046053771188; aux_mae_loss_1: 139.56607000993273; aux_mae_loss_2: 23.131711636839917; aux_mae_loss_4: 4.163954986857878; cnt_loss: 35.09805574637759; 2025-08-12 16:40:10,170 - INFO - Evaluation: Curr mae: 71.9909; Best mae: 58.9279; 71.9909; 76.0249; 79.3052; 81.7406; Curr rmse: 398.4506; Best rmse: 237.9695; 296.3339; 328.1849; 360.8132; 397.4838; Curr nae: 0.2621; Best nae: 0.2070; 0.2495; 0.2621; 0.3081; 0.5206; 2025-08-12 16:40:10,170 - INFO - Epoch: 0108 / 1300 lr: 9.814e-05 2025-08-12 16:41:49,247 - INFO - Training: cls_zice: 68.01750088910211; reg_zipnll: 225.74111182401603; aux_mae_loss_1: 138.1675882560122; aux_mae_loss_2: 22.313378869108185; aux_mae_loss_4: 3.8846006686092953; cnt_loss: 29.30381073253014; 2025-08-12 16:41:51,039 - INFO - Evaluation: Curr mae: 66.0341; Best mae: 58.9279; 66.0341; 71.9909; 76.0249; 79.3052; Curr rmse: 292.8105; Best rmse: 237.9695; 292.8105; 296.3339; 328.1849; 360.8132; Curr nae: 0.4601; Best nae: 0.2070; 0.2495; 0.2621; 0.3081; 0.4601; 2025-08-12 16:41:51,040 - INFO - Epoch: 0109 / 1300 lr: 9.758e-05 2025-08-12 16:43:29,932 - INFO - Training: cls_zice: 60.48121189684212; reg_zipnll: 227.97085324657607; aux_mae_loss_1: 133.52704956231204; aux_mae_loss_2: 21.53561716521001; aux_mae_loss_4: 3.729322043819722; cnt_loss: 29.01012351549683; 2025-08-12 16:43:30,532 - INFO - Evaluation: Curr mae: 67.0416; Best mae: 58.9279; 66.0341; 67.0416; 71.9909; 76.0249; Curr rmse: 401.4896; Best rmse: 237.9695; 292.8105; 296.3339; 328.1849; 360.8132; Curr nae: 0.5556; Best nae: 0.2070; 0.2495; 0.2621; 0.3081; 0.4601; 2025-08-12 16:43:30,532 - INFO - Epoch: 0110 / 1300 lr: 9.694e-05 2025-08-12 16:45:09,317 - INFO - Training: cls_zice: 62.96540557771232; reg_zipnll: 226.03031327117685; aux_mae_loss_1: 134.6433282646238; aux_mae_loss_2: 21.54315962215316; aux_mae_loss_4: 3.713083147849399; cnt_loss: 27.218925414171196; 2025-08-12 16:45:10,508 - INFO - Evaluation: Curr mae: 75.0929; Best mae: 58.9279; 66.0341; 67.0416; 71.9909; 75.0929; Curr rmse: 482.5751; Best rmse: 237.9695; 292.8105; 296.3339; 328.1849; 360.8132; Curr nae: 0.2877; Best nae: 0.2070; 0.2495; 0.2621; 0.2877; 0.3081; 2025-08-12 16:45:10,508 - INFO - Epoch: 0111 / 1300 lr: 9.623e-05 2025-08-12 16:46:49,682 - INFO - Training: cls_zice: 58.812499532816034; reg_zipnll: 217.5012702647702; aux_mae_loss_1: 129.0854202554894; aux_mae_loss_2: 20.577159453786738; aux_mae_loss_4: 3.5131378642697566; cnt_loss: 24.92562226587212; 2025-08-12 16:46:50,881 - INFO - Evaluation: Curr mae: 63.3584; Best mae: 58.9279; 63.3584; 66.0341; 67.0416; 71.9909; Curr rmse: 233.8819; Best rmse: 233.8819; 237.9695; 292.8105; 296.3339; 328.1849; Curr nae: 0.5822; Best nae: 0.2070; 0.2495; 0.2621; 0.2877; 0.3081; 2025-08-12 16:46:50,882 - INFO - Epoch: 0112 / 1300 lr: 9.545e-05 2025-08-12 16:48:30,319 - INFO - Training: cls_zice: 62.647234295818066; reg_zipnll: 225.00357605313886; aux_mae_loss_1: 131.5383549570118; aux_mae_loss_2: 21.04693106881757; aux_mae_loss_4: 3.616110074489466; cnt_loss: 26.0367233581592; 2025-08-12 16:48:30,919 - INFO - Evaluation: Curr mae: 68.3059; Best mae: 58.9279; 63.3584; 66.0341; 67.0416; 68.3059; Curr rmse: 436.2328; Best rmse: 233.8819; 237.9695; 292.8105; 296.3339; 328.1849; Curr nae: 0.3792; Best nae: 0.2070; 0.2495; 0.2621; 0.2877; 0.3081; 2025-08-12 16:48:30,919 - INFO - Epoch: 0113 / 1300 lr: 9.460e-05 2025-08-12 16:50:10,408 - INFO - Training: cls_zice: 62.06476995908203; reg_zipnll: 229.29878674190883; aux_mae_loss_1: 131.01176893435286; aux_mae_loss_2: 20.850149185308148; aux_mae_loss_4: 3.568840013371642; cnt_loss: 24.86701331714738; 2025-08-12 16:50:11,003 - INFO - Evaluation: Curr mae: 96.1970; Best mae: 58.9279; 63.3584; 66.0341; 67.0416; 68.3059; Curr rmse: 320.1587; Best rmse: 233.8819; 237.9695; 292.8105; 296.3339; 320.1587; Curr nae: 1.1103; Best nae: 0.2070; 0.2495; 0.2621; 0.2877; 0.3081; 2025-08-12 16:50:11,003 - INFO - Epoch: 0114 / 1300 lr: 9.369e-05 2025-08-12 16:51:50,575 - INFO - Training: cls_zice: 64.58813444323896; reg_zipnll: 218.79174571294712; aux_mae_loss_1: 138.6688984280074; aux_mae_loss_2: 22.80284401812713; aux_mae_loss_4: 4.061343245610479; cnt_loss: 33.29538752058171; 2025-08-12 16:51:51,169 - INFO - Evaluation: Curr mae: 75.8769; Best mae: 58.9279; 63.3584; 66.0341; 67.0416; 68.3059; Curr rmse: 501.4607; Best rmse: 233.8819; 237.9695; 292.8105; 296.3339; 320.1587; Curr nae: 0.3007; Best nae: 0.2070; 0.2495; 0.2621; 0.2877; 0.3007; 2025-08-12 16:51:51,169 - INFO - Epoch: 0115 / 1300 lr: 9.271e-05 2025-08-12 16:53:31,003 - INFO - Training: cls_zice: 61.097915123046825; reg_zipnll: 219.82847860968818; aux_mae_loss_1: 133.10651819381127; aux_mae_loss_2: 21.487213811408584; aux_mae_loss_4: 3.732064277469959; cnt_loss: 27.38640725398125; 2025-08-12 16:53:31,005 - INFO - Evaluation: Curr mae: 107.1475; Best mae: 58.9279; 63.3584; 66.0341; 67.0416; 68.3059; Curr rmse: 595.2400; Best rmse: 233.8819; 237.9695; 292.8105; 296.3339; 320.1587; Curr nae: 0.3782; Best nae: 0.2070; 0.2495; 0.2621; 0.2877; 0.3007; 2025-08-12 16:53:31,005 - INFO - Epoch: 0116 / 1300 lr: 9.166e-05 2025-08-12 16:55:10,050 - INFO - Training: cls_zice: 61.958779768151615; reg_zipnll: 222.86668171429082; aux_mae_loss_1: 133.73089941853422; aux_mae_loss_2: 21.573937883107398; aux_mae_loss_4: 3.754181727345621; cnt_loss: 28.35396381025143; 2025-08-12 16:55:10,051 - INFO - Evaluation: Curr mae: 81.7058; Best mae: 58.9279; 63.3584; 66.0341; 67.0416; 68.3059; Curr rmse: 592.9323; Best rmse: 233.8819; 237.9695; 292.8105; 296.3339; 320.1587; Curr nae: 0.7253; Best nae: 0.2070; 0.2495; 0.2621; 0.2877; 0.3007; 2025-08-12 16:55:10,051 - INFO - Epoch: 0117 / 1300 lr: 9.055e-05 2025-08-12 16:56:49,001 - INFO - Training: cls_zice: 63.50356670179833; reg_zipnll: 231.2016466307456; aux_mae_loss_1: 135.03427624150842; aux_mae_loss_2: 21.98810522537918; aux_mae_loss_4: 3.8803264199921284; cnt_loss: 30.831008770778432; 2025-08-12 16:56:49,598 - INFO - Evaluation: Curr mae: 88.6604; Best mae: 58.9279; 63.3584; 66.0341; 67.0416; 68.3059; Curr rmse: 247.7775; Best rmse: 233.8819; 237.9695; 247.7775; 292.8105; 296.3339; Curr nae: 0.3584; Best nae: 0.2070; 0.2495; 0.2621; 0.2877; 0.3007; 2025-08-12 16:56:49,598 - INFO - Epoch: 0118 / 1300 lr: 8.937e-05 2025-08-12 16:58:29,045 - INFO - Training: cls_zice: 60.518606759205575; reg_zipnll: 221.30752739992118; aux_mae_loss_1: 131.94294654924641; aux_mae_loss_2: 21.37421055379441; aux_mae_loss_4: 3.72505914659304; cnt_loss: 28.228652055281906; 2025-08-12 16:58:29,646 - INFO - Evaluation: Curr mae: 76.8493; Best mae: 58.9279; 63.3584; 66.0341; 67.0416; 68.3059; Curr rmse: 514.7027; Best rmse: 233.8819; 237.9695; 247.7775; 292.8105; 296.3339; Curr nae: 0.2039; Best nae: 0.2039; 0.2070; 0.2495; 0.2621; 0.2877; 2025-08-12 16:58:29,646 - INFO - Epoch: 0119 / 1300 lr: 8.814e-05 2025-08-12 17:00:08,506 - INFO - Training: cls_zice: 61.33738340326324; reg_zipnll: 216.85398870629945; aux_mae_loss_1: 132.07947950191547; aux_mae_loss_2: 21.158179582237892; aux_mae_loss_4: 3.619493706673767; cnt_loss: 25.537261652762602; 2025-08-12 17:00:09,123 - INFO - Evaluation: Curr mae: 75.1993; Best mae: 58.9279; 63.3584; 66.0341; 67.0416; 68.3059; Curr rmse: 501.8680; Best rmse: 233.8819; 237.9695; 247.7775; 292.8105; 296.3339; Curr nae: 0.1995; Best nae: 0.1995; 0.2039; 0.2070; 0.2495; 0.2621; 2025-08-12 17:00:09,124 - INFO - Epoch: 0120 / 1300 lr: 8.685e-05 2025-08-12 17:01:48,212 - INFO - Training: cls_zice: 61.518946532916594; reg_zipnll: 228.3946682947154; aux_mae_loss_1: 133.27358307139733; aux_mae_loss_2: 21.526187240924198; aux_mae_loss_4: 3.7337717901158762; cnt_loss: 27.980688177221538; 2025-08-12 17:01:48,213 - INFO - Evaluation: Curr mae: 75.8250; Best mae: 58.9279; 63.3584; 66.0341; 67.0416; 68.3059; Curr rmse: 348.9958; Best rmse: 233.8819; 237.9695; 247.7775; 292.8105; 296.3339; Curr nae: 0.6988; Best nae: 0.1995; 0.2039; 0.2070; 0.2495; 0.2621; 2025-08-12 17:01:48,214 - INFO - Epoch: 0121 / 1300 lr: 8.550e-05 2025-08-12 17:03:26,677 - INFO - Training: cls_zice: 60.389227397605815; reg_zipnll: 219.2083126646694; aux_mae_loss_1: 130.26001943475484; aux_mae_loss_2: 21.080366135869358; aux_mae_loss_4: 3.6489928485801717; cnt_loss: 27.712558165613974; 2025-08-12 17:03:26,678 - INFO - Evaluation: Curr mae: 77.3417; Best mae: 58.9279; 63.3584; 66.0341; 67.0416; 68.3059; Curr rmse: 369.0789; Best rmse: 233.8819; 237.9695; 247.7775; 292.8105; 296.3339; Curr nae: 0.6315; Best nae: 0.1995; 0.2039; 0.2070; 0.2495; 0.2621; 2025-08-12 17:03:26,678 - INFO - Epoch: 0122 / 1300 lr: 8.410e-05 2025-08-12 17:05:06,110 - INFO - Training: cls_zice: 57.833746933845134; reg_zipnll: 221.3121463216669; aux_mae_loss_1: 128.90262549824456; aux_mae_loss_2: 20.5775841183405; aux_mae_loss_4: 3.505128198233852; cnt_loss: 24.10678707848478; 2025-08-12 17:05:06,112 - INFO - Evaluation: Curr mae: 72.0177; Best mae: 58.9279; 63.3584; 66.0341; 67.0416; 68.3059; Curr rmse: 400.8332; Best rmse: 233.8819; 237.9695; 247.7775; 292.8105; 296.3339; Curr nae: 0.6062; Best nae: 0.1995; 0.2039; 0.2070; 0.2495; 0.2621; 2025-08-12 17:05:06,112 - INFO - Epoch: 0123 / 1300 lr: 8.265e-05 2025-08-12 17:06:44,987 - INFO - Training: cls_zice: 59.5882711916166; reg_zipnll: 218.795111972446; aux_mae_loss_1: 130.39863194168993; aux_mae_loss_2: 21.024164033119966; aux_mae_loss_4: 3.627315484619386; cnt_loss: 26.638154917940074; 2025-08-12 17:06:44,988 - INFO - Evaluation: Curr mae: 80.2295; Best mae: 58.9279; 63.3584; 66.0341; 67.0416; 68.3059; Curr rmse: 487.2038; Best rmse: 233.8819; 237.9695; 247.7775; 292.8105; 296.3339; Curr nae: 0.8941; Best nae: 0.1995; 0.2039; 0.2070; 0.2495; 0.2621; 2025-08-12 17:06:44,988 - INFO - Epoch: 0124 / 1300 lr: 8.115e-05 2025-08-12 17:08:24,056 - INFO - Training: cls_zice: 60.90755045214778; reg_zipnll: 215.46256700334328; aux_mae_loss_1: 130.64059177094683; aux_mae_loss_2: 20.973285152244078; aux_mae_loss_4: 3.6095981729674156; cnt_loss: 26.703329735979015; 2025-08-12 17:08:24,655 - INFO - Evaluation: Curr mae: 68.1205; Best mae: 58.9279; 63.3584; 66.0341; 67.0416; 68.1205; Curr rmse: 381.5793; Best rmse: 233.8819; 237.9695; 247.7775; 292.8105; 296.3339; Curr nae: 0.3810; Best nae: 0.1995; 0.2039; 0.2070; 0.2495; 0.2621; 2025-08-12 17:08:24,655 - INFO - Epoch: 0125 / 1300 lr: 7.960e-05 2025-08-12 17:10:03,504 - INFO - Training: cls_zice: 59.26320419803377; reg_zipnll: 219.6440320738177; aux_mae_loss_1: 127.65257410770211; aux_mae_loss_2: 20.336620675261038; aux_mae_loss_4: 3.4659020013551785; cnt_loss: 24.475777763940375; 2025-08-12 17:10:03,505 - INFO - Evaluation: Curr mae: 69.5344; Best mae: 58.9279; 63.3584; 66.0341; 67.0416; 68.1205; Curr rmse: 491.8344; Best rmse: 233.8819; 237.9695; 247.7775; 292.8105; 296.3339; Curr nae: 0.3214; Best nae: 0.1995; 0.2039; 0.2070; 0.2495; 0.2621; 2025-08-12 17:10:03,505 - INFO - Epoch: 0126 / 1300 lr: 7.800e-05 2025-08-12 17:11:42,015 - INFO - Training: cls_zice: 59.10556234063097; reg_zipnll: 212.7812762223663; aux_mae_loss_1: 128.53691155499848; aux_mae_loss_2: 20.531324203952114; aux_mae_loss_4: 3.5083501300652413; cnt_loss: 25.05011817422195; 2025-08-12 17:11:42,606 - INFO - Evaluation: Curr mae: 74.7092; Best mae: 58.9279; 63.3584; 66.0341; 67.0416; 68.1205; Curr rmse: 579.6759; Best rmse: 233.8819; 237.9695; 247.7775; 292.8105; 296.3339; Curr nae: 0.2343; Best nae: 0.1995; 0.2039; 0.2070; 0.2343; 0.2495; 2025-08-12 17:11:42,606 - INFO - Epoch: 0127 / 1300 lr: 7.636e-05 2025-08-12 17:13:21,653 - INFO - Training: cls_zice: 59.653846934705896; reg_zipnll: 221.3886683446889; aux_mae_loss_1: 127.60716467222394; aux_mae_loss_2: 20.23579941984927; aux_mae_loss_4: 3.419962353448941; cnt_loss: 22.525482372330515; 2025-08-12 17:13:22,246 - INFO - Evaluation: Curr mae: 94.7058; Best mae: 58.9279; 63.3584; 66.0341; 67.0416; 68.1205; Curr rmse: 665.1892; Best rmse: 233.8819; 237.9695; 247.7775; 292.8105; 296.3339; Curr nae: 0.1869; Best nae: 0.1869; 0.1995; 0.2039; 0.2070; 0.2343; 2025-08-12 17:13:22,247 - INFO - Epoch: 0128 / 1300 lr: 7.469e-05 2025-08-12 17:15:00,980 - INFO - Training: cls_zice: 56.7963033357209; reg_zipnll: 215.00764445719193; aux_mae_loss_1: 123.76144461398873; aux_mae_loss_2: 19.55689316727508; aux_mae_loss_4: 3.24806659141972; cnt_loss: 20.844580604974897; 2025-08-12 17:15:00,982 - INFO - Evaluation: Curr mae: 79.9778; Best mae: 58.9279; 63.3584; 66.0341; 67.0416; 68.1205; Curr rmse: 443.9895; Best rmse: 233.8819; 237.9695; 247.7775; 292.8105; 296.3339; Curr nae: 0.3739; Best nae: 0.1869; 0.1995; 0.2039; 0.2070; 0.2343; 2025-08-12 17:15:00,982 - INFO - Epoch: 0129 / 1300 lr: 7.297e-05 2025-08-12 17:16:39,738 - INFO - Training: cls_zice: 60.667683811719435; reg_zipnll: 215.25247448330367; aux_mae_loss_1: 128.60398830913945; aux_mae_loss_2: 20.273534775393173; aux_mae_loss_4: 3.392632419545117; cnt_loss: 22.639896288629057; 2025-08-12 17:16:39,739 - INFO - Evaluation: Curr mae: 81.1244; Best mae: 58.9279; 63.3584; 66.0341; 67.0416; 68.1205; Curr rmse: 514.1475; Best rmse: 233.8819; 237.9695; 247.7775; 292.8105; 296.3339; Curr nae: 0.2490; Best nae: 0.1869; 0.1995; 0.2039; 0.2070; 0.2343; 2025-08-12 17:16:39,739 - INFO - Epoch: 0130 / 1300 lr: 7.122e-05 2025-08-12 17:18:18,375 - INFO - Training: cls_zice: 59.89377480078785; reg_zipnll: 214.48637945670396; aux_mae_loss_1: 127.29874337301769; aux_mae_loss_2: 20.03637579841908; aux_mae_loss_4: 3.35923356285132; cnt_loss: 21.626666768044615; 2025-08-12 17:18:18,377 - INFO - Evaluation: Curr mae: 96.0891; Best mae: 58.9279; 63.3584; 66.0341; 67.0416; 68.1205; Curr rmse: 511.4271; Best rmse: 233.8819; 237.9695; 247.7775; 292.8105; 296.3339; Curr nae: 0.4162; Best nae: 0.1869; 0.1995; 0.2039; 0.2070; 0.2343; 2025-08-12 17:18:18,377 - INFO - Epoch: 0131 / 1300 lr: 6.944e-05 2025-08-12 17:19:57,120 - INFO - Training: cls_zice: 58.09748314202292; reg_zipnll: 211.9364337675982; aux_mae_loss_1: 128.63814293143068; aux_mae_loss_2: 20.286709417720687; aux_mae_loss_4: 3.400204028139384; cnt_loss: 23.61172032662713; 2025-08-12 17:19:57,728 - INFO - Evaluation: Curr mae: 61.7283; Best mae: 58.9279; 61.7283; 63.3584; 66.0341; 67.0416; Curr rmse: 493.0749; Best rmse: 233.8819; 237.9695; 247.7775; 292.8105; 296.3339; Curr nae: 0.3148; Best nae: 0.1869; 0.1995; 0.2039; 0.2070; 0.2343; 2025-08-12 17:19:57,728 - INFO - Epoch: 0132 / 1300 lr: 6.763e-05 2025-08-12 17:21:37,692 - INFO - Training: cls_zice: 58.04129266811674; reg_zipnll: 212.0964738213311; aux_mae_loss_1: 126.5710266574183; aux_mae_loss_2: 19.97086034764974; aux_mae_loss_4: 3.355838299563734; cnt_loss: 21.808219769926488; 2025-08-12 17:21:38,291 - INFO - Evaluation: Curr mae: 64.6989; Best mae: 58.9279; 61.7283; 63.3584; 64.6989; 66.0341; Curr rmse: 469.6304; Best rmse: 233.8819; 237.9695; 247.7775; 292.8105; 296.3339; Curr nae: 0.3539; Best nae: 0.1869; 0.1995; 0.2039; 0.2070; 0.2343; 2025-08-12 17:21:38,291 - INFO - Epoch: 0133 / 1300 lr: 6.580e-05 2025-08-12 17:23:17,097 - INFO - Training: cls_zice: 61.971793916047694; reg_zipnll: 218.9309154598756; aux_mae_loss_1: 127.95343583898863; aux_mae_loss_2: 20.265848780046085; aux_mae_loss_4: 3.4165214911524617; cnt_loss: 23.11708069705718; 2025-08-12 17:23:17,098 - INFO - Evaluation: Curr mae: 77.0536; Best mae: 58.9279; 61.7283; 63.3584; 64.6989; 66.0341; Curr rmse: 352.7646; Best rmse: 233.8819; 237.9695; 247.7775; 292.8105; 296.3339; Curr nae: 0.5033; Best nae: 0.1869; 0.1995; 0.2039; 0.2070; 0.2343; 2025-08-12 17:23:17,098 - INFO - Epoch: 0134 / 1300 lr: 6.394e-05 2025-08-12 17:24:55,302 - INFO - Training: cls_zice: 55.54609867210253; reg_zipnll: 217.47586987257617; aux_mae_loss_1: 122.53837174069912; aux_mae_loss_2: 19.230909907113006; aux_mae_loss_4: 3.2025806332308715; cnt_loss: 19.93083609498865; 2025-08-12 17:24:55,821 - INFO - Evaluation: Curr mae: 68.1372; Best mae: 58.9279; 61.7283; 63.3584; 64.6989; 66.0341; Curr rmse: 383.5905; Best rmse: 233.8819; 237.9695; 247.7775; 292.8105; 296.3339; Curr nae: 0.2309; Best nae: 0.1869; 0.1995; 0.2039; 0.2070; 0.2309; 2025-08-12 17:24:55,821 - INFO - Epoch: 0135 / 1300 lr: 6.206e-05 2025-08-12 17:26:34,455 - INFO - Training: cls_zice: 57.124604608068736; reg_zipnll: 206.03989154943156; aux_mae_loss_1: 125.78881820247229; aux_mae_loss_2: 19.975750806705506; aux_mae_loss_4: 3.3360761909680994; cnt_loss: 21.711494152527543; 2025-08-12 17:26:34,457 - INFO - Evaluation: Curr mae: 73.2766; Best mae: 58.9279; 61.7283; 63.3584; 64.6989; 66.0341; Curr rmse: 471.3263; Best rmse: 233.8819; 237.9695; 247.7775; 292.8105; 296.3339; Curr nae: 0.4528; Best nae: 0.1869; 0.1995; 0.2039; 0.2070; 0.2309; 2025-08-12 17:26:34,457 - INFO - Epoch: 0136 / 1300 lr: 6.016e-05 2025-08-12 17:28:13,849 - INFO - Training: cls_zice: 59.95114702380868; reg_zipnll: 212.99640434873135; aux_mae_loss_1: 127.67270219601825; aux_mae_loss_2: 20.024120802131595; aux_mae_loss_4: 3.3281004618862906; cnt_loss: 20.598479005855275; 2025-08-12 17:28:13,851 - INFO - Evaluation: Curr mae: 76.7802; Best mae: 58.9279; 61.7283; 63.3584; 64.6989; 66.0341; Curr rmse: 464.3240; Best rmse: 233.8819; 237.9695; 247.7775; 292.8105; 296.3339; Curr nae: 0.3325; Best nae: 0.1869; 0.1995; 0.2039; 0.2070; 0.2309; 2025-08-12 17:28:13,851 - INFO - Epoch: 0137 / 1300 lr: 5.824e-05 2025-08-12 17:29:53,130 - INFO - Training: cls_zice: 60.10916260482413; reg_zipnll: 225.00194275961437; aux_mae_loss_1: 128.74245517112908; aux_mae_loss_2: 20.414857060253468; aux_mae_loss_4: 3.4408764949494586; cnt_loss: 23.60307625633279; 2025-08-12 17:29:53,131 - INFO - Evaluation: Curr mae: 99.8278; Best mae: 58.9279; 61.7283; 63.3584; 64.6989; 66.0341; Curr rmse: 427.0961; Best rmse: 233.8819; 237.9695; 247.7775; 292.8105; 296.3339; Curr nae: 0.5592; Best nae: 0.1869; 0.1995; 0.2039; 0.2070; 0.2309; 2025-08-12 17:29:53,132 - INFO - Epoch: 0138 / 1300 lr: 5.632e-05 2025-08-12 17:31:32,199 - INFO - Training: cls_zice: 59.267045555277164; reg_zipnll: 210.6732243903192; aux_mae_loss_1: 125.48690958930165; aux_mae_loss_2: 19.600778565002283; aux_mae_loss_4: 3.2298248301434946; cnt_loss: 19.64237748197541; 2025-08-12 17:31:33,091 - INFO - Evaluation: Curr mae: 61.9178; Best mae: 58.9279; 61.7283; 61.9178; 63.3584; 64.6989; Curr rmse: 352.4403; Best rmse: 233.8819; 237.9695; 247.7775; 292.8105; 296.3339; Curr nae: 0.2586; Best nae: 0.1869; 0.1995; 0.2039; 0.2070; 0.2309; 2025-08-12 17:31:33,091 - INFO - Epoch: 0139 / 1300 lr: 5.438e-05 2025-08-12 17:33:12,656 - INFO - Training: cls_zice: 57.78165139690769; reg_zipnll: 207.03579470676138; aux_mae_loss_1: 123.65055531891575; aux_mae_loss_2: 19.341687725258364; aux_mae_loss_4: 3.192777685916822; cnt_loss: 18.80772185478848; 2025-08-12 17:33:12,657 - INFO - Evaluation: Curr mae: 70.0889; Best mae: 58.9279; 61.7283; 61.9178; 63.3584; 64.6989; Curr rmse: 395.1159; Best rmse: 233.8819; 237.9695; 247.7775; 292.8105; 296.3339; Curr nae: 0.2374; Best nae: 0.1869; 0.1995; 0.2039; 0.2070; 0.2309; 2025-08-12 17:33:12,657 - INFO - Epoch: 0140 / 1300 lr: 5.244e-05 2025-08-12 17:34:51,464 - INFO - Training: cls_zice: 58.507657151295774; reg_zipnll: 208.331834984316; aux_mae_loss_1: 125.916104902645; aux_mae_loss_2: 19.76786137546549; aux_mae_loss_4: 3.2761509735663936; cnt_loss: 20.964825812832554; 2025-08-12 17:34:51,465 - INFO - Evaluation: Curr mae: 68.9145; Best mae: 58.9279; 61.7283; 61.9178; 63.3584; 64.6989; Curr rmse: 424.9266; Best rmse: 233.8819; 237.9695; 247.7775; 292.8105; 296.3339; Curr nae: 0.2902; Best nae: 0.1869; 0.1995; 0.2039; 0.2070; 0.2309; 2025-08-12 17:34:51,465 - INFO - Epoch: 0141 / 1300 lr: 5.050e-05 2025-08-12 17:36:30,979 - INFO - Training: cls_zice: 60.73824360932207; reg_zipnll: 211.91153940137065; aux_mae_loss_1: 124.5957104920728; aux_mae_loss_2: 19.27498105497777; aux_mae_loss_4: 3.1465825673700296; cnt_loss: 18.21375901104552; 2025-08-12 17:36:32,176 - INFO - Evaluation: Curr mae: 54.3201; Best mae: 54.3201; 58.9279; 61.7283; 61.9178; 63.3584; Curr rmse: 245.6493; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.2440; Best nae: 0.1869; 0.1995; 0.2039; 0.2070; 0.2309; 2025-08-12 17:36:32,176 - INFO - Epoch: 0142 / 1300 lr: 4.856e-05 2025-08-12 17:38:12,031 - INFO - Training: cls_zice: 58.996257734099515; reg_zipnll: 215.34684538657376; aux_mae_loss_1: 123.11459369218134; aux_mae_loss_2: 19.14802989555202; aux_mae_loss_4: 3.1409431475293665; cnt_loss: 19.66470488944213; 2025-08-12 17:38:12,032 - INFO - Evaluation: Curr mae: 65.9665; Best mae: 54.3201; 58.9279; 61.7283; 61.9178; 63.3584; Curr rmse: 384.0246; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.2748; Best nae: 0.1869; 0.1995; 0.2039; 0.2070; 0.2309; 2025-08-12 17:38:12,032 - INFO - Epoch: 0143 / 1300 lr: 4.662e-05 2025-08-12 17:39:51,205 - INFO - Training: cls_zice: 58.79112147070602; reg_zipnll: 207.41631945730174; aux_mae_loss_1: 126.71542962473892; aux_mae_loss_2: 19.747212923584378; aux_mae_loss_4: 3.234931635979209; cnt_loss: 20.34800212732624; 2025-08-12 17:39:51,801 - INFO - Evaluation: Curr mae: 59.8434; Best mae: 54.3201; 58.9279; 59.8434; 61.7283; 61.9178; Curr rmse: 323.2155; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.2546; Best nae: 0.1869; 0.1995; 0.2039; 0.2070; 0.2309; 2025-08-12 17:39:51,801 - INFO - Epoch: 0144 / 1300 lr: 4.468e-05 2025-08-12 17:41:31,227 - INFO - Training: cls_zice: 59.81241776091274; reg_zipnll: 206.19158119652755; aux_mae_loss_1: 125.34540836363648; aux_mae_loss_2: 19.422689629091394; aux_mae_loss_4: 3.1660606116439505; cnt_loss: 18.12116982422022; 2025-08-12 17:41:31,821 - INFO - Evaluation: Curr mae: 63.2964; Best mae: 54.3201; 58.9279; 59.8434; 61.7283; 61.9178; Curr rmse: 369.4326; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.2233; Best nae: 0.1869; 0.1995; 0.2039; 0.2070; 0.2233; 2025-08-12 17:41:31,821 - INFO - Epoch: 0145 / 1300 lr: 4.276e-05 2025-08-12 17:43:11,209 - INFO - Training: cls_zice: 57.27739540014445; reg_zipnll: 212.7541986578228; aux_mae_loss_1: 121.67257489398084; aux_mae_loss_2: 18.77328568497783; aux_mae_loss_4: 3.036402429130819; cnt_loss: 17.459521427252604; 2025-08-12 17:43:11,210 - INFO - Evaluation: Curr mae: 67.9250; Best mae: 54.3201; 58.9279; 59.8434; 61.7283; 61.9178; Curr rmse: 465.7707; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.3551; Best nae: 0.1869; 0.1995; 0.2039; 0.2070; 0.2233; 2025-08-12 17:43:11,210 - INFO - Epoch: 0146 / 1300 lr: 4.084e-05 2025-08-12 17:44:50,626 - INFO - Training: cls_zice: 60.25274094969877; reg_zipnll: 214.8807287436831; aux_mae_loss_1: 122.98777291952491; aux_mae_loss_2: 18.82867692430099; aux_mae_loss_4: 3.0191050318948407; cnt_loss: 16.74501996849374; 2025-08-12 17:44:50,627 - INFO - Evaluation: Curr mae: 69.7403; Best mae: 54.3201; 58.9279; 59.8434; 61.7283; 61.9178; Curr rmse: 494.6813; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.2506; Best nae: 0.1869; 0.1995; 0.2039; 0.2070; 0.2233; 2025-08-12 17:44:50,627 - INFO - Epoch: 0147 / 1300 lr: 3.894e-05 2025-08-12 17:46:29,609 - INFO - Training: cls_zice: 58.18777699458262; reg_zipnll: 205.8763648673011; aux_mae_loss_1: 124.31982155140383; aux_mae_loss_2: 19.373924912401215; aux_mae_loss_4: 3.17630569947103; cnt_loss: 18.837011348312494; 2025-08-12 17:46:29,610 - INFO - Evaluation: Curr mae: 69.9540; Best mae: 54.3201; 58.9279; 59.8434; 61.7283; 61.9178; Curr rmse: 394.1337; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.3518; Best nae: 0.1869; 0.1995; 0.2039; 0.2070; 0.2233; 2025-08-12 17:46:29,610 - INFO - Epoch: 0148 / 1300 lr: 3.706e-05 2025-08-12 17:48:08,919 - INFO - Training: cls_zice: 59.2605263913735; reg_zipnll: 209.09593971468183; aux_mae_loss_1: 124.8247958136708; aux_mae_loss_2: 19.2318029636589; aux_mae_loss_4: 3.0983280531851367; cnt_loss: 17.724078787323137; 2025-08-12 17:48:08,921 - INFO - Evaluation: Curr mae: 65.8118; Best mae: 54.3201; 58.9279; 59.8434; 61.7283; 61.9178; Curr rmse: 425.6532; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.3792; Best nae: 0.1869; 0.1995; 0.2039; 0.2070; 0.2233; 2025-08-12 17:48:08,921 - INFO - Epoch: 0149 / 1300 lr: 3.520e-05 2025-08-12 17:49:47,676 - INFO - Training: cls_zice: 57.31272347669828; reg_zipnll: 205.54879720045545; aux_mae_loss_1: 121.0595949952584; aux_mae_loss_2: 18.623739210069946; aux_mae_loss_4: 2.994285912624055; cnt_loss: 16.563259224045858; 2025-08-12 17:49:47,678 - INFO - Evaluation: Curr mae: 62.0554; Best mae: 54.3201; 58.9279; 59.8434; 61.7283; 61.9178; Curr rmse: 389.1296; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.2935; Best nae: 0.1869; 0.1995; 0.2039; 0.2070; 0.2233; 2025-08-12 17:49:47,678 - INFO - Epoch: 0150 / 1300 lr: 3.337e-05 2025-08-12 17:51:27,589 - INFO - Training: cls_zice: 57.75451326852899; reg_zipnll: 203.9015643553746; aux_mae_loss_1: 122.25962564816511; aux_mae_loss_2: 18.788293603146904; aux_mae_loss_4: 3.0159758153182374; cnt_loss: 16.549801265978875; 2025-08-12 17:51:27,590 - INFO - Evaluation: Curr mae: 71.0307; Best mae: 54.3201; 58.9279; 59.8434; 61.7283; 61.9178; Curr rmse: 366.6332; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.3866; Best nae: 0.1869; 0.1995; 0.2039; 0.2070; 0.2233; 2025-08-12 17:51:29,355 - INFO - Epoch: 0151 / 1300 lr: 3.156e-05 2025-08-12 17:53:08,674 - INFO - Training: cls_zice: 54.49879498534613; reg_zipnll: 210.54544224285527; aux_mae_loss_1: 119.70982775161076; aux_mae_loss_2: 18.2964946071409; aux_mae_loss_4: 2.901794945213053; cnt_loss: 14.976341368300137; 2025-08-12 17:53:09,859 - INFO - Evaluation: Curr mae: 59.8247; Best mae: 54.3201; 58.9279; 59.8247; 59.8434; 61.7283; Curr rmse: 413.1855; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.1964; Best nae: 0.1869; 0.1964; 0.1995; 0.2039; 0.2070; 2025-08-12 17:53:09,860 - INFO - Epoch: 0152 / 1300 lr: 2.978e-05 2025-08-12 17:54:49,814 - INFO - Training: cls_zice: 57.23474325515464; reg_zipnll: 207.29468020559275; aux_mae_loss_1: 121.69927952038292; aux_mae_loss_2: 18.657830067955743; aux_mae_loss_4: 2.9779788791980106; cnt_loss: 15.720120117872723; 2025-08-12 17:54:49,815 - INFO - Evaluation: Curr mae: 69.1307; Best mae: 54.3201; 58.9279; 59.8247; 59.8434; 61.7283; Curr rmse: 485.2061; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.2164; Best nae: 0.1869; 0.1964; 0.1995; 0.2039; 0.2070; 2025-08-12 17:54:49,815 - INFO - Epoch: 0153 / 1300 lr: 2.803e-05 2025-08-12 17:56:29,662 - INFO - Training: cls_zice: 56.66668326444062; reg_zipnll: 201.58813415762697; aux_mae_loss_1: 121.8727423709585; aux_mae_loss_2: 18.766015188246584; aux_mae_loss_4: 3.0293484593724838; cnt_loss: 17.28286551479202; 2025-08-12 17:56:29,664 - INFO - Evaluation: Curr mae: 63.5461; Best mae: 54.3201; 58.9279; 59.8247; 59.8434; 61.7283; Curr rmse: 402.8966; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.2824; Best nae: 0.1869; 0.1964; 0.1995; 0.2039; 0.2070; 2025-08-12 17:56:29,664 - INFO - Epoch: 0154 / 1300 lr: 2.631e-05 2025-08-12 17:58:08,828 - INFO - Training: cls_zice: 58.438059770202884; reg_zipnll: 201.55986394612526; aux_mae_loss_1: 121.17240336008734; aux_mae_loss_2: 18.619683057299618; aux_mae_loss_4: 2.9820280320233734; cnt_loss: 16.287354001655675; 2025-08-12 17:58:08,829 - INFO - Evaluation: Curr mae: 62.8604; Best mae: 54.3201; 58.9279; 59.8247; 59.8434; 61.7283; Curr rmse: 371.6139; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.4159; Best nae: 0.1869; 0.1964; 0.1995; 0.2039; 0.2070; 2025-08-12 17:58:08,829 - INFO - Epoch: 0155 / 1300 lr: 2.464e-05 2025-08-12 17:59:47,164 - INFO - Training: cls_zice: 58.798975836035524; reg_zipnll: 206.8232265070349; aux_mae_loss_1: 122.99201500017416; aux_mae_loss_2: 18.76781790667144; aux_mae_loss_4: 2.983411696085893; cnt_loss: 15.882334579232419; 2025-08-12 17:59:47,759 - INFO - Evaluation: Curr mae: 60.9745; Best mae: 54.3201; 58.9279; 59.8247; 59.8434; 60.9745; Curr rmse: 423.7942; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.3218; Best nae: 0.1869; 0.1964; 0.1995; 0.2039; 0.2070; 2025-08-12 17:59:47,760 - INFO - Epoch: 0156 / 1300 lr: 2.300e-05 2025-08-12 18:01:25,572 - INFO - Training: cls_zice: 57.69003885444302; reg_zipnll: 209.67253119657462; aux_mae_loss_1: 120.48858348875855; aux_mae_loss_2: 18.38568460113898; aux_mae_loss_4: 2.9137769378242884; cnt_loss: 15.803666149436049; 2025-08-12 18:01:25,574 - INFO - Evaluation: Curr mae: 62.0212; Best mae: 54.3201; 58.9279; 59.8247; 59.8434; 60.9745; Curr rmse: 402.8302; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.2755; Best nae: 0.1869; 0.1964; 0.1995; 0.2039; 0.2070; 2025-08-12 18:01:25,574 - INFO - Epoch: 0157 / 1300 lr: 2.140e-05 2025-08-12 18:03:03,863 - INFO - Training: cls_zice: 54.43441013991833; reg_zipnll: 207.603629085276; aux_mae_loss_1: 119.37887632816187; aux_mae_loss_2: 18.166116492607294; aux_mae_loss_4: 2.840566318951413; cnt_loss: 13.919917627594465; 2025-08-12 18:03:04,472 - INFO - Evaluation: Curr mae: 58.5462; Best mae: 54.3201; 58.5462; 58.9279; 59.8247; 59.8434; Curr rmse: 386.1239; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.3854; Best nae: 0.1869; 0.1964; 0.1995; 0.2039; 0.2070; 2025-08-12 18:03:04,473 - INFO - Epoch: 0158 / 1300 lr: 1.985e-05 2025-08-12 18:04:44,249 - INFO - Training: cls_zice: 56.042145722782706; reg_zipnll: 212.33802157012232; aux_mae_loss_1: 121.95460119958402; aux_mae_loss_2: 18.54602338844829; aux_mae_loss_4: 2.9120211326984022; cnt_loss: 14.295323644934706; 2025-08-12 18:04:44,854 - INFO - Evaluation: Curr mae: 57.7766; Best mae: 54.3201; 57.7766; 58.5462; 58.9279; 59.8247; Curr rmse: 386.4126; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.3790; Best nae: 0.1869; 0.1964; 0.1995; 0.2039; 0.2070; 2025-08-12 18:04:44,855 - INFO - Epoch: 0159 / 1300 lr: 1.835e-05 2025-08-12 18:06:24,489 - INFO - Training: cls_zice: 56.635712555104476; reg_zipnll: 209.16833964840612; aux_mae_loss_1: 119.92462452886038; aux_mae_loss_2: 18.309166036718608; aux_mae_loss_4: 2.9093794387533; cnt_loss: 15.509921460347801; 2025-08-12 18:06:24,491 - INFO - Evaluation: Curr mae: 60.6255; Best mae: 54.3201; 57.7766; 58.5462; 58.9279; 59.8247; Curr rmse: 390.8636; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.3768; Best nae: 0.1869; 0.1964; 0.1995; 0.2039; 0.2070; 2025-08-12 18:06:24,491 - INFO - Epoch: 0160 / 1300 lr: 1.690e-05 2025-08-12 18:08:04,029 - INFO - Training: cls_zice: 55.11623174535316; reg_zipnll: 210.97952147927566; aux_mae_loss_1: 117.3651877013454; aux_mae_loss_2: 17.787919963846477; aux_mae_loss_4: 2.7834267387200136; cnt_loss: 13.132683709378721; 2025-08-12 18:08:04,882 - INFO - Evaluation: Curr mae: 58.1409; Best mae: 54.3201; 57.7766; 58.1409; 58.5462; 58.9279; Curr rmse: 389.0694; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.3549; Best nae: 0.1869; 0.1964; 0.1995; 0.2039; 0.2070; 2025-08-12 18:08:04,882 - INFO - Epoch: 0161 / 1300 lr: 1.550e-05 2025-08-12 18:09:44,160 - INFO - Training: cls_zice: 59.31906046321888; reg_zipnll: 201.94429964394067; aux_mae_loss_1: 122.1675345168322; aux_mae_loss_2: 18.553222847475183; aux_mae_loss_4: 2.943833474634852; cnt_loss: 14.69744998967433; 2025-08-12 18:09:44,161 - INFO - Evaluation: Curr mae: 66.4441; Best mae: 54.3201; 57.7766; 58.1409; 58.5462; 58.9279; Curr rmse: 398.5914; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.4871; Best nae: 0.1869; 0.1964; 0.1995; 0.2039; 0.2070; 2025-08-12 18:09:44,161 - INFO - Epoch: 0162 / 1300 lr: 1.415e-05 2025-08-12 18:11:23,396 - INFO - Training: cls_zice: 58.62867538171287; reg_zipnll: 205.48995748093319; aux_mae_loss_1: 122.25059022878926; aux_mae_loss_2: 18.550424705740724; aux_mae_loss_4: 2.9177109085808683; cnt_loss: 14.169845618748113; 2025-08-12 18:11:23,397 - INFO - Evaluation: Curr mae: 65.5068; Best mae: 54.3201; 57.7766; 58.1409; 58.5462; 58.9279; Curr rmse: 444.3017; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.3989; Best nae: 0.1869; 0.1964; 0.1995; 0.2039; 0.2070; 2025-08-12 18:11:23,397 - INFO - Epoch: 0163 / 1300 lr: 1.286e-05 2025-08-12 18:13:02,184 - INFO - Training: cls_zice: 55.12273708759666; reg_zipnll: 200.55805398504654; aux_mae_loss_1: 119.58394845653622; aux_mae_loss_2: 18.234392638684543; aux_mae_loss_4: 2.895935538342189; cnt_loss: 14.877951269897519; 2025-08-12 18:13:02,185 - INFO - Evaluation: Curr mae: 60.1619; Best mae: 54.3201; 57.7766; 58.1409; 58.5462; 58.9279; Curr rmse: 430.3028; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.3466; Best nae: 0.1869; 0.1964; 0.1995; 0.2039; 0.2070; 2025-08-12 18:13:02,185 - INFO - Epoch: 0164 / 1300 lr: 1.163e-05 2025-08-12 18:14:41,328 - INFO - Training: cls_zice: 56.778437455622885; reg_zipnll: 206.61304484664015; aux_mae_loss_1: 119.47967822999145; aux_mae_loss_2: 18.080799224137646; aux_mae_loss_4: 2.8036218610398262; cnt_loss: 12.930340726455256; 2025-08-12 18:14:41,932 - INFO - Evaluation: Curr mae: 56.8882; Best mae: 54.3201; 56.8882; 57.7766; 58.1409; 58.5462; Curr rmse: 298.2467; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.4186; Best nae: 0.1869; 0.1964; 0.1995; 0.2039; 0.2070; 2025-08-12 18:14:41,932 - INFO - Epoch: 0165 / 1300 lr: 1.045e-05 2025-08-12 18:16:21,179 - INFO - Training: cls_zice: 55.222793498275216; reg_zipnll: 200.97429988439407; aux_mae_loss_1: 117.53791389367268; aux_mae_loss_2: 17.785644506733952; aux_mae_loss_4: 2.773095931062968; cnt_loss: 12.810792441233264; 2025-08-12 18:16:21,784 - INFO - Evaluation: Curr mae: 57.3469; Best mae: 54.3201; 56.8882; 57.3469; 57.7766; 58.1409; Curr rmse: 390.6814; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.3471; Best nae: 0.1869; 0.1964; 0.1995; 0.2039; 0.2070; 2025-08-12 18:16:21,785 - INFO - Epoch: 0166 / 1300 lr: 9.342e-06 2025-08-12 18:18:00,970 - INFO - Training: cls_zice: 60.346889349289604; reg_zipnll: 208.38800527381406; aux_mae_loss_1: 121.49442908083566; aux_mae_loss_2: 18.324067534395233; aux_mae_loss_4: 2.85302491283049; cnt_loss: 13.0872475788342; 2025-08-12 18:18:01,564 - INFO - Evaluation: Curr mae: 57.9112; Best mae: 54.3201; 56.8882; 57.3469; 57.7766; 57.9112; Curr rmse: 392.3169; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.3488; Best nae: 0.1869; 0.1964; 0.1995; 0.2039; 0.2070; 2025-08-12 18:18:01,565 - INFO - Epoch: 0167 / 1300 lr: 8.294e-06 2025-08-12 18:19:40,947 - INFO - Training: cls_zice: 55.18362943073471; reg_zipnll: 210.19956509313118; aux_mae_loss_1: 117.48608877971424; aux_mae_loss_2: 17.72623831079674; aux_mae_loss_4: 2.7271338233910978; cnt_loss: 12.227322692123355; 2025-08-12 18:19:41,544 - INFO - Evaluation: Curr mae: 57.2839; Best mae: 54.3201; 56.8882; 57.2839; 57.3469; 57.7766; Curr rmse: 393.1785; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.3498; Best nae: 0.1869; 0.1964; 0.1995; 0.2039; 0.2070; 2025-08-12 18:19:41,544 - INFO - Epoch: 0168 / 1300 lr: 7.311e-06 2025-08-12 18:21:21,248 - INFO - Training: cls_zice: 55.71491386747146; reg_zipnll: 203.1698776823696; aux_mae_loss_1: 118.07559983711928; aux_mae_loss_2: 17.734927578266603; aux_mae_loss_4: 2.7272711505007314; cnt_loss: 11.215299723387377; 2025-08-12 18:21:21,249 - INFO - Evaluation: Curr mae: 59.1005; Best mae: 54.3201; 56.8882; 57.2839; 57.3469; 57.7766; Curr rmse: 443.1556; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.3355; Best nae: 0.1869; 0.1964; 0.1995; 0.2039; 0.2070; 2025-08-12 18:21:21,249 - INFO - Epoch: 0169 / 1300 lr: 6.395e-06 2025-08-12 18:23:00,558 - INFO - Training: cls_zice: 57.62616917628862; reg_zipnll: 198.60090509723574; aux_mae_loss_1: 121.60897138492614; aux_mae_loss_2: 18.380486469955247; aux_mae_loss_4: 2.869127971194397; cnt_loss: 12.550607837564229; 2025-08-12 18:23:00,560 - INFO - Evaluation: Curr mae: 68.6490; Best mae: 54.3201; 56.8882; 57.2839; 57.3469; 57.7766; Curr rmse: 448.3970; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.3648; Best nae: 0.1869; 0.1964; 0.1995; 0.2039; 0.2070; 2025-08-12 18:23:00,560 - INFO - Epoch: 0170 / 1300 lr: 5.547e-06 2025-08-12 18:24:39,652 - INFO - Training: cls_zice: 57.63625924400315; reg_zipnll: 196.22637841388928; aux_mae_loss_1: 119.39221031561608; aux_mae_loss_2: 18.076903566909632; aux_mae_loss_4: 2.8166829615754763; cnt_loss: 12.127204890729223; 2025-08-12 18:24:39,654 - INFO - Evaluation: Curr mae: 61.2022; Best mae: 54.3201; 56.8882; 57.2839; 57.3469; 57.7766; Curr rmse: 351.7700; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.3841; Best nae: 0.1869; 0.1964; 0.1995; 0.2039; 0.2070; 2025-08-12 18:24:39,654 - INFO - Epoch: 0171 / 1300 lr: 4.768e-06 2025-08-12 18:26:18,277 - INFO - Training: cls_zice: 56.081191222702934; reg_zipnll: 203.12846814329643; aux_mae_loss_1: 119.9464673677263; aux_mae_loss_2: 18.036783614624436; aux_mae_loss_4: 2.8080620080768908; cnt_loss: 12.139746871582952; 2025-08-12 18:26:18,279 - INFO - Evaluation: Curr mae: 62.7976; Best mae: 54.3201; 56.8882; 57.2839; 57.3469; 57.7766; Curr rmse: 391.3477; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.4141; Best nae: 0.1869; 0.1964; 0.1995; 0.2039; 0.2070; 2025-08-12 18:26:18,279 - INFO - Epoch: 0172 / 1300 lr: 4.060e-06 2025-08-12 18:27:57,176 - INFO - Training: cls_zice: 56.594173424386426; reg_zipnll: 205.72487060821456; aux_mae_loss_1: 117.23978880070781; aux_mae_loss_2: 17.623966694491074; aux_mae_loss_4: 2.7294283622641182; cnt_loss: 11.671438673161603; 2025-08-12 18:27:57,177 - INFO - Evaluation: Curr mae: 59.5234; Best mae: 54.3201; 56.8882; 57.2839; 57.3469; 57.7766; Curr rmse: 397.3637; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.4003; Best nae: 0.1869; 0.1964; 0.1995; 0.2039; 0.2070; 2025-08-12 18:27:57,178 - INFO - Epoch: 0173 / 1300 lr: 3.423e-06 2025-08-12 18:29:36,269 - INFO - Training: cls_zice: 58.37725837884955; reg_zipnll: 204.9927396161391; aux_mae_loss_1: 120.762715219532; aux_mae_loss_2: 18.221290925474584; aux_mae_loss_4: 2.835513127417062; cnt_loss: 13.089507277030258; 2025-08-12 18:29:36,271 - INFO - Evaluation: Curr mae: 59.5405; Best mae: 54.3201; 56.8882; 57.2839; 57.3469; 57.7766; Curr rmse: 407.3542; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.3761; Best nae: 0.1869; 0.1964; 0.1995; 0.2039; 0.2070; 2025-08-12 18:29:36,271 - INFO - Epoch: 0174 / 1300 lr: 2.858e-06 2025-08-12 18:31:15,388 - INFO - Training: cls_zice: 57.17586892471675; reg_zipnll: 201.83539645040557; aux_mae_loss_1: 120.9785531982971; aux_mae_loss_2: 18.294328734316984; aux_mae_loss_4: 2.8545305535848464; cnt_loss: 11.783375779276948; 2025-08-12 18:31:15,389 - INFO - Evaluation: Curr mae: 60.4701; Best mae: 54.3201; 56.8882; 57.2839; 57.3469; 57.7766; Curr rmse: 432.7593; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.3554; Best nae: 0.1869; 0.1964; 0.1995; 0.2039; 0.2070; 2025-08-12 18:31:15,389 - INFO - Epoch: 0175 / 1300 lr: 2.368e-06 2025-08-12 18:32:54,264 - INFO - Training: cls_zice: 57.42395485680943; reg_zipnll: 203.98747754526016; aux_mae_loss_1: 119.11742708063984; aux_mae_loss_2: 17.82551557668377; aux_mae_loss_4: 2.7626460084265485; cnt_loss: 11.399450588348898; 2025-08-12 18:32:54,265 - INFO - Evaluation: Curr mae: 59.8179; Best mae: 54.3201; 56.8882; 57.2839; 57.3469; 57.7766; Curr rmse: 405.6042; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.3245; Best nae: 0.1869; 0.1964; 0.1995; 0.2039; 0.2070; 2025-08-12 18:32:54,266 - INFO - Epoch: 0176 / 1300 lr: 1.951e-06 2025-08-12 18:34:32,839 - INFO - Training: cls_zice: 58.77513723040914; reg_zipnll: 193.19265012569477; aux_mae_loss_1: 122.91061771559531; aux_mae_loss_2: 18.48502200734646; aux_mae_loss_4: 2.8818199838341663; cnt_loss: 12.423574314325817; 2025-08-12 18:34:32,840 - INFO - Evaluation: Curr mae: 59.5465; Best mae: 54.3201; 56.8882; 57.2839; 57.3469; 57.7766; Curr rmse: 391.6206; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.3067; Best nae: 0.1869; 0.1964; 0.1995; 0.2039; 0.2070; 2025-08-12 18:34:32,840 - INFO - Epoch: 0177 / 1300 lr: 1.609e-06 2025-08-12 18:36:11,388 - INFO - Training: cls_zice: 56.02814642483594; reg_zipnll: 205.42569559092388; aux_mae_loss_1: 118.90592048468504; aux_mae_loss_2: 17.95682350283723; aux_mae_loss_4: 2.7746102351762336; cnt_loss: 11.686496016911798; 2025-08-12 18:36:11,389 - INFO - Evaluation: Curr mae: 62.3841; Best mae: 54.3201; 56.8882; 57.2839; 57.3469; 57.7766; Curr rmse: 429.9519; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.3747; Best nae: 0.1869; 0.1964; 0.1995; 0.2039; 0.2070; 2025-08-12 18:36:11,389 - INFO - Epoch: 0178 / 1300 lr: 1.343e-06 2025-08-12 18:37:50,484 - INFO - Training: cls_zice: 54.94294090680108; reg_zipnll: 200.3245536147169; aux_mae_loss_1: 116.70001304302853; aux_mae_loss_2: 17.65265290228444; aux_mae_loss_4: 2.7400760121241325; cnt_loss: 12.030871314990183; 2025-08-12 18:37:51,087 - INFO - Evaluation: Curr mae: 56.6500; Best mae: 54.3201; 56.6500; 56.8882; 57.2839; 57.3469; Curr rmse: 396.8719; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.2801; Best nae: 0.1869; 0.1964; 0.1995; 0.2039; 0.2070; 2025-08-12 18:37:51,087 - INFO - Epoch: 0179 / 1300 lr: 1.153e-06 2025-08-12 18:39:30,540 - INFO - Training: cls_zice: 56.35256347971894; reg_zipnll: 209.4087967664233; aux_mae_loss_1: 119.37382310215183; aux_mae_loss_2: 17.968882140279735; aux_mae_loss_4: 2.779013151834434; cnt_loss: 12.28677592654461; 2025-08-12 18:39:30,542 - INFO - Evaluation: Curr mae: 62.0215; Best mae: 54.3201; 56.6500; 56.8882; 57.2839; 57.3469; Curr rmse: 394.5348; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.3602; Best nae: 0.1869; 0.1964; 0.1995; 0.2039; 0.2070; 2025-08-12 18:39:30,542 - INFO - Epoch: 0180 / 1300 lr: 1.038e-06 2025-08-12 18:41:09,931 - INFO - Training: cls_zice: 59.352336935947974; reg_zipnll: 204.19917378756566; aux_mae_loss_1: 121.10893054854287; aux_mae_loss_2: 18.180227029599383; aux_mae_loss_4: 2.8050164560425865; cnt_loss: 11.488388801908126; 2025-08-12 18:41:10,536 - INFO - Evaluation: Curr mae: 56.9368; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 384.8341; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.3768; Best nae: 0.1869; 0.1964; 0.1995; 0.2039; 0.2070; 2025-08-12 18:41:10,537 - INFO - Epoch: 0181 / 1300 lr: 1.000e-04 2025-08-12 18:42:50,577 - INFO - Training: cls_zice: 61.2316163360383; reg_zipnll: 219.7907274339377; aux_mae_loss_1: 126.95625616529607; aux_mae_loss_2: 20.22088538956826; aux_mae_loss_4: 3.4295718361908487; cnt_loss: 25.117869963682708; 2025-08-12 18:42:51,566 - INFO - Evaluation: Curr mae: 66.4452; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 464.9501; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.1437; Best nae: 0.1437; 0.1869; 0.1964; 0.1995; 0.2039; 2025-08-12 18:42:51,567 - INFO - Epoch: 0182 / 1300 lr: 9.999e-05 2025-08-12 18:44:30,191 - INFO - Training: cls_zice: 61.88282418051845; reg_zipnll: 211.66483152923976; aux_mae_loss_1: 130.18029825852892; aux_mae_loss_2: 21.103281649341927; aux_mae_loss_4: 3.665687790260217; cnt_loss: 27.54103395718229; 2025-08-12 18:44:30,193 - INFO - Evaluation: Curr mae: 71.6120; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 346.3519; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.3902; Best nae: 0.1437; 0.1869; 0.1964; 0.1995; 0.2039; 2025-08-12 18:44:30,193 - INFO - Epoch: 0183 / 1300 lr: 9.996e-05 2025-08-12 18:46:10,537 - INFO - Training: cls_zice: 61.12060792838968; reg_zipnll: 213.10857183461323; aux_mae_loss_1: 127.47192230322673; aux_mae_loss_2: 20.385112676032097; aux_mae_loss_4: 3.49861040136808; cnt_loss: 25.876713104603528; 2025-08-12 18:46:10,538 - INFO - Evaluation: Curr mae: 88.9714; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 344.5993; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.6274; Best nae: 0.1437; 0.1869; 0.1964; 0.1995; 0.2039; 2025-08-12 18:46:10,538 - INFO - Epoch: 0184 / 1300 lr: 9.991e-05 2025-08-12 18:47:49,576 - INFO - Training: cls_zice: 64.92823164705139; reg_zipnll: 216.49749889226683; aux_mae_loss_1: 134.35335903118693; aux_mae_loss_2: 21.90128011997684; aux_mae_loss_4: 3.818330869883069; cnt_loss: 29.705423944100623; 2025-08-12 18:47:49,577 - INFO - Evaluation: Curr mae: 83.1339; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 330.9207; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 292.8105; Curr nae: 0.4409; Best nae: 0.1437; 0.1869; 0.1964; 0.1995; 0.2039; 2025-08-12 18:47:49,577 - INFO - Epoch: 0185 / 1300 lr: 9.985e-05 2025-08-12 18:49:28,839 - INFO - Training: cls_zice: 58.03586795259564; reg_zipnll: 217.43301263137465; aux_mae_loss_1: 127.52321348214824; aux_mae_loss_2: 20.3600773149407; aux_mae_loss_4: 3.462883270031995; cnt_loss: 24.16800929311002; 2025-08-12 18:49:29,434 - INFO - Evaluation: Curr mae: 64.4805; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 260.2493; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 260.2493; Curr nae: 0.3740; Best nae: 0.1437; 0.1869; 0.1964; 0.1995; 0.2039; 2025-08-12 18:49:29,435 - INFO - Epoch: 0186 / 1300 lr: 9.976e-05 2025-08-12 18:51:08,994 - INFO - Training: cls_zice: 62.07933193878067; reg_zipnll: 212.87794251429696; aux_mae_loss_1: 127.41602448510021; aux_mae_loss_2: 20.267192673867036; aux_mae_loss_4: 3.4396364918711253; cnt_loss: 24.21885555875332; 2025-08-12 18:51:08,995 - INFO - Evaluation: Curr mae: 533.2809; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 2019.5403; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 260.2493; Curr nae: 7.5776; Best nae: 0.1437; 0.1869; 0.1964; 0.1995; 0.2039; 2025-08-12 18:51:08,995 - INFO - Epoch: 0187 / 1300 lr: 9.966e-05 2025-08-12 18:52:47,796 - INFO - Training: cls_zice: 60.43605853276265; reg_zipnll: 213.15922717999064; aux_mae_loss_1: 125.86810122296252; aux_mae_loss_2: 19.954785530855233; aux_mae_loss_4: 3.364606027891213; cnt_loss: 22.83523278493808; 2025-08-12 18:52:47,797 - INFO - Evaluation: Curr mae: 84.7208; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 427.6316; Best rmse: 233.8819; 237.9695; 245.6493; 247.7775; 260.2493; Curr nae: 0.2970; Best nae: 0.1437; 0.1869; 0.1964; 0.1995; 0.2039; 2025-08-12 18:52:47,798 - INFO - Epoch: 0188 / 1300 lr: 9.953e-05 2025-08-12 18:54:26,402 - INFO - Training: cls_zice: 59.50987252010784; reg_zipnll: 216.73431380794102; aux_mae_loss_1: 123.91383944808058; aux_mae_loss_2: 19.562648959515332; aux_mae_loss_4: 3.2753529472032366; cnt_loss: 21.819944279359362; 2025-08-12 18:54:26,996 - INFO - Evaluation: Curr mae: 63.5183; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 226.3243; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.3866; Best nae: 0.1437; 0.1869; 0.1964; 0.1995; 0.2039; 2025-08-12 18:54:26,997 - INFO - Epoch: 0189 / 1300 lr: 9.939e-05 2025-08-12 18:56:06,171 - INFO - Training: cls_zice: 59.35832758060151; reg_zipnll: 217.2308319797859; aux_mae_loss_1: 128.5365171800236; aux_mae_loss_2: 20.466244805441416; aux_mae_loss_4: 3.473421731307758; cnt_loss: 24.349481938430767; 2025-08-12 18:56:06,172 - INFO - Evaluation: Curr mae: 73.9546; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 253.1497; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.6193; Best nae: 0.1437; 0.1869; 0.1964; 0.1995; 0.2039; 2025-08-12 18:56:06,173 - INFO - Epoch: 0190 / 1300 lr: 9.923e-05 2025-08-12 18:57:45,324 - INFO - Training: cls_zice: 61.5786528422241; reg_zipnll: 219.39123997528938; aux_mae_loss_1: 128.59023471234084; aux_mae_loss_2: 20.56401768809419; aux_mae_loss_4: 3.5142313957520805; cnt_loss: 25.828395299862468; 2025-08-12 18:57:45,326 - INFO - Evaluation: Curr mae: 80.2918; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 505.3309; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.4241; Best nae: 0.1437; 0.1869; 0.1964; 0.1995; 0.2039; 2025-08-12 18:57:45,326 - INFO - Epoch: 0191 / 1300 lr: 9.905e-05 2025-08-12 18:59:23,902 - INFO - Training: cls_zice: 62.47998214311955; reg_zipnll: 220.24049703995183; aux_mae_loss_1: 130.98964319008482; aux_mae_loss_2: 21.15937901523855; aux_mae_loss_4: 3.6753418736715244; cnt_loss: 28.758423580302065; 2025-08-12 18:59:23,904 - INFO - Evaluation: Curr mae: 72.4809; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 545.7083; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.3121; Best nae: 0.1437; 0.1869; 0.1964; 0.1995; 0.2039; 2025-08-12 18:59:23,904 - INFO - Epoch: 0192 / 1300 lr: 9.885e-05 2025-08-12 19:01:02,765 - INFO - Training: cls_zice: 59.68861398380489; reg_zipnll: 216.68222223394633; aux_mae_loss_1: 128.1237327163814; aux_mae_loss_2: 20.514521702396227; aux_mae_loss_4: 3.504518047090055; cnt_loss: 25.098440444254937; 2025-08-12 19:01:02,766 - INFO - Evaluation: Curr mae: 103.2841; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 363.7567; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.5394; Best nae: 0.1437; 0.1869; 0.1964; 0.1995; 0.2039; 2025-08-12 19:01:02,766 - INFO - Epoch: 0193 / 1300 lr: 9.863e-05 2025-08-12 19:02:42,318 - INFO - Training: cls_zice: 60.40851577185573; reg_zipnll: 211.85106374549375; aux_mae_loss_1: 128.77666961748372; aux_mae_loss_2: 20.711464812026232; aux_mae_loss_4: 3.5489790742991825; cnt_loss: 25.176298132898875; 2025-08-12 19:02:42,320 - INFO - Evaluation: Curr mae: 75.1438; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 350.6651; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.2284; Best nae: 0.1437; 0.1869; 0.1964; 0.1995; 0.2039; 2025-08-12 19:02:42,320 - INFO - Epoch: 0194 / 1300 lr: 9.840e-05 2025-08-12 19:04:21,233 - INFO - Training: cls_zice: 56.60482755567696; reg_zipnll: 217.15059039157583; aux_mae_loss_1: 126.64125669523499; aux_mae_loss_2: 20.357830416573965; aux_mae_loss_4: 3.495935992287486; cnt_loss: 24.643191873874027; 2025-08-12 19:04:21,234 - INFO - Evaluation: Curr mae: 129.6748; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 660.4028; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.6813; Best nae: 0.1437; 0.1869; 0.1964; 0.1995; 0.2039; 2025-08-12 19:04:21,234 - INFO - Epoch: 0195 / 1300 lr: 9.814e-05 2025-08-12 19:05:59,859 - INFO - Training: cls_zice: 60.124849244530836; reg_zipnll: 205.65612660582084; aux_mae_loss_1: 126.84473597666292; aux_mae_loss_2: 20.065861494804714; aux_mae_loss_4: 3.3634246163319195; cnt_loss: 22.486870054720608; 2025-08-12 19:05:59,861 - INFO - Evaluation: Curr mae: 94.5638; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 443.9416; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.4027; Best nae: 0.1437; 0.1869; 0.1964; 0.1995; 0.2039; 2025-08-12 19:05:59,861 - INFO - Epoch: 0196 / 1300 lr: 9.787e-05 2025-08-12 19:07:39,105 - INFO - Training: cls_zice: 61.00615155953521; reg_zipnll: 213.60570435903986; aux_mae_loss_1: 127.63290561685832; aux_mae_loss_2: 20.154390348566835; aux_mae_loss_4: 3.3767058778851076; cnt_loss: 22.395387146344223; 2025-08-12 19:07:39,107 - INFO - Evaluation: Curr mae: 75.6861; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 432.9900; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.3568; Best nae: 0.1437; 0.1869; 0.1964; 0.1995; 0.2039; 2025-08-12 19:07:39,107 - INFO - Epoch: 0197 / 1300 lr: 9.758e-05 2025-08-12 19:09:18,323 - INFO - Training: cls_zice: 58.75344341503011; reg_zipnll: 213.41696727919395; aux_mae_loss_1: 126.628046138734; aux_mae_loss_2: 20.05958176884982; aux_mae_loss_4: 3.361776736677459; cnt_loss: 22.19783221970487; 2025-08-12 19:09:18,324 - INFO - Evaluation: Curr mae: 81.6178; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 548.7752; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.4869; Best nae: 0.1437; 0.1869; 0.1964; 0.1995; 0.2039; 2025-08-12 19:09:18,324 - INFO - Epoch: 0198 / 1300 lr: 9.727e-05 2025-08-12 19:10:58,144 - INFO - Training: cls_zice: 61.12787821283683; reg_zipnll: 220.2565310902338; aux_mae_loss_1: 128.9521789354653; aux_mae_loss_2: 20.581478563862778; aux_mae_loss_4: 3.4895341629234253; cnt_loss: 23.626854431966276; 2025-08-12 19:10:58,146 - INFO - Evaluation: Curr mae: 83.4946; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 592.8359; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.3536; Best nae: 0.1437; 0.1869; 0.1964; 0.1995; 0.2039; 2025-08-12 19:10:58,146 - INFO - Epoch: 0199 / 1300 lr: 9.694e-05 2025-08-12 19:12:37,030 - INFO - Training: cls_zice: 60.17989633276407; reg_zipnll: 215.61331041429222; aux_mae_loss_1: 125.80461448139887; aux_mae_loss_2: 19.97984402222621; aux_mae_loss_4: 3.3745306466722855; cnt_loss: 22.821403019838897; 2025-08-12 19:12:37,031 - INFO - Evaluation: Curr mae: 66.4425; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 369.0858; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.2754; Best nae: 0.1437; 0.1869; 0.1964; 0.1995; 0.2039; 2025-08-12 19:12:37,031 - INFO - Epoch: 0200 / 1300 lr: 9.660e-05 2025-08-12 19:14:15,987 - INFO - Training: cls_zice: 60.705860690048546; reg_zipnll: 214.5814203541812; aux_mae_loss_1: 127.7361294224207; aux_mae_loss_2: 20.335743743533648; aux_mae_loss_4: 3.435438196579411; cnt_loss: 22.729167608491558; 2025-08-12 19:14:16,586 - INFO - Evaluation: Curr mae: 73.1157; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 375.5239; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.1967; Best nae: 0.1437; 0.1869; 0.1964; 0.1967; 0.1995; 2025-08-12 19:14:18,339 - INFO - Epoch: 0201 / 1300 lr: 9.623e-05 2025-08-12 19:15:57,312 - INFO - Training: cls_zice: 59.35287058537295; reg_zipnll: 211.86130095141098; aux_mae_loss_1: 126.88306782484668; aux_mae_loss_2: 20.281096140952222; aux_mae_loss_4: 3.4380705557323052; cnt_loss: 23.103837528694566; 2025-08-12 19:15:57,905 - INFO - Evaluation: Curr mae: 62.4771; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 456.0862; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.1573; Best nae: 0.1437; 0.1573; 0.1869; 0.1964; 0.1967; 2025-08-12 19:15:57,905 - INFO - Epoch: 0202 / 1300 lr: 9.585e-05 2025-08-12 19:17:36,407 - INFO - Training: cls_zice: 58.68168909675358; reg_zipnll: 216.1601193680555; aux_mae_loss_1: 125.57377633827818; aux_mae_loss_2: 19.91660255638064; aux_mae_loss_4: 3.3445733788693777; cnt_loss: 21.65346579196214; 2025-08-12 19:17:36,409 - INFO - Evaluation: Curr mae: 74.3612; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 418.1464; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.3592; Best nae: 0.1437; 0.1573; 0.1869; 0.1964; 0.1967; 2025-08-12 19:17:36,409 - INFO - Epoch: 0203 / 1300 lr: 9.545e-05 2025-08-12 19:19:15,586 - INFO - Training: cls_zice: 62.48607576142393; reg_zipnll: 216.0727965543693; aux_mae_loss_1: 128.9663960375945; aux_mae_loss_2: 20.40048956503292; aux_mae_loss_4: 3.4318408474211215; cnt_loss: 22.901455623631612; 2025-08-12 19:19:16,188 - INFO - Evaluation: Curr mae: 61.4920; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 426.5178; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.1442; Best nae: 0.1437; 0.1442; 0.1573; 0.1869; 0.1964; 2025-08-12 19:19:16,188 - INFO - Epoch: 0204 / 1300 lr: 9.504e-05 2025-08-12 19:20:55,650 - INFO - Training: cls_zice: 60.19281377553327; reg_zipnll: 219.84709168461112; aux_mae_loss_1: 128.01937148871335; aux_mae_loss_2: 20.170738116021635; aux_mae_loss_4: 3.366855733498816; cnt_loss: 21.898764809789878; 2025-08-12 19:20:55,652 - INFO - Evaluation: Curr mae: 68.2053; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 251.4254; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.2078; Best nae: 0.1437; 0.1442; 0.1573; 0.1869; 0.1964; 2025-08-12 19:20:55,652 - INFO - Epoch: 0205 / 1300 lr: 9.460e-05 2025-08-12 19:22:35,734 - INFO - Training: cls_zice: 56.67146718379465; reg_zipnll: 208.89752749367054; aux_mae_loss_1: 122.21407822655529; aux_mae_loss_2: 19.22766196819688; aux_mae_loss_4: 3.1766852356474318; cnt_loss: 19.47995810429051; 2025-08-12 19:22:35,736 - INFO - Evaluation: Curr mae: 74.2601; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 415.5842; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.2521; Best nae: 0.1437; 0.1442; 0.1573; 0.1869; 0.1964; 2025-08-12 19:22:35,736 - INFO - Epoch: 0206 / 1300 lr: 9.416e-05 2025-08-12 19:24:15,056 - INFO - Training: cls_zice: 58.81740333614895; reg_zipnll: 220.55709798660865; aux_mae_loss_1: 125.15457672079916; aux_mae_loss_2: 19.536358020605956; aux_mae_loss_4: 3.222090643751591; cnt_loss: 19.631730350553223; 2025-08-12 19:24:15,058 - INFO - Evaluation: Curr mae: 79.4013; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 578.3111; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.2683; Best nae: 0.1437; 0.1442; 0.1573; 0.1869; 0.1964; 2025-08-12 19:24:15,058 - INFO - Epoch: 0207 / 1300 lr: 9.369e-05 2025-08-12 19:25:54,430 - INFO - Training: cls_zice: 58.09359530219689; reg_zipnll: 222.97157721041407; aux_mae_loss_1: 127.86126901190201; aux_mae_loss_2: 20.500965923760422; aux_mae_loss_4: 3.508991935565723; cnt_loss: 25.91721766129864; 2025-08-12 19:25:54,431 - INFO - Evaluation: Curr mae: 101.7019; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 512.5262; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.3231; Best nae: 0.1437; 0.1442; 0.1573; 0.1869; 0.1964; 2025-08-12 19:25:54,431 - INFO - Epoch: 0208 / 1300 lr: 9.321e-05 2025-08-12 19:27:32,539 - INFO - Training: cls_zice: 61.375052123572345; reg_zipnll: 215.95854732738977; aux_mae_loss_1: 130.42838291276084; aux_mae_loss_2: 20.829398693339684; aux_mae_loss_4: 3.5498337742602; cnt_loss: 25.411613662322566; 2025-08-12 19:27:32,540 - INFO - Evaluation: Curr mae: 75.4017; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 553.3982; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.2162; Best nae: 0.1437; 0.1442; 0.1573; 0.1869; 0.1964; 2025-08-12 19:27:32,540 - INFO - Epoch: 0209 / 1300 lr: 9.271e-05 2025-08-12 19:29:11,517 - INFO - Training: cls_zice: 60.9203993860048; reg_zipnll: 215.29985934358024; aux_mae_loss_1: 129.13093070689695; aux_mae_loss_2: 20.447074454976843; aux_mae_loss_4: 3.431663467369227; cnt_loss: 21.712510496914234; 2025-08-12 19:29:11,518 - INFO - Evaluation: Curr mae: 69.5767; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 386.6590; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.2227; Best nae: 0.1437; 0.1442; 0.1573; 0.1869; 0.1964; 2025-08-12 19:29:11,519 - INFO - Epoch: 0210 / 1300 lr: 9.219e-05 2025-08-12 19:30:51,018 - INFO - Training: cls_zice: 56.80775649106288; reg_zipnll: 212.9317077156204; aux_mae_loss_1: 121.49993249260675; aux_mae_loss_2: 18.976245989223372; aux_mae_loss_4: 3.114079774038957; cnt_loss: 18.526371966903803; 2025-08-12 19:30:51,618 - INFO - Evaluation: Curr mae: 67.9359; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 513.9171; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.1943; Best nae: 0.1437; 0.1442; 0.1573; 0.1869; 0.1943; 2025-08-12 19:30:51,619 - INFO - Epoch: 0211 / 1300 lr: 9.166e-05 2025-08-12 19:32:30,782 - INFO - Training: cls_zice: 59.83047228032642; reg_zipnll: 219.05744403554726; aux_mae_loss_1: 125.16733019517443; aux_mae_loss_2: 19.626885968186247; aux_mae_loss_4: 3.2720236203664372; cnt_loss: 22.002007277275418; 2025-08-12 19:32:30,784 - INFO - Evaluation: Curr mae: 76.2595; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 377.4414; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.2647; Best nae: 0.1437; 0.1442; 0.1573; 0.1869; 0.1943; 2025-08-12 19:32:30,784 - INFO - Epoch: 0212 / 1300 lr: 9.111e-05 2025-08-12 19:34:09,380 - INFO - Training: cls_zice: 58.114181404784894; reg_zipnll: 216.8387287012409; aux_mae_loss_1: 122.9998617589014; aux_mae_loss_2: 19.238058489821565; aux_mae_loss_4: 3.1954612672175724; cnt_loss: 20.711651769579223; 2025-08-12 19:34:09,382 - INFO - Evaluation: Curr mae: 68.3621; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 529.7086; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.2156; Best nae: 0.1437; 0.1442; 0.1573; 0.1869; 0.1943; 2025-08-12 19:34:09,382 - INFO - Epoch: 0213 / 1300 lr: 9.055e-05 2025-08-12 19:35:48,269 - INFO - Training: cls_zice: 58.0385177362241; reg_zipnll: 213.64508589129215; aux_mae_loss_1: 122.438419038042; aux_mae_loss_2: 19.124498427986794; aux_mae_loss_4: 3.1622122414314346; cnt_loss: 20.160267598218354; 2025-08-12 19:35:48,271 - INFO - Evaluation: Curr mae: 84.5903; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 537.4404; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.3615; Best nae: 0.1437; 0.1442; 0.1573; 0.1869; 0.1943; 2025-08-12 19:35:48,271 - INFO - Epoch: 0214 / 1300 lr: 8.997e-05 2025-08-12 19:37:27,751 - INFO - Training: cls_zice: 59.569524358124845; reg_zipnll: 210.38103223766336; aux_mae_loss_1: 126.31928563547012; aux_mae_loss_2: 19.902241569558267; aux_mae_loss_4: 3.305555175692992; cnt_loss: 21.585096249237157; 2025-08-12 19:37:27,753 - INFO - Evaluation: Curr mae: 71.6649; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 367.7154; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.3721; Best nae: 0.1437; 0.1442; 0.1573; 0.1869; 0.1943; 2025-08-12 19:37:27,753 - INFO - Epoch: 0215 / 1300 lr: 8.937e-05 2025-08-12 19:39:06,869 - INFO - Training: cls_zice: 57.27564610000748; reg_zipnll: 207.00437919400957; aux_mae_loss_1: 124.34179718880543; aux_mae_loss_2: 19.54888034663654; aux_mae_loss_4: 3.243042588846849; cnt_loss: 20.967634812112333; 2025-08-12 19:39:06,870 - INFO - Evaluation: Curr mae: 69.4899; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 454.9303; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.3807; Best nae: 0.1437; 0.1442; 0.1573; 0.1869; 0.1943; 2025-08-12 19:39:06,870 - INFO - Epoch: 0216 / 1300 lr: 8.876e-05 2025-08-12 19:40:46,279 - INFO - Training: cls_zice: 60.1712421440833; reg_zipnll: 214.0518002154588; aux_mae_loss_1: 124.87424745044855; aux_mae_loss_2: 19.6201295791371; aux_mae_loss_4: 3.260993745915381; cnt_loss: 21.131579174480585; 2025-08-12 19:40:46,280 - INFO - Evaluation: Curr mae: 79.7641; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 581.8413; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.2988; Best nae: 0.1437; 0.1442; 0.1573; 0.1869; 0.1943; 2025-08-12 19:40:46,280 - INFO - Epoch: 0217 / 1300 lr: 8.814e-05 2025-08-12 19:42:25,569 - INFO - Training: cls_zice: 61.94934852586001; reg_zipnll: 210.1904653142228; aux_mae_loss_1: 125.17667763521249; aux_mae_loss_2: 19.54251015645986; aux_mae_loss_4: 3.2168586926778975; cnt_loss: 20.504405838971273; 2025-08-12 19:42:25,570 - INFO - Evaluation: Curr mae: 84.9050; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 598.0458; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.6661; Best nae: 0.1437; 0.1442; 0.1573; 0.1869; 0.1943; 2025-08-12 19:42:25,570 - INFO - Epoch: 0218 / 1300 lr: 8.750e-05 2025-08-12 19:44:04,777 - INFO - Training: cls_zice: 58.1227315964613; reg_zipnll: 213.29887427401113; aux_mae_loss_1: 123.56126356247458; aux_mae_loss_2: 19.2584438023653; aux_mae_loss_4: 3.1691873688011367; cnt_loss: 20.177768873065173; 2025-08-12 19:44:04,779 - INFO - Evaluation: Curr mae: 60.8986; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 450.1341; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.2633; Best nae: 0.1437; 0.1442; 0.1573; 0.1869; 0.1943; 2025-08-12 19:44:04,779 - INFO - Epoch: 0219 / 1300 lr: 8.685e-05 2025-08-12 19:45:44,297 - INFO - Training: cls_zice: 55.80155274348578; reg_zipnll: 210.53457308673615; aux_mae_loss_1: 120.45555908575768; aux_mae_loss_2: 18.773827574859855; aux_mae_loss_4: 3.0864226056554935; cnt_loss: 19.52929308236718; 2025-08-12 19:45:44,299 - INFO - Evaluation: Curr mae: 69.2541; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 420.5403; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.2196; Best nae: 0.1437; 0.1442; 0.1573; 0.1869; 0.1943; 2025-08-12 19:45:44,299 - INFO - Epoch: 0220 / 1300 lr: 8.618e-05 2025-08-12 19:47:23,275 - INFO - Training: cls_zice: 56.13431365434607; reg_zipnll: 203.69955976824528; aux_mae_loss_1: 120.58608081101758; aux_mae_loss_2: 18.79557475945637; aux_mae_loss_4: 3.082954374254516; cnt_loss: 18.959754229817722; 2025-08-12 19:47:23,276 - INFO - Evaluation: Curr mae: 83.7553; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 584.9555; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.1973; Best nae: 0.1437; 0.1442; 0.1573; 0.1869; 0.1943; 2025-08-12 19:47:23,277 - INFO - Epoch: 0221 / 1300 lr: 8.550e-05 2025-08-12 19:49:02,959 - INFO - Training: cls_zice: 57.23511284283317; reg_zipnll: 211.50655158074778; aux_mae_loss_1: 122.19497001569498; aux_mae_loss_2: 19.281482198857404; aux_mae_loss_4: 3.2017003152241745; cnt_loss: 21.937395030551215; 2025-08-12 19:49:02,961 - INFO - Evaluation: Curr mae: 81.2096; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 588.6182; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.1943; Best nae: 0.1437; 0.1442; 0.1573; 0.1869; 0.1943; 2025-08-12 19:49:02,961 - INFO - Epoch: 0222 / 1300 lr: 8.481e-05 2025-08-12 19:50:42,320 - INFO - Training: cls_zice: 57.817017491341865; reg_zipnll: 214.82862304844403; aux_mae_loss_1: 124.26084070769558; aux_mae_loss_2: 19.606060304494626; aux_mae_loss_4: 3.257607701045382; cnt_loss: 21.38486485799971; 2025-08-12 19:50:42,322 - INFO - Evaluation: Curr mae: 83.7678; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 460.9383; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.3385; Best nae: 0.1437; 0.1442; 0.1573; 0.1869; 0.1943; 2025-08-12 19:50:42,322 - INFO - Epoch: 0223 / 1300 lr: 8.410e-05 2025-08-12 19:52:21,151 - INFO - Training: cls_zice: 60.305613678226436; reg_zipnll: 205.58376907505536; aux_mae_loss_1: 124.88672879177378; aux_mae_loss_2: 19.727844465054705; aux_mae_loss_4: 3.299317701616753; cnt_loss: 21.55473230308003; 2025-08-12 19:52:21,152 - INFO - Evaluation: Curr mae: 72.9274; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 437.3742; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.3272; Best nae: 0.1437; 0.1442; 0.1573; 0.1869; 0.1943; 2025-08-12 19:52:21,153 - INFO - Epoch: 0224 / 1300 lr: 8.338e-05 2025-08-12 19:54:00,052 - INFO - Training: cls_zice: 57.088237562415536; reg_zipnll: 206.17954241524626; aux_mae_loss_1: 121.32314237776023; aux_mae_loss_2: 19.01903832663607; aux_mae_loss_4: 3.133630433854836; cnt_loss: 20.187097410616346; 2025-08-12 19:54:00,654 - INFO - Evaluation: Curr mae: 65.1133; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 490.6260; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.1858; Best nae: 0.1437; 0.1442; 0.1573; 0.1858; 0.1869; 2025-08-12 19:54:00,655 - INFO - Epoch: 0225 / 1300 lr: 8.265e-05 2025-08-12 19:55:39,581 - INFO - Training: cls_zice: 61.539120928563925; reg_zipnll: 210.5440004441916; aux_mae_loss_1: 125.64421978340052; aux_mae_loss_2: 19.642257754171414; aux_mae_loss_4: 3.2530104488823897; cnt_loss: 20.53917234752969; 2025-08-12 19:55:39,583 - INFO - Evaluation: Curr mae: 86.5857; Best mae: 54.3201; 56.6500; 56.8882; 56.9368; 57.2839; Curr rmse: 534.1807; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.4531; Best nae: 0.1437; 0.1442; 0.1573; 0.1858; 0.1869; 2025-08-12 19:55:39,583 - INFO - Epoch: 0226 / 1300 lr: 8.190e-05 2025-08-12 19:57:18,515 - INFO - Training: cls_zice: 59.876524740212375; reg_zipnll: 205.59413209733742; aux_mae_loss_1: 123.07853657543507; aux_mae_loss_2: 19.272805140992975; aux_mae_loss_4: 3.174389468826794; cnt_loss: 20.125124914174215; 2025-08-12 19:57:19,716 - INFO - Evaluation: Curr mae: 55.6459; Best mae: 54.3201; 55.6459; 56.6500; 56.8882; 56.9368; Curr rmse: 310.9953; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.1418; Best nae: 0.1418; 0.1437; 0.1442; 0.1573; 0.1858; 2025-08-12 19:57:19,716 - INFO - Epoch: 0227 / 1300 lr: 8.115e-05 2025-08-12 19:58:58,830 - INFO - Training: cls_zice: 57.26868509909181; reg_zipnll: 210.9457435509846; aux_mae_loss_1: 122.68497605311534; aux_mae_loss_2: 19.124044271238667; aux_mae_loss_4: 3.1331088319229283; cnt_loss: 19.83171984315838; 2025-08-12 19:58:58,831 - INFO - Evaluation: Curr mae: 71.4883; Best mae: 54.3201; 55.6459; 56.6500; 56.8882; 56.9368; Curr rmse: 398.2304; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.3966; Best nae: 0.1418; 0.1437; 0.1442; 0.1573; 0.1858; 2025-08-12 19:58:58,831 - INFO - Epoch: 0228 / 1300 lr: 8.038e-05 2025-08-12 20:00:37,641 - INFO - Training: cls_zice: 56.22375586567624; reg_zipnll: 215.42550368909664; aux_mae_loss_1: 122.94972112797832; aux_mae_loss_2: 19.143077556149205; aux_mae_loss_4: 3.138661349800375; cnt_loss: 19.986714432968885; 2025-08-12 20:00:37,643 - INFO - Evaluation: Curr mae: 86.4251; Best mae: 54.3201; 55.6459; 56.6500; 56.8882; 56.9368; Curr rmse: 487.3746; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.3878; Best nae: 0.1418; 0.1437; 0.1442; 0.1573; 0.1858; 2025-08-12 20:00:37,643 - INFO - Epoch: 0229 / 1300 lr: 7.960e-05 2025-08-12 20:02:15,769 - INFO - Training: cls_zice: 58.33269411448035; reg_zipnll: 209.97207096364627; aux_mae_loss_1: 123.67686437395973; aux_mae_loss_2: 19.659537837560503; aux_mae_loss_4: 3.3006083228287784; cnt_loss: 22.600066985446567; 2025-08-12 20:02:15,771 - INFO - Evaluation: Curr mae: 84.2785; Best mae: 54.3201; 55.6459; 56.6500; 56.8882; 56.9368; Curr rmse: 305.9172; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.4469; Best nae: 0.1418; 0.1437; 0.1442; 0.1573; 0.1858; 2025-08-12 20:02:15,771 - INFO - Epoch: 0230 / 1300 lr: 7.880e-05 2025-08-12 20:03:55,187 - INFO - Training: cls_zice: 56.2818160009568; reg_zipnll: 203.89222775633354; aux_mae_loss_1: 122.18286888397138; aux_mae_loss_2: 19.14385484239436; aux_mae_loss_4: 3.1721498417670437; cnt_loss: 19.027348469952386; 2025-08-12 20:03:55,810 - INFO - Evaluation: Curr mae: 57.1267; Best mae: 54.3201; 55.6459; 56.6500; 56.8882; 56.9368; Curr rmse: 403.6710; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.1736; Best nae: 0.1418; 0.1437; 0.1442; 0.1573; 0.1736; 2025-08-12 20:03:55,810 - INFO - Epoch: 0231 / 1300 lr: 7.800e-05 2025-08-12 20:05:35,341 - INFO - Training: cls_zice: 59.437540819566784; reg_zipnll: 203.83888173532364; aux_mae_loss_1: 124.76715776301289; aux_mae_loss_2: 19.570853245595426; aux_mae_loss_4: 3.2041830209043156; cnt_loss: 20.102732397290307; 2025-08-12 20:05:35,343 - INFO - Evaluation: Curr mae: 69.4223; Best mae: 54.3201; 55.6459; 56.6500; 56.8882; 56.9368; Curr rmse: 406.4335; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.2731; Best nae: 0.1418; 0.1437; 0.1442; 0.1573; 0.1736; 2025-08-12 20:05:35,343 - INFO - Epoch: 0232 / 1300 lr: 7.719e-05 2025-08-12 20:07:15,169 - INFO - Training: cls_zice: 56.8352668122951; reg_zipnll: 204.88545691875075; aux_mae_loss_1: 122.43211834473598; aux_mae_loss_2: 19.09201646647907; aux_mae_loss_4: 3.1219979935256252; cnt_loss: 19.280683698261917; 2025-08-12 20:07:15,171 - INFO - Evaluation: Curr mae: 60.8163; Best mae: 54.3201; 55.6459; 56.6500; 56.8882; 56.9368; Curr rmse: 295.6898; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.1990; Best nae: 0.1418; 0.1437; 0.1442; 0.1573; 0.1736; 2025-08-12 20:07:15,171 - INFO - Epoch: 0233 / 1300 lr: 7.636e-05 2025-08-12 20:08:53,906 - INFO - Training: cls_zice: 55.89300046014602; reg_zipnll: 206.65610669388562; aux_mae_loss_1: 120.00897630137466; aux_mae_loss_2: 18.554648849835434; aux_mae_loss_4: 3.018823983583475; cnt_loss: 17.484122552111707; 2025-08-12 20:08:53,907 - INFO - Evaluation: Curr mae: 58.8448; Best mae: 54.3201; 55.6459; 56.6500; 56.8882; 56.9368; Curr rmse: 376.7351; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.3323; Best nae: 0.1418; 0.1437; 0.1442; 0.1573; 0.1736; 2025-08-12 20:08:53,908 - INFO - Epoch: 0234 / 1300 lr: 7.553e-05 2025-08-12 20:10:32,975 - INFO - Training: cls_zice: 58.092178864581726; reg_zipnll: 211.12230019459074; aux_mae_loss_1: 121.86329983316534; aux_mae_loss_2: 18.878043490387785; aux_mae_loss_4: 3.0633257321036567; cnt_loss: 18.53265330540184; 2025-08-12 20:10:33,584 - INFO - Evaluation: Curr mae: 55.2323; Best mae: 54.3201; 55.2323; 55.6459; 56.6500; 56.8882; Curr rmse: 268.8338; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.6106; Best nae: 0.1418; 0.1437; 0.1442; 0.1573; 0.1736; 2025-08-12 20:10:33,584 - INFO - Epoch: 0235 / 1300 lr: 7.469e-05 2025-08-12 20:12:13,233 - INFO - Training: cls_zice: 60.60662772025731; reg_zipnll: 204.5268610976349; aux_mae_loss_1: 122.44056378048306; aux_mae_loss_2: 18.968517233596057; aux_mae_loss_4: 3.0907473934953194; cnt_loss: 19.224181819697577; 2025-08-12 20:12:13,234 - INFO - Evaluation: Curr mae: 59.1489; Best mae: 54.3201; 55.2323; 55.6459; 56.6500; 56.8882; Curr rmse: 274.8858; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.6871; Best nae: 0.1418; 0.1437; 0.1442; 0.1573; 0.1736; 2025-08-12 20:12:13,234 - INFO - Epoch: 0236 / 1300 lr: 7.383e-05 2025-08-12 20:13:52,792 - INFO - Training: cls_zice: 59.20948725099888; reg_zipnll: 207.78805974455295; aux_mae_loss_1: 123.28925017280872; aux_mae_loss_2: 19.21350948179289; aux_mae_loss_4: 3.16200324900659; cnt_loss: 20.288859494854062; 2025-08-12 20:13:52,793 - INFO - Evaluation: Curr mae: 72.9679; Best mae: 54.3201; 55.2323; 55.6459; 56.6500; 56.8882; Curr rmse: 350.5063; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.3346; Best nae: 0.1418; 0.1437; 0.1442; 0.1573; 0.1736; 2025-08-12 20:13:52,793 - INFO - Epoch: 0237 / 1300 lr: 7.297e-05 2025-08-12 20:15:32,223 - INFO - Training: cls_zice: 57.671892839677845; reg_zipnll: 214.4162616092319; aux_mae_loss_1: 121.6068112733738; aux_mae_loss_2: 18.921853632424362; aux_mae_loss_4: 3.1083470434333487; cnt_loss: 19.113552366553357; 2025-08-12 20:15:32,824 - INFO - Evaluation: Curr mae: 51.5510; Best mae: 51.5510; 54.3201; 55.2323; 55.6459; 56.6500; Curr rmse: 251.7034; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.3121; Best nae: 0.1418; 0.1437; 0.1442; 0.1573; 0.1736; 2025-08-12 20:15:32,824 - INFO - Epoch: 0238 / 1300 lr: 7.210e-05 2025-08-12 20:17:12,375 - INFO - Training: cls_zice: 55.68469131352969; reg_zipnll: 203.26823780775683; aux_mae_loss_1: 120.21641634668973; aux_mae_loss_2: 18.58982779189063; aux_mae_loss_4: 3.02070112951617; cnt_loss: 18.049676604626416; 2025-08-12 20:17:13,566 - INFO - Evaluation: Curr mae: 54.8820; Best mae: 51.5510; 54.3201; 54.8820; 55.2323; 55.6459; Curr rmse: 294.1081; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.1522; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1573; 2025-08-12 20:17:13,567 - INFO - Epoch: 0239 / 1300 lr: 7.122e-05 2025-08-12 20:18:52,887 - INFO - Training: cls_zice: 57.13969876772334; reg_zipnll: 197.5084617144038; aux_mae_loss_1: 120.59445250248848; aux_mae_loss_2: 18.685957770114694; aux_mae_loss_4: 3.023116458504243; cnt_loss: 17.685234432355298; 2025-08-12 20:18:52,888 - INFO - Evaluation: Curr mae: 64.2370; Best mae: 51.5510; 54.3201; 54.8820; 55.2323; 55.6459; Curr rmse: 356.5944; Best rmse: 226.3243; 233.8819; 237.9695; 245.6493; 247.7775; Curr nae: 0.2876; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1573; 2025-08-12 20:18:52,888 - INFO - Epoch: 0240 / 1300 lr: 7.034e-05 2025-08-12 20:20:31,961 - INFO - Training: cls_zice: 56.25646592688131; reg_zipnll: 203.58855808179607; aux_mae_loss_1: 118.43510882223174; aux_mae_loss_2: 18.247893496466787; aux_mae_loss_4: 2.944306062702042; cnt_loss: 17.331997155223835; 2025-08-12 20:20:32,555 - INFO - Evaluation: Curr mae: 58.6611; Best mae: 51.5510; 54.3201; 54.8820; 55.2323; 55.6459; Curr rmse: 237.5036; Best rmse: 226.3243; 233.8819; 237.5036; 237.9695; 245.6493; Curr nae: 0.5627; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1573; 2025-08-12 20:20:32,555 - INFO - Epoch: 0241 / 1300 lr: 6.944e-05 2025-08-12 20:22:11,951 - INFO - Training: cls_zice: 57.11494035949897; reg_zipnll: 211.71702034369227; aux_mae_loss_1: 119.54398841661782; aux_mae_loss_2: 18.418456953411543; aux_mae_loss_4: 2.9887012347464084; cnt_loss: 18.225615076969707; 2025-08-12 20:22:11,952 - INFO - Evaluation: Curr mae: 63.1700; Best mae: 51.5510; 54.3201; 54.8820; 55.2323; 55.6459; Curr rmse: 451.9561; Best rmse: 226.3243; 233.8819; 237.5036; 237.9695; 245.6493; Curr nae: 0.3376; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1573; 2025-08-12 20:22:11,952 - INFO - Epoch: 0242 / 1300 lr: 6.854e-05 2025-08-12 20:23:50,925 - INFO - Training: cls_zice: 55.797899489997285; reg_zipnll: 197.6427710074692; aux_mae_loss_1: 118.86408357693787; aux_mae_loss_2: 18.389968489007043; aux_mae_loss_4: 3.006265319251769; cnt_loss: 18.633737106556143; 2025-08-12 20:23:51,529 - INFO - Evaluation: Curr mae: 49.5303; Best mae: 49.5303; 51.5510; 54.3201; 54.8820; 55.2323; Curr rmse: 250.2267; Best rmse: 226.3243; 233.8819; 237.5036; 237.9695; 245.6493; Curr nae: 0.1875; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1573; 2025-08-12 20:23:51,530 - INFO - Epoch: 0243 / 1300 lr: 6.763e-05 2025-08-12 20:25:30,018 - INFO - Training: cls_zice: 60.42861764596483; reg_zipnll: 200.68665224482282; aux_mae_loss_1: 123.1318055277925; aux_mae_loss_2: 19.038098503201052; aux_mae_loss_4: 3.089792263538488; cnt_loss: 18.416370961230946; 2025-08-12 20:25:30,019 - INFO - Evaluation: Curr mae: 59.0359; Best mae: 49.5303; 51.5510; 54.3201; 54.8820; 55.2323; Curr rmse: 306.3307; Best rmse: 226.3243; 233.8819; 237.5036; 237.9695; 245.6493; Curr nae: 0.5843; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1573; 2025-08-12 20:25:30,019 - INFO - Epoch: 0244 / 1300 lr: 6.672e-05 2025-08-12 20:27:09,050 - INFO - Training: cls_zice: 55.957757244533006; reg_zipnll: 205.75455016893716; aux_mae_loss_1: 118.66796746535901; aux_mae_loss_2: 18.35742571114881; aux_mae_loss_4: 2.9679765462262466; cnt_loss: 17.382409795084467; 2025-08-12 20:27:10,246 - INFO - Evaluation: Curr mae: 46.7472; Best mae: 46.7472; 49.5303; 51.5510; 54.3201; 54.8820; Curr rmse: 151.5457; Best rmse: 151.5457; 226.3243; 233.8819; 237.5036; 237.9695; Curr nae: 0.3054; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1573; 2025-08-12 20:27:10,246 - INFO - Epoch: 0245 / 1300 lr: 6.580e-05 2025-08-12 20:28:49,382 - INFO - Training: cls_zice: 53.58671002281509; reg_zipnll: 202.70231940262116; aux_mae_loss_1: 117.99087656310408; aux_mae_loss_2: 18.14524905663223; aux_mae_loss_4: 2.930960570478807; cnt_loss: 17.618391117583815; 2025-08-12 20:28:49,383 - INFO - Evaluation: Curr mae: 57.3914; Best mae: 46.7472; 49.5303; 51.5510; 54.3201; 54.8820; Curr rmse: 291.3869; Best rmse: 151.5457; 226.3243; 233.8819; 237.5036; 237.9695; Curr nae: 0.2641; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1573; 2025-08-12 20:28:49,383 - INFO - Epoch: 0246 / 1300 lr: 6.487e-05 2025-08-12 20:30:28,325 - INFO - Training: cls_zice: 57.39017157609022; reg_zipnll: 208.53066421351886; aux_mae_loss_1: 119.21633370799087; aux_mae_loss_2: 18.222732395623215; aux_mae_loss_4: 2.906916687605007; cnt_loss: 16.376479057848915; 2025-08-12 20:30:28,326 - INFO - Evaluation: Curr mae: 83.4158; Best mae: 46.7472; 49.5303; 51.5510; 54.3201; 54.8820; Curr rmse: 404.6283; Best rmse: 151.5457; 226.3243; 233.8819; 237.5036; 237.9695; Curr nae: 0.2384; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1573; 2025-08-12 20:30:28,326 - INFO - Epoch: 0247 / 1300 lr: 6.394e-05 2025-08-12 20:32:06,364 - INFO - Training: cls_zice: 57.35120197617303; reg_zipnll: 206.87425456010283; aux_mae_loss_1: 119.43836934401014; aux_mae_loss_2: 18.312345830211296; aux_mae_loss_4: 2.9466397363912784; cnt_loss: 16.309948263254142; 2025-08-12 20:32:06,960 - INFO - Evaluation: Curr mae: 54.1576; Best mae: 46.7472; 49.5303; 51.5510; 54.1576; 54.3201; Curr rmse: 249.5007; Best rmse: 151.5457; 226.3243; 233.8819; 237.5036; 237.9695; Curr nae: 0.4850; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1573; 2025-08-12 20:32:06,961 - INFO - Epoch: 0248 / 1300 lr: 6.300e-05 2025-08-12 20:33:45,647 - INFO - Training: cls_zice: 56.81859358367546; reg_zipnll: 202.07330755219056; aux_mae_loss_1: 117.53048432455577; aux_mae_loss_2: 18.16552259560416; aux_mae_loss_4: 2.938002985823124; cnt_loss: 17.559445790276122; 2025-08-12 20:33:45,649 - INFO - Evaluation: Curr mae: 59.6911; Best mae: 46.7472; 49.5303; 51.5510; 54.1576; 54.3201; Curr rmse: 240.0798; Best rmse: 151.5457; 226.3243; 233.8819; 237.5036; 237.9695; Curr nae: 0.2816; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1573; 2025-08-12 20:33:45,649 - INFO - Epoch: 0249 / 1300 lr: 6.206e-05 2025-08-12 20:35:25,188 - INFO - Training: cls_zice: 55.08537218901676; reg_zipnll: 205.18511469627714; aux_mae_loss_1: 117.1553981996747; aux_mae_loss_2: 18.069875232971114; aux_mae_loss_4: 2.9034588390573437; cnt_loss: 16.951595412428397; 2025-08-12 20:35:26,380 - INFO - Evaluation: Curr mae: 50.7878; Best mae: 46.7472; 49.5303; 50.7878; 51.5510; 54.1576; Curr rmse: 145.3263; Best rmse: 145.3263; 151.5457; 226.3243; 233.8819; 237.5036; Curr nae: 0.3029; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1573; 2025-08-12 20:35:26,380 - INFO - Epoch: 0250 / 1300 lr: 6.111e-05 2025-08-12 20:37:05,423 - INFO - Training: cls_zice: 54.11120049088504; reg_zipnll: 193.93548829635188; aux_mae_loss_1: 117.60986753723616; aux_mae_loss_2: 18.198391556433357; aux_mae_loss_4: 2.945491776061855; cnt_loss: 17.89590838911601; 2025-08-12 20:37:06,622 - INFO - Evaluation: Curr mae: 50.1010; Best mae: 46.7472; 49.5303; 50.1010; 50.7878; 51.5510; Curr rmse: 202.3827; Best rmse: 145.3263; 151.5457; 202.3827; 226.3243; 233.8819; Curr nae: 0.7776; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1573; 2025-08-12 20:37:08,361 - INFO - Epoch: 0251 / 1300 lr: 6.016e-05 2025-08-12 20:38:48,106 - INFO - Training: cls_zice: 56.495432879517196; reg_zipnll: 208.01305975337874; aux_mae_loss_1: 117.39285848563618; aux_mae_loss_2: 17.91375444235716; aux_mae_loss_4: 2.853071467965305; cnt_loss: 16.350862625632004; 2025-08-12 20:38:48,705 - INFO - Evaluation: Curr mae: 50.6579; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 236.8313; Best rmse: 145.3263; 151.5457; 202.3827; 226.3243; 233.8819; Curr nae: 0.1945; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1573; 2025-08-12 20:38:48,706 - INFO - Epoch: 0252 / 1300 lr: 5.920e-05 2025-08-12 20:40:28,199 - INFO - Training: cls_zice: 59.74343766007755; reg_zipnll: 204.90192696735608; aux_mae_loss_1: 122.31873500990683; aux_mae_loss_2: 18.790957428802255; aux_mae_loss_4: 3.0255545512569593; cnt_loss: 17.543259307167524; 2025-08-12 20:40:28,200 - INFO - Evaluation: Curr mae: 82.6561; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 368.8699; Best rmse: 145.3263; 151.5457; 202.3827; 226.3243; 233.8819; Curr nae: 0.2516; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1573; 2025-08-12 20:40:28,200 - INFO - Epoch: 0253 / 1300 lr: 5.824e-05 2025-08-12 20:42:07,307 - INFO - Training: cls_zice: 54.8490351345438; reg_zipnll: 202.16433788387818; aux_mae_loss_1: 118.1298619101164; aux_mae_loss_2: 18.07094994302274; aux_mae_loss_4: 2.88115197558023; cnt_loss: 16.215766957915534; 2025-08-12 20:42:07,912 - INFO - Evaluation: Curr mae: 54.1165; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 169.4984; Best rmse: 145.3263; 151.5457; 169.4984; 202.3827; 226.3243; Curr nae: 0.3480; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1573; 2025-08-12 20:42:07,912 - INFO - Epoch: 0254 / 1300 lr: 5.728e-05 2025-08-12 20:43:46,360 - INFO - Training: cls_zice: 58.08669773931675; reg_zipnll: 200.81677268648517; aux_mae_loss_1: 118.38904256747131; aux_mae_loss_2: 18.128542151733047; aux_mae_loss_4: 2.8834188497771334; cnt_loss: 15.720784671202416; 2025-08-12 20:43:46,960 - INFO - Evaluation: Curr mae: 65.1919; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 167.2516; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3715; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1573; 2025-08-12 20:43:46,960 - INFO - Epoch: 0255 / 1300 lr: 5.632e-05 2025-08-12 20:45:26,804 - INFO - Training: cls_zice: 58.5055966387218; reg_zipnll: 197.50101906352302; aux_mae_loss_1: 121.12775296601048; aux_mae_loss_2: 18.60382755801733; aux_mae_loss_4: 2.985128635152753; cnt_loss: 16.870760264617314; 2025-08-12 20:45:26,805 - INFO - Evaluation: Curr mae: 57.6800; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 339.7397; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2788; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1573; 2025-08-12 20:45:26,806 - INFO - Epoch: 0256 / 1300 lr: 5.535e-05 2025-08-12 20:47:06,156 - INFO - Training: cls_zice: 57.145029068912514; reg_zipnll: 198.94601314907516; aux_mae_loss_1: 119.50874319052022; aux_mae_loss_2: 18.214086430851168; aux_mae_loss_4: 2.8841267451835475; cnt_loss: 14.443627514998527; 2025-08-12 20:47:06,157 - INFO - Evaluation: Curr mae: 56.0411; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 343.3731; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1805; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1573; 2025-08-12 20:47:06,157 - INFO - Epoch: 0257 / 1300 lr: 5.438e-05 2025-08-12 20:48:44,990 - INFO - Training: cls_zice: 58.32397351994306; reg_zipnll: 208.80797975044936; aux_mae_loss_1: 119.56113173967769; aux_mae_loss_2: 18.302069907323254; aux_mae_loss_4: 2.8935089583262075; cnt_loss: 16.1144861522248; 2025-08-12 20:48:45,578 - INFO - Evaluation: Curr mae: 61.3303; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 432.0017; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1565; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1565; 2025-08-12 20:48:45,578 - INFO - Epoch: 0258 / 1300 lr: 5.341e-05 2025-08-12 20:50:24,887 - INFO - Training: cls_zice: 57.131922406908174; reg_zipnll: 212.23002134190733; aux_mae_loss_1: 117.93017196164952; aux_mae_loss_2: 17.976228663731355; aux_mae_loss_4: 2.848727886658401; cnt_loss: 15.976070039989402; 2025-08-12 20:50:24,889 - INFO - Evaluation: Curr mae: 52.4734; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 274.7342; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3393; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1565; 2025-08-12 20:50:24,889 - INFO - Epoch: 0259 / 1300 lr: 5.244e-05 2025-08-12 20:52:05,004 - INFO - Training: cls_zice: 56.53211611639565; reg_zipnll: 204.79451875269874; aux_mae_loss_1: 117.29489205858088; aux_mae_loss_2: 17.814333366550947; aux_mae_loss_4: 2.802265027341622; cnt_loss: 14.279686025604796; 2025-08-12 20:52:05,005 - INFO - Evaluation: Curr mae: 52.6653; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 317.4607; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2950; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1565; 2025-08-12 20:52:05,005 - INFO - Epoch: 0260 / 1300 lr: 5.147e-05 2025-08-12 20:53:44,104 - INFO - Training: cls_zice: 53.18723705893617; reg_zipnll: 206.44112439878802; aux_mae_loss_1: 114.68834252345225; aux_mae_loss_2: 17.433097618098124; aux_mae_loss_4: 2.7249536722668646; cnt_loss: 14.234201793805493; 2025-08-12 20:53:44,105 - INFO - Evaluation: Curr mae: 72.4933; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 437.7597; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.4844; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1565; 2025-08-12 20:53:44,105 - INFO - Epoch: 0261 / 1300 lr: 5.050e-05 2025-08-12 20:55:23,403 - INFO - Training: cls_zice: 54.52782803524889; reg_zipnll: 206.09679263048736; aux_mae_loss_1: 116.47331256915487; aux_mae_loss_2: 17.762155747352345; aux_mae_loss_4: 2.7856550781310063; cnt_loss: 14.207982640952867; 2025-08-12 20:55:23,405 - INFO - Evaluation: Curr mae: 65.7540; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 470.5906; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2405; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1565; 2025-08-12 20:55:23,405 - INFO - Epoch: 0262 / 1300 lr: 4.953e-05 2025-08-12 20:57:03,005 - INFO - Training: cls_zice: 57.389577105947815; reg_zipnll: 198.70182129533862; aux_mae_loss_1: 120.74664363272699; aux_mae_loss_2: 18.42373323072811; aux_mae_loss_4: 2.924793456238156; cnt_loss: 16.183013109437603; 2025-08-12 20:57:03,007 - INFO - Evaluation: Curr mae: 63.9074; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 449.9108; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3576; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1565; 2025-08-12 20:57:03,007 - INFO - Epoch: 0263 / 1300 lr: 4.856e-05 2025-08-12 20:58:42,640 - INFO - Training: cls_zice: 59.731779056488705; reg_zipnll: 200.17755812421862; aux_mae_loss_1: 119.93696572664157; aux_mae_loss_2: 18.148401429536715; aux_mae_loss_4: 2.858922768527867; cnt_loss: 15.314363208099012; 2025-08-12 20:58:42,641 - INFO - Evaluation: Curr mae: 78.9694; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 444.5170; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.4103; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1565; 2025-08-12 20:58:42,641 - INFO - Epoch: 0264 / 1300 lr: 4.759e-05 2025-08-12 21:00:21,730 - INFO - Training: cls_zice: 52.63528576738424; reg_zipnll: 199.36149976676413; aux_mae_loss_1: 113.64297201946033; aux_mae_loss_2: 17.181467260983425; aux_mae_loss_4: 2.7013159257893697; cnt_loss: 14.31976348759276; 2025-08-12 21:00:21,731 - INFO - Evaluation: Curr mae: 64.3996; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 392.0937; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3755; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1565; 2025-08-12 21:00:21,732 - INFO - Epoch: 0265 / 1300 lr: 4.662e-05 2025-08-12 21:01:59,865 - INFO - Training: cls_zice: 54.98292554317373; reg_zipnll: 200.72027755580402; aux_mae_loss_1: 116.62726517017825; aux_mae_loss_2: 17.62183374978583; aux_mae_loss_4: 2.7750150590445513; cnt_loss: 14.607410446230734; 2025-08-12 21:01:59,867 - INFO - Evaluation: Curr mae: 68.6294; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 477.6055; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2043; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1565; 2025-08-12 21:01:59,867 - INFO - Epoch: 0266 / 1300 lr: 4.565e-05 2025-08-12 21:03:38,668 - INFO - Training: cls_zice: 59.049912408568865; reg_zipnll: 203.1858379932786; aux_mae_loss_1: 120.78486600449276; aux_mae_loss_2: 18.328659274584222; aux_mae_loss_4: 2.87353331999791; cnt_loss: 14.629200858138214; 2025-08-12 21:03:38,669 - INFO - Evaluation: Curr mae: 56.6990; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 388.3967; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2774; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1565; 2025-08-12 21:03:38,669 - INFO - Epoch: 0267 / 1300 lr: 4.468e-05 2025-08-12 21:05:17,344 - INFO - Training: cls_zice: 57.2501776864259; reg_zipnll: 200.69178985752606; aux_mae_loss_1: 116.87157076367376; aux_mae_loss_2: 17.557401081590235; aux_mae_loss_4: 2.742791839614319; cnt_loss: 13.329877530394606; 2025-08-12 21:05:17,345 - INFO - Evaluation: Curr mae: 62.1548; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 384.8728; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2220; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1565; 2025-08-12 21:05:17,345 - INFO - Epoch: 0268 / 1300 lr: 4.372e-05 2025-08-12 21:06:56,281 - INFO - Training: cls_zice: 53.58189951017461; reg_zipnll: 201.75919536208127; aux_mae_loss_1: 115.04940671356907; aux_mae_loss_2: 17.38936733647913; aux_mae_loss_4: 2.7020560296151817; cnt_loss: 13.830377037543563; 2025-08-12 21:06:56,283 - INFO - Evaluation: Curr mae: 57.9230; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 399.0082; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2689; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1565; 2025-08-12 21:06:56,283 - INFO - Epoch: 0269 / 1300 lr: 4.276e-05 2025-08-12 21:08:34,922 - INFO - Training: cls_zice: 52.39499824457732; reg_zipnll: 198.62276667616973; aux_mae_loss_1: 114.99816969060039; aux_mae_loss_2: 17.39119895932607; aux_mae_loss_4: 2.6908610164353046; cnt_loss: 13.070440724760218; 2025-08-12 21:08:34,923 - INFO - Evaluation: Curr mae: 53.5102; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 363.3786; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1613; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1565; 2025-08-12 21:08:34,923 - INFO - Epoch: 0270 / 1300 lr: 4.180e-05 2025-08-12 21:10:13,108 - INFO - Training: cls_zice: 55.01510178904913; reg_zipnll: 201.36356927435318; aux_mae_loss_1: 116.70225584721504; aux_mae_loss_2: 17.5625397613545; aux_mae_loss_4: 2.732403285399194; cnt_loss: 13.576465869624082; 2025-08-12 21:10:13,109 - INFO - Evaluation: Curr mae: 68.0131; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 537.7787; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1708; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1565; 2025-08-12 21:10:13,109 - INFO - Epoch: 0271 / 1300 lr: 4.084e-05 2025-08-12 21:11:52,033 - INFO - Training: cls_zice: 55.904893633409145; reg_zipnll: 197.8628435796821; aux_mae_loss_1: 116.75710804113079; aux_mae_loss_2: 17.747282092552872; aux_mae_loss_4: 2.806102497412184; cnt_loss: 14.653783558879843; 2025-08-12 21:11:52,035 - INFO - Evaluation: Curr mae: 59.8163; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 412.5668; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1604; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1565; 2025-08-12 21:11:52,035 - INFO - Epoch: 0272 / 1300 lr: 3.989e-05 2025-08-12 21:13:31,637 - INFO - Training: cls_zice: 54.47885282234238; reg_zipnll: 198.97286756363502; aux_mae_loss_1: 115.95418429681145; aux_mae_loss_2: 17.481641682377205; aux_mae_loss_4: 2.7124811862152463; cnt_loss: 13.42904859459492; 2025-08-12 21:13:31,638 - INFO - Evaluation: Curr mae: 62.8384; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 462.5575; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2123; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1565; 2025-08-12 21:13:31,638 - INFO - Epoch: 0273 / 1300 lr: 3.894e-05 2025-08-12 21:15:10,096 - INFO - Training: cls_zice: 56.077310265183144; reg_zipnll: 203.59618864574284; aux_mae_loss_1: 116.51080903786314; aux_mae_loss_2: 17.58218702129962; aux_mae_loss_4: 2.732331388866993; cnt_loss: 13.578169804918735; 2025-08-12 21:15:10,097 - INFO - Evaluation: Curr mae: 62.3639; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 426.9972; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1954; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1565; 2025-08-12 21:15:10,097 - INFO - Epoch: 0274 / 1300 lr: 3.800e-05 2025-08-12 21:16:49,511 - INFO - Training: cls_zice: 57.81732060471047; reg_zipnll: 200.73300225814387; aux_mae_loss_1: 116.06425939917871; aux_mae_loss_2: 17.493158859581445; aux_mae_loss_4: 2.7197920307708583; cnt_loss: 13.178559047090976; 2025-08-12 21:16:49,513 - INFO - Evaluation: Curr mae: 66.4217; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 490.6856; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2232; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1565; 2025-08-12 21:16:49,513 - INFO - Epoch: 0275 / 1300 lr: 3.706e-05 2025-08-12 21:18:28,505 - INFO - Training: cls_zice: 54.921150865373235; reg_zipnll: 193.27571361904586; aux_mae_loss_1: 116.90988315592082; aux_mae_loss_2: 17.680413787959473; aux_mae_loss_4: 2.7592665125594347; cnt_loss: 13.37289443328632; 2025-08-12 21:18:28,507 - INFO - Evaluation: Curr mae: 65.3113; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 477.3783; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2612; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1565; 2025-08-12 21:18:28,507 - INFO - Epoch: 0276 / 1300 lr: 3.613e-05 2025-08-12 21:20:07,717 - INFO - Training: cls_zice: 56.18200814999774; reg_zipnll: 197.34755685212986; aux_mae_loss_1: 117.04607138106633; aux_mae_loss_2: 17.632231885792358; aux_mae_loss_4: 2.7422351673207124; cnt_loss: 12.165897623125876; 2025-08-12 21:20:07,719 - INFO - Evaluation: Curr mae: 59.9935; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 470.3056; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2114; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1565; 2025-08-12 21:20:07,719 - INFO - Epoch: 0277 / 1300 lr: 3.520e-05 2025-08-12 21:21:47,284 - INFO - Training: cls_zice: 57.11438894494027; reg_zipnll: 198.4265551236111; aux_mae_loss_1: 116.53091431644704; aux_mae_loss_2: 17.560375910491747; aux_mae_loss_4: 2.7338408741975506; cnt_loss: 13.732978273786433; 2025-08-12 21:21:47,285 - INFO - Evaluation: Curr mae: 62.8398; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 479.0377; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3275; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1565; 2025-08-12 21:21:47,286 - INFO - Epoch: 0278 / 1300 lr: 3.428e-05 2025-08-12 21:23:26,497 - INFO - Training: cls_zice: 55.46435689389859; reg_zipnll: 202.56138802065027; aux_mae_loss_1: 115.9069942140947; aux_mae_loss_2: 17.391334031112397; aux_mae_loss_4: 2.7049593750799223; cnt_loss: 12.98833156582016; 2025-08-12 21:23:26,499 - INFO - Evaluation: Curr mae: 63.5636; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 320.7245; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.6005; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1565; 2025-08-12 21:23:26,499 - INFO - Epoch: 0279 / 1300 lr: 3.337e-05 2025-08-12 21:25:07,147 - INFO - Training: cls_zice: 57.13947324228777; reg_zipnll: 193.8682309422824; aux_mae_loss_1: 116.54020571769969; aux_mae_loss_2: 17.576803065204377; aux_mae_loss_4: 2.7352867704124253; cnt_loss: 13.564650132600937; 2025-08-12 21:25:07,149 - INFO - Evaluation: Curr mae: 57.3038; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 288.0635; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3882; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1565; 2025-08-12 21:25:07,149 - INFO - Epoch: 0280 / 1300 lr: 3.246e-05 2025-08-12 21:26:46,439 - INFO - Training: cls_zice: 52.998543418771504; reg_zipnll: 192.62323600161045; aux_mae_loss_1: 112.98498800419902; aux_mae_loss_2: 16.99871217070631; aux_mae_loss_4: 2.6369752678589222; cnt_loss: 13.147880749561486; 2025-08-12 21:26:46,440 - INFO - Evaluation: Curr mae: 56.8184; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 297.7212; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.4295; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1565; 2025-08-12 21:26:46,440 - INFO - Epoch: 0281 / 1300 lr: 3.156e-05 2025-08-12 21:28:26,111 - INFO - Training: cls_zice: 54.239194609473785; reg_zipnll: 198.4435999362818; aux_mae_loss_1: 115.11702267369758; aux_mae_loss_2: 17.29689886821266; aux_mae_loss_4: 2.660424626118726; cnt_loss: 12.65557791641255; 2025-08-12 21:28:26,113 - INFO - Evaluation: Curr mae: 61.4412; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 378.8376; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3787; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1565; 2025-08-12 21:28:26,113 - INFO - Epoch: 0282 / 1300 lr: 3.066e-05 2025-08-12 21:30:05,473 - INFO - Training: cls_zice: 54.85367087234568; reg_zipnll: 200.05342864009592; aux_mae_loss_1: 115.61090467889389; aux_mae_loss_2: 17.340771925786466; aux_mae_loss_4: 2.6758415519731518; cnt_loss: 12.454802944298574; 2025-08-12 21:30:05,474 - INFO - Evaluation: Curr mae: 55.2806; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 276.0264; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.4070; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1565; 2025-08-12 21:30:05,474 - INFO - Epoch: 0283 / 1300 lr: 2.978e-05 2025-08-12 21:31:44,918 - INFO - Training: cls_zice: 55.79734674686025; reg_zipnll: 190.4795107020204; aux_mae_loss_1: 115.95221481225178; aux_mae_loss_2: 17.38744294183726; aux_mae_loss_4: 2.6828487771335787; cnt_loss: 12.821516167841718; 2025-08-12 21:31:44,920 - INFO - Evaluation: Curr mae: 55.6026; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 276.1831; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3863; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1565; 2025-08-12 21:31:44,920 - INFO - Epoch: 0284 / 1300 lr: 2.890e-05 2025-08-12 21:33:23,860 - INFO - Training: cls_zice: 53.07902485729796; reg_zipnll: 204.17627154156605; aux_mae_loss_1: 112.3046206692497; aux_mae_loss_2: 16.786610296269004; aux_mae_loss_4: 2.5485702371536; cnt_loss: 11.34914816008129; 2025-08-12 21:33:23,861 - INFO - Evaluation: Curr mae: 59.5777; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 291.1862; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.4110; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1565; 2025-08-12 21:33:23,861 - INFO - Epoch: 0285 / 1300 lr: 2.803e-05 2025-08-12 21:35:02,470 - INFO - Training: cls_zice: 55.661154716594055; reg_zipnll: 196.69914170096038; aux_mae_loss_1: 114.28828255621511; aux_mae_loss_2: 17.076206651015884; aux_mae_loss_4: 2.624428605359134; cnt_loss: 11.1228112184603; 2025-08-12 21:35:02,471 - INFO - Evaluation: Curr mae: 61.5946; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 433.5573; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2976; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1565; 2025-08-12 21:35:02,471 - INFO - Epoch: 0286 / 1300 lr: 2.717e-05 2025-08-12 21:36:41,989 - INFO - Training: cls_zice: 54.37471166061558; reg_zipnll: 197.9113163469996; aux_mae_loss_1: 116.04951651359892; aux_mae_loss_2: 17.460850143800357; aux_mae_loss_4: 2.6979817818553404; cnt_loss: 12.434041312543776; 2025-08-12 21:36:41,991 - INFO - Evaluation: Curr mae: 59.7366; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 374.9990; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3754; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1565; 2025-08-12 21:36:41,991 - INFO - Epoch: 0287 / 1300 lr: 2.631e-05 2025-08-12 21:38:20,461 - INFO - Training: cls_zice: 53.57207835586335; reg_zipnll: 202.56706931106842; aux_mae_loss_1: 112.73393419653101; aux_mae_loss_2: 16.848392406282205; aux_mae_loss_4: 2.5730093543664347; cnt_loss: 11.319521456420574; 2025-08-12 21:38:20,462 - INFO - Evaluation: Curr mae: 60.2892; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 380.8270; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3001; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1565; 2025-08-12 21:38:20,463 - INFO - Epoch: 0288 / 1300 lr: 2.547e-05 2025-08-12 21:39:59,939 - INFO - Training: cls_zice: 55.79232723129899; reg_zipnll: 200.30520545547603; aux_mae_loss_1: 116.61130987280133; aux_mae_loss_2: 17.460470186714034; aux_mae_loss_4: 2.676828681962962; cnt_loss: 11.802647400024924; 2025-08-12 21:39:59,940 - INFO - Evaluation: Curr mae: 56.8268; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 354.0852; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2762; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1565; 2025-08-12 21:39:59,940 - INFO - Epoch: 0289 / 1300 lr: 2.464e-05 2025-08-12 21:41:39,191 - INFO - Training: cls_zice: 55.59355850237156; reg_zipnll: 202.67376052934895; aux_mae_loss_1: 115.18666271562748; aux_mae_loss_2: 17.20383962567484; aux_mae_loss_4: 2.6372367891370483; cnt_loss: 11.792993193114018; 2025-08-12 21:41:39,193 - INFO - Evaluation: Curr mae: 54.7153; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 294.3811; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1892; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1565; 2025-08-12 21:41:39,193 - INFO - Epoch: 0290 / 1300 lr: 2.381e-05 2025-08-12 21:43:18,427 - INFO - Training: cls_zice: 54.44880956143217; reg_zipnll: 192.63955266310194; aux_mae_loss_1: 113.52735495383452; aux_mae_loss_2: 16.938115605351857; aux_mae_loss_4: 2.58325251546188; cnt_loss: 11.286891368789966; 2025-08-12 21:43:18,428 - INFO - Evaluation: Curr mae: 55.6538; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 285.0009; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2160; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1565; 2025-08-12 21:43:18,428 - INFO - Epoch: 0291 / 1300 lr: 2.300e-05 2025-08-12 21:44:56,498 - INFO - Training: cls_zice: 54.89856905384818; reg_zipnll: 189.52344607081082; aux_mae_loss_1: 113.96537203163598; aux_mae_loss_2: 17.03079654379798; aux_mae_loss_4: 2.5937896776934823; cnt_loss: 11.215573169271867; 2025-08-12 21:44:56,500 - INFO - Evaluation: Curr mae: 54.7510; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 229.8667; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2348; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1565; 2025-08-12 21:44:56,500 - INFO - Epoch: 0292 / 1300 lr: 2.220e-05 2025-08-12 21:46:35,285 - INFO - Training: cls_zice: 54.868640917585566; reg_zipnll: 204.4603076925008; aux_mae_loss_1: 114.61336591372454; aux_mae_loss_2: 17.088803473965367; aux_mae_loss_4: 2.6047141424028304; cnt_loss: 11.700118668588084; 2025-08-12 21:46:35,286 - INFO - Evaluation: Curr mae: 52.9576; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 292.4165; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2347; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1565; 2025-08-12 21:46:35,286 - INFO - Epoch: 0293 / 1300 lr: 2.140e-05 2025-08-12 21:48:14,289 - INFO - Training: cls_zice: 52.50691196458428; reg_zipnll: 199.0337997377685; aux_mae_loss_1: 112.16860932739964; aux_mae_loss_2: 16.69714038843974; aux_mae_loss_4: 2.5342628429512133; cnt_loss: 10.911164367107009; 2025-08-12 21:48:14,290 - INFO - Evaluation: Curr mae: 63.9394; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 251.8634; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3810; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1565; 2025-08-12 21:48:14,291 - INFO - Epoch: 0294 / 1300 lr: 2.062e-05 2025-08-12 21:49:53,496 - INFO - Training: cls_zice: 55.11908377473336; reg_zipnll: 198.20210029778568; aux_mae_loss_1: 114.38069827023386; aux_mae_loss_2: 17.060388577934404; aux_mae_loss_4: 2.603072046467455; cnt_loss: 11.999972715475872; 2025-08-12 21:49:53,498 - INFO - Evaluation: Curr mae: 52.2954; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 263.3515; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2498; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1565; 2025-08-12 21:49:53,498 - INFO - Epoch: 0295 / 1300 lr: 1.985e-05 2025-08-12 21:51:33,343 - INFO - Training: cls_zice: 55.69163843043206; reg_zipnll: 197.08347548065578; aux_mae_loss_1: 113.80319151596423; aux_mae_loss_2: 16.92902013330043; aux_mae_loss_4: 2.567646419634243; cnt_loss: 11.054525784937459; 2025-08-12 21:51:33,344 - INFO - Evaluation: Curr mae: 50.8492; Best mae: 46.7472; 49.5303; 50.1010; 50.6579; 50.7878; Curr rmse: 245.1987; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2921; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1565; 2025-08-12 21:51:33,344 - INFO - Epoch: 0296 / 1300 lr: 1.910e-05 2025-08-12 21:53:12,277 - INFO - Training: cls_zice: 55.88411417228091; reg_zipnll: 197.54604871107557; aux_mae_loss_1: 115.64014873651735; aux_mae_loss_2: 17.104512297402312; aux_mae_loss_4: 2.5836242750708425; cnt_loss: 10.147445623856278; 2025-08-12 21:53:12,871 - INFO - Evaluation: Curr mae: 48.8255; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 236.4728; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1870; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1565; 2025-08-12 21:53:12,871 - INFO - Epoch: 0297 / 1300 lr: 1.835e-05 2025-08-12 21:54:52,483 - INFO - Training: cls_zice: 53.147203741159416; reg_zipnll: 199.8726661309485; aux_mae_loss_1: 111.51917124652617; aux_mae_loss_2: 16.663686468239614; aux_mae_loss_4: 2.5379674315146126; cnt_loss: 10.981321600225101; 2025-08-12 21:54:52,484 - INFO - Evaluation: Curr mae: 58.0409; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 345.0078; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1804; Best nae: 0.1418; 0.1437; 0.1442; 0.1522; 0.1565; 2025-08-12 21:54:52,484 - INFO - Epoch: 0298 / 1300 lr: 1.762e-05 2025-08-12 21:56:30,646 - INFO - Training: cls_zice: 54.370712153709334; reg_zipnll: 202.1526441696677; aux_mae_loss_1: 113.23345104894172; aux_mae_loss_2: 16.81976204911357; aux_mae_loss_4: 2.5485232357500758; cnt_loss: 10.866201410869706; 2025-08-12 21:56:31,252 - INFO - Evaluation: Curr mae: 55.1200; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 371.9471; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1470; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 21:56:31,252 - INFO - Epoch: 0299 / 1300 lr: 1.690e-05 2025-08-12 21:58:10,518 - INFO - Training: cls_zice: 55.82430063559647; reg_zipnll: 198.88146500967463; aux_mae_loss_1: 112.82133943317481; aux_mae_loss_2: 16.756081386213133; aux_mae_loss_4: 2.5388084964151556; cnt_loss: 10.712112887659538; 2025-08-12 21:58:10,520 - INFO - Evaluation: Curr mae: 53.8711; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 258.2885; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2419; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 21:58:10,520 - INFO - Epoch: 0300 / 1300 lr: 1.619e-05 2025-08-12 21:59:49,264 - INFO - Training: cls_zice: 56.115816282276015; reg_zipnll: 196.14056456303535; aux_mae_loss_1: 115.09543166859291; aux_mae_loss_2: 17.137135668707998; aux_mae_loss_4: 2.6123036820355297; cnt_loss: 10.718197550136203; 2025-08-12 21:59:49,265 - INFO - Evaluation: Curr mae: 57.6584; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 338.9528; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2057; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 21:59:50,988 - INFO - Epoch: 0301 / 1300 lr: 1.550e-05 2025-08-12 22:01:29,460 - INFO - Training: cls_zice: 53.617817730530334; reg_zipnll: 206.36809077912554; aux_mae_loss_1: 111.72769649966517; aux_mae_loss_2: 16.553840727916413; aux_mae_loss_4: 2.491007272259435; cnt_loss: 10.155702959296024; 2025-08-12 22:01:29,462 - INFO - Evaluation: Curr mae: 58.2798; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 371.1464; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2252; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 22:01:29,462 - INFO - Epoch: 0302 / 1300 lr: 1.482e-05 2025-08-12 22:03:07,143 - INFO - Training: cls_zice: 55.72702236780011; reg_zipnll: 197.19834284059186; aux_mae_loss_1: 114.9530005418243; aux_mae_loss_2: 17.118642745716713; aux_mae_loss_4: 2.6184321323979485; cnt_loss: 10.630364884141171; 2025-08-12 22:03:07,145 - INFO - Evaluation: Curr mae: 54.9898; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 313.7452; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2061; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 22:03:07,145 - INFO - Epoch: 0303 / 1300 lr: 1.415e-05 2025-08-12 22:04:45,786 - INFO - Training: cls_zice: 55.58194924806721; reg_zipnll: 198.86947123373076; aux_mae_loss_1: 113.52489126985054; aux_mae_loss_2: 16.793461164043006; aux_mae_loss_4: 2.539639640283462; cnt_loss: 10.212316421126339; 2025-08-12 22:04:45,788 - INFO - Evaluation: Curr mae: 61.2796; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 285.7608; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3285; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 22:04:45,788 - INFO - Epoch: 0304 / 1300 lr: 1.350e-05 2025-08-12 22:06:24,568 - INFO - Training: cls_zice: 54.315315215975275; reg_zipnll: 194.96250190832927; aux_mae_loss_1: 113.74552382540274; aux_mae_loss_2: 16.981624047063615; aux_mae_loss_4: 2.577688171808395; cnt_loss: 10.166800767106691; 2025-08-12 22:06:24,569 - INFO - Evaluation: Curr mae: 54.4613; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 296.4255; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2170; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 22:06:24,569 - INFO - Epoch: 0305 / 1300 lr: 1.286e-05 2025-08-12 22:08:03,525 - INFO - Training: cls_zice: 58.41454013867979; reg_zipnll: 199.32446255720674; aux_mae_loss_1: 117.22926008425519; aux_mae_loss_2: 17.354128901327176; aux_mae_loss_4: 2.6168883668119927; cnt_loss: 10.61178064131798; 2025-08-12 22:08:03,526 - INFO - Evaluation: Curr mae: 57.8464; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 317.8620; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2549; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 22:08:03,526 - INFO - Epoch: 0306 / 1300 lr: 1.224e-05 2025-08-12 22:09:42,564 - INFO - Training: cls_zice: 54.12080687441526; reg_zipnll: 195.75055447458303; aux_mae_loss_1: 112.32463723896095; aux_mae_loss_2: 16.591680346540436; aux_mae_loss_4: 2.4940399033398126; cnt_loss: 9.624845540002562; 2025-08-12 22:09:42,568 - INFO - Evaluation: Curr mae: 56.3453; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 368.3097; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1967; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 22:09:42,568 - INFO - Epoch: 0307 / 1300 lr: 1.163e-05 2025-08-12 22:11:21,543 - INFO - Training: cls_zice: 54.51567940877458; reg_zipnll: 188.64044672909617; aux_mae_loss_1: 113.80267866227804; aux_mae_loss_2: 17.002090968938596; aux_mae_loss_4: 2.5885639914663408; cnt_loss: 10.340925809043846; 2025-08-12 22:11:21,544 - INFO - Evaluation: Curr mae: 57.0554; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 332.8136; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2754; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 22:11:21,544 - INFO - Epoch: 0308 / 1300 lr: 1.103e-05 2025-08-12 22:13:00,686 - INFO - Training: cls_zice: 55.047192135591125; reg_zipnll: 200.60089823274197; aux_mae_loss_1: 113.27883306567037; aux_mae_loss_2: 16.789361914509673; aux_mae_loss_4: 2.5263175079479314; cnt_loss: 9.958868215966653; 2025-08-12 22:13:00,688 - INFO - Evaluation: Curr mae: 52.0038; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 293.6126; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3164; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 22:13:00,688 - INFO - Epoch: 0309 / 1300 lr: 1.045e-05 2025-08-12 22:14:39,416 - INFO - Training: cls_zice: 51.75265494621045; reg_zipnll: 208.41157906343514; aux_mae_loss_1: 110.15644270595364; aux_mae_loss_2: 16.278891860059723; aux_mae_loss_4: 2.4374037896759404; cnt_loss: 9.507615729285389; 2025-08-12 22:14:39,417 - INFO - Evaluation: Curr mae: 54.0816; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 297.9094; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3842; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 22:14:39,417 - INFO - Epoch: 0310 / 1300 lr: 9.890e-06 2025-08-12 22:16:18,097 - INFO - Training: cls_zice: 52.441491293493456; reg_zipnll: 199.8105616532745; aux_mae_loss_1: 113.79205903786314; aux_mae_loss_2: 16.850381253004688; aux_mae_loss_4: 2.5513639443178104; cnt_loss: 10.165391823932874; 2025-08-12 22:16:18,099 - INFO - Evaluation: Curr mae: 56.5076; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 331.7652; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2970; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 22:16:18,099 - INFO - Epoch: 0311 / 1300 lr: 9.342e-06 2025-08-12 22:17:57,257 - INFO - Training: cls_zice: 54.96973691133729; reg_zipnll: 197.45052517103966; aux_mae_loss_1: 113.80384208365393; aux_mae_loss_2: 16.865047343898862; aux_mae_loss_4: 2.5348003806982065; cnt_loss: 9.695498821055061; 2025-08-12 22:17:57,259 - INFO - Evaluation: Curr mae: 56.1614; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 321.6649; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2928; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 22:17:57,259 - INFO - Epoch: 0312 / 1300 lr: 8.810e-06 2025-08-12 22:19:35,849 - INFO - Training: cls_zice: 57.40404108557419; reg_zipnll: 192.30125309078736; aux_mae_loss_1: 113.34757895579988; aux_mae_loss_2: 17.00520834518276; aux_mae_loss_4: 2.6055817233259697; cnt_loss: 11.274842130953978; 2025-08-12 22:19:35,851 - INFO - Evaluation: Curr mae: 53.4664; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 303.2201; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2900; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 22:19:35,851 - INFO - Epoch: 0313 / 1300 lr: 8.294e-06 2025-08-12 22:21:14,339 - INFO - Training: cls_zice: 54.85340701461145; reg_zipnll: 198.3339722787813; aux_mae_loss_1: 112.65432520574653; aux_mae_loss_2: 16.697983193826552; aux_mae_loss_4: 2.5190665878183123; cnt_loss: 9.89019847069424; 2025-08-12 22:21:14,341 - INFO - Evaluation: Curr mae: 57.5836; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 363.4779; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2716; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 22:21:14,341 - INFO - Epoch: 0314 / 1300 lr: 7.795e-06 2025-08-12 22:22:53,965 - INFO - Training: cls_zice: 52.574361193149436; reg_zipnll: 197.82258395119007; aux_mae_loss_1: 112.2623120825211; aux_mae_loss_2: 16.645587204661037; aux_mae_loss_4: 2.508454596322116; cnt_loss: 9.305597671812787; 2025-08-12 22:22:53,967 - INFO - Evaluation: Curr mae: 53.0489; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 306.0080; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2756; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 22:22:53,967 - INFO - Epoch: 0315 / 1300 lr: 7.311e-06 2025-08-12 22:24:32,737 - INFO - Training: cls_zice: 52.99670877006949; reg_zipnll: 193.08999112577854; aux_mae_loss_1: 112.31351901939412; aux_mae_loss_2: 16.682932796086014; aux_mae_loss_4: 2.511369203387312; cnt_loss: 9.75361839695271; 2025-08-12 22:24:32,739 - INFO - Evaluation: Curr mae: 52.4834; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 231.8087; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3275; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 22:24:32,739 - INFO - Epoch: 0316 / 1300 lr: 6.845e-06 2025-08-12 22:26:11,618 - INFO - Training: cls_zice: 52.253576644511945; reg_zipnll: 195.63967211510038; aux_mae_loss_1: 110.59394211756846; aux_mae_loss_2: 16.37132137784002; aux_mae_loss_4: 2.4533443388105356; cnt_loss: 9.145835356111698; 2025-08-12 22:26:11,619 - INFO - Evaluation: Curr mae: 54.8565; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 278.7596; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3039; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 22:26:11,620 - INFO - Epoch: 0317 / 1300 lr: 6.395e-06 2025-08-12 22:27:50,202 - INFO - Training: cls_zice: 54.38754479184862; reg_zipnll: 201.15698258858413; aux_mae_loss_1: 112.26719983255342; aux_mae_loss_2: 16.642930419402134; aux_mae_loss_4: 2.502383983993285; cnt_loss: 9.495255646178533; 2025-08-12 22:27:50,204 - INFO - Evaluation: Curr mae: 54.6346; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 298.2164; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2446; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 22:27:50,204 - INFO - Epoch: 0318 / 1300 lr: 5.962e-06 2025-08-12 22:29:28,650 - INFO - Training: cls_zice: 52.84505482830088; reg_zipnll: 191.74733771395253; aux_mae_loss_1: 111.5146281872433; aux_mae_loss_2: 16.541712685538442; aux_mae_loss_4: 2.4907664256721045; cnt_loss: 9.24805474311956; 2025-08-12 22:29:28,651 - INFO - Evaluation: Curr mae: 54.6029; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 277.7954; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3007; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 22:29:28,652 - INFO - Epoch: 0319 / 1300 lr: 5.547e-06 2025-08-12 22:31:07,061 - INFO - Training: cls_zice: 56.086894692829155; reg_zipnll: 192.707535255844; aux_mae_loss_1: 113.96317465323716; aux_mae_loss_2: 16.846726153381073; aux_mae_loss_4: 2.5392366128286543; cnt_loss: 9.463071192597976; 2025-08-12 22:31:07,063 - INFO - Evaluation: Curr mae: 59.7866; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 334.1303; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2888; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 22:31:07,063 - INFO - Epoch: 0320 / 1300 lr: 5.149e-06 2025-08-12 22:32:45,558 - INFO - Training: cls_zice: 55.88216657714396; reg_zipnll: 199.12032249470298; aux_mae_loss_1: 111.46036176019585; aux_mae_loss_2: 16.403355453805016; aux_mae_loss_4: 2.448239681959765; cnt_loss: 8.717713151921956; 2025-08-12 22:32:45,559 - INFO - Evaluation: Curr mae: 54.3338; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 270.2045; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2933; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 22:32:45,559 - INFO - Epoch: 0321 / 1300 lr: 4.768e-06 2025-08-12 22:34:23,951 - INFO - Training: cls_zice: 54.94958402859981; reg_zipnll: 194.52154985246437; aux_mae_loss_1: 113.58171586573583; aux_mae_loss_2: 16.85399748181929; aux_mae_loss_4: 2.5275233721978254; cnt_loss: 9.042667220521402; 2025-08-12 22:34:23,952 - INFO - Evaluation: Curr mae: 57.3242; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 345.5896; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2698; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 22:34:23,952 - INFO - Epoch: 0322 / 1300 lr: 4.405e-06 2025-08-12 22:36:03,669 - INFO - Training: cls_zice: 56.06219035417684; reg_zipnll: 192.36187132220036; aux_mae_loss_1: 113.89405591322401; aux_mae_loss_2: 16.834269945296654; aux_mae_loss_4: 2.5276188406815567; cnt_loss: 9.260627517356971; 2025-08-12 22:36:03,670 - INFO - Evaluation: Curr mae: 56.5594; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 337.0876; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2963; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 22:36:03,670 - INFO - Epoch: 0323 / 1300 lr: 4.060e-06 2025-08-12 22:37:42,444 - INFO - Training: cls_zice: 56.20863827637811; reg_zipnll: 200.80682776090725; aux_mae_loss_1: 114.39352836706951; aux_mae_loss_2: 16.85048887907386; aux_mae_loss_4: 2.5254506702441484; cnt_loss: 8.960143585437981; 2025-08-12 22:37:42,445 - INFO - Evaluation: Curr mae: 52.6392; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 299.4700; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2660; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 22:37:42,445 - INFO - Epoch: 0324 / 1300 lr: 3.732e-06 2025-08-12 22:39:21,794 - INFO - Training: cls_zice: 54.38292675597502; reg_zipnll: 186.15080414210615; aux_mae_loss_1: 115.22092532376091; aux_mae_loss_2: 17.086352119102575; aux_mae_loss_4: 2.5875534446656245; cnt_loss: 9.660849242406517; 2025-08-12 22:39:21,795 - INFO - Evaluation: Curr mae: 52.1744; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 286.1124; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2711; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 22:39:21,795 - INFO - Epoch: 0325 / 1300 lr: 3.423e-06 2025-08-12 22:41:01,001 - INFO - Training: cls_zice: 50.36948566694186; reg_zipnll: 195.68187821983986; aux_mae_loss_1: 108.2093993042306; aux_mae_loss_2: 15.97451202667158; aux_mae_loss_4: 2.3817560499615413; cnt_loss: 8.68582278735227; 2025-08-12 22:41:01,002 - INFO - Evaluation: Curr mae: 52.0771; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 262.7507; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2731; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 22:41:01,002 - INFO - Epoch: 0326 / 1300 lr: 3.131e-06 2025-08-12 22:42:39,416 - INFO - Training: cls_zice: 52.766310215762466; reg_zipnll: 202.19941674651707; aux_mae_loss_1: 109.62104152100865; aux_mae_loss_2: 16.059997052950234; aux_mae_loss_4: 2.377249735333313; cnt_loss: 8.4000390948857; 2025-08-12 22:42:39,417 - INFO - Evaluation: Curr mae: 53.2825; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 281.4876; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2567; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 22:42:39,417 - INFO - Epoch: 0327 / 1300 lr: 2.858e-06 2025-08-12 22:44:17,955 - INFO - Training: cls_zice: 52.95328443235021; reg_zipnll: 192.62432930953705; aux_mae_loss_1: 112.30404041358928; aux_mae_loss_2: 16.667835529788295; aux_mae_loss_4: 2.502406759862728; cnt_loss: 9.130911571814039; 2025-08-12 22:44:17,957 - INFO - Evaluation: Curr mae: 53.3999; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 287.2396; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2669; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 22:44:17,957 - INFO - Epoch: 0328 / 1300 lr: 2.604e-06 2025-08-12 22:45:56,708 - INFO - Training: cls_zice: 54.31504213695048; reg_zipnll: 204.70902198261956; aux_mae_loss_1: 111.84673060733432; aux_mae_loss_2: 16.46882739226432; aux_mae_loss_4: 2.452022177547906; cnt_loss: 8.696153847754461; 2025-08-12 22:45:56,709 - INFO - Evaluation: Curr mae: 53.4949; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 301.3487; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2809; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 22:45:56,709 - INFO - Epoch: 0329 / 1300 lr: 2.368e-06 2025-08-12 22:47:36,041 - INFO - Training: cls_zice: 54.29895862412177; reg_zipnll: 195.59586121429209; aux_mae_loss_1: 112.49872948516611; aux_mae_loss_2: 16.527702619606547; aux_mae_loss_4: 2.4681413401981245; cnt_loss: 8.410896160608699; 2025-08-12 22:47:36,043 - INFO - Evaluation: Curr mae: 50.6744; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 238.8043; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2735; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 22:47:36,043 - INFO - Epoch: 0330 / 1300 lr: 2.150e-06 2025-08-12 22:49:15,364 - INFO - Training: cls_zice: 55.223388403692404; reg_zipnll: 200.8353857712145; aux_mae_loss_1: 113.3378785827166; aux_mae_loss_2: 16.668001337958486; aux_mae_loss_4: 2.493526043039974; cnt_loss: 8.763093916493395; 2025-08-12 22:49:15,365 - INFO - Evaluation: Curr mae: 54.2206; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 297.5084; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2774; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 22:49:15,366 - INFO - Epoch: 0331 / 1300 lr: 1.951e-06 2025-08-12 22:50:54,551 - INFO - Training: cls_zice: 55.142913144206325; reg_zipnll: 199.23886769351125; aux_mae_loss_1: 113.04930684008758; aux_mae_loss_2: 16.574089731226238; aux_mae_loss_4: 2.465534002278335; cnt_loss: 8.676838174270786; 2025-08-12 22:50:54,552 - INFO - Evaluation: Curr mae: 52.9530; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 279.8730; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2871; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 22:50:54,553 - INFO - Epoch: 0332 / 1300 lr: 1.771e-06 2025-08-12 22:52:34,371 - INFO - Training: cls_zice: 57.73445871188892; reg_zipnll: 191.44727265620293; aux_mae_loss_1: 116.21654241802148; aux_mae_loss_2: 17.208650593892468; aux_mae_loss_4: 2.5758963568964472; cnt_loss: 9.252927989457138; 2025-08-12 22:52:34,372 - INFO - Evaluation: Curr mae: 56.8756; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 354.7616; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2353; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 22:52:34,372 - INFO - Epoch: 0333 / 1300 lr: 1.609e-06 2025-08-12 22:54:12,895 - INFO - Training: cls_zice: 55.360675508036714; reg_zipnll: 200.07220929692522; aux_mae_loss_1: 113.05899471488894; aux_mae_loss_2: 16.556968631352127; aux_mae_loss_4: 2.4640453998717673; cnt_loss: 8.54852865287761; 2025-08-12 22:54:12,897 - INFO - Evaluation: Curr mae: 53.3324; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 327.1989; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2778; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 22:54:12,897 - INFO - Epoch: 0334 / 1300 lr: 1.467e-06 2025-08-12 22:55:52,265 - INFO - Training: cls_zice: 57.432847415381964; reg_zipnll: 195.87182406349476; aux_mae_loss_1: 114.9125907917562; aux_mae_loss_2: 16.888507224600236; aux_mae_loss_4: 2.520162180104415; cnt_loss: 9.081690592906776; 2025-08-12 22:55:52,267 - INFO - Evaluation: Curr mae: 52.9142; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 272.0533; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2567; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 22:55:52,267 - INFO - Epoch: 0335 / 1300 lr: 1.343e-06 2025-08-12 22:57:31,280 - INFO - Training: cls_zice: 55.14568235378492; reg_zipnll: 192.7895300700916; aux_mae_loss_1: 113.03413294520047; aux_mae_loss_2: 16.69047294116572; aux_mae_loss_4: 2.514531784468261; cnt_loss: 8.893144368818916; 2025-08-12 22:57:31,281 - INFO - Evaluation: Curr mae: 50.9702; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 256.9052; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2634; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 22:57:31,281 - INFO - Epoch: 0336 / 1300 lr: 1.238e-06 2025-08-12 22:59:09,940 - INFO - Training: cls_zice: 56.638152456567035; reg_zipnll: 196.23137739323712; aux_mae_loss_1: 113.30925752203385; aux_mae_loss_2: 16.651150053754872; aux_mae_loss_4: 2.4906029152686306; cnt_loss: 9.06528911523157; 2025-08-12 22:59:09,941 - INFO - Evaluation: Curr mae: 55.0961; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 325.7658; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2776; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 22:59:09,941 - INFO - Epoch: 0337 / 1300 lr: 1.153e-06 2025-08-12 23:00:49,172 - INFO - Training: cls_zice: 53.35246234860242; reg_zipnll: 201.09833900235918; aux_mae_loss_1: 111.4746489855808; aux_mae_loss_2: 16.456885090830394; aux_mae_loss_4: 2.4581098709743863; cnt_loss: 8.455497357869822; 2025-08-12 23:00:49,173 - INFO - Evaluation: Curr mae: 54.4771; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 334.4779; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2242; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 23:00:49,173 - INFO - Epoch: 0338 / 1300 lr: 1.086e-06 2025-08-12 23:02:29,367 - INFO - Training: cls_zice: 50.65157221414743; reg_zipnll: 193.73101394770998; aux_mae_loss_1: 108.94026294894574; aux_mae_loss_2: 16.082245325980885; aux_mae_loss_4: 2.4188547807058516; cnt_loss: 9.22352215578746; 2025-08-12 23:02:29,369 - INFO - Evaluation: Curr mae: 53.5041; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 285.5751; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2746; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 23:02:29,369 - INFO - Epoch: 0339 / 1300 lr: 1.038e-06 2025-08-12 23:04:09,121 - INFO - Training: cls_zice: 54.2670909226477; reg_zipnll: 193.21982691159286; aux_mae_loss_1: 112.68461880524545; aux_mae_loss_2: 16.72876554712232; aux_mae_loss_4: 2.506798412775319; cnt_loss: 8.600214290435026; 2025-08-12 23:04:09,122 - INFO - Evaluation: Curr mae: 57.0633; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 354.5302; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2463; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 23:04:09,123 - INFO - Epoch: 0340 / 1300 lr: 1.010e-06 2025-08-12 23:05:48,418 - INFO - Training: cls_zice: 56.37662247689034; reg_zipnll: 194.44221201408797; aux_mae_loss_1: 114.92340033955317; aux_mae_loss_2: 16.981325485406007; aux_mae_loss_4: 2.5597802566072323; cnt_loss: 9.308160319732822; 2025-08-12 23:05:48,420 - INFO - Evaluation: Curr mae: 51.6543; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 248.0961; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3277; Best nae: 0.1418; 0.1437; 0.1442; 0.1470; 0.1522; 2025-08-12 23:05:48,420 - INFO - Epoch: 0341 / 1300 lr: 1.000e-04 2025-08-12 23:07:28,135 - INFO - Training: cls_zice: 53.39319581793176; reg_zipnll: 200.13420198631778; aux_mae_loss_1: 116.85432962648053; aux_mae_loss_2: 18.125529411212952; aux_mae_loss_4: 2.940757740585847; cnt_loss: 18.163264058549483; 2025-08-12 23:07:28,731 - INFO - Evaluation: Curr mae: 63.9724; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 421.4152; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1371; Best nae: 0.1371; 0.1418; 0.1437; 0.1442; 0.1470; 2025-08-12 23:07:28,732 - INFO - Epoch: 0342 / 1300 lr: 1.000e-04 2025-08-12 23:09:08,009 - INFO - Training: cls_zice: 54.90148071293506; reg_zipnll: 208.20184221243184; aux_mae_loss_1: 118.55823234420815; aux_mae_loss_2: 18.469123982525115; aux_mae_loss_4: 3.037501850747204; cnt_loss: 20.415834322993124; 2025-08-12 23:09:08,011 - INFO - Evaluation: Curr mae: 95.6015; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 586.5508; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2668; Best nae: 0.1371; 0.1418; 0.1437; 0.1442; 0.1470; 2025-08-12 23:09:08,011 - INFO - Epoch: 0343 / 1300 lr: 9.999e-05 2025-08-12 23:10:48,082 - INFO - Training: cls_zice: 57.98281791128199; reg_zipnll: 207.904822587354; aux_mae_loss_1: 120.7938913673852; aux_mae_loss_2: 18.877198732297646; aux_mae_loss_4: 3.1203626564351943; cnt_loss: 20.701750963390026; 2025-08-12 23:10:48,084 - INFO - Evaluation: Curr mae: 59.9130; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 428.8314; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2820; Best nae: 0.1371; 0.1418; 0.1437; 0.1442; 0.1470; 2025-08-12 23:10:48,084 - INFO - Epoch: 0344 / 1300 lr: 9.998e-05 2025-08-12 23:12:26,914 - INFO - Training: cls_zice: 57.90561598953061; reg_zipnll: 195.4636237039051; aux_mae_loss_1: 121.6654249304058; aux_mae_loss_2: 19.14187975591743; aux_mae_loss_4: 3.1840218558409528; cnt_loss: 21.581113355631693; 2025-08-12 23:12:26,915 - INFO - Evaluation: Curr mae: 133.5063; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 631.0219; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.6263; Best nae: 0.1371; 0.1418; 0.1437; 0.1442; 0.1470; 2025-08-12 23:12:26,916 - INFO - Epoch: 0345 / 1300 lr: 9.996e-05 2025-08-12 23:14:06,094 - INFO - Training: cls_zice: 54.884304175148586; reg_zipnll: 218.25885906072386; aux_mae_loss_1: 122.9174610128133; aux_mae_loss_2: 19.65774030795747; aux_mae_loss_4: 3.348843517370886; cnt_loss: 24.281880526125892; 2025-08-12 23:14:06,095 - INFO - Evaluation: Curr mae: 79.0953; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 556.2546; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3427; Best nae: 0.1371; 0.1418; 0.1437; 0.1442; 0.1470; 2025-08-12 23:14:06,095 - INFO - Epoch: 0346 / 1300 lr: 9.994e-05 2025-08-12 23:15:45,280 - INFO - Training: cls_zice: 53.1809318626831; reg_zipnll: 202.3239255968893; aux_mae_loss_1: 117.3451523915661; aux_mae_loss_2: 18.194533632469668; aux_mae_loss_4: 2.957334970753726; cnt_loss: 17.891577409901167; 2025-08-12 23:15:45,282 - INFO - Evaluation: Curr mae: 72.1287; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 378.3540; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1797; Best nae: 0.1371; 0.1418; 0.1437; 0.1442; 0.1470; 2025-08-12 23:15:45,282 - INFO - Epoch: 0347 / 1300 lr: 9.991e-05 2025-08-12 23:17:24,678 - INFO - Training: cls_zice: 60.32931554486022; reg_zipnll: 198.777950375123; aux_mae_loss_1: 123.5712286990835; aux_mae_loss_2: 19.345535069933895; aux_mae_loss_4: 3.2162436783160526; cnt_loss: 21.38863249088621; 2025-08-12 23:17:25,283 - INFO - Evaluation: Curr mae: 63.5809; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 461.6432; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1234; Best nae: 0.1234; 0.1371; 0.1418; 0.1437; 0.1442; 2025-08-12 23:17:25,283 - INFO - Epoch: 0348 / 1300 lr: 9.988e-05 2025-08-12 23:19:03,870 - INFO - Training: cls_zice: 56.3081867175804; reg_zipnll: 201.89454956839202; aux_mae_loss_1: 119.59930623405084; aux_mae_loss_2: 18.38750354796265; aux_mae_loss_4: 2.9822785350228336; cnt_loss: 18.24555060060594; 2025-08-12 23:19:03,872 - INFO - Evaluation: Curr mae: 58.8464; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 373.5080; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1528; Best nae: 0.1234; 0.1371; 0.1418; 0.1437; 0.1442; 2025-08-12 23:19:03,872 - INFO - Epoch: 0349 / 1300 lr: 9.985e-05 2025-08-12 23:20:42,943 - INFO - Training: cls_zice: 58.52669086910612; reg_zipnll: 196.1490713869698; aux_mae_loss_1: 120.9410239124053; aux_mae_loss_2: 18.811865869095517; aux_mae_loss_4: 3.0786615945686107; cnt_loss: 19.99862995582865; 2025-08-12 23:20:42,945 - INFO - Evaluation: Curr mae: 98.9704; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 431.9085; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2949; Best nae: 0.1234; 0.1371; 0.1418; 0.1437; 0.1442; 2025-08-12 23:20:42,945 - INFO - Epoch: 0350 / 1300 lr: 9.981e-05 2025-08-12 23:22:21,302 - INFO - Training: cls_zice: 57.94124721136222; reg_zipnll: 201.46130098475282; aux_mae_loss_1: 118.34202006911251; aux_mae_loss_2: 18.33342568365651; aux_mae_loss_4: 2.9875744061022615; cnt_loss: 18.71125962556481; 2025-08-12 23:22:21,892 - INFO - Evaluation: Curr mae: 66.4804; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 566.8494; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1401; Best nae: 0.1234; 0.1371; 0.1401; 0.1418; 0.1437; 2025-08-12 23:22:23,646 - INFO - Epoch: 0351 / 1300 lr: 9.976e-05 2025-08-12 23:24:01,827 - INFO - Training: cls_zice: 55.18438883524168; reg_zipnll: 207.14860713144807; aux_mae_loss_1: 116.46083253698667; aux_mae_loss_2: 17.80688022647848; aux_mae_loss_4: 2.843489952442885; cnt_loss: 16.088110417817123; 2025-08-12 23:24:01,829 - INFO - Evaluation: Curr mae: 73.1945; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 577.1587; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1947; Best nae: 0.1234; 0.1371; 0.1401; 0.1418; 0.1437; 2025-08-12 23:24:01,829 - INFO - Epoch: 0352 / 1300 lr: 9.971e-05 2025-08-12 23:25:40,603 - INFO - Training: cls_zice: 56.95125795877838; reg_zipnll: 202.61259174101764; aux_mae_loss_1: 120.51546358142843; aux_mae_loss_2: 18.616197772994447; aux_mae_loss_4: 3.017490077754219; cnt_loss: 19.28280389094414; 2025-08-12 23:25:40,604 - INFO - Evaluation: Curr mae: 72.4395; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 592.5682; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1903; Best nae: 0.1234; 0.1371; 0.1401; 0.1418; 0.1437; 2025-08-12 23:25:40,604 - INFO - Epoch: 0353 / 1300 lr: 9.966e-05 2025-08-12 23:27:19,923 - INFO - Training: cls_zice: 57.12519929238181; reg_zipnll: 205.160017018453; aux_mae_loss_1: 119.56561558779836; aux_mae_loss_2: 18.541425145990132; aux_mae_loss_4: 3.01612500543766; cnt_loss: 17.981275487375136; 2025-08-12 23:27:19,925 - INFO - Evaluation: Curr mae: 67.8423; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 540.1209; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1507; Best nae: 0.1234; 0.1371; 0.1401; 0.1418; 0.1437; 2025-08-12 23:27:19,925 - INFO - Epoch: 0354 / 1300 lr: 9.960e-05 2025-08-12 23:28:59,489 - INFO - Training: cls_zice: 58.21137593552508; reg_zipnll: 209.24965611828017; aux_mae_loss_1: 122.25031847328637; aux_mae_loss_2: 19.383969549041787; aux_mae_loss_4: 3.2524540625072076; cnt_loss: 23.41820273393224; 2025-08-12 23:28:59,490 - INFO - Evaluation: Curr mae: 98.1024; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 393.1929; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3789; Best nae: 0.1234; 0.1371; 0.1401; 0.1418; 0.1437; 2025-08-12 23:28:59,490 - INFO - Epoch: 0355 / 1300 lr: 9.953e-05 2025-08-12 23:30:39,517 - INFO - Training: cls_zice: 58.794921577436455; reg_zipnll: 207.73841159693075; aux_mae_loss_1: 122.62791671360672; aux_mae_loss_2: 19.03273165317918; aux_mae_loss_4: 3.124503684993881; cnt_loss: 20.04071120002276; 2025-08-12 23:30:39,519 - INFO - Evaluation: Curr mae: 54.2831; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 225.2197; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1652; Best nae: 0.1234; 0.1371; 0.1401; 0.1418; 0.1437; 2025-08-12 23:30:39,519 - INFO - Epoch: 0356 / 1300 lr: 9.946e-05 2025-08-12 23:32:18,061 - INFO - Training: cls_zice: 55.10194894652287; reg_zipnll: 209.2544322957723; aux_mae_loss_1: 116.47204033329432; aux_mae_loss_2: 18.106708649804474; aux_mae_loss_4: 2.952192860581268; cnt_loss: 18.12766587167289; 2025-08-12 23:32:18,063 - INFO - Evaluation: Curr mae: 63.5399; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 298.5455; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3072; Best nae: 0.1234; 0.1371; 0.1401; 0.1418; 0.1437; 2025-08-12 23:32:18,063 - INFO - Epoch: 0357 / 1300 lr: 9.939e-05 2025-08-12 23:33:57,231 - INFO - Training: cls_zice: 59.3361714873032; reg_zipnll: 210.9562045786252; aux_mae_loss_1: 122.04638617939692; aux_mae_loss_2: 18.865237272797025; aux_mae_loss_4: 3.0703638145427163; cnt_loss: 18.628943942812842; 2025-08-12 23:33:57,233 - INFO - Evaluation: Curr mae: 62.5850; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 241.5133; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3353; Best nae: 0.1234; 0.1371; 0.1401; 0.1418; 0.1437; 2025-08-12 23:33:57,233 - INFO - Epoch: 0358 / 1300 lr: 9.931e-05 2025-08-12 23:35:36,834 - INFO - Training: cls_zice: 57.358626706817766; reg_zipnll: 201.5450902806456; aux_mae_loss_1: 118.6099669890416; aux_mae_loss_2: 18.382389237151354; aux_mae_loss_4: 3.0023296731296725; cnt_loss: 18.962592532824736; 2025-08-12 23:35:36,835 - INFO - Evaluation: Curr mae: 57.8384; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 225.4870; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2617; Best nae: 0.1234; 0.1371; 0.1401; 0.1418; 0.1437; 2025-08-12 23:35:36,835 - INFO - Epoch: 0359 / 1300 lr: 9.923e-05 2025-08-12 23:37:15,691 - INFO - Training: cls_zice: 58.561190053705694; reg_zipnll: 201.4356313671122; aux_mae_loss_1: 117.9854141642318; aux_mae_loss_2: 18.253501818541697; aux_mae_loss_4: 2.9492606488475457; cnt_loss: 17.19967664513919; 2025-08-12 23:37:15,692 - INFO - Evaluation: Curr mae: 61.6537; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 225.0191; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3982; Best nae: 0.1234; 0.1371; 0.1401; 0.1418; 0.1437; 2025-08-12 23:37:15,692 - INFO - Epoch: 0360 / 1300 lr: 9.914e-05 2025-08-12 23:38:54,991 - INFO - Training: cls_zice: 59.76235674896246; reg_zipnll: 206.50724202134003; aux_mae_loss_1: 119.84266702803977; aux_mae_loss_2: 18.461889366257772; aux_mae_loss_4: 2.987230933417391; cnt_loss: 17.992027429504688; 2025-08-12 23:38:54,993 - INFO - Evaluation: Curr mae: 58.0622; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 290.1292; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2412; Best nae: 0.1234; 0.1371; 0.1401; 0.1418; 0.1437; 2025-08-12 23:38:54,993 - INFO - Epoch: 0361 / 1300 lr: 9.905e-05 2025-08-12 23:40:33,873 - INFO - Training: cls_zice: 57.99769559157845; reg_zipnll: 202.24194891961497; aux_mae_loss_1: 121.79872817797036; aux_mae_loss_2: 18.947802050254644; aux_mae_loss_4: 3.1215310224683854; cnt_loss: 20.68212337297768; 2025-08-12 23:40:34,463 - INFO - Evaluation: Curr mae: 54.6529; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 297.0170; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1377; Best nae: 0.1234; 0.1371; 0.1377; 0.1401; 0.1418; 2025-08-12 23:40:34,463 - INFO - Epoch: 0362 / 1300 lr: 9.895e-05 2025-08-12 23:42:14,104 - INFO - Training: cls_zice: 56.83539024811324; reg_zipnll: 198.19526386015826; aux_mae_loss_1: 119.80188857620357; aux_mae_loss_2: 18.49266356980586; aux_mae_loss_4: 3.0002269226971507; cnt_loss: 18.24391216606591; 2025-08-12 23:42:14,105 - INFO - Evaluation: Curr mae: 56.9035; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 287.9509; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1514; Best nae: 0.1234; 0.1371; 0.1377; 0.1401; 0.1418; 2025-08-12 23:42:14,105 - INFO - Epoch: 0363 / 1300 lr: 9.885e-05 2025-08-12 23:43:53,475 - INFO - Training: cls_zice: 55.67057678551631; reg_zipnll: 202.96625489379568; aux_mae_loss_1: 118.04085062218202; aux_mae_loss_2: 18.343487810659532; aux_mae_loss_4: 2.992671458304388; cnt_loss: 18.60111999603654; 2025-08-12 23:43:53,477 - INFO - Evaluation: Curr mae: 65.3375; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 234.2620; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2567; Best nae: 0.1234; 0.1371; 0.1377; 0.1401; 0.1418; 2025-08-12 23:43:53,477 - INFO - Epoch: 0364 / 1300 lr: 9.874e-05 2025-08-12 23:45:32,185 - INFO - Training: cls_zice: 59.463529495622936; reg_zipnll: 201.00261546039337; aux_mae_loss_1: 122.56515467626576; aux_mae_loss_2: 19.034178290698094; aux_mae_loss_4: 3.123395403277292; cnt_loss: 19.50919623822357; 2025-08-12 23:45:32,186 - INFO - Evaluation: Curr mae: 62.8406; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 421.1271; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1582; Best nae: 0.1234; 0.1371; 0.1377; 0.1401; 0.1418; 2025-08-12 23:45:32,186 - INFO - Epoch: 0365 / 1300 lr: 9.863e-05 2025-08-12 23:47:11,284 - INFO - Training: cls_zice: 57.60140505793162; reg_zipnll: 200.64133725006965; aux_mae_loss_1: 119.10109136037164; aux_mae_loss_2: 18.53028797367851; aux_mae_loss_4: 3.025474025994769; cnt_loss: 18.870739921812532; 2025-08-12 23:47:11,285 - INFO - Evaluation: Curr mae: 64.8841; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 278.1512; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2276; Best nae: 0.1234; 0.1371; 0.1377; 0.1401; 0.1418; 2025-08-12 23:47:11,285 - INFO - Epoch: 0366 / 1300 lr: 9.852e-05 2025-08-12 23:48:50,256 - INFO - Training: cls_zice: 55.471010378899486; reg_zipnll: 208.1242755311314; aux_mae_loss_1: 118.36391970185817; aux_mae_loss_2: 18.16429083451514; aux_mae_loss_4: 2.9132112592535337; cnt_loss: 16.718430500410516; 2025-08-12 23:48:50,258 - INFO - Evaluation: Curr mae: 63.2317; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 337.5237; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2764; Best nae: 0.1234; 0.1371; 0.1377; 0.1401; 0.1418; 2025-08-12 23:48:50,258 - INFO - Epoch: 0367 / 1300 lr: 9.840e-05 2025-08-12 23:50:28,839 - INFO - Training: cls_zice: 60.39754678063803; reg_zipnll: 205.16861696414898; aux_mae_loss_1: 122.00793280515695; aux_mae_loss_2: 18.887771961315124; aux_mae_loss_4: 3.0580871777853194; cnt_loss: 18.99424375972895; 2025-08-12 23:50:28,840 - INFO - Evaluation: Curr mae: 82.0280; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 597.6054; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1738; Best nae: 0.1234; 0.1371; 0.1377; 0.1401; 0.1418; 2025-08-12 23:50:28,840 - INFO - Epoch: 0368 / 1300 lr: 9.827e-05 2025-08-12 23:52:08,037 - INFO - Training: cls_zice: 55.992736055182924; reg_zipnll: 197.55665310857228; aux_mae_loss_1: 117.50348614788301; aux_mae_loss_2: 18.19864221342425; aux_mae_loss_4: 2.93643089937367; cnt_loss: 16.862869085566857; 2025-08-12 23:52:08,039 - INFO - Evaluation: Curr mae: 64.8384; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 419.3800; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1533; Best nae: 0.1234; 0.1371; 0.1377; 0.1401; 0.1418; 2025-08-12 23:52:08,039 - INFO - Epoch: 0369 / 1300 lr: 9.814e-05 2025-08-12 23:53:46,432 - INFO - Training: cls_zice: 56.55007049219161; reg_zipnll: 199.44698373946557; aux_mae_loss_1: 119.37568555209201; aux_mae_loss_2: 18.494671884110165; aux_mae_loss_4: 3.011598458633325; cnt_loss: 18.86782877917155; 2025-08-12 23:53:47,018 - INFO - Evaluation: Curr mae: 63.3620; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 446.6089; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1386; Best nae: 0.1234; 0.1371; 0.1377; 0.1386; 0.1401; 2025-08-12 23:53:47,019 - INFO - Epoch: 0370 / 1300 lr: 9.801e-05 2025-08-12 23:55:27,498 - INFO - Training: cls_zice: 56.09219532668744; reg_zipnll: 211.49999560672399; aux_mae_loss_1: 116.65599066923087; aux_mae_loss_2: 17.92990777057363; aux_mae_loss_4: 2.886505291823556; cnt_loss: 16.814734511019946; 2025-08-12 23:55:27,499 - INFO - Evaluation: Curr mae: 68.6920; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 445.9273; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2065; Best nae: 0.1234; 0.1371; 0.1377; 0.1386; 0.1401; 2025-08-12 23:55:27,499 - INFO - Epoch: 0371 / 1300 lr: 9.787e-05 2025-08-12 23:57:07,523 - INFO - Training: cls_zice: 55.38000810705604; reg_zipnll: 200.0791964690299; aux_mae_loss_1: 117.025819091993; aux_mae_loss_2: 18.26656658238801; aux_mae_loss_4: 3.0023012588753493; cnt_loss: 19.87008099813388; 2025-08-12 23:57:07,524 - INFO - Evaluation: Curr mae: 66.8316; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 511.9179; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2964; Best nae: 0.1234; 0.1371; 0.1377; 0.1386; 0.1401; 2025-08-12 23:57:07,524 - INFO - Epoch: 0372 / 1300 lr: 9.773e-05 2025-08-12 23:58:46,826 - INFO - Training: cls_zice: 56.31930904845039; reg_zipnll: 207.68519752129797; aux_mae_loss_1: 116.7684053994696; aux_mae_loss_2: 17.99639726420601; aux_mae_loss_4: 2.9140091923024785; cnt_loss: 18.084715670975438; 2025-08-12 23:58:46,827 - INFO - Evaluation: Curr mae: 79.0873; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 571.8468; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2345; Best nae: 0.1234; 0.1371; 0.1377; 0.1386; 0.1401; 2025-08-12 23:58:46,827 - INFO - Epoch: 0373 / 1300 lr: 9.758e-05 2025-08-13 00:00:26,538 - INFO - Training: cls_zice: 58.470878868107626; reg_zipnll: 204.58881865552888; aux_mae_loss_1: 120.62146663420612; aux_mae_loss_2: 18.685734880614095; aux_mae_loss_4: 3.0533026537276173; cnt_loss: 20.096772936744983; 2025-08-13 00:00:26,539 - INFO - Evaluation: Curr mae: 62.2629; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 382.0670; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3294; Best nae: 0.1234; 0.1371; 0.1377; 0.1386; 0.1401; 2025-08-13 00:00:26,539 - INFO - Epoch: 0374 / 1300 lr: 9.742e-05 2025-08-13 00:02:05,856 - INFO - Training: cls_zice: 56.91912012575985; reg_zipnll: 206.41761011942492; aux_mae_loss_1: 118.49688113195424; aux_mae_loss_2: 18.329876354237143; aux_mae_loss_4: 2.9730537915291086; cnt_loss: 18.214944768380995; 2025-08-13 00:02:05,857 - INFO - Evaluation: Curr mae: 76.0878; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 556.8488; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2042; Best nae: 0.1234; 0.1371; 0.1377; 0.1386; 0.1401; 2025-08-13 00:02:05,857 - INFO - Epoch: 0375 / 1300 lr: 9.727e-05 2025-08-13 00:03:45,660 - INFO - Training: cls_zice: 59.442627785406565; reg_zipnll: 203.72887064681262; aux_mae_loss_1: 120.28745111401713; aux_mae_loss_2: 18.678937051473977; aux_mae_loss_4: 3.0512242150184123; cnt_loss: 18.666515624921548; 2025-08-13 00:03:45,661 - INFO - Evaluation: Curr mae: 88.4606; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 600.2829; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2323; Best nae: 0.1234; 0.1371; 0.1377; 0.1386; 0.1401; 2025-08-13 00:03:45,661 - INFO - Epoch: 0376 / 1300 lr: 9.711e-05 2025-08-13 00:05:24,966 - INFO - Training: cls_zice: 56.80526477393423; reg_zipnll: 204.96975476576307; aux_mae_loss_1: 120.59250566830671; aux_mae_loss_2: 18.65419205172816; aux_mae_loss_4: 3.0442931155619095; cnt_loss: 18.19072987763618; 2025-08-13 00:05:24,968 - INFO - Evaluation: Curr mae: 72.5284; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 587.2654; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2722; Best nae: 0.1234; 0.1371; 0.1377; 0.1386; 0.1401; 2025-08-13 00:05:24,968 - INFO - Epoch: 0377 / 1300 lr: 9.694e-05 2025-08-13 00:07:03,466 - INFO - Training: cls_zice: 55.81435658221533; reg_zipnll: 206.81909979891347; aux_mae_loss_1: 117.50904617211506; aux_mae_loss_2: 18.081669027823715; aux_mae_loss_4: 2.9058699037850975; cnt_loss: 17.017921391060543; 2025-08-13 00:07:03,468 - INFO - Evaluation: Curr mae: 74.4890; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 582.0063; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1819; Best nae: 0.1234; 0.1371; 0.1377; 0.1386; 0.1401; 2025-08-13 00:07:03,468 - INFO - Epoch: 0378 / 1300 lr: 9.677e-05 2025-08-13 00:08:42,945 - INFO - Training: cls_zice: 55.972138636982535; reg_zipnll: 211.35723019872043; aux_mae_loss_1: 118.02779405588969; aux_mae_loss_2: 18.113861633143877; aux_mae_loss_4: 2.9130553609301315; cnt_loss: 16.536202817465774; 2025-08-13 00:08:42,946 - INFO - Evaluation: Curr mae: 68.6427; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 437.2323; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1892; Best nae: 0.1234; 0.1371; 0.1377; 0.1386; 0.1401; 2025-08-13 00:08:42,946 - INFO - Epoch: 0379 / 1300 lr: 9.660e-05 2025-08-13 00:10:21,593 - INFO - Training: cls_zice: 56.12527655122519; reg_zipnll: 193.515257544873; aux_mae_loss_1: 119.79629193480034; aux_mae_loss_2: 18.53400797402644; aux_mae_loss_4: 3.0159314460190525; cnt_loss: 19.325750443806687; 2025-08-13 00:10:22,192 - INFO - Evaluation: Curr mae: 62.8248; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 425.9358; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1364; Best nae: 0.1234; 0.1364; 0.1371; 0.1377; 0.1386; 2025-08-13 00:10:22,192 - INFO - Epoch: 0380 / 1300 lr: 9.642e-05 2025-08-13 00:12:01,543 - INFO - Training: cls_zice: 56.64903433532825; reg_zipnll: 197.26484462473263; aux_mae_loss_1: 116.94201486582621; aux_mae_loss_2: 18.060390735346736; aux_mae_loss_4: 2.906342949995958; cnt_loss: 17.06395770804741; 2025-08-13 00:12:01,544 - INFO - Evaluation: Curr mae: 65.0268; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 458.0779; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1498; Best nae: 0.1234; 0.1364; 0.1371; 0.1377; 0.1386; 2025-08-13 00:12:01,544 - INFO - Epoch: 0381 / 1300 lr: 9.623e-05 2025-08-13 00:13:41,000 - INFO - Training: cls_zice: 57.925001955622264; reg_zipnll: 204.01031449031095; aux_mae_loss_1: 120.63676901280421; aux_mae_loss_2: 18.725060215339564; aux_mae_loss_4: 3.068012744264921; cnt_loss: 20.260787762835584; 2025-08-13 00:13:41,002 - INFO - Evaluation: Curr mae: 66.2484; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 363.9224; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3957; Best nae: 0.1234; 0.1364; 0.1371; 0.1377; 0.1386; 2025-08-13 00:13:41,002 - INFO - Epoch: 0382 / 1300 lr: 9.604e-05 2025-08-13 00:15:20,031 - INFO - Training: cls_zice: 59.20880030007473; reg_zipnll: 200.6432732726737; aux_mae_loss_1: 120.05795107157493; aux_mae_loss_2: 18.51913063262606; aux_mae_loss_4: 2.999992371678046; cnt_loss: 17.447056544164152; 2025-08-13 00:15:20,033 - INFO - Evaluation: Curr mae: 82.7581; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 510.4087; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.4861; Best nae: 0.1234; 0.1364; 0.1371; 0.1377; 0.1386; 2025-08-13 00:15:20,033 - INFO - Epoch: 0383 / 1300 lr: 9.585e-05 2025-08-13 00:16:59,648 - INFO - Training: cls_zice: 56.84886699911102; reg_zipnll: 201.51380720359194; aux_mae_loss_1: 117.16717186562506; aux_mae_loss_2: 18.061982759166806; aux_mae_loss_4: 2.9366928075456986; cnt_loss: 18.092451252636994; 2025-08-13 00:16:59,649 - INFO - Evaluation: Curr mae: 84.4719; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 531.7265; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2296; Best nae: 0.1234; 0.1364; 0.1371; 0.1377; 0.1386; 2025-08-13 00:16:59,650 - INFO - Epoch: 0384 / 1300 lr: 9.565e-05 2025-08-13 00:18:39,457 - INFO - Training: cls_zice: 56.08299572535989; reg_zipnll: 204.96749141467566; aux_mae_loss_1: 118.99015165294657; aux_mae_loss_2: 18.571156572866563; aux_mae_loss_4: 3.0417772485541805; cnt_loss: 19.00270531952841; 2025-08-13 00:18:39,458 - INFO - Evaluation: Curr mae: 69.3110; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 530.8839; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1845; Best nae: 0.1234; 0.1364; 0.1371; 0.1377; 0.1386; 2025-08-13 00:18:39,459 - INFO - Epoch: 0385 / 1300 lr: 9.545e-05 2025-08-13 00:20:18,563 - INFO - Training: cls_zice: 58.614276556015625; reg_zipnll: 199.0321516218406; aux_mae_loss_1: 120.99785266376094; aux_mae_loss_2: 18.730964946869406; aux_mae_loss_4: 3.0608401252555355; cnt_loss: 18.07277864416951; 2025-08-13 00:20:18,565 - INFO - Evaluation: Curr mae: 75.2323; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 504.4036; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2481; Best nae: 0.1234; 0.1364; 0.1371; 0.1377; 0.1386; 2025-08-13 00:20:18,565 - INFO - Epoch: 0386 / 1300 lr: 9.525e-05 2025-08-13 00:21:57,353 - INFO - Training: cls_zice: 55.97889134942872; reg_zipnll: 201.83886657950197; aux_mae_loss_1: 117.92949896667794; aux_mae_loss_2: 18.256405634254907; aux_mae_loss_4: 2.96434793695999; cnt_loss: 17.84548296107118; 2025-08-13 00:21:57,354 - INFO - Evaluation: Curr mae: 91.4934; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 460.7441; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.4735; Best nae: 0.1234; 0.1364; 0.1371; 0.1377; 0.1386; 2025-08-13 00:21:57,355 - INFO - Epoch: 0387 / 1300 lr: 9.504e-05 2025-08-13 00:23:36,419 - INFO - Training: cls_zice: 57.65272017340427; reg_zipnll: 213.5100520116811; aux_mae_loss_1: 121.97013339162793; aux_mae_loss_2: 19.181861168314683; aux_mae_loss_4: 3.1794561598172226; cnt_loss: 21.400828666123143; 2025-08-13 00:23:36,420 - INFO - Evaluation: Curr mae: 77.1083; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 544.0860; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1419; Best nae: 0.1234; 0.1364; 0.1371; 0.1377; 0.1386; 2025-08-13 00:23:36,420 - INFO - Epoch: 0388 / 1300 lr: 9.482e-05 2025-08-13 00:25:16,224 - INFO - Training: cls_zice: 56.77483446244869; reg_zipnll: 207.11060835340643; aux_mae_loss_1: 119.25769463664156; aux_mae_loss_2: 18.471855097993785; aux_mae_loss_4: 2.9949491217081223; cnt_loss: 17.737131085371296; 2025-08-13 00:25:16,823 - INFO - Evaluation: Curr mae: 67.3522; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 437.4608; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1371; Best nae: 0.1234; 0.1364; 0.1371; 0.1371; 0.1377; 2025-08-13 00:25:16,823 - INFO - Epoch: 0389 / 1300 lr: 9.460e-05 2025-08-13 00:26:56,125 - INFO - Training: cls_zice: 56.62033222604227; reg_zipnll: 209.48255640436872; aux_mae_loss_1: 118.89712785755148; aux_mae_loss_2: 18.116950335416817; aux_mae_loss_4: 2.870228564065036; cnt_loss: 15.146873453895353; 2025-08-13 00:26:56,127 - INFO - Evaluation: Curr mae: 71.1197; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 406.6026; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1847; Best nae: 0.1234; 0.1364; 0.1371; 0.1371; 0.1377; 2025-08-13 00:26:56,127 - INFO - Epoch: 0390 / 1300 lr: 9.438e-05 2025-08-13 00:28:35,447 - INFO - Training: cls_zice: 57.32508677743605; reg_zipnll: 198.05578009450957; aux_mae_loss_1: 118.0768566180624; aux_mae_loss_2: 18.177203731242674; aux_mae_loss_4: 2.933322201504499; cnt_loss: 16.69656142354931; 2025-08-13 00:28:35,449 - INFO - Evaluation: Curr mae: 62.2303; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 410.4893; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1723; Best nae: 0.1234; 0.1364; 0.1371; 0.1371; 0.1377; 2025-08-13 00:28:35,449 - INFO - Epoch: 0391 / 1300 lr: 9.416e-05 2025-08-13 00:30:13,545 - INFO - Training: cls_zice: 56.114982085584984; reg_zipnll: 194.6649022041066; aux_mae_loss_1: 120.77431197767086; aux_mae_loss_2: 18.581155556333094; aux_mae_loss_4: 2.9962773120801676; cnt_loss: 17.64046997092377; 2025-08-13 00:30:13,546 - INFO - Evaluation: Curr mae: 74.9147; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 438.8575; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1969; Best nae: 0.1234; 0.1364; 0.1371; 0.1371; 0.1377; 2025-08-13 00:30:13,547 - INFO - Epoch: 0392 / 1300 lr: 9.392e-05 2025-08-13 00:31:52,411 - INFO - Training: cls_zice: 53.96924211234237; reg_zipnll: 196.228990471455; aux_mae_loss_1: 116.18898462820175; aux_mae_loss_2: 17.815972651797885; aux_mae_loss_4: 2.8702693313436827; cnt_loss: 16.56994281513832; 2025-08-13 00:31:52,412 - INFO - Evaluation: Curr mae: 66.9778; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 434.5484; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1781; Best nae: 0.1234; 0.1364; 0.1371; 0.1371; 0.1377; 2025-08-13 00:31:52,412 - INFO - Epoch: 0393 / 1300 lr: 9.369e-05 2025-08-13 00:33:32,020 - INFO - Training: cls_zice: 55.81008903325983; reg_zipnll: 204.0938523692153; aux_mae_loss_1: 117.84189962421408; aux_mae_loss_2: 18.106149815654998; aux_mae_loss_4: 2.890365074869906; cnt_loss: 16.19605256168885; 2025-08-13 00:33:32,021 - INFO - Evaluation: Curr mae: 64.6589; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 444.5271; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1459; Best nae: 0.1234; 0.1364; 0.1371; 0.1371; 0.1377; 2025-08-13 00:33:32,021 - INFO - Epoch: 0394 / 1300 lr: 9.345e-05 2025-08-13 00:35:10,761 - INFO - Training: cls_zice: 56.77723307026536; reg_zipnll: 205.44083608514546; aux_mae_loss_1: 117.16888179141635; aux_mae_loss_2: 18.049797438104232; aux_mae_loss_4: 2.9112171719956828; cnt_loss: 17.00727427250928; 2025-08-13 00:35:11,356 - INFO - Evaluation: Curr mae: 64.0967; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 518.7513; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1283; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 00:35:11,356 - INFO - Epoch: 0395 / 1300 lr: 9.321e-05 2025-08-13 00:36:49,893 - INFO - Training: cls_zice: 54.90209150685902; reg_zipnll: 193.5906985952186; aux_mae_loss_1: 115.4788749224116; aux_mae_loss_2: 17.771980745933355; aux_mae_loss_4: 2.841232956988033; cnt_loss: 16.09689251683978; 2025-08-13 00:36:49,894 - INFO - Evaluation: Curr mae: 78.6067; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 362.6750; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1783; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 00:36:49,894 - INFO - Epoch: 0396 / 1300 lr: 9.296e-05 2025-08-13 00:38:28,268 - INFO - Training: cls_zice: 57.81259601109285; reg_zipnll: 205.18789660103218; aux_mae_loss_1: 117.52992798675302; aux_mae_loss_2: 18.010490554770346; aux_mae_loss_4: 2.896055383899831; cnt_loss: 17.31915057716762; 2025-08-13 00:38:28,270 - INFO - Evaluation: Curr mae: 64.6829; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 335.2199; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2291; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 00:38:28,270 - INFO - Epoch: 0397 / 1300 lr: 9.271e-05 2025-08-13 00:40:07,631 - INFO - Training: cls_zice: 55.237571315011515; reg_zipnll: 205.67888054933525; aux_mae_loss_1: 117.32372648244039; aux_mae_loss_2: 18.055854505622296; aux_mae_loss_4: 2.912531203966214; cnt_loss: 17.91602602961131; 2025-08-13 00:40:07,632 - INFO - Evaluation: Curr mae: 59.2168; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 397.2778; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1674; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 00:40:07,632 - INFO - Epoch: 0398 / 1300 lr: 9.245e-05 2025-08-13 00:41:46,959 - INFO - Training: cls_zice: 55.51665771681729; reg_zipnll: 195.4845768357304; aux_mae_loss_1: 116.25555864152687; aux_mae_loss_2: 17.790183070386284; aux_mae_loss_4: 2.83563480999292; cnt_loss: 15.764619149708196; 2025-08-13 00:41:46,960 - INFO - Evaluation: Curr mae: 64.7490; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 407.4098; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1970; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 00:41:46,961 - INFO - Epoch: 0399 / 1300 lr: 9.219e-05 2025-08-13 00:43:25,632 - INFO - Training: cls_zice: 54.694753669681155; reg_zipnll: 200.65548330959135; aux_mae_loss_1: 115.79369921304266; aux_mae_loss_2: 17.67015515654743; aux_mae_loss_4: 2.809657200826164; cnt_loss: 16.256349535711628; 2025-08-13 00:43:25,633 - INFO - Evaluation: Curr mae: 58.0495; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 356.5718; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1757; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 00:43:25,634 - INFO - Epoch: 0400 / 1300 lr: 9.193e-05 2025-08-13 00:45:04,213 - INFO - Training: cls_zice: 57.41610113016131; reg_zipnll: 202.82124939553228; aux_mae_loss_1: 117.62653883318669; aux_mae_loss_2: 17.83073511405592; aux_mae_loss_4: 2.821296929087308; cnt_loss: 15.701327618565841; 2025-08-13 00:45:04,214 - INFO - Evaluation: Curr mae: 67.0111; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 531.8469; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2557; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 00:45:05,972 - INFO - Epoch: 0401 / 1300 lr: 9.166e-05 2025-08-13 00:46:44,562 - INFO - Training: cls_zice: 55.03575500899538; reg_zipnll: 201.5392084097188; aux_mae_loss_1: 114.97606736896583; aux_mae_loss_2: 17.56771673089741; aux_mae_loss_4: 2.7919723230646323; cnt_loss: 15.499887427511435; 2025-08-13 00:46:44,564 - INFO - Evaluation: Curr mae: 67.7085; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 468.5540; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1781; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 00:46:44,564 - INFO - Epoch: 0402 / 1300 lr: 9.139e-05 2025-08-13 00:48:24,210 - INFO - Training: cls_zice: 60.27855095703988; reg_zipnll: 204.11878484809307; aux_mae_loss_1: 118.92024430517672; aux_mae_loss_2: 18.182720869549748; aux_mae_loss_4: 2.913176949349038; cnt_loss: 17.50615289983529; 2025-08-13 00:48:24,212 - INFO - Evaluation: Curr mae: 63.8853; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 333.1534; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1637; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 00:48:24,212 - INFO - Epoch: 0403 / 1300 lr: 9.111e-05 2025-08-13 00:50:02,829 - INFO - Training: cls_zice: 59.22009800746079; reg_zipnll: 203.33203630030616; aux_mae_loss_1: 119.33630861414736; aux_mae_loss_2: 18.300196319741882; aux_mae_loss_4: 2.9507524892113204; cnt_loss: 17.174847118345816; 2025-08-13 00:50:02,830 - INFO - Evaluation: Curr mae: 56.8846; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 343.6598; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1414; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 00:50:02,830 - INFO - Epoch: 0404 / 1300 lr: 9.083e-05 2025-08-13 00:51:41,779 - INFO - Training: cls_zice: 58.01202539207083; reg_zipnll: 206.55361945341056; aux_mae_loss_1: 123.5222937772697; aux_mae_loss_2: 19.55835132549845; aux_mae_loss_4: 3.275690390395628; cnt_loss: 22.35476647888174; 2025-08-13 00:51:41,781 - INFO - Evaluation: Curr mae: 98.4936; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 570.9526; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2609; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 00:51:41,781 - INFO - Epoch: 0405 / 1300 lr: 9.055e-05 2025-08-13 00:53:20,071 - INFO - Training: cls_zice: 57.22750264201265; reg_zipnll: 194.1905324881978; aux_mae_loss_1: 118.82268288815848; aux_mae_loss_2: 18.458365806883588; aux_mae_loss_4: 2.991339620557113; cnt_loss: 17.45565799116169; 2025-08-13 00:53:20,073 - INFO - Evaluation: Curr mae: 71.6671; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 585.9961; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3737; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 00:53:20,073 - INFO - Epoch: 0406 / 1300 lr: 9.026e-05 2025-08-13 00:54:59,268 - INFO - Training: cls_zice: 57.54869636203758; reg_zipnll: 200.53385119205268; aux_mae_loss_1: 115.76746855787262; aux_mae_loss_2: 17.733324452966528; aux_mae_loss_4: 2.831630915633204; cnt_loss: 15.67921775594775; 2025-08-13 00:54:59,269 - INFO - Evaluation: Curr mae: 71.1802; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 562.4062; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3927; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 00:54:59,269 - INFO - Epoch: 0407 / 1300 lr: 8.997e-05 2025-08-13 00:56:38,465 - INFO - Training: cls_zice: 56.692960606519236; reg_zipnll: 199.06958399088646; aux_mae_loss_1: 117.97614824005754; aux_mae_loss_2: 18.04739232418776; aux_mae_loss_4: 2.867598269776391; cnt_loss: 15.839992909014684; 2025-08-13 00:56:38,466 - INFO - Evaluation: Curr mae: 88.7928; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 469.3735; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.4949; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 00:56:38,467 - INFO - Epoch: 0408 / 1300 lr: 8.967e-05 2025-08-13 00:58:18,051 - INFO - Training: cls_zice: 56.489821659108976; reg_zipnll: 200.8595111032991; aux_mae_loss_1: 119.7181400455975; aux_mae_loss_2: 18.4222128458685; aux_mae_loss_4: 2.9575439976542652; cnt_loss: 17.114642245604017; 2025-08-13 00:58:18,052 - INFO - Evaluation: Curr mae: 81.1332; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 508.8161; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2943; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 00:58:18,053 - INFO - Epoch: 0409 / 1300 lr: 8.937e-05 2025-08-13 00:59:57,622 - INFO - Training: cls_zice: 56.67488673474917; reg_zipnll: 205.40237041365518; aux_mae_loss_1: 117.22971528845152; aux_mae_loss_2: 17.961783478989393; aux_mae_loss_4: 2.867942609486666; cnt_loss: 15.519583535378267; 2025-08-13 00:59:57,624 - INFO - Evaluation: Curr mae: 76.7556; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 230.4466; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.5937; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 00:59:57,624 - INFO - Epoch: 0410 / 1300 lr: 8.907e-05 2025-08-13 01:01:36,512 - INFO - Training: cls_zice: 55.48295846389927; reg_zipnll: 195.76252620079217; aux_mae_loss_1: 117.34070940679634; aux_mae_loss_2: 18.050073523754325; aux_mae_loss_4: 2.877306898026356; cnt_loss: 16.292334415612306; 2025-08-13 01:01:36,514 - INFO - Evaluation: Curr mae: 66.8567; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 544.1745; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2096; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 01:01:36,514 - INFO - Epoch: 0411 / 1300 lr: 8.876e-05 2025-08-13 01:03:15,154 - INFO - Training: cls_zice: 55.206214886244894; reg_zipnll: 193.33831863599448; aux_mae_loss_1: 117.90587424741612; aux_mae_loss_2: 18.24379952401306; aux_mae_loss_4: 2.9374645445831025; cnt_loss: 16.045474276138147; 2025-08-13 01:03:15,156 - INFO - Evaluation: Curr mae: 66.9492; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 401.8374; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1919; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 01:03:15,156 - INFO - Epoch: 0412 / 1300 lr: 8.845e-05 2025-08-13 01:04:54,005 - INFO - Training: cls_zice: 52.775264402166734; reg_zipnll: 206.72519945669296; aux_mae_loss_1: 113.21112962737487; aux_mae_loss_2: 17.1725657703331; aux_mae_loss_4: 2.7061724655119495; cnt_loss: 14.905789899029278; 2025-08-13 01:04:54,006 - INFO - Evaluation: Curr mae: 67.6074; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 444.1047; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2214; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 01:04:54,006 - INFO - Epoch: 0413 / 1300 lr: 8.814e-05 2025-08-13 01:06:32,669 - INFO - Training: cls_zice: 54.090420778582214; reg_zipnll: 195.7384237666976; aux_mae_loss_1: 114.29361276454975; aux_mae_loss_2: 17.442124369211857; aux_mae_loss_4: 2.7728417511924066; cnt_loss: 15.215632664513771; 2025-08-13 01:06:32,670 - INFO - Evaluation: Curr mae: 127.5419; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 577.4811; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.9258; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 01:06:32,670 - INFO - Epoch: 0414 / 1300 lr: 8.782e-05 2025-08-13 01:08:11,400 - INFO - Training: cls_zice: 57.13064833613625; reg_zipnll: 205.57168344728132; aux_mae_loss_1: 119.8363820862954; aux_mae_loss_2: 18.359740292198556; aux_mae_loss_4: 2.938581930487812; cnt_loss: 16.81016281791089; 2025-08-13 01:08:11,401 - INFO - Evaluation: Curr mae: 85.3600; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 519.7287; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.7327; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 01:08:11,401 - INFO - Epoch: 0415 / 1300 lr: 8.750e-05 2025-08-13 01:09:50,187 - INFO - Training: cls_zice: 54.273158203116154; reg_zipnll: 203.61483481242908; aux_mae_loss_1: 114.23140955829375; aux_mae_loss_2: 17.429299633423284; aux_mae_loss_4: 2.7485089035450954; cnt_loss: 15.244474645445463; 2025-08-13 01:09:50,189 - INFO - Evaluation: Curr mae: 73.1005; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 528.5335; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2599; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 01:09:50,189 - INFO - Epoch: 0416 / 1300 lr: 8.718e-05 2025-08-13 01:11:29,014 - INFO - Training: cls_zice: 55.543094224825616; reg_zipnll: 199.40646031338022; aux_mae_loss_1: 116.30344944441534; aux_mae_loss_2: 17.647769190045434; aux_mae_loss_4: 2.7642446780878966; cnt_loss: 14.829882677385923; 2025-08-13 01:11:29,015 - INFO - Evaluation: Curr mae: 89.9954; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 596.6337; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 1.6860; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 01:11:29,016 - INFO - Epoch: 0417 / 1300 lr: 8.685e-05 2025-08-13 01:13:07,955 - INFO - Training: cls_zice: 57.20086284407; reg_zipnll: 203.17763307468445; aux_mae_loss_1: 120.0690055543169; aux_mae_loss_2: 18.56063606622593; aux_mae_loss_4: 3.0086343239389532; cnt_loss: 17.845639290110924; 2025-08-13 01:13:07,956 - INFO - Evaluation: Curr mae: 92.9085; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 555.4495; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3776; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 01:13:07,956 - INFO - Epoch: 0418 / 1300 lr: 8.652e-05 2025-08-13 01:14:46,892 - INFO - Training: cls_zice: 55.50229408149548; reg_zipnll: 206.3328837024522; aux_mae_loss_1: 116.17637972598824; aux_mae_loss_2: 17.740840235222276; aux_mae_loss_4: 2.825877111338098; cnt_loss: 15.422157548693582; 2025-08-13 01:14:46,893 - INFO - Evaluation: Curr mae: 62.1692; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 435.2292; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2500; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 01:14:46,894 - INFO - Epoch: 0419 / 1300 lr: 8.618e-05 2025-08-13 01:16:26,519 - INFO - Training: cls_zice: 53.892257822663126; reg_zipnll: 197.06916442321935; aux_mae_loss_1: 115.56632954908827; aux_mae_loss_2: 17.67540616057526; aux_mae_loss_4: 2.8240148282602697; cnt_loss: 16.14890324824267; 2025-08-13 01:16:26,520 - INFO - Evaluation: Curr mae: 84.8232; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 428.1323; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3534; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 01:16:26,521 - INFO - Epoch: 0420 / 1300 lr: 8.584e-05 2025-08-13 01:18:05,692 - INFO - Training: cls_zice: 55.86772247421098; reg_zipnll: 209.23165668007033; aux_mae_loss_1: 116.33007541352495; aux_mae_loss_2: 17.573140398089254; aux_mae_loss_4: 2.757139996575206; cnt_loss: 14.743756721442647; 2025-08-13 01:18:05,694 - INFO - Evaluation: Curr mae: 63.3332; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 421.7535; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2110; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 01:18:05,694 - INFO - Epoch: 0421 / 1300 lr: 8.550e-05 2025-08-13 01:19:44,589 - INFO - Training: cls_zice: 54.95170844658482; reg_zipnll: 195.8654525874513; aux_mae_loss_1: 115.8075967313085; aux_mae_loss_2: 17.532007940017778; aux_mae_loss_4: 2.7666234516545862; cnt_loss: 14.529160241081659; 2025-08-13 01:19:44,591 - INFO - Evaluation: Curr mae: 60.2178; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 434.7845; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2694; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 01:19:44,591 - INFO - Epoch: 0422 / 1300 lr: 8.516e-05 2025-08-13 01:21:23,996 - INFO - Training: cls_zice: 54.793135433546375; reg_zipnll: 197.71477798814945; aux_mae_loss_1: 115.0194933825103; aux_mae_loss_2: 17.503845278585477; aux_mae_loss_4: 2.7468358298959954; cnt_loss: 14.386465281631155; 2025-08-13 01:21:23,997 - INFO - Evaluation: Curr mae: 61.0826; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 448.0973; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1857; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 01:21:23,997 - INFO - Epoch: 0423 / 1300 lr: 8.481e-05 2025-08-13 01:23:02,802 - INFO - Training: cls_zice: 56.89146447361741; reg_zipnll: 190.33071923930112; aux_mae_loss_1: 118.40414913148071; aux_mae_loss_2: 18.087843837958683; aux_mae_loss_4: 2.87896521998555; cnt_loss: 16.19034709905904; 2025-08-13 01:23:02,804 - INFO - Evaluation: Curr mae: 71.2219; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 552.3572; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.4455; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 01:23:02,804 - INFO - Epoch: 0424 / 1300 lr: 8.446e-05 2025-08-13 01:24:41,859 - INFO - Training: cls_zice: 53.37712292062899; reg_zipnll: 199.0835840181091; aux_mae_loss_1: 114.34183947899041; aux_mae_loss_2: 17.454600321296553; aux_mae_loss_4: 2.767836330559076; cnt_loss: 16.159190533093746; 2025-08-13 01:24:41,861 - INFO - Evaluation: Curr mae: 69.0528; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 568.3950; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3909; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 01:24:41,861 - INFO - Epoch: 0425 / 1300 lr: 8.410e-05 2025-08-13 01:26:20,476 - INFO - Training: cls_zice: 57.9709065422454; reg_zipnll: 202.29968328402404; aux_mae_loss_1: 119.18897382643046; aux_mae_loss_2: 18.14905876978504; aux_mae_loss_4: 2.868602590573171; cnt_loss: 15.123289620355346; 2025-08-13 01:26:20,478 - INFO - Evaluation: Curr mae: 63.5203; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 485.5762; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2398; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 01:26:20,478 - INFO - Epoch: 0426 / 1300 lr: 8.374e-05 2025-08-13 01:27:59,486 - INFO - Training: cls_zice: 57.2955022189182; reg_zipnll: 186.77050241896916; aux_mae_loss_1: 117.21840162203674; aux_mae_loss_2: 18.04443208110976; aux_mae_loss_4: 2.905251247257684; cnt_loss: 17.203952852129017; 2025-08-13 01:27:59,488 - INFO - Evaluation: Curr mae: 62.9264; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 562.3131; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1842; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 01:27:59,488 - INFO - Epoch: 0427 / 1300 lr: 8.338e-05 2025-08-13 01:29:39,788 - INFO - Training: cls_zice: 56.07993034068447; reg_zipnll: 195.36013366385413; aux_mae_loss_1: 116.46424972367471; aux_mae_loss_2: 17.866066760452977; aux_mae_loss_4: 2.8636753159194495; cnt_loss: 16.79001097507526; 2025-08-13 01:29:39,790 - INFO - Evaluation: Curr mae: 68.8482; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 530.0569; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1865; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 01:29:39,790 - INFO - Epoch: 0428 / 1300 lr: 8.302e-05 2025-08-13 01:31:18,471 - INFO - Training: cls_zice: 56.058749861881175; reg_zipnll: 199.42058478897212; aux_mae_loss_1: 117.21952217219727; aux_mae_loss_2: 17.80171802662945; aux_mae_loss_4: 2.8000423119123306; cnt_loss: 14.468671122829221; 2025-08-13 01:31:18,473 - INFO - Evaluation: Curr mae: 66.5535; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 478.2469; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3065; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 01:31:18,473 - INFO - Epoch: 0429 / 1300 lr: 8.265e-05 2025-08-13 01:32:57,245 - INFO - Training: cls_zice: 57.707677050850386; reg_zipnll: 197.83581462556108; aux_mae_loss_1: 116.78831531456014; aux_mae_loss_2: 17.75629086972509; aux_mae_loss_4: 2.811689799426454; cnt_loss: 15.17968290201496; 2025-08-13 01:32:57,247 - INFO - Evaluation: Curr mae: 73.3300; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 564.0785; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2267; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 01:32:57,247 - INFO - Epoch: 0430 / 1300 lr: 8.228e-05 2025-08-13 01:34:36,663 - INFO - Training: cls_zice: 54.77887760194684; reg_zipnll: 194.75408140246236; aux_mae_loss_1: 115.94893656046654; aux_mae_loss_2: 17.672948605603608; aux_mae_loss_4: 2.8078229044274376; cnt_loss: 16.42293958522973; 2025-08-13 01:34:36,664 - INFO - Evaluation: Curr mae: 64.3612; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 580.1485; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1545; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 01:34:36,665 - INFO - Epoch: 0431 / 1300 lr: 8.190e-05 2025-08-13 01:36:16,021 - INFO - Training: cls_zice: 54.289688765083305; reg_zipnll: 193.7901311692971; aux_mae_loss_1: 116.2099949265507; aux_mae_loss_2: 17.7000275105621; aux_mae_loss_4: 2.811673369536363; cnt_loss: 15.561377827796347; 2025-08-13 01:36:16,023 - INFO - Evaluation: Curr mae: 76.2911; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 583.6553; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2855; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 01:36:16,023 - INFO - Epoch: 0432 / 1300 lr: 8.153e-05 2025-08-13 01:37:54,541 - INFO - Training: cls_zice: 55.61532103965552; reg_zipnll: 198.5490941535538; aux_mae_loss_1: 114.89300611147844; aux_mae_loss_2: 17.513619286848524; aux_mae_loss_4: 2.770694405376758; cnt_loss: 14.6740479806395; 2025-08-13 01:37:54,542 - INFO - Evaluation: Curr mae: 69.0251; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 577.9186; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1635; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 01:37:54,542 - INFO - Epoch: 0433 / 1300 lr: 8.115e-05 2025-08-13 01:39:33,968 - INFO - Training: cls_zice: 52.406508781686234; reg_zipnll: 198.45997886363523; aux_mae_loss_1: 114.86541354809445; aux_mae_loss_2: 17.45800919520518; aux_mae_loss_4: 2.746742654658835; cnt_loss: 14.963809847525276; 2025-08-13 01:39:33,970 - INFO - Evaluation: Curr mae: 66.0548; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 583.8147; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2818; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 01:39:33,970 - INFO - Epoch: 0434 / 1300 lr: 8.076e-05 2025-08-13 01:41:13,834 - INFO - Training: cls_zice: 54.08732603371603; reg_zipnll: 198.01444531712863; aux_mae_loss_1: 114.65987477143197; aux_mae_loss_2: 17.43024412157603; aux_mae_loss_4: 2.75035729322458; cnt_loss: 14.477668835142278; 2025-08-13 01:41:13,836 - INFO - Evaluation: Curr mae: 72.1874; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 517.4471; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2540; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 01:41:13,836 - INFO - Epoch: 0435 / 1300 lr: 8.038e-05 2025-08-13 01:42:53,028 - INFO - Training: cls_zice: 56.53064515761514; reg_zipnll: 199.39397222033503; aux_mae_loss_1: 116.82760812813335; aux_mae_loss_2: 17.841480644319237; aux_mae_loss_4: 2.8361263635225957; cnt_loss: 16.07842764266046; 2025-08-13 01:42:53,029 - INFO - Evaluation: Curr mae: 79.6441; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 419.4024; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.4131; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 01:42:53,030 - INFO - Epoch: 0436 / 1300 lr: 7.999e-05 2025-08-13 01:44:32,562 - INFO - Training: cls_zice: 52.1590722047348; reg_zipnll: 199.75359807345433; aux_mae_loss_1: 113.87817398993093; aux_mae_loss_2: 17.297896264451328; aux_mae_loss_4: 2.725830088084645; cnt_loss: 14.331134019596718; 2025-08-13 01:44:32,563 - INFO - Evaluation: Curr mae: 60.0788; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 427.7400; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1553; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 01:44:32,563 - INFO - Epoch: 0437 / 1300 lr: 7.960e-05 2025-08-13 01:46:11,919 - INFO - Training: cls_zice: 53.63427470111142; reg_zipnll: 207.16880889539547; aux_mae_loss_1: 113.05669222147728; aux_mae_loss_2: 17.06404529193986; aux_mae_loss_4: 2.6725493572977945; cnt_loss: 14.0678226491173; 2025-08-13 01:46:11,920 - INFO - Evaluation: Curr mae: 67.6260; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 572.9536; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1533; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 01:46:11,920 - INFO - Epoch: 0438 / 1300 lr: 7.920e-05 2025-08-13 01:47:50,802 - INFO - Training: cls_zice: 53.742384003259836; reg_zipnll: 203.9435947192665; aux_mae_loss_1: 113.77080782029806; aux_mae_loss_2: 17.203673926601066; aux_mae_loss_4: 2.7056227729375686; cnt_loss: 15.116657326950818; 2025-08-13 01:47:50,803 - INFO - Evaluation: Curr mae: 63.3953; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 541.2695; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1372; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 01:47:50,804 - INFO - Epoch: 0439 / 1300 lr: 7.880e-05 2025-08-13 01:49:29,438 - INFO - Training: cls_zice: 57.80800088359029; reg_zipnll: 196.54907428084425; aux_mae_loss_1: 117.97811584178464; aux_mae_loss_2: 18.074621849623927; aux_mae_loss_4: 2.883261580393676; cnt_loss: 16.281105459502545; 2025-08-13 01:49:29,439 - INFO - Evaluation: Curr mae: 64.9080; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 550.2302; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1733; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 01:49:29,439 - INFO - Epoch: 0440 / 1300 lr: 7.840e-05 2025-08-13 01:51:07,821 - INFO - Training: cls_zice: 55.44144517926446; reg_zipnll: 202.63296556840518; aux_mae_loss_1: 114.8695552551348; aux_mae_loss_2: 17.395315411771172; aux_mae_loss_4: 2.7303215538015095; cnt_loss: 14.666482378094239; 2025-08-13 01:51:07,823 - INFO - Evaluation: Curr mae: 69.7811; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 585.9133; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2976; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 01:51:07,823 - INFO - Epoch: 0441 / 1300 lr: 7.800e-05 2025-08-13 01:52:45,546 - INFO - Training: cls_zice: 53.18034679004037; reg_zipnll: 200.98393761406828; aux_mae_loss_1: 113.66591592313085; aux_mae_loss_2: 17.209280047747654; aux_mae_loss_4: 2.697321664857987; cnt_loss: 15.126983230708497; 2025-08-13 01:52:45,548 - INFO - Evaluation: Curr mae: 67.7340; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 582.0477; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2614; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 01:52:45,548 - INFO - Epoch: 0442 / 1300 lr: 7.760e-05 2025-08-13 01:54:24,484 - INFO - Training: cls_zice: 56.8985941072969; reg_zipnll: 202.43299277337474; aux_mae_loss_1: 115.60874515817834; aux_mae_loss_2: 17.61134439446319; aux_mae_loss_4: 2.779651995642939; cnt_loss: 15.363837595157575; 2025-08-13 01:54:24,486 - INFO - Evaluation: Curr mae: 71.7661; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 558.9702; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1575; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 01:54:24,486 - INFO - Epoch: 0443 / 1300 lr: 7.719e-05 2025-08-13 01:56:03,213 - INFO - Training: cls_zice: 57.97777493631319; reg_zipnll: 195.07873119364055; aux_mae_loss_1: 115.9028655250765; aux_mae_loss_2: 17.6859499114951; aux_mae_loss_4: 2.804194868989959; cnt_loss: 15.509692040997484; 2025-08-13 01:56:03,214 - INFO - Evaluation: Curr mae: 62.0693; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 565.7387; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1396; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 01:56:03,215 - INFO - Epoch: 0444 / 1300 lr: 7.678e-05 2025-08-13 01:57:41,426 - INFO - Training: cls_zice: 55.16730021055223; reg_zipnll: 196.86091902568592; aux_mae_loss_1: 115.67979516468195; aux_mae_loss_2: 17.50827380378939; aux_mae_loss_4: 2.742715947578989; cnt_loss: 14.2938858693547; 2025-08-13 01:57:41,427 - INFO - Evaluation: Curr mae: 62.3235; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 533.5912; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1685; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 01:57:41,427 - INFO - Epoch: 0445 / 1300 lr: 7.636e-05 2025-08-13 01:59:19,527 - INFO - Training: cls_zice: 54.2585892809847; reg_zipnll: 195.6873791751028; aux_mae_loss_1: 115.8409611915255; aux_mae_loss_2: 17.61967457352077; aux_mae_loss_4: 2.7855090970092076; cnt_loss: 14.716462710829198; 2025-08-13 01:59:19,528 - INFO - Evaluation: Curr mae: 73.7070; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 554.5927; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1944; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 01:59:19,528 - INFO - Epoch: 0446 / 1300 lr: 7.595e-05 2025-08-13 02:00:57,702 - INFO - Training: cls_zice: 54.4070192274367; reg_zipnll: 195.5011190350687; aux_mae_loss_1: 113.32442499126444; aux_mae_loss_2: 17.048869908928566; aux_mae_loss_4: 2.663660025075653; cnt_loss: 13.521370399886967; 2025-08-13 02:00:57,704 - INFO - Evaluation: Curr mae: 62.7353; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 499.5113; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1390; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 02:00:57,704 - INFO - Epoch: 0447 / 1300 lr: 7.553e-05 2025-08-13 02:02:36,713 - INFO - Training: cls_zice: 56.50902762568548; reg_zipnll: 195.4418274063071; aux_mae_loss_1: 114.66205824923087; aux_mae_loss_2: 17.371085486865596; aux_mae_loss_4: 2.7329431563845636; cnt_loss: 14.1917599948329; 2025-08-13 02:02:36,714 - INFO - Evaluation: Curr mae: 70.9845; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 473.9899; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1720; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 02:02:36,714 - INFO - Epoch: 0448 / 1300 lr: 7.511e-05 2025-08-13 02:04:15,673 - INFO - Training: cls_zice: 53.357710078243734; reg_zipnll: 199.84080698557563; aux_mae_loss_1: 112.45164044534638; aux_mae_loss_2: 16.984006822875347; aux_mae_loss_4: 2.657252025405055; cnt_loss: 14.05568219640874; 2025-08-13 02:04:15,674 - INFO - Evaluation: Curr mae: 65.5863; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 404.2917; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1587; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 02:04:15,674 - INFO - Epoch: 0449 / 1300 lr: 7.469e-05 2025-08-13 02:05:54,252 - INFO - Training: cls_zice: 57.23305922118435; reg_zipnll: 194.9771303015074; aux_mae_loss_1: 115.76964137119009; aux_mae_loss_2: 17.50864433016446; aux_mae_loss_4: 2.7328990964472752; cnt_loss: 14.582139924436731; 2025-08-13 02:05:54,253 - INFO - Evaluation: Curr mae: 65.8113; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 507.2140; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1767; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 02:05:54,253 - INFO - Epoch: 0450 / 1300 lr: 7.426e-05 2025-08-13 02:07:33,100 - INFO - Training: cls_zice: 55.323896795741085; reg_zipnll: 199.718077590962; aux_mae_loss_1: 116.53515829954172; aux_mae_loss_2: 17.609350097822958; aux_mae_loss_4: 2.765939198453506; cnt_loss: 14.788303046116178; 2025-08-13 02:07:33,101 - INFO - Evaluation: Curr mae: 70.1475; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 541.0035; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1660; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 02:07:34,849 - INFO - Epoch: 0451 / 1300 lr: 7.383e-05 2025-08-13 02:09:13,605 - INFO - Training: cls_zice: 57.56932865156; reg_zipnll: 195.7958383339536; aux_mae_loss_1: 117.18840340170578; aux_mae_loss_2: 17.761640145417044; aux_mae_loss_4: 2.8006704812797607; cnt_loss: 14.833698470978627; 2025-08-13 02:09:13,606 - INFO - Evaluation: Curr mae: 75.1953; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 500.1115; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1638; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 02:09:13,606 - INFO - Epoch: 0452 / 1300 lr: 7.340e-05 2025-08-13 02:10:52,416 - INFO - Training: cls_zice: 56.92733634437571; reg_zipnll: 198.8744735080356; aux_mae_loss_1: 116.40935098113621; aux_mae_loss_2: 17.56677941797938; aux_mae_loss_4: 2.7587836986948715; cnt_loss: 14.550720843986864; 2025-08-13 02:10:52,418 - INFO - Evaluation: Curr mae: 67.0637; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 543.8306; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1629; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 02:10:52,418 - INFO - Epoch: 0453 / 1300 lr: 7.297e-05 2025-08-13 02:12:32,229 - INFO - Training: cls_zice: 55.16538814867064; reg_zipnll: 193.32488783221012; aux_mae_loss_1: 114.05267579880349; aux_mae_loss_2: 17.30236685184096; aux_mae_loss_4: 2.71632178729175; cnt_loss: 14.024726069218701; 2025-08-13 02:12:32,230 - INFO - Evaluation: Curr mae: 75.6453; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 437.6143; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.4296; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 02:12:32,230 - INFO - Epoch: 0454 / 1300 lr: 7.254e-05 2025-08-13 02:14:11,972 - INFO - Training: cls_zice: 53.65416952553935; reg_zipnll: 207.28967660742126; aux_mae_loss_1: 111.88846799953431; aux_mae_loss_2: 16.790889611280974; aux_mae_loss_4: 2.600765169279741; cnt_loss: 13.177171637895482; 2025-08-13 02:14:11,973 - INFO - Evaluation: Curr mae: 63.1790; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 452.2652; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3257; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 02:14:11,973 - INFO - Epoch: 0455 / 1300 lr: 7.210e-05 2025-08-13 02:15:51,919 - INFO - Training: cls_zice: 55.33887502589385; reg_zipnll: 183.96737798381895; aux_mae_loss_1: 114.67939407230956; aux_mae_loss_2: 17.519431340970232; aux_mae_loss_4: 2.770676150726475; cnt_loss: 14.93651089263759; 2025-08-13 02:15:51,920 - INFO - Evaluation: Curr mae: 65.0137; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 483.4792; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1854; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 02:15:51,920 - INFO - Epoch: 0456 / 1300 lr: 7.166e-05 2025-08-13 02:17:31,375 - INFO - Training: cls_zice: 56.03031790110936; reg_zipnll: 200.90895705235343; aux_mae_loss_1: 116.19204097541868; aux_mae_loss_2: 17.550406875218094; aux_mae_loss_4: 2.732522898284206; cnt_loss: 13.774292692580383; 2025-08-13 02:17:31,376 - INFO - Evaluation: Curr mae: 69.2894; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 472.2588; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1970; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 02:17:31,376 - INFO - Epoch: 0457 / 1300 lr: 7.122e-05 2025-08-13 02:19:10,716 - INFO - Training: cls_zice: 56.815071059682985; reg_zipnll: 195.29168458953308; aux_mae_loss_1: 116.00437972355624; aux_mae_loss_2: 17.522975563083637; aux_mae_loss_4: 2.7533522640524914; cnt_loss: 14.59300678432141; 2025-08-13 02:19:10,718 - INFO - Evaluation: Curr mae: 60.0399; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 431.5241; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1648; Best nae: 0.1234; 0.1283; 0.1364; 0.1371; 0.1371; 2025-08-13 02:19:10,718 - INFO - Epoch: 0458 / 1300 lr: 7.078e-05 2025-08-13 02:20:49,626 - INFO - Training: cls_zice: 54.789842762953214; reg_zipnll: 196.20672105333185; aux_mae_loss_1: 115.11266560297086; aux_mae_loss_2: 17.572775134084157; aux_mae_loss_4: 2.814539918403086; cnt_loss: 16.798954034525813; 2025-08-13 02:20:50,227 - INFO - Evaluation: Curr mae: 60.7163; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 411.0424; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1266; Best nae: 0.1234; 0.1266; 0.1283; 0.1364; 0.1371; 2025-08-13 02:20:50,227 - INFO - Epoch: 0459 / 1300 lr: 7.034e-05 2025-08-13 02:22:29,668 - INFO - Training: cls_zice: 54.266364660008705; reg_zipnll: 189.8550028902093; aux_mae_loss_1: 115.59841149141366; aux_mae_loss_2: 17.54982412627546; aux_mae_loss_4: 2.766458548586289; cnt_loss: 14.579060897729084; 2025-08-13 02:22:30,282 - INFO - Evaluation: Curr mae: 58.3118; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 493.8555; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1274; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1364; 2025-08-13 02:22:30,282 - INFO - Epoch: 0460 / 1300 lr: 6.989e-05 2025-08-13 02:24:09,416 - INFO - Training: cls_zice: 54.47844988513728; reg_zipnll: 195.82229918747143; aux_mae_loss_1: 113.6717212255326; aux_mae_loss_2: 17.15501691565722; aux_mae_loss_4: 2.6851874407581926; cnt_loss: 13.49527299771885; 2025-08-13 02:24:09,418 - INFO - Evaluation: Curr mae: 67.4755; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 424.6806; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2860; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1364; 2025-08-13 02:24:09,418 - INFO - Epoch: 0461 / 1300 lr: 6.944e-05 2025-08-13 02:25:48,208 - INFO - Training: cls_zice: 53.80340500957402; reg_zipnll: 199.03857443449124; aux_mae_loss_1: 111.81311123414028; aux_mae_loss_2: 16.761168135468942; aux_mae_loss_4: 2.5943528156354065; cnt_loss: 12.669352970270387; 2025-08-13 02:25:48,209 - INFO - Evaluation: Curr mae: 64.3579; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 491.5524; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2303; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1364; 2025-08-13 02:25:48,209 - INFO - Epoch: 0462 / 1300 lr: 6.899e-05 2025-08-13 02:27:27,633 - INFO - Training: cls_zice: 56.807130413527354; reg_zipnll: 201.14647354871263; aux_mae_loss_1: 115.11848503152018; aux_mae_loss_2: 17.3103666299413; aux_mae_loss_4: 2.6842684457724997; cnt_loss: 13.454738922474624; 2025-08-13 02:27:27,634 - INFO - Evaluation: Curr mae: 61.2440; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 453.4094; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2768; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1364; 2025-08-13 02:27:27,634 - INFO - Epoch: 0463 / 1300 lr: 6.854e-05 2025-08-13 02:29:07,040 - INFO - Training: cls_zice: 54.39512617135262; reg_zipnll: 190.8841764160784; aux_mae_loss_1: 114.17328011529918; aux_mae_loss_2: 17.232839339190093; aux_mae_loss_4: 2.6971464861174783; cnt_loss: 14.672110475733838; 2025-08-13 02:29:07,042 - INFO - Evaluation: Curr mae: 68.6337; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 545.9039; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2309; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1364; 2025-08-13 02:29:07,042 - INFO - Epoch: 0464 / 1300 lr: 6.809e-05 2025-08-13 02:30:45,831 - INFO - Training: cls_zice: 52.75229612931341; reg_zipnll: 189.73967708597453; aux_mae_loss_1: 112.09997156530542; aux_mae_loss_2: 16.928984486964797; aux_mae_loss_4: 2.631765514612198; cnt_loss: 13.51772031410188; 2025-08-13 02:30:45,833 - INFO - Evaluation: Curr mae: 64.2811; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 470.5760; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2537; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1364; 2025-08-13 02:30:45,833 - INFO - Epoch: 0465 / 1300 lr: 6.763e-05 2025-08-13 02:32:24,400 - INFO - Training: cls_zice: 58.71251698186894; reg_zipnll: 187.7351221462142; aux_mae_loss_1: 116.38149013862513; aux_mae_loss_2: 17.57502589679316; aux_mae_loss_4: 2.7286127111599194; cnt_loss: 14.11607615745466; 2025-08-13 02:32:24,402 - INFO - Evaluation: Curr mae: 69.2512; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 502.9260; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1776; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1364; 2025-08-13 02:32:24,402 - INFO - Epoch: 0466 / 1300 lr: 6.718e-05 2025-08-13 02:34:03,178 - INFO - Training: cls_zice: 55.164386226807586; reg_zipnll: 198.66904852016418; aux_mae_loss_1: 115.37506088315675; aux_mae_loss_2: 17.449536987932298; aux_mae_loss_4: 2.730806353159613; cnt_loss: 14.040790602296667; 2025-08-13 02:34:03,180 - INFO - Evaluation: Curr mae: 67.6925; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 478.7324; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.5694; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1364; 2025-08-13 02:34:03,180 - INFO - Epoch: 0467 / 1300 lr: 6.672e-05 2025-08-13 02:35:41,995 - INFO - Training: cls_zice: 54.37020035662657; reg_zipnll: 194.10837315655; aux_mae_loss_1: 114.16935658883926; aux_mae_loss_2: 17.15309484329812; aux_mae_loss_4: 2.651179752880013; cnt_loss: 13.287093559390168; 2025-08-13 02:35:41,997 - INFO - Evaluation: Curr mae: 73.7355; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 527.6010; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3787; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1364; 2025-08-13 02:35:41,997 - INFO - Epoch: 0468 / 1300 lr: 6.626e-05 2025-08-13 02:37:20,155 - INFO - Training: cls_zice: 51.97567072541364; reg_zipnll: 206.08379589561326; aux_mae_loss_1: 110.39958773419299; aux_mae_loss_2: 16.475389377623415; aux_mae_loss_4: 2.530270989572481; cnt_loss: 12.437151652068895; 2025-08-13 02:37:20,157 - INFO - Evaluation: Curr mae: 69.2193; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 442.4585; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.4717; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1364; 2025-08-13 02:37:20,157 - INFO - Epoch: 0469 / 1300 lr: 6.580e-05 2025-08-13 02:38:59,339 - INFO - Training: cls_zice: 57.29580189069316; reg_zipnll: 199.47862060272294; aux_mae_loss_1: 115.7421072246483; aux_mae_loss_2: 17.4728245005816; aux_mae_loss_4: 2.7423211641054226; cnt_loss: 14.39443338668132; 2025-08-13 02:38:59,340 - INFO - Evaluation: Curr mae: 62.0226; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 460.4916; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1650; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1364; 2025-08-13 02:38:59,340 - INFO - Epoch: 0470 / 1300 lr: 6.533e-05 2025-08-13 02:40:37,974 - INFO - Training: cls_zice: 56.68023871023275; reg_zipnll: 199.1347455218396; aux_mae_loss_1: 114.67529706293023; aux_mae_loss_2: 17.17566856933437; aux_mae_loss_4: 2.66113731119504; cnt_loss: 12.88845373839523; 2025-08-13 02:40:37,975 - INFO - Evaluation: Curr mae: 66.6067; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 518.9598; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2060; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1364; 2025-08-13 02:40:37,975 - INFO - Epoch: 0471 / 1300 lr: 6.487e-05 2025-08-13 02:42:17,004 - INFO - Training: cls_zice: 55.20147318889059; reg_zipnll: 202.42325307654843; aux_mae_loss_1: 113.54169616110833; aux_mae_loss_2: 16.904203233498226; aux_mae_loss_4: 2.605352197330838; cnt_loss: 12.987686416790234; 2025-08-13 02:42:17,006 - INFO - Evaluation: Curr mae: 78.4808; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 488.3557; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2809; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1364; 2025-08-13 02:42:17,006 - INFO - Epoch: 0472 / 1300 lr: 6.440e-05 2025-08-13 02:43:56,457 - INFO - Training: cls_zice: 54.45321688151758; reg_zipnll: 199.33842285617152; aux_mae_loss_1: 113.0834732031148; aux_mae_loss_2: 16.99739771820892; aux_mae_loss_4: 2.620748379083403; cnt_loss: 12.485244888726115; 2025-08-13 02:43:56,458 - INFO - Evaluation: Curr mae: 83.2388; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 561.8959; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2035; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1364; 2025-08-13 02:43:56,458 - INFO - Epoch: 0473 / 1300 lr: 6.394e-05 2025-08-13 02:45:36,074 - INFO - Training: cls_zice: 53.3164959986596; reg_zipnll: 189.5346766278186; aux_mae_loss_1: 112.23919993010769; aux_mae_loss_2: 16.881369568694833; aux_mae_loss_4: 2.624242033244405; cnt_loss: 12.614079139226506; 2025-08-13 02:45:36,076 - INFO - Evaluation: Curr mae: 68.8833; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 577.7715; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2022; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1364; 2025-08-13 02:45:36,076 - INFO - Epoch: 0474 / 1300 lr: 6.347e-05 2025-08-13 02:47:15,781 - INFO - Training: cls_zice: 50.89586326085357; reg_zipnll: 191.31231905194358; aux_mae_loss_1: 109.82449953231223; aux_mae_loss_2: 16.576457782392332; aux_mae_loss_4: 2.574131125196393; cnt_loss: 12.255959145667314; 2025-08-13 02:47:15,782 - INFO - Evaluation: Curr mae: 71.0018; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 555.3483; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2464; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1364; 2025-08-13 02:47:15,783 - INFO - Epoch: 0475 / 1300 lr: 6.300e-05 2025-08-13 02:48:54,443 - INFO - Training: cls_zice: 55.97496628347583; reg_zipnll: 199.05812241424326; aux_mae_loss_1: 114.27142769879731; aux_mae_loss_2: 17.077844928040296; aux_mae_loss_4: 2.6373643021657105; cnt_loss: 12.613495141191164; 2025-08-13 02:48:54,445 - INFO - Evaluation: Curr mae: 66.5317; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 519.8322; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3523; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1364; 2025-08-13 02:48:54,445 - INFO - Epoch: 0476 / 1300 lr: 6.253e-05 2025-08-13 02:50:33,216 - INFO - Training: cls_zice: 52.20560201673091; reg_zipnll: 202.53929500040482; aux_mae_loss_1: 110.61072298554957; aux_mae_loss_2: 16.537609820500744; aux_mae_loss_4: 2.554950765441806; cnt_loss: 12.58876060045164; 2025-08-13 02:50:33,217 - INFO - Evaluation: Curr mae: 76.1602; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 543.9652; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2428; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1364; 2025-08-13 02:50:33,217 - INFO - Epoch: 0477 / 1300 lr: 6.206e-05 2025-08-13 02:52:13,590 - INFO - Training: cls_zice: 53.50020574247776; reg_zipnll: 198.34213684395837; aux_mae_loss_1: 110.02714339994219; aux_mae_loss_2: 16.454303580874956; aux_mae_loss_4: 2.526810477815741; cnt_loss: 12.359763024705234; 2025-08-13 02:52:13,592 - INFO - Evaluation: Curr mae: 72.8967; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 430.8582; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2012; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1364; 2025-08-13 02:52:13,592 - INFO - Epoch: 0478 / 1300 lr: 6.158e-05 2025-08-13 02:53:53,665 - INFO - Training: cls_zice: 58.3506278996296; reg_zipnll: 200.56061626522583; aux_mae_loss_1: 113.5852683295321; aux_mae_loss_2: 16.938166412412354; aux_mae_loss_4: 2.602289989628951; cnt_loss: 13.112269467743626; 2025-08-13 02:53:53,667 - INFO - Evaluation: Curr mae: 67.2605; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 538.0621; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1522; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1364; 2025-08-13 02:53:53,667 - INFO - Epoch: 0479 / 1300 lr: 6.111e-05 2025-08-13 02:55:32,137 - INFO - Training: cls_zice: 53.45594987284708; reg_zipnll: 187.45383496517388; aux_mae_loss_1: 112.13426936622757; aux_mae_loss_2: 16.815830451357336; aux_mae_loss_4: 2.6129544944260603; cnt_loss: 13.63484030517637; 2025-08-13 02:55:32,728 - INFO - Evaluation: Curr mae: 63.2121; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 542.3842; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1360; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1360; 2025-08-13 02:55:32,728 - INFO - Epoch: 0480 / 1300 lr: 6.063e-05 2025-08-13 02:57:12,519 - INFO - Training: cls_zice: 50.08237735038398; reg_zipnll: 190.61751217094363; aux_mae_loss_1: 108.36367492871909; aux_mae_loss_2: 16.20685164174568; aux_mae_loss_4: 2.4754703412632098; cnt_loss: 11.207719154100491; 2025-08-13 02:57:12,520 - INFO - Evaluation: Curr mae: 72.3937; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 494.1735; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2374; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1360; 2025-08-13 02:57:12,520 - INFO - Epoch: 0481 / 1300 lr: 6.016e-05 2025-08-13 02:58:51,272 - INFO - Training: cls_zice: 49.9623443082856; reg_zipnll: 194.79574873269678; aux_mae_loss_1: 108.73939539166527; aux_mae_loss_2: 16.21904533749068; aux_mae_loss_4: 2.4718678510893892; cnt_loss: 11.49444500983221; 2025-08-13 02:58:51,273 - INFO - Evaluation: Curr mae: 53.1076; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 312.5062; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1401; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1360; 2025-08-13 02:58:51,273 - INFO - Epoch: 0482 / 1300 lr: 5.968e-05 2025-08-13 03:00:30,468 - INFO - Training: cls_zice: 53.7106218055312; reg_zipnll: 197.62070525887694; aux_mae_loss_1: 111.7965670122279; aux_mae_loss_2: 16.817034145247355; aux_mae_loss_4: 2.596786079186094; cnt_loss: 13.346119381927892; 2025-08-13 03:00:31,059 - INFO - Evaluation: Curr mae: 51.6903; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 342.7588; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1315; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 03:00:31,060 - INFO - Epoch: 0483 / 1300 lr: 5.920e-05 2025-08-13 03:02:09,770 - INFO - Training: cls_zice: 51.19141943817886; reg_zipnll: 190.2034662830186; aux_mae_loss_1: 109.86995155707116; aux_mae_loss_2: 16.42691997758527; aux_mae_loss_4: 2.527984384705904; cnt_loss: 12.348630884925626; 2025-08-13 03:02:09,772 - INFO - Evaluation: Curr mae: 51.9294; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 337.2510; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1337; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 03:02:09,772 - INFO - Epoch: 0484 / 1300 lr: 5.872e-05 2025-08-13 03:03:48,901 - INFO - Training: cls_zice: 53.61811231252926; reg_zipnll: 191.99907597049037; aux_mae_loss_1: 111.30305730530412; aux_mae_loss_2: 16.631132079274; aux_mae_loss_4: 2.576217215134736; cnt_loss: 13.1024777164496; 2025-08-13 03:03:48,902 - INFO - Evaluation: Curr mae: 62.6426; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 490.6871; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1518; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 03:03:48,902 - INFO - Epoch: 0485 / 1300 lr: 5.824e-05 2025-08-13 03:05:28,053 - INFO - Training: cls_zice: 53.09626964768898; reg_zipnll: 198.9388536683698; aux_mae_loss_1: 110.81519339691397; aux_mae_loss_2: 16.454018614286017; aux_mae_loss_4: 2.496751468101933; cnt_loss: 11.321539477701359; 2025-08-13 03:05:28,054 - INFO - Evaluation: Curr mae: 57.5818; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 399.4215; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1603; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 03:05:28,054 - INFO - Epoch: 0486 / 1300 lr: 5.776e-05 2025-08-13 03:07:05,984 - INFO - Training: cls_zice: 54.85300823961861; reg_zipnll: 190.04911783605738; aux_mae_loss_1: 112.94092456356725; aux_mae_loss_2: 16.960768624259146; aux_mae_loss_4: 2.625672506948976; cnt_loss: 13.161921629868926; 2025-08-13 03:07:05,985 - INFO - Evaluation: Curr mae: 55.9223; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 376.2209; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1387; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 03:07:05,985 - INFO - Epoch: 0487 / 1300 lr: 5.728e-05 2025-08-13 03:08:44,642 - INFO - Training: cls_zice: 54.96336661459241; reg_zipnll: 196.64389339143023; aux_mae_loss_1: 113.13906023863962; aux_mae_loss_2: 16.88908938086738; aux_mae_loss_4: 2.6024430882961402; cnt_loss: 12.441968918766031; 2025-08-13 03:08:44,644 - INFO - Evaluation: Curr mae: 65.6591; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 442.8119; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1685; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 03:08:44,644 - INFO - Epoch: 0488 / 1300 lr: 5.680e-05 2025-08-13 03:10:23,222 - INFO - Training: cls_zice: 55.115828521224095; reg_zipnll: 194.93104197249622; aux_mae_loss_1: 112.09908281929388; aux_mae_loss_2: 16.640893208643465; aux_mae_loss_4: 2.5376929265367956; cnt_loss: 11.92149257138946; 2025-08-13 03:10:23,224 - INFO - Evaluation: Curr mae: 56.7670; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 390.4698; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1588; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 03:10:23,224 - INFO - Epoch: 0489 / 1300 lr: 5.632e-05 2025-08-13 03:12:01,599 - INFO - Training: cls_zice: 53.380724324358766; reg_zipnll: 190.63988170770875; aux_mae_loss_1: 112.05758390941473; aux_mae_loss_2: 16.74466521329316; aux_mae_loss_4: 2.5714800818260652; cnt_loss: 12.570634745693452; 2025-08-13 03:12:01,601 - INFO - Evaluation: Curr mae: 68.2635; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 509.8293; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1803; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 03:12:01,601 - INFO - Epoch: 0490 / 1300 lr: 5.584e-05 2025-08-13 03:13:40,715 - INFO - Training: cls_zice: 56.72166126119907; reg_zipnll: 191.69128088473047; aux_mae_loss_1: 113.14513283462328; aux_mae_loss_2: 16.830473404004213; aux_mae_loss_4: 2.586688593604571; cnt_loss: 12.104220988511427; 2025-08-13 03:13:40,717 - INFO - Evaluation: Curr mae: 62.3442; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 466.6602; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1906; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 03:13:40,717 - INFO - Epoch: 0491 / 1300 lr: 5.535e-05 2025-08-13 03:15:19,788 - INFO - Training: cls_zice: 52.60719005376637; reg_zipnll: 190.8203857980841; aux_mae_loss_1: 109.88391727653445; aux_mae_loss_2: 16.331556520609134; aux_mae_loss_4: 2.499503269446846; cnt_loss: 11.196361709376534; 2025-08-13 03:15:19,789 - INFO - Evaluation: Curr mae: 61.1101; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 496.0156; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1550; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 03:15:19,790 - INFO - Epoch: 0492 / 1300 lr: 5.487e-05 2025-08-13 03:16:58,831 - INFO - Training: cls_zice: 55.95380382963808; reg_zipnll: 194.58941342469046; aux_mae_loss_1: 111.57197385459449; aux_mae_loss_2: 16.65295861987038; aux_mae_loss_4: 2.567179361161965; cnt_loss: 12.974767535695074; 2025-08-13 03:16:58,833 - INFO - Evaluation: Curr mae: 66.7761; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 492.1671; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1805; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 03:16:58,833 - INFO - Epoch: 0493 / 1300 lr: 5.438e-05 2025-08-13 03:18:38,012 - INFO - Training: cls_zice: 56.28311495639978; reg_zipnll: 197.28591014303095; aux_mae_loss_1: 113.17679274787021; aux_mae_loss_2: 16.73525906160742; aux_mae_loss_4: 2.5571273960613654; cnt_loss: 12.193659632555317; 2025-08-13 03:18:38,014 - INFO - Evaluation: Curr mae: 68.5302; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 505.7595; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2819; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 03:18:38,014 - INFO - Epoch: 0494 / 1300 lr: 5.390e-05 2025-08-13 03:20:17,698 - INFO - Training: cls_zice: 57.668139347342105; reg_zipnll: 196.22512963008145; aux_mae_loss_1: 112.6355274072956; aux_mae_loss_2: 16.73188498455332; aux_mae_loss_4: 2.550981251776678; cnt_loss: 11.874811497323003; 2025-08-13 03:20:17,699 - INFO - Evaluation: Curr mae: 62.4275; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 470.3006; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1756; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 03:20:17,699 - INFO - Epoch: 0495 / 1300 lr: 5.341e-05 2025-08-13 03:21:56,241 - INFO - Training: cls_zice: 52.74635882261939; reg_zipnll: 189.37727145302878; aux_mae_loss_1: 110.51465604237848; aux_mae_loss_2: 16.510076360408323; aux_mae_loss_4: 2.5398319533674147; cnt_loss: 12.825415215332894; 2025-08-13 03:21:56,243 - INFO - Evaluation: Curr mae: 66.0355; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 372.9255; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2289; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 03:21:56,243 - INFO - Epoch: 0496 / 1300 lr: 5.293e-05 2025-08-13 03:23:35,783 - INFO - Training: cls_zice: 51.52598114051212; reg_zipnll: 188.53010298231268; aux_mae_loss_1: 109.12968642913897; aux_mae_loss_2: 16.26855219421779; aux_mae_loss_4: 2.475159053630878; cnt_loss: 11.13299631765998; 2025-08-13 03:23:35,784 - INFO - Evaluation: Curr mae: 64.9362; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 371.4626; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2400; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 03:23:35,784 - INFO - Epoch: 0497 / 1300 lr: 5.244e-05 2025-08-13 03:25:15,265 - INFO - Training: cls_zice: 50.83152167575678; reg_zipnll: 197.46300049122317; aux_mae_loss_1: 110.10852320212632; aux_mae_loss_2: 16.399054079251915; aux_mae_loss_4: 2.499288325751042; cnt_loss: 11.567565038761932; 2025-08-13 03:25:15,267 - INFO - Evaluation: Curr mae: 67.9244; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 386.4854; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2775; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 03:25:15,267 - INFO - Epoch: 0498 / 1300 lr: 5.196e-05 2025-08-13 03:26:53,916 - INFO - Training: cls_zice: 55.36339815363173; reg_zipnll: 186.23469232103204; aux_mae_loss_1: 112.52794142676503; aux_mae_loss_2: 16.94399861382335; aux_mae_loss_4: 2.646670992239582; cnt_loss: 13.980447344730937; 2025-08-13 03:26:53,917 - INFO - Evaluation: Curr mae: 93.3953; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 451.9184; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.4720; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 03:26:53,917 - INFO - Epoch: 0499 / 1300 lr: 5.147e-05 2025-08-13 03:28:32,857 - INFO - Training: cls_zice: 55.704802150821315; reg_zipnll: 191.38171633840525; aux_mae_loss_1: 113.19496044462934; aux_mae_loss_2: 16.80004967025129; aux_mae_loss_4: 2.5674396886617177; cnt_loss: 11.685518008577793; 2025-08-13 03:28:32,859 - INFO - Evaluation: Curr mae: 60.7284; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 458.3527; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1586; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 03:28:32,859 - INFO - Epoch: 0500 / 1300 lr: 5.099e-05 2025-08-13 03:30:11,734 - INFO - Training: cls_zice: 54.64652741913011; reg_zipnll: 195.44007912025353; aux_mae_loss_1: 112.79697964675628; aux_mae_loss_2: 16.72093485498796; aux_mae_loss_4: 2.5673518429838293; cnt_loss: 11.858851253220232; 2025-08-13 03:30:11,735 - INFO - Evaluation: Curr mae: 59.5091; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 425.8212; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1918; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 03:30:13,504 - INFO - Epoch: 0501 / 1300 lr: 5.050e-05 2025-08-13 03:31:53,145 - INFO - Training: cls_zice: 56.355519137682826; reg_zipnll: 201.67449085265014; aux_mae_loss_1: 113.74387172806846; aux_mae_loss_2: 16.87162594317164; aux_mae_loss_4: 2.5845711185264095; cnt_loss: 11.685411483738907; 2025-08-13 03:31:53,146 - INFO - Evaluation: Curr mae: 67.6015; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 468.0838; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3772; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 03:31:53,146 - INFO - Epoch: 0502 / 1300 lr: 5.001e-05 2025-08-13 03:33:32,952 - INFO - Training: cls_zice: 50.65288731061248; reg_zipnll: 195.88016399197224; aux_mae_loss_1: 107.48912975536827; aux_mae_loss_2: 15.966799256734186; aux_mae_loss_4: 2.407087424726903; cnt_loss: 10.840600637666364; 2025-08-13 03:33:32,953 - INFO - Evaluation: Curr mae: 62.2335; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 486.1228; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2568; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 03:33:32,953 - INFO - Epoch: 0503 / 1300 lr: 4.953e-05 2025-08-13 03:35:12,283 - INFO - Training: cls_zice: 53.60722806701164; reg_zipnll: 193.6814836242205; aux_mae_loss_1: 110.61074425077071; aux_mae_loss_2: 16.454410275947158; aux_mae_loss_4: 2.5075217041074462; cnt_loss: 11.392322032034857; 2025-08-13 03:35:12,284 - INFO - Evaluation: Curr mae: 62.0812; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 354.1464; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.4945; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 03:35:12,285 - INFO - Epoch: 0504 / 1300 lr: 4.904e-05 2025-08-13 03:36:51,968 - INFO - Training: cls_zice: 52.672829025623734; reg_zipnll: 195.73732496717597; aux_mae_loss_1: 110.19429867310512; aux_mae_loss_2: 16.40769788906323; aux_mae_loss_4: 2.4916575924902773; cnt_loss: 11.163428208208941; 2025-08-13 03:36:51,969 - INFO - Evaluation: Curr mae: 59.4055; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 435.8102; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2718; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 03:36:51,969 - INFO - Epoch: 0505 / 1300 lr: 4.856e-05 2025-08-13 03:38:29,477 - INFO - Training: cls_zice: 55.63210147776304; reg_zipnll: 187.99740300019172; aux_mae_loss_1: 113.82047669378835; aux_mae_loss_2: 17.06764651999682; aux_mae_loss_4: 2.6368095402852427; cnt_loss: 12.911269074540519; 2025-08-13 03:38:29,478 - INFO - Evaluation: Curr mae: 61.0016; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 508.5269; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2134; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 03:38:29,478 - INFO - Epoch: 0506 / 1300 lr: 4.807e-05 2025-08-13 03:40:08,325 - INFO - Training: cls_zice: 52.55431648851361; reg_zipnll: 190.7445811882117; aux_mae_loss_1: 110.4774227142334; aux_mae_loss_2: 16.435175557369437; aux_mae_loss_4: 2.49900076996085; cnt_loss: 11.30734095444716; 2025-08-13 03:40:08,326 - INFO - Evaluation: Curr mae: 65.6583; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 472.6287; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2054; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 03:40:08,326 - INFO - Epoch: 0507 / 1300 lr: 4.759e-05 2025-08-13 03:41:46,842 - INFO - Training: cls_zice: 54.50619275174594; reg_zipnll: 196.17291982498756; aux_mae_loss_1: 109.7198782923289; aux_mae_loss_2: 16.18339467109935; aux_mae_loss_4: 2.445657530220125; cnt_loss: 11.252800840338582; 2025-08-13 03:41:46,843 - INFO - Evaluation: Curr mae: 62.2394; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 483.1473; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1748; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 03:41:46,843 - INFO - Epoch: 0508 / 1300 lr: 4.710e-05 2025-08-13 03:43:26,623 - INFO - Training: cls_zice: 53.72674371543458; reg_zipnll: 191.86897957416917; aux_mae_loss_1: 110.52612886208189; aux_mae_loss_2: 16.393623911016704; aux_mae_loss_4: 2.4821252726344034; cnt_loss: 11.045114786275555; 2025-08-13 03:43:26,624 - INFO - Evaluation: Curr mae: 65.1812; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 507.2076; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1458; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 03:43:26,625 - INFO - Epoch: 0509 / 1300 lr: 4.662e-05 2025-08-13 03:45:06,491 - INFO - Training: cls_zice: 55.0773617955437; reg_zipnll: 187.9471963622576; aux_mae_loss_1: 110.04038063480799; aux_mae_loss_2: 16.21875259257221; aux_mae_loss_4: 2.458507614224613; cnt_loss: 11.352437083702775; 2025-08-13 03:45:06,492 - INFO - Evaluation: Curr mae: 65.3654; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 498.8259; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1420; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 03:45:06,492 - INFO - Epoch: 0510 / 1300 lr: 4.613e-05 2025-08-13 03:46:45,273 - INFO - Training: cls_zice: 52.56583339765017; reg_zipnll: 189.36200871994686; aux_mae_loss_1: 110.64298364251928; aux_mae_loss_2: 16.356643090824235; aux_mae_loss_4: 2.469575333028342; cnt_loss: 10.519731962588882; 2025-08-13 03:46:45,275 - INFO - Evaluation: Curr mae: 62.9155; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 483.2876; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2903; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 03:46:45,275 - INFO - Epoch: 0511 / 1300 lr: 4.565e-05 2025-08-13 03:48:24,355 - INFO - Training: cls_zice: 50.35436688501455; reg_zipnll: 190.4052113285408; aux_mae_loss_1: 109.43517133815736; aux_mae_loss_2: 16.30348861370724; aux_mae_loss_4: 2.486962488500502; cnt_loss: 11.641023678077831; 2025-08-13 03:48:24,357 - INFO - Evaluation: Curr mae: 60.2268; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 532.2343; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1431; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 03:48:24,357 - INFO - Epoch: 0512 / 1300 lr: 4.516e-05 2025-08-13 03:50:03,631 - INFO - Training: cls_zice: 52.82514195849013; reg_zipnll: 193.7066617539119; aux_mae_loss_1: 109.93455917731042; aux_mae_loss_2: 16.350811310476388; aux_mae_loss_4: 2.4776137465070023; cnt_loss: 11.9352548933734; 2025-08-13 03:50:03,632 - INFO - Evaluation: Curr mae: 62.5678; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 494.3711; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1543; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 03:50:03,632 - INFO - Epoch: 0513 / 1300 lr: 4.468e-05 2025-08-13 03:51:41,472 - INFO - Training: cls_zice: 52.87021269812069; reg_zipnll: 189.31458939991145; aux_mae_loss_1: 108.59091485619238; aux_mae_loss_2: 16.107744527046968; aux_mae_loss_4: 2.4512406085787823; cnt_loss: 11.567729522759013; 2025-08-13 03:51:41,473 - INFO - Evaluation: Curr mae: 60.3236; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 409.3363; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1662; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 03:51:41,473 - INFO - Epoch: 0514 / 1300 lr: 4.420e-05 2025-08-13 03:53:20,223 - INFO - Training: cls_zice: 52.07065515105246; reg_zipnll: 197.51586186426158; aux_mae_loss_1: 109.58082566101938; aux_mae_loss_2: 16.200929771658693; aux_mae_loss_4: 2.4470995240162456; cnt_loss: 10.562578602744251; 2025-08-13 03:53:20,224 - INFO - Evaluation: Curr mae: 59.7297; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 463.2473; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1448; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 03:53:20,225 - INFO - Epoch: 0515 / 1300 lr: 4.372e-05 2025-08-13 03:54:58,738 - INFO - Training: cls_zice: 52.55397202131987; reg_zipnll: 194.08988422109414; aux_mae_loss_1: 109.0538367881873; aux_mae_loss_2: 16.099768457192074; aux_mae_loss_4: 2.4284804414354437; cnt_loss: 10.156639660998298; 2025-08-13 03:54:58,740 - INFO - Evaluation: Curr mae: 58.1818; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 449.5544; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1394; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 03:54:58,740 - INFO - Epoch: 0516 / 1300 lr: 4.324e-05 2025-08-13 03:56:37,666 - INFO - Training: cls_zice: 51.82112797179228; reg_zipnll: 199.70210631892735; aux_mae_loss_1: 109.38462964918436; aux_mae_loss_2: 16.08886947116999; aux_mae_loss_4: 2.4097329831674963; cnt_loss: 10.472548687059653; 2025-08-13 03:56:37,668 - INFO - Evaluation: Curr mae: 61.1887; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 450.8894; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1413; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 03:56:37,668 - INFO - Epoch: 0517 / 1300 lr: 4.276e-05 2025-08-13 03:58:14,967 - INFO - Training: cls_zice: 53.54946381773005; reg_zipnll: 191.65206444845714; aux_mae_loss_1: 110.17541548035139; aux_mae_loss_2: 16.280277193358746; aux_mae_loss_4: 2.4473758709154887; cnt_loss: 10.496422143246031; 2025-08-13 03:58:14,969 - INFO - Evaluation: Curr mae: 55.9300; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 400.5236; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1380; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 03:58:14,969 - INFO - Epoch: 0518 / 1300 lr: 4.228e-05 2025-08-13 03:59:53,128 - INFO - Training: cls_zice: 52.27410935191079; reg_zipnll: 196.84176090505252; aux_mae_loss_1: 107.85227658387015; aux_mae_loss_2: 15.877937800473603; aux_mae_loss_4: 2.383980193910378; cnt_loss: 9.75173064154647; 2025-08-13 03:59:53,130 - INFO - Evaluation: Curr mae: 60.5189; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 454.5767; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1640; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 03:59:53,130 - INFO - Epoch: 0519 / 1300 lr: 4.180e-05 2025-08-13 04:01:32,593 - INFO - Training: cls_zice: 54.495549748749845; reg_zipnll: 200.9687365161729; aux_mae_loss_1: 110.54584351909804; aux_mae_loss_2: 16.278782918091604; aux_mae_loss_4: 2.4490710257870987; cnt_loss: 10.299342689599966; 2025-08-13 04:01:32,594 - INFO - Evaluation: Curr mae: 59.7105; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 441.3133; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1559; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 04:01:32,594 - INFO - Epoch: 0520 / 1300 lr: 4.132e-05 2025-08-13 04:03:11,559 - INFO - Training: cls_zice: 54.77873874549541; reg_zipnll: 193.3033272024905; aux_mae_loss_1: 111.67081950072458; aux_mae_loss_2: 16.51096047656395; aux_mae_loss_4: 2.5119969734495893; cnt_loss: 11.777843674841147; 2025-08-13 04:03:11,560 - INFO - Evaluation: Curr mae: 59.0678; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 466.2610; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3243; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 04:03:11,561 - INFO - Epoch: 0521 / 1300 lr: 4.084e-05 2025-08-13 04:04:50,225 - INFO - Training: cls_zice: 50.754484874730245; reg_zipnll: 195.53809314521848; aux_mae_loss_1: 106.78904428947861; aux_mae_loss_2: 15.66713736786634; aux_mae_loss_4: 2.339464763136327; cnt_loss: 9.576372518943943; 2025-08-13 04:04:50,227 - INFO - Evaluation: Curr mae: 58.6194; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 408.1238; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1624; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 04:04:50,227 - INFO - Epoch: 0522 / 1300 lr: 4.037e-05 2025-08-13 04:06:28,778 - INFO - Training: cls_zice: 52.70907936001958; reg_zipnll: 181.11890292964435; aux_mae_loss_1: 110.83129055640998; aux_mae_loss_2: 16.560284981077924; aux_mae_loss_4: 2.5487049877030685; cnt_loss: 12.463488393700215; 2025-08-13 04:06:28,780 - INFO - Evaluation: Curr mae: 62.5741; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 431.9327; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2812; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 04:06:28,780 - INFO - Epoch: 0523 / 1300 lr: 3.989e-05 2025-08-13 04:08:07,525 - INFO - Training: cls_zice: 50.86067093495078; reg_zipnll: 193.04866210721758; aux_mae_loss_1: 108.45415874863652; aux_mae_loss_2: 16.122114495936888; aux_mae_loss_4: 2.462952466504433; cnt_loss: 11.21028452085039; 2025-08-13 04:08:07,527 - INFO - Evaluation: Curr mae: 56.5034; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 419.8705; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1832; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 04:08:07,527 - INFO - Epoch: 0524 / 1300 lr: 3.942e-05 2025-08-13 04:09:46,363 - INFO - Training: cls_zice: 51.72598615526233; reg_zipnll: 185.6158715863461; aux_mae_loss_1: 109.5530345495072; aux_mae_loss_2: 16.176780457974704; aux_mae_loss_4: 2.4371619665837225; cnt_loss: 10.232975526150211; 2025-08-13 04:09:46,364 - INFO - Evaluation: Curr mae: 56.6320; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 329.8181; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2652; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 04:09:46,365 - INFO - Epoch: 0525 / 1300 lr: 3.894e-05 2025-08-13 04:11:24,439 - INFO - Training: cls_zice: 52.985892894220534; reg_zipnll: 193.74260433167603; aux_mae_loss_1: 107.50853142088667; aux_mae_loss_2: 15.737604303041277; aux_mae_loss_4: 2.3498261072182105; cnt_loss: 10.867261110970171; 2025-08-13 04:11:24,441 - INFO - Evaluation: Curr mae: 60.9965; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 445.2179; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2605; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 04:11:24,441 - INFO - Epoch: 0526 / 1300 lr: 3.847e-05 2025-08-13 04:13:03,101 - INFO - Training: cls_zice: 53.34673862730016; reg_zipnll: 201.1541816691813; aux_mae_loss_1: 109.24760691488311; aux_mae_loss_2: 15.982594518244726; aux_mae_loss_4: 2.382859509677691; cnt_loss: 9.914492644810124; 2025-08-13 04:13:03,102 - INFO - Evaluation: Curr mae: 50.6946; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 359.8227; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1495; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 04:13:03,102 - INFO - Epoch: 0527 / 1300 lr: 3.800e-05 2025-08-13 04:14:41,654 - INFO - Training: cls_zice: 56.30204713130058; reg_zipnll: 198.7023783048811; aux_mae_loss_1: 110.94136107672763; aux_mae_loss_2: 16.261205475863576; aux_mae_loss_4: 2.442900139752268; cnt_loss: 11.167752135382214; 2025-08-13 04:14:41,655 - INFO - Evaluation: Curr mae: 60.0514; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 427.2695; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3690; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 04:14:41,655 - INFO - Epoch: 0528 / 1300 lr: 3.753e-05 2025-08-13 04:16:20,317 - INFO - Training: cls_zice: 52.74821588657509; reg_zipnll: 193.09190270588147; aux_mae_loss_1: 110.53827960448277; aux_mae_loss_2: 16.331017326879625; aux_mae_loss_4: 2.4546981302202515; cnt_loss: 10.416603023411376; 2025-08-13 04:16:20,319 - INFO - Evaluation: Curr mae: 56.7752; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 458.9961; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1749; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 04:16:20,319 - INFO - Epoch: 0529 / 1300 lr: 3.706e-05 2025-08-13 04:17:58,786 - INFO - Training: cls_zice: 50.81349107010199; reg_zipnll: 195.34222183619795; aux_mae_loss_1: 106.42518105298511; aux_mae_loss_2: 15.566707399020158; aux_mae_loss_4: 2.323524974152484; cnt_loss: 8.982218418758755; 2025-08-13 04:17:58,787 - INFO - Evaluation: Curr mae: 53.4151; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 338.7518; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3316; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 04:17:58,787 - INFO - Epoch: 0530 / 1300 lr: 3.660e-05 2025-08-13 04:19:37,208 - INFO - Training: cls_zice: 54.98638678868816; reg_zipnll: 202.16966173520126; aux_mae_loss_1: 111.31159168527795; aux_mae_loss_2: 16.376314724012634; aux_mae_loss_4: 2.4528872995879167; cnt_loss: 10.115860188528321; 2025-08-13 04:19:37,209 - INFO - Evaluation: Curr mae: 56.5147; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 402.0487; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3183; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 04:19:37,209 - INFO - Epoch: 0531 / 1300 lr: 3.613e-05 2025-08-13 04:21:16,187 - INFO - Training: cls_zice: 55.36790171273263; reg_zipnll: 196.6088391968401; aux_mae_loss_1: 110.20942167267395; aux_mae_loss_2: 16.157040787846388; aux_mae_loss_4: 2.40905115291821; cnt_loss: 10.333281996011122; 2025-08-13 04:21:16,189 - INFO - Evaluation: Curr mae: 59.0138; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 407.5783; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3425; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 04:21:16,189 - INFO - Epoch: 0532 / 1300 lr: 3.567e-05 2025-08-13 04:22:54,869 - INFO - Training: cls_zice: 53.18185026794289; reg_zipnll: 193.21650378072783; aux_mae_loss_1: 108.7808727862596; aux_mae_loss_2: 15.914517926066578; aux_mae_loss_4: 2.370128079214562; cnt_loss: 10.072083492205504; 2025-08-13 04:22:54,870 - INFO - Evaluation: Curr mae: 63.2392; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 470.6517; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2640; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 04:22:54,870 - INFO - Epoch: 0533 / 1300 lr: 3.520e-05 2025-08-13 04:24:33,434 - INFO - Training: cls_zice: 51.718627039371846; reg_zipnll: 186.264588226083; aux_mae_loss_1: 106.9502525427654; aux_mae_loss_2: 15.734539871657109; aux_mae_loss_4: 2.359278757881689; cnt_loss: 10.017977272943236; 2025-08-13 04:24:33,435 - INFO - Evaluation: Curr mae: 58.8467; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 424.7962; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2674; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 04:24:33,435 - INFO - Epoch: 0534 / 1300 lr: 3.474e-05 2025-08-13 04:26:12,438 - INFO - Training: cls_zice: 52.13278304867848; reg_zipnll: 192.38571236127447; aux_mae_loss_1: 107.4378531242704; aux_mae_loss_2: 15.71130156087998; aux_mae_loss_4: 2.335370294194295; cnt_loss: 9.545311508111292; 2025-08-13 04:26:12,440 - INFO - Evaluation: Curr mae: 65.8380; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 451.0569; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2351; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 04:26:12,440 - INFO - Epoch: 0535 / 1300 lr: 3.428e-05 2025-08-13 04:27:51,478 - INFO - Training: cls_zice: 53.890496956198874; reg_zipnll: 189.49938926108393; aux_mae_loss_1: 108.7912969368589; aux_mae_loss_2: 15.941707510568182; aux_mae_loss_4: 2.378736029707068; cnt_loss: 10.145172405825177; 2025-08-13 04:27:51,480 - INFO - Evaluation: Curr mae: 62.2402; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 436.8376; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.4194; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 04:27:51,480 - INFO - Epoch: 0536 / 1300 lr: 3.382e-05 2025-08-13 04:29:30,444 - INFO - Training: cls_zice: 52.17892035895571; reg_zipnll: 189.06158929251154; aux_mae_loss_1: 110.51721567482446; aux_mae_loss_2: 16.337858090363923; aux_mae_loss_4: 2.474153490023625; cnt_loss: 11.610449562342431; 2025-08-13 04:29:30,446 - INFO - Evaluation: Curr mae: 68.6654; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 530.4659; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3175; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 04:29:30,446 - INFO - Epoch: 0537 / 1300 lr: 3.337e-05 2025-08-13 04:31:09,047 - INFO - Training: cls_zice: 52.94871427704865; reg_zipnll: 184.8911836521178; aux_mae_loss_1: 108.31433251584403; aux_mae_loss_2: 15.900160459748884; aux_mae_loss_4: 2.379910144677199; cnt_loss: 9.409598076558051; 2025-08-13 04:31:09,048 - INFO - Evaluation: Curr mae: 57.8997; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 429.9593; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2100; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 04:31:09,048 - INFO - Epoch: 0538 / 1300 lr: 3.291e-05 2025-08-13 04:32:47,280 - INFO - Training: cls_zice: 51.40229109703422; reg_zipnll: 184.70794260961537; aux_mae_loss_1: 108.79534081505626; aux_mae_loss_2: 16.02340197440591; aux_mae_loss_4: 2.4023676128497775; cnt_loss: 10.035080946196627; 2025-08-13 04:32:47,282 - INFO - Evaluation: Curr mae: 58.5367; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 455.9167; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1888; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 04:32:47,282 - INFO - Epoch: 0539 / 1300 lr: 3.246e-05 2025-08-13 04:34:26,171 - INFO - Training: cls_zice: 53.91013784335021; reg_zipnll: 188.3258772705392; aux_mae_loss_1: 110.5496618128681; aux_mae_loss_2: 16.35564296165898; aux_mae_loss_4: 2.4579955206125743; cnt_loss: 9.85653934564566; 2025-08-13 04:34:26,173 - INFO - Evaluation: Curr mae: 61.2496; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 490.6536; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2442; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 04:34:26,173 - INFO - Epoch: 0540 / 1300 lr: 3.201e-05 2025-08-13 04:36:04,728 - INFO - Training: cls_zice: 51.867666904907914; reg_zipnll: 184.60105493932886; aux_mae_loss_1: 108.03511724496562; aux_mae_loss_2: 15.93373968668646; aux_mae_loss_4: 2.4043187089934754; cnt_loss: 10.498679207652271; 2025-08-13 04:36:04,730 - INFO - Evaluation: Curr mae: 60.5278; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 486.0040; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1917; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 04:36:04,730 - INFO - Epoch: 0541 / 1300 lr: 3.156e-05 2025-08-13 04:37:43,606 - INFO - Training: cls_zice: 53.03867567083523; reg_zipnll: 191.4951601249087; aux_mae_loss_1: 109.4173496364015; aux_mae_loss_2: 16.061604458752512; aux_mae_loss_4: 2.3982614781372344; cnt_loss: 9.997431364954284; 2025-08-13 04:37:43,608 - INFO - Evaluation: Curr mae: 61.0408; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 465.0124; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1509; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 04:37:43,608 - INFO - Epoch: 0542 / 1300 lr: 3.111e-05 2025-08-13 04:39:22,258 - INFO - Training: cls_zice: 54.536096310286105; reg_zipnll: 194.968954934559; aux_mae_loss_1: 109.63781138863845; aux_mae_loss_2: 16.014536407735477; aux_mae_loss_4: 2.3906539661718824; cnt_loss: 9.58476833175571; 2025-08-13 04:39:22,260 - INFO - Evaluation: Curr mae: 58.6987; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 485.5053; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1390; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 04:39:22,260 - INFO - Epoch: 0543 / 1300 lr: 3.066e-05 2025-08-13 04:41:01,297 - INFO - Training: cls_zice: 56.29897418599049; reg_zipnll: 192.16232551829674; aux_mae_loss_1: 111.09556369732462; aux_mae_loss_2: 16.293310819983787; aux_mae_loss_4: 2.4426547589216256; cnt_loss: 10.427530774114064; 2025-08-13 04:41:01,298 - INFO - Evaluation: Curr mae: 57.3684; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 465.9953; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2404; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 04:41:01,298 - INFO - Epoch: 0544 / 1300 lr: 3.022e-05 2025-08-13 04:42:40,067 - INFO - Training: cls_zice: 51.92216568993725; reg_zipnll: 189.6567296712135; aux_mae_loss_1: 108.6580575683123; aux_mae_loss_2: 16.062407740590505; aux_mae_loss_4: 2.422567406319714; cnt_loss: 10.006067009388941; 2025-08-13 04:42:40,068 - INFO - Evaluation: Curr mae: 59.5068; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 477.7080; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1896; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 04:42:40,068 - INFO - Epoch: 0545 / 1300 lr: 2.978e-05 2025-08-13 04:44:19,397 - INFO - Training: cls_zice: 53.12472448158999; reg_zipnll: 187.69587927183332; aux_mae_loss_1: 108.91320336937598; aux_mae_loss_2: 16.005417549211753; aux_mae_loss_4: 2.3762086131119178; cnt_loss: 9.354622959784187; 2025-08-13 04:44:19,399 - INFO - Evaluation: Curr mae: 61.3569; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 507.2096; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2063; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 04:44:19,399 - INFO - Epoch: 0546 / 1300 lr: 2.934e-05 2025-08-13 04:45:58,059 - INFO - Training: cls_zice: 52.91469829385875; reg_zipnll: 185.61526904069365; aux_mae_loss_1: 109.0055101782007; aux_mae_loss_2: 15.981469211970627; aux_mae_loss_4: 2.3918180081868847; cnt_loss: 9.587304297327076; 2025-08-13 04:45:58,061 - INFO - Evaluation: Curr mae: 61.0018; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 492.9131; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1799; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 04:45:58,061 - INFO - Epoch: 0547 / 1300 lr: 2.890e-05 2025-08-13 04:47:37,184 - INFO - Training: cls_zice: 54.9466545426677; reg_zipnll: 187.1813221321008; aux_mae_loss_1: 109.65024046664986; aux_mae_loss_2: 16.145002892820266; aux_mae_loss_4: 2.4206855310112774; cnt_loss: 10.014898956894568; 2025-08-13 04:47:37,186 - INFO - Evaluation: Curr mae: 59.2801; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 463.5284; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2150; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 04:47:37,186 - INFO - Epoch: 0548 / 1300 lr: 2.846e-05 2025-08-13 04:49:15,259 - INFO - Training: cls_zice: 53.21385381192658; reg_zipnll: 197.3758912221325; aux_mae_loss_1: 108.33436786239741; aux_mae_loss_2: 15.800220312373497; aux_mae_loss_4: 2.3304679992879263; cnt_loss: 9.049761041577494; 2025-08-13 04:49:15,261 - INFO - Evaluation: Curr mae: 59.2876; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 447.5103; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2067; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 04:49:15,261 - INFO - Epoch: 0549 / 1300 lr: 2.803e-05 2025-08-13 04:50:53,702 - INFO - Training: cls_zice: 54.106235412981334; reg_zipnll: 187.85330636580989; aux_mae_loss_1: 110.11385934824808; aux_mae_loss_2: 16.100252923744808; aux_mae_loss_4: 2.3974185210573644; cnt_loss: 9.807766054314023; 2025-08-13 04:50:53,704 - INFO - Evaluation: Curr mae: 60.3281; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 456.3385; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2595; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 04:50:53,704 - INFO - Epoch: 0550 / 1300 lr: 2.760e-05 2025-08-13 04:52:31,491 - INFO - Training: cls_zice: 53.50293638053468; reg_zipnll: 187.43144669324388; aux_mae_loss_1: 109.45121712182052; aux_mae_loss_2: 16.066883467769866; aux_mae_loss_4: 2.3916352730637036; cnt_loss: 9.041957073622314; 2025-08-13 04:52:31,492 - INFO - Evaluation: Curr mae: 60.5742; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 481.4653; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2082; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 04:52:33,421 - INFO - Epoch: 0551 / 1300 lr: 2.717e-05 2025-08-13 04:54:12,529 - INFO - Training: cls_zice: 52.822209709254516; reg_zipnll: 190.92318562799372; aux_mae_loss_1: 110.11825841006399; aux_mae_loss_2: 16.18739618311198; aux_mae_loss_4: 2.407791848507516; cnt_loss: 9.960878648151162; 2025-08-13 04:54:12,531 - INFO - Evaluation: Curr mae: 57.4884; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 432.3707; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2186; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 04:54:12,532 - INFO - Epoch: 0552 / 1300 lr: 2.674e-05 2025-08-13 04:55:51,541 - INFO - Training: cls_zice: 51.44220662622648; reg_zipnll: 191.62241526311956; aux_mae_loss_1: 106.90143179709624; aux_mae_loss_2: 15.602706782309133; aux_mae_loss_4: 2.310729719372825; cnt_loss: 8.964864554166182; 2025-08-13 04:55:51,542 - INFO - Evaluation: Curr mae: 59.3007; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 435.7733; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2064; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 04:55:51,542 - INFO - Epoch: 0553 / 1300 lr: 2.631e-05 2025-08-13 04:57:30,454 - INFO - Training: cls_zice: 51.87658879007656; reg_zipnll: 187.58067910162526; aux_mae_loss_1: 106.94912125947849; aux_mae_loss_2: 15.629969429540756; aux_mae_loss_4: 2.3036899519150547; cnt_loss: 8.782430272482355; 2025-08-13 04:57:30,456 - INFO - Evaluation: Curr mae: 58.2510; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 436.8029; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3127; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 04:57:30,456 - INFO - Epoch: 0554 / 1300 lr: 2.589e-05 2025-08-13 04:59:08,776 - INFO - Training: cls_zice: 52.24254911302907; reg_zipnll: 186.43545308640194; aux_mae_loss_1: 106.33764005136368; aux_mae_loss_2: 15.58238398507812; aux_mae_loss_4: 2.3306093985133427; cnt_loss: 9.295561447241619; 2025-08-13 04:59:08,777 - INFO - Evaluation: Curr mae: 59.3463; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 443.2333; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2884; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 04:59:08,777 - INFO - Epoch: 0555 / 1300 lr: 2.547e-05 2025-08-13 05:00:48,781 - INFO - Training: cls_zice: 54.02308327174126; reg_zipnll: 189.82750626394866; aux_mae_loss_1: 109.79528359950048; aux_mae_loss_2: 16.03176660709332; aux_mae_loss_4: 2.3798214958688595; cnt_loss: 9.14775466244754; 2025-08-13 05:00:48,782 - INFO - Evaluation: Curr mae: 55.7574; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 396.6773; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1684; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 05:00:48,782 - INFO - Epoch: 0556 / 1300 lr: 2.505e-05 2025-08-13 05:02:28,555 - INFO - Training: cls_zice: 52.13919623506406; reg_zipnll: 193.60831480835276; aux_mae_loss_1: 105.71032853604589; aux_mae_loss_2: 15.369178882294879; aux_mae_loss_4: 2.2639498427165505; cnt_loss: 8.936945071257172; 2025-08-13 05:02:28,557 - INFO - Evaluation: Curr mae: 58.9277; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 428.0798; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2884; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 05:02:28,557 - INFO - Epoch: 0557 / 1300 lr: 2.464e-05 2025-08-13 05:04:07,655 - INFO - Training: cls_zice: 51.47425388914454; reg_zipnll: 191.1834371365741; aux_mae_loss_1: 107.19488676654649; aux_mae_loss_2: 15.68198735364605; aux_mae_loss_4: 2.3164001858786016; cnt_loss: 8.793745333860343; 2025-08-13 05:04:07,656 - INFO - Evaluation: Curr mae: 58.4818; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 417.7424; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2822; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 05:04:07,656 - INFO - Epoch: 0558 / 1300 lr: 2.422e-05 2025-08-13 05:05:47,060 - INFO - Training: cls_zice: 51.43532284937205; reg_zipnll: 190.58793733297705; aux_mae_loss_1: 106.23071726428819; aux_mae_loss_2: 15.483063543976732; aux_mae_loss_4: 2.2833052910385523; cnt_loss: 8.044568694955586; 2025-08-13 05:05:47,062 - INFO - Evaluation: Curr mae: 56.9379; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 424.1338; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2408; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 05:05:47,062 - INFO - Epoch: 0559 / 1300 lr: 2.381e-05 2025-08-13 05:07:24,985 - INFO - Training: cls_zice: 53.80082257754699; reg_zipnll: 189.3416296167055; aux_mae_loss_1: 109.99448721329166; aux_mae_loss_2: 16.08813241208427; aux_mae_loss_4: 2.3940205506616508; cnt_loss: 9.091168307706445; 2025-08-13 05:07:24,987 - INFO - Evaluation: Curr mae: 61.0275; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 481.2826; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1699; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 05:07:24,987 - INFO - Epoch: 0560 / 1300 lr: 2.340e-05 2025-08-13 05:09:04,812 - INFO - Training: cls_zice: 52.672726934742194; reg_zipnll: 182.28447027132873; aux_mae_loss_1: 107.81114360544552; aux_mae_loss_2: 15.84268921751596; aux_mae_loss_4: 2.3681669579986435; cnt_loss: 9.294535899070357; 2025-08-13 05:09:04,814 - INFO - Evaluation: Curr mae: 60.2319; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 513.2152; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1861; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 05:09:04,815 - INFO - Epoch: 0561 / 1300 lr: 2.300e-05 2025-08-13 05:10:43,504 - INFO - Training: cls_zice: 52.91248523476498; reg_zipnll: 188.31093086007323; aux_mae_loss_1: 107.11202883781688; aux_mae_loss_2: 15.643471654399196; aux_mae_loss_4: 2.3073463577078055; cnt_loss: 8.557540975070552; 2025-08-13 05:10:43,506 - INFO - Evaluation: Curr mae: 59.2609; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 456.7728; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1480; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 05:10:43,506 - INFO - Epoch: 0562 / 1300 lr: 2.260e-05 2025-08-13 05:12:22,382 - INFO - Training: cls_zice: 49.712812666529864; reg_zipnll: 182.33904450718111; aux_mae_loss_1: 106.89514439639211; aux_mae_loss_2: 15.699445638681132; aux_mae_loss_4: 2.3404410273066523; cnt_loss: 9.295440140604054; 2025-08-13 05:12:22,384 - INFO - Evaluation: Curr mae: 58.3791; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 441.6239; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1531; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 05:12:22,384 - INFO - Epoch: 0563 / 1300 lr: 2.220e-05 2025-08-13 05:14:01,077 - INFO - Training: cls_zice: 55.72825559188437; reg_zipnll: 179.02515073055474; aux_mae_loss_1: 110.21411830048942; aux_mae_loss_2: 16.071957726711478; aux_mae_loss_4: 2.3642824180328446; cnt_loss: 8.402706266062426; 2025-08-13 05:14:01,079 - INFO - Evaluation: Curr mae: 58.2360; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 456.3540; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1719; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 05:14:01,079 - INFO - Epoch: 0564 / 1300 lr: 2.180e-05 2025-08-13 05:15:40,348 - INFO - Training: cls_zice: 50.400376990858874; reg_zipnll: 186.35000498558378; aux_mae_loss_1: 105.5876079132747; aux_mae_loss_2: 15.367534724483146; aux_mae_loss_4: 2.251316651433783; cnt_loss: 7.900549328419114; 2025-08-13 05:15:40,349 - INFO - Evaluation: Curr mae: 58.2030; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 449.8307; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1628; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 05:15:40,349 - INFO - Epoch: 0565 / 1300 lr: 2.140e-05 2025-08-13 05:17:18,909 - INFO - Training: cls_zice: 53.2356096053338; reg_zipnll: 184.69756637808595; aux_mae_loss_1: 108.35642918339119; aux_mae_loss_2: 15.843076405611013; aux_mae_loss_4: 2.356014356285257; cnt_loss: 9.391015179665965; 2025-08-13 05:17:18,911 - INFO - Evaluation: Curr mae: 59.3877; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 473.2739; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2192; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 05:17:18,911 - INFO - Epoch: 0566 / 1300 lr: 2.101e-05 2025-08-13 05:18:58,100 - INFO - Training: cls_zice: 52.30568334004413; reg_zipnll: 188.78534873530919; aux_mae_loss_1: 106.48801877137015; aux_mae_loss_2: 15.420222674053555; aux_mae_loss_4: 2.2767968703358217; cnt_loss: 8.831893700560444; 2025-08-13 05:18:58,101 - INFO - Evaluation: Curr mae: 61.0266; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 462.6125; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2194; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 05:18:58,101 - INFO - Epoch: 0567 / 1300 lr: 2.062e-05 2025-08-13 05:20:36,881 - INFO - Training: cls_zice: 52.82853046818074; reg_zipnll: 186.5344007291034; aux_mae_loss_1: 108.48176199121157; aux_mae_loss_2: 15.82259437847873; aux_mae_loss_4: 2.33753655280123; cnt_loss: 8.610555403030316; 2025-08-13 05:20:36,883 - INFO - Evaluation: Curr mae: 58.3415; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 421.4527; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2327; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 05:20:36,883 - INFO - Epoch: 0568 / 1300 lr: 2.024e-05 2025-08-13 05:22:16,883 - INFO - Training: cls_zice: 54.73995728388544; reg_zipnll: 195.32066144183239; aux_mae_loss_1: 108.70466779498024; aux_mae_loss_2: 15.846796216572464; aux_mae_loss_4: 2.343654185610136; cnt_loss: 8.996548012933266; 2025-08-13 05:22:16,885 - INFO - Evaluation: Curr mae: 57.6186; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 438.9576; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1674; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 05:22:16,885 - INFO - Epoch: 0569 / 1300 lr: 1.985e-05 2025-08-13 05:23:56,143 - INFO - Training: cls_zice: 54.521171574727425; reg_zipnll: 186.49608821917928; aux_mae_loss_1: 108.95980266678916; aux_mae_loss_2: 15.870287246140233; aux_mae_loss_4: 2.336809390691375; cnt_loss: 8.544605703464205; 2025-08-13 05:23:56,145 - INFO - Evaluation: Curr mae: 55.7480; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 417.5545; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1434; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 05:23:56,145 - INFO - Epoch: 0570 / 1300 lr: 1.947e-05 2025-08-13 05:25:36,302 - INFO - Training: cls_zice: 52.61234923771997; reg_zipnll: 189.193298251586; aux_mae_loss_1: 108.92616547042729; aux_mae_loss_2: 15.970966119079787; aux_mae_loss_4: 2.380853323672915; cnt_loss: 9.471146483194552; 2025-08-13 05:25:36,304 - INFO - Evaluation: Curr mae: 56.2028; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 400.5915; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2002; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 05:25:36,304 - INFO - Epoch: 0571 / 1300 lr: 1.910e-05 2025-08-13 05:27:15,703 - INFO - Training: cls_zice: 51.32914983770382; reg_zipnll: 190.00770741440644; aux_mae_loss_1: 106.75944803674301; aux_mae_loss_2: 15.60145497076922; aux_mae_loss_4: 2.30536403348023; cnt_loss: 8.745058043603725; 2025-08-13 05:27:15,704 - INFO - Evaluation: Curr mae: 54.5356; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 404.5892; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2288; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 05:27:15,704 - INFO - Epoch: 0572 / 1300 lr: 1.872e-05 2025-08-13 05:28:54,308 - INFO - Training: cls_zice: 53.319495981180886; reg_zipnll: 185.64852605196995; aux_mae_loss_1: 108.96358077139965; aux_mae_loss_2: 15.934164582916887; aux_mae_loss_4: 2.3582926248523446; cnt_loss: 8.42061823315363; 2025-08-13 05:28:54,310 - INFO - Evaluation: Curr mae: 59.6524; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 454.4613; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2140; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 05:28:54,310 - INFO - Epoch: 0573 / 1300 lr: 1.835e-05 2025-08-13 05:30:33,229 - INFO - Training: cls_zice: 55.06944210011426; reg_zipnll: 189.2421155012665; aux_mae_loss_1: 107.88903351614591; aux_mae_loss_2: 15.697184964746313; aux_mae_loss_4: 2.311104205243079; cnt_loss: 8.133954969194065; 2025-08-13 05:30:33,230 - INFO - Evaluation: Curr mae: 59.8852; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 458.1808; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2889; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 05:30:33,230 - INFO - Epoch: 0574 / 1300 lr: 1.798e-05 2025-08-13 05:32:12,392 - INFO - Training: cls_zice: 53.66841743565655; reg_zipnll: 188.95642314410762; aux_mae_loss_1: 107.20902073720427; aux_mae_loss_2: 15.62168030873669; aux_mae_loss_4: 2.300406163333314; cnt_loss: 8.174416755496077; 2025-08-13 05:32:12,393 - INFO - Evaluation: Curr mae: 55.7883; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 440.2322; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2515; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 05:32:12,393 - INFO - Epoch: 0575 / 1300 lr: 1.762e-05 2025-08-13 05:33:51,066 - INFO - Training: cls_zice: 53.14083565694967; reg_zipnll: 177.76714605905096; aux_mae_loss_1: 108.29973609159416; aux_mae_loss_2: 15.851830697611243; aux_mae_loss_4: 2.360903835235341; cnt_loss: 8.99444611113911; 2025-08-13 05:33:51,067 - INFO - Evaluation: Curr mae: 57.9493; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 426.4468; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2543; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 05:33:51,067 - INFO - Epoch: 0576 / 1300 lr: 1.726e-05 2025-08-13 05:35:29,846 - INFO - Training: cls_zice: 53.584469342714414; reg_zipnll: 191.1132351255049; aux_mae_loss_1: 107.65412241879343; aux_mae_loss_2: 15.669320260344557; aux_mae_loss_4: 2.304878058884015; cnt_loss: 8.493087332781911; 2025-08-13 05:35:29,848 - INFO - Evaluation: Curr mae: 60.0289; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 456.4940; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2432; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 05:35:29,848 - INFO - Epoch: 0577 / 1300 lr: 1.690e-05 2025-08-13 05:37:08,996 - INFO - Training: cls_zice: 52.43404135732387; reg_zipnll: 194.9961462927968; aux_mae_loss_1: 106.01593505447505; aux_mae_loss_2: 15.352512267683956; aux_mae_loss_4: 2.23669814787671; cnt_loss: 7.902882635593414; 2025-08-13 05:37:08,997 - INFO - Evaluation: Curr mae: 59.3267; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 493.6189; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2512; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 05:37:08,997 - INFO - Epoch: 0578 / 1300 lr: 1.654e-05 2025-08-13 05:38:47,394 - INFO - Training: cls_zice: 48.930682612568674; reg_zipnll: 189.58178745259968; aux_mae_loss_1: 103.73779330461987; aux_mae_loss_2: 15.103809511753465; aux_mae_loss_4: 2.2205498619986686; cnt_loss: 8.548231553449115; 2025-08-13 05:38:47,395 - INFO - Evaluation: Curr mae: 57.7298; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 446.2707; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1901; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 05:38:47,395 - INFO - Epoch: 0579 / 1300 lr: 1.619e-05 2025-08-13 05:40:26,566 - INFO - Training: cls_zice: 54.18616189353723; reg_zipnll: 191.28684116451782; aux_mae_loss_1: 109.37837067729097; aux_mae_loss_2: 15.913183143941787; aux_mae_loss_4: 2.3436736832241167; cnt_loss: 8.421492138681192; 2025-08-13 05:40:26,567 - INFO - Evaluation: Curr mae: 62.0720; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 460.4535; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2014; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 05:40:26,567 - INFO - Epoch: 0580 / 1300 lr: 1.584e-05 2025-08-13 05:42:06,090 - INFO - Training: cls_zice: 55.264163627033064; reg_zipnll: 192.91162663437714; aux_mae_loss_1: 110.15728742604391; aux_mae_loss_2: 15.97208513208404; aux_mae_loss_4: 2.341348228310558; cnt_loss: 8.534716341060355; 2025-08-13 05:42:06,092 - INFO - Evaluation: Curr mae: 58.0245; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 442.8221; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1389; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 05:42:06,092 - INFO - Epoch: 0581 / 1300 lr: 1.550e-05 2025-08-13 05:43:45,498 - INFO - Training: cls_zice: 54.9833738806545; reg_zipnll: 189.88953327090698; aux_mae_loss_1: 108.17070020562885; aux_mae_loss_2: 15.688317543436751; aux_mae_loss_4: 2.2906412739680175; cnt_loss: 7.6846693463068085; 2025-08-13 05:43:45,500 - INFO - Evaluation: Curr mae: 57.9335; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 437.4108; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1862; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 05:43:45,500 - INFO - Epoch: 0582 / 1300 lr: 1.516e-05 2025-08-13 05:45:24,108 - INFO - Training: cls_zice: 52.909019544299284; reg_zipnll: 187.4286026059815; aux_mae_loss_1: 108.1611664485196; aux_mae_loss_2: 15.749280827823826; aux_mae_loss_4: 2.326741737694238; cnt_loss: 8.59800483910774; 2025-08-13 05:45:24,109 - INFO - Evaluation: Curr mae: 57.0298; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 449.9919; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1941; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 05:45:24,109 - INFO - Epoch: 0583 / 1300 lr: 1.482e-05 2025-08-13 05:47:02,892 - INFO - Training: cls_zice: 56.4359345852869; reg_zipnll: 188.43530133205698; aux_mae_loss_1: 109.76346537631704; aux_mae_loss_2: 15.885655271976344; aux_mae_loss_4: 2.331024097982593; cnt_loss: 8.800198781612906; 2025-08-13 05:47:02,894 - INFO - Evaluation: Curr mae: 55.0142; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 422.9860; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1553; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 05:47:02,894 - INFO - Epoch: 0584 / 1300 lr: 1.448e-05 2025-08-13 05:48:41,713 - INFO - Training: cls_zice: 52.55993068792826; reg_zipnll: 185.57050039100156; aux_mae_loss_1: 106.80044149678287; aux_mae_loss_2: 15.554412911667615; aux_mae_loss_4: 2.2848582476913775; cnt_loss: 7.86421376696589; 2025-08-13 05:48:41,715 - INFO - Evaluation: Curr mae: 56.6163; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 412.1197; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2326; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 05:48:41,715 - INFO - Epoch: 0585 / 1300 lr: 1.415e-05 2025-08-13 05:50:21,314 - INFO - Training: cls_zice: 52.17266508097973; reg_zipnll: 186.18760202599063; aux_mae_loss_1: 106.61623448271371; aux_mae_loss_2: 15.517830563081874; aux_mae_loss_4: 2.2840602490620014; cnt_loss: 7.9492541288042435; 2025-08-13 05:50:21,316 - INFO - Evaluation: Curr mae: 56.5203; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 413.3537; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1645; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 05:50:21,316 - INFO - Epoch: 0586 / 1300 lr: 1.382e-05 2025-08-13 05:51:59,871 - INFO - Training: cls_zice: 53.59439290018039; reg_zipnll: 189.6023669206085; aux_mae_loss_1: 107.54914441390638; aux_mae_loss_2: 15.628105533153661; aux_mae_loss_4: 2.291698885071247; cnt_loss: 8.332187202105485; 2025-08-13 05:51:59,873 - INFO - Evaluation: Curr mae: 59.3297; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 475.8679; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2367; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 05:51:59,873 - INFO - Epoch: 0587 / 1300 lr: 1.350e-05 2025-08-13 05:53:38,505 - INFO - Training: cls_zice: 52.32557378720808; reg_zipnll: 190.76347274584145; aux_mae_loss_1: 107.63214908590047; aux_mae_loss_2: 15.620388968744743; aux_mae_loss_4: 2.278684643822648; cnt_loss: 7.582640498340283; 2025-08-13 05:53:38,506 - INFO - Evaluation: Curr mae: 58.0864; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 457.5264; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2094; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 05:53:38,506 - INFO - Epoch: 0588 / 1300 lr: 1.318e-05 2025-08-13 05:55:16,561 - INFO - Training: cls_zice: 53.33274170618437; reg_zipnll: 191.98588225651523; aux_mae_loss_1: 107.17372181360396; aux_mae_loss_2: 15.545201517928842; aux_mae_loss_4: 2.2719941897686464; cnt_loss: 7.736043919174714; 2025-08-13 05:55:16,562 - INFO - Evaluation: Curr mae: 55.3716; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 420.8921; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1844; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 05:55:16,562 - INFO - Epoch: 0589 / 1300 lr: 1.286e-05 2025-08-13 05:56:54,831 - INFO - Training: cls_zice: 52.872707653091624; reg_zipnll: 181.73696074694166; aux_mae_loss_1: 105.43374937297753; aux_mae_loss_2: 15.35906759479052; aux_mae_loss_4: 2.2644687051331784; cnt_loss: 7.759076399024777; 2025-08-13 05:56:54,833 - INFO - Evaluation: Curr mae: 58.0393; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 456.7162; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2393; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 05:56:54,833 - INFO - Epoch: 0590 / 1300 lr: 1.255e-05 2025-08-13 05:58:33,986 - INFO - Training: cls_zice: 51.236032284432326; reg_zipnll: 184.83735653796356; aux_mae_loss_1: 105.79419074266919; aux_mae_loss_2: 15.448155751878009; aux_mae_loss_4: 2.2714371332625802; cnt_loss: 7.493495855662387; 2025-08-13 05:58:33,988 - INFO - Evaluation: Curr mae: 58.8565; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 470.6962; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1983; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 05:58:33,988 - INFO - Epoch: 0591 / 1300 lr: 1.224e-05 2025-08-13 06:00:12,450 - INFO - Training: cls_zice: 49.34130696848916; reg_zipnll: 182.4069096092087; aux_mae_loss_1: 103.64323875897954; aux_mae_loss_2: 15.072803945345253; aux_mae_loss_4: 2.2150504993595623; cnt_loss: 8.120710740205867; 2025-08-13 06:00:12,451 - INFO - Evaluation: Curr mae: 55.4817; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 431.6542; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2083; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 06:00:12,451 - INFO - Epoch: 0592 / 1300 lr: 1.193e-05 2025-08-13 06:01:50,671 - INFO - Training: cls_zice: 52.86058296439427; reg_zipnll: 188.97870799263217; aux_mae_loss_1: 106.23501900719494; aux_mae_loss_2: 15.320583535956846; aux_mae_loss_4: 2.226094375539255; cnt_loss: 7.386732448036076; 2025-08-13 06:01:50,672 - INFO - Evaluation: Curr mae: 56.6451; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 438.9263; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1683; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 06:01:50,672 - INFO - Epoch: 0593 / 1300 lr: 1.163e-05 2025-08-13 06:03:29,455 - INFO - Training: cls_zice: 51.14733874441572; reg_zipnll: 190.40422285614406; aux_mae_loss_1: 104.8574922409646; aux_mae_loss_2: 15.223900326113467; aux_mae_loss_4: 2.214738444068438; cnt_loss: 7.624451515300722; 2025-08-13 06:03:29,456 - INFO - Evaluation: Curr mae: 57.2995; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 430.0086; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2213; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 06:03:29,456 - INFO - Epoch: 0594 / 1300 lr: 1.133e-05 2025-08-13 06:05:08,893 - INFO - Training: cls_zice: 52.86008885855234; reg_zipnll: 187.6032126164375; aux_mae_loss_1: 105.67821908916483; aux_mae_loss_2: 15.26945587295493; aux_mae_loss_4: 2.2143247228661664; cnt_loss: 7.066583995341029; 2025-08-13 06:05:08,895 - INFO - Evaluation: Curr mae: 57.8280; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 446.8862; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1983; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 06:05:08,895 - INFO - Epoch: 0595 / 1300 lr: 1.103e-05 2025-08-13 06:06:47,562 - INFO - Training: cls_zice: 55.40673913586416; reg_zipnll: 188.9325774715002; aux_mae_loss_1: 108.10099940557406; aux_mae_loss_2: 15.669656396831522; aux_mae_loss_4: 2.2882887685819884; cnt_loss: 7.127367998150136; 2025-08-13 06:06:47,563 - INFO - Evaluation: Curr mae: 59.7781; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 457.4367; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2655; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 06:06:47,563 - INFO - Epoch: 0596 / 1300 lr: 1.074e-05 2025-08-13 06:08:27,060 - INFO - Training: cls_zice: 52.249848843501894; reg_zipnll: 184.96145423457676; aux_mae_loss_1: 106.85802990979585; aux_mae_loss_2: 15.519835969782733; aux_mae_loss_4: 2.277167919055968; cnt_loss: 7.654884281072641; 2025-08-13 06:08:27,062 - INFO - Evaluation: Curr mae: 56.8989; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 434.2103; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1511; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 06:08:27,062 - INFO - Epoch: 0597 / 1300 lr: 1.045e-05 2025-08-13 06:10:07,388 - INFO - Training: cls_zice: 52.6056793024117; reg_zipnll: 183.30706959702363; aux_mae_loss_1: 107.28549429690011; aux_mae_loss_2: 15.611400579731997; aux_mae_loss_4: 2.298252857742702; cnt_loss: 7.785968052237689; 2025-08-13 06:10:07,389 - INFO - Evaluation: Curr mae: 55.1965; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 428.2998; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1922; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 06:10:07,389 - INFO - Epoch: 0598 / 1300 lr: 1.017e-05 2025-08-13 06:11:46,087 - INFO - Training: cls_zice: 52.563469354092; reg_zipnll: 182.5775360019164; aux_mae_loss_1: 106.2939991080669; aux_mae_loss_2: 15.444327883058465; aux_mae_loss_4: 2.267493343138756; cnt_loss: 7.9802391369728936; 2025-08-13 06:11:46,089 - INFO - Evaluation: Curr mae: 58.3336; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 457.9294; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2097; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 06:11:46,089 - INFO - Epoch: 0599 / 1300 lr: 9.890e-06 2025-08-13 06:13:24,677 - INFO - Training: cls_zice: 55.892645760029936; reg_zipnll: 183.92251927196827; aux_mae_loss_1: 108.28829094070396; aux_mae_loss_2: 15.677538651120694; aux_mae_loss_4: 2.2924499078857257; cnt_loss: 7.276115261803556; 2025-08-13 06:13:24,678 - INFO - Evaluation: Curr mae: 56.9934; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 462.7367; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2074; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 06:13:24,678 - INFO - Epoch: 0600 / 1300 lr: 9.614e-06 2025-08-13 06:15:04,024 - INFO - Training: cls_zice: 52.03689444141707; reg_zipnll: 185.7525684091916; aux_mae_loss_1: 106.68199556100645; aux_mae_loss_2: 15.44455326001871; aux_mae_loss_4: 2.249447095746553; cnt_loss: 7.504974835942521; 2025-08-13 06:15:04,026 - INFO - Evaluation: Curr mae: 55.5764; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 430.1186; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1646; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 06:15:05,777 - INFO - Epoch: 0601 / 1300 lr: 9.342e-06 2025-08-13 06:16:44,712 - INFO - Training: cls_zice: 51.453355632358466; reg_zipnll: 188.08592190779268; aux_mae_loss_1: 105.9294435555034; aux_mae_loss_2: 15.349445311146715; aux_mae_loss_4: 2.242295060641968; cnt_loss: 8.108559638185183; 2025-08-13 06:16:44,713 - INFO - Evaluation: Curr mae: 58.3069; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 441.4836; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2104; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 06:16:44,714 - INFO - Epoch: 0602 / 1300 lr: 9.074e-06 2025-08-13 06:18:24,221 - INFO - Training: cls_zice: 51.28953485853568; reg_zipnll: 187.55958979785595; aux_mae_loss_1: 106.95085708892744; aux_mae_loss_2: 15.5741987945488; aux_mae_loss_4: 2.287916209979658; cnt_loss: 7.924801327422223; 2025-08-13 06:18:24,222 - INFO - Evaluation: Curr mae: 57.2877; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 443.1146; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2385; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 06:18:24,222 - INFO - Epoch: 0603 / 1300 lr: 8.810e-06 2025-08-13 06:20:03,460 - INFO - Training: cls_zice: 53.57889177770878; reg_zipnll: 191.54209080085656; aux_mae_loss_1: 107.29655762503263; aux_mae_loss_2: 15.519256862086317; aux_mae_loss_4: 2.266706392283918; cnt_loss: 7.320883587424124; 2025-08-13 06:20:03,461 - INFO - Evaluation: Curr mae: 56.5862; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 418.7934; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2175; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 06:20:03,461 - INFO - Epoch: 0604 / 1300 lr: 8.550e-06 2025-08-13 06:21:41,796 - INFO - Training: cls_zice: 48.58939854559371; reg_zipnll: 196.25716720816408; aux_mae_loss_1: 103.49456648593697; aux_mae_loss_2: 14.918457482345307; aux_mae_loss_4: 2.165890684087969; cnt_loss: 7.249660607015565; 2025-08-13 06:21:41,797 - INFO - Evaluation: Curr mae: 55.9361; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 428.8670; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1836; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 06:21:41,797 - INFO - Epoch: 0605 / 1300 lr: 8.294e-06 2025-08-13 06:23:21,478 - INFO - Training: cls_zice: 52.425340426650024; reg_zipnll: 192.75843514881282; aux_mae_loss_1: 106.31828607691591; aux_mae_loss_2: 15.326447608231886; aux_mae_loss_4: 2.2211941512047786; cnt_loss: 6.902631362023881; 2025-08-13 06:23:21,480 - INFO - Evaluation: Curr mae: 58.9726; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 425.0687; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2753; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 06:23:21,480 - INFO - Epoch: 0606 / 1300 lr: 8.042e-06 2025-08-13 06:25:01,635 - INFO - Training: cls_zice: 51.05150846531734; reg_zipnll: 186.40261611350093; aux_mae_loss_1: 106.38680047179862; aux_mae_loss_2: 15.397059428967669; aux_mae_loss_4: 2.2509254450050293; cnt_loss: 7.652690206747741; 2025-08-13 06:25:01,637 - INFO - Evaluation: Curr mae: 58.3463; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 457.7782; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1369; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1315; 2025-08-13 06:25:01,637 - INFO - Epoch: 0607 / 1300 lr: 7.795e-06 2025-08-13 06:26:40,613 - INFO - Training: cls_zice: 48.699896872618204; reg_zipnll: 193.75577240186362; aux_mae_loss_1: 104.26997039373246; aux_mae_loss_2: 15.144371350810584; aux_mae_loss_4: 2.2146259289627515; cnt_loss: 7.710680370465649; 2025-08-13 06:26:41,215 - INFO - Evaluation: Curr mae: 58.1565; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 462.6612; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1307; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 06:26:41,215 - INFO - Epoch: 0608 / 1300 lr: 7.551e-06 2025-08-13 06:28:19,751 - INFO - Training: cls_zice: 50.54052311189683; reg_zipnll: 189.01214534887004; aux_mae_loss_1: 105.31807435141124; aux_mae_loss_2: 15.218602752930707; aux_mae_loss_4: 2.209685134244149; cnt_loss: 7.080056584432989; 2025-08-13 06:28:19,752 - INFO - Evaluation: Curr mae: 56.5235; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 402.3667; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1417; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 06:28:19,752 - INFO - Epoch: 0609 / 1300 lr: 7.311e-06 2025-08-13 06:29:59,345 - INFO - Training: cls_zice: 53.81675292425107; reg_zipnll: 186.7627467765906; aux_mae_loss_1: 106.95787435203101; aux_mae_loss_2: 15.514888863330635; aux_mae_loss_4: 2.258305662318796; cnt_loss: 7.053287172302182; 2025-08-13 06:29:59,346 - INFO - Evaluation: Curr mae: 56.9945; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 425.7931; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1329; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 06:29:59,347 - INFO - Epoch: 0610 / 1300 lr: 7.076e-06 2025-08-13 06:31:37,619 - INFO - Training: cls_zice: 50.62304615009107; reg_zipnll: 181.94122169808435; aux_mae_loss_1: 105.577892004371; aux_mae_loss_2: 15.365144201293397; aux_mae_loss_4: 2.2487548267933275; cnt_loss: 7.706931645582145; 2025-08-13 06:31:37,620 - INFO - Evaluation: Curr mae: 56.5111; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 448.6811; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1719; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 06:31:37,620 - INFO - Epoch: 0611 / 1300 lr: 6.845e-06 2025-08-13 06:33:15,560 - INFO - Training: cls_zice: 55.39737873177755; reg_zipnll: 191.96853213077338; aux_mae_loss_1: 108.47194709385575; aux_mae_loss_2: 15.61637837231006; aux_mae_loss_4: 2.255106578755808; cnt_loss: 6.830718795867076; 2025-08-13 06:33:15,562 - INFO - Evaluation: Curr mae: 56.4588; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 422.9801; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1438; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 06:33:15,562 - INFO - Epoch: 0612 / 1300 lr: 6.618e-06 2025-08-13 06:34:54,800 - INFO - Training: cls_zice: 53.43206271839479; reg_zipnll: 190.9165793078111; aux_mae_loss_1: 107.60021635805734; aux_mae_loss_2: 15.57011758637612; aux_mae_loss_4: 2.2666231367765786; cnt_loss: 7.113338878651205; 2025-08-13 06:34:54,801 - INFO - Evaluation: Curr mae: 55.5647; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 418.8619; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1762; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 06:34:54,801 - INFO - Epoch: 0613 / 1300 lr: 6.395e-06 2025-08-13 06:36:33,935 - INFO - Training: cls_zice: 53.98154979055522; reg_zipnll: 189.65463652034651; aux_mae_loss_1: 107.78343949158578; aux_mae_loss_2: 15.575313319277335; aux_mae_loss_4: 2.258732381240874; cnt_loss: 7.322923360109942; 2025-08-13 06:36:33,938 - INFO - Evaluation: Curr mae: 56.7988; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 431.6928; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1708; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 06:36:33,938 - INFO - Epoch: 0614 / 1300 lr: 6.177e-06 2025-08-13 06:38:14,217 - INFO - Training: cls_zice: 52.015470706405246; reg_zipnll: 183.58681953351726; aux_mae_loss_1: 106.09618555672064; aux_mae_loss_2: 15.393561407349104; aux_mae_loss_4: 2.2462065450483237; cnt_loss: 6.883293167024775; 2025-08-13 06:38:14,218 - INFO - Evaluation: Curr mae: 58.1547; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 442.9462; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1724; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 06:38:14,218 - INFO - Epoch: 0615 / 1300 lr: 5.962e-06 2025-08-13 06:39:52,954 - INFO - Training: cls_zice: 49.43130900892776; reg_zipnll: 191.3389630893815; aux_mae_loss_1: 104.14753554964433; aux_mae_loss_2: 14.99271357641735; aux_mae_loss_4: 2.1625760297235916; cnt_loss: 6.565785217101286; 2025-08-13 06:39:52,956 - INFO - Evaluation: Curr mae: 55.9123; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 410.6831; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1906; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 06:39:52,956 - INFO - Epoch: 0616 / 1300 lr: 5.753e-06 2025-08-13 06:41:31,652 - INFO - Training: cls_zice: 51.796556164948676; reg_zipnll: 188.61524276439206; aux_mae_loss_1: 106.13045344315948; aux_mae_loss_2: 15.292956719361724; aux_mae_loss_4: 2.20828039296795; cnt_loss: 7.169843314086257; 2025-08-13 06:41:31,653 - INFO - Evaluation: Curr mae: 58.3801; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 478.4936; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1488; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 06:41:31,654 - INFO - Epoch: 0617 / 1300 lr: 5.547e-06 2025-08-13 06:43:10,246 - INFO - Training: cls_zice: 51.67722378161695; reg_zipnll: 190.754588203136; aux_mae_loss_1: 106.29434918989558; aux_mae_loss_2: 15.235189896316331; aux_mae_loss_4: 2.209226856501366; cnt_loss: 6.83350390900683; 2025-08-13 06:43:10,247 - INFO - Evaluation: Curr mae: 56.4283; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 417.0080; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1424; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 06:43:10,248 - INFO - Epoch: 0618 / 1300 lr: 5.346e-06 2025-08-13 06:44:49,540 - INFO - Training: cls_zice: 51.964233574033706; reg_zipnll: 181.09109711340582; aux_mae_loss_1: 106.99089656574867; aux_mae_loss_2: 15.517353887116695; aux_mae_loss_4: 2.26090384625224; cnt_loss: 7.404372619172908; 2025-08-13 06:44:49,542 - INFO - Evaluation: Curr mae: 54.9359; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 393.0215; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1703; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 06:44:49,542 - INFO - Epoch: 0619 / 1300 lr: 5.149e-06 2025-08-13 06:46:28,932 - INFO - Training: cls_zice: 50.4589177355132; reg_zipnll: 184.16677921167684; aux_mae_loss_1: 106.42421711379887; aux_mae_loss_2: 15.421308429811178; aux_mae_loss_4: 2.2345206702276488; cnt_loss: 6.966924903018922; 2025-08-13 06:46:28,934 - INFO - Evaluation: Curr mae: 55.3065; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 432.6554; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1809; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 06:46:28,934 - INFO - Epoch: 0620 / 1300 lr: 4.956e-06 2025-08-13 06:48:07,568 - INFO - Training: cls_zice: 50.81144108632843; reg_zipnll: 185.9089853536807; aux_mae_loss_1: 103.21053808942858; aux_mae_loss_2: 14.942977044147208; aux_mae_loss_4: 2.182351829153713; cnt_loss: 7.072493872942839; 2025-08-13 06:48:07,569 - INFO - Evaluation: Curr mae: 55.9892; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 425.3381; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1847; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 06:48:07,569 - INFO - Epoch: 0621 / 1300 lr: 4.768e-06 2025-08-13 06:49:46,541 - INFO - Training: cls_zice: 50.281806328954; reg_zipnll: 181.82337264230134; aux_mae_loss_1: 105.47881712827707; aux_mae_loss_2: 15.374290237696435; aux_mae_loss_4: 2.2575354575344715; cnt_loss: 6.840501467948708; 2025-08-13 06:49:46,543 - INFO - Evaluation: Curr mae: 58.9675; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 450.2803; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1818; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 06:49:46,543 - INFO - Epoch: 0622 / 1300 lr: 4.584e-06 2025-08-13 06:51:25,171 - INFO - Training: cls_zice: 53.334496825243946; reg_zipnll: 192.62185936660572; aux_mae_loss_1: 106.74850833569211; aux_mae_loss_2: 15.37676482458041; aux_mae_loss_4: 2.2196390213574113; cnt_loss: 6.829204349560725; 2025-08-13 06:51:25,173 - INFO - Evaluation: Curr mae: 55.3346; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 430.1687; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2264; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 06:51:25,173 - INFO - Epoch: 0623 / 1300 lr: 4.405e-06 2025-08-13 06:53:04,341 - INFO - Training: cls_zice: 54.315753056794634; reg_zipnll: 184.752515542783; aux_mae_loss_1: 108.45425391993976; aux_mae_loss_2: 15.690955594143707; aux_mae_loss_4: 2.2969182950365514; cnt_loss: 6.966384711179757; 2025-08-13 06:53:04,342 - INFO - Evaluation: Curr mae: 56.1685; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 431.1227; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1664; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 06:53:04,342 - INFO - Epoch: 0624 / 1300 lr: 4.230e-06 2025-08-13 06:54:44,108 - INFO - Training: cls_zice: 52.291452729150386; reg_zipnll: 192.38751578637445; aux_mae_loss_1: 105.6922014721868; aux_mae_loss_2: 15.245155195956977; aux_mae_loss_4: 2.217490232082749; cnt_loss: 6.925020710361648; 2025-08-13 06:54:44,109 - INFO - Evaluation: Curr mae: 58.6026; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 477.2811; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1595; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 06:54:44,109 - INFO - Epoch: 0625 / 1300 lr: 4.060e-06 2025-08-13 06:56:23,143 - INFO - Training: cls_zice: 52.316778102693334; reg_zipnll: 189.62824537576319; aux_mae_loss_1: 106.19583038683109; aux_mae_loss_2: 15.258065979401067; aux_mae_loss_4: 2.211622695919787; cnt_loss: 7.1574808576726054; 2025-08-13 06:56:23,145 - INFO - Evaluation: Curr mae: 58.6479; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 476.1448; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1632; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 06:56:23,145 - INFO - Epoch: 0626 / 1300 lr: 3.894e-06 2025-08-13 06:58:02,522 - INFO - Training: cls_zice: 52.21447764953795; reg_zipnll: 191.02509845253127; aux_mae_loss_1: 105.21164769072152; aux_mae_loss_2: 15.15553994166514; aux_mae_loss_4: 2.194719484042386; cnt_loss: 6.912697507207375; 2025-08-13 06:58:02,523 - INFO - Evaluation: Curr mae: 56.4251; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 432.6637; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2420; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 06:58:02,524 - INFO - Epoch: 0627 / 1300 lr: 3.732e-06 2025-08-13 06:59:41,211 - INFO - Training: cls_zice: 50.65710771528185; reg_zipnll: 191.08463281959985; aux_mae_loss_1: 105.42123515317863; aux_mae_loss_2: 15.20386264226124; aux_mae_loss_4: 2.1931237165449824; cnt_loss: 6.711390815387961; 2025-08-13 06:59:41,213 - INFO - Evaluation: Curr mae: 53.8125; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 392.0070; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2055; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 06:59:41,213 - INFO - Epoch: 0628 / 1300 lr: 3.575e-06 2025-08-13 07:01:19,983 - INFO - Training: cls_zice: 53.65074269190086; reg_zipnll: 191.305940750632; aux_mae_loss_1: 108.22733969308416; aux_mae_loss_2: 15.667433652902323; aux_mae_loss_4: 2.2720822987642264; cnt_loss: 6.913868437389482; 2025-08-13 07:01:19,984 - INFO - Evaluation: Curr mae: 57.4432; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 428.6942; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2715; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 07:01:19,984 - INFO - Epoch: 0629 / 1300 lr: 3.423e-06 2025-08-13 07:02:58,672 - INFO - Training: cls_zice: 52.995273575531485; reg_zipnll: 185.56387377153018; aux_mae_loss_1: 105.88256087707677; aux_mae_loss_2: 15.229402067115803; aux_mae_loss_4: 2.213297194564251; cnt_loss: 6.985458227769881; 2025-08-13 07:02:58,673 - INFO - Evaluation: Curr mae: 55.8723; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 432.2532; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1405; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 07:02:58,673 - INFO - Epoch: 0630 / 1300 lr: 3.275e-06 2025-08-13 07:04:38,011 - INFO - Training: cls_zice: 49.11016183413546; reg_zipnll: 191.78654832030935; aux_mae_loss_1: 104.26979522410886; aux_mae_loss_2: 15.025888687540755; aux_mae_loss_4: 2.1659062311704482; cnt_loss: 6.734099980185149; 2025-08-13 07:04:38,013 - INFO - Evaluation: Curr mae: 56.9511; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 444.2716; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2087; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 07:04:38,013 - INFO - Epoch: 0631 / 1300 lr: 3.131e-06 2025-08-13 07:06:16,831 - INFO - Training: cls_zice: 51.959705685895024; reg_zipnll: 187.30656201673963; aux_mae_loss_1: 105.51146248618863; aux_mae_loss_2: 15.173796799005151; aux_mae_loss_4: 2.1971297579743254; cnt_loss: 6.4355153419977595; 2025-08-13 07:06:16,832 - INFO - Evaluation: Curr mae: 57.5889; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 446.7307; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1750; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 07:06:16,832 - INFO - Epoch: 0632 / 1300 lr: 2.993e-06 2025-08-13 07:07:55,495 - INFO - Training: cls_zice: 53.63619786056577; reg_zipnll: 180.81216437528556; aux_mae_loss_1: 106.16984294312779; aux_mae_loss_2: 15.333570458895137; aux_mae_loss_4: 2.2333221127564005; cnt_loss: 6.971309536220482; 2025-08-13 07:07:55,496 - INFO - Evaluation: Curr mae: 57.9856; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 454.4151; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2140; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 07:07:55,496 - INFO - Epoch: 0633 / 1300 lr: 2.858e-06 2025-08-13 07:09:33,158 - INFO - Training: cls_zice: 51.880482789904725; reg_zipnll: 190.56110991058742; aux_mae_loss_1: 106.5310190441063; aux_mae_loss_2: 15.430039269145778; aux_mae_loss_4: 2.2536092674824144; cnt_loss: 7.110527604588506; 2025-08-13 07:09:33,160 - INFO - Evaluation: Curr mae: 57.3046; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 450.9940; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2229; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 07:09:33,160 - INFO - Epoch: 0634 / 1300 lr: 2.729e-06 2025-08-13 07:11:11,989 - INFO - Training: cls_zice: 53.64478016098851; reg_zipnll: 182.87673360829487; aux_mae_loss_1: 108.48155104531727; aux_mae_loss_2: 15.74948556318994; aux_mae_loss_4: 2.284694187745337; cnt_loss: 7.3681142014525545; 2025-08-13 07:11:11,991 - INFO - Evaluation: Curr mae: 56.4198; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 442.0595; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1913; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 07:11:11,991 - INFO - Epoch: 0635 / 1300 lr: 2.604e-06 2025-08-13 07:12:50,656 - INFO - Training: cls_zice: 50.83792476344538; reg_zipnll: 184.25621006237512; aux_mae_loss_1: 105.00831578997536; aux_mae_loss_2: 15.229724138132404; aux_mae_loss_4: 2.2135149340090226; cnt_loss: 6.5507498794165855; 2025-08-13 07:12:50,658 - INFO - Evaluation: Curr mae: 55.1463; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 417.5743; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2184; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 07:12:50,658 - INFO - Epoch: 0636 / 1300 lr: 2.483e-06 2025-08-13 07:14:28,908 - INFO - Training: cls_zice: 52.92026250976063; reg_zipnll: 186.88157485138174; aux_mae_loss_1: 107.49019348222983; aux_mae_loss_2: 15.529012106378158; aux_mae_loss_4: 2.2483586041510564; cnt_loss: 6.825266133850215; 2025-08-13 07:14:28,909 - INFO - Evaluation: Curr mae: 55.8047; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 442.5199; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1815; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 07:14:28,910 - INFO - Epoch: 0637 / 1300 lr: 2.368e-06 2025-08-13 07:16:07,635 - INFO - Training: cls_zice: 51.759804663552416; reg_zipnll: 181.44629984465845; aux_mae_loss_1: 105.91768003429422; aux_mae_loss_2: 15.365806155462192; aux_mae_loss_4: 2.2479967268083274; cnt_loss: 6.757631013509854; 2025-08-13 07:16:07,636 - INFO - Evaluation: Curr mae: 55.4001; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 410.1416; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2262; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 07:16:07,636 - INFO - Epoch: 0638 / 1300 lr: 2.257e-06 2025-08-13 07:17:46,806 - INFO - Training: cls_zice: 52.49904578843736; reg_zipnll: 186.70119853375198; aux_mae_loss_1: 107.17401201498232; aux_mae_loss_2: 15.574391178729295; aux_mae_loss_4: 2.278182385972962; cnt_loss: 7.384426066685458; 2025-08-13 07:17:46,807 - INFO - Evaluation: Curr mae: 56.7515; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 439.1352; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2070; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 07:17:46,807 - INFO - Epoch: 0639 / 1300 lr: 2.150e-06 2025-08-13 07:19:25,898 - INFO - Training: cls_zice: 52.92903676510317; reg_zipnll: 187.0058523634099; aux_mae_loss_1: 105.59134044745281; aux_mae_loss_2: 15.256981104076061; aux_mae_loss_4: 2.219430803103435; cnt_loss: 6.843473870374243; 2025-08-13 07:19:25,900 - INFO - Evaluation: Curr mae: 55.4310; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 428.1314; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1386; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 07:19:25,900 - INFO - Epoch: 0640 / 1300 lr: 2.048e-06 2025-08-13 07:21:04,499 - INFO - Training: cls_zice: 51.74771930442065; reg_zipnll: 186.89144499810618; aux_mae_loss_1: 105.20061865073549; aux_mae_loss_2: 15.192965756345224; aux_mae_loss_4: 2.2182597788409892; cnt_loss: 6.727769888765095; 2025-08-13 07:21:04,501 - INFO - Evaluation: Curr mae: 58.4223; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 476.1306; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2473; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 07:21:04,501 - INFO - Epoch: 0641 / 1300 lr: 1.951e-06 2025-08-13 07:22:44,145 - INFO - Training: cls_zice: 54.61211561007487; reg_zipnll: 186.09131762055935; aux_mae_loss_1: 107.8119948468049; aux_mae_loss_2: 15.519977429838598; aux_mae_loss_4: 2.250627190564163; cnt_loss: 6.954838716738634; 2025-08-13 07:22:44,146 - INFO - Evaluation: Curr mae: 57.0678; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 448.3657; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1913; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 07:22:44,146 - INFO - Epoch: 0642 / 1300 lr: 1.859e-06 2025-08-13 07:24:23,308 - INFO - Training: cls_zice: 51.680718971938276; reg_zipnll: 186.17090847927378; aux_mae_loss_1: 106.03939570743198; aux_mae_loss_2: 15.291083794326585; aux_mae_loss_4: 2.2199339445268587; cnt_loss: 7.291952831579664; 2025-08-13 07:24:23,310 - INFO - Evaluation: Curr mae: 57.2222; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 455.8599; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1676; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 07:24:23,310 - INFO - Epoch: 0643 / 1300 lr: 1.771e-06 2025-08-13 07:26:03,241 - INFO - Training: cls_zice: 52.0530143597745; reg_zipnll: 185.03802360299315; aux_mae_loss_1: 105.6068637230096; aux_mae_loss_2: 15.167446367231923; aux_mae_loss_4: 2.1916800787179205; cnt_loss: 6.702793851916159; 2025-08-13 07:26:03,242 - INFO - Evaluation: Curr mae: 59.3404; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 492.7217; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2065; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 07:26:03,242 - INFO - Epoch: 0644 / 1300 lr: 1.688e-06 2025-08-13 07:27:42,780 - INFO - Training: cls_zice: 52.05046597433427; reg_zipnll: 184.4979597351545; aux_mae_loss_1: 107.32635519866159; aux_mae_loss_2: 15.52468780257708; aux_mae_loss_4: 2.271699424268041; cnt_loss: 7.3938448462817234; 2025-08-13 07:27:42,782 - INFO - Evaluation: Curr mae: 56.5432; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 444.7254; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1835; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 07:27:42,782 - INFO - Epoch: 0645 / 1300 lr: 1.609e-06 2025-08-13 07:29:22,184 - INFO - Training: cls_zice: 52.39384087146401; reg_zipnll: 180.5938337026954; aux_mae_loss_1: 108.02059996342598; aux_mae_loss_2: 15.614105974800482; aux_mae_loss_4: 2.276688042367332; cnt_loss: 7.092153703185771; 2025-08-13 07:29:22,185 - INFO - Evaluation: Curr mae: 56.9147; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 441.2252; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2330; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 07:29:22,185 - INFO - Epoch: 0646 / 1300 lr: 1.536e-06 2025-08-13 07:31:00,594 - INFO - Training: cls_zice: 50.4713792338546; reg_zipnll: 184.36088257032065; aux_mae_loss_1: 104.79302561742787; aux_mae_loss_2: 15.142090753295427; aux_mae_loss_4: 2.204949503462848; cnt_loss: 6.607119051993353; 2025-08-13 07:31:00,596 - INFO - Evaluation: Curr mae: 54.1910; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 406.3835; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1801; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 07:31:00,596 - INFO - Epoch: 0647 / 1300 lr: 1.467e-06 2025-08-13 07:32:39,217 - INFO - Training: cls_zice: 52.848984319783725; reg_zipnll: 186.09386104789675; aux_mae_loss_1: 106.37150841936048; aux_mae_loss_2: 15.363250910163233; aux_mae_loss_4: 2.2355186098032562; cnt_loss: 6.730852481332107; 2025-08-13 07:32:39,219 - INFO - Evaluation: Curr mae: 56.8906; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 456.9071; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1566; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 07:32:39,219 - INFO - Epoch: 0648 / 1300 lr: 1.403e-06 2025-08-13 07:34:18,564 - INFO - Training: cls_zice: 50.87782998869535; reg_zipnll: 186.9836582634933; aux_mae_loss_1: 105.23195615832174; aux_mae_loss_2: 15.227273776169607; aux_mae_loss_4: 2.216279755444637; cnt_loss: 6.64206779861205; 2025-08-13 07:34:18,566 - INFO - Evaluation: Curr mae: 56.5610; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 432.1695; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2174; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 07:34:18,566 - INFO - Epoch: 0649 / 1300 lr: 1.343e-06 2025-08-13 07:35:57,249 - INFO - Training: cls_zice: 52.19231370095269; reg_zipnll: 177.93955963252444; aux_mae_loss_1: 106.2686374953596; aux_mae_loss_2: 15.434598562956468; aux_mae_loss_4: 2.2597145024485945; cnt_loss: 7.297583827475962; 2025-08-13 07:35:57,250 - INFO - Evaluation: Curr mae: 56.7189; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 449.2589; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2157; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 07:35:57,250 - INFO - Epoch: 0650 / 1300 lr: 1.288e-06 2025-08-13 07:37:35,820 - INFO - Training: cls_zice: 53.41554424519098; reg_zipnll: 185.41225242124426; aux_mae_loss_1: 107.89351123525428; aux_mae_loss_2: 15.61170613489911; aux_mae_loss_4: 2.2763831734963738; cnt_loss: 6.688063515029407; 2025-08-13 07:37:35,821 - INFO - Evaluation: Curr mae: 58.3562; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 472.4432; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1989; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 07:37:37,569 - INFO - Epoch: 0651 / 1300 lr: 1.238e-06 2025-08-13 07:39:15,840 - INFO - Training: cls_zice: 53.79135374215391; reg_zipnll: 185.89831591020206; aux_mae_loss_1: 106.25914923758617; aux_mae_loss_2: 15.337131180309697; aux_mae_loss_4: 2.2186198241453243; cnt_loss: 6.424247111943203; 2025-08-13 07:39:15,842 - INFO - Evaluation: Curr mae: 55.6644; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 431.5486; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2505; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 07:39:15,842 - INFO - Epoch: 0652 / 1300 lr: 1.193e-06 2025-08-13 07:40:54,933 - INFO - Training: cls_zice: 51.90810122587993; reg_zipnll: 188.07842142845487; aux_mae_loss_1: 104.72224394398667; aux_mae_loss_2: 15.055082424747301; aux_mae_loss_4: 2.175515766621862; cnt_loss: 6.040184763985612; 2025-08-13 07:40:54,934 - INFO - Evaluation: Curr mae: 56.6755; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 440.8427; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2540; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 07:40:54,934 - INFO - Epoch: 0653 / 1300 lr: 1.153e-06 2025-08-13 07:42:33,165 - INFO - Training: cls_zice: 50.44236639237802; reg_zipnll: 183.02989286996404; aux_mae_loss_1: 105.14395946218299; aux_mae_loss_2: 15.335372131710495; aux_mae_loss_4: 2.239707933446742; cnt_loss: 7.3904710283316195; 2025-08-13 07:42:33,167 - INFO - Evaluation: Curr mae: 56.1040; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 444.8039; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2511; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 07:42:33,167 - INFO - Epoch: 0654 / 1300 lr: 1.117e-06 2025-08-13 07:44:10,942 - INFO - Training: cls_zice: 52.10476921510267; reg_zipnll: 184.2038019861844; aux_mae_loss_1: 105.65619599114346; aux_mae_loss_2: 15.292858596326147; aux_mae_loss_4: 2.2197054945564516; cnt_loss: 7.15474629065065; 2025-08-13 07:44:10,943 - INFO - Evaluation: Curr mae: 55.6973; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 416.9559; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2685; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 07:44:10,943 - INFO - Epoch: 0655 / 1300 lr: 1.086e-06 2025-08-13 07:45:49,328 - INFO - Training: cls_zice: 51.96822357081969; reg_zipnll: 192.3371609979546; aux_mae_loss_1: 107.2393373376606; aux_mae_loss_2: 15.483125113582856; aux_mae_loss_4: 2.2433112407711295; cnt_loss: 6.731688684546856; 2025-08-13 07:45:49,329 - INFO - Evaluation: Curr mae: 58.4671; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 470.8079; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1564; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 07:45:49,329 - INFO - Epoch: 0656 / 1300 lr: 1.060e-06 2025-08-13 07:47:27,528 - INFO - Training: cls_zice: 53.280872322671634; reg_zipnll: 184.3683533165939; aux_mae_loss_1: 107.47823593120036; aux_mae_loss_2: 15.554927831137395; aux_mae_loss_4: 2.263402046688418; cnt_loss: 6.33932345799125; 2025-08-13 07:47:27,529 - INFO - Evaluation: Curr mae: 56.1496; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 428.8184; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1895; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 07:47:27,529 - INFO - Epoch: 0657 / 1300 lr: 1.038e-06 2025-08-13 07:49:06,990 - INFO - Training: cls_zice: 48.55670404031988; reg_zipnll: 191.0896359911921; aux_mae_loss_1: 102.84130302615522; aux_mae_loss_2: 14.843839536289323; aux_mae_loss_4: 2.134453171323075; cnt_loss: 6.285915625432463; 2025-08-13 07:49:06,992 - INFO - Evaluation: Curr mae: 58.0480; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 464.1660; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2167; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 07:49:06,992 - INFO - Epoch: 0658 / 1300 lr: 1.021e-06 2025-08-13 07:50:46,111 - INFO - Training: cls_zice: 49.83973597097366; reg_zipnll: 192.3452945111037; aux_mae_loss_1: 103.5484518134502; aux_mae_loss_2: 14.889203460173619; aux_mae_loss_4: 2.1540250363723783; cnt_loss: 6.608199502937591; 2025-08-13 07:50:46,113 - INFO - Evaluation: Curr mae: 56.6268; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 448.4458; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1564; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 07:50:46,113 - INFO - Epoch: 0659 / 1300 lr: 1.010e-06 2025-08-13 07:52:24,698 - INFO - Training: cls_zice: 51.10256611412166; reg_zipnll: 182.34981502542766; aux_mae_loss_1: 105.11128738913254; aux_mae_loss_2: 15.293169171154346; aux_mae_loss_4: 2.2289387281878748; cnt_loss: 6.8731724480430385; 2025-08-13 07:52:24,700 - INFO - Evaluation: Curr mae: 56.3512; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 449.7652; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1844; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 07:52:24,700 - INFO - Epoch: 0660 / 1300 lr: 1.002e-06 2025-08-13 07:54:03,369 - INFO - Training: cls_zice: 51.824857201551715; reg_zipnll: 181.03758792828165; aux_mae_loss_1: 106.12501782316781; aux_mae_loss_2: 15.365089699051374; aux_mae_loss_4: 2.233770650426036; cnt_loss: 6.7712674497945144; 2025-08-13 07:54:03,370 - INFO - Evaluation: Curr mae: 59.4610; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 492.3687; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1803; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 07:54:03,370 - INFO - Epoch: 0661 / 1300 lr: 1.000e-04 2025-08-13 07:55:41,603 - INFO - Training: cls_zice: 56.39180099211423; reg_zipnll: 188.06053587219708; aux_mae_loss_1: 113.38849356487049; aux_mae_loss_2: 17.057845903852606; aux_mae_loss_4: 2.662945629468614; cnt_loss: 14.157269594295473; 2025-08-13 07:55:41,605 - INFO - Evaluation: Curr mae: 62.0857; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 447.0972; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2054; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 07:55:41,605 - INFO - Epoch: 0662 / 1300 lr: 1.000e-04 2025-08-13 07:57:20,217 - INFO - Training: cls_zice: 52.284120962713246; reg_zipnll: 201.5865866604685; aux_mae_loss_1: 109.10553352630536; aux_mae_loss_2: 16.40715656427614; aux_mae_loss_4: 2.601477451067044; cnt_loss: 16.07685088621007; 2025-08-13 07:57:20,218 - INFO - Evaluation: Curr mae: 74.3656; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 474.4316; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2139; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 07:57:20,218 - INFO - Epoch: 0663 / 1300 lr: 1.000e-04 2025-08-13 07:59:00,207 - INFO - Training: cls_zice: 56.148635354860275; reg_zipnll: 190.88888872435896; aux_mae_loss_1: 111.66012230017498; aux_mae_loss_2: 16.852715368442485; aux_mae_loss_4: 2.6652866111622986; cnt_loss: 15.491848609288125; 2025-08-13 07:59:00,208 - INFO - Evaluation: Curr mae: 71.0701; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 456.3075; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1900; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 07:59:00,209 - INFO - Epoch: 0664 / 1300 lr: 9.999e-05 2025-08-13 08:00:39,245 - INFO - Training: cls_zice: 56.899170438282596; reg_zipnll: 192.7340934822063; aux_mae_loss_1: 111.85059570837143; aux_mae_loss_2: 16.701919024891595; aux_mae_loss_4: 2.5903133692502363; cnt_loss: 13.764481576365492; 2025-08-13 08:00:39,246 - INFO - Evaluation: Curr mae: 61.8808; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 474.2971; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1519; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 08:00:39,246 - INFO - Epoch: 0665 / 1300 lr: 9.999e-05 2025-08-13 08:02:18,339 - INFO - Training: cls_zice: 54.63235377391997; reg_zipnll: 196.03954522591323; aux_mae_loss_1: 111.57669557213477; aux_mae_loss_2: 16.804530805671124; aux_mae_loss_4: 2.638185333623371; cnt_loss: 14.653437007055798; 2025-08-13 08:02:18,341 - INFO - Evaluation: Curr mae: 69.9236; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 527.7028; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1912; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 08:02:18,341 - INFO - Epoch: 0666 / 1300 lr: 9.999e-05 2025-08-13 08:03:57,468 - INFO - Training: cls_zice: 54.99929632916855; reg_zipnll: 193.23743521094627; aux_mae_loss_1: 112.17560050052359; aux_mae_loss_2: 16.891266957040312; aux_mae_loss_4: 2.665926352258207; cnt_loss: 15.322910640111006; 2025-08-13 08:03:57,469 - INFO - Evaluation: Curr mae: 63.4103; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 501.5297; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1432; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 08:03:57,470 - INFO - Epoch: 0667 / 1300 lr: 9.998e-05 2025-08-13 08:05:37,172 - INFO - Training: cls_zice: 53.56709253987187; reg_zipnll: 186.9776952199274; aux_mae_loss_1: 111.79741539746753; aux_mae_loss_2: 16.938807493003903; aux_mae_loss_4: 2.6630828181391815; cnt_loss: 15.096365652537898; 2025-08-13 08:05:37,173 - INFO - Evaluation: Curr mae: 68.0988; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 547.6239; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1455; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 08:05:37,173 - INFO - Epoch: 0668 / 1300 lr: 9.997e-05 2025-08-13 08:07:15,642 - INFO - Training: cls_zice: 56.38755307961399; reg_zipnll: 197.66004115205192; aux_mae_loss_1: 113.833345810368; aux_mae_loss_2: 17.238171076100407; aux_mae_loss_4: 2.7377062318870524; cnt_loss: 16.41790643081567; 2025-08-13 08:07:15,643 - INFO - Evaluation: Curr mae: 73.1513; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 533.7738; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1706; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1307; 2025-08-13 08:07:15,643 - INFO - Epoch: 0669 / 1300 lr: 9.996e-05 2025-08-13 08:08:54,633 - INFO - Training: cls_zice: 55.37463843178933; reg_zipnll: 192.96263159822988; aux_mae_loss_1: 114.73574237284133; aux_mae_loss_2: 17.249743266706297; aux_mae_loss_4: 2.693092545997208; cnt_loss: 14.422858979830705; 2025-08-13 08:08:55,235 - INFO - Evaluation: Curr mae: 59.0589; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 488.9943; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1298; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1298; 2025-08-13 08:08:55,235 - INFO - Epoch: 0670 / 1300 lr: 9.995e-05 2025-08-13 08:10:34,222 - INFO - Training: cls_zice: 53.7896709480445; reg_zipnll: 197.02453997692902; aux_mae_loss_1: 111.55589719051567; aux_mae_loss_2: 16.79497784820498; aux_mae_loss_4: 2.622347823834971; cnt_loss: 14.044714523464977; 2025-08-13 08:10:34,224 - INFO - Evaluation: Curr mae: 71.5585; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 391.8951; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1792; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1298; 2025-08-13 08:10:34,224 - INFO - Epoch: 0671 / 1300 lr: 9.994e-05 2025-08-13 08:12:13,711 - INFO - Training: cls_zice: 53.6358571147551; reg_zipnll: 196.34026601443253; aux_mae_loss_1: 108.78118430679439; aux_mae_loss_2: 16.203005284454033; aux_mae_loss_4: 2.4859143227415403; cnt_loss: 13.012319950947111; 2025-08-13 08:12:13,712 - INFO - Evaluation: Curr mae: 59.2382; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 373.4791; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1600; Best nae: 0.1234; 0.1266; 0.1274; 0.1283; 0.1298; 2025-08-13 08:12:13,713 - INFO - Epoch: 0672 / 1300 lr: 9.993e-05 2025-08-13 08:13:53,813 - INFO - Training: cls_zice: 55.695838636634896; reg_zipnll: 189.92914171390484; aux_mae_loss_1: 113.45972476459102; aux_mae_loss_2: 17.079646333630716; aux_mae_loss_4: 2.6894533030478076; cnt_loss: 15.47880264205001; 2025-08-13 08:13:54,417 - INFO - Evaluation: Curr mae: 55.0370; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 380.0128; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1246; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 08:13:54,417 - INFO - Epoch: 0673 / 1300 lr: 9.991e-05 2025-08-13 08:15:34,497 - INFO - Training: cls_zice: 58.48529772207639; reg_zipnll: 192.78588730387946; aux_mae_loss_1: 115.06336830452966; aux_mae_loss_2: 17.49697589016206; aux_mae_loss_4: 2.7840664433482987; cnt_loss: 16.185249417943634; 2025-08-13 08:15:34,498 - INFO - Evaluation: Curr mae: 62.0965; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 421.0846; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1887; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 08:15:34,498 - INFO - Epoch: 0674 / 1300 lr: 9.990e-05 2025-08-13 08:17:14,309 - INFO - Training: cls_zice: 56.75739336661171; reg_zipnll: 197.5838474773809; aux_mae_loss_1: 114.0502135465568; aux_mae_loss_2: 17.20076247536431; aux_mae_loss_4: 2.713994820810529; cnt_loss: 16.33212920877805; 2025-08-13 08:17:14,311 - INFO - Evaluation: Curr mae: 63.4001; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 541.9164; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3048; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 08:17:14,311 - INFO - Epoch: 0675 / 1300 lr: 9.988e-05 2025-08-13 08:18:54,531 - INFO - Training: cls_zice: 54.47095582624634; reg_zipnll: 197.49993977387336; aux_mae_loss_1: 113.53397522364914; aux_mae_loss_2: 17.169591830138376; aux_mae_loss_4: 2.710606384399924; cnt_loss: 15.016652220165822; 2025-08-13 08:18:54,532 - INFO - Evaluation: Curr mae: 63.9964; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 533.6101; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1445; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 08:18:54,532 - INFO - Epoch: 0676 / 1300 lr: 9.987e-05 2025-08-13 08:20:32,932 - INFO - Training: cls_zice: 51.14707430423378; reg_zipnll: 196.69364652903343; aux_mae_loss_1: 109.73520761896835; aux_mae_loss_2: 16.44276750057093; aux_mae_loss_4: 2.5320788980449684; cnt_loss: 13.395411234894878; 2025-08-13 08:20:32,934 - INFO - Evaluation: Curr mae: 66.1078; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 449.5757; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1570; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 08:20:32,934 - INFO - Epoch: 0677 / 1300 lr: 9.985e-05 2025-08-13 08:22:12,341 - INFO - Training: cls_zice: 53.5483498747597; reg_zipnll: 188.45429069891688; aux_mae_loss_1: 110.36238176105567; aux_mae_loss_2: 16.553623823396343; aux_mae_loss_4: 2.590987064231637; cnt_loss: 14.504645211224691; 2025-08-13 08:22:12,342 - INFO - Evaluation: Curr mae: 67.2145; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 569.8249; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1539; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 08:22:12,342 - INFO - Epoch: 0678 / 1300 lr: 9.983e-05 2025-08-13 08:23:51,696 - INFO - Training: cls_zice: 55.710184080741705; reg_zipnll: 199.99412913432772; aux_mae_loss_1: 112.55356839138315; aux_mae_loss_2: 17.002023489125897; aux_mae_loss_4: 2.666590821467206; cnt_loss: 14.824690784464153; 2025-08-13 08:23:51,697 - INFO - Evaluation: Curr mae: 78.9342; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 500.8766; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.4315; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 08:23:51,697 - INFO - Epoch: 0679 / 1300 lr: 9.981e-05 2025-08-13 08:25:32,215 - INFO - Training: cls_zice: 57.097070640494096; reg_zipnll: 197.20260505382078; aux_mae_loss_1: 114.25975068491958; aux_mae_loss_2: 17.419948314946232; aux_mae_loss_4: 2.7725071518617304; cnt_loss: 16.253155494410457; 2025-08-13 08:25:32,216 - INFO - Evaluation: Curr mae: 62.6805; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 490.3058; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2403; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 08:25:32,217 - INFO - Epoch: 0680 / 1300 lr: 9.978e-05 2025-08-13 08:27:12,364 - INFO - Training: cls_zice: 56.03801731167692; reg_zipnll: 194.97934729274564; aux_mae_loss_1: 113.66701689477445; aux_mae_loss_2: 17.05316009435678; aux_mae_loss_4: 2.6588854406670617; cnt_loss: 14.798775727460807; 2025-08-13 08:27:12,365 - INFO - Evaluation: Curr mae: 54.4609; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 365.2079; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1755; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 08:27:12,365 - INFO - Epoch: 0681 / 1300 lr: 9.976e-05 2025-08-13 08:28:51,994 - INFO - Training: cls_zice: 53.95822948171424; reg_zipnll: 203.19858724599018; aux_mae_loss_1: 110.72061493096437; aux_mae_loss_2: 16.521179082154614; aux_mae_loss_4: 2.547288866153413; cnt_loss: 13.390694544370499; 2025-08-13 08:28:51,996 - INFO - Evaluation: Curr mae: 65.1805; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 494.4138; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1802; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 08:28:51,996 - INFO - Epoch: 0682 / 1300 lr: 9.974e-05 2025-08-13 08:30:31,855 - INFO - Training: cls_zice: 55.071340886516865; reg_zipnll: 196.18714335522492; aux_mae_loss_1: 111.71384859943144; aux_mae_loss_2: 16.648236267364425; aux_mae_loss_4: 2.5854074054021763; cnt_loss: 13.879814221190916; 2025-08-13 08:30:31,856 - INFO - Evaluation: Curr mae: 72.0466; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 457.5798; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2128; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 08:30:31,856 - INFO - Epoch: 0683 / 1300 lr: 9.971e-05 2025-08-13 08:32:11,242 - INFO - Training: cls_zice: 53.85418625532202; reg_zipnll: 195.80763018100612; aux_mae_loss_1: 111.9291916580004; aux_mae_loss_2: 16.85286554763127; aux_mae_loss_4: 2.6336463967908013; cnt_loss: 15.31468274936578; 2025-08-13 08:32:11,244 - INFO - Evaluation: Curr mae: 64.3588; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 478.0935; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1862; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 08:32:11,244 - INFO - Epoch: 0684 / 1300 lr: 9.968e-05 2025-08-13 08:33:50,895 - INFO - Training: cls_zice: 53.77274907110283; reg_zipnll: 194.8082376887069; aux_mae_loss_1: 111.25345952835671; aux_mae_loss_2: 16.677974996346126; aux_mae_loss_4: 2.577904521499624; cnt_loss: 14.164675574376222; 2025-08-13 08:33:50,896 - INFO - Evaluation: Curr mae: 58.6821; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 330.3563; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1882; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 08:33:50,896 - INFO - Epoch: 0685 / 1300 lr: 9.966e-05 2025-08-13 08:35:30,285 - INFO - Training: cls_zice: 55.93096654933032; reg_zipnll: 198.01902424829478; aux_mae_loss_1: 111.68306273727613; aux_mae_loss_2: 16.733415271445228; aux_mae_loss_4: 2.6228005932045475; cnt_loss: 14.974921788225444; 2025-08-13 08:35:30,287 - INFO - Evaluation: Curr mae: 68.4641; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 420.4724; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2353; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 08:35:30,287 - INFO - Epoch: 0686 / 1300 lr: 9.963e-05 2025-08-13 08:37:09,651 - INFO - Training: cls_zice: 56.76223723575051; reg_zipnll: 188.22460007851413; aux_mae_loss_1: 112.85946314500353; aux_mae_loss_2: 16.977592217585116; aux_mae_loss_4: 2.671115017948543; cnt_loss: 15.943091638290484; 2025-08-13 08:37:09,653 - INFO - Evaluation: Curr mae: 62.2276; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 454.0272; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2249; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 08:37:09,653 - INFO - Epoch: 0687 / 1300 lr: 9.960e-05 2025-08-13 08:38:48,165 - INFO - Training: cls_zice: 53.82880659397586; reg_zipnll: 189.69943335368885; aux_mae_loss_1: 109.88406746675545; aux_mae_loss_2: 16.39600320095268; aux_mae_loss_4: 2.5529503768697803; cnt_loss: 13.821414903074427; 2025-08-13 08:38:48,166 - INFO - Evaluation: Curr mae: 71.8056; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 469.0279; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2726; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 08:38:48,166 - INFO - Epoch: 0688 / 1300 lr: 9.957e-05 2025-08-13 08:40:27,169 - INFO - Training: cls_zice: 53.18575684864141; reg_zipnll: 196.34968732132702; aux_mae_loss_1: 108.99429500991704; aux_mae_loss_2: 16.20951340774644; aux_mae_loss_4: 2.513348052541517; cnt_loss: 12.646316955818921; 2025-08-13 08:40:27,170 - INFO - Evaluation: Curr mae: 72.2045; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 466.8083; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.4589; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 08:40:27,170 - INFO - Epoch: 0689 / 1300 lr: 9.953e-05 2025-08-13 08:42:06,478 - INFO - Training: cls_zice: 53.99342472866599; reg_zipnll: 196.97287106452686; aux_mae_loss_1: 111.65329555129024; aux_mae_loss_2: 16.688623486876793; aux_mae_loss_4: 2.5819621934988812; cnt_loss: 13.7178684111426; 2025-08-13 08:42:06,479 - INFO - Evaluation: Curr mae: 66.3297; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 409.5866; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2212; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 08:42:06,479 - INFO - Epoch: 0690 / 1300 lr: 9.950e-05 2025-08-13 08:43:45,512 - INFO - Training: cls_zice: 53.79528833125122; reg_zipnll: 187.8786446441415; aux_mae_loss_1: 112.13692329720544; aux_mae_loss_2: 16.896099501832897; aux_mae_loss_4: 2.6479456990880648; cnt_loss: 14.730935246901524; 2025-08-13 08:43:45,514 - INFO - Evaluation: Curr mae: 75.5916; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 441.2806; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2463; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 08:43:45,514 - INFO - Epoch: 0691 / 1300 lr: 9.946e-05 2025-08-13 08:45:24,668 - INFO - Training: cls_zice: 55.842115406128926; reg_zipnll: 187.69065604908607; aux_mae_loss_1: 112.39130637455722; aux_mae_loss_2: 16.875755297187666; aux_mae_loss_4: 2.6260619411738184; cnt_loss: 14.097804756581324; 2025-08-13 08:45:24,669 - INFO - Evaluation: Curr mae: 67.6311; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 535.9052; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1350; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 08:45:24,669 - INFO - Epoch: 0692 / 1300 lr: 9.943e-05 2025-08-13 08:47:03,943 - INFO - Training: cls_zice: 59.89027328210808; reg_zipnll: 197.75199100719934; aux_mae_loss_1: 117.03994348668193; aux_mae_loss_2: 17.950631611757842; aux_mae_loss_4: 2.8952960636284786; cnt_loss: 18.482756150718828; 2025-08-13 08:47:03,945 - INFO - Evaluation: Curr mae: 75.2888; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 353.3698; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2722; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 08:47:03,945 - INFO - Epoch: 0693 / 1300 lr: 9.939e-05 2025-08-13 08:48:42,637 - INFO - Training: cls_zice: 55.13370755138618; reg_zipnll: 197.42787313583884; aux_mae_loss_1: 113.32863860142568; aux_mae_loss_2: 17.210503667056713; aux_mae_loss_4: 2.7368414595071946; cnt_loss: 15.921969711014421; 2025-08-13 08:48:42,639 - INFO - Evaluation: Curr mae: 65.9904; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 542.8998; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1747; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 08:48:42,639 - INFO - Epoch: 0694 / 1300 lr: 9.935e-05 2025-08-13 08:50:21,373 - INFO - Training: cls_zice: 53.74247148636834; reg_zipnll: 196.3670788154504; aux_mae_loss_1: 108.78969088066513; aux_mae_loss_2: 16.2621388043107; aux_mae_loss_4: 2.5092820889845604; cnt_loss: 12.486820849477478; 2025-08-13 08:50:21,375 - INFO - Evaluation: Curr mae: 61.7370; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 432.4107; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2288; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 08:50:21,375 - INFO - Epoch: 0695 / 1300 lr: 9.931e-05 2025-08-13 08:51:59,833 - INFO - Training: cls_zice: 54.172706886398146; reg_zipnll: 193.25088197467872; aux_mae_loss_1: 110.39310699502116; aux_mae_loss_2: 16.546442054537696; aux_mae_loss_4: 2.5794373081858177; cnt_loss: 13.909404558816728; 2025-08-13 08:51:59,834 - INFO - Evaluation: Curr mae: 55.7250; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 334.6950; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3130; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 08:51:59,834 - INFO - Epoch: 0696 / 1300 lr: 9.927e-05 2025-08-13 08:53:37,943 - INFO - Training: cls_zice: 51.81297491176729; reg_zipnll: 196.30782905519774; aux_mae_loss_1: 108.59547657709196; aux_mae_loss_2: 16.17354499956636; aux_mae_loss_4: 2.489127311731059; cnt_loss: 13.337493566437061; 2025-08-13 08:53:37,945 - INFO - Evaluation: Curr mae: 64.8075; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 489.8656; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1912; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 08:53:37,945 - INFO - Epoch: 0697 / 1300 lr: 9.923e-05 2025-08-13 08:55:17,960 - INFO - Training: cls_zice: 52.86985361775273; reg_zipnll: 190.58408821027507; aux_mae_loss_1: 110.76247876223684; aux_mae_loss_2: 16.58817860215979; aux_mae_loss_4: 2.5780496882289112; cnt_loss: 12.971869036287146; 2025-08-13 08:55:17,962 - INFO - Evaluation: Curr mae: 65.7619; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 462.8258; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2073; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 08:55:17,962 - INFO - Epoch: 0698 / 1300 lr: 9.919e-05 2025-08-13 08:56:57,739 - INFO - Training: cls_zice: 58.195636344752764; reg_zipnll: 198.88867139938864; aux_mae_loss_1: 113.38712094804622; aux_mae_loss_2: 16.8591899779891; aux_mae_loss_4: 2.6155938959673315; cnt_loss: 14.29152551929258; 2025-08-13 08:56:57,741 - INFO - Evaluation: Curr mae: 68.7099; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 518.3275; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3102; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 08:56:57,741 - INFO - Epoch: 0699 / 1300 lr: 9.914e-05 2025-08-13 08:58:36,821 - INFO - Training: cls_zice: 55.44293507795714; reg_zipnll: 194.4954311008012; aux_mae_loss_1: 111.42907920778563; aux_mae_loss_2: 16.754115514093314; aux_mae_loss_4: 2.621009640031731; cnt_loss: 14.616676748871496; 2025-08-13 08:58:36,822 - INFO - Evaluation: Curr mae: 62.2368; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 445.9250; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1488; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 08:58:36,823 - INFO - Epoch: 0700 / 1300 lr: 9.910e-05 2025-08-13 09:00:14,437 - INFO - Training: cls_zice: 55.648368706471814; reg_zipnll: 192.6681812943407; aux_mae_loss_1: 113.11388734557634; aux_mae_loss_2: 16.910143645686173; aux_mae_loss_4: 2.6500544446905963; cnt_loss: 14.817872275730025; 2025-08-13 09:00:14,439 - INFO - Evaluation: Curr mae: 57.7478; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 469.8978; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1715; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 09:00:16,193 - INFO - Epoch: 0701 / 1300 lr: 9.905e-05 2025-08-13 09:01:54,960 - INFO - Training: cls_zice: 55.15713372351578; reg_zipnll: 194.8800489234434; aux_mae_loss_1: 111.85228649325727; aux_mae_loss_2: 16.681378865303294; aux_mae_loss_4: 2.582701331392352; cnt_loss: 13.749808727315887; 2025-08-13 09:01:54,961 - INFO - Evaluation: Curr mae: 57.6309; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 287.4492; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1902; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 09:01:54,961 - INFO - Epoch: 0702 / 1300 lr: 9.900e-05 2025-08-13 09:03:33,383 - INFO - Training: cls_zice: 54.792370388815826; reg_zipnll: 190.782969732211; aux_mae_loss_1: 109.80829992269796; aux_mae_loss_2: 16.500672785972263; aux_mae_loss_4: 2.561599141144814; cnt_loss: 13.636938597978235; 2025-08-13 09:03:33,384 - INFO - Evaluation: Curr mae: 60.8139; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 453.0585; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1354; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 09:03:33,384 - INFO - Epoch: 0703 / 1300 lr: 9.895e-05 2025-08-13 09:05:12,287 - INFO - Training: cls_zice: 55.11584873417043; reg_zipnll: 195.6938429785878; aux_mae_loss_1: 109.92914979929789; aux_mae_loss_2: 16.419822821580354; aux_mae_loss_4: 2.547989274205156; cnt_loss: 13.750765532638235; 2025-08-13 09:05:12,289 - INFO - Evaluation: Curr mae: 82.7403; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 560.8763; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2159; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 09:05:12,289 - INFO - Epoch: 0704 / 1300 lr: 9.890e-05 2025-08-13 09:06:51,323 - INFO - Training: cls_zice: 54.361856212307984; reg_zipnll: 198.33996229980784; aux_mae_loss_1: 110.4770659615877; aux_mae_loss_2: 16.61367457813959; aux_mae_loss_4: 2.597608933258792; cnt_loss: 14.100434827620695; 2025-08-13 09:06:51,324 - INFO - Evaluation: Curr mae: 71.1957; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 551.0848; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1508; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 09:06:51,325 - INFO - Epoch: 0705 / 1300 lr: 9.885e-05 2025-08-13 09:08:29,325 - INFO - Training: cls_zice: 57.36789863474265; reg_zipnll: 196.54180559094584; aux_mae_loss_1: 114.46286639333691; aux_mae_loss_2: 17.26391135205953; aux_mae_loss_4: 2.7355520699201943; cnt_loss: 15.28741336113996; 2025-08-13 09:08:29,326 - INFO - Evaluation: Curr mae: 65.3573; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 522.2162; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2942; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 09:08:29,327 - INFO - Epoch: 0706 / 1300 lr: 9.880e-05 2025-08-13 09:10:08,050 - INFO - Training: cls_zice: 55.20971992588901; reg_zipnll: 210.3054493705534; aux_mae_loss_1: 113.32943193587668; aux_mae_loss_2: 17.27171793204653; aux_mae_loss_4: 2.734753730517733; cnt_loss: 16.26100171991363; 2025-08-13 09:10:08,052 - INFO - Evaluation: Curr mae: 65.6153; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 580.4252; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1679; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 09:10:08,052 - INFO - Epoch: 0707 / 1300 lr: 9.874e-05 2025-08-13 09:11:45,598 - INFO - Training: cls_zice: 53.01174355905436; reg_zipnll: 195.8215433037373; aux_mae_loss_1: 109.53147257140486; aux_mae_loss_2: 16.339391993986; aux_mae_loss_4: 2.527453447062436; cnt_loss: 13.311333811681497; 2025-08-13 09:11:45,600 - INFO - Evaluation: Curr mae: 68.0668; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 518.3737; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1546; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 09:11:45,600 - INFO - Epoch: 0708 / 1300 lr: 9.869e-05 2025-08-13 09:13:24,344 - INFO - Training: cls_zice: 56.34142535760194; reg_zipnll: 196.06333789482215; aux_mae_loss_1: 112.79907399155486; aux_mae_loss_2: 16.931402020098925; aux_mae_loss_4: 2.6492431339996947; cnt_loss: 14.759118928394464; 2025-08-13 09:13:24,346 - INFO - Evaluation: Curr mae: 64.5793; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 477.8454; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2606; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 09:13:24,346 - INFO - Epoch: 0709 / 1300 lr: 9.863e-05 2025-08-13 09:15:02,574 - INFO - Training: cls_zice: 54.71625292393113; reg_zipnll: 187.37794861879325; aux_mae_loss_1: 112.77464389065544; aux_mae_loss_2: 17.07530904612995; aux_mae_loss_4: 2.6902089124320407; cnt_loss: 15.16867880281875; 2025-08-13 09:15:02,576 - INFO - Evaluation: Curr mae: 72.5865; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 520.0083; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2640; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 09:15:02,576 - INFO - Epoch: 0710 / 1300 lr: 9.858e-05 2025-08-13 09:16:40,826 - INFO - Training: cls_zice: 53.63538934072063; reg_zipnll: 189.80381599857753; aux_mae_loss_1: 111.02281762640396; aux_mae_loss_2: 16.69419381796241; aux_mae_loss_4: 2.6237579342025716; cnt_loss: 14.753658032356007; 2025-08-13 09:16:40,828 - INFO - Evaluation: Curr mae: 64.6770; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 542.8452; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1304; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 09:16:40,828 - INFO - Epoch: 0711 / 1300 lr: 9.852e-05 2025-08-13 09:18:20,004 - INFO - Training: cls_zice: 54.67275079747705; reg_zipnll: 193.6592244734188; aux_mae_loss_1: 111.93527878954968; aux_mae_loss_2: 16.793173892945433; aux_mae_loss_4: 2.6147435093753444; cnt_loss: 14.601373673098253; 2025-08-13 09:18:20,006 - INFO - Evaluation: Curr mae: 67.4064; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 528.4572; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1945; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 09:18:20,006 - INFO - Epoch: 0712 / 1300 lr: 9.846e-05 2025-08-13 09:19:59,390 - INFO - Training: cls_zice: 54.74213832907934; reg_zipnll: 193.44417479841138; aux_mae_loss_1: 110.5340509978542; aux_mae_loss_2: 16.477190664310996; aux_mae_loss_4: 2.5400893237719497; cnt_loss: 13.132230087080467; 2025-08-13 09:19:59,391 - INFO - Evaluation: Curr mae: 57.7094; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 411.2004; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3120; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 09:19:59,391 - INFO - Epoch: 0713 / 1300 lr: 9.840e-05 2025-08-13 09:21:38,180 - INFO - Training: cls_zice: 56.33601967542214; reg_zipnll: 187.75071741805286; aux_mae_loss_1: 113.24944480954835; aux_mae_loss_2: 16.992883555380423; aux_mae_loss_4: 2.653218457815273; cnt_loss: 13.540515806803667; 2025-08-13 09:21:38,182 - INFO - Evaluation: Curr mae: 69.0190; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 478.0747; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2888; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 09:21:38,182 - INFO - Epoch: 0714 / 1300 lr: 9.833e-05 2025-08-13 09:23:17,178 - INFO - Training: cls_zice: 54.52901027139018; reg_zipnll: 199.88005897992682; aux_mae_loss_1: 112.94959686102781; aux_mae_loss_2: 16.89325242790281; aux_mae_loss_4: 2.622679713146239; cnt_loss: 13.779197018832964; 2025-08-13 09:23:17,179 - INFO - Evaluation: Curr mae: 62.9570; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 532.4222; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1413; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 09:23:17,179 - INFO - Epoch: 0715 / 1300 lr: 9.827e-05 2025-08-13 09:24:55,231 - INFO - Training: cls_zice: 56.327197506372606; reg_zipnll: 193.8110154061207; aux_mae_loss_1: 112.21264366993255; aux_mae_loss_2: 16.623380786655495; aux_mae_loss_4: 2.5411728360046153; cnt_loss: 12.722772870088297; 2025-08-13 09:24:55,232 - INFO - Evaluation: Curr mae: 63.5608; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 476.0045; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1587; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 09:24:55,232 - INFO - Epoch: 0716 / 1300 lr: 9.821e-05 2025-08-13 09:26:34,056 - INFO - Training: cls_zice: 55.961337525502884; reg_zipnll: 190.42769772840956; aux_mae_loss_1: 111.7905319723801; aux_mae_loss_2: 16.73371420176293; aux_mae_loss_4: 2.6057581546833704; cnt_loss: 14.403353168602774; 2025-08-13 09:26:34,058 - INFO - Evaluation: Curr mae: 60.1830; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 517.2852; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1310; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 09:26:34,058 - INFO - Epoch: 0717 / 1300 lr: 9.814e-05 2025-08-13 09:28:12,436 - INFO - Training: cls_zice: 52.675326665102055; reg_zipnll: 194.34376302292537; aux_mae_loss_1: 109.38583931518397; aux_mae_loss_2: 16.378399911453915; aux_mae_loss_4: 2.548666560711162; cnt_loss: 14.013864960033054; 2025-08-13 09:28:12,437 - INFO - Evaluation: Curr mae: 54.2247; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 350.5728; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1435; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 09:28:12,438 - INFO - Epoch: 0718 / 1300 lr: 9.808e-05 2025-08-13 09:29:51,405 - INFO - Training: cls_zice: 56.56088271786897; reg_zipnll: 192.18068920616014; aux_mae_loss_1: 113.03886194400738; aux_mae_loss_2: 16.97615965227848; aux_mae_loss_4: 2.6573091135539864; cnt_loss: 14.318975360963522; 2025-08-13 09:29:51,406 - INFO - Evaluation: Curr mae: 64.1932; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 500.3201; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1459; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 09:29:51,406 - INFO - Epoch: 0719 / 1300 lr: 9.801e-05 2025-08-13 09:31:31,218 - INFO - Training: cls_zice: 54.12930790287057; reg_zipnll: 188.23248066448613; aux_mae_loss_1: 111.02896391763173; aux_mae_loss_2: 16.646356511545058; aux_mae_loss_4: 2.5879896432544394; cnt_loss: 13.789634948830985; 2025-08-13 09:31:31,220 - INFO - Evaluation: Curr mae: 64.2990; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 528.2673; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2110; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 09:31:31,220 - INFO - Epoch: 0720 / 1300 lr: 9.794e-05 2025-08-13 09:33:09,857 - INFO - Training: cls_zice: 54.93586395562155; reg_zipnll: 193.8502777462447; aux_mae_loss_1: 113.32239410871098; aux_mae_loss_2: 17.04790200304556; aux_mae_loss_4: 2.6734713519753406; cnt_loss: 14.507672639922802; 2025-08-13 09:33:09,858 - INFO - Evaluation: Curr mae: 58.9611; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 416.4167; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1708; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 09:33:09,858 - INFO - Epoch: 0721 / 1300 lr: 9.787e-05 2025-08-13 09:34:47,946 - INFO - Training: cls_zice: 54.128824009227266; reg_zipnll: 191.28185912576004; aux_mae_loss_1: 109.50988026694958; aux_mae_loss_2: 16.40049496898308; aux_mae_loss_4: 2.5456945793487726; cnt_loss: 13.508038095765984; 2025-08-13 09:34:47,948 - INFO - Evaluation: Curr mae: 59.3672; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 512.4924; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1293; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 09:34:47,948 - INFO - Epoch: 0722 / 1300 lr: 9.780e-05 2025-08-13 09:36:26,202 - INFO - Training: cls_zice: 58.01158920742552; reg_zipnll: 188.08279087488327; aux_mae_loss_1: 114.12442461322696; aux_mae_loss_2: 17.01244753491909; aux_mae_loss_4: 2.6328420544038393; cnt_loss: 13.357540819056544; 2025-08-13 09:36:26,204 - INFO - Evaluation: Curr mae: 65.0568; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 513.3401; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1941; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 09:36:26,204 - INFO - Epoch: 0723 / 1300 lr: 9.773e-05 2025-08-13 09:38:04,199 - INFO - Training: cls_zice: 54.08093886816716; reg_zipnll: 195.4199948690851; aux_mae_loss_1: 111.06763481787361; aux_mae_loss_2: 16.6662917627467; aux_mae_loss_4: 2.601412780716977; cnt_loss: 14.169147462035818; 2025-08-13 09:38:04,201 - INFO - Evaluation: Curr mae: 57.8656; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 403.2063; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1588; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 09:38:04,202 - INFO - Epoch: 0724 / 1300 lr: 9.765e-05 2025-08-13 09:39:42,925 - INFO - Training: cls_zice: 55.2495911282255; reg_zipnll: 195.0574889489495; aux_mae_loss_1: 112.66219365137096; aux_mae_loss_2: 16.905976277697057; aux_mae_loss_4: 2.625723647580968; cnt_loss: 13.746302021193321; 2025-08-13 09:39:42,927 - INFO - Evaluation: Curr mae: 86.7239; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 575.3734; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1991; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 09:39:42,927 - INFO - Epoch: 0725 / 1300 lr: 9.758e-05 2025-08-13 09:41:22,352 - INFO - Training: cls_zice: 52.53619154897018; reg_zipnll: 193.79963282018824; aux_mae_loss_1: 110.4945326121117; aux_mae_loss_2: 16.729119097359078; aux_mae_loss_4: 2.6273989111261686; cnt_loss: 14.04059491212693; 2025-08-13 09:41:22,354 - INFO - Evaluation: Curr mae: 69.1477; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 566.4803; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1638; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 09:41:22,354 - INFO - Epoch: 0726 / 1300 lr: 9.750e-05 2025-08-13 09:43:00,278 - INFO - Training: cls_zice: 50.96992145624289; reg_zipnll: 196.0461341151848; aux_mae_loss_1: 108.94548268551078; aux_mae_loss_2: 16.35679303588475; aux_mae_loss_4: 2.5332642441237185; cnt_loss: 12.472682780655614; 2025-08-13 09:43:00,280 - INFO - Evaluation: Curr mae: 66.1613; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 523.3740; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3727; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 09:43:00,280 - INFO - Epoch: 0727 / 1300 lr: 9.742e-05 2025-08-13 09:44:38,485 - INFO - Training: cls_zice: 54.8912046452108; reg_zipnll: 186.81475978155063; aux_mae_loss_1: 112.96696964940558; aux_mae_loss_2: 16.94116144253846; aux_mae_loss_4: 2.635770249795791; cnt_loss: 13.781275810956343; 2025-08-13 09:44:38,487 - INFO - Evaluation: Curr mae: 71.2609; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 507.6743; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2818; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 09:44:38,487 - INFO - Epoch: 0728 / 1300 lr: 9.735e-05 2025-08-13 09:46:17,630 - INFO - Training: cls_zice: 50.56941735273308; reg_zipnll: 194.5512969598059; aux_mae_loss_1: 109.53851401468782; aux_mae_loss_2: 16.455453037296284; aux_mae_loss_4: 2.54561765580067; cnt_loss: 13.050939467081987; 2025-08-13 09:46:17,632 - INFO - Evaluation: Curr mae: 67.1291; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 385.7845; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3399; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 09:46:17,632 - INFO - Epoch: 0729 / 1300 lr: 9.727e-05 2025-08-13 09:47:56,321 - INFO - Training: cls_zice: 52.470597686413626; reg_zipnll: 193.80692744806677; aux_mae_loss_1: 110.67231150335395; aux_mae_loss_2: 16.63417768110653; aux_mae_loss_4: 2.5714052645513514; cnt_loss: 12.2815064820042; 2025-08-13 09:47:56,323 - INFO - Evaluation: Curr mae: 57.0722; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 395.2141; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1629; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 09:47:56,323 - INFO - Epoch: 0730 / 1300 lr: 9.719e-05 2025-08-13 09:49:35,240 - INFO - Training: cls_zice: 54.396035667556724; reg_zipnll: 197.7152434498608; aux_mae_loss_1: 112.05890988445528; aux_mae_loss_2: 16.780319625736816; aux_mae_loss_4: 2.5904717938759028; cnt_loss: 13.03999100031767; 2025-08-13 09:49:35,242 - INFO - Evaluation: Curr mae: 71.3315; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 498.7771; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2550; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 09:49:35,242 - INFO - Epoch: 0731 / 1300 lr: 9.711e-05 2025-08-13 09:51:13,754 - INFO - Training: cls_zice: 55.15435080609468; reg_zipnll: 190.2261594120212; aux_mae_loss_1: 112.19491005434169; aux_mae_loss_2: 16.82059171818829; aux_mae_loss_4: 2.613151260390686; cnt_loss: 13.445611416220972; 2025-08-13 09:51:13,756 - INFO - Evaluation: Curr mae: 99.1628; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 533.5462; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3421; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 09:51:13,756 - INFO - Epoch: 0732 / 1300 lr: 9.702e-05 2025-08-13 09:52:52,614 - INFO - Training: cls_zice: 54.211400014728994; reg_zipnll: 193.55429766539743; aux_mae_loss_1: 111.36390372229725; aux_mae_loss_2: 16.611986033407767; aux_mae_loss_4: 2.5830594449852304; cnt_loss: 13.403343307021958; 2025-08-13 09:52:52,615 - INFO - Evaluation: Curr mae: 124.7550; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 702.4098; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 1.0502; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 09:52:52,615 - INFO - Epoch: 0733 / 1300 lr: 9.694e-05 2025-08-13 09:54:31,259 - INFO - Training: cls_zice: 52.649131736098035; reg_zipnll: 192.8057171152306; aux_mae_loss_1: 109.71451932421687; aux_mae_loss_2: 16.39847097053626; aux_mae_loss_4: 2.5256360285846005; cnt_loss: 12.86865921621151; 2025-08-13 09:54:31,261 - INFO - Evaluation: Curr mae: 102.8794; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 538.5554; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.9573; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 09:54:31,262 - INFO - Epoch: 0734 / 1300 lr: 9.686e-05 2025-08-13 09:56:10,217 - INFO - Training: cls_zice: 56.60839324737576; reg_zipnll: 194.01088493464846; aux_mae_loss_1: 112.60997383882577; aux_mae_loss_2: 16.77951471603315; aux_mae_loss_4: 2.583322179807795; cnt_loss: 13.697512419487333; 2025-08-13 09:56:10,218 - INFO - Evaluation: Curr mae: 102.3406; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 597.4206; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.7845; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 09:56:10,218 - INFO - Epoch: 0735 / 1300 lr: 9.677e-05 2025-08-13 09:57:49,310 - INFO - Training: cls_zice: 53.24508918772013; reg_zipnll: 192.82048939800507; aux_mae_loss_1: 110.8616890649869; aux_mae_loss_2: 16.563546607304353; aux_mae_loss_4: 2.5608388711063905; cnt_loss: 13.320713671743103; 2025-08-13 09:57:49,311 - INFO - Evaluation: Curr mae: 75.7772; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 465.0295; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1913; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 09:57:49,311 - INFO - Epoch: 0736 / 1300 lr: 9.668e-05 2025-08-13 09:59:28,428 - INFO - Training: cls_zice: 52.38071817987069; reg_zipnll: 189.35780394291817; aux_mae_loss_1: 110.62636006705866; aux_mae_loss_2: 16.556333540644314; aux_mae_loss_4: 2.557932532538485; cnt_loss: 13.94564753157927; 2025-08-13 09:59:28,429 - INFO - Evaluation: Curr mae: 75.4849; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 524.7251; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2634; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 09:59:28,430 - INFO - Epoch: 0737 / 1300 lr: 9.660e-05 2025-08-13 10:01:06,668 - INFO - Training: cls_zice: 54.7751788423423; reg_zipnll: 192.2320039548114; aux_mae_loss_1: 111.22970912511674; aux_mae_loss_2: 16.693750993145155; aux_mae_loss_4: 2.625374931449449; cnt_loss: 15.570538266458977; 2025-08-13 10:01:06,670 - INFO - Evaluation: Curr mae: 104.7538; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 552.1426; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.8535; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 10:01:06,670 - INFO - Epoch: 0738 / 1300 lr: 9.651e-05 2025-08-13 10:02:45,604 - INFO - Training: cls_zice: 52.75789302886299; reg_zipnll: 194.2722271524542; aux_mae_loss_1: 110.85400088587274; aux_mae_loss_2: 16.60130628767234; aux_mae_loss_4: 2.5595355969315015; cnt_loss: 12.779160379444113; 2025-08-13 10:02:45,605 - INFO - Evaluation: Curr mae: 62.4100; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 419.2925; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1521; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 10:02:45,605 - INFO - Epoch: 0739 / 1300 lr: 9.642e-05 2025-08-13 10:04:24,736 - INFO - Training: cls_zice: 55.27944041187169; reg_zipnll: 194.0192030977774; aux_mae_loss_1: 111.75203059081247; aux_mae_loss_2: 16.69718699222359; aux_mae_loss_4: 2.595799916584265; cnt_loss: 13.854803000440327; 2025-08-13 10:04:24,738 - INFO - Evaluation: Curr mae: 72.8660; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 435.2931; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3455; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 10:04:24,738 - INFO - Epoch: 0740 / 1300 lr: 9.632e-05 2025-08-13 10:06:02,957 - INFO - Training: cls_zice: 52.02575353983129; reg_zipnll: 187.63903698271528; aux_mae_loss_1: 110.02727068236678; aux_mae_loss_2: 16.495154180379636; aux_mae_loss_4: 2.569310135890402; cnt_loss: 13.77805409180168; 2025-08-13 10:06:02,959 - INFO - Evaluation: Curr mae: 77.6591; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 380.7309; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2336; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 10:06:02,959 - INFO - Epoch: 0741 / 1300 lr: 9.623e-05 2025-08-13 10:07:42,208 - INFO - Training: cls_zice: 54.32009983694798; reg_zipnll: 194.48466224964602; aux_mae_loss_1: 109.56334731879149; aux_mae_loss_2: 16.314318753759782; aux_mae_loss_4: 2.5097200960916846; cnt_loss: 13.223000051429768; 2025-08-13 10:07:42,209 - INFO - Evaluation: Curr mae: 71.8150; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 328.3517; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3657; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 10:07:42,209 - INFO - Epoch: 0742 / 1300 lr: 9.614e-05 2025-08-13 10:09:19,947 - INFO - Training: cls_zice: 60.15820121451025; reg_zipnll: 199.42915223619318; aux_mae_loss_1: 117.27077913161722; aux_mae_loss_2: 17.954129381474; aux_mae_loss_4: 2.882696365482703; cnt_loss: 17.56795276529072; 2025-08-13 10:09:19,948 - INFO - Evaluation: Curr mae: 93.3536; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 501.6215; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3350; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 10:09:19,948 - INFO - Epoch: 0743 / 1300 lr: 9.604e-05 2025-08-13 10:10:57,914 - INFO - Training: cls_zice: 53.57646840381745; reg_zipnll: 188.08552508121284; aux_mae_loss_1: 111.4255049639312; aux_mae_loss_2: 16.763864676566236; aux_mae_loss_4: 2.619265221997827; cnt_loss: 13.576152006580774; 2025-08-13 10:10:57,916 - INFO - Evaluation: Curr mae: 80.3473; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 597.5625; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3862; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 10:10:57,916 - INFO - Epoch: 0744 / 1300 lr: 9.595e-05 2025-08-13 10:12:35,676 - INFO - Training: cls_zice: 56.398535345467934; reg_zipnll: 193.69495359239357; aux_mae_loss_1: 112.43114225784733; aux_mae_loss_2: 16.74047695701717; aux_mae_loss_4: 2.5684241359828373; cnt_loss: 12.026107760045706; 2025-08-13 10:12:35,678 - INFO - Evaluation: Curr mae: 79.2066; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 583.9733; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3350; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 10:12:35,678 - INFO - Epoch: 0745 / 1300 lr: 9.585e-05 2025-08-13 10:14:14,045 - INFO - Training: cls_zice: 55.55605990353464; reg_zipnll: 200.72817134121695; aux_mae_loss_1: 111.51971266386136; aux_mae_loss_2: 16.53515143811243; aux_mae_loss_4: 2.5415227598580112; cnt_loss: 12.411658344967506; 2025-08-13 10:14:14,046 - INFO - Evaluation: Curr mae: 58.0585; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 450.0073; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1542; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 10:14:14,047 - INFO - Epoch: 0746 / 1300 lr: 9.575e-05 2025-08-13 10:15:53,804 - INFO - Training: cls_zice: 50.89403061097569; reg_zipnll: 203.22458943854875; aux_mae_loss_1: 107.45555127004118; aux_mae_loss_2: 15.919277254903838; aux_mae_loss_4: 2.431759704048039; cnt_loss: 12.042279614887384; 2025-08-13 10:15:53,806 - INFO - Evaluation: Curr mae: 64.1524; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 431.8481; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2656; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 10:15:53,806 - INFO - Epoch: 0747 / 1300 lr: 9.565e-05 2025-08-13 10:17:32,596 - INFO - Training: cls_zice: 53.08737271380608; reg_zipnll: 197.24256273284362; aux_mae_loss_1: 107.96684998656913; aux_mae_loss_2: 15.98548143075487; aux_mae_loss_4: 2.4451640389265927; cnt_loss: 11.773927649526179; 2025-08-13 10:17:32,597 - INFO - Evaluation: Curr mae: 63.5909; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 453.0433; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1592; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 10:17:32,597 - INFO - Epoch: 0748 / 1300 lr: 9.555e-05 2025-08-13 10:19:11,338 - INFO - Training: cls_zice: 51.46884256118674; reg_zipnll: 189.89381563877998; aux_mae_loss_1: 107.93391615075747; aux_mae_loss_2: 16.097471701148848; aux_mae_loss_4: 2.4696915595574365; cnt_loss: 11.427710432319838; 2025-08-13 10:19:11,339 - INFO - Evaluation: Curr mae: 63.8723; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 493.5793; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2844; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 10:19:11,339 - INFO - Epoch: 0749 / 1300 lr: 9.545e-05 2025-08-13 10:20:51,136 - INFO - Training: cls_zice: 55.37522603533109; reg_zipnll: 183.71167951255347; aux_mae_loss_1: 110.51318786444578; aux_mae_loss_2: 16.513963643566807; aux_mae_loss_4: 2.5657628848191094; cnt_loss: 13.554150712214277; 2025-08-13 10:20:51,138 - INFO - Evaluation: Curr mae: 70.6147; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 540.1820; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1688; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 10:20:51,138 - INFO - Epoch: 0750 / 1300 lr: 9.535e-05 2025-08-13 10:22:30,337 - INFO - Training: cls_zice: 53.00569988143628; reg_zipnll: 190.351493433386; aux_mae_loss_1: 109.64415399703391; aux_mae_loss_2: 16.541660075322522; aux_mae_loss_4: 2.5989029638871437; cnt_loss: 14.81051532069944; 2025-08-13 10:22:30,338 - INFO - Evaluation: Curr mae: 73.1585; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 367.8184; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.8274; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 10:22:32,109 - INFO - Epoch: 0751 / 1300 lr: 9.525e-05 2025-08-13 10:24:11,638 - INFO - Training: cls_zice: 55.45195527524139; reg_zipnll: 190.33912206125137; aux_mae_loss_1: 111.07143756111361; aux_mae_loss_2: 16.54678698309283; aux_mae_loss_4: 2.569111700382821; cnt_loss: 14.02392185469826; 2025-08-13 10:24:11,640 - INFO - Evaluation: Curr mae: 57.4268; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 430.1358; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3229; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 10:24:11,640 - INFO - Epoch: 0752 / 1300 lr: 9.514e-05 2025-08-13 10:25:50,569 - INFO - Training: cls_zice: 56.191542437917775; reg_zipnll: 186.84721631930236; aux_mae_loss_1: 113.24002814599358; aux_mae_loss_2: 16.94124967396106; aux_mae_loss_4: 2.641468667125947; cnt_loss: 15.049244844208646; 2025-08-13 10:25:50,571 - INFO - Evaluation: Curr mae: 62.0953; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 391.2364; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2871; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 10:25:50,571 - INFO - Epoch: 0753 / 1300 lr: 9.504e-05 2025-08-13 10:27:29,743 - INFO - Training: cls_zice: 53.664359467195055; reg_zipnll: 198.21398133422537; aux_mae_loss_1: 109.7930868879382; aux_mae_loss_2: 16.306612790090565; aux_mae_loss_4: 2.509456618279602; cnt_loss: 12.814304334645406; 2025-08-13 10:27:29,744 - INFO - Evaluation: Curr mae: 65.4456; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 561.3050; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1598; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 10:27:29,745 - INFO - Epoch: 0754 / 1300 lr: 9.493e-05 2025-08-13 10:29:07,823 - INFO - Training: cls_zice: 52.00652896825483; reg_zipnll: 190.3434218085517; aux_mae_loss_1: 109.85175214144748; aux_mae_loss_2: 16.321443228611297; aux_mae_loss_4: 2.5136227385550356; cnt_loss: 13.083421473944401; 2025-08-13 10:29:07,825 - INFO - Evaluation: Curr mae: 55.4489; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 446.7027; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1318; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 10:29:07,825 - INFO - Epoch: 0755 / 1300 lr: 9.482e-05 2025-08-13 10:30:45,895 - INFO - Training: cls_zice: 54.31981047987938; reg_zipnll: 190.729868503953; aux_mae_loss_1: 111.59076107682176; aux_mae_loss_2: 16.697442019200263; aux_mae_loss_4: 2.5840433681225714; cnt_loss: 13.15421656072906; 2025-08-13 10:30:45,897 - INFO - Evaluation: Curr mae: 67.7415; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 457.2654; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1635; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 10:30:45,897 - INFO - Epoch: 0756 / 1300 lr: 9.471e-05 2025-08-13 10:32:24,670 - INFO - Training: cls_zice: 51.99325560661545; reg_zipnll: 193.30820521965126; aux_mae_loss_1: 110.22548164867803; aux_mae_loss_2: 16.48459235745408; aux_mae_loss_4: 2.552743908218982; cnt_loss: 13.69248658004947; 2025-08-13 10:32:24,671 - INFO - Evaluation: Curr mae: 57.7008; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 358.6011; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1510; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 10:32:24,671 - INFO - Epoch: 0757 / 1300 lr: 9.460e-05 2025-08-13 10:34:03,284 - INFO - Training: cls_zice: 51.07346478146728; reg_zipnll: 197.55909383817934; aux_mae_loss_1: 106.98242179654864; aux_mae_loss_2: 15.87470004000823; aux_mae_loss_4: 2.437682191786239; cnt_loss: 12.611590876983799; 2025-08-13 10:34:03,286 - INFO - Evaluation: Curr mae: 57.4903; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 454.8264; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1427; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 10:34:03,286 - INFO - Epoch: 0758 / 1300 lr: 9.449e-05 2025-08-13 10:35:40,999 - INFO - Training: cls_zice: 52.63012867396013; reg_zipnll: 187.59425289281535; aux_mae_loss_1: 109.04361866065959; aux_mae_loss_2: 16.312128890755858; aux_mae_loss_4: 2.505600193778776; cnt_loss: 13.528152332820746; 2025-08-13 10:35:41,000 - INFO - Evaluation: Curr mae: 58.9330; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 415.0822; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1556; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 10:35:41,000 - INFO - Epoch: 0759 / 1300 lr: 9.438e-05 2025-08-13 10:37:19,884 - INFO - Training: cls_zice: 52.9826352045438; reg_zipnll: 192.40939077558738; aux_mae_loss_1: 109.61353794284223; aux_mae_loss_2: 16.22710648600424; aux_mae_loss_4: 2.4848728599768983; cnt_loss: 13.03700169193101; 2025-08-13 10:37:19,885 - INFO - Evaluation: Curr mae: 78.7940; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 473.5570; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2224; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 10:37:19,885 - INFO - Epoch: 0760 / 1300 lr: 9.427e-05 2025-08-13 10:38:58,606 - INFO - Training: cls_zice: 53.23414998216157; reg_zipnll: 193.4472974174127; aux_mae_loss_1: 108.21855571030957; aux_mae_loss_2: 16.059944340379808; aux_mae_loss_4: 2.46622371934067; cnt_loss: 12.447366054689363; 2025-08-13 10:38:58,607 - INFO - Evaluation: Curr mae: 62.3135; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 470.9950; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1582; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 10:38:58,607 - INFO - Epoch: 0761 / 1300 lr: 9.416e-05 2025-08-13 10:40:37,710 - INFO - Training: cls_zice: 56.33186857111197; reg_zipnll: 189.12187276217503; aux_mae_loss_1: 111.02664864155199; aux_mae_loss_2: 16.48658153146582; aux_mae_loss_4: 2.5460628880173504; cnt_loss: 13.899016202262251; 2025-08-13 10:40:37,711 - INFO - Evaluation: Curr mae: 64.6586; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 427.6980; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1797; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 10:40:37,711 - INFO - Epoch: 0762 / 1300 lr: 9.404e-05 2025-08-13 10:42:16,474 - INFO - Training: cls_zice: 53.539192638161246; reg_zipnll: 192.01598163987185; aux_mae_loss_1: 110.12579579586235; aux_mae_loss_2: 16.438582049543875; aux_mae_loss_4: 2.532991582906032; cnt_loss: 13.30845013161245; 2025-08-13 10:42:16,475 - INFO - Evaluation: Curr mae: 62.5905; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 459.9585; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1545; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 10:42:16,475 - INFO - Epoch: 0763 / 1300 lr: 9.392e-05 2025-08-13 10:43:54,165 - INFO - Training: cls_zice: 54.73264807899385; reg_zipnll: 189.2134281737026; aux_mae_loss_1: 110.79737610804698; aux_mae_loss_2: 16.560641960497072; aux_mae_loss_4: 2.557834650832767; cnt_loss: 12.57470187521839; 2025-08-13 10:43:54,166 - INFO - Evaluation: Curr mae: 59.1588; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 381.7775; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1825; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 10:43:54,166 - INFO - Epoch: 0764 / 1300 lr: 9.381e-05 2025-08-13 10:45:33,218 - INFO - Training: cls_zice: 53.23535959265532; reg_zipnll: 193.11185867682215; aux_mae_loss_1: 107.63746261106358; aux_mae_loss_2: 15.900773237787359; aux_mae_loss_4: 2.4176129214561386; cnt_loss: 11.949774219628164; 2025-08-13 10:45:33,219 - INFO - Evaluation: Curr mae: 65.2296; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 502.8179; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1658; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 10:45:33,219 - INFO - Epoch: 0765 / 1300 lr: 9.369e-05 2025-08-13 10:47:11,417 - INFO - Training: cls_zice: 52.70512329145385; reg_zipnll: 193.2262942748082; aux_mae_loss_1: 108.374855183697; aux_mae_loss_2: 16.174927878195952; aux_mae_loss_4: 2.499662434074137; cnt_loss: 13.57465989516143; 2025-08-13 10:47:11,418 - INFO - Evaluation: Curr mae: 67.9997; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 477.4229; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2642; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 10:47:11,419 - INFO - Epoch: 0766 / 1300 lr: 9.357e-05 2025-08-13 10:48:50,526 - INFO - Training: cls_zice: 52.76304159771201; reg_zipnll: 196.30427235502816; aux_mae_loss_1: 110.95387888812773; aux_mae_loss_2: 16.548236124313277; aux_mae_loss_4: 2.546128575170561; cnt_loss: 12.263050213264622; 2025-08-13 10:48:50,528 - INFO - Evaluation: Curr mae: 68.3764; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 449.9528; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3932; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 10:48:50,528 - INFO - Epoch: 0767 / 1300 lr: 9.345e-05 2025-08-13 10:50:28,133 - INFO - Training: cls_zice: 56.46839955016243; reg_zipnll: 183.52836497093534; aux_mae_loss_1: 112.22767393509342; aux_mae_loss_2: 16.838775932635624; aux_mae_loss_4: 2.6212259101990254; cnt_loss: 14.116739384312863; 2025-08-13 10:50:28,134 - INFO - Evaluation: Curr mae: 67.0618; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 411.2987; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.5581; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 10:50:28,134 - INFO - Epoch: 0768 / 1300 lr: 9.333e-05 2025-08-13 10:52:06,233 - INFO - Training: cls_zice: 54.21446633369573; reg_zipnll: 199.56417262217073; aux_mae_loss_1: 110.34493186970296; aux_mae_loss_2: 16.352239586700204; aux_mae_loss_4: 2.5187473076474696; cnt_loss: 13.315628917480803; 2025-08-13 10:52:06,234 - INFO - Evaluation: Curr mae: 63.1734; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 483.4585; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3587; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 10:52:06,234 - INFO - Epoch: 0769 / 1300 lr: 9.321e-05 2025-08-13 10:53:44,239 - INFO - Training: cls_zice: 53.2715007310738; reg_zipnll: 194.51561651744694; aux_mae_loss_1: 108.97013610800619; aux_mae_loss_2: 16.260839653505457; aux_mae_loss_4: 2.50499050859314; cnt_loss: 11.935045775073966; 2025-08-13 10:53:44,240 - INFO - Evaluation: Curr mae: 55.6236; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 382.5121; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2292; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 10:53:44,241 - INFO - Epoch: 0770 / 1300 lr: 9.308e-05 2025-08-13 10:55:22,806 - INFO - Training: cls_zice: 51.5707628126316; reg_zipnll: 183.9695451241226; aux_mae_loss_1: 111.01006198726154; aux_mae_loss_2: 16.582033948604124; aux_mae_loss_4: 2.5637042294124712; cnt_loss: 13.223549320949074; 2025-08-13 10:55:22,808 - INFO - Evaluation: Curr mae: 63.6917; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 319.4575; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2589; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 10:55:22,808 - INFO - Epoch: 0771 / 1300 lr: 9.296e-05 2025-08-13 10:57:01,268 - INFO - Training: cls_zice: 53.37378151167022; reg_zipnll: 194.52897407463092; aux_mae_loss_1: 109.78022702861874; aux_mae_loss_2: 16.36570472643737; aux_mae_loss_4: 2.5255248676841853; cnt_loss: 13.4102596344862; 2025-08-13 10:57:01,269 - INFO - Evaluation: Curr mae: 59.3508; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 355.2861; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2435; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 10:57:01,269 - INFO - Epoch: 0772 / 1300 lr: 9.283e-05 2025-08-13 10:58:39,510 - INFO - Training: cls_zice: 58.395176789792764; reg_zipnll: 187.25527232349071; aux_mae_loss_1: 112.99693215965918; aux_mae_loss_2: 16.87653168062931; aux_mae_loss_4: 2.6134570513715474; cnt_loss: 13.85342221594102; 2025-08-13 10:58:39,511 - INFO - Evaluation: Curr mae: 67.7193; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 439.3866; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1794; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 10:58:39,512 - INFO - Epoch: 0773 / 1300 lr: 9.271e-05 2025-08-13 11:00:18,621 - INFO - Training: cls_zice: 54.71800962892052; reg_zipnll: 190.06254882616372; aux_mae_loss_1: 110.8775913439557; aux_mae_loss_2: 16.464855074576057; aux_mae_loss_4: 2.5398812504691146; cnt_loss: 13.273743887486985; 2025-08-13 11:00:18,622 - INFO - Evaluation: Curr mae: 58.6481; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 463.2288; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1706; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 11:00:18,622 - INFO - Epoch: 0774 / 1300 lr: 9.258e-05 2025-08-13 11:01:57,342 - INFO - Training: cls_zice: 52.869174961106026; reg_zipnll: 188.96242544767483; aux_mae_loss_1: 107.21244521741696; aux_mae_loss_2: 15.807867601169105; aux_mae_loss_4: 2.38888179190974; cnt_loss: 11.336846549590632; 2025-08-13 11:01:57,344 - INFO - Evaluation: Curr mae: 61.1714; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 455.4236; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1732; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 11:01:57,344 - INFO - Epoch: 0775 / 1300 lr: 9.245e-05 2025-08-13 11:03:35,376 - INFO - Training: cls_zice: 53.37893703388371; reg_zipnll: 190.65023800769012; aux_mae_loss_1: 108.41377275707177; aux_mae_loss_2: 16.105952775263848; aux_mae_loss_4: 2.4595468254965804; cnt_loss: 12.335207270166254; 2025-08-13 11:03:35,378 - INFO - Evaluation: Curr mae: 57.7205; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 430.5363; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1337; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 11:03:35,378 - INFO - Epoch: 0776 / 1300 lr: 9.232e-05 2025-08-13 11:05:13,313 - INFO - Training: cls_zice: 53.11887869077967; reg_zipnll: 188.93890092550635; aux_mae_loss_1: 109.39978393613526; aux_mae_loss_2: 16.32632926681048; aux_mae_loss_4: 2.517246643651114; cnt_loss: 13.414662480660759; 2025-08-13 11:05:13,314 - INFO - Evaluation: Curr mae: 62.2277; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 555.0121; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1923; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 11:05:13,314 - INFO - Epoch: 0777 / 1300 lr: 9.219e-05 2025-08-13 11:06:52,426 - INFO - Training: cls_zice: 54.89737647021031; reg_zipnll: 184.805918646962; aux_mae_loss_1: 110.88792327743569; aux_mae_loss_2: 16.566970776163213; aux_mae_loss_4: 2.5820624146486004; cnt_loss: 13.932909994321495; 2025-08-13 11:06:52,427 - INFO - Evaluation: Curr mae: 67.2414; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 436.6581; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1972; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 11:06:52,427 - INFO - Epoch: 0778 / 1300 lr: 9.206e-05 2025-08-13 11:08:30,439 - INFO - Training: cls_zice: 51.84915070205084; reg_zipnll: 181.65790154817478; aux_mae_loss_1: 108.97200889146113; aux_mae_loss_2: 16.30897348153867; aux_mae_loss_4: 2.52323039592385; cnt_loss: 13.274825368564969; 2025-08-13 11:08:30,440 - INFO - Evaluation: Curr mae: 73.0528; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 528.9536; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2509; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 11:08:30,440 - INFO - Epoch: 0779 / 1300 lr: 9.193e-05 2025-08-13 11:10:09,832 - INFO - Training: cls_zice: 50.35048759404982; reg_zipnll: 187.36676249467314; aux_mae_loss_1: 108.44503981779044; aux_mae_loss_2: 16.22811300711644; aux_mae_loss_4: 2.4941040125788025; cnt_loss: 12.842651865169751; 2025-08-13 11:10:09,833 - INFO - Evaluation: Curr mae: 68.3966; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 477.5135; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2806; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 11:10:09,833 - INFO - Epoch: 0780 / 1300 lr: 9.179e-05 2025-08-13 11:11:48,632 - INFO - Training: cls_zice: 53.1167787184752; reg_zipnll: 194.04540465484854; aux_mae_loss_1: 108.67822981493639; aux_mae_loss_2: 16.131247166189866; aux_mae_loss_4: 2.4721589886743796; cnt_loss: 12.692043978941165; 2025-08-13 11:11:48,633 - INFO - Evaluation: Curr mae: 65.9604; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 538.8996; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1710; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 11:11:48,633 - INFO - Epoch: 0781 / 1300 lr: 9.166e-05 2025-08-13 11:13:27,430 - INFO - Training: cls_zice: 52.398089616456495; reg_zipnll: 185.33426843265642; aux_mae_loss_1: 109.20519692487153; aux_mae_loss_2: 16.35359004162884; aux_mae_loss_4: 2.5156695016092385; cnt_loss: 12.519007090124802; 2025-08-13 11:13:27,431 - INFO - Evaluation: Curr mae: 72.2449; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 583.5574; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2519; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 11:13:27,431 - INFO - Epoch: 0782 / 1300 lr: 9.152e-05 2025-08-13 11:15:05,791 - INFO - Training: cls_zice: 52.97166633027531; reg_zipnll: 190.15036694249642; aux_mae_loss_1: 109.69317685301323; aux_mae_loss_2: 16.3320384154283; aux_mae_loss_4: 2.489811450702672; cnt_loss: 12.380498081675531; 2025-08-13 11:15:05,793 - INFO - Evaluation: Curr mae: 66.0462; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 415.4251; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2428; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 11:15:05,793 - INFO - Epoch: 0783 / 1300 lr: 9.139e-05 2025-08-13 11:16:44,367 - INFO - Training: cls_zice: 55.03083990288271; reg_zipnll: 187.27951846085966; aux_mae_loss_1: 110.59235474750744; aux_mae_loss_2: 16.533610136772488; aux_mae_loss_4: 2.562615008464509; cnt_loss: 12.944042775502242; 2025-08-13 11:16:44,368 - INFO - Evaluation: Curr mae: 57.1487; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 370.7565; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1571; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 11:16:44,369 - INFO - Epoch: 0784 / 1300 lr: 9.125e-05 2025-08-13 11:18:23,063 - INFO - Training: cls_zice: 53.34733033027012; reg_zipnll: 187.22032264572184; aux_mae_loss_1: 108.948374363328; aux_mae_loss_2: 16.173038421988792; aux_mae_loss_4: 2.5031408206356214; cnt_loss: 13.084921455934913; 2025-08-13 11:18:23,065 - INFO - Evaluation: Curr mae: 62.0435; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 388.1807; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2067; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 11:18:23,066 - INFO - Epoch: 0785 / 1300 lr: 9.111e-05 2025-08-13 11:20:03,497 - INFO - Training: cls_zice: 54.54033025723803; reg_zipnll: 194.7307534009448; aux_mae_loss_1: 108.63305323289416; aux_mae_loss_2: 16.116615693183057; aux_mae_loss_4: 2.491618379912217; cnt_loss: 12.990159029212894; 2025-08-13 11:20:03,498 - INFO - Evaluation: Curr mae: 58.7061; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 364.5902; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1835; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 11:20:03,498 - INFO - Epoch: 0786 / 1300 lr: 9.097e-05 2025-08-13 11:21:41,735 - INFO - Training: cls_zice: 51.68568983076471; reg_zipnll: 184.30467912531756; aux_mae_loss_1: 109.52475830460575; aux_mae_loss_2: 16.39063334403737; aux_mae_loss_4: 2.551942474124977; cnt_loss: 13.523245444947467; 2025-08-13 11:21:41,737 - INFO - Evaluation: Curr mae: 61.1033; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 335.1442; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3412; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 11:21:41,737 - INFO - Epoch: 0787 / 1300 lr: 9.083e-05 2025-08-13 11:23:20,885 - INFO - Training: cls_zice: 53.82364300100233; reg_zipnll: 193.49828674983243; aux_mae_loss_1: 109.81929739827055; aux_mae_loss_2: 16.312317216917297; aux_mae_loss_4: 2.506166742362829; cnt_loss: 13.209605259270166; 2025-08-13 11:23:20,887 - INFO - Evaluation: Curr mae: 60.5134; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 391.0538; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1731; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 11:23:20,887 - INFO - Epoch: 0788 / 1300 lr: 9.069e-05 2025-08-13 11:24:59,223 - INFO - Training: cls_zice: 52.34393331416162; reg_zipnll: 192.21096652700234; aux_mae_loss_1: 107.9479950608202; aux_mae_loss_2: 16.09718806455558; aux_mae_loss_4: 2.495991258817344; cnt_loss: 13.324055850659054; 2025-08-13 11:24:59,224 - INFO - Evaluation: Curr mae: 55.6234; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 314.8995; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1894; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 11:24:59,225 - INFO - Epoch: 0789 / 1300 lr: 9.055e-05 2025-08-13 11:26:37,967 - INFO - Training: cls_zice: 53.84134684583522; reg_zipnll: 194.9024914493904; aux_mae_loss_1: 107.92037851828843; aux_mae_loss_2: 15.8869000394424; aux_mae_loss_4: 2.413895338620502; cnt_loss: 11.362821770357902; 2025-08-13 11:26:37,968 - INFO - Evaluation: Curr mae: 56.8284; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 285.0605; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1851; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 11:26:37,968 - INFO - Epoch: 0790 / 1300 lr: 9.040e-05 2025-08-13 11:28:17,462 - INFO - Training: cls_zice: 52.55658411412742; reg_zipnll: 193.5646608936143; aux_mae_loss_1: 107.33841186072343; aux_mae_loss_2: 15.963173202499938; aux_mae_loss_4: 2.4492362556849776; cnt_loss: 12.763431751329673; 2025-08-13 11:28:17,463 - INFO - Evaluation: Curr mae: 54.2951; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 273.6406; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1820; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 11:28:17,463 - INFO - Epoch: 0791 / 1300 lr: 9.026e-05 2025-08-13 11:29:57,083 - INFO - Training: cls_zice: 53.06133541545249; reg_zipnll: 191.3562286886887; aux_mae_loss_1: 108.72829999163709; aux_mae_loss_2: 16.17127010356491; aux_mae_loss_4: 2.4833448158438225; cnt_loss: 12.751899527400196; 2025-08-13 11:29:57,084 - INFO - Evaluation: Curr mae: 67.7347; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 451.0758; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1892; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 11:29:57,084 - INFO - Epoch: 0792 / 1300 lr: 9.011e-05 2025-08-13 11:31:35,983 - INFO - Training: cls_zice: 54.433628407611025; reg_zipnll: 191.59287006015336; aux_mae_loss_1: 108.27457841809428; aux_mae_loss_2: 16.005263622744838; aux_mae_loss_4: 2.4464935117944653; cnt_loss: 11.738848492081797; 2025-08-13 11:31:35,984 - INFO - Evaluation: Curr mae: 80.9875; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 557.9651; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3987; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 11:31:35,984 - INFO - Epoch: 0793 / 1300 lr: 8.997e-05 2025-08-13 11:33:14,805 - INFO - Training: cls_zice: 51.85270266242536; reg_zipnll: 194.2201419820516; aux_mae_loss_1: 108.7954613604705; aux_mae_loss_2: 16.197922313734313; aux_mae_loss_4: 2.478827509598131; cnt_loss: 12.435497145113418; 2025-08-13 11:33:14,806 - INFO - Evaluation: Curr mae: 63.5366; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 445.9104; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1561; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 11:33:14,807 - INFO - Epoch: 0794 / 1300 lr: 8.982e-05 2025-08-13 11:34:53,181 - INFO - Training: cls_zice: 55.30148534453773; reg_zipnll: 187.84853783732515; aux_mae_loss_1: 110.96038511418438; aux_mae_loss_2: 16.5938322599259; aux_mae_loss_4: 2.5890803853466458; cnt_loss: 13.319731913679362; 2025-08-13 11:34:53,182 - INFO - Evaluation: Curr mae: 62.8212; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 299.1720; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1791; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 11:34:53,182 - INFO - Epoch: 0795 / 1300 lr: 8.967e-05 2025-08-13 11:36:32,224 - INFO - Training: cls_zice: 49.41373633882534; reg_zipnll: 182.0060484329655; aux_mae_loss_1: 105.29826994359034; aux_mae_loss_2: 15.738294471505368; aux_mae_loss_4: 2.440730405497367; cnt_loss: 12.86454981779991; 2025-08-13 11:36:32,226 - INFO - Evaluation: Curr mae: 69.1652; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 482.6551; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2884; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 11:36:32,226 - INFO - Epoch: 0796 / 1300 lr: 8.952e-05 2025-08-13 11:38:11,490 - INFO - Training: cls_zice: 52.534361756897525; reg_zipnll: 189.66129960989278; aux_mae_loss_1: 108.76458334248599; aux_mae_loss_2: 16.035210823338566; aux_mae_loss_4: 2.434367274257395; cnt_loss: 12.015320780038222; 2025-08-13 11:38:11,491 - INFO - Evaluation: Curr mae: 68.0436; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 342.6723; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2315; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 11:38:11,492 - INFO - Epoch: 0797 / 1300 lr: 8.937e-05 2025-08-13 11:39:49,961 - INFO - Training: cls_zice: 52.09269884542818; reg_zipnll: 188.1164579612124; aux_mae_loss_1: 108.52141822579587; aux_mae_loss_2: 16.121395276567316; aux_mae_loss_4: 2.4703414054027255; cnt_loss: 12.7633107897555; 2025-08-13 11:39:49,962 - INFO - Evaluation: Curr mae: 84.0528; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 520.6326; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3498; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 11:39:49,962 - INFO - Epoch: 0798 / 1300 lr: 8.922e-05 2025-08-13 11:41:28,968 - INFO - Training: cls_zice: 54.01178462244091; reg_zipnll: 181.28823699558916; aux_mae_loss_1: 109.92207837533829; aux_mae_loss_2: 16.332510308312266; aux_mae_loss_4: 2.5137222838279216; cnt_loss: 12.23836313176584; 2025-08-13 11:41:28,969 - INFO - Evaluation: Curr mae: 55.5143; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 403.9990; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2489; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 11:41:28,970 - INFO - Epoch: 0799 / 1300 lr: 8.907e-05 2025-08-13 11:43:08,688 - INFO - Training: cls_zice: 52.32041433553157; reg_zipnll: 193.82551801725648; aux_mae_loss_1: 109.41472916492766; aux_mae_loss_2: 16.197080077119843; aux_mae_loss_4: 2.4780140712972165; cnt_loss: 11.862931207550215; 2025-08-13 11:43:08,689 - INFO - Evaluation: Curr mae: 77.7414; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 541.5387; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2112; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 11:43:08,689 - INFO - Epoch: 0800 / 1300 lr: 8.892e-05 2025-08-13 11:44:47,681 - INFO - Training: cls_zice: 53.23262700304427; reg_zipnll: 195.88680436985047; aux_mae_loss_1: 107.9398996554181; aux_mae_loss_2: 15.830233017399255; aux_mae_loss_4: 2.381562576425719; cnt_loss: 10.86752888905052; 2025-08-13 11:44:47,682 - INFO - Evaluation: Curr mae: 69.3844; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 531.0676; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1970; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 11:44:49,448 - INFO - Epoch: 0801 / 1300 lr: 8.876e-05 2025-08-13 11:46:27,376 - INFO - Training: cls_zice: 53.094555507895265; reg_zipnll: 191.8636281913228; aux_mae_loss_1: 110.77645732810994; aux_mae_loss_2: 16.517588880803714; aux_mae_loss_4: 2.552910110484665; cnt_loss: 13.412413549300638; 2025-08-13 11:46:27,378 - INFO - Evaluation: Curr mae: 76.6497; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 574.8494; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2322; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 11:46:27,378 - INFO - Epoch: 0802 / 1300 lr: 8.861e-05 2025-08-13 11:48:05,871 - INFO - Training: cls_zice: 54.288220629594015; reg_zipnll: 196.0627489653835; aux_mae_loss_1: 106.64187652470214; aux_mae_loss_2: 15.700802272879985; aux_mae_loss_4: 2.3740071655852018; cnt_loss: 11.007508494860103; 2025-08-13 11:48:05,873 - INFO - Evaluation: Curr mae: 65.2171; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 575.3039; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1300; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 11:48:05,873 - INFO - Epoch: 0803 / 1300 lr: 8.845e-05 2025-08-13 11:49:44,032 - INFO - Training: cls_zice: 50.7514692284071; reg_zipnll: 190.4686867485929; aux_mae_loss_1: 106.22656153406766; aux_mae_loss_2: 15.850477569207435; aux_mae_loss_4: 2.4354982048196474; cnt_loss: 12.39051767915564; 2025-08-13 11:49:44,034 - INFO - Evaluation: Curr mae: 61.7163; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 570.8160; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1398; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 11:49:44,034 - INFO - Epoch: 0804 / 1300 lr: 8.830e-05 2025-08-13 11:51:22,215 - INFO - Training: cls_zice: 53.25673438420945; reg_zipnll: 183.4246393708766; aux_mae_loss_1: 109.47914314760341; aux_mae_loss_2: 16.317290000866496; aux_mae_loss_4: 2.52196662009222; cnt_loss: 12.057094314410937; 2025-08-13 11:51:22,217 - INFO - Evaluation: Curr mae: 81.8388; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 586.9851; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2897; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 11:51:22,217 - INFO - Epoch: 0805 / 1300 lr: 8.814e-05 2025-08-13 11:53:00,764 - INFO - Training: cls_zice: 56.09770641462509; reg_zipnll: 182.85972745743385; aux_mae_loss_1: 111.91446061612402; aux_mae_loss_2: 16.547264389023375; aux_mae_loss_4: 2.5354172527636845; cnt_loss: 11.919667081079018; 2025-08-13 11:53:00,766 - INFO - Evaluation: Curr mae: 69.9096; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 534.5440; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1881; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 11:53:00,766 - INFO - Epoch: 0806 / 1300 lr: 8.798e-05 2025-08-13 11:54:39,200 - INFO - Training: cls_zice: 54.26174996582586; reg_zipnll: 191.2013603739996; aux_mae_loss_1: 109.48482159906304; aux_mae_loss_2: 16.273119623679428; aux_mae_loss_4: 2.5017714290508573; cnt_loss: 13.566074318015483; 2025-08-13 11:54:39,202 - INFO - Evaluation: Curr mae: 65.5232; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 551.8065; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1751; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 11:54:39,202 - INFO - Epoch: 0807 / 1300 lr: 8.782e-05 2025-08-13 11:56:17,988 - INFO - Training: cls_zice: 53.110095906035454; reg_zipnll: 184.20809053945663; aux_mae_loss_1: 107.74377126129856; aux_mae_loss_2: 15.96998840371257; aux_mae_loss_4: 2.4482149330080323; cnt_loss: 12.193314811257899; 2025-08-13 11:56:17,990 - INFO - Evaluation: Curr mae: 65.5418; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 514.8291; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1458; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 11:56:17,990 - INFO - Epoch: 0808 / 1300 lr: 8.766e-05 2025-08-13 11:57:57,134 - INFO - Training: cls_zice: 51.34415627142611; reg_zipnll: 187.2282537249489; aux_mae_loss_1: 108.99373542373775; aux_mae_loss_2: 16.096168696420666; aux_mae_loss_4: 2.440085250185204; cnt_loss: 11.060011012695137; 2025-08-13 11:57:57,136 - INFO - Evaluation: Curr mae: 66.2741; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 501.7826; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1818; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 11:57:57,136 - INFO - Epoch: 0809 / 1300 lr: 8.750e-05 2025-08-13 11:59:36,416 - INFO - Training: cls_zice: 50.316285709565584; reg_zipnll: 190.83184536441127; aux_mae_loss_1: 106.65183927344786; aux_mae_loss_2: 15.731664802237464; aux_mae_loss_4: 2.3958156767725027; cnt_loss: 11.614963662348554; 2025-08-13 11:59:36,418 - INFO - Evaluation: Curr mae: 70.7208; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 561.0670; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1783; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 11:59:36,418 - INFO - Epoch: 0810 / 1300 lr: 8.734e-05 2025-08-13 12:01:15,237 - INFO - Training: cls_zice: 55.18512641468054; reg_zipnll: 186.50121998235315; aux_mae_loss_1: 111.45642724319104; aux_mae_loss_2: 16.753540505480338; aux_mae_loss_4: 2.611098465085949; cnt_loss: 13.808149300994481; 2025-08-13 12:01:15,239 - INFO - Evaluation: Curr mae: 113.9355; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 622.6874; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.5529; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 12:01:15,239 - INFO - Epoch: 0811 / 1300 lr: 8.718e-05 2025-08-13 12:02:53,548 - INFO - Training: cls_zice: 52.69162848722046; reg_zipnll: 192.86744464884075; aux_mae_loss_1: 108.86498537039083; aux_mae_loss_2: 16.225395540345296; aux_mae_loss_4: 2.512110771434166; cnt_loss: 13.616981387444817; 2025-08-13 12:02:53,549 - INFO - Evaluation: Curr mae: nan; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: nan; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: nan; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 12:02:53,550 - INFO - Epoch: 0812 / 1300 lr: 8.701e-05 2025-08-13 12:04:32,059 - INFO - Training: cls_zice: 53.96671090276965; reg_zipnll: 186.93763494614157; aux_mae_loss_1: 110.39793655375895; aux_mae_loss_2: 16.435346488168122; aux_mae_loss_4: 2.5437546715638324; cnt_loss: 12.81378245047248; 2025-08-13 12:04:32,060 - INFO - Evaluation: Curr mae: 54.6082; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 376.1994; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1308; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 12:04:32,060 - INFO - Epoch: 0813 / 1300 lr: 8.685e-05 2025-08-13 12:06:10,581 - INFO - Training: cls_zice: 54.74411515458691; reg_zipnll: 187.32537812132455; aux_mae_loss_1: 109.53706154418788; aux_mae_loss_2: 16.232496294693345; aux_mae_loss_4: 2.4760199915474055; cnt_loss: 11.669740776476333; 2025-08-13 12:06:10,583 - INFO - Evaluation: Curr mae: 87.5767; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 529.7496; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2999; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 12:06:10,583 - INFO - Epoch: 0814 / 1300 lr: 8.668e-05 2025-08-13 12:07:49,196 - INFO - Training: cls_zice: 52.350198629506146; reg_zipnll: 188.1860579463694; aux_mae_loss_1: 105.90379188115922; aux_mae_loss_2: 15.64751110898192; aux_mae_loss_4: 2.3781510121105263; cnt_loss: 11.54831647474539; 2025-08-13 12:07:49,198 - INFO - Evaluation: Curr mae: 77.0172; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 475.6317; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2433; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 12:07:49,198 - INFO - Epoch: 0815 / 1300 lr: 8.652e-05 2025-08-13 12:09:28,677 - INFO - Training: cls_zice: 52.49557750451841; reg_zipnll: 184.8975409088527; aux_mae_loss_1: 106.59831739881658; aux_mae_loss_2: 15.738624333722425; aux_mae_loss_4: 2.4040519150792785; cnt_loss: 11.617206396357872; 2025-08-13 12:09:28,679 - INFO - Evaluation: Curr mae: 72.1902; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 437.0400; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2710; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 12:09:28,679 - INFO - Epoch: 0816 / 1300 lr: 8.635e-05 2025-08-13 12:11:08,091 - INFO - Training: cls_zice: 54.1506005053272; reg_zipnll: 191.53049772012508; aux_mae_loss_1: 108.5453058502668; aux_mae_loss_2: 16.08154131698118; aux_mae_loss_4: 2.4612469427996246; cnt_loss: 12.662136108372696; 2025-08-13 12:11:08,093 - INFO - Evaluation: Curr mae: 64.1799; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 456.1418; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2990; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 12:11:08,093 - INFO - Epoch: 0817 / 1300 lr: 8.618e-05 2025-08-13 12:12:46,981 - INFO - Training: cls_zice: 53.52423317910466; reg_zipnll: 189.38439112763785; aux_mae_loss_1: 109.25874772353772; aux_mae_loss_2: 16.107587570396365; aux_mae_loss_4: 2.4487839906565023; cnt_loss: 11.752453799112903; 2025-08-13 12:12:46,982 - INFO - Evaluation: Curr mae: 62.3209; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 463.7596; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1742; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 12:12:46,982 - INFO - Epoch: 0818 / 1300 lr: 8.601e-05 2025-08-13 12:14:25,869 - INFO - Training: cls_zice: 51.844553662449655; reg_zipnll: 184.1417043337785; aux_mae_loss_1: 107.15796374048855; aux_mae_loss_2: 15.841565582623518; aux_mae_loss_4: 2.4148936916746027; cnt_loss: 11.940536557249054; 2025-08-13 12:14:25,870 - INFO - Evaluation: Curr mae: 68.5104; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 533.3642; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1766; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 12:14:25,870 - INFO - Epoch: 0819 / 1300 lr: 8.584e-05 2025-08-13 12:16:04,359 - INFO - Training: cls_zice: 52.412089033727476; reg_zipnll: 194.829551525165; aux_mae_loss_1: 107.02757382331593; aux_mae_loss_2: 15.756901788221226; aux_mae_loss_4: 2.381656446769489; cnt_loss: 11.509562565612303; 2025-08-13 12:16:04,360 - INFO - Evaluation: Curr mae: 65.2867; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 508.6838; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1658; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 12:16:04,360 - INFO - Epoch: 0820 / 1300 lr: 8.567e-05 2025-08-13 12:17:43,349 - INFO - Training: cls_zice: 54.03232924387357; reg_zipnll: 182.137387479179; aux_mae_loss_1: 109.99428875096966; aux_mae_loss_2: 16.26758606329675; aux_mae_loss_4: 2.495951828276284; cnt_loss: 12.393357750076255; 2025-08-13 12:17:43,350 - INFO - Evaluation: Curr mae: 71.3156; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 538.9310; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2008; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 12:17:43,351 - INFO - Epoch: 0821 / 1300 lr: 8.550e-05 2025-08-13 12:19:23,456 - INFO - Training: cls_zice: 52.561111436941324; reg_zipnll: 192.0651728671743; aux_mae_loss_1: 108.24319845851711; aux_mae_loss_2: 15.95956936225793; aux_mae_loss_4: 2.406309513322492; cnt_loss: 10.997358771706608; 2025-08-13 12:19:23,458 - INFO - Evaluation: Curr mae: 68.2094; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 446.4182; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2289; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 12:19:23,458 - INFO - Epoch: 0822 / 1300 lr: 8.533e-05 2025-08-13 12:21:02,086 - INFO - Training: cls_zice: 49.69312086877602; reg_zipnll: 188.58834537810102; aux_mae_loss_1: 106.07290421414804; aux_mae_loss_2: 15.721305028331923; aux_mae_loss_4: 2.392808363799264; cnt_loss: 12.048155632607427; 2025-08-13 12:21:02,087 - INFO - Evaluation: Curr mae: 74.9471; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 549.2079; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2103; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 12:21:02,087 - INFO - Epoch: 0823 / 1300 lr: 8.516e-05 2025-08-13 12:22:41,991 - INFO - Training: cls_zice: 51.29532880763162; reg_zipnll: 184.23407116279503; aux_mae_loss_1: 104.75588821322874; aux_mae_loss_2: 15.421958032181452; aux_mae_loss_4: 2.3199829723504024; cnt_loss: 10.85687378546879; 2025-08-13 12:22:41,993 - INFO - Evaluation: Curr mae: 63.6755; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 543.6164; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1306; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 12:22:41,993 - INFO - Epoch: 0824 / 1300 lr: 8.498e-05 2025-08-13 12:24:20,980 - INFO - Training: cls_zice: 51.38104499374686; reg_zipnll: 191.95229830901238; aux_mae_loss_1: 105.13757878771784; aux_mae_loss_2: 15.451692092694476; aux_mae_loss_4: 2.3482677060105193; cnt_loss: 11.362296628461705; 2025-08-13 12:24:20,981 - INFO - Evaluation: Curr mae: 65.3021; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 490.1214; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1513; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 12:24:20,981 - INFO - Epoch: 0825 / 1300 lr: 8.481e-05 2025-08-13 12:25:59,172 - INFO - Training: cls_zice: 51.307940882283496; reg_zipnll: 187.08979122681606; aux_mae_loss_1: 106.0835860186187; aux_mae_loss_2: 15.603011107996375; aux_mae_loss_4: 2.3598025342339417; cnt_loss: 10.943483291524235; 2025-08-13 12:25:59,174 - INFO - Evaluation: Curr mae: 66.6572; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 448.0125; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1536; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 12:25:59,174 - INFO - Epoch: 0826 / 1300 lr: 8.463e-05 2025-08-13 12:27:38,617 - INFO - Training: cls_zice: 52.727975923979805; reg_zipnll: 185.11383463607044; aux_mae_loss_1: 107.3815164002171; aux_mae_loss_2: 15.794309182154795; aux_mae_loss_4: 2.3955933274677297; cnt_loss: 12.054302480349504; 2025-08-13 12:27:38,618 - INFO - Evaluation: Curr mae: 77.8397; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 482.7244; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2724; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 12:27:38,619 - INFO - Epoch: 0827 / 1300 lr: 8.446e-05 2025-08-13 12:29:18,042 - INFO - Training: cls_zice: 50.68027037933737; reg_zipnll: 189.66665619014162; aux_mae_loss_1: 104.5003732274308; aux_mae_loss_2: 15.355830997918137; aux_mae_loss_4: 2.3154939401578782; cnt_loss: 11.433115348411404; 2025-08-13 12:29:18,044 - INFO - Evaluation: Curr mae: 77.8542; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 472.4746; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2892; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 12:29:18,044 - INFO - Epoch: 0828 / 1300 lr: 8.428e-05 2025-08-13 12:30:57,429 - INFO - Training: cls_zice: 52.743236798438744; reg_zipnll: 186.09234803501315; aux_mae_loss_1: 106.6651303749771; aux_mae_loss_2: 15.754098897728024; aux_mae_loss_4: 2.4145531265165627; cnt_loss: 11.902271550234914; 2025-08-13 12:30:57,430 - INFO - Evaluation: Curr mae: 62.8790; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 434.9577; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1652; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 12:30:57,430 - INFO - Epoch: 0829 / 1300 lr: 8.410e-05 2025-08-13 12:32:36,855 - INFO - Training: cls_zice: 51.6768909902683; reg_zipnll: 187.3574033212539; aux_mae_loss_1: 106.51435158246586; aux_mae_loss_2: 15.767283591635737; aux_mae_loss_4: 2.4218938818780806; cnt_loss: 12.383035479903528; 2025-08-13 12:32:36,856 - INFO - Evaluation: Curr mae: 73.8625; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 442.9821; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1952; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 12:32:36,857 - INFO - Epoch: 0830 / 1300 lr: 8.392e-05 2025-08-13 12:34:16,374 - INFO - Training: cls_zice: 53.79560444601704; reg_zipnll: 185.18608883659147; aux_mae_loss_1: 108.58389935824435; aux_mae_loss_2: 16.02671498136839; aux_mae_loss_4: 2.4496007227652483; cnt_loss: 12.57570741078541; 2025-08-13 12:34:16,376 - INFO - Evaluation: Curr mae: 59.8822; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 487.5559; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1368; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 12:34:16,376 - INFO - Epoch: 0831 / 1300 lr: 8.374e-05 2025-08-13 12:35:54,108 - INFO - Training: cls_zice: 51.43174920007012; reg_zipnll: 186.46075910161272; aux_mae_loss_1: 105.45827093835355; aux_mae_loss_2: 15.550017026518795; aux_mae_loss_4: 2.372182461014137; cnt_loss: 12.295866975441077; 2025-08-13 12:35:54,110 - INFO - Evaluation: Curr mae: 68.3185; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 563.4294; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1771; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 12:35:54,110 - INFO - Epoch: 0832 / 1300 lr: 8.356e-05 2025-08-13 12:37:34,220 - INFO - Training: cls_zice: 51.23848122772031; reg_zipnll: 178.92239092554715; aux_mae_loss_1: 106.28048507474688; aux_mae_loss_2: 15.691169715479285; aux_mae_loss_4: 2.3968932893711377; cnt_loss: 11.825006940370967; 2025-08-13 12:37:34,221 - INFO - Evaluation: Curr mae: 61.3909; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 556.0100; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1591; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 12:37:34,222 - INFO - Epoch: 0833 / 1300 lr: 8.338e-05 2025-08-13 12:39:14,205 - INFO - Training: cls_zice: 52.083218215019045; reg_zipnll: 181.75248775138954; aux_mae_loss_1: 105.89442220261287; aux_mae_loss_2: 15.574829095433488; aux_mae_loss_4: 2.3676396786094016; cnt_loss: 10.910745557598712; 2025-08-13 12:39:14,207 - INFO - Evaluation: Curr mae: 80.1454; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 491.7223; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3394; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 12:39:14,207 - INFO - Epoch: 0834 / 1300 lr: 8.320e-05 2025-08-13 12:40:52,867 - INFO - Training: cls_zice: 53.63041915164202; reg_zipnll: 190.8934258409515; aux_mae_loss_1: 106.71268625921333; aux_mae_loss_2: 15.681422218871914; aux_mae_loss_4: 2.3814620049263335; cnt_loss: 11.774945435303342; 2025-08-13 12:40:52,868 - INFO - Evaluation: Curr mae: 88.1884; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 451.8921; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.4071; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 12:40:52,869 - INFO - Epoch: 0835 / 1300 lr: 8.302e-05 2025-08-13 12:42:32,472 - INFO - Training: cls_zice: 49.96511843068894; reg_zipnll: 185.05119078569976; aux_mae_loss_1: 105.26900552783957; aux_mae_loss_2: 15.599028480696495; aux_mae_loss_4: 2.3711607203385516; cnt_loss: 11.541022566106449; 2025-08-13 12:42:32,474 - INFO - Evaluation: Curr mae: 63.7642; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 431.4890; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2712; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 12:42:32,474 - INFO - Epoch: 0836 / 1300 lr: 8.283e-05 2025-08-13 12:44:10,413 - INFO - Training: cls_zice: 50.85668431850662; reg_zipnll: 187.2962242459883; aux_mae_loss_1: 105.98072880889579; aux_mae_loss_2: 15.765636721736055; aux_mae_loss_4: 2.4227713538779083; cnt_loss: 11.983738891263242; 2025-08-13 12:44:10,414 - INFO - Evaluation: Curr mae: 65.1383; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 483.1182; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1890; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 12:44:10,414 - INFO - Epoch: 0837 / 1300 lr: 8.265e-05 2025-08-13 12:45:48,683 - INFO - Training: cls_zice: 54.72226521254046; reg_zipnll: 186.04878565339627; aux_mae_loss_1: 108.02994953636032; aux_mae_loss_2: 15.818578990995118; aux_mae_loss_4: 2.402770259080019; cnt_loss: 12.36226820087678; 2025-08-13 12:45:48,684 - INFO - Evaluation: Curr mae: 63.0699; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 403.7562; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1859; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 12:45:48,685 - INFO - Epoch: 0838 / 1300 lr: 8.246e-05 2025-08-13 12:47:27,484 - INFO - Training: cls_zice: 52.86244972203415; reg_zipnll: 188.29588944501313; aux_mae_loss_1: 106.90056376469472; aux_mae_loss_2: 15.695732724084339; aux_mae_loss_4: 2.3679649041520294; cnt_loss: 11.445688429099429; 2025-08-13 12:47:27,485 - INFO - Evaluation: Curr mae: 56.4669; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 347.0069; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2719; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 12:47:27,486 - INFO - Epoch: 0839 / 1300 lr: 8.228e-05 2025-08-13 12:49:07,418 - INFO - Training: cls_zice: 50.97637041414918; reg_zipnll: 180.2104501111342; aux_mae_loss_1: 108.11248121286113; aux_mae_loss_2: 16.105627266484237; aux_mae_loss_4: 2.4955568191018385; cnt_loss: 12.863909777761425; 2025-08-13 12:49:07,419 - INFO - Evaluation: Curr mae: 58.4129; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 433.6550; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1553; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 12:49:07,420 - INFO - Epoch: 0840 / 1300 lr: 8.209e-05 2025-08-13 12:50:46,280 - INFO - Training: cls_zice: 55.80320640233918; reg_zipnll: 184.2171402909149; aux_mae_loss_1: 108.70682093661978; aux_mae_loss_2: 15.966571734313181; aux_mae_loss_4: 2.4248979523739655; cnt_loss: 12.20981537866715; 2025-08-13 12:50:46,281 - INFO - Evaluation: Curr mae: 60.8270; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 412.0945; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1936; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 12:50:46,281 - INFO - Epoch: 0841 / 1300 lr: 8.190e-05 2025-08-13 12:52:24,925 - INFO - Training: cls_zice: 50.81559325394563; reg_zipnll: 191.58434936013504; aux_mae_loss_1: 104.50581532456268; aux_mae_loss_2: 15.31764933750378; aux_mae_loss_4: 2.294941693084712; cnt_loss: 10.50485854513541; 2025-08-13 12:52:24,926 - INFO - Evaluation: Curr mae: 71.3058; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 523.3072; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2687; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 12:52:24,927 - INFO - Epoch: 0842 / 1300 lr: 8.171e-05 2025-08-13 12:54:03,902 - INFO - Training: cls_zice: 55.25947649834395; reg_zipnll: 189.8186819473698; aux_mae_loss_1: 109.37294503042814; aux_mae_loss_2: 16.100285021995212; aux_mae_loss_4: 2.4594263352434553; cnt_loss: 12.803202493025282; 2025-08-13 12:54:03,903 - INFO - Evaluation: Curr mae: 60.1239; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 424.8406; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1609; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 12:54:03,903 - INFO - Epoch: 0843 / 1300 lr: 8.153e-05 2025-08-13 12:55:42,850 - INFO - Training: cls_zice: 52.199065365720834; reg_zipnll: 181.09252998332437; aux_mae_loss_1: 108.09170622935945; aux_mae_loss_2: 15.958007448436668; aux_mae_loss_4: 2.426348101663712; cnt_loss: 10.953131123955881; 2025-08-13 12:55:42,851 - INFO - Evaluation: Curr mae: 63.2721; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 368.9122; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3172; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 12:55:42,852 - INFO - Epoch: 0844 / 1300 lr: 8.134e-05 2025-08-13 12:57:21,582 - INFO - Training: cls_zice: 51.45562371466031; reg_zipnll: 180.68295635233196; aux_mae_loss_1: 107.37302788977145; aux_mae_loss_2: 15.971977182403016; aux_mae_loss_4: 2.45991147728996; cnt_loss: 12.69848997120992; 2025-08-13 12:57:21,584 - INFO - Evaluation: Curr mae: 73.8114; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 515.7844; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2510; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 12:57:21,584 - INFO - Epoch: 0845 / 1300 lr: 8.115e-05 2025-08-13 12:58:59,576 - INFO - Training: cls_zice: 53.48464831750562; reg_zipnll: 181.3995445369142; aux_mae_loss_1: 107.89486588916925; aux_mae_loss_2: 16.033154106385297; aux_mae_loss_4: 2.4594182886164107; cnt_loss: 11.71966572653665; 2025-08-13 12:58:59,578 - INFO - Evaluation: Curr mae: 75.6117; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 528.5887; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2044; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 12:58:59,578 - INFO - Epoch: 0846 / 1300 lr: 8.095e-05 2025-08-13 13:00:38,225 - INFO - Training: cls_zice: 52.87307255605959; reg_zipnll: 194.35639962439058; aux_mae_loss_1: 107.42612210643935; aux_mae_loss_2: 15.780910279879533; aux_mae_loss_4: 2.3776835382444386; cnt_loss: 11.651821261506461; 2025-08-13 13:00:38,227 - INFO - Evaluation: Curr mae: 62.0854; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 477.4604; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1714; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 13:00:38,227 - INFO - Epoch: 0847 / 1300 lr: 8.076e-05 2025-08-13 13:02:16,017 - INFO - Training: cls_zice: 48.76806173839422; reg_zipnll: 193.39642745854002; aux_mae_loss_1: 103.14113964580937; aux_mae_loss_2: 15.148748307730667; aux_mae_loss_4: 2.290828871006831; cnt_loss: 11.272379503152058; 2025-08-13 13:02:16,018 - INFO - Evaluation: Curr mae: 67.7681; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 554.6355; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1705; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 13:02:16,018 - INFO - Epoch: 0848 / 1300 lr: 8.057e-05 2025-08-13 13:03:54,783 - INFO - Training: cls_zice: 51.720323199554706; reg_zipnll: 183.01595576073026; aux_mae_loss_1: 105.94719073337271; aux_mae_loss_2: 15.534021858997393; aux_mae_loss_4: 2.337454908534616; cnt_loss: 11.170049152368138; 2025-08-13 13:03:54,785 - INFO - Evaluation: Curr mae: 59.4060; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 478.5645; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1406; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 13:03:54,785 - INFO - Epoch: 0849 / 1300 lr: 8.038e-05 2025-08-13 13:05:33,039 - INFO - Training: cls_zice: 53.080587859785034; reg_zipnll: 185.15888169001798; aux_mae_loss_1: 104.32275190574038; aux_mae_loss_2: 15.269045244452274; aux_mae_loss_4: 2.3069677771210366; cnt_loss: 12.18801228736544; 2025-08-13 13:05:33,041 - INFO - Evaluation: Curr mae: 65.9245; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 504.2141; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1608; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 13:05:33,041 - INFO - Epoch: 0850 / 1300 lr: 8.018e-05 2025-08-13 13:07:12,558 - INFO - Training: cls_zice: 52.60925165971784; reg_zipnll: 185.08263630609585; aux_mae_loss_1: 105.42836280960044; aux_mae_loss_2: 15.4791103010006; aux_mae_loss_4: 2.3434009332889763; cnt_loss: 11.28859438258762; 2025-08-13 13:07:12,559 - INFO - Evaluation: Curr mae: 62.9034; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 490.9192; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1694; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 13:07:14,337 - INFO - Epoch: 0851 / 1300 lr: 7.999e-05 2025-08-13 13:08:53,061 - INFO - Training: cls_zice: 51.93922477692442; reg_zipnll: 189.19731552496668; aux_mae_loss_1: 106.47513538890142; aux_mae_loss_2: 15.699596982075807; aux_mae_loss_4: 2.387778902421574; cnt_loss: 11.823294446217064; 2025-08-13 13:08:53,063 - INFO - Evaluation: Curr mae: 70.0532; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 547.2803; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2278; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 13:08:53,063 - INFO - Epoch: 0852 / 1300 lr: 7.979e-05 2025-08-13 13:10:31,170 - INFO - Training: cls_zice: 52.41915086706607; reg_zipnll: 188.96363995559418; aux_mae_loss_1: 107.1688670817868; aux_mae_loss_2: 15.683610250526957; aux_mae_loss_4: 2.3622187288683913; cnt_loss: 11.152299846965427; 2025-08-13 13:10:31,171 - INFO - Evaluation: Curr mae: 68.9377; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 576.6554; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1628; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 13:10:31,171 - INFO - Epoch: 0853 / 1300 lr: 7.960e-05 2025-08-13 13:12:09,785 - INFO - Training: cls_zice: 53.628213238899995; reg_zipnll: 180.1355076473599; aux_mae_loss_1: 107.90670435594103; aux_mae_loss_2: 15.916479525039007; aux_mae_loss_4: 2.3948021308928347; cnt_loss: 10.733235321192018; 2025-08-13 13:12:09,786 - INFO - Evaluation: Curr mae: 63.7177; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 461.3847; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1584; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 13:12:09,787 - INFO - Epoch: 0854 / 1300 lr: 7.940e-05 2025-08-13 13:13:49,254 - INFO - Training: cls_zice: 51.52678428099977; reg_zipnll: 181.618386403454; aux_mae_loss_1: 105.26445146575378; aux_mae_loss_2: 15.524483914240466; aux_mae_loss_4: 2.3377818133500057; cnt_loss: 11.031106142887419; 2025-08-13 13:13:49,255 - INFO - Evaluation: Curr mae: 62.5186; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 505.3819; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1448; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 13:13:49,256 - INFO - Epoch: 0855 / 1300 lr: 7.920e-05 2025-08-13 13:15:27,669 - INFO - Training: cls_zice: 53.01607350078064; reg_zipnll: 181.46044359967152; aux_mae_loss_1: 107.48852530727044; aux_mae_loss_2: 15.81558791101745; aux_mae_loss_4: 2.3907439324114192; cnt_loss: 10.968998024580104; 2025-08-13 13:15:27,671 - INFO - Evaluation: Curr mae: 64.2926; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 520.0432; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1609; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 13:15:27,671 - INFO - Epoch: 0856 / 1300 lr: 7.900e-05 2025-08-13 13:17:05,630 - INFO - Training: cls_zice: 54.129766157016654; reg_zipnll: 187.3309734167967; aux_mae_loss_1: 106.41562705297396; aux_mae_loss_2: 15.545479263928371; aux_mae_loss_4: 2.3398754479492845; cnt_loss: 10.525776579631325; 2025-08-13 13:17:05,632 - INFO - Evaluation: Curr mae: 58.9813; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 492.7915; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1766; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 13:17:05,632 - INFO - Epoch: 0857 / 1300 lr: 7.880e-05 2025-08-13 13:18:45,401 - INFO - Training: cls_zice: 51.981098001712695; reg_zipnll: 186.88047671869666; aux_mae_loss_1: 106.61446482602; aux_mae_loss_2: 15.562698751611391; aux_mae_loss_4: 2.3397542877185007; cnt_loss: 10.734655550022664; 2025-08-13 13:18:45,402 - INFO - Evaluation: Curr mae: 75.3107; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 549.5828; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1862; Best nae: 0.1234; 0.1246; 0.1266; 0.1274; 0.1283; 2025-08-13 13:18:45,402 - INFO - Epoch: 0858 / 1300 lr: 7.860e-05 2025-08-13 13:20:24,559 - INFO - Training: cls_zice: 54.02136850050605; reg_zipnll: 190.94092924858427; aux_mae_loss_1: 107.55448083705951; aux_mae_loss_2: 15.713783174063675; aux_mae_loss_4: 2.366316018037134; cnt_loss: 11.507007140733283; 2025-08-13 13:20:25,164 - INFO - Evaluation: Curr mae: 59.9911; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 537.7522; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1261; Best nae: 0.1234; 0.1246; 0.1261; 0.1266; 0.1274; 2025-08-13 13:20:25,164 - INFO - Epoch: 0859 / 1300 lr: 7.840e-05 2025-08-13 13:22:05,469 - INFO - Training: cls_zice: 53.69999555791405; reg_zipnll: 189.53962843338445; aux_mae_loss_1: 106.64031973596097; aux_mae_loss_2: 15.603924760475257; aux_mae_loss_4: 2.3505876058171524; cnt_loss: 11.229625895887537; 2025-08-13 13:22:05,470 - INFO - Evaluation: Curr mae: 64.6094; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 488.7829; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1522; Best nae: 0.1234; 0.1246; 0.1261; 0.1266; 0.1274; 2025-08-13 13:22:05,470 - INFO - Epoch: 0860 / 1300 lr: 7.820e-05 2025-08-13 13:23:43,964 - INFO - Training: cls_zice: 50.177308202096306; reg_zipnll: 184.2343050311954; aux_mae_loss_1: 106.2868764308547; aux_mae_loss_2: 15.803026823887175; aux_mae_loss_4: 2.4154382505882674; cnt_loss: 11.779368415743036; 2025-08-13 13:23:43,966 - INFO - Evaluation: Curr mae: 57.6643; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 422.5242; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1301; Best nae: 0.1234; 0.1246; 0.1261; 0.1266; 0.1274; 2025-08-13 13:23:43,966 - INFO - Epoch: 0861 / 1300 lr: 7.800e-05 2025-08-13 13:25:22,826 - INFO - Training: cls_zice: 56.774960233190676; reg_zipnll: 186.1048945645134; aux_mae_loss_1: 109.90513298505375; aux_mae_loss_2: 16.09834156060893; aux_mae_loss_4: 2.4170695195467737; cnt_loss: 10.496914844892938; 2025-08-13 13:25:22,828 - INFO - Evaluation: Curr mae: 69.3442; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 480.9892; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1956; Best nae: 0.1234; 0.1246; 0.1261; 0.1266; 0.1274; 2025-08-13 13:25:22,828 - INFO - Epoch: 0862 / 1300 lr: 7.780e-05 2025-08-13 13:27:00,569 - INFO - Training: cls_zice: 50.404480353495764; reg_zipnll: 183.4728972623771; aux_mae_loss_1: 106.43749130170572; aux_mae_loss_2: 15.638386758250258; aux_mae_loss_4: 2.351139121619472; cnt_loss: 10.357766263282697; 2025-08-13 13:27:00,570 - INFO - Evaluation: Curr mae: 63.4574; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 519.1434; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1491; Best nae: 0.1234; 0.1246; 0.1261; 0.1266; 0.1274; 2025-08-13 13:27:00,571 - INFO - Epoch: 0863 / 1300 lr: 7.760e-05 2025-08-13 13:28:38,876 - INFO - Training: cls_zice: 52.547698328917924; reg_zipnll: 178.7639108868675; aux_mae_loss_1: 106.75729244104694; aux_mae_loss_2: 15.78983997287358; aux_mae_loss_4: 2.398383917799339; cnt_loss: 11.300303029217266; 2025-08-13 13:28:38,877 - INFO - Evaluation: Curr mae: 72.6008; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 516.2739; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2471; Best nae: 0.1234; 0.1246; 0.1261; 0.1266; 0.1274; 2025-08-13 13:28:38,878 - INFO - Epoch: 0864 / 1300 lr: 7.739e-05 2025-08-13 13:30:17,857 - INFO - Training: cls_zice: 52.262553452526085; reg_zipnll: 182.13055474837824; aux_mae_loss_1: 105.49831761063524; aux_mae_loss_2: 15.441309746249477; aux_mae_loss_4: 2.3369630247277895; cnt_loss: 10.954320173643548; 2025-08-13 13:30:17,859 - INFO - Evaluation: Curr mae: 59.2182; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 457.1641; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1406; Best nae: 0.1234; 0.1246; 0.1261; 0.1266; 0.1274; 2025-08-13 13:30:17,859 - INFO - Epoch: 0865 / 1300 lr: 7.719e-05 2025-08-13 13:31:55,945 - INFO - Training: cls_zice: 51.514882218830074; reg_zipnll: 180.9779679658787; aux_mae_loss_1: 106.71168379795888; aux_mae_loss_2: 15.641001782870845; aux_mae_loss_4: 2.370415443626345; cnt_loss: 10.79772378883509; 2025-08-13 13:31:55,946 - INFO - Evaluation: Curr mae: 70.3601; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 569.7584; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1684; Best nae: 0.1234; 0.1246; 0.1261; 0.1266; 0.1274; 2025-08-13 13:31:55,946 - INFO - Epoch: 0866 / 1300 lr: 7.698e-05 2025-08-13 13:33:34,789 - INFO - Training: cls_zice: 52.47543207810747; reg_zipnll: 186.53796482821664; aux_mae_loss_1: 106.99798940938052; aux_mae_loss_2: 15.681526844789559; aux_mae_loss_4: 2.3734708241447997; cnt_loss: 11.211353256953712; 2025-08-13 13:33:34,790 - INFO - Evaluation: Curr mae: 64.3800; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 531.9991; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1420; Best nae: 0.1234; 0.1246; 0.1261; 0.1266; 0.1274; 2025-08-13 13:33:34,791 - INFO - Epoch: 0867 / 1300 lr: 7.678e-05 2025-08-13 13:35:12,922 - INFO - Training: cls_zice: 52.26364442100868; reg_zipnll: 186.65166916148522; aux_mae_loss_1: 104.89245553985046; aux_mae_loss_2: 15.274335322465872; aux_mae_loss_4: 2.2895564215501967; cnt_loss: 10.600648399030641; 2025-08-13 13:35:12,923 - INFO - Evaluation: Curr mae: 62.5538; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 510.6006; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1516; Best nae: 0.1234; 0.1246; 0.1261; 0.1266; 0.1274; 2025-08-13 13:35:12,923 - INFO - Epoch: 0868 / 1300 lr: 7.657e-05 2025-08-13 13:36:50,149 - INFO - Training: cls_zice: 52.72617109096908; reg_zipnll: 184.64730202446867; aux_mae_loss_1: 105.8114090799366; aux_mae_loss_2: 15.579155504550297; aux_mae_loss_4: 2.3601684400232408; cnt_loss: 11.924223005771637; 2025-08-13 13:36:50,151 - INFO - Evaluation: Curr mae: 77.6864; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 543.8976; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2189; Best nae: 0.1234; 0.1246; 0.1261; 0.1266; 0.1274; 2025-08-13 13:36:50,151 - INFO - Epoch: 0869 / 1300 lr: 7.636e-05 2025-08-13 13:38:29,064 - INFO - Training: cls_zice: 53.0969569634809; reg_zipnll: 192.27572457281667; aux_mae_loss_1: 105.34041772955182; aux_mae_loss_2: 15.34630313998323; aux_mae_loss_4: 2.3050571966600297; cnt_loss: 10.834570294940379; 2025-08-13 13:38:29,065 - INFO - Evaluation: Curr mae: 70.3750; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 505.4747; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1889; Best nae: 0.1234; 0.1246; 0.1261; 0.1266; 0.1274; 2025-08-13 13:38:29,065 - INFO - Epoch: 0870 / 1300 lr: 7.616e-05 2025-08-13 13:40:07,032 - INFO - Training: cls_zice: 52.820255636632595; reg_zipnll: 177.68026144032612; aux_mae_loss_1: 105.10135451074125; aux_mae_loss_2: 15.409635051050651; aux_mae_loss_4: 2.324320185766735; cnt_loss: 11.281367963491185; 2025-08-13 13:40:07,033 - INFO - Evaluation: Curr mae: 59.2996; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 500.3300; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1308; Best nae: 0.1234; 0.1246; 0.1261; 0.1266; 0.1274; 2025-08-13 13:40:07,033 - INFO - Epoch: 0871 / 1300 lr: 7.595e-05 2025-08-13 13:41:45,289 - INFO - Training: cls_zice: 52.97577099475272; reg_zipnll: 193.30471906686503; aux_mae_loss_1: 104.65282291618288; aux_mae_loss_2: 15.232387038919796; aux_mae_loss_4: 2.2710383915962473; cnt_loss: 10.652266533025433; 2025-08-13 13:41:45,290 - INFO - Evaluation: Curr mae: 56.6318; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 425.0311; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1574; Best nae: 0.1234; 0.1246; 0.1261; 0.1266; 0.1274; 2025-08-13 13:41:45,290 - INFO - Epoch: 0872 / 1300 lr: 7.574e-05 2025-08-13 13:43:24,700 - INFO - Training: cls_zice: 51.599848243142155; reg_zipnll: 187.53472962171068; aux_mae_loss_1: 105.8454804849502; aux_mae_loss_2: 15.467031168140911; aux_mae_loss_4: 2.302493307155325; cnt_loss: 10.524514025465075; 2025-08-13 13:43:24,702 - INFO - Evaluation: Curr mae: 57.4086; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 377.7577; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1392; Best nae: 0.1234; 0.1246; 0.1261; 0.1266; 0.1274; 2025-08-13 13:43:24,702 - INFO - Epoch: 0873 / 1300 lr: 7.553e-05 2025-08-13 13:45:04,136 - INFO - Training: cls_zice: 54.139219853711005; reg_zipnll: 178.64001364327947; aux_mae_loss_1: 107.64514027279263; aux_mae_loss_2: 15.756710967551774; aux_mae_loss_4: 2.3810258630308825; cnt_loss: 11.767308705110477; 2025-08-13 13:45:04,138 - INFO - Evaluation: Curr mae: 63.9880; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 373.5577; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2004; Best nae: 0.1234; 0.1246; 0.1261; 0.1266; 0.1274; 2025-08-13 13:45:04,138 - INFO - Epoch: 0874 / 1300 lr: 7.532e-05 2025-08-13 13:46:42,520 - INFO - Training: cls_zice: 51.26863598953789; reg_zipnll: 184.7149908070699; aux_mae_loss_1: 103.42200745776258; aux_mae_loss_2: 15.099280121393866; aux_mae_loss_4: 2.2524219634906797; cnt_loss: 10.286104607551447; 2025-08-13 13:46:42,522 - INFO - Evaluation: Curr mae: 70.2522; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 575.0799; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1859; Best nae: 0.1234; 0.1246; 0.1261; 0.1266; 0.1274; 2025-08-13 13:46:42,522 - INFO - Epoch: 0875 / 1300 lr: 7.511e-05 2025-08-13 13:48:21,665 - INFO - Training: cls_zice: 53.54332006287912; reg_zipnll: 182.75591584036468; aux_mae_loss_1: 106.06739298666045; aux_mae_loss_2: 15.543811475709655; aux_mae_loss_4: 2.347740710394548; cnt_loss: 11.062202322452418; 2025-08-13 13:48:21,667 - INFO - Evaluation: Curr mae: 64.9845; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 571.9222; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1538; Best nae: 0.1234; 0.1246; 0.1261; 0.1266; 0.1274; 2025-08-13 13:48:21,667 - INFO - Epoch: 0876 / 1300 lr: 7.490e-05 2025-08-13 13:50:01,112 - INFO - Training: cls_zice: 51.938098101620504; reg_zipnll: 189.01257816501018; aux_mae_loss_1: 107.67433507522152; aux_mae_loss_2: 15.778584484575953; aux_mae_loss_4: 2.378253584962271; cnt_loss: 11.772961663403057; 2025-08-13 13:50:01,714 - INFO - Evaluation: Curr mae: 62.0252; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 493.5240; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1230; Best nae: 0.1230; 0.1234; 0.1246; 0.1261; 0.1266; 2025-08-13 13:50:01,714 - INFO - Epoch: 0877 / 1300 lr: 7.469e-05 2025-08-13 13:51:40,689 - INFO - Training: cls_zice: 54.3339716315959; reg_zipnll: 178.48743824112998; aux_mae_loss_1: 107.46411380914918; aux_mae_loss_2: 15.868564105585486; aux_mae_loss_4: 2.425417940919994; cnt_loss: 11.932735300922149; 2025-08-13 13:51:40,690 - INFO - Evaluation: Curr mae: 61.1572; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 466.6739; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1562; Best nae: 0.1230; 0.1234; 0.1246; 0.1261; 0.1266; 2025-08-13 13:51:40,690 - INFO - Epoch: 0878 / 1300 lr: 7.447e-05 2025-08-13 13:53:19,318 - INFO - Training: cls_zice: 55.04205684670293; reg_zipnll: 183.48725729797678; aux_mae_loss_1: 108.16981998629926; aux_mae_loss_2: 15.94819105008574; aux_mae_loss_4: 2.416896909398714; cnt_loss: 11.266364092385555; 2025-08-13 13:53:19,320 - INFO - Evaluation: Curr mae: 60.2330; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 475.8450; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1281; Best nae: 0.1230; 0.1234; 0.1246; 0.1261; 0.1266; 2025-08-13 13:53:19,320 - INFO - Epoch: 0879 / 1300 lr: 7.426e-05 2025-08-13 13:54:57,666 - INFO - Training: cls_zice: 55.59850460501593; reg_zipnll: 185.46149809378892; aux_mae_loss_1: 107.16748748034009; aux_mae_loss_2: 15.594879638872907; aux_mae_loss_4: 2.3287109466015834; cnt_loss: 10.67500812627356; 2025-08-13 13:54:57,668 - INFO - Evaluation: Curr mae: 60.5410; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 525.5474; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1309; Best nae: 0.1230; 0.1234; 0.1246; 0.1261; 0.1266; 2025-08-13 13:54:57,668 - INFO - Epoch: 0880 / 1300 lr: 7.405e-05 2025-08-13 13:56:35,665 - INFO - Training: cls_zice: 50.75767464629329; reg_zipnll: 184.7624055327977; aux_mae_loss_1: 101.73575067887883; aux_mae_loss_2: 14.879107986440388; aux_mae_loss_4: 2.2250773289209773; cnt_loss: 9.711454832768379; 2025-08-13 13:56:35,666 - INFO - Evaluation: Curr mae: 69.0434; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 566.0771; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1935; Best nae: 0.1230; 0.1234; 0.1246; 0.1261; 0.1266; 2025-08-13 13:56:35,666 - INFO - Epoch: 0881 / 1300 lr: 7.383e-05 2025-08-13 13:58:14,923 - INFO - Training: cls_zice: 52.39037602235848; reg_zipnll: 183.50007920645197; aux_mae_loss_1: 103.98579946091365; aux_mae_loss_2: 15.123565864440408; aux_mae_loss_4: 2.2739356072825454; cnt_loss: 10.645548599851162; 2025-08-13 13:58:14,925 - INFO - Evaluation: Curr mae: 61.5566; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 533.2018; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1448; Best nae: 0.1230; 0.1234; 0.1246; 0.1261; 0.1266; 2025-08-13 13:58:14,925 - INFO - Epoch: 0882 / 1300 lr: 7.362e-05 2025-08-13 13:59:53,478 - INFO - Training: cls_zice: 54.01914114196687; reg_zipnll: 185.77334251992193; aux_mae_loss_1: 106.73684979220589; aux_mae_loss_2: 15.584038019180298; aux_mae_loss_4: 2.340316256704551; cnt_loss: 10.821139174132849; 2025-08-13 13:59:53,479 - INFO - Evaluation: Curr mae: 66.1882; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 547.0372; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1544; Best nae: 0.1230; 0.1234; 0.1246; 0.1261; 0.1266; 2025-08-13 13:59:53,479 - INFO - Epoch: 0883 / 1300 lr: 7.340e-05 2025-08-13 14:01:32,603 - INFO - Training: cls_zice: 50.829399684784036; reg_zipnll: 184.4911163840012; aux_mae_loss_1: 105.96498033381367; aux_mae_loss_2: 15.442332958500918; aux_mae_loss_4: 2.306447144645652; cnt_loss: 10.027589882094327; 2025-08-13 14:01:32,604 - INFO - Evaluation: Curr mae: 61.1380; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 526.0761; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1392; Best nae: 0.1230; 0.1234; 0.1246; 0.1261; 0.1266; 2025-08-13 14:01:32,604 - INFO - Epoch: 0884 / 1300 lr: 7.319e-05 2025-08-13 14:03:10,211 - INFO - Training: cls_zice: 51.02661574913481; reg_zipnll: 189.89949589216923; aux_mae_loss_1: 103.51595905568729; aux_mae_loss_2: 15.042252719249088; aux_mae_loss_4: 2.244542014093203; cnt_loss: 10.658921054825377; 2025-08-13 14:03:10,213 - INFO - Evaluation: Curr mae: 57.4773; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 440.2934; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1373; Best nae: 0.1230; 0.1234; 0.1246; 0.1261; 0.1266; 2025-08-13 14:03:10,213 - INFO - Epoch: 0885 / 1300 lr: 7.297e-05 2025-08-13 14:04:48,702 - INFO - Training: cls_zice: 50.931723073507946; reg_zipnll: 182.89772435754614; aux_mae_loss_1: 104.2452496624238; aux_mae_loss_2: 15.317823368969798; aux_mae_loss_4: 2.2990354118739424; cnt_loss: 10.259933513050521; 2025-08-13 14:04:48,703 - INFO - Evaluation: Curr mae: 61.0922; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 455.4499; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1404; Best nae: 0.1230; 0.1234; 0.1246; 0.1261; 0.1266; 2025-08-13 14:04:48,704 - INFO - Epoch: 0886 / 1300 lr: 7.276e-05 2025-08-13 14:06:26,873 - INFO - Training: cls_zice: 54.681596217241264; reg_zipnll: 184.342190901847; aux_mae_loss_1: 106.79629483750057; aux_mae_loss_2: 15.572320398144367; aux_mae_loss_4: 2.3392718596752626; cnt_loss: 11.296290084145063; 2025-08-13 14:06:26,874 - INFO - Evaluation: Curr mae: 61.2631; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 431.2480; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1312; Best nae: 0.1230; 0.1234; 0.1246; 0.1261; 0.1266; 2025-08-13 14:06:26,874 - INFO - Epoch: 0887 / 1300 lr: 7.254e-05 2025-08-13 14:08:05,970 - INFO - Training: cls_zice: 49.31426157727646; reg_zipnll: 175.79606616650264; aux_mae_loss_1: 103.27373614960894; aux_mae_loss_2: 15.164458143680445; aux_mae_loss_4: 2.2799022991430484; cnt_loss: 10.684102027459133; 2025-08-13 14:08:05,972 - INFO - Evaluation: Curr mae: 63.0304; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 462.7038; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1440; Best nae: 0.1230; 0.1234; 0.1246; 0.1261; 0.1266; 2025-08-13 14:08:05,972 - INFO - Epoch: 0888 / 1300 lr: 7.232e-05 2025-08-13 14:09:44,124 - INFO - Training: cls_zice: 52.63931965544475; reg_zipnll: 181.17716568601162; aux_mae_loss_1: 104.52384838408247; aux_mae_loss_2: 15.348083648093256; aux_mae_loss_4: 2.3322109864272926; cnt_loss: 12.180250479200506; 2025-08-13 14:09:44,125 - INFO - Evaluation: Curr mae: 63.4729; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 433.9018; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1472; Best nae: 0.1230; 0.1234; 0.1246; 0.1261; 0.1266; 2025-08-13 14:09:44,125 - INFO - Epoch: 0889 / 1300 lr: 7.210e-05 2025-08-13 14:11:23,061 - INFO - Training: cls_zice: 52.483045732300816; reg_zipnll: 181.6254551845835; aux_mae_loss_1: 105.50058786544211; aux_mae_loss_2: 15.399315031144797; aux_mae_loss_4: 2.3064386619393806; cnt_loss: 10.748670834195645; 2025-08-13 14:11:23,062 - INFO - Evaluation: Curr mae: 61.6010; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 549.1422; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1339; Best nae: 0.1230; 0.1234; 0.1246; 0.1261; 0.1266; 2025-08-13 14:11:23,063 - INFO - Epoch: 0890 / 1300 lr: 7.188e-05 2025-08-13 14:13:00,823 - INFO - Training: cls_zice: 51.98154986801062; reg_zipnll: 188.81863906389643; aux_mae_loss_1: 103.88923282672323; aux_mae_loss_2: 15.059991926031431; aux_mae_loss_4: 2.2339176411493886; cnt_loss: 10.526997885238236; 2025-08-13 14:13:00,824 - INFO - Evaluation: Curr mae: 66.2080; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 470.5006; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1591; Best nae: 0.1230; 0.1234; 0.1246; 0.1261; 0.1266; 2025-08-13 14:13:00,824 - INFO - Epoch: 0891 / 1300 lr: 7.166e-05 2025-08-13 14:14:39,537 - INFO - Training: cls_zice: 50.71414971102632; reg_zipnll: 184.73045780358402; aux_mae_loss_1: 103.79092512645575; aux_mae_loss_2: 15.124749684395091; aux_mae_loss_4: 2.25001620932226; cnt_loss: 9.691645023142463; 2025-08-13 14:14:39,538 - INFO - Evaluation: Curr mae: 60.3507; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 488.1568; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1299; Best nae: 0.1230; 0.1234; 0.1246; 0.1261; 0.1266; 2025-08-13 14:14:39,538 - INFO - Epoch: 0892 / 1300 lr: 7.144e-05 2025-08-13 14:16:17,648 - INFO - Training: cls_zice: 53.3632928449038; reg_zipnll: 186.25382240511152; aux_mae_loss_1: 104.32257055071754; aux_mae_loss_2: 15.10080793829381; aux_mae_loss_4: 2.2478689673933703; cnt_loss: 10.043038948029663; 2025-08-13 14:16:17,649 - INFO - Evaluation: Curr mae: 59.7071; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 344.3404; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3026; Best nae: 0.1230; 0.1234; 0.1246; 0.1261; 0.1266; 2025-08-13 14:16:17,649 - INFO - Epoch: 0893 / 1300 lr: 7.122e-05 2025-08-13 14:17:55,886 - INFO - Training: cls_zice: 52.161486001125034; reg_zipnll: 188.15917298971533; aux_mae_loss_1: 103.05481627790358; aux_mae_loss_2: 15.005909089257601; aux_mae_loss_4: 2.2663516492647497; cnt_loss: 10.913064708286814; 2025-08-13 14:17:55,887 - INFO - Evaluation: Curr mae: 59.7983; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 411.2570; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1503; Best nae: 0.1230; 0.1234; 0.1246; 0.1261; 0.1266; 2025-08-13 14:17:55,887 - INFO - Epoch: 0894 / 1300 lr: 7.100e-05 2025-08-13 14:19:33,954 - INFO - Training: cls_zice: 51.185068161674515; reg_zipnll: 187.43773440775345; aux_mae_loss_1: 103.39912910755618; aux_mae_loss_2: 14.97166721128253; aux_mae_loss_4: 2.2177100771497025; cnt_loss: 9.835532416874461; 2025-08-13 14:19:33,955 - INFO - Evaluation: Curr mae: 57.7868; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 420.0768; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1348; Best nae: 0.1230; 0.1234; 0.1246; 0.1261; 0.1266; 2025-08-13 14:19:33,955 - INFO - Epoch: 0895 / 1300 lr: 7.078e-05 2025-08-13 14:21:12,396 - INFO - Training: cls_zice: 54.18756541203717; reg_zipnll: 183.85901705587432; aux_mae_loss_1: 106.08588994867084; aux_mae_loss_2: 15.397616680606166; aux_mae_loss_4: 2.302280840576461; cnt_loss: 10.402683528652535; 2025-08-13 14:21:12,397 - INFO - Evaluation: Curr mae: 60.3635; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 375.1264; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1668; Best nae: 0.1230; 0.1234; 0.1246; 0.1261; 0.1266; 2025-08-13 14:21:12,397 - INFO - Epoch: 0896 / 1300 lr: 7.056e-05 2025-08-13 14:22:51,194 - INFO - Training: cls_zice: 52.576247578453284; reg_zipnll: 180.66864114677998; aux_mae_loss_1: 106.09806100997336; aux_mae_loss_2: 15.471263906336688; aux_mae_loss_4: 2.323812579281226; cnt_loss: 11.012554586699812; 2025-08-13 14:22:51,195 - INFO - Evaluation: Curr mae: 60.9265; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 517.1864; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1359; Best nae: 0.1230; 0.1234; 0.1246; 0.1261; 0.1266; 2025-08-13 14:22:51,196 - INFO - Epoch: 0897 / 1300 lr: 7.034e-05 2025-08-13 14:24:30,011 - INFO - Training: cls_zice: 51.282834372131255; reg_zipnll: 190.54325776480158; aux_mae_loss_1: 103.53541490657777; aux_mae_loss_2: 15.018739407963496; aux_mae_loss_4: 2.2262022722426296; cnt_loss: 9.830526291787777; 2025-08-13 14:24:30,013 - INFO - Evaluation: Curr mae: 63.2527; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 482.0092; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1386; Best nae: 0.1230; 0.1234; 0.1246; 0.1261; 0.1266; 2025-08-13 14:24:30,013 - INFO - Epoch: 0898 / 1300 lr: 7.011e-05 2025-08-13 14:26:09,288 - INFO - Training: cls_zice: 52.81796927313418; reg_zipnll: 180.65496309373557; aux_mae_loss_1: 105.98451488857711; aux_mae_loss_2: 15.40119279564806; aux_mae_loss_4: 2.2781591390123097; cnt_loss: 10.102343549918393; 2025-08-13 14:26:09,289 - INFO - Evaluation: Curr mae: 59.8934; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 510.3496; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1438; Best nae: 0.1230; 0.1234; 0.1246; 0.1261; 0.1266; 2025-08-13 14:26:09,289 - INFO - Epoch: 0899 / 1300 lr: 6.989e-05 2025-08-13 14:27:47,391 - INFO - Training: cls_zice: 48.19222934455982; reg_zipnll: 184.01066673690678; aux_mae_loss_1: 101.91308955116565; aux_mae_loss_2: 14.975052723234906; aux_mae_loss_4: 2.2421146281887143; cnt_loss: 9.38694416695205; 2025-08-13 14:27:47,393 - INFO - Evaluation: Curr mae: 61.4318; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 497.0777; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1331; Best nae: 0.1230; 0.1234; 0.1246; 0.1261; 0.1266; 2025-08-13 14:27:47,393 - INFO - Epoch: 0900 / 1300 lr: 6.967e-05 2025-08-13 14:29:27,639 - INFO - Training: cls_zice: 49.18130588236536; reg_zipnll: 183.86540678166486; aux_mae_loss_1: 102.92240286976636; aux_mae_loss_2: 14.950486179489097; aux_mae_loss_4: 2.21434702649521; cnt_loss: 9.327579696104888; 2025-08-13 14:29:27,640 - INFO - Evaluation: Curr mae: 60.4371; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 461.4426; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1397; Best nae: 0.1230; 0.1234; 0.1246; 0.1261; 0.1266; 2025-08-13 14:29:29,405 - INFO - Epoch: 0901 / 1300 lr: 6.944e-05 2025-08-13 14:31:07,984 - INFO - Training: cls_zice: 53.03607181633959; reg_zipnll: 182.39597015576987; aux_mae_loss_1: 103.84336552215419; aux_mae_loss_2: 15.085323591158751; aux_mae_loss_4: 2.245262139330793; cnt_loss: 10.646451123882382; 2025-08-13 14:31:07,986 - INFO - Evaluation: Curr mae: 59.4817; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 501.3790; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1354; Best nae: 0.1230; 0.1234; 0.1246; 0.1261; 0.1266; 2025-08-13 14:31:07,986 - INFO - Epoch: 0902 / 1300 lr: 6.922e-05 2025-08-13 14:32:47,118 - INFO - Training: cls_zice: 48.52643166114708; reg_zipnll: 178.7292678999717; aux_mae_loss_1: 100.83878904749618; aux_mae_loss_2: 14.688705349642698; aux_mae_loss_4: 2.187451943563618; cnt_loss: 9.341376765834642; 2025-08-13 14:32:47,119 - INFO - Evaluation: Curr mae: 64.5824; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 491.6117; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1486; Best nae: 0.1230; 0.1234; 0.1246; 0.1261; 0.1266; 2025-08-13 14:32:47,119 - INFO - Epoch: 0903 / 1300 lr: 6.899e-05 2025-08-13 14:34:25,661 - INFO - Training: cls_zice: 54.49538693644087; reg_zipnll: 183.6615216664606; aux_mae_loss_1: 107.09638505852314; aux_mae_loss_2: 15.671282943539264; aux_mae_loss_4: 2.37250399313733; cnt_loss: 11.7466308621637; 2025-08-13 14:34:25,663 - INFO - Evaluation: Curr mae: 69.4216; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 509.2651; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1843; Best nae: 0.1230; 0.1234; 0.1246; 0.1261; 0.1266; 2025-08-13 14:34:25,663 - INFO - Epoch: 0904 / 1300 lr: 6.877e-05 2025-08-13 14:36:05,557 - INFO - Training: cls_zice: 49.961564495699875; reg_zipnll: 187.62931877175455; aux_mae_loss_1: 101.97092273486611; aux_mae_loss_2: 14.784038267589168; aux_mae_loss_4: 2.189419409609699; cnt_loss: 9.408990755485691; 2025-08-13 14:36:05,558 - INFO - Evaluation: Curr mae: 65.2554; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 532.9169; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1395; Best nae: 0.1230; 0.1234; 0.1246; 0.1261; 0.1266; 2025-08-13 14:36:05,558 - INFO - Epoch: 0905 / 1300 lr: 6.854e-05 2025-08-13 14:37:44,327 - INFO - Training: cls_zice: 51.56333664297138; reg_zipnll: 179.48227868165947; aux_mae_loss_1: 103.13608332832553; aux_mae_loss_2: 14.962287506284934; aux_mae_loss_4: 2.224506783607993; cnt_loss: 10.205079384358806; 2025-08-13 14:37:44,328 - INFO - Evaluation: Curr mae: 61.1485; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 484.7451; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1881; Best nae: 0.1230; 0.1234; 0.1246; 0.1261; 0.1266; 2025-08-13 14:37:44,328 - INFO - Epoch: 0906 / 1300 lr: 6.831e-05 2025-08-13 14:39:23,524 - INFO - Training: cls_zice: 53.97106893624928; reg_zipnll: 185.7942176147108; aux_mae_loss_1: 106.00362709555344; aux_mae_loss_2: 15.383131139382606; aux_mae_loss_4: 2.293501240045675; cnt_loss: 10.509611696541157; 2025-08-13 14:39:23,526 - INFO - Evaluation: Curr mae: 60.1707; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 483.5568; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1480; Best nae: 0.1230; 0.1234; 0.1246; 0.1261; 0.1266; 2025-08-13 14:39:23,526 - INFO - Epoch: 0907 / 1300 lr: 6.809e-05 2025-08-13 14:41:01,475 - INFO - Training: cls_zice: 53.5550579635527; reg_zipnll: 183.34221154926368; aux_mae_loss_1: 105.34899208294395; aux_mae_loss_2: 15.329763452927068; aux_mae_loss_4: 2.2959600395132767; cnt_loss: 10.290499514969579; 2025-08-13 14:41:01,476 - INFO - Evaluation: Curr mae: 62.9701; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 482.1417; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1571; Best nae: 0.1230; 0.1234; 0.1246; 0.1261; 0.1266; 2025-08-13 14:41:01,476 - INFO - Epoch: 0908 / 1300 lr: 6.786e-05 2025-08-13 14:42:39,527 - INFO - Training: cls_zice: 50.35565035286477; reg_zipnll: 178.20765212385083; aux_mae_loss_1: 102.86301491254399; aux_mae_loss_2: 14.968519687039686; aux_mae_loss_4: 2.2215153002647017; cnt_loss: 8.988630665298599; 2025-08-13 14:42:39,528 - INFO - Evaluation: Curr mae: 66.8332; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 513.9892; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1773; Best nae: 0.1230; 0.1234; 0.1246; 0.1261; 0.1266; 2025-08-13 14:42:39,528 - INFO - Epoch: 0909 / 1300 lr: 6.763e-05 2025-08-13 14:44:17,759 - INFO - Training: cls_zice: 50.55812619955957; reg_zipnll: 176.72446082245108; aux_mae_loss_1: 103.32831246932552; aux_mae_loss_2: 15.064424563802607; aux_mae_loss_4: 2.262738066727827; cnt_loss: 10.445501969069012; 2025-08-13 14:44:17,761 - INFO - Evaluation: Curr mae: 62.2780; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 487.2326; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1805; Best nae: 0.1230; 0.1234; 0.1246; 0.1261; 0.1266; 2025-08-13 14:44:17,761 - INFO - Epoch: 0910 / 1300 lr: 6.740e-05 2025-08-13 14:45:55,583 - INFO - Training: cls_zice: 49.845132757275145; reg_zipnll: 182.44747857630713; aux_mae_loss_1: 102.39329945581432; aux_mae_loss_2: 14.888423277970144; aux_mae_loss_4: 2.2062934411062374; cnt_loss: 9.561582779516598; 2025-08-13 14:45:55,585 - INFO - Evaluation: Curr mae: 58.2096; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 478.5805; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1323; Best nae: 0.1230; 0.1234; 0.1246; 0.1261; 0.1266; 2025-08-13 14:45:55,585 - INFO - Epoch: 0911 / 1300 lr: 6.718e-05 2025-08-13 14:47:33,570 - INFO - Training: cls_zice: 53.63538633796427; reg_zipnll: 179.42231355289567; aux_mae_loss_1: 107.03894940746474; aux_mae_loss_2: 15.780269457319402; aux_mae_loss_4: 2.3984818519847253; cnt_loss: 11.332331832546195; 2025-08-13 14:47:34,171 - INFO - Evaluation: Curr mae: 60.9975; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 535.3978; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1210; Best nae: 0.1210; 0.1230; 0.1234; 0.1246; 0.1261; 2025-08-13 14:47:34,171 - INFO - Epoch: 0912 / 1300 lr: 6.695e-05 2025-08-13 14:49:11,534 - INFO - Training: cls_zice: 50.60752610452377; reg_zipnll: 178.19754204835868; aux_mae_loss_1: 103.6093163281909; aux_mae_loss_2: 15.084941173273984; aux_mae_loss_4: 2.2575285756496046; cnt_loss: 10.060819232448514; 2025-08-13 14:49:11,535 - INFO - Evaluation: Curr mae: 61.5521; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 484.6123; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1592; Best nae: 0.1210; 0.1230; 0.1234; 0.1246; 0.1261; 2025-08-13 14:49:11,536 - INFO - Epoch: 0913 / 1300 lr: 6.672e-05 2025-08-13 14:50:48,955 - INFO - Training: cls_zice: 50.92028495707671; reg_zipnll: 186.35163146854978; aux_mae_loss_1: 103.01018681072637; aux_mae_loss_2: 14.94299775224112; aux_mae_loss_4: 2.2198188881028282; cnt_loss: 9.634480444814981; 2025-08-13 14:50:48,956 - INFO - Evaluation: Curr mae: 60.3536; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 496.4631; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1391; Best nae: 0.1210; 0.1230; 0.1234; 0.1246; 0.1261; 2025-08-13 14:50:48,957 - INFO - Epoch: 0914 / 1300 lr: 6.649e-05 2025-08-13 14:52:27,281 - INFO - Training: cls_zice: 51.30092657041427; reg_zipnll: 187.10133614822035; aux_mae_loss_1: 104.41198597346603; aux_mae_loss_2: 15.10620488912097; aux_mae_loss_4: 2.2283660633858187; cnt_loss: 9.375358126540418; 2025-08-13 14:52:27,283 - INFO - Evaluation: Curr mae: 63.7796; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 522.4395; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1563; Best nae: 0.1210; 0.1230; 0.1234; 0.1246; 0.1261; 2025-08-13 14:52:27,283 - INFO - Epoch: 0915 / 1300 lr: 6.626e-05 2025-08-13 14:54:04,740 - INFO - Training: cls_zice: 50.81680169885447; reg_zipnll: 183.1582857244732; aux_mae_loss_1: 103.5571424391092; aux_mae_loss_2: 15.024074783055518; aux_mae_loss_4: 2.224599231791067; cnt_loss: 9.623429006353442; 2025-08-13 14:54:04,741 - INFO - Evaluation: Curr mae: 61.3553; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 505.6142; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1383; Best nae: 0.1210; 0.1230; 0.1234; 0.1246; 0.1261; 2025-08-13 14:54:04,741 - INFO - Epoch: 0916 / 1300 lr: 6.603e-05 2025-08-13 14:55:43,249 - INFO - Training: cls_zice: 52.065550068350255; reg_zipnll: 181.08727219294767; aux_mae_loss_1: 103.5733559027429; aux_mae_loss_2: 15.021642169486588; aux_mae_loss_4: 2.244566284598912; cnt_loss: 10.470262585078537; 2025-08-13 14:55:43,250 - INFO - Evaluation: Curr mae: 70.2897; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 540.5733; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2036; Best nae: 0.1210; 0.1230; 0.1234; 0.1246; 0.1261; 2025-08-13 14:55:43,250 - INFO - Epoch: 0917 / 1300 lr: 6.580e-05 2025-08-13 14:57:21,677 - INFO - Training: cls_zice: 50.86845523689737; reg_zipnll: 181.24146437461087; aux_mae_loss_1: 103.03409575925694; aux_mae_loss_2: 15.003522381990917; aux_mae_loss_4: 2.2363227368320473; cnt_loss: 10.199911007997615; 2025-08-13 14:57:21,679 - INFO - Evaluation: Curr mae: 67.2100; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 519.7662; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1924; Best nae: 0.1210; 0.1230; 0.1234; 0.1246; 0.1261; 2025-08-13 14:57:21,679 - INFO - Epoch: 0918 / 1300 lr: 6.557e-05 2025-08-13 14:59:01,555 - INFO - Training: cls_zice: 50.92410928394004; reg_zipnll: 180.34674676341078; aux_mae_loss_1: 102.6141086225338; aux_mae_loss_2: 14.890396572936776; aux_mae_loss_4: 2.2280162960520746; cnt_loss: 9.803270721803287; 2025-08-13 14:59:01,557 - INFO - Evaluation: Curr mae: 70.9920; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 509.3544; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3001; Best nae: 0.1210; 0.1230; 0.1234; 0.1246; 0.1261; 2025-08-13 14:59:01,557 - INFO - Epoch: 0919 / 1300 lr: 6.533e-05 2025-08-13 15:00:40,991 - INFO - Training: cls_zice: 52.33272490571888; reg_zipnll: 185.43785343807582; aux_mae_loss_1: 102.12266718513861; aux_mae_loss_2: 14.785950700544147; aux_mae_loss_4: 2.1827893834800522; cnt_loss: 9.373141329362031; 2025-08-13 15:00:40,992 - INFO - Evaluation: Curr mae: 63.6432; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 531.9341; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1484; Best nae: 0.1210; 0.1230; 0.1234; 0.1246; 0.1261; 2025-08-13 15:00:40,992 - INFO - Epoch: 0920 / 1300 lr: 6.510e-05 2025-08-13 15:02:18,668 - INFO - Training: cls_zice: 48.910666846983844; reg_zipnll: 184.06312054533578; aux_mae_loss_1: 100.83076606250361; aux_mae_loss_2: 14.62564107997865; aux_mae_loss_4: 2.1589308532007556; cnt_loss: 9.209224362912705; 2025-08-13 15:02:18,669 - INFO - Evaluation: Curr mae: 59.4172; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 484.0684; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1421; Best nae: 0.1210; 0.1230; 0.1234; 0.1246; 0.1261; 2025-08-13 15:02:18,670 - INFO - Epoch: 0921 / 1300 lr: 6.487e-05 2025-08-13 15:03:57,485 - INFO - Training: cls_zice: 49.75554592911259; reg_zipnll: 190.20312259742718; aux_mae_loss_1: 102.1904030140384; aux_mae_loss_2: 14.805678763548942; aux_mae_loss_4: 2.199015618136732; cnt_loss: 9.37433534860611; 2025-08-13 15:03:57,486 - INFO - Evaluation: Curr mae: 60.6985; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 467.0616; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1690; Best nae: 0.1210; 0.1230; 0.1234; 0.1246; 0.1261; 2025-08-13 15:03:57,486 - INFO - Epoch: 0922 / 1300 lr: 6.464e-05 2025-08-13 15:05:36,671 - INFO - Training: cls_zice: 51.68314605905341; reg_zipnll: 186.34788203791052; aux_mae_loss_1: 105.63131312784621; aux_mae_loss_2: 15.358194583485856; aux_mae_loss_4: 2.2870176225364363; cnt_loss: 10.090404333063141; 2025-08-13 15:05:36,672 - INFO - Evaluation: Curr mae: 63.3094; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 531.5256; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1469; Best nae: 0.1210; 0.1230; 0.1234; 0.1246; 0.1261; 2025-08-13 15:05:36,673 - INFO - Epoch: 0923 / 1300 lr: 6.440e-05 2025-08-13 15:07:15,579 - INFO - Training: cls_zice: 52.162533765586915; reg_zipnll: 184.4878646732909; aux_mae_loss_1: 104.44275027865922; aux_mae_loss_2: 15.049312284795668; aux_mae_loss_4: 2.2281391625998874; cnt_loss: 9.817697457298827; 2025-08-13 15:07:15,581 - INFO - Evaluation: Curr mae: 60.4997; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 508.6430; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1404; Best nae: 0.1210; 0.1230; 0.1234; 0.1246; 0.1261; 2025-08-13 15:07:15,581 - INFO - Epoch: 0924 / 1300 lr: 6.417e-05 2025-08-13 15:08:54,430 - INFO - Training: cls_zice: 53.507070209342594; reg_zipnll: 179.49654757149116; aux_mae_loss_1: 104.43192988496207; aux_mae_loss_2: 15.139820287650533; aux_mae_loss_4: 2.2556931472989157; cnt_loss: 9.9716172086549; 2025-08-13 15:08:54,431 - INFO - Evaluation: Curr mae: 63.8821; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 540.4985; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1354; Best nae: 0.1210; 0.1230; 0.1234; 0.1246; 0.1261; 2025-08-13 15:08:54,431 - INFO - Epoch: 0925 / 1300 lr: 6.394e-05 2025-08-13 15:10:33,775 - INFO - Training: cls_zice: 51.561627815537406; reg_zipnll: 181.26412719687337; aux_mae_loss_1: 103.45378549668966; aux_mae_loss_2: 15.03203468825333; aux_mae_loss_4: 2.2349749696285377; cnt_loss: 10.3373132919591; 2025-08-13 15:10:33,777 - INFO - Evaluation: Curr mae: 62.0307; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 495.0635; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1353; Best nae: 0.1210; 0.1230; 0.1234; 0.1246; 0.1261; 2025-08-13 15:10:33,777 - INFO - Epoch: 0926 / 1300 lr: 6.370e-05 2025-08-13 15:12:11,474 - INFO - Training: cls_zice: 53.02004190348568; reg_zipnll: 182.3909872785632; aux_mae_loss_1: 103.7310437200002; aux_mae_loss_2: 15.042986661425592; aux_mae_loss_4: 2.2349207224300405; cnt_loss: 9.439178333797308; 2025-08-13 15:12:11,475 - INFO - Evaluation: Curr mae: 68.1927; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 524.6940; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1687; Best nae: 0.1210; 0.1230; 0.1234; 0.1246; 0.1261; 2025-08-13 15:12:11,475 - INFO - Epoch: 0927 / 1300 lr: 6.347e-05 2025-08-13 15:13:49,563 - INFO - Training: cls_zice: 49.645394309206; reg_zipnll: 175.28547521360736; aux_mae_loss_1: 101.47899598021127; aux_mae_loss_2: 14.74891419643608; aux_mae_loss_4: 2.199172632706502; cnt_loss: 8.986434861596262; 2025-08-13 15:13:50,164 - INFO - Evaluation: Curr mae: 62.7939; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 546.3900; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1206; Best nae: 0.1206; 0.1210; 0.1230; 0.1234; 0.1246; 2025-08-13 15:13:50,164 - INFO - Epoch: 0928 / 1300 lr: 6.323e-05 2025-08-13 15:15:28,689 - INFO - Training: cls_zice: 51.86922937455398; reg_zipnll: 184.8945922165113; aux_mae_loss_1: 103.54706305280749; aux_mae_loss_2: 15.05411191801792; aux_mae_loss_4: 2.2447629350316554; cnt_loss: 9.715648511994468; 2025-08-13 15:15:28,690 - INFO - Evaluation: Curr mae: 65.2781; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 498.3385; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1619; Best nae: 0.1206; 0.1210; 0.1230; 0.1234; 0.1246; 2025-08-13 15:15:28,691 - INFO - Epoch: 0929 / 1300 lr: 6.300e-05 2025-08-13 15:17:08,364 - INFO - Training: cls_zice: 53.34925606475238; reg_zipnll: 175.97656953120293; aux_mae_loss_1: 106.48130647811301; aux_mae_loss_2: 15.516529899636394; aux_mae_loss_4: 2.323749272329948; cnt_loss: 10.540678178206814; 2025-08-13 15:17:08,365 - INFO - Evaluation: Curr mae: 61.7686; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 483.6275; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1660; Best nae: 0.1206; 0.1210; 0.1230; 0.1234; 0.1246; 2025-08-13 15:17:08,365 - INFO - Epoch: 0930 / 1300 lr: 6.276e-05 2025-08-13 15:18:46,600 - INFO - Training: cls_zice: 49.615638253429864; reg_zipnll: 176.51890777744794; aux_mae_loss_1: 102.87237294841854; aux_mae_loss_2: 14.932884289243841; aux_mae_loss_4: 2.2253762983111307; cnt_loss: 9.250650866172615; 2025-08-13 15:18:46,601 - INFO - Evaluation: Curr mae: 58.1724; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 432.2617; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1600; Best nae: 0.1206; 0.1210; 0.1230; 0.1234; 0.1246; 2025-08-13 15:18:46,601 - INFO - Epoch: 0931 / 1300 lr: 6.253e-05 2025-08-13 15:20:25,093 - INFO - Training: cls_zice: 51.52833794179949; reg_zipnll: 181.01258177377264; aux_mae_loss_1: 101.55018957966703; aux_mae_loss_2: 14.714172246523566; aux_mae_loss_4: 2.192031137204722; cnt_loss: 10.35244049740941; 2025-08-13 15:20:25,095 - INFO - Evaluation: Curr mae: 61.6189; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 475.8317; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1520; Best nae: 0.1206; 0.1210; 0.1230; 0.1234; 0.1246; 2025-08-13 15:20:25,095 - INFO - Epoch: 0932 / 1300 lr: 6.229e-05 2025-08-13 15:22:02,944 - INFO - Training: cls_zice: 52.38911425944772; reg_zipnll: 177.85130688586395; aux_mae_loss_1: 104.20784764424694; aux_mae_loss_2: 15.03516031598677; aux_mae_loss_4: 2.2216896813908704; cnt_loss: 8.803118700999526; 2025-08-13 15:22:02,945 - INFO - Evaluation: Curr mae: 63.5242; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 505.5158; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1738; Best nae: 0.1206; 0.1210; 0.1230; 0.1234; 0.1246; 2025-08-13 15:22:02,945 - INFO - Epoch: 0933 / 1300 lr: 6.206e-05 2025-08-13 15:23:40,692 - INFO - Training: cls_zice: 50.30681700540999; reg_zipnll: 182.61297798647058; aux_mae_loss_1: 102.45399674167976; aux_mae_loss_2: 14.915006644928058; aux_mae_loss_4: 2.2220187671386795; cnt_loss: 9.78246712761244; 2025-08-13 15:23:40,693 - INFO - Evaluation: Curr mae: 59.2934; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 490.3562; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1249; Best nae: 0.1206; 0.1210; 0.1230; 0.1234; 0.1246; 2025-08-13 15:23:40,693 - INFO - Epoch: 0934 / 1300 lr: 6.182e-05 2025-08-13 15:25:19,491 - INFO - Training: cls_zice: 49.88809112794601; reg_zipnll: 173.47484191463047; aux_mae_loss_1: 99.71414693033174; aux_mae_loss_2: 14.51514808990655; aux_mae_loss_4: 2.1498237555621524; cnt_loss: 9.128446327689987; 2025-08-13 15:25:19,492 - INFO - Evaluation: Curr mae: 61.2156; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 484.8106; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1490; Best nae: 0.1206; 0.1210; 0.1230; 0.1234; 0.1246; 2025-08-13 15:25:19,492 - INFO - Epoch: 0935 / 1300 lr: 6.158e-05 2025-08-13 15:26:57,758 - INFO - Training: cls_zice: 50.462269590516364; reg_zipnll: 183.22353051683282; aux_mae_loss_1: 102.99932601458003; aux_mae_loss_2: 14.846583774279813; aux_mae_loss_4: 2.1727087118478545; cnt_loss: 9.355495075180475; 2025-08-13 15:26:57,759 - INFO - Evaluation: Curr mae: 66.7778; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 487.0834; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2483; Best nae: 0.1206; 0.1210; 0.1230; 0.1234; 0.1246; 2025-08-13 15:26:57,760 - INFO - Epoch: 0936 / 1300 lr: 6.135e-05 2025-08-13 15:28:36,559 - INFO - Training: cls_zice: 51.4590716552765; reg_zipnll: 180.13543133380173; aux_mae_loss_1: 102.91392807850188; aux_mae_loss_2: 14.875704415966123; aux_mae_loss_4: 2.20234489325999; cnt_loss: 9.557811055207926; 2025-08-13 15:28:36,560 - INFO - Evaluation: Curr mae: 70.9507; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 481.3688; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2401; Best nae: 0.1206; 0.1210; 0.1230; 0.1234; 0.1246; 2025-08-13 15:28:36,560 - INFO - Epoch: 0937 / 1300 lr: 6.111e-05 2025-08-13 15:30:14,373 - INFO - Training: cls_zice: 49.15918258579501; reg_zipnll: 185.37124296938546; aux_mae_loss_1: 101.54430075108546; aux_mae_loss_2: 14.688867367938123; aux_mae_loss_4: 2.1681513022487757; cnt_loss: 9.464606612844149; 2025-08-13 15:30:14,374 - INFO - Evaluation: Curr mae: 61.6204; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 478.2619; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1334; Best nae: 0.1206; 0.1210; 0.1230; 0.1234; 0.1246; 2025-08-13 15:30:14,374 - INFO - Epoch: 0938 / 1300 lr: 6.087e-05 2025-08-13 15:31:52,242 - INFO - Training: cls_zice: 51.45235960154883; reg_zipnll: 182.4679152040065; aux_mae_loss_1: 102.81724046251155; aux_mae_loss_2: 14.95411461607043; aux_mae_loss_4: 2.222054047955339; cnt_loss: 9.860526570317678; 2025-08-13 15:31:52,244 - INFO - Evaluation: Curr mae: 70.2774; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 441.9111; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2768; Best nae: 0.1206; 0.1210; 0.1230; 0.1234; 0.1246; 2025-08-13 15:31:52,244 - INFO - Epoch: 0939 / 1300 lr: 6.063e-05 2025-08-13 15:33:30,531 - INFO - Training: cls_zice: 51.68589797428304; reg_zipnll: 185.9425920275612; aux_mae_loss_1: 102.53488037089762; aux_mae_loss_2: 14.734735571020366; aux_mae_loss_4: 2.159758543447235; cnt_loss: 9.193884312493635; 2025-08-13 15:33:30,533 - INFO - Evaluation: Curr mae: 62.2568; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 462.6319; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1486; Best nae: 0.1206; 0.1210; 0.1230; 0.1234; 0.1246; 2025-08-13 15:33:30,533 - INFO - Epoch: 0940 / 1300 lr: 6.040e-05 2025-08-13 15:35:08,027 - INFO - Training: cls_zice: 50.28153259063901; reg_zipnll: 177.9325435952233; aux_mae_loss_1: 103.22697974599726; aux_mae_loss_2: 15.038509420686639; aux_mae_loss_4: 2.245245029809849; cnt_loss: 10.065663951987778; 2025-08-13 15:35:08,028 - INFO - Evaluation: Curr mae: 67.7780; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 482.3351; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1978; Best nae: 0.1206; 0.1210; 0.1230; 0.1234; 0.1246; 2025-08-13 15:35:08,028 - INFO - Epoch: 0941 / 1300 lr: 6.016e-05 2025-08-13 15:36:45,786 - INFO - Training: cls_zice: 52.04975697367541; reg_zipnll: 185.90023363402693; aux_mae_loss_1: 103.2238281857998; aux_mae_loss_2: 14.896222569335702; aux_mae_loss_4: 2.2004962480773043; cnt_loss: 9.704538314232176; 2025-08-13 15:36:45,788 - INFO - Evaluation: Curr mae: 68.9788; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 535.7890; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1431; Best nae: 0.1206; 0.1210; 0.1230; 0.1234; 0.1246; 2025-08-13 15:36:45,788 - INFO - Epoch: 0942 / 1300 lr: 5.992e-05 2025-08-13 15:38:23,664 - INFO - Training: cls_zice: 53.35655959957976; reg_zipnll: 176.21690310549306; aux_mae_loss_1: 104.17252852187364; aux_mae_loss_2: 15.045489661184865; aux_mae_loss_4: 2.2373159207537734; cnt_loss: 9.591615284316644; 2025-08-13 15:38:24,267 - INFO - Evaluation: Curr mae: 57.5617; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 482.6505; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1173; Best nae: 0.1173; 0.1206; 0.1210; 0.1230; 0.1234; 2025-08-13 15:38:24,267 - INFO - Epoch: 0943 / 1300 lr: 5.968e-05 2025-08-13 15:40:01,872 - INFO - Training: cls_zice: 51.54939517286872; reg_zipnll: 180.1054708927027; aux_mae_loss_1: 101.38684212456631; aux_mae_loss_2: 14.598413445342782; aux_mae_loss_4: 2.160613422758475; cnt_loss: 9.029647850132234; 2025-08-13 15:40:01,874 - INFO - Evaluation: Curr mae: 68.0214; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 523.9965; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1509; Best nae: 0.1173; 0.1206; 0.1210; 0.1230; 0.1234; 2025-08-13 15:40:01,874 - INFO - Epoch: 0944 / 1300 lr: 5.944e-05 2025-08-13 15:41:39,768 - INFO - Training: cls_zice: 51.5801249500795; reg_zipnll: 183.23405357988452; aux_mae_loss_1: 102.54932793859957; aux_mae_loss_2: 14.795312471438802; aux_mae_loss_4: 2.1937812785869393; cnt_loss: 9.370951875010002; 2025-08-13 15:41:39,769 - INFO - Evaluation: Curr mae: 61.5151; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 485.2144; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1349; Best nae: 0.1173; 0.1206; 0.1210; 0.1230; 0.1234; 2025-08-13 15:41:39,769 - INFO - Epoch: 0945 / 1300 lr: 5.920e-05 2025-08-13 15:43:18,532 - INFO - Training: cls_zice: 52.01810661483087; reg_zipnll: 176.7647923565156; aux_mae_loss_1: 103.10483400006527; aux_mae_loss_2: 14.939394306707504; aux_mae_loss_4: 2.2317327782703242; cnt_loss: 9.899635815988162; 2025-08-13 15:43:19,134 - INFO - Evaluation: Curr mae: 59.3896; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 511.6058; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1213; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 15:43:19,134 - INFO - Epoch: 0946 / 1300 lr: 5.896e-05 2025-08-13 15:44:57,594 - INFO - Training: cls_zice: 51.53841015669711; reg_zipnll: 180.3182913870922; aux_mae_loss_1: 103.45106784849976; aux_mae_loss_2: 14.901572753347285; aux_mae_loss_4: 2.1885691082875955; cnt_loss: 9.67432330843722; 2025-08-13 15:44:57,595 - INFO - Evaluation: Curr mae: 57.7462; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 466.3864; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1300; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 15:44:57,596 - INFO - Epoch: 0947 / 1300 lr: 5.872e-05 2025-08-13 15:46:36,107 - INFO - Training: cls_zice: 50.73571968553612; reg_zipnll: 169.1776073328327; aux_mae_loss_1: 100.9678623645655; aux_mae_loss_2: 14.635912596413286; aux_mae_loss_4: 2.168132995884952; cnt_loss: 9.12983804297631; 2025-08-13 15:46:36,108 - INFO - Evaluation: Curr mae: 61.4983; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 533.6606; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1273; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 15:46:36,109 - INFO - Epoch: 0948 / 1300 lr: 5.848e-05 2025-08-13 15:48:14,686 - INFO - Training: cls_zice: 53.17673130862051; reg_zipnll: 185.0153451836201; aux_mae_loss_1: 103.49722819095406; aux_mae_loss_2: 14.867211179439083; aux_mae_loss_4: 2.1813370957012963; cnt_loss: 9.385819222442901; 2025-08-13 15:48:14,688 - INFO - Evaluation: Curr mae: 60.4814; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 501.5387; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1388; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 15:48:14,688 - INFO - Epoch: 0949 / 1300 lr: 5.824e-05 2025-08-13 15:49:53,729 - INFO - Training: cls_zice: 50.51501427993063; reg_zipnll: 181.14706933774187; aux_mae_loss_1: 101.54610587269605; aux_mae_loss_2: 14.654826538728258; aux_mae_loss_4: 2.1605151087275507; cnt_loss: 9.234279034070306; 2025-08-13 15:49:53,731 - INFO - Evaluation: Curr mae: 60.4680; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 534.3762; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1679; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 15:49:53,731 - INFO - Epoch: 0950 / 1300 lr: 5.800e-05 2025-08-13 15:51:31,724 - INFO - Training: cls_zice: 48.024324417573936; reg_zipnll: 175.76489597114622; aux_mae_loss_1: 98.41433223783204; aux_mae_loss_2: 14.131247234221902; aux_mae_loss_4: 2.0590239295922697; cnt_loss: 8.258353693319776; 2025-08-13 15:51:31,726 - INFO - Evaluation: Curr mae: 62.2201; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 550.5621; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1261; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 15:51:33,488 - INFO - Epoch: 0951 / 1300 lr: 5.776e-05 2025-08-13 15:53:11,542 - INFO - Training: cls_zice: 52.06360715558719; reg_zipnll: 186.9899182748672; aux_mae_loss_1: 101.7358358084083; aux_mae_loss_2: 14.54651592568444; aux_mae_loss_4: 2.136570709300225; cnt_loss: 9.07554030387751; 2025-08-13 15:53:11,544 - INFO - Evaluation: Curr mae: 61.5078; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 533.6866; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1297; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 15:53:11,544 - INFO - Epoch: 0952 / 1300 lr: 5.752e-05 2025-08-13 15:54:51,184 - INFO - Training: cls_zice: 50.35408041107164; reg_zipnll: 185.02571462910709; aux_mae_loss_1: 101.0969302979104; aux_mae_loss_2: 14.601767697493644; aux_mae_loss_4: 2.1424941794424868; cnt_loss: 9.431423832640856; 2025-08-13 15:54:51,186 - INFO - Evaluation: Curr mae: 63.3537; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 540.6454; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1251; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 15:54:51,186 - INFO - Epoch: 0953 / 1300 lr: 5.728e-05 2025-08-13 15:56:30,266 - INFO - Training: cls_zice: 50.903716916405145; reg_zipnll: 180.32762555904438; aux_mae_loss_1: 101.78253740148863; aux_mae_loss_2: 14.649829130859178; aux_mae_loss_4: 2.14966199024171; cnt_loss: 9.298207377100358; 2025-08-13 15:56:30,267 - INFO - Evaluation: Curr mae: 60.9596; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 514.2357; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1850; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 15:56:30,267 - INFO - Epoch: 0954 / 1300 lr: 5.704e-05 2025-08-13 15:58:09,011 - INFO - Training: cls_zice: 47.212932128832705; reg_zipnll: 181.13584513039086; aux_mae_loss_1: 97.73461413935095; aux_mae_loss_2: 14.064569078558208; aux_mae_loss_4: 2.0593738259417234; cnt_loss: 8.86927241929699; 2025-08-13 15:58:09,012 - INFO - Evaluation: Curr mae: 61.3912; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 518.3285; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1289; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 15:58:09,012 - INFO - Epoch: 0955 / 1300 lr: 5.680e-05 2025-08-13 15:59:47,050 - INFO - Training: cls_zice: 51.25837791222686; reg_zipnll: 184.99379809656608; aux_mae_loss_1: 102.90534344062708; aux_mae_loss_2: 14.865020662469545; aux_mae_loss_4: 2.1927061810285084; cnt_loss: 9.654791110202401; 2025-08-13 15:59:47,051 - INFO - Evaluation: Curr mae: 61.6230; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 501.3594; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1322; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 15:59:47,051 - INFO - Epoch: 0956 / 1300 lr: 5.656e-05 2025-08-13 16:01:25,605 - INFO - Training: cls_zice: 48.75498265675377; reg_zipnll: 185.09072383694294; aux_mae_loss_1: 100.4818697000224; aux_mae_loss_2: 14.515423948170287; aux_mae_loss_4: 2.1416268774660203; cnt_loss: 8.792899839062924; 2025-08-13 16:01:25,606 - INFO - Evaluation: Curr mae: 61.1681; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 522.4229; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1306; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 16:01:25,606 - INFO - Epoch: 0957 / 1300 lr: 5.632e-05 2025-08-13 16:03:03,780 - INFO - Training: cls_zice: 53.89066739388021; reg_zipnll: 179.14176888943945; aux_mae_loss_1: 104.86437546992363; aux_mae_loss_2: 15.186402671441321; aux_mae_loss_4: 2.265879143249713; cnt_loss: 10.43039447528844; 2025-08-13 16:03:03,782 - INFO - Evaluation: Curr mae: 63.1295; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 465.5387; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1658; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 16:03:03,782 - INFO - Epoch: 0958 / 1300 lr: 5.608e-05 2025-08-13 16:04:42,811 - INFO - Training: cls_zice: 50.55721374886508; reg_zipnll: 180.35171692169112; aux_mae_loss_1: 102.82765982022322; aux_mae_loss_2: 14.847762788169488; aux_mae_loss_4: 2.2139270849200323; cnt_loss: 10.601942090724611; 2025-08-13 16:04:42,813 - INFO - Evaluation: Curr mae: 63.5374; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 554.2342; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1337; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 16:04:42,813 - INFO - Epoch: 0959 / 1300 lr: 5.584e-05 2025-08-13 16:06:21,757 - INFO - Training: cls_zice: 53.51454211668061; reg_zipnll: 175.2902149798631; aux_mae_loss_1: 104.88705993985762; aux_mae_loss_2: 15.205557226828255; aux_mae_loss_4: 2.2521819316023115; cnt_loss: 9.497252930559046; 2025-08-13 16:06:21,758 - INFO - Evaluation: Curr mae: 62.9147; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 506.2279; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1311; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 16:06:21,758 - INFO - Epoch: 0960 / 1300 lr: 5.559e-05 2025-08-13 16:08:01,131 - INFO - Training: cls_zice: 50.65297071164555; reg_zipnll: 180.28663240545512; aux_mae_loss_1: 103.04666645667854; aux_mae_loss_2: 14.892331668834148; aux_mae_loss_4: 2.1985638028245353; cnt_loss: 9.28912750154657; 2025-08-13 16:08:01,132 - INFO - Evaluation: Curr mae: 62.8502; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 524.2977; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1409; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 16:08:01,132 - INFO - Epoch: 0961 / 1300 lr: 5.535e-05 2025-08-13 16:09:38,441 - INFO - Training: cls_zice: 49.55131404844991; reg_zipnll: 182.293677293243; aux_mae_loss_1: 100.64824856951795; aux_mae_loss_2: 14.459218409496591; aux_mae_loss_4: 2.119604462369855; cnt_loss: 8.512514996651205; 2025-08-13 16:09:38,443 - INFO - Evaluation: Curr mae: 62.1147; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 544.7629; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1253; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 16:09:38,443 - INFO - Epoch: 0962 / 1300 lr: 5.511e-05 2025-08-13 16:11:16,329 - INFO - Training: cls_zice: 51.39651056610833; reg_zipnll: 170.57189099034798; aux_mae_loss_1: 103.20644933215144; aux_mae_loss_2: 14.905699257372584; aux_mae_loss_4: 2.216062931291242; cnt_loss: 9.230829975445657; 2025-08-13 16:11:16,331 - INFO - Evaluation: Curr mae: 65.1954; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 518.5256; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1511; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 16:11:16,331 - INFO - Epoch: 0963 / 1300 lr: 5.487e-05 2025-08-13 16:12:54,277 - INFO - Training: cls_zice: 49.02336311152631; reg_zipnll: 182.6260550874058; aux_mae_loss_1: 100.01734424924483; aux_mae_loss_2: 14.396742772320549; aux_mae_loss_4: 2.104956320058411; cnt_loss: 8.621441867020565; 2025-08-13 16:12:54,278 - INFO - Evaluation: Curr mae: 100.3328; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 533.0144; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.4793; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 16:12:54,278 - INFO - Epoch: 0964 / 1300 lr: 5.463e-05 2025-08-13 16:14:33,221 - INFO - Training: cls_zice: 53.01901809817568; reg_zipnll: 180.2104880913977; aux_mae_loss_1: 103.15384047932368; aux_mae_loss_2: 14.830479607790478; aux_mae_loss_4: 2.2003924751649477; cnt_loss: 9.4461075000101; 2025-08-13 16:14:33,223 - INFO - Evaluation: Curr mae: 65.8033; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 519.8366; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1590; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 16:14:33,223 - INFO - Epoch: 0965 / 1300 lr: 5.438e-05 2025-08-13 16:16:11,382 - INFO - Training: cls_zice: 50.19466643947102; reg_zipnll: 177.98951330895903; aux_mae_loss_1: 100.47685477053292; aux_mae_loss_2: 14.466169969588135; aux_mae_loss_4: 2.1143421823383908; cnt_loss: 8.270808384167198; 2025-08-13 16:16:11,383 - INFO - Evaluation: Curr mae: 76.8012; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 498.2978; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2093; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 16:16:11,383 - INFO - Epoch: 0966 / 1300 lr: 5.414e-05 2025-08-13 16:17:49,925 - INFO - Training: cls_zice: 52.48301624818909; reg_zipnll: 187.4772007704394; aux_mae_loss_1: 104.46534389211463; aux_mae_loss_2: 15.045530338213805; aux_mae_loss_4: 2.2203157970102403; cnt_loss: 9.643700364163111; 2025-08-13 16:17:49,927 - INFO - Evaluation: Curr mae: 75.0795; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 517.3136; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2352; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 16:17:49,927 - INFO - Epoch: 0967 / 1300 lr: 5.390e-05 2025-08-13 16:19:27,982 - INFO - Training: cls_zice: 49.47929415727336; reg_zipnll: 185.28297891592305; aux_mae_loss_1: 101.33909655965692; aux_mae_loss_2: 14.61850014627746; aux_mae_loss_4: 2.134963607956634; cnt_loss: 8.336753063459323; 2025-08-13 16:19:27,984 - INFO - Evaluation: Curr mae: 111.7503; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 556.9896; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.8278; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 16:19:27,984 - INFO - Epoch: 0968 / 1300 lr: 5.366e-05 2025-08-13 16:21:06,741 - INFO - Training: cls_zice: 51.558732912212534; reg_zipnll: 179.57011799947156; aux_mae_loss_1: 102.23168838667685; aux_mae_loss_2: 14.773080196969; aux_mae_loss_4: 2.181810458092579; cnt_loss: 9.400980176533402; 2025-08-13 16:21:06,743 - INFO - Evaluation: Curr mae: 69.9976; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 515.5474; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2229; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 16:21:06,743 - INFO - Epoch: 0969 / 1300 lr: 5.341e-05 2025-08-13 16:22:45,354 - INFO - Training: cls_zice: 49.05002156945764; reg_zipnll: 181.24589739605824; aux_mae_loss_1: 99.91370661277085; aux_mae_loss_2: 14.387319186046374; aux_mae_loss_4: 2.1086344128249546; cnt_loss: 8.616475689074068; 2025-08-13 16:22:45,355 - INFO - Evaluation: Curr mae: 83.2741; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 516.8174; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.3000; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 16:22:45,355 - INFO - Epoch: 0970 / 1300 lr: 5.317e-05 2025-08-13 16:24:24,409 - INFO - Training: cls_zice: 52.881697985001274; reg_zipnll: 169.33515342280919; aux_mae_loss_1: 103.34193350539415; aux_mae_loss_2: 15.03277256004608; aux_mae_loss_4: 2.2540480627805226; cnt_loss: 10.09014370999177; 2025-08-13 16:24:24,411 - INFO - Evaluation: Curr mae: 79.4511; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 522.6839; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2661; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 16:24:24,411 - INFO - Epoch: 0971 / 1300 lr: 5.293e-05 2025-08-13 16:26:01,861 - INFO - Training: cls_zice: 50.979171874437355; reg_zipnll: 177.68993370821053; aux_mae_loss_1: 102.79767511068702; aux_mae_loss_2: 14.813799377885147; aux_mae_loss_4: 2.1873738571120414; cnt_loss: 8.921614717395263; 2025-08-13 16:26:01,862 - INFO - Evaluation: Curr mae: 64.7228; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 459.6900; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1947; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 16:26:01,862 - INFO - Epoch: 0972 / 1300 lr: 5.269e-05 2025-08-13 16:27:40,582 - INFO - Training: cls_zice: 50.71579262805782; reg_zipnll: 173.9807535039122; aux_mae_loss_1: 101.80751751505011; aux_mae_loss_2: 14.627058927075108; aux_mae_loss_4: 2.1583688578599523; cnt_loss: 9.160766982633842; 2025-08-13 16:27:40,583 - INFO - Evaluation: Curr mae: 65.9527; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 524.0955; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1880; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 16:27:40,583 - INFO - Epoch: 0973 / 1300 lr: 5.244e-05 2025-08-13 16:29:18,014 - INFO - Training: cls_zice: 48.99461051369694; reg_zipnll: 181.23969143276656; aux_mae_loss_1: 98.11914788175058; aux_mae_loss_2: 14.096487656350615; aux_mae_loss_4: 2.055715562675177; cnt_loss: 8.5700910017852; 2025-08-13 16:29:18,016 - INFO - Evaluation: Curr mae: 69.4962; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 548.8862; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1850; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 16:29:18,016 - INFO - Epoch: 0974 / 1300 lr: 5.220e-05 2025-08-13 16:30:56,046 - INFO - Training: cls_zice: 50.79778123537802; reg_zipnll: 171.2766479060705; aux_mae_loss_1: 101.0273189691774; aux_mae_loss_2: 14.634239964129685; aux_mae_loss_4: 2.1665227883579186; cnt_loss: 9.113815659882171; 2025-08-13 16:30:56,047 - INFO - Evaluation: Curr mae: 69.3542; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 536.3045; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1763; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 16:30:56,047 - INFO - Epoch: 0975 / 1300 lr: 5.196e-05 2025-08-13 16:32:34,050 - INFO - Training: cls_zice: 51.16951342409711; reg_zipnll: 174.46847842101266; aux_mae_loss_1: 101.48970859645264; aux_mae_loss_2: 14.614853630948495; aux_mae_loss_4: 2.1575939603207352; cnt_loss: 9.592889347848672; 2025-08-13 16:32:34,051 - INFO - Evaluation: Curr mae: 71.5041; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 529.8828; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2033; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 16:32:34,051 - INFO - Epoch: 0976 / 1300 lr: 5.171e-05 2025-08-13 16:34:13,726 - INFO - Training: cls_zice: 51.74290475908159; reg_zipnll: 172.32311367927295; aux_mae_loss_1: 102.8838582860167; aux_mae_loss_2: 14.922804720910472; aux_mae_loss_4: 2.218088047593296; cnt_loss: 9.139041775909366; 2025-08-13 16:34:13,727 - INFO - Evaluation: Curr mae: 74.1270; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 529.6905; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2301; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 16:34:13,727 - INFO - Epoch: 0977 / 1300 lr: 5.147e-05 2025-08-13 16:35:51,831 - INFO - Training: cls_zice: 51.64052120310788; reg_zipnll: 183.27623404573964; aux_mae_loss_1: 100.23495543217598; aux_mae_loss_2: 14.284491226728287; aux_mae_loss_4: 2.0768137504478346; cnt_loss: 8.233333680960698; 2025-08-13 16:35:51,833 - INFO - Evaluation: Curr mae: 62.4537; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 474.8711; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1412; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 16:35:51,833 - INFO - Epoch: 0978 / 1300 lr: 5.123e-05 2025-08-13 16:37:30,091 - INFO - Training: cls_zice: 50.25766514808629; reg_zipnll: 179.02067300163995; aux_mae_loss_1: 100.38947260839467; aux_mae_loss_2: 14.428557115226294; aux_mae_loss_4: 2.102975337011955; cnt_loss: 8.639146342375591; 2025-08-13 16:37:30,092 - INFO - Evaluation: Curr mae: 66.3602; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 478.0889; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1653; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 16:37:30,092 - INFO - Epoch: 0979 / 1300 lr: 5.099e-05 2025-08-13 16:39:08,761 - INFO - Training: cls_zice: 50.1074227462391; reg_zipnll: 177.44037278084645; aux_mae_loss_1: 101.35234720970487; aux_mae_loss_2: 14.6102883129316; aux_mae_loss_4: 2.1558326231483322; cnt_loss: 9.494341445306272; 2025-08-13 16:39:08,763 - INFO - Evaluation: Curr mae: 65.3090; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 530.3576; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1348; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 16:39:08,763 - INFO - Epoch: 0980 / 1300 lr: 5.074e-05 2025-08-13 16:40:46,547 - INFO - Training: cls_zice: 51.36638123340962; reg_zipnll: 170.91878819404346; aux_mae_loss_1: 101.79529469791599; aux_mae_loss_2: 14.59894050607951; aux_mae_loss_4: 2.143958499315159; cnt_loss: 9.077221895857765; 2025-08-13 16:40:46,548 - INFO - Evaluation: Curr mae: 60.8286; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 505.7530; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1303; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 16:40:46,548 - INFO - Epoch: 0981 / 1300 lr: 5.050e-05 2025-08-13 16:42:25,324 - INFO - Training: cls_zice: 48.577958450717304; reg_zipnll: 178.22716566345684; aux_mae_loss_1: 99.75418888817715; aux_mae_loss_2: 14.343535992051152; aux_mae_loss_4: 2.1052855820153242; cnt_loss: 9.094790592598118; 2025-08-13 16:42:25,326 - INFO - Evaluation: Curr mae: 61.1958; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 509.7576; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1328; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 16:42:25,326 - INFO - Epoch: 0982 / 1300 lr: 5.026e-05 2025-08-13 16:44:04,271 - INFO - Training: cls_zice: 49.73658651971572; reg_zipnll: 175.4864953293592; aux_mae_loss_1: 100.17355519762995; aux_mae_loss_2: 14.400680739346384; aux_mae_loss_4: 2.1190628784787684; cnt_loss: 8.714873416564766; 2025-08-13 16:44:04,272 - INFO - Evaluation: Curr mae: 66.0095; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 530.2997; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1596; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 16:44:04,272 - INFO - Epoch: 0983 / 1300 lr: 5.001e-05 2025-08-13 16:45:42,911 - INFO - Training: cls_zice: 49.519105629243704; reg_zipnll: 184.06252082883546; aux_mae_loss_1: 99.10951890430597; aux_mae_loss_2: 14.232298866948616; aux_mae_loss_4: 2.077895337710957; cnt_loss: 8.36341370071421; 2025-08-13 16:45:42,912 - INFO - Evaluation: Curr mae: 60.5916; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 518.8192; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1478; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 16:45:42,913 - INFO - Epoch: 0984 / 1300 lr: 4.977e-05 2025-08-13 16:47:21,163 - INFO - Training: cls_zice: 50.572509798836585; reg_zipnll: 180.2967106836314; aux_mae_loss_1: 100.11442092513057; aux_mae_loss_2: 14.319160071620598; aux_mae_loss_4: 2.079463148944482; cnt_loss: 8.724688418267013; 2025-08-13 16:47:21,164 - INFO - Evaluation: Curr mae: 59.4641; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 475.8271; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1477; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 16:47:21,164 - INFO - Epoch: 0985 / 1300 lr: 4.953e-05 2025-08-13 16:48:59,293 - INFO - Training: cls_zice: 49.50464783183713; reg_zipnll: 173.38838784185964; aux_mae_loss_1: 99.0014622082747; aux_mae_loss_2: 14.2104467309839; aux_mae_loss_4: 2.0871027925633525; cnt_loss: 8.575293903945344; 2025-08-13 16:48:59,295 - INFO - Evaluation: Curr mae: 62.4976; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 530.9421; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1505; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 16:48:59,295 - INFO - Epoch: 0986 / 1300 lr: 4.929e-05 2025-08-13 16:50:38,134 - INFO - Training: cls_zice: 52.88521691946107; reg_zipnll: 174.23623187499058; aux_mae_loss_1: 101.81924731198191; aux_mae_loss_2: 14.56267320221065; aux_mae_loss_4: 2.139111636077224; cnt_loss: 9.024910044853975; 2025-08-13 16:50:38,136 - INFO - Evaluation: Curr mae: 59.8254; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 508.6989; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1475; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 16:50:38,136 - INFO - Epoch: 0987 / 1300 lr: 4.904e-05 2025-08-13 16:52:16,566 - INFO - Training: cls_zice: 50.67692518015907; reg_zipnll: 174.4896891576772; aux_mae_loss_1: 100.2192138436521; aux_mae_loss_2: 14.384423751144606; aux_mae_loss_4: 2.105716797334063; cnt_loss: 9.112698325307939; 2025-08-13 16:52:16,567 - INFO - Evaluation: Curr mae: 65.2278; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 466.7234; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1728; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 16:52:16,568 - INFO - Epoch: 0988 / 1300 lr: 4.880e-05 2025-08-13 16:53:54,241 - INFO - Training: cls_zice: 50.11465599906935; reg_zipnll: 177.55019424752282; aux_mae_loss_1: 101.04581188603967; aux_mae_loss_2: 14.533545069951938; aux_mae_loss_4: 2.136004784419788; cnt_loss: 9.07346713481648; 2025-08-13 16:53:54,243 - INFO - Evaluation: Curr mae: 64.0001; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 518.3167; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1594; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 16:53:54,243 - INFO - Epoch: 0989 / 1300 lr: 4.856e-05 2025-08-13 16:55:32,377 - INFO - Training: cls_zice: 50.580378975996936; reg_zipnll: 175.44053732276268; aux_mae_loss_1: 101.35169465131196; aux_mae_loss_2: 14.591463868906075; aux_mae_loss_4: 2.1559802283051694; cnt_loss: 9.447633426569421; 2025-08-13 16:55:32,379 - INFO - Evaluation: Curr mae: 61.3213; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 532.4301; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1379; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 16:55:32,379 - INFO - Epoch: 0990 / 1300 lr: 4.831e-05 2025-08-13 16:57:10,914 - INFO - Training: cls_zice: 50.8904329463648; reg_zipnll: 170.23550280691111; aux_mae_loss_1: 102.28555124523095; aux_mae_loss_2: 14.817426785711763; aux_mae_loss_4: 2.1789224719327027; cnt_loss: 8.665896013953692; 2025-08-13 16:57:10,915 - INFO - Evaluation: Curr mae: 59.5237; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 501.1190; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1332; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 16:57:10,915 - INFO - Epoch: 0991 / 1300 lr: 4.807e-05 2025-08-13 16:58:48,977 - INFO - Training: cls_zice: 53.74908118968911; reg_zipnll: 178.47494663738652; aux_mae_loss_1: 102.79438812628503; aux_mae_loss_2: 14.772234261495596; aux_mae_loss_4: 2.174593190454272; cnt_loss: 9.608540414078377; 2025-08-13 16:58:48,978 - INFO - Evaluation: Curr mae: 64.8612; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 531.5264; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1645; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 16:58:48,978 - INFO - Epoch: 0992 / 1300 lr: 4.783e-05 2025-08-13 17:00:26,561 - INFO - Training: cls_zice: 50.041949814305205; reg_zipnll: 180.8401937411193; aux_mae_loss_1: 100.10231414981244; aux_mae_loss_2: 14.379848340483129; aux_mae_loss_4: 2.0967120920477917; cnt_loss: 8.20760263146349; 2025-08-13 17:00:26,562 - INFO - Evaluation: Curr mae: 62.4382; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 542.8044; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1264; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 17:00:26,563 - INFO - Epoch: 0993 / 1300 lr: 4.759e-05 2025-08-13 17:02:03,785 - INFO - Training: cls_zice: 47.293182238706585; reg_zipnll: 179.06495403691858; aux_mae_loss_1: 97.50544000346127; aux_mae_loss_2: 14.015246189651881; aux_mae_loss_4: 2.0390061609695995; cnt_loss: 8.194495426658493; 2025-08-13 17:02:03,786 - INFO - Evaluation: Curr mae: 62.0702; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 519.9809; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1277; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 17:02:03,786 - INFO - Epoch: 0994 / 1300 lr: 4.734e-05 2025-08-13 17:03:42,012 - INFO - Training: cls_zice: 48.741303320792156; reg_zipnll: 184.10037751675878; aux_mae_loss_1: 99.12711218512763; aux_mae_loss_2: 14.24931351936262; aux_mae_loss_4: 2.0721060296563687; cnt_loss: 7.917965858331989; 2025-08-13 17:03:42,013 - INFO - Evaluation: Curr mae: 63.3728; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 553.7505; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1344; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 17:03:42,013 - INFO - Epoch: 0995 / 1300 lr: 4.710e-05 2025-08-13 17:05:20,191 - INFO - Training: cls_zice: 49.26359721079737; reg_zipnll: 184.87121165748732; aux_mae_loss_1: 97.75376156608365; aux_mae_loss_2: 13.955218741090867; aux_mae_loss_4: 2.020025960507307; cnt_loss: 8.050031615713262; 2025-08-13 17:05:20,192 - INFO - Evaluation: Curr mae: 59.8128; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 498.7592; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1400; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 17:05:20,192 - INFO - Epoch: 0996 / 1300 lr: 4.686e-05 2025-08-13 17:06:58,508 - INFO - Training: cls_zice: 52.86457217704974; reg_zipnll: 174.36088215845103; aux_mae_loss_1: 101.47391353107051; aux_mae_loss_2: 14.517716329018072; aux_mae_loss_4: 2.116053450613218; cnt_loss: 8.62318862419202; 2025-08-13 17:06:58,510 - INFO - Evaluation: Curr mae: 58.4826; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 470.8392; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1345; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 17:06:58,510 - INFO - Epoch: 0997 / 1300 lr: 4.662e-05 2025-08-13 17:08:36,458 - INFO - Training: cls_zice: 52.424171224657854; reg_zipnll: 175.70688774285404; aux_mae_loss_1: 101.50684041903381; aux_mae_loss_2: 14.577088003599858; aux_mae_loss_4: 2.1326162082677023; cnt_loss: 8.96193651812855; 2025-08-13 17:08:36,459 - INFO - Evaluation: Curr mae: 61.0453; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 525.4179; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1431; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 17:08:36,460 - INFO - Epoch: 0998 / 1300 lr: 4.637e-05 2025-08-13 17:10:14,641 - INFO - Training: cls_zice: 52.57888147242578; reg_zipnll: 180.92604731777945; aux_mae_loss_1: 101.16391139778196; aux_mae_loss_2: 14.468794204888429; aux_mae_loss_4: 2.096749682276292; cnt_loss: 8.188286853173704; 2025-08-13 17:10:14,643 - INFO - Evaluation: Curr mae: 59.6608; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 514.8654; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1461; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 17:10:14,643 - INFO - Epoch: 0999 / 1300 lr: 4.613e-05 2025-08-13 17:11:53,179 - INFO - Training: cls_zice: 51.11266861001753; reg_zipnll: 180.42152310643527; aux_mae_loss_1: 100.59490722617025; aux_mae_loss_2: 14.364196438409369; aux_mae_loss_4: 2.087055566531527; cnt_loss: 8.040795454942169; 2025-08-13 17:11:53,181 - INFO - Evaluation: Curr mae: 59.7723; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 514.3978; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1413; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 17:11:53,181 - INFO - Epoch: 1000 / 1300 lr: 4.589e-05 2025-08-13 17:13:31,076 - INFO - Training: cls_zice: 49.26847589395193; reg_zipnll: 180.78372508639848; aux_mae_loss_1: 100.42328921320505; aux_mae_loss_2: 14.463268068578373; aux_mae_loss_4: 2.1238966989486565; cnt_loss: 8.449392071266713; 2025-08-13 17:13:31,077 - INFO - Evaluation: Curr mae: 60.3515; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 515.5809; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1381; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 17:13:33,768 - INFO - Epoch: 1001 / 1300 lr: 4.565e-05 2025-08-13 17:15:11,655 - INFO - Training: cls_zice: 52.08710535368607; reg_zipnll: 176.0854344012498; aux_mae_loss_1: 103.23984623445644; aux_mae_loss_2: 14.81757314407427; aux_mae_loss_4: 2.1761604203509792; cnt_loss: 8.696835070771852; 2025-08-13 17:15:11,656 - INFO - Evaluation: Curr mae: 57.8988; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 506.7380; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1291; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 17:15:11,656 - INFO - Epoch: 1002 / 1300 lr: 4.541e-05 2025-08-13 17:16:48,667 - INFO - Training: cls_zice: 50.947718799880356; reg_zipnll: 176.9898620938887; aux_mae_loss_1: 99.71876920587299; aux_mae_loss_2: 14.211827227879306; aux_mae_loss_4: 2.066674580534197; cnt_loss: 8.319985643757033; 2025-08-13 17:16:48,669 - INFO - Evaluation: Curr mae: 59.5064; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 508.2554; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1408; Best nae: 0.1173; 0.1206; 0.1210; 0.1213; 0.1230; 2025-08-13 17:16:48,669 - INFO - Epoch: 1003 / 1300 lr: 4.516e-05 2025-08-13 17:18:26,918 - INFO - Training: cls_zice: 48.13214029831414; reg_zipnll: 181.45761411416805; aux_mae_loss_1: 97.6183091680924; aux_mae_loss_2: 13.964102491927944; aux_mae_loss_4: 2.0329765374065976; cnt_loss: 7.729171222770122; 2025-08-13 17:18:27,519 - INFO - Evaluation: Curr mae: 58.3183; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 517.8076; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1170; Best nae: 0.1170; 0.1173; 0.1206; 0.1210; 0.1213; 2025-08-13 17:18:27,519 - INFO - Epoch: 1004 / 1300 lr: 4.492e-05 2025-08-13 17:20:05,214 - INFO - Training: cls_zice: 49.04249530130456; reg_zipnll: 171.30494884108518; aux_mae_loss_1: 98.11042718960877; aux_mae_loss_2: 14.091628788675932; aux_mae_loss_4: 2.0626196464413544; cnt_loss: 8.076235539655759; 2025-08-13 17:20:05,216 - INFO - Evaluation: Curr mae: 60.0922; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 487.3310; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1435; Best nae: 0.1170; 0.1173; 0.1206; 0.1210; 0.1213; 2025-08-13 17:20:05,216 - INFO - Epoch: 1005 / 1300 lr: 4.468e-05 2025-08-13 17:21:44,801 - INFO - Training: cls_zice: 49.03675924881259; reg_zipnll: 178.6097428093839; aux_mae_loss_1: 99.6219883504441; aux_mae_loss_2: 14.359330445757868; aux_mae_loss_4: 2.1126339018804554; cnt_loss: 8.48706621559849; 2025-08-13 17:21:44,803 - INFO - Evaluation: Curr mae: 59.0502; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 461.7989; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1288; Best nae: 0.1170; 0.1173; 0.1206; 0.1210; 0.1213; 2025-08-13 17:21:44,803 - INFO - Epoch: 1006 / 1300 lr: 4.444e-05 2025-08-13 17:23:23,643 - INFO - Training: cls_zice: 51.053623291551304; reg_zipnll: 174.11049584435312; aux_mae_loss_1: 102.19351400017432; aux_mae_loss_2: 14.669022229152963; aux_mae_loss_4: 2.160408153325549; cnt_loss: 7.980022135001528; 2025-08-13 17:23:23,644 - INFO - Evaluation: Curr mae: 73.4025; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 506.3026; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2044; Best nae: 0.1170; 0.1173; 0.1206; 0.1210; 0.1213; 2025-08-13 17:23:23,645 - INFO - Epoch: 1007 / 1300 lr: 4.420e-05 2025-08-13 17:25:01,626 - INFO - Training: cls_zice: 51.926026167975294; reg_zipnll: 179.38254202913808; aux_mae_loss_1: 100.74198175150815; aux_mae_loss_2: 14.362696803320956; aux_mae_loss_4: 2.096449246290104; cnt_loss: 8.07505125879935; 2025-08-13 17:25:01,627 - INFO - Evaluation: Curr mae: 58.8045; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 440.9511; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1455; Best nae: 0.1170; 0.1173; 0.1206; 0.1210; 0.1213; 2025-08-13 17:25:01,627 - INFO - Epoch: 1008 / 1300 lr: 4.396e-05 2025-08-13 17:26:39,067 - INFO - Training: cls_zice: 49.61508765058223; reg_zipnll: 178.13939248013926; aux_mae_loss_1: 100.12652552097192; aux_mae_loss_2: 14.288292341183269; aux_mae_loss_4: 2.079700626260517; cnt_loss: 7.826540222664419; 2025-08-13 17:26:39,069 - INFO - Evaluation: Curr mae: 59.6210; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 444.7945; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1521; Best nae: 0.1170; 0.1173; 0.1206; 0.1210; 0.1213; 2025-08-13 17:26:39,069 - INFO - Epoch: 1009 / 1300 lr: 4.372e-05 2025-08-13 17:28:17,536 - INFO - Training: cls_zice: 49.96382269569718; reg_zipnll: 172.5234496991861; aux_mae_loss_1: 99.5551907605561; aux_mae_loss_2: 14.339732643877632; aux_mae_loss_4: 2.099109113446238; cnt_loss: 8.071119584890136; 2025-08-13 17:28:17,537 - INFO - Evaluation: Curr mae: 62.4128; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 518.4838; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1397; Best nae: 0.1170; 0.1173; 0.1206; 0.1210; 0.1213; 2025-08-13 17:28:17,537 - INFO - Epoch: 1010 / 1300 lr: 4.348e-05 2025-08-13 17:29:56,927 - INFO - Training: cls_zice: 48.48052987958135; reg_zipnll: 179.15421945331641; aux_mae_loss_1: 97.76571822227733; aux_mae_loss_2: 13.921252815766323; aux_mae_loss_4: 2.013322999667386; cnt_loss: 7.340173169089467; 2025-08-13 17:29:56,928 - INFO - Evaluation: Curr mae: 70.2598; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 485.9432; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.2023; Best nae: 0.1170; 0.1173; 0.1206; 0.1210; 0.1213; 2025-08-13 17:29:56,929 - INFO - Epoch: 1011 / 1300 lr: 4.324e-05 2025-08-13 17:31:34,550 - INFO - Training: cls_zice: 49.33837098427174; reg_zipnll: 177.11359582033134; aux_mae_loss_1: 99.37119055407213; aux_mae_loss_2: 14.162737843922907; aux_mae_loss_4: 2.0592152151090013; cnt_loss: 7.9379632027106295; 2025-08-13 17:31:34,551 - INFO - Evaluation: Curr mae: 70.7610; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 516.8853; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1755; Best nae: 0.1170; 0.1173; 0.1206; 0.1210; 0.1213; 2025-08-13 17:31:34,551 - INFO - Epoch: 1012 / 1300 lr: 4.300e-05 2025-08-13 17:33:12,258 - INFO - Training: cls_zice: 48.1600573482351; reg_zipnll: 175.05991026674874; aux_mae_loss_1: 99.24539061990066; aux_mae_loss_2: 14.252558649965302; aux_mae_loss_4: 2.0755253225794794; cnt_loss: 7.687133663264523; 2025-08-13 17:33:12,259 - INFO - Evaluation: Curr mae: 62.7013; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 501.0279; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1546; Best nae: 0.1170; 0.1173; 0.1206; 0.1210; 0.1213; 2025-08-13 17:33:12,259 - INFO - Epoch: 1013 / 1300 lr: 4.276e-05 2025-08-13 17:34:51,203 - INFO - Training: cls_zice: 50.499514812981865; reg_zipnll: 183.10692539558312; aux_mae_loss_1: 99.64396395842643; aux_mae_loss_2: 14.243571366013475; aux_mae_loss_4: 2.0616843422305; cnt_loss: 7.922047874155266; 2025-08-13 17:34:51,204 - INFO - Evaluation: Curr mae: 60.8367; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 505.5591; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1417; Best nae: 0.1170; 0.1173; 0.1206; 0.1210; 0.1213; 2025-08-13 17:34:51,204 - INFO - Epoch: 1014 / 1300 lr: 4.252e-05 2025-08-13 17:36:29,295 - INFO - Training: cls_zice: 49.874448718823935; reg_zipnll: 169.4048660248901; aux_mae_loss_1: 100.79660891505931; aux_mae_loss_2: 14.422216034487159; aux_mae_loss_4: 2.119440258162187; cnt_loss: 8.257210942191145; 2025-08-13 17:36:29,296 - INFO - Evaluation: Curr mae: 59.1898; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 500.1732; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1293; Best nae: 0.1170; 0.1173; 0.1206; 0.1210; 0.1213; 2025-08-13 17:36:29,297 - INFO - Epoch: 1015 / 1300 lr: 4.228e-05 2025-08-13 17:38:07,334 - INFO - Training: cls_zice: 50.51778868534112; reg_zipnll: 181.17751669209537; aux_mae_loss_1: 100.55972131665385; aux_mae_loss_2: 14.275387646912916; aux_mae_loss_4: 2.064347533226626; cnt_loss: 7.966727527830472; 2025-08-13 17:38:07,335 - INFO - Evaluation: Curr mae: 60.1246; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 487.2238; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1360; Best nae: 0.1170; 0.1173; 0.1206; 0.1210; 0.1213; 2025-08-13 17:38:07,335 - INFO - Epoch: 1016 / 1300 lr: 4.204e-05 2025-08-13 17:39:45,988 - INFO - Training: cls_zice: 50.92703339721825; reg_zipnll: 170.56595671391426; aux_mae_loss_1: 101.59233651737321; aux_mae_loss_2: 14.574250675412253; aux_mae_loss_4: 2.1168413689326506; cnt_loss: 7.962306387933177; 2025-08-13 17:39:45,989 - INFO - Evaluation: Curr mae: 60.0565; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 508.0719; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1294; Best nae: 0.1170; 0.1173; 0.1206; 0.1210; 0.1213; 2025-08-13 17:39:45,989 - INFO - Epoch: 1017 / 1300 lr: 4.180e-05 2025-08-13 17:41:24,804 - INFO - Training: cls_zice: 51.89303503260208; reg_zipnll: 174.69542040984246; aux_mae_loss_1: 99.58718347426858; aux_mae_loss_2: 14.243404872006806; aux_mae_loss_4: 2.065483929412224; cnt_loss: 7.468517940577627; 2025-08-13 17:41:24,806 - INFO - Evaluation: Curr mae: 59.1690; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 460.8173; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1363; Best nae: 0.1170; 0.1173; 0.1206; 0.1210; 0.1213; 2025-08-13 17:41:24,806 - INFO - Epoch: 1018 / 1300 lr: 4.156e-05 2025-08-13 17:43:03,179 - INFO - Training: cls_zice: 52.6907381632564; reg_zipnll: 177.0548132133974; aux_mae_loss_1: 101.06499276247; aux_mae_loss_2: 14.37010628398709; aux_mae_loss_4: 2.08401504917439; cnt_loss: 7.750592628604036; 2025-08-13 17:43:03,180 - INFO - Evaluation: Curr mae: 62.0330; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 471.0755; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1570; Best nae: 0.1170; 0.1173; 0.1206; 0.1210; 0.1213; 2025-08-13 17:43:03,180 - INFO - Epoch: 1019 / 1300 lr: 4.132e-05 2025-08-13 17:44:40,896 - INFO - Training: cls_zice: 50.06237208996456; reg_zipnll: 171.79342509174103; aux_mae_loss_1: 97.19869955401188; aux_mae_loss_2: 13.842255712474833; aux_mae_loss_4: 2.0051332343666597; cnt_loss: 7.487421610055056; 2025-08-13 17:44:40,898 - INFO - Evaluation: Curr mae: 59.8746; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 474.2883; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1363; Best nae: 0.1170; 0.1173; 0.1206; 0.1210; 0.1213; 2025-08-13 17:44:40,898 - INFO - Epoch: 1020 / 1300 lr: 4.108e-05 2025-08-13 17:46:18,459 - INFO - Training: cls_zice: 49.52445021076343; reg_zipnll: 173.03110830704168; aux_mae_loss_1: 100.53866072117823; aux_mae_loss_2: 14.403833035025315; aux_mae_loss_4: 2.0975386393866993; cnt_loss: 7.3864352210475115; 2025-08-13 17:46:18,461 - INFO - Evaluation: Curr mae: 60.3134; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 518.5614; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1325; Best nae: 0.1170; 0.1173; 0.1206; 0.1210; 0.1213; 2025-08-13 17:46:18,461 - INFO - Epoch: 1021 / 1300 lr: 4.084e-05 2025-08-13 17:47:56,917 - INFO - Training: cls_zice: 46.441211394754966; reg_zipnll: 173.39114023909778; aux_mae_loss_1: 95.16734882737187; aux_mae_loss_2: 13.639436591253796; aux_mae_loss_4: 1.983537548305443; cnt_loss: 7.231032911027305; 2025-08-13 17:47:56,919 - INFO - Evaluation: Curr mae: 62.9932; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 503.3094; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1325; Best nae: 0.1170; 0.1173; 0.1206; 0.1210; 0.1213; 2025-08-13 17:47:56,919 - INFO - Epoch: 1022 / 1300 lr: 4.060e-05 2025-08-13 17:49:35,466 - INFO - Training: cls_zice: 51.98283299773089; reg_zipnll: 170.42111760607722; aux_mae_loss_1: 102.45872861376765; aux_mae_loss_2: 14.758037738138116; aux_mae_loss_4: 2.1576232253585808; cnt_loss: 7.829875963512607; 2025-08-13 17:49:35,467 - INFO - Evaluation: Curr mae: 63.8956; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 506.0489; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1444; Best nae: 0.1170; 0.1173; 0.1206; 0.1210; 0.1213; 2025-08-13 17:49:35,467 - INFO - Epoch: 1023 / 1300 lr: 4.037e-05 2025-08-13 17:51:13,374 - INFO - Training: cls_zice: 50.00078836838047; reg_zipnll: 173.27562905828873; aux_mae_loss_1: 100.96790649835738; aux_mae_loss_2: 14.564664181522968; aux_mae_loss_4: 2.1277723645642976; cnt_loss: 7.820489018006312; 2025-08-13 17:51:13,375 - INFO - Evaluation: Curr mae: 61.3420; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 489.6668; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1319; Best nae: 0.1170; 0.1173; 0.1206; 0.1210; 0.1213; 2025-08-13 17:51:13,375 - INFO - Epoch: 1024 / 1300 lr: 4.013e-05 2025-08-13 17:52:51,251 - INFO - Training: cls_zice: 52.26807041048697; reg_zipnll: 180.21816743002452; aux_mae_loss_1: 101.85028217384318; aux_mae_loss_2: 14.552950148717297; aux_mae_loss_4: 2.1182581155649496; cnt_loss: 8.145248493222773; 2025-08-13 17:52:51,253 - INFO - Evaluation: Curr mae: 62.0650; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 506.8891; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1303; Best nae: 0.1170; 0.1173; 0.1206; 0.1210; 0.1213; 2025-08-13 17:52:51,253 - INFO - Epoch: 1025 / 1300 lr: 3.989e-05 2025-08-13 17:54:29,245 - INFO - Training: cls_zice: 50.06719886582431; reg_zipnll: 180.21565572155166; aux_mae_loss_1: 101.44515730360173; aux_mae_loss_2: 14.516057892752796; aux_mae_loss_4: 2.113762388575659; cnt_loss: 7.790808523069004; 2025-08-13 17:54:29,246 - INFO - Evaluation: Curr mae: 59.1680; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 516.3071; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1295; Best nae: 0.1170; 0.1173; 0.1206; 0.1210; 0.1213; 2025-08-13 17:54:29,246 - INFO - Epoch: 1026 / 1300 lr: 3.965e-05 2025-08-13 17:56:06,462 - INFO - Training: cls_zice: 49.54742466920752; reg_zipnll: 179.89234954225986; aux_mae_loss_1: 99.52297353131605; aux_mae_loss_2: 14.192856822344822; aux_mae_loss_4: 2.0496029482249427; cnt_loss: 7.590778658659722; 2025-08-13 17:56:06,463 - INFO - Evaluation: Curr mae: 62.9959; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 516.1809; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1315; Best nae: 0.1170; 0.1173; 0.1206; 0.1210; 0.1213; 2025-08-13 17:56:06,463 - INFO - Epoch: 1027 / 1300 lr: 3.942e-05 2025-08-13 17:57:44,011 - INFO - Training: cls_zice: 52.91528250759702; reg_zipnll: 181.83592526649142; aux_mae_loss_1: 102.46724159613366; aux_mae_loss_2: 14.577968093607296; aux_mae_loss_4: 2.106844611829841; cnt_loss: 7.322795718984922; 2025-08-13 17:57:44,012 - INFO - Evaluation: Curr mae: 64.8797; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 491.1802; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1483; Best nae: 0.1170; 0.1173; 0.1206; 0.1210; 0.1213; 2025-08-13 17:57:44,012 - INFO - Epoch: 1028 / 1300 lr: 3.918e-05 2025-08-13 17:59:21,981 - INFO - Training: cls_zice: 46.197133706360674; reg_zipnll: 182.89992935062986; aux_mae_loss_1: 95.50348606943164; aux_mae_loss_2: 13.593728255490104; aux_mae_loss_4: 1.9530294200448572; cnt_loss: 6.888013850141; 2025-08-13 17:59:21,983 - INFO - Evaluation: Curr mae: 59.8872; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 508.7618; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1309; Best nae: 0.1170; 0.1173; 0.1206; 0.1210; 0.1213; 2025-08-13 17:59:21,983 - INFO - Epoch: 1029 / 1300 lr: 3.894e-05 2025-08-13 18:01:00,495 - INFO - Training: cls_zice: 51.17018431233563; reg_zipnll: 176.76535709842005; aux_mae_loss_1: 101.51123848549811; aux_mae_loss_2: 14.513060758536763; aux_mae_loss_4: 2.1320216630449025; cnt_loss: 7.9242351671111; 2025-08-13 18:01:00,496 - INFO - Evaluation: Curr mae: 59.7844; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 501.6463; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1343; Best nae: 0.1170; 0.1173; 0.1206; 0.1210; 0.1213; 2025-08-13 18:01:00,496 - INFO - Epoch: 1030 / 1300 lr: 3.871e-05 2025-08-13 18:02:39,949 - INFO - Training: cls_zice: 51.19904665986033; reg_zipnll: 175.4413027922721; aux_mae_loss_1: 100.00983158297895; aux_mae_loss_2: 14.284070549403488; aux_mae_loss_4: 2.0860449356101167; cnt_loss: 8.410225452678063; 2025-08-13 18:02:39,951 - INFO - Evaluation: Curr mae: 58.8889; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 481.5344; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1446; Best nae: 0.1170; 0.1173; 0.1206; 0.1210; 0.1213; 2025-08-13 18:02:39,951 - INFO - Epoch: 1031 / 1300 lr: 3.847e-05 2025-08-13 18:04:18,928 - INFO - Training: cls_zice: 50.075021478349875; reg_zipnll: 176.47180456735174; aux_mae_loss_1: 98.94340205744177; aux_mae_loss_2: 14.115737794910421; aux_mae_loss_4: 2.042557593942608; cnt_loss: 7.096128594752756; 2025-08-13 18:04:18,929 - INFO - Evaluation: Curr mae: 65.7096; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 502.6675; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1424; Best nae: 0.1170; 0.1173; 0.1206; 0.1210; 0.1213; 2025-08-13 18:04:18,929 - INFO - Epoch: 1032 / 1300 lr: 3.824e-05 2025-08-13 18:05:57,900 - INFO - Training: cls_zice: 46.56606276681919; reg_zipnll: 176.61924875058367; aux_mae_loss_1: 95.19565944622599; aux_mae_loss_2: 13.56455257312804; aux_mae_loss_4: 1.9593918605451413; cnt_loss: 7.602107625847304; 2025-08-13 18:05:57,901 - INFO - Evaluation: Curr mae: 62.6489; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 501.1086; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1347; Best nae: 0.1170; 0.1173; 0.1206; 0.1210; 0.1213; 2025-08-13 18:05:57,901 - INFO - Epoch: 1033 / 1300 lr: 3.800e-05 2025-08-13 18:07:36,269 - INFO - Training: cls_zice: 49.85104189050841; reg_zipnll: 169.06105265090275; aux_mae_loss_1: 100.29655088311908; aux_mae_loss_2: 14.349509909710724; aux_mae_loss_4: 2.081887518072496; cnt_loss: 7.604350783984275; 2025-08-13 18:07:36,270 - INFO - Evaluation: Curr mae: 62.2552; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 535.8383; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1235; Best nae: 0.1170; 0.1173; 0.1206; 0.1210; 0.1213; 2025-08-13 18:07:36,270 - INFO - Epoch: 1034 / 1300 lr: 3.777e-05 2025-08-13 18:09:15,787 - INFO - Training: cls_zice: 52.007612282941764; reg_zipnll: 180.21515360834667; aux_mae_loss_1: 100.86245963628618; aux_mae_loss_2: 14.345005121206563; aux_mae_loss_4: 2.079927654223454; cnt_loss: 7.5634499572236615; 2025-08-13 18:09:15,789 - INFO - Evaluation: Curr mae: 60.8544; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 512.7671; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1224; Best nae: 0.1170; 0.1173; 0.1206; 0.1210; 0.1213; 2025-08-13 18:09:15,789 - INFO - Epoch: 1035 / 1300 lr: 3.753e-05 2025-08-13 18:10:54,080 - INFO - Training: cls_zice: 47.90063728296359; reg_zipnll: 177.56452899726926; aux_mae_loss_1: 96.20379694078146; aux_mae_loss_2: 13.733212007042068; aux_mae_loss_4: 2.0034404340317438; cnt_loss: 7.762058215919681; 2025-08-13 18:10:54,081 - INFO - Evaluation: Curr mae: 60.7574; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 503.5206; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1370; Best nae: 0.1170; 0.1173; 0.1206; 0.1210; 0.1213; 2025-08-13 18:10:54,081 - INFO - Epoch: 1036 / 1300 lr: 3.730e-05 2025-08-13 18:12:32,350 - INFO - Training: cls_zice: 50.73057544189278; reg_zipnll: 182.5198551560429; aux_mae_loss_1: 99.74042045181392; aux_mae_loss_2: 14.238139869008394; aux_mae_loss_4: 2.07521440307095; cnt_loss: 8.145943227954266; 2025-08-13 18:12:32,352 - INFO - Evaluation: Curr mae: 60.0013; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 512.4602; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1236; Best nae: 0.1170; 0.1173; 0.1206; 0.1210; 0.1213; 2025-08-13 18:12:32,352 - INFO - Epoch: 1037 / 1300 lr: 3.706e-05 2025-08-13 18:14:11,015 - INFO - Training: cls_zice: 48.57879977027831; reg_zipnll: 182.86626754015455; aux_mae_loss_1: 99.04858329792562; aux_mae_loss_2: 14.121278544624545; aux_mae_loss_4: 2.045286191919469; cnt_loss: 7.403393763196499; 2025-08-13 18:14:11,017 - INFO - Evaluation: Curr mae: 58.4547; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 518.3760; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1293; Best nae: 0.1170; 0.1173; 0.1206; 0.1210; 0.1213; 2025-08-13 18:14:11,017 - INFO - Epoch: 1038 / 1300 lr: 3.683e-05 2025-08-13 18:15:50,028 - INFO - Training: cls_zice: 51.5283844968577; reg_zipnll: 176.97989351522648; aux_mae_loss_1: 100.92240726304239; aux_mae_loss_2: 14.34639939796036; aux_mae_loss_4: 2.074449396301971; cnt_loss: 7.583718341849457; 2025-08-13 18:15:50,029 - INFO - Evaluation: Curr mae: 59.9760; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 509.3562; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1389; Best nae: 0.1170; 0.1173; 0.1206; 0.1210; 0.1213; 2025-08-13 18:15:50,029 - INFO - Epoch: 1039 / 1300 lr: 3.660e-05 2025-08-13 18:17:27,865 - INFO - Training: cls_zice: 49.74618125644663; reg_zipnll: 172.3160909932193; aux_mae_loss_1: 98.3602961758415; aux_mae_loss_2: 14.062671712247756; aux_mae_loss_4: 2.044550479684207; cnt_loss: 7.282468751800704; 2025-08-13 18:17:27,866 - INFO - Evaluation: Curr mae: 63.5128; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 538.2292; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1294; Best nae: 0.1170; 0.1173; 0.1206; 0.1210; 0.1213; 2025-08-13 18:17:27,867 - INFO - Epoch: 1040 / 1300 lr: 3.636e-05 2025-08-13 18:19:06,109 - INFO - Training: cls_zice: 51.62262359663729; reg_zipnll: 179.4698007088394; aux_mae_loss_1: 99.67674579473265; aux_mae_loss_2: 14.178121418143911; aux_mae_loss_4: 2.050126696383739; cnt_loss: 7.843516848694083; 2025-08-13 18:19:06,110 - INFO - Evaluation: Curr mae: 57.8355; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 519.1157; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1226; Best nae: 0.1170; 0.1173; 0.1206; 0.1210; 0.1213; 2025-08-13 18:19:06,110 - INFO - Epoch: 1041 / 1300 lr: 3.613e-05 2025-08-13 18:20:44,746 - INFO - Training: cls_zice: 53.155614989429026; reg_zipnll: 170.42107038816633; aux_mae_loss_1: 102.37533807631937; aux_mae_loss_2: 14.60279583808389; aux_mae_loss_4: 2.1366893578617616; cnt_loss: 8.242643901881952; 2025-08-13 18:20:44,747 - INFO - Evaluation: Curr mae: 59.4491; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 495.8678; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1267; Best nae: 0.1170; 0.1173; 0.1206; 0.1210; 0.1213; 2025-08-13 18:20:44,748 - INFO - Epoch: 1042 / 1300 lr: 3.590e-05 2025-08-13 18:22:23,203 - INFO - Training: cls_zice: 51.718575065922; reg_zipnll: 175.0426962492092; aux_mae_loss_1: 100.74397651701783; aux_mae_loss_2: 14.32703765927979; aux_mae_loss_4: 2.0611014333206463; cnt_loss: 7.375992602738132; 2025-08-13 18:22:23,801 - INFO - Evaluation: Curr mae: 57.3880; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 504.7395; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1186; Best nae: 0.1170; 0.1173; 0.1186; 0.1206; 0.1210; 2025-08-13 18:22:23,801 - INFO - Epoch: 1043 / 1300 lr: 3.567e-05 2025-08-13 18:24:02,732 - INFO - Training: cls_zice: 50.03323253912607; reg_zipnll: 185.90653376836704; aux_mae_loss_1: 98.20313548796588; aux_mae_loss_2: 13.903103301948018; aux_mae_loss_4: 1.9902668407613024; cnt_loss: 6.907617475732127; 2025-08-13 18:24:02,733 - INFO - Evaluation: Curr mae: 62.0298; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 513.7903; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1333; Best nae: 0.1170; 0.1173; 0.1186; 0.1206; 0.1210; 2025-08-13 18:24:02,733 - INFO - Epoch: 1044 / 1300 lr: 3.543e-05 2025-08-13 18:25:41,326 - INFO - Training: cls_zice: 52.52865597502278; reg_zipnll: 176.9711250707239; aux_mae_loss_1: 100.76352268013059; aux_mae_loss_2: 14.293527580165618; aux_mae_loss_4: 2.0613128992999425; cnt_loss: 7.365171253987634; 2025-08-13 18:25:41,327 - INFO - Evaluation: Curr mae: 59.0165; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 469.1540; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1364; Best nae: 0.1170; 0.1173; 0.1186; 0.1206; 0.1210; 2025-08-13 18:25:41,328 - INFO - Epoch: 1045 / 1300 lr: 3.520e-05 2025-08-13 18:27:19,629 - INFO - Training: cls_zice: 48.3779460260295; reg_zipnll: 178.2454539889848; aux_mae_loss_1: 98.33481685667847; aux_mae_loss_2: 14.068033345254344; aux_mae_loss_4: 2.052028368248731; cnt_loss: 7.739139977181785; 2025-08-13 18:27:19,630 - INFO - Evaluation: Curr mae: 60.7904; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 525.9668; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1326; Best nae: 0.1170; 0.1173; 0.1186; 0.1206; 0.1210; 2025-08-13 18:27:19,631 - INFO - Epoch: 1046 / 1300 lr: 3.497e-05 2025-08-13 18:28:57,874 - INFO - Training: cls_zice: 50.732121388526075; reg_zipnll: 181.65577985082004; aux_mae_loss_1: 99.28112933200552; aux_mae_loss_2: 14.107575061695128; aux_mae_loss_4: 2.0360530677675284; cnt_loss: 7.888673307350178; 2025-08-13 18:28:57,876 - INFO - Evaluation: Curr mae: 57.6148; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 476.9531; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1428; Best nae: 0.1170; 0.1173; 0.1186; 0.1206; 0.1210; 2025-08-13 18:28:57,876 - INFO - Epoch: 1047 / 1300 lr: 3.474e-05 2025-08-13 18:30:36,151 - INFO - Training: cls_zice: 50.52433822666005; reg_zipnll: 178.97395502203227; aux_mae_loss_1: 98.09865729913001; aux_mae_loss_2: 13.956449112732797; aux_mae_loss_4: 2.0240957989790753; cnt_loss: 7.8545199931434; 2025-08-13 18:30:36,152 - INFO - Evaluation: Curr mae: 58.9584; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 453.7593; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1425; Best nae: 0.1170; 0.1173; 0.1186; 0.1206; 0.1210; 2025-08-13 18:30:36,153 - INFO - Epoch: 1048 / 1300 lr: 3.451e-05 2025-08-13 18:32:14,401 - INFO - Training: cls_zice: 49.164452704833224; reg_zipnll: 176.001720222532; aux_mae_loss_1: 99.23835619065939; aux_mae_loss_2: 14.263889323163461; aux_mae_loss_4: 2.1015506474861447; cnt_loss: 8.062233010110635; 2025-08-13 18:32:14,402 - INFO - Evaluation: Curr mae: 55.6845; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 498.6658; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1283; Best nae: 0.1170; 0.1173; 0.1186; 0.1206; 0.1210; 2025-08-13 18:32:14,403 - INFO - Epoch: 1049 / 1300 lr: 3.428e-05 2025-08-13 18:33:52,529 - INFO - Training: cls_zice: 51.45271361801189; reg_zipnll: 173.9468230808915; aux_mae_loss_1: 99.18578920143736; aux_mae_loss_2: 14.076165421150032; aux_mae_loss_4: 2.03380266919847; cnt_loss: 7.1369788449037355; 2025-08-13 18:33:52,530 - INFO - Evaluation: Curr mae: 56.1029; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 461.6378; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1213; Best nae: 0.1170; 0.1173; 0.1186; 0.1206; 0.1210; 2025-08-13 18:33:52,530 - INFO - Epoch: 1050 / 1300 lr: 3.405e-05 2025-08-13 18:35:30,858 - INFO - Training: cls_zice: 49.44426629533345; reg_zipnll: 174.46517232880188; aux_mae_loss_1: 98.2383569947858; aux_mae_loss_2: 13.999730715714874; aux_mae_loss_4: 2.0240837616754987; cnt_loss: 7.599777580226908; 2025-08-13 18:35:30,859 - INFO - Evaluation: Curr mae: 63.2585; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 500.5563; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1498; Best nae: 0.1170; 0.1173; 0.1186; 0.1206; 0.1210; 2025-08-13 18:35:32,482 - INFO - Epoch: 1051 / 1300 lr: 3.382e-05 2025-08-13 18:37:10,847 - INFO - Training: cls_zice: 48.633653490088285; reg_zipnll: 173.48324086794815; aux_mae_loss_1: 98.27919085289335; aux_mae_loss_2: 13.962045654846035; aux_mae_loss_4: 2.024066926810919; cnt_loss: 7.404344433071068; 2025-08-13 18:37:10,849 - INFO - Evaluation: Curr mae: 62.8241; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 494.2208; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1459; Best nae: 0.1170; 0.1173; 0.1186; 0.1206; 0.1210; 2025-08-13 18:37:10,849 - INFO - Epoch: 1052 / 1300 lr: 3.360e-05 2025-08-13 18:38:49,048 - INFO - Training: cls_zice: 51.7894821299149; reg_zipnll: 180.8019988224255; aux_mae_loss_1: 98.90727691601359; aux_mae_loss_2: 13.993288127806009; aux_mae_loss_4: 2.007794922222515; cnt_loss: 7.105020775433371; 2025-08-13 18:38:49,049 - INFO - Evaluation: Curr mae: 60.9077; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 508.1388; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1327; Best nae: 0.1170; 0.1173; 0.1186; 0.1206; 0.1210; 2025-08-13 18:38:49,049 - INFO - Epoch: 1053 / 1300 lr: 3.337e-05 2025-08-13 18:40:26,433 - INFO - Training: cls_zice: 49.00783638705938; reg_zipnll: 174.01570519690034; aux_mae_loss_1: 99.55928080247423; aux_mae_loss_2: 14.232525583404502; aux_mae_loss_4: 2.079470269401153; cnt_loss: 8.176203902245794; 2025-08-13 18:40:26,434 - INFO - Evaluation: Curr mae: 60.3605; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 489.2222; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1551; Best nae: 0.1170; 0.1173; 0.1186; 0.1206; 0.1210; 2025-08-13 18:40:26,434 - INFO - Epoch: 1054 / 1300 lr: 3.314e-05 2025-08-13 18:42:04,875 - INFO - Training: cls_zice: 47.70033762065794; reg_zipnll: 175.83705799377364; aux_mae_loss_1: 96.47173480448195; aux_mae_loss_2: 13.72561735359133; aux_mae_loss_4: 1.9813292504582736; cnt_loss: 7.6702598569325735; 2025-08-13 18:42:04,876 - INFO - Evaluation: Curr mae: 56.9338; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 481.9498; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1280; Best nae: 0.1170; 0.1173; 0.1186; 0.1206; 0.1210; 2025-08-13 18:42:04,876 - INFO - Epoch: 1055 / 1300 lr: 3.291e-05 2025-08-13 18:43:43,044 - INFO - Training: cls_zice: 50.865435508575416; reg_zipnll: 172.34192897237665; aux_mae_loss_1: 98.26256426931347; aux_mae_loss_2: 13.895064107556577; aux_mae_loss_4: 1.9847944462360636; cnt_loss: 7.422149094793668; 2025-08-13 18:43:43,045 - INFO - Evaluation: Curr mae: 57.0797; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 471.0304; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1372; Best nae: 0.1170; 0.1173; 0.1186; 0.1206; 0.1210; 2025-08-13 18:43:43,045 - INFO - Epoch: 1056 / 1300 lr: 3.269e-05 2025-08-13 18:45:20,738 - INFO - Training: cls_zice: 48.52716956036716; reg_zipnll: 175.9656659986795; aux_mae_loss_1: 96.56431817395521; aux_mae_loss_2: 13.700445739040031; aux_mae_loss_4: 1.9781517279178746; cnt_loss: 6.823606855152199; 2025-08-13 18:45:20,740 - INFO - Evaluation: Curr mae: 59.6431; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 496.1153; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1336; Best nae: 0.1170; 0.1173; 0.1186; 0.1206; 0.1210; 2025-08-13 18:45:20,740 - INFO - Epoch: 1057 / 1300 lr: 3.246e-05 2025-08-13 18:46:58,726 - INFO - Training: cls_zice: 51.4556824796304; reg_zipnll: 175.49946274058678; aux_mae_loss_1: 102.24161580534398; aux_mae_loss_2: 14.637323599548143; aux_mae_loss_4: 2.1357774641795757; cnt_loss: 8.18319912603398; 2025-08-13 18:46:58,727 - INFO - Evaluation: Curr mae: 57.4364; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 449.7812; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1329; Best nae: 0.1170; 0.1173; 0.1186; 0.1206; 0.1210; 2025-08-13 18:46:58,728 - INFO - Epoch: 1058 / 1300 lr: 3.223e-05 2025-08-13 18:48:37,963 - INFO - Training: cls_zice: 48.733934008523555; reg_zipnll: 176.11719722796835; aux_mae_loss_1: 97.97424904546271; aux_mae_loss_2: 13.932484746285759; aux_mae_loss_4: 2.0050227305729775; cnt_loss: 7.020334145403766; 2025-08-13 18:48:37,964 - INFO - Evaluation: Curr mae: 60.9209; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 503.0418; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1415; Best nae: 0.1170; 0.1173; 0.1186; 0.1206; 0.1210; 2025-08-13 18:48:37,964 - INFO - Epoch: 1059 / 1300 lr: 3.201e-05 2025-08-13 18:50:15,894 - INFO - Training: cls_zice: 49.52817432681975; reg_zipnll: 171.10150155800474; aux_mae_loss_1: 98.51822152910012; aux_mae_loss_2: 14.00213644927449; aux_mae_loss_4: 2.033128063445839; cnt_loss: 7.473172038870176; 2025-08-13 18:50:15,896 - INFO - Evaluation: Curr mae: 59.6535; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 497.3524; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1426; Best nae: 0.1170; 0.1173; 0.1186; 0.1206; 0.1210; 2025-08-13 18:50:15,896 - INFO - Epoch: 1060 / 1300 lr: 3.178e-05 2025-08-13 18:51:54,842 - INFO - Training: cls_zice: 49.212289554945606; reg_zipnll: 179.4005536125987; aux_mae_loss_1: 97.97125491752722; aux_mae_loss_2: 13.830634288125909; aux_mae_loss_4: 1.9878708945448418; cnt_loss: 6.914313635973207; 2025-08-13 18:51:54,843 - INFO - Evaluation: Curr mae: 61.5614; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 514.5105; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1348; Best nae: 0.1170; 0.1173; 0.1186; 0.1206; 0.1210; 2025-08-13 18:51:54,843 - INFO - Epoch: 1061 / 1300 lr: 3.156e-05 2025-08-13 18:53:33,557 - INFO - Training: cls_zice: 48.50143419194651; reg_zipnll: 181.88027424554897; aux_mae_loss_1: 95.99382947710914; aux_mae_loss_2: 13.553133298621386; aux_mae_loss_4: 1.9464352586735183; cnt_loss: 7.551685014696538; 2025-08-13 18:53:33,559 - INFO - Evaluation: Curr mae: 58.7355; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 476.8970; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1365; Best nae: 0.1170; 0.1173; 0.1186; 0.1206; 0.1210; 2025-08-13 18:53:33,559 - INFO - Epoch: 1062 / 1300 lr: 3.133e-05 2025-08-13 18:55:12,555 - INFO - Training: cls_zice: 49.70885541272807; reg_zipnll: 174.77036661966906; aux_mae_loss_1: 97.51236839588626; aux_mae_loss_2: 13.841445226595763; aux_mae_loss_4: 1.9928881398050216; cnt_loss: 7.444223265414986; 2025-08-13 18:55:12,556 - INFO - Evaluation: Curr mae: 59.0717; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 491.0067; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1358; Best nae: 0.1170; 0.1173; 0.1186; 0.1206; 0.1210; 2025-08-13 18:55:12,556 - INFO - Epoch: 1063 / 1300 lr: 3.111e-05 2025-08-13 18:56:50,386 - INFO - Training: cls_zice: 50.22526135657624; reg_zipnll: 175.20085979549927; aux_mae_loss_1: 99.58873506805891; aux_mae_loss_2: 14.154940192681046; aux_mae_loss_4: 2.0407872820574706; cnt_loss: 7.684280235540591; 2025-08-13 18:56:50,388 - INFO - Evaluation: Curr mae: 58.7441; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 478.9561; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1431; Best nae: 0.1170; 0.1173; 0.1186; 0.1206; 0.1210; 2025-08-13 18:56:50,388 - INFO - Epoch: 1064 / 1300 lr: 3.089e-05 2025-08-13 18:58:28,266 - INFO - Training: cls_zice: 49.65837196714621; reg_zipnll: 174.56515430362182; aux_mae_loss_1: 97.79266356931554; aux_mae_loss_2: 13.838371668499356; aux_mae_loss_4: 1.9900021690176202; cnt_loss: 6.962624776945629; 2025-08-13 18:58:28,268 - INFO - Evaluation: Curr mae: 60.8281; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 511.2755; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1339; Best nae: 0.1170; 0.1173; 0.1186; 0.1206; 0.1210; 2025-08-13 18:58:28,268 - INFO - Epoch: 1065 / 1300 lr: 3.066e-05 2025-08-13 19:00:06,296 - INFO - Training: cls_zice: 53.66593851942023; reg_zipnll: 172.73834606553103; aux_mae_loss_1: 101.33974819134318; aux_mae_loss_2: 14.417757864170026; aux_mae_loss_4: 2.091489495685597; cnt_loss: 7.876418916149434; 2025-08-13 19:00:06,298 - INFO - Evaluation: Curr mae: 57.9745; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 497.2569; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1257; Best nae: 0.1170; 0.1173; 0.1186; 0.1206; 0.1210; 2025-08-13 19:00:06,298 - INFO - Epoch: 1066 / 1300 lr: 3.044e-05 2025-08-13 19:01:44,227 - INFO - Training: cls_zice: 48.79780641010457; reg_zipnll: 178.81766535016135; aux_mae_loss_1: 98.36989932807981; aux_mae_loss_2: 13.945278403691583; aux_mae_loss_4: 2.001758781221042; cnt_loss: 7.068549571123099; 2025-08-13 19:01:44,983 - INFO - Evaluation: Curr mae: 59.8504; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 507.4722; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1199; Best nae: 0.1170; 0.1173; 0.1186; 0.1199; 0.1206; 2025-08-13 19:01:44,983 - INFO - Epoch: 1067 / 1300 lr: 3.022e-05 2025-08-13 19:03:22,688 - INFO - Training: cls_zice: 50.0310606054751; reg_zipnll: 171.12808866917626; aux_mae_loss_1: 99.01947370347756; aux_mae_loss_2: 14.103858696464401; aux_mae_loss_4: 2.0546085546439596; cnt_loss: 7.204379640385547; 2025-08-13 19:03:22,690 - INFO - Evaluation: Curr mae: 59.9595; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 502.1660; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1297; Best nae: 0.1170; 0.1173; 0.1186; 0.1199; 0.1206; 2025-08-13 19:03:22,690 - INFO - Epoch: 1068 / 1300 lr: 3.000e-05 2025-08-13 19:05:00,897 - INFO - Training: cls_zice: 50.14385025195567; reg_zipnll: 176.2022029317743; aux_mae_loss_1: 98.6718343474871; aux_mae_loss_2: 13.989389436716898; aux_mae_loss_4: 2.0237457549970377; cnt_loss: 7.280308627607277; 2025-08-13 19:05:00,899 - INFO - Evaluation: Curr mae: 60.3089; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 489.7270; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1379; Best nae: 0.1170; 0.1173; 0.1186; 0.1199; 0.1206; 2025-08-13 19:05:00,899 - INFO - Epoch: 1069 / 1300 lr: 2.978e-05 2025-08-13 19:06:37,978 - INFO - Training: cls_zice: 50.54544472870606; reg_zipnll: 174.44460854616142; aux_mae_loss_1: 99.33943134592248; aux_mae_loss_2: 14.074970382038304; aux_mae_loss_4: 2.0207823397720994; cnt_loss: 7.0586832766361285; 2025-08-13 19:06:37,980 - INFO - Evaluation: Curr mae: 58.0410; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 476.2918; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1268; Best nae: 0.1170; 0.1173; 0.1186; 0.1199; 0.1206; 2025-08-13 19:06:37,980 - INFO - Epoch: 1070 / 1300 lr: 2.956e-05 2025-08-13 19:08:15,455 - INFO - Training: cls_zice: 51.615672140853874; reg_zipnll: 172.18165020587205; aux_mae_loss_1: 100.22926943467638; aux_mae_loss_2: 14.261193035194378; aux_mae_loss_4: 2.0705681474625606; cnt_loss: 7.49346376446035; 2025-08-13 19:08:15,457 - INFO - Evaluation: Curr mae: 57.9450; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 480.3291; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1411; Best nae: 0.1170; 0.1173; 0.1186; 0.1199; 0.1206; 2025-08-13 19:08:15,457 - INFO - Epoch: 1071 / 1300 lr: 2.934e-05 2025-08-13 19:09:53,821 - INFO - Training: cls_zice: 49.5419466187531; reg_zipnll: 175.22271549058144; aux_mae_loss_1: 96.9005413570257; aux_mae_loss_2: 13.828206446299516; aux_mae_loss_4: 1.9986510630744896; cnt_loss: 6.670265218745773; 2025-08-13 19:09:53,822 - INFO - Evaluation: Curr mae: 58.1292; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 494.4619; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1362; Best nae: 0.1170; 0.1173; 0.1186; 0.1199; 0.1206; 2025-08-13 19:09:53,822 - INFO - Epoch: 1072 / 1300 lr: 2.912e-05 2025-08-13 19:11:31,564 - INFO - Training: cls_zice: 49.84069749463953; reg_zipnll: 170.12179956705833; aux_mae_loss_1: 96.90250648263181; aux_mae_loss_2: 13.70712456727702; aux_mae_loss_4: 1.9593371299207976; cnt_loss: 6.50754628650327; 2025-08-13 19:11:31,565 - INFO - Evaluation: Curr mae: 63.2389; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 497.1442; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1620; Best nae: 0.1170; 0.1173; 0.1186; 0.1199; 0.1206; 2025-08-13 19:11:31,565 - INFO - Epoch: 1073 / 1300 lr: 2.890e-05 2025-08-13 19:13:09,235 - INFO - Training: cls_zice: 50.11725515690285; reg_zipnll: 174.00466702713757; aux_mae_loss_1: 98.83803507846548; aux_mae_loss_2: 14.03172757692999; aux_mae_loss_4: 2.018254371489228; cnt_loss: 7.383443482124407; 2025-08-13 19:13:09,236 - INFO - Evaluation: Curr mae: 60.0233; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 495.3315; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1447; Best nae: 0.1170; 0.1173; 0.1186; 0.1199; 0.1206; 2025-08-13 19:13:09,236 - INFO - Epoch: 1074 / 1300 lr: 2.868e-05 2025-08-13 19:14:47,067 - INFO - Training: cls_zice: 50.62956232200245; reg_zipnll: 167.25645527680305; aux_mae_loss_1: 100.76102585044802; aux_mae_loss_2: 14.44626114055859; aux_mae_loss_4: 2.097928218103007; cnt_loss: 7.818233668191268; 2025-08-13 19:14:47,068 - INFO - Evaluation: Curr mae: 60.4532; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 483.1651; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1534; Best nae: 0.1170; 0.1173; 0.1186; 0.1199; 0.1206; 2025-08-13 19:14:47,068 - INFO - Epoch: 1075 / 1300 lr: 2.846e-05 2025-08-13 19:16:25,387 - INFO - Training: cls_zice: 48.42814118646871; reg_zipnll: 172.8709446679044; aux_mae_loss_1: 97.190767486788; aux_mae_loss_2: 13.83355035083153; aux_mae_loss_4: 1.9999365481741938; cnt_loss: 6.815086489394882; 2025-08-13 19:16:25,388 - INFO - Evaluation: Curr mae: 59.0699; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 473.3466; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1382; Best nae: 0.1170; 0.1173; 0.1186; 0.1199; 0.1206; 2025-08-13 19:16:25,388 - INFO - Epoch: 1076 / 1300 lr: 2.824e-05 2025-08-13 19:18:03,549 - INFO - Training: cls_zice: 53.032995173626205; reg_zipnll: 171.1281405304269; aux_mae_loss_1: 99.90213587841828; aux_mae_loss_2: 14.152005146585577; aux_mae_loss_4: 2.026655212159635; cnt_loss: 7.137169877177339; 2025-08-13 19:18:03,550 - INFO - Evaluation: Curr mae: 62.4645; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 489.8596; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1489; Best nae: 0.1170; 0.1173; 0.1186; 0.1199; 0.1206; 2025-08-13 19:18:03,551 - INFO - Epoch: 1077 / 1300 lr: 2.803e-05 2025-08-13 19:19:41,833 - INFO - Training: cls_zice: 49.50402721678383; reg_zipnll: 172.37995413459052; aux_mae_loss_1: 97.04522888948495; aux_mae_loss_2: 13.66898969145238; aux_mae_loss_4: 1.9513899649476638; cnt_loss: 6.714036446304125; 2025-08-13 19:19:41,835 - INFO - Evaluation: Curr mae: 60.5623; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 488.7064; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1384; Best nae: 0.1170; 0.1173; 0.1186; 0.1199; 0.1206; 2025-08-13 19:19:41,835 - INFO - Epoch: 1078 / 1300 lr: 2.781e-05 2025-08-13 19:21:19,265 - INFO - Training: cls_zice: 53.214251365024204; reg_zipnll: 174.33963217649483; aux_mae_loss_1: 100.39044682470876; aux_mae_loss_2: 14.076955127838644; aux_mae_loss_4: 1.998741625590312; cnt_loss: 6.774583390561964; 2025-08-13 19:21:19,267 - INFO - Evaluation: Curr mae: 59.3468; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 523.2968; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1279; Best nae: 0.1170; 0.1173; 0.1186; 0.1199; 0.1206; 2025-08-13 19:21:19,267 - INFO - Epoch: 1079 / 1300 lr: 2.760e-05 2025-08-13 19:22:57,270 - INFO - Training: cls_zice: 49.26559906531422; reg_zipnll: 178.50707874445192; aux_mae_loss_1: 97.14087523531485; aux_mae_loss_2: 13.719139143249983; aux_mae_loss_4: 1.951424581992289; cnt_loss: 6.5779703520717225; 2025-08-13 19:22:57,271 - INFO - Evaluation: Curr mae: 59.7506; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 501.9065; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1374; Best nae: 0.1170; 0.1173; 0.1186; 0.1199; 0.1206; 2025-08-13 19:22:57,271 - INFO - Epoch: 1080 / 1300 lr: 2.738e-05 2025-08-13 19:24:35,506 - INFO - Training: cls_zice: 51.02549629181547; reg_zipnll: 174.61866987762843; aux_mae_loss_1: 97.69943796760931; aux_mae_loss_2: 13.787422634335593; aux_mae_loss_4: 1.9763137911922828; cnt_loss: 6.898592866631584; 2025-08-13 19:24:35,507 - INFO - Evaluation: Curr mae: 59.5052; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 500.3915; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1240; Best nae: 0.1170; 0.1173; 0.1186; 0.1199; 0.1206; 2025-08-13 19:24:35,507 - INFO - Epoch: 1081 / 1300 lr: 2.717e-05 2025-08-13 19:26:14,442 - INFO - Training: cls_zice: 48.911695735773264; reg_zipnll: 178.2822228850926; aux_mae_loss_1: 97.64276854605785; aux_mae_loss_2: 13.791260812460303; aux_mae_loss_4: 1.9665254065647224; cnt_loss: 6.988708676286712; 2025-08-13 19:26:14,443 - INFO - Evaluation: Curr mae: 61.7723; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 544.4482; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1359; Best nae: 0.1170; 0.1173; 0.1186; 0.1199; 0.1206; 2025-08-13 19:26:14,443 - INFO - Epoch: 1082 / 1300 lr: 2.695e-05 2025-08-13 19:27:53,066 - INFO - Training: cls_zice: 49.914131134556925; reg_zipnll: 178.0504215063963; aux_mae_loss_1: 99.22614430032843; aux_mae_loss_2: 14.03023970770652; aux_mae_loss_4: 2.0116826937866703; cnt_loss: 7.36696322243134; 2025-08-13 19:27:53,068 - INFO - Evaluation: Curr mae: 59.3160; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 519.4916; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1334; Best nae: 0.1170; 0.1173; 0.1186; 0.1199; 0.1206; 2025-08-13 19:27:53,068 - INFO - Epoch: 1083 / 1300 lr: 2.674e-05 2025-08-13 19:29:31,315 - INFO - Training: cls_zice: 51.728284064709065; reg_zipnll: 180.64730287272397; aux_mae_loss_1: 98.87919610815366; aux_mae_loss_2: 13.927171080155361; aux_mae_loss_4: 1.991386527114172; cnt_loss: 6.950979627649704; 2025-08-13 19:29:31,316 - INFO - Evaluation: Curr mae: 62.3698; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 534.6945; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1356; Best nae: 0.1170; 0.1173; 0.1186; 0.1199; 0.1206; 2025-08-13 19:29:31,316 - INFO - Epoch: 1084 / 1300 lr: 2.653e-05 2025-08-13 19:31:09,426 - INFO - Training: cls_zice: 50.95669387706141; reg_zipnll: 178.1601851200996; aux_mae_loss_1: 98.78303594025364; aux_mae_loss_2: 13.92112837536476; aux_mae_loss_4: 1.9921925009675994; cnt_loss: 6.763995579398383; 2025-08-13 19:31:09,428 - INFO - Evaluation: Curr mae: 59.9939; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 525.3533; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1289; Best nae: 0.1170; 0.1173; 0.1186; 0.1199; 0.1206; 2025-08-13 19:31:09,428 - INFO - Epoch: 1085 / 1300 lr: 2.631e-05 2025-08-13 19:32:47,658 - INFO - Training: cls_zice: 50.37281993410734; reg_zipnll: 169.40394724181502; aux_mae_loss_1: 99.90016950984847; aux_mae_loss_2: 14.25048488700298; aux_mae_loss_4: 2.073310212948022; cnt_loss: 7.19566952967705; 2025-08-13 19:32:47,659 - INFO - Evaluation: Curr mae: 59.5368; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 522.8513; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1267; Best nae: 0.1170; 0.1173; 0.1186; 0.1199; 0.1206; 2025-08-13 19:32:47,659 - INFO - Epoch: 1086 / 1300 lr: 2.610e-05 2025-08-13 19:34:25,837 - INFO - Training: cls_zice: 52.0203639401415; reg_zipnll: 178.239709059806; aux_mae_loss_1: 98.28154827206178; aux_mae_loss_2: 13.857457970592234; aux_mae_loss_4: 1.974168762909416; cnt_loss: 6.782000755129865; 2025-08-13 19:34:25,839 - INFO - Evaluation: Curr mae: 58.8696; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 481.8280; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1273; Best nae: 0.1170; 0.1173; 0.1186; 0.1199; 0.1206; 2025-08-13 19:34:25,839 - INFO - Epoch: 1087 / 1300 lr: 2.589e-05 2025-08-13 19:36:02,474 - INFO - Training: cls_zice: 52.930031175670095; reg_zipnll: 171.44279947256368; aux_mae_loss_1: 100.5987524949493; aux_mae_loss_2: 14.252634608040738; aux_mae_loss_4: 2.0606918237662866; cnt_loss: 7.287655656625802; 2025-08-13 19:36:02,475 - INFO - Evaluation: Curr mae: 55.5545; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 461.3753; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1272; Best nae: 0.1170; 0.1173; 0.1186; 0.1199; 0.1206; 2025-08-13 19:36:02,475 - INFO - Epoch: 1088 / 1300 lr: 2.568e-05 2025-08-13 19:37:40,789 - INFO - Training: cls_zice: 50.45070111330187; reg_zipnll: 176.90566291416826; aux_mae_loss_1: 98.17027019412474; aux_mae_loss_2: 13.81838879977523; aux_mae_loss_4: 1.9727808898243009; cnt_loss: 6.480534276190025; 2025-08-13 19:37:40,790 - INFO - Evaluation: Curr mae: 56.9503; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 493.8691; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1226; Best nae: 0.1170; 0.1173; 0.1186; 0.1199; 0.1206; 2025-08-13 19:37:40,790 - INFO - Epoch: 1089 / 1300 lr: 2.547e-05 2025-08-13 19:39:20,083 - INFO - Training: cls_zice: 48.44820600196451; reg_zipnll: 174.98886650203127; aux_mae_loss_1: 97.43497034577906; aux_mae_loss_2: 13.802819347013852; aux_mae_loss_4: 1.984175439205758; cnt_loss: 6.750500259485221; 2025-08-13 19:39:20,085 - INFO - Evaluation: Curr mae: 57.8181; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 488.0927; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1268; Best nae: 0.1170; 0.1173; 0.1186; 0.1199; 0.1206; 2025-08-13 19:39:20,085 - INFO - Epoch: 1090 / 1300 lr: 2.526e-05 2025-08-13 19:40:58,696 - INFO - Training: cls_zice: 49.249995161451224; reg_zipnll: 177.34981785948295; aux_mae_loss_1: 97.36615621767804; aux_mae_loss_2: 13.753310087101012; aux_mae_loss_4: 1.9823183408126732; cnt_loss: 6.840119847601668; 2025-08-13 19:40:59,299 - INFO - Evaluation: Curr mae: 56.9182; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 482.1891; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1190; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 19:40:59,300 - INFO - Epoch: 1091 / 1300 lr: 2.505e-05 2025-08-13 19:42:38,312 - INFO - Training: cls_zice: 48.56634263269086; reg_zipnll: 166.34218508664011; aux_mae_loss_1: 98.66728866008376; aux_mae_loss_2: 14.097095790742909; aux_mae_loss_4: 2.040504863222338; cnt_loss: 7.4235621390428514; 2025-08-13 19:42:38,313 - INFO - Evaluation: Curr mae: 61.3542; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 507.9941; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1278; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 19:42:38,314 - INFO - Epoch: 1092 / 1300 lr: 2.484e-05 2025-08-13 19:44:16,461 - INFO - Training: cls_zice: 49.37045644380746; reg_zipnll: 179.27882899110298; aux_mae_loss_1: 96.50924381805262; aux_mae_loss_2: 13.528194432393445; aux_mae_loss_4: 1.918813080208467; cnt_loss: 6.455537843826804; 2025-08-13 19:44:16,462 - INFO - Evaluation: Curr mae: 60.3858; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 495.5193; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1240; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 19:44:16,462 - INFO - Epoch: 1093 / 1300 lr: 2.464e-05 2025-08-13 19:45:55,700 - INFO - Training: cls_zice: 49.664716643891786; reg_zipnll: 172.76820149948787; aux_mae_loss_1: 98.4407130930295; aux_mae_loss_2: 13.986355725168263; aux_mae_loss_4: 1.9964336947487682; cnt_loss: 6.663848984823741; 2025-08-13 19:45:55,701 - INFO - Evaluation: Curr mae: 58.7391; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 507.8097; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1235; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 19:45:55,702 - INFO - Epoch: 1094 / 1300 lr: 2.443e-05 2025-08-13 19:47:34,489 - INFO - Training: cls_zice: 47.8001201537014; reg_zipnll: 177.09237264912662; aux_mae_loss_1: 96.11485629829465; aux_mae_loss_2: 13.668028801449774; aux_mae_loss_4: 1.971448353829298; cnt_loss: 6.8710837195648935; 2025-08-13 19:47:34,491 - INFO - Evaluation: Curr mae: 59.0915; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 484.6119; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1300; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 19:47:34,491 - INFO - Epoch: 1095 / 1300 lr: 2.422e-05 2025-08-13 19:49:11,888 - INFO - Training: cls_zice: 49.09720555825068; reg_zipnll: 173.6077317039274; aux_mae_loss_1: 98.32339385849038; aux_mae_loss_2: 14.018299308105115; aux_mae_loss_4: 2.039481334024346; cnt_loss: 7.239378228592076; 2025-08-13 19:49:11,890 - INFO - Evaluation: Curr mae: 60.3297; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 514.3252; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1340; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 19:49:11,890 - INFO - Epoch: 1096 / 1300 lr: 2.402e-05 2025-08-13 19:50:49,418 - INFO - Training: cls_zice: 48.126845431243545; reg_zipnll: 180.49504134465; aux_mae_loss_1: 97.00483977947873; aux_mae_loss_2: 13.724713512128913; aux_mae_loss_4: 1.9576289898555506; cnt_loss: 6.784904278642414; 2025-08-13 19:50:49,420 - INFO - Evaluation: Curr mae: 61.6168; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 482.2983; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1380; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 19:50:49,420 - INFO - Epoch: 1097 / 1300 lr: 2.381e-05 2025-08-13 19:52:27,375 - INFO - Training: cls_zice: 48.64358975858952; reg_zipnll: 172.42570496586112; aux_mae_loss_1: 97.68506788533267; aux_mae_loss_2: 13.869813553778249; aux_mae_loss_4: 1.996789206652531; cnt_loss: 6.4923326328664945; 2025-08-13 19:52:27,376 - INFO - Evaluation: Curr mae: 60.4258; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 503.1691; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1253; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 19:52:27,376 - INFO - Epoch: 1098 / 1300 lr: 2.361e-05 2025-08-13 19:54:06,842 - INFO - Training: cls_zice: 49.75754260177937; reg_zipnll: 180.04053817003737; aux_mae_loss_1: 98.87801236052132; aux_mae_loss_2: 13.941503373393669; aux_mae_loss_4: 2.004507195367298; cnt_loss: 7.3198886948869895; 2025-08-13 19:54:06,843 - INFO - Evaluation: Curr mae: 58.0498; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 479.1604; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1337; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 19:54:06,843 - INFO - Epoch: 1099 / 1300 lr: 2.340e-05 2025-08-13 19:55:44,140 - INFO - Training: cls_zice: 51.84079251038078; reg_zipnll: 178.15864120228431; aux_mae_loss_1: 99.91649986600508; aux_mae_loss_2: 14.101092883431207; aux_mae_loss_4: 2.0027301008872938; cnt_loss: 7.270364407555303; 2025-08-13 19:55:44,141 - INFO - Evaluation: Curr mae: 56.9754; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 457.7434; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1376; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 19:55:44,141 - INFO - Epoch: 1100 / 1300 lr: 2.320e-05 2025-08-13 19:57:22,119 - INFO - Training: cls_zice: 49.90575852614749; reg_zipnll: 171.74644878652225; aux_mae_loss_1: 98.59680604076631; aux_mae_loss_2: 13.947476327572506; aux_mae_loss_4: 2.005655113636375; cnt_loss: 7.106997073156362; 2025-08-13 19:57:22,120 - INFO - Evaluation: Curr mae: 61.2152; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 515.0562; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1343; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 19:57:24,058 - INFO - Epoch: 1101 / 1300 lr: 2.300e-05 2025-08-13 19:59:01,298 - INFO - Training: cls_zice: 48.19887957792815; reg_zipnll: 177.4443491222313; aux_mae_loss_1: 95.10506033223209; aux_mae_loss_2: 13.360681568748847; aux_mae_loss_4: 1.894648393429337; cnt_loss: 6.44337253276364; 2025-08-13 19:59:01,299 - INFO - Evaluation: Curr mae: 60.4909; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 530.4827; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1296; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 19:59:01,299 - INFO - Epoch: 1102 / 1300 lr: 2.280e-05 2025-08-13 20:00:39,440 - INFO - Training: cls_zice: 51.610103529186055; reg_zipnll: 165.8960294257706; aux_mae_loss_1: 99.7904724547673; aux_mae_loss_2: 14.149657049644881; aux_mae_loss_4: 2.0491873713875797; cnt_loss: 7.741279815800086; 2025-08-13 20:00:39,442 - INFO - Evaluation: Curr mae: 59.2237; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 497.4035; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1423; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 20:00:39,442 - INFO - Epoch: 1103 / 1300 lr: 2.260e-05 2025-08-13 20:02:17,836 - INFO - Training: cls_zice: 52.62358118038251; reg_zipnll: 178.894177024959; aux_mae_loss_1: 101.20421329194292; aux_mae_loss_2: 14.283941267082195; aux_mae_loss_4: 2.049304217789657; cnt_loss: 7.0290195293782; 2025-08-13 20:02:17,837 - INFO - Evaluation: Curr mae: 59.3429; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 501.7448; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1353; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 20:02:17,838 - INFO - Epoch: 1104 / 1300 lr: 2.240e-05 2025-08-13 20:03:56,321 - INFO - Training: cls_zice: 50.968622118464474; reg_zipnll: 176.28194326974432; aux_mae_loss_1: 98.13376158000878; aux_mae_loss_2: 13.769786692830161; aux_mae_loss_4: 1.957374263085559; cnt_loss: 6.436824375988585; 2025-08-13 20:03:56,322 - INFO - Evaluation: Curr mae: 61.6179; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 523.9995; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1463; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 20:03:56,322 - INFO - Epoch: 1105 / 1300 lr: 2.220e-05 2025-08-13 20:05:35,004 - INFO - Training: cls_zice: 49.963099315800825; reg_zipnll: 179.2471058411586; aux_mae_loss_1: 98.05152834718209; aux_mae_loss_2: 13.93257633640711; aux_mae_loss_4: 2.0035631496526283; cnt_loss: 6.536398984779122; 2025-08-13 20:05:35,005 - INFO - Evaluation: Curr mae: 60.6492; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 524.8768; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1284; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 20:05:35,005 - INFO - Epoch: 1106 / 1300 lr: 2.200e-05 2025-08-13 20:07:12,228 - INFO - Training: cls_zice: 50.43124246815636; reg_zipnll: 176.04920419629252; aux_mae_loss_1: 96.56233331292944; aux_mae_loss_2: 13.528461095912904; aux_mae_loss_4: 1.903218716459593; cnt_loss: 5.7318126360064605; 2025-08-13 20:07:12,230 - INFO - Evaluation: Curr mae: 60.3638; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 510.3468; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1309; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 20:07:12,230 - INFO - Epoch: 1107 / 1300 lr: 2.180e-05 2025-08-13 20:08:50,095 - INFO - Training: cls_zice: 47.441885328154946; reg_zipnll: 176.3891377142585; aux_mae_loss_1: 96.22394050607951; aux_mae_loss_2: 13.599789002560712; aux_mae_loss_4: 1.9418758935364475; cnt_loss: 6.056154230413216; 2025-08-13 20:08:50,096 - INFO - Evaluation: Curr mae: 59.0664; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 492.0794; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1270; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 20:08:50,096 - INFO - Epoch: 1108 / 1300 lr: 2.160e-05 2025-08-13 20:10:27,965 - INFO - Training: cls_zice: 50.31964557313368; reg_zipnll: 174.80109654110316; aux_mae_loss_1: 97.24657871177693; aux_mae_loss_2: 13.65768300046651; aux_mae_loss_4: 1.9297402500340135; cnt_loss: 6.253863831718661; 2025-08-13 20:10:27,967 - INFO - Evaluation: Curr mae: 58.9927; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 518.7086; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1328; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 20:10:27,967 - INFO - Epoch: 1109 / 1300 lr: 2.140e-05 2025-08-13 20:12:05,374 - INFO - Training: cls_zice: 50.391065676138766; reg_zipnll: 174.790335353665; aux_mae_loss_1: 97.73675941624188; aux_mae_loss_2: 13.78864479861713; aux_mae_loss_4: 1.9749945215976636; cnt_loss: 6.492480830392371; 2025-08-13 20:12:05,375 - INFO - Evaluation: Curr mae: 58.2238; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 488.7588; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1295; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 20:12:05,375 - INFO - Epoch: 1110 / 1300 lr: 2.121e-05 2025-08-13 20:13:43,973 - INFO - Training: cls_zice: 48.53133614706043; reg_zipnll: 173.8594198300477; aux_mae_loss_1: 97.72256889931647; aux_mae_loss_2: 13.850435244699984; aux_mae_loss_4: 1.9774402504102124; cnt_loss: 6.504570286960406; 2025-08-13 20:13:43,975 - INFO - Evaluation: Curr mae: 59.6361; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 486.4408; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1376; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 20:13:43,975 - INFO - Epoch: 1111 / 1300 lr: 2.101e-05 2025-08-13 20:15:20,975 - INFO - Training: cls_zice: 49.93206216375748; reg_zipnll: 178.34391281108316; aux_mae_loss_1: 95.87742858435624; aux_mae_loss_2: 13.424010263617058; aux_mae_loss_4: 1.9062542502785096; cnt_loss: 6.1595900892292015; 2025-08-13 20:15:20,977 - INFO - Evaluation: Curr mae: 60.9473; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 525.0619; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1350; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 20:15:20,977 - INFO - Epoch: 1112 / 1300 lr: 2.082e-05 2025-08-13 20:16:58,689 - INFO - Training: cls_zice: 50.88398430609458; reg_zipnll: 168.8835267996114; aux_mae_loss_1: 100.27241716654564; aux_mae_loss_2: 14.24721229352191; aux_mae_loss_4: 2.0612120776985483; cnt_loss: 7.2350529662134715; 2025-08-13 20:16:58,690 - INFO - Evaluation: Curr mae: 59.9489; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 514.9633; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1288; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 20:16:58,690 - INFO - Epoch: 1113 / 1300 lr: 2.062e-05 2025-08-13 20:18:37,234 - INFO - Training: cls_zice: 47.8260905159623; reg_zipnll: 178.6750198060259; aux_mae_loss_1: 97.14085721847025; aux_mae_loss_2: 13.680031509816187; aux_mae_loss_4: 1.9420895319058533; cnt_loss: 6.22599283757124; 2025-08-13 20:18:37,235 - INFO - Evaluation: Curr mae: 60.6816; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 498.2274; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1291; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 20:18:37,235 - INFO - Epoch: 1114 / 1300 lr: 2.043e-05 2025-08-13 20:20:15,763 - INFO - Training: cls_zice: 51.83225191666106; reg_zipnll: 170.6089754864612; aux_mae_loss_1: 99.64876443377497; aux_mae_loss_2: 14.013202014802967; aux_mae_loss_4: 1.9947135644584204; cnt_loss: 6.249923002520687; 2025-08-13 20:20:15,764 - INFO - Evaluation: Curr mae: 58.1515; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 521.5719; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1217; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 20:20:15,764 - INFO - Epoch: 1115 / 1300 lr: 2.024e-05 2025-08-13 20:21:54,480 - INFO - Training: cls_zice: 48.182555084554885; reg_zipnll: 177.70589936361827; aux_mae_loss_1: 95.56668763540705; aux_mae_loss_2: 13.46458068911398; aux_mae_loss_4: 1.931165056623959; cnt_loss: 6.576547686575617; 2025-08-13 20:21:54,481 - INFO - Evaluation: Curr mae: 59.6967; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 492.9303; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1266; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 20:21:54,481 - INFO - Epoch: 1116 / 1300 lr: 2.005e-05 2025-08-13 20:23:33,605 - INFO - Training: cls_zice: 48.4878076180854; reg_zipnll: 175.77522730888623; aux_mae_loss_1: 97.15122261145427; aux_mae_loss_2: 13.714061868834312; aux_mae_loss_4: 1.9611830981041287; cnt_loss: 6.051246390244648; 2025-08-13 20:23:33,606 - INFO - Evaluation: Curr mae: 56.3933; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 480.6482; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1278; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 20:23:33,606 - INFO - Epoch: 1117 / 1300 lr: 1.985e-05 2025-08-13 20:25:12,480 - INFO - Training: cls_zice: 51.80168088353155; reg_zipnll: 177.8592926775582; aux_mae_loss_1: 98.67390203353372; aux_mae_loss_2: 13.949067406298875; aux_mae_loss_4: 1.9885956749205111; cnt_loss: 6.488630528468399; 2025-08-13 20:25:12,482 - INFO - Evaluation: Curr mae: 60.7278; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 507.0316; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1427; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 20:25:12,482 - INFO - Epoch: 1118 / 1300 lr: 1.966e-05 2025-08-13 20:26:50,991 - INFO - Training: cls_zice: 47.8819989873082; reg_zipnll: 175.32106251459194; aux_mae_loss_1: 96.66856471554479; aux_mae_loss_2: 13.676308264769135; aux_mae_loss_4: 1.95154119985882; cnt_loss: 5.909392244864859; 2025-08-13 20:26:50,993 - INFO - Evaluation: Curr mae: 56.8099; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 499.8955; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1315; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 20:26:50,993 - INFO - Epoch: 1119 / 1300 lr: 1.947e-05 2025-08-13 20:28:29,053 - INFO - Training: cls_zice: 46.81509102402126; reg_zipnll: 170.93293898516265; aux_mae_loss_1: 94.72370457587941; aux_mae_loss_2: 13.36285890098709; aux_mae_loss_4: 1.9097337407134185; cnt_loss: 6.109473379534744; 2025-08-13 20:28:29,054 - INFO - Evaluation: Curr mae: 59.1582; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 517.0757; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1322; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 20:28:29,054 - INFO - Epoch: 1120 / 1300 lr: 1.929e-05 2025-08-13 20:30:07,092 - INFO - Training: cls_zice: 46.738359832403596; reg_zipnll: 183.916941836438; aux_mae_loss_1: 94.52191481308337; aux_mae_loss_2: 13.266343095921613; aux_mae_loss_4: 1.8686426658863273; cnt_loss: 5.843908128364534; 2025-08-13 20:30:07,094 - INFO - Evaluation: Curr mae: 60.1645; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 522.8128; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1377; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 20:30:07,094 - INFO - Epoch: 1121 / 1300 lr: 1.910e-05 2025-08-13 20:31:45,740 - INFO - Training: cls_zice: 49.84965762840751; reg_zipnll: 175.40430552916538; aux_mae_loss_1: 98.17868667396604; aux_mae_loss_2: 13.898903344774613; aux_mae_loss_4: 1.971818788499023; cnt_loss: 6.349409597851623; 2025-08-13 20:31:45,741 - INFO - Evaluation: Curr mae: 59.2030; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 528.9391; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1284; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 20:31:45,742 - INFO - Epoch: 1122 / 1300 lr: 1.891e-05 2025-08-13 20:33:24,372 - INFO - Training: cls_zice: 52.98543471189881; reg_zipnll: 171.48164863880618; aux_mae_loss_1: 99.50228363321496; aux_mae_loss_2: 13.993069157808788; aux_mae_loss_4: 1.9883890763346517; cnt_loss: 6.917912312675564; 2025-08-13 20:33:24,374 - INFO - Evaluation: Curr mae: 59.8166; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 516.2576; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1332; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 20:33:24,374 - INFO - Epoch: 1123 / 1300 lr: 1.872e-05 2025-08-13 20:35:02,132 - INFO - Training: cls_zice: 50.866014260252825; reg_zipnll: 178.75939575136474; aux_mae_loss_1: 98.86244457607711; aux_mae_loss_2: 13.937205559796723; aux_mae_loss_4: 1.9773317986864665; cnt_loss: 6.254629676783299; 2025-08-13 20:35:02,133 - INFO - Evaluation: Curr mae: 59.2068; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 517.4623; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1224; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 20:35:02,133 - INFO - Epoch: 1124 / 1300 lr: 1.854e-05 2025-08-13 20:36:40,018 - INFO - Training: cls_zice: 50.01295669767575; reg_zipnll: 179.45280787999954; aux_mae_loss_1: 98.92174350571817; aux_mae_loss_2: 14.002168331783658; aux_mae_loss_4: 2.0040638889629; cnt_loss: 6.3509464705204905; 2025-08-13 20:36:40,019 - INFO - Evaluation: Curr mae: 60.3892; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 522.4285; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1386; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 20:36:40,019 - INFO - Epoch: 1125 / 1300 lr: 1.835e-05 2025-08-13 20:38:17,351 - INFO - Training: cls_zice: 48.385887777322665; reg_zipnll: 179.57678214811114; aux_mae_loss_1: 96.42157519323354; aux_mae_loss_2: 13.51628473730504; aux_mae_loss_4: 1.900401667488265; cnt_loss: 5.9742037505294485; 2025-08-13 20:38:17,352 - INFO - Evaluation: Curr mae: 58.8755; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 496.8145; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1353; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 20:38:17,352 - INFO - Epoch: 1126 / 1300 lr: 1.817e-05 2025-08-13 20:39:55,723 - INFO - Training: cls_zice: 50.61837036375215; reg_zipnll: 181.55311152009548; aux_mae_loss_1: 97.45043528049341; aux_mae_loss_2: 13.688977231709693; aux_mae_loss_4: 1.9413122739307678; cnt_loss: 6.385334232932191; 2025-08-13 20:39:55,724 - INFO - Evaluation: Curr mae: 56.6774; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 486.2627; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1315; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 20:39:55,724 - INFO - Epoch: 1127 / 1300 lr: 1.798e-05 2025-08-13 20:41:34,087 - INFO - Training: cls_zice: 50.27019056700802; reg_zipnll: 176.16353822918967; aux_mae_loss_1: 100.64378584197371; aux_mae_loss_2: 14.299394609382649; aux_mae_loss_4: 2.080741320140564; cnt_loss: 6.8342342994206975; 2025-08-13 20:41:34,088 - INFO - Evaluation: Curr mae: 59.0583; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 499.2432; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1317; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 20:41:34,088 - INFO - Epoch: 1128 / 1300 lr: 1.780e-05 2025-08-13 20:43:13,284 - INFO - Training: cls_zice: 50.21801138422177; reg_zipnll: 167.47895228770827; aux_mae_loss_1: 98.8573985872048; aux_mae_loss_2: 14.00849303855994; aux_mae_loss_4: 2.013356476562495; cnt_loss: 6.22022904390541; 2025-08-13 20:43:13,286 - INFO - Evaluation: Curr mae: 56.1503; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 474.9515; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1226; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 20:43:13,286 - INFO - Epoch: 1129 / 1300 lr: 1.762e-05 2025-08-13 20:44:51,821 - INFO - Training: cls_zice: 51.03410160411293; reg_zipnll: 170.56320720956992; aux_mae_loss_1: 98.0400217958465; aux_mae_loss_2: 13.839067455429038; aux_mae_loss_4: 1.9843019835440237; cnt_loss: 6.60505864246339; 2025-08-13 20:44:51,822 - INFO - Evaluation: Curr mae: 56.1159; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 490.5475; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1266; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 20:44:51,822 - INFO - Epoch: 1130 / 1300 lr: 1.744e-05 2025-08-13 20:46:30,849 - INFO - Training: cls_zice: 50.68480307614589; reg_zipnll: 176.45105753214622; aux_mae_loss_1: 98.79688237442762; aux_mae_loss_2: 13.931191668105923; aux_mae_loss_4: 1.9779446825270175; cnt_loss: 6.054121905549939; 2025-08-13 20:46:30,850 - INFO - Evaluation: Curr mae: 59.4954; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 505.1735; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1326; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 20:46:30,851 - INFO - Epoch: 1131 / 1300 lr: 1.726e-05 2025-08-13 20:48:09,372 - INFO - Training: cls_zice: 46.777153500133124; reg_zipnll: 172.57142858823957; aux_mae_loss_1: 96.28951565465461; aux_mae_loss_2: 13.625663148713295; aux_mae_loss_4: 1.9560492793361448; cnt_loss: 5.874912307317582; 2025-08-13 20:48:09,373 - INFO - Evaluation: Curr mae: 59.5010; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 505.4784; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1294; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 20:48:09,374 - INFO - Epoch: 1132 / 1300 lr: 1.708e-05 2025-08-13 20:49:48,418 - INFO - Training: cls_zice: 48.95201568355291; reg_zipnll: 174.41248124424166; aux_mae_loss_1: 96.52171775062777; aux_mae_loss_2: 13.716664739317023; aux_mae_loss_4: 1.9737308930921678; cnt_loss: 6.748310830415368; 2025-08-13 20:49:48,420 - INFO - Evaluation: Curr mae: 58.1795; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 513.1429; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1297; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 20:49:48,420 - INFO - Epoch: 1133 / 1300 lr: 1.690e-05 2025-08-13 20:51:26,443 - INFO - Training: cls_zice: 46.70741521523054; reg_zipnll: 175.50125465295002; aux_mae_loss_1: 95.77030328735901; aux_mae_loss_2: 13.53925376195834; aux_mae_loss_4: 1.9333188510033037; cnt_loss: 6.398200999495303; 2025-08-13 20:51:26,445 - INFO - Evaluation: Curr mae: 59.9611; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 499.8383; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1387; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 20:51:26,445 - INFO - Epoch: 1134 / 1300 lr: 1.672e-05 2025-08-13 20:53:04,580 - INFO - Training: cls_zice: 50.78801486715866; reg_zipnll: 171.32226451687458; aux_mae_loss_1: 99.35390455005714; aux_mae_loss_2: 14.062923207074634; aux_mae_loss_4: 2.017352491387365; cnt_loss: 6.254763497331761; 2025-08-13 20:53:04,581 - INFO - Evaluation: Curr mae: 57.3565; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 494.2695; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1318; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 20:53:04,582 - INFO - Epoch: 1135 / 1300 lr: 1.654e-05 2025-08-13 20:54:41,644 - INFO - Training: cls_zice: 48.831126218829255; reg_zipnll: 171.37720396831287; aux_mae_loss_1: 96.36508870553848; aux_mae_loss_2: 13.579728540847112; aux_mae_loss_4: 1.9396566299668927; cnt_loss: 5.9630490438797175; 2025-08-13 20:54:41,645 - INFO - Evaluation: Curr mae: 58.6398; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 495.1088; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1341; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 20:54:41,645 - INFO - Epoch: 1136 / 1300 lr: 1.637e-05 2025-08-13 20:56:19,209 - INFO - Training: cls_zice: 48.29601121220767; reg_zipnll: 167.43591506683427; aux_mae_loss_1: 97.07747360857103; aux_mae_loss_2: 13.81349274615702; aux_mae_loss_4: 1.9869851523622448; cnt_loss: 6.275892684576138; 2025-08-13 20:56:19,211 - INFO - Evaluation: Curr mae: 57.3456; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 486.5118; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1290; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 20:56:19,211 - INFO - Epoch: 1137 / 1300 lr: 1.619e-05 2025-08-13 20:57:57,386 - INFO - Training: cls_zice: 46.99095826207213; reg_zipnll: 175.889266957967; aux_mae_loss_1: 95.07659364665994; aux_mae_loss_2: 13.395980479478224; aux_mae_loss_4: 1.8921780072171768; cnt_loss: 5.903315864828987; 2025-08-13 20:57:57,387 - INFO - Evaluation: Curr mae: 59.7138; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 511.5355; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1357; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 20:57:57,387 - INFO - Epoch: 1138 / 1300 lr: 1.602e-05 2025-08-13 20:59:34,593 - INFO - Training: cls_zice: 48.75724235077443; reg_zipnll: 170.74767185789761; aux_mae_loss_1: 98.27897521217562; aux_mae_loss_2: 13.948781196133336; aux_mae_loss_4: 2.0013098618671643; cnt_loss: 6.207562798859221; 2025-08-13 20:59:34,594 - INFO - Evaluation: Curr mae: 57.5509; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 493.4535; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1330; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 20:59:34,594 - INFO - Epoch: 1139 / 1300 lr: 1.584e-05 2025-08-13 21:01:12,446 - INFO - Training: cls_zice: 47.7906761758968; reg_zipnll: 164.35103622868007; aux_mae_loss_1: 95.72490463403932; aux_mae_loss_2: 13.560658961151438; aux_mae_loss_4: 1.9500463932063095; cnt_loss: 6.354641992895646; 2025-08-13 21:01:12,447 - INFO - Evaluation: Curr mae: 57.6980; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 485.0798; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1315; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 21:01:12,447 - INFO - Epoch: 1140 / 1300 lr: 1.567e-05 2025-08-13 21:02:50,520 - INFO - Training: cls_zice: 49.98657977990902; reg_zipnll: 167.04179581394538; aux_mae_loss_1: 96.79053014348283; aux_mae_loss_2: 13.585314872638731; aux_mae_loss_4: 1.9283875916488373; cnt_loss: 6.122606168369401; 2025-08-13 21:02:50,521 - INFO - Evaluation: Curr mae: 57.8313; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 491.2360; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1320; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 21:02:50,522 - INFO - Epoch: 1141 / 1300 lr: 1.550e-05 2025-08-13 21:04:28,792 - INFO - Training: cls_zice: 48.79638264368463; reg_zipnll: 176.28016297308523; aux_mae_loss_1: 95.34037871471101; aux_mae_loss_2: 13.36556124258164; aux_mae_loss_4: 1.8804846751506041; cnt_loss: 5.821283084567837; 2025-08-13 21:04:28,793 - INFO - Evaluation: Curr mae: 57.1103; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 493.7501; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1237; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 21:04:28,793 - INFO - Epoch: 1142 / 1300 lr: 1.533e-05 2025-08-13 21:06:06,235 - INFO - Training: cls_zice: 51.29710926965913; reg_zipnll: 174.20928313738276; aux_mae_loss_1: 96.83368513700589; aux_mae_loss_2: 13.526260116719342; aux_mae_loss_4: 1.8992299734779985; cnt_loss: 6.03357605770192; 2025-08-13 21:06:06,237 - INFO - Evaluation: Curr mae: 58.2290; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 495.2426; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1253; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 21:06:06,237 - INFO - Epoch: 1143 / 1300 lr: 1.516e-05 2025-08-13 21:07:44,626 - INFO - Training: cls_zice: 47.98640951544889; reg_zipnll: 167.17562332741704; aux_mae_loss_1: 96.41162444999715; aux_mae_loss_2: 13.624985973142413; aux_mae_loss_4: 1.959836849593258; cnt_loss: 6.1636354158654; 2025-08-13 21:07:44,628 - INFO - Evaluation: Curr mae: 58.1147; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 469.4041; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1267; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 21:07:44,628 - INFO - Epoch: 1144 / 1300 lr: 1.499e-05 2025-08-13 21:09:22,982 - INFO - Training: cls_zice: 47.32587642036857; reg_zipnll: 173.79802119394807; aux_mae_loss_1: 94.64196781756638; aux_mae_loss_2: 13.327655406721453; aux_mae_loss_4: 1.8846774796900223; cnt_loss: 5.813829750665356; 2025-08-13 21:09:22,984 - INFO - Evaluation: Curr mae: 59.2000; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 488.3726; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1332; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 21:09:22,984 - INFO - Epoch: 1145 / 1300 lr: 1.482e-05 2025-08-13 21:11:01,224 - INFO - Training: cls_zice: 48.384732074326905; reg_zipnll: 174.37944586785716; aux_mae_loss_1: 95.36498156549997; aux_mae_loss_2: 13.412866835729016; aux_mae_loss_4: 1.8938590239130133; cnt_loss: 5.705372773589696; 2025-08-13 21:11:01,225 - INFO - Evaluation: Curr mae: 57.1248; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 480.6061; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1281; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1199; 2025-08-13 21:11:01,225 - INFO - Epoch: 1146 / 1300 lr: 1.465e-05 2025-08-13 21:12:40,520 - INFO - Training: cls_zice: 50.541597169476795; reg_zipnll: 175.25641258455488; aux_mae_loss_1: 97.32609037874903; aux_mae_loss_2: 13.70986885950927; aux_mae_loss_4: 1.9507946252516426; cnt_loss: 6.422852853882895; 2025-08-13 21:12:41,113 - INFO - Evaluation: Curr mae: 57.2711; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 493.5199; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1192; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1192; 2025-08-13 21:12:41,113 - INFO - Epoch: 1147 / 1300 lr: 1.448e-05 2025-08-13 21:14:19,620 - INFO - Training: cls_zice: 49.57390877347832; reg_zipnll: 174.6525198634915; aux_mae_loss_1: 96.327067723311; aux_mae_loss_2: 13.584576122252065; aux_mae_loss_4: 1.9368185983602062; cnt_loss: 5.885109713880445; 2025-08-13 21:14:19,621 - INFO - Evaluation: Curr mae: 56.3067; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 440.2803; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1282; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1192; 2025-08-13 21:14:19,621 - INFO - Epoch: 1148 / 1300 lr: 1.432e-05 2025-08-13 21:15:57,359 - INFO - Training: cls_zice: 48.50929771888532; reg_zipnll: 166.68513300486273; aux_mae_loss_1: 96.73876591022952; aux_mae_loss_2: 13.695732832567858; aux_mae_loss_4: 1.9576491128969316; cnt_loss: 6.3835339391446055; 2025-08-13 21:15:57,360 - INFO - Evaluation: Curr mae: 57.4539; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 473.2053; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1208; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1192; 2025-08-13 21:15:57,360 - INFO - Epoch: 1149 / 1300 lr: 1.415e-05 2025-08-13 21:17:34,007 - INFO - Training: cls_zice: 51.16922517388983; reg_zipnll: 168.98878378488104; aux_mae_loss_1: 97.4414110796617; aux_mae_loss_2: 13.712224458361039; aux_mae_loss_4: 1.9491739212547292; cnt_loss: 6.37745060168379; 2025-08-13 21:17:34,008 - INFO - Evaluation: Curr mae: 59.2926; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 503.6168; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1194; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1192; 2025-08-13 21:17:34,008 - INFO - Epoch: 1150 / 1300 lr: 1.399e-05 2025-08-13 21:19:11,858 - INFO - Training: cls_zice: 47.32507567927433; reg_zipnll: 167.20944940032567; aux_mae_loss_1: 96.54654678403566; aux_mae_loss_2: 13.730583114305315; aux_mae_loss_4: 1.966156335523625; cnt_loss: 5.666596925044121; 2025-08-13 21:19:11,859 - INFO - Evaluation: Curr mae: 59.3767; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 504.8937; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1232; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1192; 2025-08-13 21:19:13,614 - INFO - Epoch: 1151 / 1300 lr: 1.382e-05 2025-08-13 21:20:51,726 - INFO - Training: cls_zice: 51.568161102217694; reg_zipnll: 167.10833062610774; aux_mae_loss_1: 98.11393287187984; aux_mae_loss_2: 13.84043378817698; aux_mae_loss_4: 1.9727450724126134; cnt_loss: 6.013873104417845; 2025-08-13 21:20:51,727 - INFO - Evaluation: Curr mae: 56.5662; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 472.3058; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1230; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1192; 2025-08-13 21:20:51,727 - INFO - Epoch: 1152 / 1300 lr: 1.366e-05 2025-08-13 21:22:30,009 - INFO - Training: cls_zice: 48.419035407525406; reg_zipnll: 172.84053209692163; aux_mae_loss_1: 96.45658483971054; aux_mae_loss_2: 13.62600178798244; aux_mae_loss_4: 1.9380022533678456; cnt_loss: 6.095263566026957; 2025-08-13 21:22:30,011 - INFO - Evaluation: Curr mae: 59.0197; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 504.1267; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1235; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1192; 2025-08-13 21:22:30,011 - INFO - Epoch: 1153 / 1300 lr: 1.350e-05 2025-08-13 21:24:07,858 - INFO - Training: cls_zice: 49.37738466753138; reg_zipnll: 176.3150255551375; aux_mae_loss_1: 96.45393791296794; aux_mae_loss_2: 13.561303698924636; aux_mae_loss_4: 1.9179389105204752; cnt_loss: 5.642875814192705; 2025-08-13 21:24:07,860 - INFO - Evaluation: Curr mae: 57.7385; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 488.9836; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1241; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1192; 2025-08-13 21:24:07,860 - INFO - Epoch: 1154 / 1300 lr: 1.334e-05 2025-08-13 21:25:46,030 - INFO - Training: cls_zice: 51.46540552523265; reg_zipnll: 177.96337644483864; aux_mae_loss_1: 98.36402679776778; aux_mae_loss_2: 13.785544650413689; aux_mae_loss_4: 1.9478485608008955; cnt_loss: 5.8826808736379474; 2025-08-13 21:25:46,031 - INFO - Evaluation: Curr mae: 57.8348; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 489.3107; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1204; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1192; 2025-08-13 21:25:46,031 - INFO - Epoch: 1155 / 1300 lr: 1.318e-05 2025-08-13 21:27:24,882 - INFO - Training: cls_zice: 51.29759242410525; reg_zipnll: 172.09620024183417; aux_mae_loss_1: 96.25883377487065; aux_mae_loss_2: 13.46334824647879; aux_mae_loss_4: 1.8907934049560968; cnt_loss: 5.917562965868678; 2025-08-13 21:27:24,884 - INFO - Evaluation: Curr mae: 59.2512; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 517.4557; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1230; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1192; 2025-08-13 21:27:24,884 - INFO - Epoch: 1156 / 1300 lr: 1.302e-05 2025-08-13 21:29:03,243 - INFO - Training: cls_zice: 48.84212913423547; reg_zipnll: 175.85474745105654; aux_mae_loss_1: 95.96996632701021; aux_mae_loss_2: 13.491735622018652; aux_mae_loss_4: 1.9090488545385915; cnt_loss: 5.523697708443688; 2025-08-13 21:29:03,245 - INFO - Evaluation: Curr mae: 57.9391; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 512.2403; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1234; Best nae: 0.1170; 0.1173; 0.1186; 0.1190; 0.1192; 2025-08-13 21:29:03,245 - INFO - Epoch: 1157 / 1300 lr: 1.286e-05 2025-08-13 21:30:42,487 - INFO - Training: cls_zice: 48.328893239899585; reg_zipnll: 170.95377374369565; aux_mae_loss_1: 95.72128506736462; aux_mae_loss_2: 13.48574276509812; aux_mae_loss_4: 1.9130259178444782; cnt_loss: 5.630001269300064; 2025-08-13 21:30:43,087 - INFO - Evaluation: Curr mae: 57.0755; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 498.5511; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1147; Best nae: 0.1147; 0.1170; 0.1173; 0.1186; 0.1190; 2025-08-13 21:30:43,087 - INFO - Epoch: 1158 / 1300 lr: 1.270e-05 2025-08-13 21:32:21,762 - INFO - Training: cls_zice: 48.72236475720044; reg_zipnll: 171.787988201818; aux_mae_loss_1: 95.99176564743709; aux_mae_loss_2: 13.452177863501031; aux_mae_loss_4: 1.8978781733077719; cnt_loss: 5.479332817704022; 2025-08-13 21:32:21,763 - INFO - Evaluation: Curr mae: 57.4907; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 493.6504; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1217; Best nae: 0.1147; 0.1170; 0.1173; 0.1186; 0.1190; 2025-08-13 21:32:21,763 - INFO - Epoch: 1159 / 1300 lr: 1.255e-05 2025-08-13 21:33:59,706 - INFO - Training: cls_zice: 48.183828274013145; reg_zipnll: 181.0351135577518; aux_mae_loss_1: 93.86318648566318; aux_mae_loss_2: 13.150333168267592; aux_mae_loss_4: 1.8466257538770956; cnt_loss: 5.3683918273234426; 2025-08-13 21:33:59,707 - INFO - Evaluation: Curr mae: 57.7432; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 508.6860; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1237; Best nae: 0.1147; 0.1170; 0.1173; 0.1186; 0.1190; 2025-08-13 21:33:59,707 - INFO - Epoch: 1160 / 1300 lr: 1.239e-05 2025-08-13 21:35:37,918 - INFO - Training: cls_zice: 50.96049355479929; reg_zipnll: 173.57280513498654; aux_mae_loss_1: 97.38949776676442; aux_mae_loss_2: 13.673266160763934; aux_mae_loss_4: 1.9207245169691072; cnt_loss: 5.763583898850762; 2025-08-13 21:35:37,919 - INFO - Evaluation: Curr mae: 58.0238; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 496.7571; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1295; Best nae: 0.1147; 0.1170; 0.1173; 0.1186; 0.1190; 2025-08-13 21:35:37,920 - INFO - Epoch: 1161 / 1300 lr: 1.224e-05 2025-08-13 21:37:16,113 - INFO - Training: cls_zice: 51.22396536343815; reg_zipnll: 170.03656728592506; aux_mae_loss_1: 97.91179961716914; aux_mae_loss_2: 13.684856852099951; aux_mae_loss_4: 1.9413805440029939; cnt_loss: 6.118795418953835; 2025-08-13 21:37:16,114 - INFO - Evaluation: Curr mae: 58.6377; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 503.5506; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1199; Best nae: 0.1147; 0.1170; 0.1173; 0.1186; 0.1190; 2025-08-13 21:37:16,114 - INFO - Epoch: 1162 / 1300 lr: 1.208e-05 2025-08-13 21:38:54,743 - INFO - Training: cls_zice: 48.88079628631817; reg_zipnll: 180.6725930946958; aux_mae_loss_1: 94.8595143835465; aux_mae_loss_2: 13.253719014802751; aux_mae_loss_4: 1.8602280243656628; cnt_loss: 5.463309012908862; 2025-08-13 21:38:54,744 - INFO - Evaluation: Curr mae: 58.6711; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 507.1503; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1211; Best nae: 0.1147; 0.1170; 0.1173; 0.1186; 0.1190; 2025-08-13 21:38:54,744 - INFO - Epoch: 1163 / 1300 lr: 1.193e-05 2025-08-13 21:40:33,240 - INFO - Training: cls_zice: 49.082410427935635; reg_zipnll: 173.73147439343765; aux_mae_loss_1: 96.5155149253904; aux_mae_loss_2: 13.566127655745165; aux_mae_loss_4: 1.925067370762249; cnt_loss: 5.930195933978784; 2025-08-13 21:40:33,242 - INFO - Evaluation: Curr mae: 57.5376; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 491.0427; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1237; Best nae: 0.1147; 0.1170; 0.1173; 0.1186; 0.1190; 2025-08-13 21:40:33,242 - INFO - Epoch: 1164 / 1300 lr: 1.178e-05 2025-08-13 21:42:11,324 - INFO - Training: cls_zice: 51.9696054378941; reg_zipnll: 167.64955790306425; aux_mae_loss_1: 96.99821678593104; aux_mae_loss_2: 13.579276291447618; aux_mae_loss_4: 1.907883718035215; cnt_loss: 6.02330136145908; 2025-08-13 21:42:11,912 - INFO - Evaluation: Curr mae: 58.7057; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 511.9763; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1187; Best nae: 0.1147; 0.1170; 0.1173; 0.1186; 0.1187; 2025-08-13 21:42:11,912 - INFO - Epoch: 1165 / 1300 lr: 1.163e-05 2025-08-13 21:43:50,755 - INFO - Training: cls_zice: 49.54042406993078; reg_zipnll: 175.69231586284687; aux_mae_loss_1: 97.30976341071043; aux_mae_loss_2: 13.637270727010497; aux_mae_loss_4: 1.9340709689190578; cnt_loss: 5.743051223859076; 2025-08-13 21:43:50,756 - INFO - Evaluation: Curr mae: 58.2429; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 496.2639; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1268; Best nae: 0.1147; 0.1170; 0.1173; 0.1186; 0.1187; 2025-08-13 21:43:50,756 - INFO - Epoch: 1166 / 1300 lr: 1.148e-05 2025-08-13 21:45:29,316 - INFO - Training: cls_zice: 50.529175088537386; reg_zipnll: 172.49340105424503; aux_mae_loss_1: 96.26198502126267; aux_mae_loss_2: 13.411548216116152; aux_mae_loss_4: 1.8939336784241438; cnt_loss: 5.671260309250005; 2025-08-13 21:45:29,317 - INFO - Evaluation: Curr mae: 57.5467; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 478.0665; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1240; Best nae: 0.1147; 0.1170; 0.1173; 0.1186; 0.1187; 2025-08-13 21:45:29,317 - INFO - Epoch: 1167 / 1300 lr: 1.133e-05 2025-08-13 21:47:08,167 - INFO - Training: cls_zice: 51.41340733244824; reg_zipnll: 170.3953157733829; aux_mae_loss_1: 98.16974245184186; aux_mae_loss_2: 13.751303954112192; aux_mae_loss_4: 1.9570222784283842; cnt_loss: 5.8623032563756245; 2025-08-13 21:47:08,169 - INFO - Evaluation: Curr mae: 57.8993; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 492.7312; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1248; Best nae: 0.1147; 0.1170; 0.1173; 0.1186; 0.1187; 2025-08-13 21:47:08,169 - INFO - Epoch: 1168 / 1300 lr: 1.118e-05 2025-08-13 21:48:46,583 - INFO - Training: cls_zice: 51.91355765919299; reg_zipnll: 175.92994673147913; aux_mae_loss_1: 98.29799779092744; aux_mae_loss_2: 13.752210077712347; aux_mae_loss_4: 1.9312201366786172; cnt_loss: 6.072768574202275; 2025-08-13 21:48:47,083 - INFO - Evaluation: Curr mae: 54.2444; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 437.8819; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1185; Best nae: 0.1147; 0.1170; 0.1173; 0.1185; 0.1186; 2025-08-13 21:48:47,083 - INFO - Epoch: 1169 / 1300 lr: 1.103e-05 2025-08-13 21:50:25,512 - INFO - Training: cls_zice: 48.067810020057586; reg_zipnll: 167.3874784533346; aux_mae_loss_1: 96.77883373250691; aux_mae_loss_2: 13.669183653240646; aux_mae_loss_4: 1.9589190302287398; cnt_loss: 6.108222240960384; 2025-08-13 21:50:26,106 - INFO - Evaluation: Curr mae: 58.3521; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 510.2191; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1174; Best nae: 0.1147; 0.1170; 0.1173; 0.1174; 0.1185; 2025-08-13 21:50:26,106 - INFO - Epoch: 1170 / 1300 lr: 1.089e-05 2025-08-13 21:52:03,268 - INFO - Training: cls_zice: 48.14501768863906; reg_zipnll: 173.70369327221553; aux_mae_loss_1: 96.32502147900108; aux_mae_loss_2: 13.599404623085551; aux_mae_loss_4: 1.9410890092580055; cnt_loss: 5.715177490656051; 2025-08-13 21:52:03,269 - INFO - Evaluation: Curr mae: 59.3993; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 507.6499; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1292; Best nae: 0.1147; 0.1170; 0.1173; 0.1174; 0.1185; 2025-08-13 21:52:03,269 - INFO - Epoch: 1171 / 1300 lr: 1.074e-05 2025-08-13 21:53:41,184 - INFO - Training: cls_zice: 50.4554960620817; reg_zipnll: 174.58433488585956; aux_mae_loss_1: 99.68019184906869; aux_mae_loss_2: 14.118305652490925; aux_mae_loss_4: 2.0333408160963526; cnt_loss: 6.495812772785177; 2025-08-13 21:53:41,186 - INFO - Evaluation: Curr mae: 56.5034; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 473.1381; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1261; Best nae: 0.1147; 0.1170; 0.1173; 0.1174; 0.1185; 2025-08-13 21:53:41,186 - INFO - Epoch: 1172 / 1300 lr: 1.060e-05 2025-08-13 21:55:19,034 - INFO - Training: cls_zice: 49.478174382126426; reg_zipnll: 172.19314218486795; aux_mae_loss_1: 97.39026330001556; aux_mae_loss_2: 13.710306794600498; aux_mae_loss_4: 1.9504186158621526; cnt_loss: 5.812038699275117; 2025-08-13 21:55:19,035 - INFO - Evaluation: Curr mae: 57.2955; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 490.1097; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1216; Best nae: 0.1147; 0.1170; 0.1173; 0.1174; 0.1185; 2025-08-13 21:55:19,036 - INFO - Epoch: 1173 / 1300 lr: 1.045e-05 2025-08-13 21:56:57,088 - INFO - Training: cls_zice: 48.23250855942159; reg_zipnll: 177.14464860832783; aux_mae_loss_1: 95.36495240365937; aux_mae_loss_2: 13.329984722223257; aux_mae_loss_4: 1.877888152600867; cnt_loss: 5.656899789918051; 2025-08-13 21:56:57,090 - INFO - Evaluation: Curr mae: 56.0869; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 457.7812; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1217; Best nae: 0.1147; 0.1170; 0.1173; 0.1174; 0.1185; 2025-08-13 21:56:57,090 - INFO - Epoch: 1174 / 1300 lr: 1.031e-05 2025-08-13 21:58:35,821 - INFO - Training: cls_zice: 50.139954022048066; reg_zipnll: 176.74640132099927; aux_mae_loss_1: 98.68767561336409; aux_mae_loss_2: 13.872827403649573; aux_mae_loss_4: 1.9533906369865093; cnt_loss: 5.519849563012699; 2025-08-13 21:58:35,822 - INFO - Evaluation: Curr mae: 57.9144; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 492.6418; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1236; Best nae: 0.1147; 0.1170; 0.1173; 0.1174; 0.1185; 2025-08-13 21:58:35,823 - INFO - Epoch: 1175 / 1300 lr: 1.017e-05 2025-08-13 22:00:13,758 - INFO - Training: cls_zice: 51.41667685717115; reg_zipnll: 167.1674832635796; aux_mae_loss_1: 98.64598470114191; aux_mae_loss_2: 13.967355078474109; aux_mae_loss_4: 1.9982619032761737; cnt_loss: 5.845012167119122; 2025-08-13 22:00:13,759 - INFO - Evaluation: Curr mae: 59.0244; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 510.2290; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1294; Best nae: 0.1147; 0.1170; 0.1173; 0.1174; 0.1185; 2025-08-13 22:00:13,760 - INFO - Epoch: 1176 / 1300 lr: 1.003e-05 2025-08-13 22:01:52,141 - INFO - Training: cls_zice: 48.80060586896378; reg_zipnll: 171.8706030269515; aux_mae_loss_1: 96.56667658357203; aux_mae_loss_2: 13.606631174185589; aux_mae_loss_4: 1.9403160359988176; cnt_loss: 5.5106057497866665; 2025-08-13 22:01:52,143 - INFO - Evaluation: Curr mae: 56.7808; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 470.5362; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1286; Best nae: 0.1147; 0.1170; 0.1173; 0.1174; 0.1185; 2025-08-13 22:01:52,143 - INFO - Epoch: 1177 / 1300 lr: 9.890e-06 2025-08-13 22:03:30,256 - INFO - Training: cls_zice: 48.79460891453037; reg_zipnll: 173.74555070479914; aux_mae_loss_1: 96.1681676523851; aux_mae_loss_2: 13.443947210409954; aux_mae_loss_4: 1.8893473879996792; cnt_loss: 5.474324117742651; 2025-08-13 22:03:30,257 - INFO - Evaluation: Curr mae: 58.1878; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 512.8349; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1242; Best nae: 0.1147; 0.1170; 0.1173; 0.1174; 0.1185; 2025-08-13 22:03:30,257 - INFO - Epoch: 1178 / 1300 lr: 9.752e-06 2025-08-13 22:05:08,358 - INFO - Training: cls_zice: 49.28323916183033; reg_zipnll: 164.9767763878202; aux_mae_loss_1: 98.35993007277462; aux_mae_loss_2: 13.963007662167586; aux_mae_loss_4: 2.014238653422015; cnt_loss: 5.6915034538369556; 2025-08-13 22:05:08,359 - INFO - Evaluation: Curr mae: 56.3806; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 465.3498; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1308; Best nae: 0.1147; 0.1170; 0.1173; 0.1174; 0.1185; 2025-08-13 22:05:08,359 - INFO - Epoch: 1179 / 1300 lr: 9.614e-06 2025-08-13 22:06:47,301 - INFO - Training: cls_zice: 49.92601289981282; reg_zipnll: 170.18109574109545; aux_mae_loss_1: 96.95935513121303; aux_mae_loss_2: 13.630551570485368; aux_mae_loss_4: 1.9209028888484199; cnt_loss: 5.447462676423374; 2025-08-13 22:06:47,303 - INFO - Evaluation: Curr mae: 60.1320; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 515.4770; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1345; Best nae: 0.1147; 0.1170; 0.1173; 0.1174; 0.1185; 2025-08-13 22:06:47,303 - INFO - Epoch: 1180 / 1300 lr: 9.478e-06 2025-08-13 22:08:25,383 - INFO - Training: cls_zice: 50.14022609602976; reg_zipnll: 177.20742549749144; aux_mae_loss_1: 95.88697330013952; aux_mae_loss_2: 13.32779776345182; aux_mae_loss_4: 1.8647189095884484; cnt_loss: 5.547648226693847; 2025-08-13 22:08:25,384 - INFO - Evaluation: Curr mae: 57.1776; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 460.5730; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1317; Best nae: 0.1147; 0.1170; 0.1173; 0.1174; 0.1185; 2025-08-13 22:08:25,384 - INFO - Epoch: 1181 / 1300 lr: 9.342e-06 2025-08-13 22:10:04,274 - INFO - Training: cls_zice: 49.8099007670861; reg_zipnll: 176.02507883969187; aux_mae_loss_1: 96.3490816792976; aux_mae_loss_2: 13.484195610551417; aux_mae_loss_4: 1.8944378339692682; cnt_loss: 5.3413038505073684; 2025-08-13 22:10:04,275 - INFO - Evaluation: Curr mae: 58.1846; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 491.8751; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1377; Best nae: 0.1147; 0.1170; 0.1173; 0.1174; 0.1185; 2025-08-13 22:10:04,275 - INFO - Epoch: 1182 / 1300 lr: 9.208e-06 2025-08-13 22:11:42,954 - INFO - Training: cls_zice: 46.62125626260027; reg_zipnll: 184.6685989546592; aux_mae_loss_1: 94.75804732207467; aux_mae_loss_2: 13.26047357801913; aux_mae_loss_4: 1.8574149739619699; cnt_loss: 5.164685950640847; 2025-08-13 22:11:42,955 - INFO - Evaluation: Curr mae: 58.5649; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 513.8042; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1287; Best nae: 0.1147; 0.1170; 0.1173; 0.1174; 0.1185; 2025-08-13 22:11:42,955 - INFO - Epoch: 1183 / 1300 lr: 9.074e-06 2025-08-13 22:13:21,023 - INFO - Training: cls_zice: 45.68820551643029; reg_zipnll: 170.7875862709967; aux_mae_loss_1: 95.02284721727543; aux_mae_loss_2: 13.403607680435965; aux_mae_loss_4: 1.8994745692587758; cnt_loss: 5.5288990017380995; 2025-08-13 22:13:21,025 - INFO - Evaluation: Curr mae: 57.4958; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 481.6472; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1335; Best nae: 0.1147; 0.1170; 0.1173; 0.1174; 0.1185; 2025-08-13 22:13:21,025 - INFO - Epoch: 1184 / 1300 lr: 8.942e-06 2025-08-13 22:14:59,161 - INFO - Training: cls_zice: 50.15505028192366; reg_zipnll: 168.56832636659126; aux_mae_loss_1: 96.88478295539522; aux_mae_loss_2: 13.635767028386917; aux_mae_loss_4: 1.9263262093680071; cnt_loss: 5.486796743918814; 2025-08-13 22:14:59,163 - INFO - Evaluation: Curr mae: 58.3673; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 501.2247; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1263; Best nae: 0.1147; 0.1170; 0.1173; 0.1174; 0.1185; 2025-08-13 22:14:59,163 - INFO - Epoch: 1185 / 1300 lr: 8.810e-06 2025-08-13 22:16:36,540 - INFO - Training: cls_zice: 48.104266575338904; reg_zipnll: 169.3510801418275; aux_mae_loss_1: 95.83779659369304; aux_mae_loss_2: 13.489251561826789; aux_mae_loss_4: 1.9157726345990802; cnt_loss: 5.837889293318849; 2025-08-13 22:16:36,541 - INFO - Evaluation: Curr mae: 59.4766; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 505.9269; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1379; Best nae: 0.1147; 0.1170; 0.1173; 0.1174; 0.1185; 2025-08-13 22:16:36,541 - INFO - Epoch: 1186 / 1300 lr: 8.680e-06 2025-08-13 22:18:15,180 - INFO - Training: cls_zice: 50.29668553690677; reg_zipnll: 171.79670681009563; aux_mae_loss_1: 95.92459187838595; aux_mae_loss_2: 13.407161076455006; aux_mae_loss_4: 1.8864696785079789; cnt_loss: 5.599739962188015; 2025-08-13 22:18:15,182 - INFO - Evaluation: Curr mae: 57.5885; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 470.4361; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1339; Best nae: 0.1147; 0.1170; 0.1173; 0.1174; 0.1185; 2025-08-13 22:18:15,182 - INFO - Epoch: 1187 / 1300 lr: 8.550e-06 2025-08-13 22:19:53,680 - INFO - Training: cls_zice: 49.243126954586465; reg_zipnll: 175.23845204841203; aux_mae_loss_1: 94.71385988171733; aux_mae_loss_2: 13.253165222991708; aux_mae_loss_4: 1.8593895640655165; cnt_loss: 5.527162388388479; 2025-08-13 22:19:53,681 - INFO - Evaluation: Curr mae: 56.7475; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 489.1947; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1327; Best nae: 0.1147; 0.1170; 0.1173; 0.1174; 0.1185; 2025-08-13 22:19:53,682 - INFO - Epoch: 1188 / 1300 lr: 8.422e-06 2025-08-13 22:21:31,821 - INFO - Training: cls_zice: 50.59679025909588; reg_zipnll: 178.11835248304823; aux_mae_loss_1: 98.24307484369352; aux_mae_loss_2: 13.790835045910127; aux_mae_loss_4: 1.9455536594734093; cnt_loss: 5.499916796359427; 2025-08-13 22:21:31,822 - INFO - Evaluation: Curr mae: 55.6119; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 473.1957; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1269; Best nae: 0.1147; 0.1170; 0.1173; 0.1174; 0.1185; 2025-08-13 22:21:31,822 - INFO - Epoch: 1189 / 1300 lr: 8.294e-06 2025-08-13 22:23:10,091 - INFO - Training: cls_zice: 48.98622004477102; reg_zipnll: 169.19480080592294; aux_mae_loss_1: 95.83543969181325; aux_mae_loss_2: 13.524414328499134; aux_mae_loss_4: 1.9341079794196052; cnt_loss: 6.1516622710963444; 2025-08-13 22:23:10,092 - INFO - Evaluation: Curr mae: 56.1915; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 470.2716; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1231; Best nae: 0.1147; 0.1170; 0.1173; 0.1174; 0.1185; 2025-08-13 22:23:10,093 - INFO - Epoch: 1190 / 1300 lr: 8.168e-06 2025-08-13 22:24:47,425 - INFO - Training: cls_zice: 48.6806523144475; reg_zipnll: 175.37683838988943; aux_mae_loss_1: 95.39756527780567; aux_mae_loss_2: 13.270715300711997; aux_mae_loss_4: 1.8693949142734312; cnt_loss: 5.35597007179628; 2025-08-13 22:24:47,426 - INFO - Evaluation: Curr mae: 58.7563; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 509.2257; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1229; Best nae: 0.1147; 0.1170; 0.1173; 0.1174; 0.1185; 2025-08-13 22:24:47,426 - INFO - Epoch: 1191 / 1300 lr: 8.042e-06 2025-08-13 22:26:25,065 - INFO - Training: cls_zice: 47.468185066908674; reg_zipnll: 173.10503558082874; aux_mae_loss_1: 97.020622966835; aux_mae_loss_2: 13.747873267048735; aux_mae_loss_4: 1.965941261203246; cnt_loss: 5.491794828737303; 2025-08-13 22:26:25,066 - INFO - Evaluation: Curr mae: 58.2956; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 498.8420; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1228; Best nae: 0.1147; 0.1170; 0.1173; 0.1174; 0.1185; 2025-08-13 22:26:25,066 - INFO - Epoch: 1192 / 1300 lr: 7.918e-06 2025-08-13 22:28:03,806 - INFO - Training: cls_zice: 46.020207402408886; reg_zipnll: 176.3492479471437; aux_mae_loss_1: 91.86150310339842; aux_mae_loss_2: 12.915623233986391; aux_mae_loss_4: 1.8350923089717532; cnt_loss: 5.120399389597934; 2025-08-13 22:28:03,807 - INFO - Evaluation: Curr mae: 56.0642; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 475.9119; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1252; Best nae: 0.1147; 0.1170; 0.1173; 0.1174; 0.1185; 2025-08-13 22:28:03,807 - INFO - Epoch: 1193 / 1300 lr: 7.795e-06 2025-08-13 22:29:43,022 - INFO - Training: cls_zice: 50.23107800515881; reg_zipnll: 175.61264444071713; aux_mae_loss_1: 97.20768563238698; aux_mae_loss_2: 13.702760849023539; aux_mae_loss_4: 1.9374395681683998; cnt_loss: 5.649803143846958; 2025-08-13 22:29:43,023 - INFO - Evaluation: Curr mae: 58.2077; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 493.8070; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1263; Best nae: 0.1147; 0.1170; 0.1173; 0.1174; 0.1185; 2025-08-13 22:29:43,024 - INFO - Epoch: 1194 / 1300 lr: 7.672e-06 2025-08-13 22:31:21,265 - INFO - Training: cls_zice: 46.68949581058289; reg_zipnll: 176.8381156087841; aux_mae_loss_1: 93.69519093716971; aux_mae_loss_2: 13.108323293357397; aux_mae_loss_4: 1.8458619767795186; cnt_loss: 5.395370099569041; 2025-08-13 22:31:21,266 - INFO - Evaluation: Curr mae: 57.9294; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 495.4087; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1237; Best nae: 0.1147; 0.1170; 0.1173; 0.1174; 0.1185; 2025-08-13 22:31:21,266 - INFO - Epoch: 1195 / 1300 lr: 7.551e-06 2025-08-13 22:33:00,338 - INFO - Training: cls_zice: 49.286620948185956; reg_zipnll: 177.20659937037294; aux_mae_loss_1: 94.51495634682074; aux_mae_loss_2: 13.248387800084288; aux_mae_loss_4: 1.86528779826771; cnt_loss: 5.582572656302955; 2025-08-13 22:33:00,340 - INFO - Evaluation: Curr mae: 56.6395; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 488.6844; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1215; Best nae: 0.1147; 0.1170; 0.1173; 0.1174; 0.1185; 2025-08-13 22:33:00,340 - INFO - Epoch: 1196 / 1300 lr: 7.431e-06 2025-08-13 22:34:38,632 - INFO - Training: cls_zice: 47.4946494641065; reg_zipnll: 171.58039279339553; aux_mae_loss_1: 95.48713281528502; aux_mae_loss_2: 13.474242120291702; aux_mae_loss_4: 1.9162407694408397; cnt_loss: 5.413252420627672; 2025-08-13 22:34:38,633 - INFO - Evaluation: Curr mae: 55.1534; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 471.9184; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1187; Best nae: 0.1147; 0.1170; 0.1173; 0.1174; 0.1185; 2025-08-13 22:34:38,633 - INFO - Epoch: 1197 / 1300 lr: 7.311e-06 2025-08-13 22:36:17,266 - INFO - Training: cls_zice: 47.972738486635656; reg_zipnll: 170.78557030645925; aux_mae_loss_1: 95.35203713561698; aux_mae_loss_2: 13.455836321210494; aux_mae_loss_4: 1.917136612848635; cnt_loss: 5.4715694397458075; 2025-08-13 22:36:17,267 - INFO - Evaluation: Curr mae: 57.4668; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 494.9961; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1292; Best nae: 0.1147; 0.1170; 0.1173; 0.1174; 0.1185; 2025-08-13 22:36:17,268 - INFO - Epoch: 1198 / 1300 lr: 7.193e-06 2025-08-13 22:37:55,825 - INFO - Training: cls_zice: 49.78208723901783; reg_zipnll: 179.75807573372416; aux_mae_loss_1: 96.89825116331596; aux_mae_loss_2: 13.57313544891181; aux_mae_loss_4: 1.919876814961127; cnt_loss: 5.742860372391336; 2025-08-13 22:37:56,644 - INFO - Evaluation: Curr mae: 56.2208; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 475.4676; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1171; Best nae: 0.1147; 0.1170; 0.1171; 0.1173; 0.1174; 2025-08-13 22:37:56,645 - INFO - Epoch: 1199 / 1300 lr: 7.076e-06 2025-08-13 22:39:35,084 - INFO - Training: cls_zice: 47.116763520056914; reg_zipnll: 170.64759411848604; aux_mae_loss_1: 96.08168144275106; aux_mae_loss_2: 13.5435273972146; aux_mae_loss_4: 1.9131563831417604; cnt_loss: 5.27121256326342; 2025-08-13 22:39:35,085 - INFO - Evaluation: Curr mae: 56.3444; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 508.8817; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1226; Best nae: 0.1147; 0.1170; 0.1171; 0.1173; 0.1174; 2025-08-13 22:39:35,086 - INFO - Epoch: 1200 / 1300 lr: 6.960e-06 2025-08-13 22:41:13,514 - INFO - Training: cls_zice: 47.83608084062838; reg_zipnll: 177.61853339187897; aux_mae_loss_1: 95.47535166826223; aux_mae_loss_2: 13.403606838003222; aux_mae_loss_4: 1.8927714316734618; cnt_loss: 5.484881953592472; 2025-08-13 22:41:13,515 - INFO - Evaluation: Curr mae: 55.6216; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 487.4686; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1230; Best nae: 0.1147; 0.1170; 0.1171; 0.1173; 0.1174; 2025-08-13 22:41:15,270 - INFO - Epoch: 1201 / 1300 lr: 6.845e-06 2025-08-13 22:42:54,513 - INFO - Training: cls_zice: 49.50410544378132; reg_zipnll: 170.37808920852936; aux_mae_loss_1: 96.33693211121548; aux_mae_loss_2: 13.53083301019546; aux_mae_loss_4: 1.902839859416062; cnt_loss: 5.290969408876179; 2025-08-13 22:42:54,514 - INFO - Evaluation: Curr mae: 56.7798; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 497.7299; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1231; Best nae: 0.1147; 0.1170; 0.1171; 0.1173; 0.1174; 2025-08-13 22:42:54,514 - INFO - Epoch: 1202 / 1300 lr: 6.731e-06 2025-08-13 22:44:32,435 - INFO - Training: cls_zice: 51.362942859262304; reg_zipnll: 173.41477737328694; aux_mae_loss_1: 96.31035596362116; aux_mae_loss_2: 13.457005377600309; aux_mae_loss_4: 1.9014275490777965; cnt_loss: 5.118175460164529; 2025-08-13 22:44:32,436 - INFO - Evaluation: Curr mae: 59.0242; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 508.6799; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1255; Best nae: 0.1147; 0.1170; 0.1171; 0.1173; 0.1174; 2025-08-13 22:44:32,436 - INFO - Epoch: 1203 / 1300 lr: 6.618e-06 2025-08-13 22:46:11,256 - INFO - Training: cls_zice: 50.429721100739464; reg_zipnll: 178.04386646888557; aux_mae_loss_1: 96.81616394072388; aux_mae_loss_2: 13.590014625637574; aux_mae_loss_4: 1.9145457761453173; cnt_loss: 5.559878215691731; 2025-08-13 22:46:11,258 - INFO - Evaluation: Curr mae: 57.6192; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 472.8733; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1262; Best nae: 0.1147; 0.1170; 0.1171; 0.1173; 0.1174; 2025-08-13 22:46:11,258 - INFO - Epoch: 1204 / 1300 lr: 6.506e-06 2025-08-13 22:47:49,042 - INFO - Training: cls_zice: 49.551515675449124; reg_zipnll: 173.3748889815225; aux_mae_loss_1: 95.53767072143162; aux_mae_loss_2: 13.339243590984982; aux_mae_loss_4: 1.8739273932721743; cnt_loss: 5.2438087348459925; 2025-08-13 22:47:49,043 - INFO - Evaluation: Curr mae: 56.5689; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 488.5366; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1176; Best nae: 0.1147; 0.1170; 0.1171; 0.1173; 0.1174; 2025-08-13 22:47:49,043 - INFO - Epoch: 1205 / 1300 lr: 6.395e-06 2025-08-13 22:49:27,550 - INFO - Training: cls_zice: 46.45232429242379; reg_zipnll: 173.68497491557065; aux_mae_loss_1: 93.60566336820548; aux_mae_loss_2: 13.142319868033834; aux_mae_loss_4: 1.8622275698920447; cnt_loss: 5.557949881473973; 2025-08-13 22:49:27,552 - INFO - Evaluation: Curr mae: 58.3758; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 508.1705; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1259; Best nae: 0.1147; 0.1170; 0.1171; 0.1173; 0.1174; 2025-08-13 22:49:27,552 - INFO - Epoch: 1206 / 1300 lr: 6.285e-06 2025-08-13 22:51:03,904 - INFO - Training: cls_zice: 48.26581252816404; reg_zipnll: 173.67598942067752; aux_mae_loss_1: 94.26886692880664; aux_mae_loss_2: 13.157155940649135; aux_mae_loss_4: 1.8407763440382205; cnt_loss: 5.535421349395516; 2025-08-13 22:51:03,905 - INFO - Evaluation: Curr mae: 58.9085; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 507.1374; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1216; Best nae: 0.1147; 0.1170; 0.1171; 0.1173; 0.1174; 2025-08-13 22:51:03,905 - INFO - Epoch: 1207 / 1300 lr: 6.177e-06 2025-08-13 22:52:41,523 - INFO - Training: cls_zice: 49.54569863924484; reg_zipnll: 171.63162470721954; aux_mae_loss_1: 96.77556049425375; aux_mae_loss_2: 13.616605853666684; aux_mae_loss_4: 1.9373028338874827; cnt_loss: 5.177075643772331; 2025-08-13 22:52:41,524 - INFO - Evaluation: Curr mae: 56.8865; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 480.4911; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1277; Best nae: 0.1147; 0.1170; 0.1171; 0.1173; 0.1174; 2025-08-13 22:52:41,524 - INFO - Epoch: 1208 / 1300 lr: 6.069e-06 2025-08-13 22:54:19,729 - INFO - Training: cls_zice: 48.40425284823599; reg_zipnll: 170.9582453926302; aux_mae_loss_1: 96.42240848149002; aux_mae_loss_2: 13.624876779578338; aux_mae_loss_4: 1.9458204671778838; cnt_loss: 5.587192667787057; 2025-08-13 22:54:19,730 - INFO - Evaluation: Curr mae: 56.8838; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 497.7078; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1264; Best nae: 0.1147; 0.1170; 0.1171; 0.1173; 0.1174; 2025-08-13 22:54:19,730 - INFO - Epoch: 1209 / 1300 lr: 5.962e-06 2025-08-13 22:55:57,881 - INFO - Training: cls_zice: 47.1798839400927; reg_zipnll: 173.76761262398452; aux_mae_loss_1: 95.72900379837938; aux_mae_loss_2: 13.440227309352021; aux_mae_loss_4: 1.8923610677909115; cnt_loss: 5.111795026722788; 2025-08-13 22:55:57,882 - INFO - Evaluation: Curr mae: 57.8543; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 505.8816; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1244; Best nae: 0.1147; 0.1170; 0.1171; 0.1173; 0.1174; 2025-08-13 22:55:57,883 - INFO - Epoch: 1210 / 1300 lr: 5.857e-06 2025-08-13 22:57:36,269 - INFO - Training: cls_zice: 47.805531811476676; reg_zipnll: 172.441513238039; aux_mae_loss_1: 94.64206619066567; aux_mae_loss_2: 13.281566281551568; aux_mae_loss_4: 1.8743486141637542; cnt_loss: 5.594998910831609; 2025-08-13 22:57:36,271 - INFO - Evaluation: Curr mae: 58.2078; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 505.6796; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1307; Best nae: 0.1147; 0.1170; 0.1171; 0.1173; 0.1174; 2025-08-13 22:57:36,271 - INFO - Epoch: 1211 / 1300 lr: 5.753e-06 2025-08-13 22:59:15,049 - INFO - Training: cls_zice: 46.74014996624238; reg_zipnll: 180.41337504055934; aux_mae_loss_1: 95.06831347605257; aux_mae_loss_2: 13.287682155717002; aux_mae_loss_4: 1.8644058341998369; cnt_loss: 5.290296404251403; 2025-08-13 22:59:15,051 - INFO - Evaluation: Curr mae: 58.1671; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 517.6508; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1249; Best nae: 0.1147; 0.1170; 0.1171; 0.1173; 0.1174; 2025-08-13 22:59:15,051 - INFO - Epoch: 1212 / 1300 lr: 5.649e-06 2025-08-13 23:00:52,794 - INFO - Training: cls_zice: 49.85572153946581; reg_zipnll: 175.79902333159066; aux_mae_loss_1: 95.4921337510136; aux_mae_loss_2: 13.288895953896725; aux_mae_loss_4: 1.8582736554060006; cnt_loss: 5.296821894406659; 2025-08-13 23:00:52,795 - INFO - Evaluation: Curr mae: 57.1287; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 500.3912; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1252; Best nae: 0.1147; 0.1170; 0.1171; 0.1173; 0.1174; 2025-08-13 23:00:52,795 - INFO - Epoch: 1213 / 1300 lr: 5.547e-06 2025-08-13 23:02:31,043 - INFO - Training: cls_zice: 46.61690162432531; reg_zipnll: 164.61306343961192; aux_mae_loss_1: 95.75790552369733; aux_mae_loss_2: 13.583890100371255; aux_mae_loss_4: 1.9610088759492172; cnt_loss: 5.84382883043706; 2025-08-13 23:02:31,044 - INFO - Evaluation: Curr mae: 58.4191; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 513.6512; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1261; Best nae: 0.1147; 0.1170; 0.1171; 0.1173; 0.1174; 2025-08-13 23:02:31,044 - INFO - Epoch: 1214 / 1300 lr: 5.446e-06 2025-08-13 23:04:09,016 - INFO - Training: cls_zice: 47.417030584459745; reg_zipnll: 171.03380325827317; aux_mae_loss_1: 93.64274954121646; aux_mae_loss_2: 13.085753477631007; aux_mae_loss_4: 1.8255629564771922; cnt_loss: 4.997855251966222; 2025-08-13 23:04:09,017 - INFO - Evaluation: Curr mae: 57.7194; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 500.7215; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1249; Best nae: 0.1147; 0.1170; 0.1171; 0.1173; 0.1174; 2025-08-13 23:04:09,017 - INFO - Epoch: 1215 / 1300 lr: 5.346e-06 2025-08-13 23:05:47,323 - INFO - Training: cls_zice: 48.97620397009396; reg_zipnll: 169.0565083511078; aux_mae_loss_1: 97.42656359145451; aux_mae_loss_2: 13.73479622004884; aux_mae_loss_4: 1.954183220480279; cnt_loss: 5.249715643094561; 2025-08-13 23:05:47,325 - INFO - Evaluation: Curr mae: 57.6918; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 493.7698; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1273; Best nae: 0.1147; 0.1170; 0.1171; 0.1173; 0.1174; 2025-08-13 23:05:47,325 - INFO - Epoch: 1216 / 1300 lr: 5.247e-06 2025-08-13 23:07:26,411 - INFO - Training: cls_zice: 47.5827618125242; reg_zipnll: 171.6385857256029; aux_mae_loss_1: 95.15059257840743; aux_mae_loss_2: 13.408104189257388; aux_mae_loss_4: 1.9096148001044453; cnt_loss: 5.537153110406086; 2025-08-13 23:07:26,412 - INFO - Evaluation: Curr mae: 56.1444; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 479.6644; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1235; Best nae: 0.1147; 0.1170; 0.1171; 0.1173; 0.1174; 2025-08-13 23:07:26,413 - INFO - Epoch: 1217 / 1300 lr: 5.149e-06 2025-08-13 23:09:05,676 - INFO - Training: cls_zice: 48.00784132531952; reg_zipnll: 176.15491783710863; aux_mae_loss_1: 93.29300103763688; aux_mae_loss_2: 13.006836989238513; aux_mae_loss_4: 1.8144162714787804; cnt_loss: 5.064881074551138; 2025-08-13 23:09:05,677 - INFO - Evaluation: Curr mae: 56.9818; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 490.8118; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1246; Best nae: 0.1147; 0.1170; 0.1171; 0.1173; 0.1174; 2025-08-13 23:09:05,677 - INFO - Epoch: 1218 / 1300 lr: 5.052e-06 2025-08-13 23:10:43,922 - INFO - Training: cls_zice: 48.18304911221361; reg_zipnll: 175.70027190063792; aux_mae_loss_1: 93.80302989145784; aux_mae_loss_2: 13.087203609299843; aux_mae_loss_4: 1.8284907310358356; cnt_loss: 4.886929719031317; 2025-08-13 23:10:43,923 - INFO - Evaluation: Curr mae: 57.0953; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 496.4509; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1227; Best nae: 0.1147; 0.1170; 0.1171; 0.1173; 0.1174; 2025-08-13 23:10:43,923 - INFO - Epoch: 1219 / 1300 lr: 4.956e-06 2025-08-13 23:12:22,387 - INFO - Training: cls_zice: 47.342655663586825; reg_zipnll: 185.4832060943839; aux_mae_loss_1: 94.71150342602962; aux_mae_loss_2: 13.213865601311612; aux_mae_loss_4: 1.8484241741022291; cnt_loss: 5.042787980757519; 2025-08-13 23:12:22,388 - INFO - Evaluation: Curr mae: 57.7014; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 495.6987; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1271; Best nae: 0.1147; 0.1170; 0.1171; 0.1173; 0.1174; 2025-08-13 23:12:22,388 - INFO - Epoch: 1220 / 1300 lr: 4.861e-06 2025-08-13 23:14:01,591 - INFO - Training: cls_zice: 49.49502042665656; reg_zipnll: 167.65710855694846; aux_mae_loss_1: 97.15262538547074; aux_mae_loss_2: 13.705033694870368; aux_mae_loss_4: 1.956619609520797; cnt_loss: 5.301762983547691; 2025-08-13 23:14:01,592 - INFO - Evaluation: Curr mae: 55.8346; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 477.3264; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1215; Best nae: 0.1147; 0.1170; 0.1171; 0.1173; 0.1174; 2025-08-13 23:14:01,592 - INFO - Epoch: 1221 / 1300 lr: 4.768e-06 2025-08-13 23:15:40,300 - INFO - Training: cls_zice: 48.32852774199606; reg_zipnll: 168.7721327901806; aux_mae_loss_1: 92.71728655611642; aux_mae_loss_2: 13.008068651343985; aux_mae_loss_4: 1.8324355389587677; cnt_loss: 5.257105547848582; 2025-08-13 23:15:40,302 - INFO - Evaluation: Curr mae: 56.9666; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 496.8536; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1250; Best nae: 0.1147; 0.1170; 0.1171; 0.1173; 0.1174; 2025-08-13 23:15:40,302 - INFO - Epoch: 1222 / 1300 lr: 4.676e-06 2025-08-13 23:17:18,318 - INFO - Training: cls_zice: 48.02933645528049; reg_zipnll: 178.65444864895778; aux_mae_loss_1: 94.83131006628199; aux_mae_loss_2: 13.221880281492494; aux_mae_loss_4: 1.84095267143225; cnt_loss: 4.917039249733971; 2025-08-13 23:17:18,319 - INFO - Evaluation: Curr mae: 57.5617; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 507.0483; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1195; Best nae: 0.1147; 0.1170; 0.1171; 0.1173; 0.1174; 2025-08-13 23:17:18,319 - INFO - Epoch: 1223 / 1300 lr: 4.584e-06 2025-08-13 23:18:56,526 - INFO - Training: cls_zice: 50.000030959479915; reg_zipnll: 173.09319465754885; aux_mae_loss_1: 95.6077599758354; aux_mae_loss_2: 13.399524691478758; aux_mae_loss_4: 1.8988823334478167; cnt_loss: 4.868979909272917; 2025-08-13 23:18:56,528 - INFO - Evaluation: Curr mae: 57.0576; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 496.2700; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1254; Best nae: 0.1147; 0.1170; 0.1171; 0.1173; 0.1174; 2025-08-13 23:18:56,528 - INFO - Epoch: 1224 / 1300 lr: 4.494e-06 2025-08-13 23:20:35,949 - INFO - Training: cls_zice: 48.888998852865555; reg_zipnll: 176.43599503328377; aux_mae_loss_1: 96.48487232276896; aux_mae_loss_2: 13.482119452677534; aux_mae_loss_4: 1.904575874918837; cnt_loss: 5.175906865179998; 2025-08-13 23:20:35,951 - INFO - Evaluation: Curr mae: 58.1190; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 519.4189; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1235; Best nae: 0.1147; 0.1170; 0.1171; 0.1173; 0.1174; 2025-08-13 23:20:35,951 - INFO - Epoch: 1225 / 1300 lr: 4.405e-06 2025-08-13 23:22:14,878 - INFO - Training: cls_zice: 49.33992411544819; reg_zipnll: 171.21677440358926; aux_mae_loss_1: 96.68541396123891; aux_mae_loss_2: 13.579432095231004; aux_mae_loss_4: 1.923166356540278; cnt_loss: 5.861429667871225; 2025-08-13 23:22:14,879 - INFO - Evaluation: Curr mae: 56.7048; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 484.2163; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1332; Best nae: 0.1147; 0.1170; 0.1171; 0.1173; 0.1174; 2025-08-13 23:22:14,879 - INFO - Epoch: 1226 / 1300 lr: 4.317e-06 2025-08-13 23:23:54,231 - INFO - Training: cls_zice: 51.330764094745895; reg_zipnll: 171.815651724455; aux_mae_loss_1: 98.02939994537432; aux_mae_loss_2: 13.737677121223705; aux_mae_loss_4: 1.9448823866776759; cnt_loss: 5.719056577333141; 2025-08-13 23:23:54,232 - INFO - Evaluation: Curr mae: 57.6583; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 496.2152; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1262; Best nae: 0.1147; 0.1170; 0.1171; 0.1173; 0.1174; 2025-08-13 23:23:54,232 - INFO - Epoch: 1227 / 1300 lr: 4.230e-06 2025-08-13 23:25:32,457 - INFO - Training: cls_zice: 49.583012760834706; reg_zipnll: 172.84227379551277; aux_mae_loss_1: 95.75258339830414; aux_mae_loss_2: 13.429370367741523; aux_mae_loss_4: 1.8970428782594235; cnt_loss: 5.424730423483567; 2025-08-13 23:25:32,458 - INFO - Evaluation: Curr mae: 55.8586; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 483.9336; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1227; Best nae: 0.1147; 0.1170; 0.1171; 0.1173; 0.1174; 2025-08-13 23:25:32,458 - INFO - Epoch: 1228 / 1300 lr: 4.144e-06 2025-08-13 23:27:11,150 - INFO - Training: cls_zice: 48.56291926949067; reg_zipnll: 174.68022806907987; aux_mae_loss_1: 95.0600051487626; aux_mae_loss_2: 13.330284403038515; aux_mae_loss_4: 1.869599665421753; cnt_loss: 5.309295065452017; 2025-08-13 23:27:11,152 - INFO - Evaluation: Curr mae: 57.5560; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 502.3122; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1282; Best nae: 0.1147; 0.1170; 0.1171; 0.1173; 0.1174; 2025-08-13 23:27:11,152 - INFO - Epoch: 1229 / 1300 lr: 4.060e-06 2025-08-13 23:28:50,035 - INFO - Training: cls_zice: 47.50904765411024; reg_zipnll: 176.0851400419495; aux_mae_loss_1: 94.6500089836611; aux_mae_loss_2: 13.30957477564677; aux_mae_loss_4: 1.8721921725107649; cnt_loss: 5.104478257327583; 2025-08-13 23:28:50,037 - INFO - Evaluation: Curr mae: 58.7688; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 509.3229; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1243; Best nae: 0.1147; 0.1170; 0.1171; 0.1173; 0.1174; 2025-08-13 23:28:50,037 - INFO - Epoch: 1230 / 1300 lr: 3.976e-06 2025-08-13 23:30:28,512 - INFO - Training: cls_zice: 49.65430587836587; reg_zipnll: 176.04227699534752; aux_mae_loss_1: 95.81782734731169; aux_mae_loss_2: 13.410411381169885; aux_mae_loss_4: 1.8852854541150954; cnt_loss: 5.223798580371935; 2025-08-13 23:30:28,513 - INFO - Evaluation: Curr mae: 57.0011; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 491.4625; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1244; Best nae: 0.1147; 0.1170; 0.1171; 0.1173; 0.1174; 2025-08-13 23:30:28,513 - INFO - Epoch: 1231 / 1300 lr: 3.894e-06 2025-08-13 23:32:06,396 - INFO - Training: cls_zice: 47.442852545443415; reg_zipnll: 177.29182970002867; aux_mae_loss_1: 94.83340140786453; aux_mae_loss_2: 13.304000465912807; aux_mae_loss_4: 1.8807797402066866; cnt_loss: 4.953210606290013; 2025-08-13 23:32:06,397 - INFO - Evaluation: Curr mae: 56.4716; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 489.6822; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1209; Best nae: 0.1147; 0.1170; 0.1171; 0.1173; 0.1174; 2025-08-13 23:32:06,397 - INFO - Epoch: 1232 / 1300 lr: 3.812e-06 2025-08-13 23:33:45,729 - INFO - Training: cls_zice: 47.865796614811785; reg_zipnll: 178.33733181352787; aux_mae_loss_1: 96.45664491628926; aux_mae_loss_2: 13.577732378229078; aux_mae_loss_4: 1.9107092697087167; cnt_loss: 4.90361695999045; 2025-08-13 23:33:45,731 - INFO - Evaluation: Curr mae: 59.1509; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 512.1730; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1187; Best nae: 0.1147; 0.1170; 0.1171; 0.1173; 0.1174; 2025-08-13 23:33:45,731 - INFO - Epoch: 1233 / 1300 lr: 3.732e-06 2025-08-13 23:35:23,099 - INFO - Training: cls_zice: 48.853958850271596; reg_zipnll: 172.6108300863624; aux_mae_loss_1: 96.5247093141845; aux_mae_loss_2: 13.553511971373178; aux_mae_loss_4: 1.923421373327471; cnt_loss: 4.927448665344929; 2025-08-13 23:35:23,101 - INFO - Evaluation: Curr mae: 57.3497; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 491.9372; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1218; Best nae: 0.1147; 0.1170; 0.1171; 0.1173; 0.1174; 2025-08-13 23:35:23,101 - INFO - Epoch: 1234 / 1300 lr: 3.653e-06 2025-08-13 23:37:00,568 - INFO - Training: cls_zice: 47.79440113561166; reg_zipnll: 180.13599889995507; aux_mae_loss_1: 93.42904363990137; aux_mae_loss_2: 13.059302599693632; aux_mae_loss_4: 1.8303841006939698; cnt_loss: 5.138753708346644; 2025-08-13 23:37:00,569 - INFO - Evaluation: Curr mae: 56.9832; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 486.8092; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1224; Best nae: 0.1147; 0.1170; 0.1171; 0.1173; 0.1174; 2025-08-13 23:37:00,570 - INFO - Epoch: 1235 / 1300 lr: 3.575e-06 2025-08-13 23:38:39,017 - INFO - Training: cls_zice: 51.92445258156499; reg_zipnll: 170.71024019001075; aux_mae_loss_1: 97.7045621724852; aux_mae_loss_2: 13.636870960956367; aux_mae_loss_4: 1.9091940869632293; cnt_loss: 5.101937762416114; 2025-08-13 23:38:39,018 - INFO - Evaluation: Curr mae: 56.6723; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 493.9506; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1183; Best nae: 0.1147; 0.1170; 0.1171; 0.1173; 0.1174; 2025-08-13 23:38:39,018 - INFO - Epoch: 1236 / 1300 lr: 3.498e-06 2025-08-13 23:40:18,304 - INFO - Training: cls_zice: 49.421317275699735; reg_zipnll: 169.00583312811764; aux_mae_loss_1: 95.90192176505042; aux_mae_loss_2: 13.428265914818928; aux_mae_loss_4: 1.894774291386641; cnt_loss: 5.082754608598037; 2025-08-13 23:40:18,905 - INFO - Evaluation: Curr mae: 57.5805; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 503.7004; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1166; Best nae: 0.1147; 0.1166; 0.1170; 0.1171; 0.1173; 2025-08-13 23:40:18,905 - INFO - Epoch: 1237 / 1300 lr: 3.423e-06 2025-08-13 23:41:57,731 - INFO - Training: cls_zice: 48.676040678526874; reg_zipnll: 175.72849697809292; aux_mae_loss_1: 93.79880162805395; aux_mae_loss_2: 13.060195367563047; aux_mae_loss_4: 1.825529216341004; cnt_loss: 4.841308660556234; 2025-08-13 23:41:57,732 - INFO - Evaluation: Curr mae: 58.5411; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 514.2519; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1268; Best nae: 0.1147; 0.1166; 0.1170; 0.1171; 0.1173; 2025-08-13 23:41:57,733 - INFO - Epoch: 1238 / 1300 lr: 3.348e-06 2025-08-13 23:43:35,740 - INFO - Training: cls_zice: 47.56670723020417; reg_zipnll: 176.31087076633327; aux_mae_loss_1: 94.93051189873702; aux_mae_loss_2: 13.354449088745069; aux_mae_loss_4: 1.9009833728516317; cnt_loss: 5.415566917326886; 2025-08-13 23:43:35,741 - INFO - Evaluation: Curr mae: 58.4575; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 515.8097; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1226; Best nae: 0.1147; 0.1166; 0.1170; 0.1171; 0.1173; 2025-08-13 23:43:35,742 - INFO - Epoch: 1239 / 1300 lr: 3.275e-06 2025-08-13 23:45:13,490 - INFO - Training: cls_zice: 48.50666144984394; reg_zipnll: 179.21690220575405; aux_mae_loss_1: 95.95289140617939; aux_mae_loss_2: 13.389408918763188; aux_mae_loss_4: 1.8687447186913773; cnt_loss: 4.8140253174887215; 2025-08-13 23:45:13,492 - INFO - Evaluation: Curr mae: 58.3564; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 498.8896; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1212; Best nae: 0.1147; 0.1166; 0.1170; 0.1171; 0.1173; 2025-08-13 23:45:13,492 - INFO - Epoch: 1240 / 1300 lr: 3.203e-06 2025-08-13 23:46:51,468 - INFO - Training: cls_zice: 51.15594190723026; reg_zipnll: 167.97568429588966; aux_mae_loss_1: 97.78325206393754; aux_mae_loss_2: 13.764562592714794; aux_mae_loss_4: 1.9573674690754064; cnt_loss: 5.09402538433786; 2025-08-13 23:46:51,470 - INFO - Evaluation: Curr mae: 57.5931; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 512.2056; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1231; Best nae: 0.1147; 0.1166; 0.1170; 0.1171; 0.1173; 2025-08-13 23:46:51,470 - INFO - Epoch: 1241 / 1300 lr: 3.131e-06 2025-08-13 23:48:29,455 - INFO - Training: cls_zice: 51.19590518606353; reg_zipnll: 167.37706590863303; aux_mae_loss_1: 97.02237013495673; aux_mae_loss_2: 13.602235382810656; aux_mae_loss_4: 1.9104156060513005; cnt_loss: 5.339719730661583; 2025-08-13 23:48:29,456 - INFO - Evaluation: Curr mae: 58.2916; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 519.3192; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1274; Best nae: 0.1147; 0.1166; 0.1170; 0.1171; 0.1173; 2025-08-13 23:48:29,457 - INFO - Epoch: 1242 / 1300 lr: 3.061e-06 2025-08-13 23:50:08,143 - INFO - Training: cls_zice: 49.31427073463376; reg_zipnll: 167.24881516875828; aux_mae_loss_1: 96.44202897726417; aux_mae_loss_2: 13.443969667723982; aux_mae_loss_4: 1.8834539017517953; cnt_loss: 5.273919099553998; 2025-08-13 23:50:08,144 - INFO - Evaluation: Curr mae: 58.3607; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 498.1058; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1287; Best nae: 0.1147; 0.1166; 0.1170; 0.1171; 0.1173; 2025-08-13 23:50:08,145 - INFO - Epoch: 1243 / 1300 lr: 2.993e-06 2025-08-13 23:51:46,078 - INFO - Training: cls_zice: 51.14408357246063; reg_zipnll: 168.86053557996578; aux_mae_loss_1: 96.5514771968969; aux_mae_loss_2: 13.48401647729555; aux_mae_loss_4: 1.9061562025148642; cnt_loss: 5.467452624233339; 2025-08-13 23:51:46,079 - INFO - Evaluation: Curr mae: 57.9819; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 485.6793; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1288; Best nae: 0.1147; 0.1166; 0.1170; 0.1171; 0.1173; 2025-08-13 23:51:46,080 - INFO - Epoch: 1244 / 1300 lr: 2.925e-06 2025-08-13 23:53:24,397 - INFO - Training: cls_zice: 50.02203044498334; reg_zipnll: 179.39673735120917; aux_mae_loss_1: 95.29606064303675; aux_mae_loss_2: 13.214773719905274; aux_mae_loss_4: 1.850988867043836; cnt_loss: 4.963188673659278; 2025-08-13 23:53:24,399 - INFO - Evaluation: Curr mae: 57.1301; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 493.0597; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1227; Best nae: 0.1147; 0.1166; 0.1170; 0.1171; 0.1173; 2025-08-13 23:53:24,399 - INFO - Epoch: 1245 / 1300 lr: 2.858e-06 2025-08-13 23:55:03,033 - INFO - Training: cls_zice: 49.88719895286701; reg_zipnll: 170.58015181043768; aux_mae_loss_1: 95.16669928445302; aux_mae_loss_2: 13.314220508143958; aux_mae_loss_4: 1.8763646058221097; cnt_loss: 5.100312858590123; 2025-08-13 23:55:03,035 - INFO - Evaluation: Curr mae: 57.4390; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 495.0430; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1258; Best nae: 0.1147; 0.1166; 0.1170; 0.1171; 0.1173; 2025-08-13 23:55:03,035 - INFO - Epoch: 1246 / 1300 lr: 2.793e-06 2025-08-13 23:56:41,179 - INFO - Training: cls_zice: 46.83329873181554; reg_zipnll: 174.76168280456858; aux_mae_loss_1: 93.69852305561841; aux_mae_loss_2: 13.12798297006857; aux_mae_loss_4: 1.8423319317994205; cnt_loss: 5.13455485562126; 2025-08-13 23:56:41,180 - INFO - Evaluation: Curr mae: 58.1392; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 492.6177; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1283; Best nae: 0.1147; 0.1166; 0.1170; 0.1171; 0.1173; 2025-08-13 23:56:41,180 - INFO - Epoch: 1247 / 1300 lr: 2.729e-06 2025-08-13 23:58:19,282 - INFO - Training: cls_zice: 49.181471351792695; reg_zipnll: 178.38741229432406; aux_mae_loss_1: 96.42812285141345; aux_mae_loss_2: 13.450793428102312; aux_mae_loss_4: 1.8882706005193275; cnt_loss: 5.247186657855321; 2025-08-13 23:58:19,284 - INFO - Evaluation: Curr mae: 57.1583; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 499.9027; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1244; Best nae: 0.1147; 0.1166; 0.1170; 0.1171; 0.1173; 2025-08-13 23:58:19,284 - INFO - Epoch: 1248 / 1300 lr: 2.666e-06 2025-08-13 23:59:57,663 - INFO - Training: cls_zice: 49.31413950026035; reg_zipnll: 176.74506909681776; aux_mae_loss_1: 94.35502044707154; aux_mae_loss_2: 13.092615910238349; aux_mae_loss_4: 1.8331386515521144; cnt_loss: 4.9967378005576935; 2025-08-13 23:59:57,664 - INFO - Evaluation: Curr mae: 57.0243; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 489.4780; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1257; Best nae: 0.1147; 0.1166; 0.1170; 0.1171; 0.1173; 2025-08-13 23:59:57,664 - INFO - Epoch: 1249 / 1300 lr: 2.604e-06 2025-08-14 00:01:36,206 - INFO - Training: cls_zice: 48.79333724721232; reg_zipnll: 170.15064649900617; aux_mae_loss_1: 96.8931034769681; aux_mae_loss_2: 13.592834782784273; aux_mae_loss_4: 1.927422075467735; cnt_loss: 5.258099408106816; 2025-08-14 00:01:36,208 - INFO - Evaluation: Curr mae: 57.0235; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 483.1248; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1228; Best nae: 0.1147; 0.1166; 0.1170; 0.1171; 0.1173; 2025-08-14 00:01:36,208 - INFO - Epoch: 1250 / 1300 lr: 2.543e-06 2025-08-14 00:03:13,852 - INFO - Training: cls_zice: 48.23772444210199; reg_zipnll: 174.40195475874953; aux_mae_loss_1: 94.44819017670149; aux_mae_loss_2: 13.132898564816747; aux_mae_loss_4: 1.849441746513151; cnt_loss: 4.941803041338002; 2025-08-14 00:03:13,854 - INFO - Evaluation: Curr mae: 57.8343; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 491.1783; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1210; Best nae: 0.1147; 0.1166; 0.1170; 0.1171; 0.1173; 2025-08-14 00:03:15,622 - INFO - Epoch: 1251 / 1300 lr: 2.483e-06 2025-08-14 00:04:53,405 - INFO - Training: cls_zice: 46.91804923090346; reg_zipnll: 175.6302841108072; aux_mae_loss_1: 93.38148746147253; aux_mae_loss_2: 13.056311619005964; aux_mae_loss_4: 1.819193917175798; cnt_loss: 5.000778414902773; 2025-08-14 00:04:53,406 - INFO - Evaluation: Curr mae: 56.2513; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 472.6001; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1252; Best nae: 0.1147; 0.1166; 0.1170; 0.1171; 0.1173; 2025-08-14 00:04:53,406 - INFO - Epoch: 1252 / 1300 lr: 2.425e-06 2025-08-14 00:06:30,768 - INFO - Training: cls_zice: 48.22705981077909; reg_zipnll: 175.51691343606592; aux_mae_loss_1: 95.84315426490608; aux_mae_loss_2: 13.445027087831864; aux_mae_loss_4: 1.8915016467283194; cnt_loss: 4.91760870109487; 2025-08-14 00:06:30,771 - INFO - Evaluation: Curr mae: 57.8792; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 492.0283; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1225; Best nae: 0.1147; 0.1166; 0.1170; 0.1171; 0.1173; 2025-08-14 00:06:30,771 - INFO - Epoch: 1253 / 1300 lr: 2.368e-06 2025-08-14 00:08:08,892 - INFO - Training: cls_zice: 47.72494018537526; reg_zipnll: 172.8981267247531; aux_mae_loss_1: 93.80274362735699; aux_mae_loss_2: 13.170701745849648; aux_mae_loss_4: 1.8491580336136806; cnt_loss: 4.927484294595939; 2025-08-14 00:08:08,893 - INFO - Evaluation: Curr mae: 57.8623; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 502.4851; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1271; Best nae: 0.1147; 0.1166; 0.1170; 0.1171; 0.1173; 2025-08-14 00:08:08,893 - INFO - Epoch: 1254 / 1300 lr: 2.312e-06 2025-08-14 00:09:47,594 - INFO - Training: cls_zice: 48.727902473781285; reg_zipnll: 169.35204941815766; aux_mae_loss_1: 96.2232642627314; aux_mae_loss_2: 13.542493749706788; aux_mae_loss_4: 1.9232871116433474; cnt_loss: 5.380864086831443; 2025-08-14 00:09:47,596 - INFO - Evaluation: Curr mae: 56.0660; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 469.3647; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1281; Best nae: 0.1147; 0.1166; 0.1170; 0.1171; 0.1173; 2025-08-14 00:09:47,596 - INFO - Epoch: 1255 / 1300 lr: 2.257e-06 2025-08-14 00:11:25,706 - INFO - Training: cls_zice: 48.61346617260598; reg_zipnll: 167.98917472760905; aux_mae_loss_1: 95.86458624420558; aux_mae_loss_2: 13.437927857156279; aux_mae_loss_4: 1.8933175221506917; cnt_loss: 5.055343211999589; 2025-08-14 00:11:25,707 - INFO - Evaluation: Curr mae: 57.1787; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 497.1354; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1263; Best nae: 0.1147; 0.1166; 0.1170; 0.1171; 0.1173; 2025-08-14 00:11:25,707 - INFO - Epoch: 1256 / 1300 lr: 2.203e-06 2025-08-14 00:13:04,101 - INFO - Training: cls_zice: 47.94226287109993; reg_zipnll: 174.65101351897331; aux_mae_loss_1: 94.60147311448438; aux_mae_loss_2: 13.256760117327339; aux_mae_loss_4: 1.8625474659520127; cnt_loss: 4.947883021402482; 2025-08-14 00:13:04,102 - INFO - Evaluation: Curr mae: 58.6114; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 498.4403; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1298; Best nae: 0.1147; 0.1166; 0.1170; 0.1171; 0.1173; 2025-08-14 00:13:04,102 - INFO - Epoch: 1257 / 1300 lr: 2.150e-06 2025-08-14 00:14:42,579 - INFO - Training: cls_zice: 49.50137768206989; reg_zipnll: 168.35582566935483; aux_mae_loss_1: 97.38758964219866; aux_mae_loss_2: 13.723442268555452; aux_mae_loss_4: 1.94749022284786; cnt_loss: 4.994765661139721; 2025-08-14 00:14:42,581 - INFO - Evaluation: Curr mae: 57.3900; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 506.3681; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1225; Best nae: 0.1147; 0.1166; 0.1170; 0.1171; 0.1173; 2025-08-14 00:14:42,581 - INFO - Epoch: 1258 / 1300 lr: 2.099e-06 2025-08-14 00:16:20,551 - INFO - Training: cls_zice: 48.71443882802918; reg_zipnll: 172.05027100236987; aux_mae_loss_1: 94.89270110730953; aux_mae_loss_2: 13.21035225409775; aux_mae_loss_4: 1.857827724711754; cnt_loss: 4.9720253731413795; 2025-08-14 00:16:21,306 - INFO - Evaluation: Curr mae: 56.4283; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 490.5222; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1169; Best nae: 0.1147; 0.1166; 0.1169; 0.1170; 0.1171; 2025-08-14 00:16:21,306 - INFO - Epoch: 1259 / 1300 lr: 2.048e-06 2025-08-14 00:17:59,889 - INFO - Training: cls_zice: 50.34893583473785; reg_zipnll: 168.1744246446075; aux_mae_loss_1: 97.3090085272311; aux_mae_loss_2: 13.578844432659197; aux_mae_loss_4: 1.9087174153266653; cnt_loss: 5.0365525654165175; 2025-08-14 00:17:59,891 - INFO - Evaluation: Curr mae: 57.0224; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 496.6024; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1210; Best nae: 0.1147; 0.1166; 0.1169; 0.1170; 0.1171; 2025-08-14 00:17:59,891 - INFO - Epoch: 1260 / 1300 lr: 1.999e-06 2025-08-14 00:19:38,403 - INFO - Training: cls_zice: 50.885051207478064; reg_zipnll: 171.79686914556743; aux_mae_loss_1: 97.02347584310105; aux_mae_loss_2: 13.591588755193284; aux_mae_loss_4: 1.920958972069169; cnt_loss: 4.97020565237668; 2025-08-14 00:19:38,404 - INFO - Evaluation: Curr mae: 58.0478; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 490.2725; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1227; Best nae: 0.1147; 0.1166; 0.1169; 0.1170; 0.1171; 2025-08-14 00:19:38,404 - INFO - Epoch: 1261 / 1300 lr: 1.951e-06 2025-08-14 00:21:16,681 - INFO - Training: cls_zice: 49.51069826289896; reg_zipnll: 170.04648876435346; aux_mae_loss_1: 94.47504474080927; aux_mae_loss_2: 13.226613762446112; aux_mae_loss_4: 1.855243877687307; cnt_loss: 5.07529388709056; 2025-08-14 00:21:16,683 - INFO - Evaluation: Curr mae: 57.0064; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 486.9720; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1233; Best nae: 0.1147; 0.1166; 0.1169; 0.1170; 0.1171; 2025-08-14 00:21:16,683 - INFO - Epoch: 1262 / 1300 lr: 1.904e-06 2025-08-14 00:22:53,619 - INFO - Training: cls_zice: 50.30296811093708; reg_zipnll: 172.06272600855496; aux_mae_loss_1: 96.55496198413917; aux_mae_loss_2: 13.455658321209002; aux_mae_loss_4: 1.8788147895455667; cnt_loss: 5.186851694069055; 2025-08-14 00:22:53,621 - INFO - Evaluation: Curr mae: 56.3359; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 475.7791; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1260; Best nae: 0.1147; 0.1166; 0.1169; 0.1170; 0.1171; 2025-08-14 00:22:53,621 - INFO - Epoch: 1263 / 1300 lr: 1.859e-06 2025-08-14 00:24:31,517 - INFO - Training: cls_zice: 48.14353970482294; reg_zipnll: 177.76485106755038; aux_mae_loss_1: 96.5772840431233; aux_mae_loss_2: 13.605301741769198; aux_mae_loss_4: 1.9189487064405701; cnt_loss: 4.890305966215452; 2025-08-14 00:24:31,518 - INFO - Evaluation: Curr mae: 58.2099; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 501.1792; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1266; Best nae: 0.1147; 0.1166; 0.1169; 0.1170; 0.1171; 2025-08-14 00:24:31,518 - INFO - Epoch: 1264 / 1300 lr: 1.814e-06 2025-08-14 00:26:09,902 - INFO - Training: cls_zice: 48.88991331402931; reg_zipnll: 169.35329650055166; aux_mae_loss_1: 94.49755760820481; aux_mae_loss_2: 13.229291717007104; aux_mae_loss_4: 1.865182061658114; cnt_loss: 5.354533164237643; 2025-08-14 00:26:09,903 - INFO - Evaluation: Curr mae: 58.5560; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 502.7672; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1267; Best nae: 0.1147; 0.1166; 0.1169; 0.1170; 0.1171; 2025-08-14 00:26:09,903 - INFO - Epoch: 1265 / 1300 lr: 1.771e-06 2025-08-14 00:27:47,496 - INFO - Training: cls_zice: 49.383713247383774; reg_zipnll: 170.49877072606418; aux_mae_loss_1: 98.94489654109533; aux_mae_loss_2: 13.989698424130909; aux_mae_loss_4: 2.009677869648431; cnt_loss: 5.460148585639454; 2025-08-14 00:27:47,497 - INFO - Evaluation: Curr mae: 57.2636; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 478.9881; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1244; Best nae: 0.1147; 0.1166; 0.1169; 0.1170; 0.1171; 2025-08-14 00:27:47,497 - INFO - Epoch: 1266 / 1300 lr: 1.729e-06 2025-08-14 00:29:23,813 - INFO - Training: cls_zice: 50.49695268847948; reg_zipnll: 174.95941166031943; aux_mae_loss_1: 98.15870452723956; aux_mae_loss_2: 13.717150419107746; aux_mae_loss_4: 1.9343401622649636; cnt_loss: 5.08748599159074; 2025-08-14 00:29:23,814 - INFO - Evaluation: Curr mae: 57.6903; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 497.3130; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1249; Best nae: 0.1147; 0.1166; 0.1169; 0.1170; 0.1171; 2025-08-14 00:29:23,815 - INFO - Epoch: 1267 / 1300 lr: 1.688e-06 2025-08-14 00:31:00,800 - INFO - Training: cls_zice: 49.91263577522073; reg_zipnll: 171.2007271367051; aux_mae_loss_1: 95.33913635165648; aux_mae_loss_2: 13.399598197029919; aux_mae_loss_4: 1.8949387456580116; cnt_loss: 5.234628739117963; 2025-08-14 00:31:00,801 - INFO - Evaluation: Curr mae: 57.4275; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 492.7853; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1237; Best nae: 0.1147; 0.1166; 0.1169; 0.1170; 0.1171; 2025-08-14 00:31:00,802 - INFO - Epoch: 1268 / 1300 lr: 1.648e-06 2025-08-14 00:32:38,907 - INFO - Training: cls_zice: 49.39545602452939; reg_zipnll: 167.54207111937222; aux_mae_loss_1: 97.63865447350823; aux_mae_loss_2: 13.750771502909133; aux_mae_loss_4: 1.9527704300488176; cnt_loss: 5.5229759683645785; 2025-08-14 00:32:38,908 - INFO - Evaluation: Curr mae: 56.4768; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 465.2807; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1249; Best nae: 0.1147; 0.1166; 0.1169; 0.1170; 0.1171; 2025-08-14 00:32:38,908 - INFO - Epoch: 1269 / 1300 lr: 1.609e-06 2025-08-14 00:34:17,599 - INFO - Training: cls_zice: 50.17328540712671; reg_zipnll: 174.84000755643476; aux_mae_loss_1: 97.5813958185191; aux_mae_loss_2: 13.704992296763129; aux_mae_loss_4: 1.9335617820677231; cnt_loss: 5.029702656526492; 2025-08-14 00:34:17,600 - INFO - Evaluation: Curr mae: 57.1185; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 482.9140; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1245; Best nae: 0.1147; 0.1166; 0.1169; 0.1170; 0.1171; 2025-08-14 00:34:17,600 - INFO - Epoch: 1270 / 1300 lr: 1.572e-06 2025-08-14 00:35:57,061 - INFO - Training: cls_zice: 50.73477919920705; reg_zipnll: 167.03855862654268; aux_mae_loss_1: 96.11051624415772; aux_mae_loss_2: 13.459699834220514; aux_mae_loss_4: 1.9021482908940255; cnt_loss: 5.040827751925795; 2025-08-14 00:35:57,062 - INFO - Evaluation: Curr mae: 58.4414; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 503.5701; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1235; Best nae: 0.1147; 0.1166; 0.1169; 0.1170; 0.1171; 2025-08-14 00:35:57,062 - INFO - Epoch: 1271 / 1300 lr: 1.536e-06 2025-08-14 00:37:34,357 - INFO - Training: cls_zice: 47.819228114191546; reg_zipnll: 174.25021529013821; aux_mae_loss_1: 94.1382155871943; aux_mae_loss_2: 13.18257685430865; aux_mae_loss_4: 1.859612988935338; cnt_loss: 4.752406857314024; 2025-08-14 00:37:34,358 - INFO - Evaluation: Curr mae: 56.4567; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 470.4090; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1255; Best nae: 0.1147; 0.1166; 0.1169; 0.1170; 0.1171; 2025-08-14 00:37:34,358 - INFO - Epoch: 1272 / 1300 lr: 1.501e-06 2025-08-14 00:39:11,615 - INFO - Training: cls_zice: 49.944242554067955; reg_zipnll: 172.33904938587492; aux_mae_loss_1: 96.45421432161699; aux_mae_loss_2: 13.573814377686665; aux_mae_loss_4: 1.9120830793153964; cnt_loss: 5.09032264359506; 2025-08-14 00:39:11,616 - INFO - Evaluation: Curr mae: 57.0849; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 506.1468; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1183; Best nae: 0.1147; 0.1166; 0.1169; 0.1170; 0.1171; 2025-08-14 00:39:11,616 - INFO - Epoch: 1273 / 1300 lr: 1.467e-06 2025-08-14 00:40:49,333 - INFO - Training: cls_zice: 49.888315391571176; reg_zipnll: 171.81707270899284; aux_mae_loss_1: 95.98763950318481; aux_mae_loss_2: 13.476154948874427; aux_mae_loss_4: 1.9059306114988646; cnt_loss: 5.070745716364647; 2025-08-14 00:40:49,334 - INFO - Evaluation: Curr mae: 57.6598; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 489.3276; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1198; Best nae: 0.1147; 0.1166; 0.1169; 0.1170; 0.1171; 2025-08-14 00:40:49,335 - INFO - Epoch: 1274 / 1300 lr: 1.434e-06 2025-08-14 00:42:27,798 - INFO - Training: cls_zice: 48.682188285423734; reg_zipnll: 175.78477046544876; aux_mae_loss_1: 95.9903603727836; aux_mae_loss_2: 13.390926491019046; aux_mae_loss_4: 1.877454793468539; cnt_loss: 5.006462305554387; 2025-08-14 00:42:27,800 - INFO - Evaluation: Curr mae: 57.5188; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 503.3929; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1238; Best nae: 0.1147; 0.1166; 0.1169; 0.1170; 0.1171; 2025-08-14 00:42:27,800 - INFO - Epoch: 1275 / 1300 lr: 1.403e-06 2025-08-14 00:44:06,455 - INFO - Training: cls_zice: 48.71663250098038; reg_zipnll: 169.0667411735554; aux_mae_loss_1: 97.46856205261152; aux_mae_loss_2: 13.711804936661512; aux_mae_loss_4: 1.9369300054553849; cnt_loss: 5.20323202634532; 2025-08-14 00:44:06,457 - INFO - Evaluation: Curr mae: 56.5935; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 484.3877; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1183; Best nae: 0.1147; 0.1166; 0.1169; 0.1170; 0.1171; 2025-08-14 00:44:06,457 - INFO - Epoch: 1276 / 1300 lr: 1.372e-06 2025-08-14 00:45:45,931 - INFO - Training: cls_zice: 48.78860402379214; reg_zipnll: 174.51001659089312; aux_mae_loss_1: 95.31220868068979; aux_mae_loss_2: 13.299545982503034; aux_mae_loss_4: 1.8576745551778602; cnt_loss: 4.7930999254199715; 2025-08-14 00:45:46,474 - INFO - Evaluation: Curr mae: 56.9885; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 499.5636; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1131; Best nae: 0.1131; 0.1147; 0.1166; 0.1169; 0.1170; 2025-08-14 00:45:46,474 - INFO - Epoch: 1277 / 1300 lr: 1.343e-06 2025-08-14 00:47:24,245 - INFO - Training: cls_zice: 48.67197737871528; reg_zipnll: 175.13145257513443; aux_mae_loss_1: 94.5156984010515; aux_mae_loss_2: 13.217074913966318; aux_mae_loss_4: 1.8458837420897496; cnt_loss: 5.158847921764942; 2025-08-14 00:47:24,247 - INFO - Evaluation: Curr mae: 58.0448; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 503.5998; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1226; Best nae: 0.1131; 0.1147; 0.1166; 0.1169; 0.1170; 2025-08-14 00:47:24,247 - INFO - Epoch: 1278 / 1300 lr: 1.315e-06 2025-08-14 00:49:01,643 - INFO - Training: cls_zice: 48.02861354115077; reg_zipnll: 171.4795216067591; aux_mae_loss_1: 93.49827503116087; aux_mae_loss_2: 13.080253726718972; aux_mae_loss_4: 1.8271424572694577; cnt_loss: 4.845312476158142; 2025-08-14 00:49:01,644 - INFO - Evaluation: Curr mae: 55.7878; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 467.2990; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1252; Best nae: 0.1131; 0.1147; 0.1166; 0.1169; 0.1170; 2025-08-14 00:49:01,644 - INFO - Epoch: 1279 / 1300 lr: 1.288e-06 2025-08-14 00:50:39,653 - INFO - Training: cls_zice: 48.8291939690441; reg_zipnll: 169.447736382178; aux_mae_loss_1: 97.32006023965948; aux_mae_loss_2: 13.665407606752488; aux_mae_loss_4: 1.9359703909768544; cnt_loss: 5.091216364832341; 2025-08-14 00:50:39,654 - INFO - Evaluation: Curr mae: 58.2595; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 511.1967; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1212; Best nae: 0.1131; 0.1147; 0.1166; 0.1169; 0.1170; 2025-08-14 00:50:39,654 - INFO - Epoch: 1280 / 1300 lr: 1.263e-06 2025-08-14 00:52:17,552 - INFO - Training: cls_zice: 51.437140626052354; reg_zipnll: 174.62551195394718; aux_mae_loss_1: 98.88503706179425; aux_mae_loss_2: 13.967927767868826; aux_mae_loss_4: 1.9725538055510632; cnt_loss: 5.2729050218292866; 2025-08-14 00:52:17,553 - INFO - Evaluation: Curr mae: 56.3767; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 463.1558; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1233; Best nae: 0.1131; 0.1147; 0.1166; 0.1169; 0.1170; 2025-08-14 00:52:17,553 - INFO - Epoch: 1281 / 1300 lr: 1.238e-06 2025-08-14 00:53:55,077 - INFO - Training: cls_zice: 45.84249665111227; reg_zipnll: 177.83006359678922; aux_mae_loss_1: 93.93583331071319; aux_mae_loss_2: 13.18801393944071; aux_mae_loss_4: 1.8507324903820352; cnt_loss: 4.787281854983161; 2025-08-14 00:53:55,078 - INFO - Evaluation: Curr mae: 57.3150; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 488.7807; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1177; Best nae: 0.1131; 0.1147; 0.1166; 0.1169; 0.1170; 2025-08-14 00:53:55,078 - INFO - Epoch: 1282 / 1300 lr: 1.215e-06 2025-08-14 00:55:33,099 - INFO - Training: cls_zice: 49.45059741949208; reg_zipnll: 170.77714800895947; aux_mae_loss_1: 95.90472785243645; aux_mae_loss_2: 13.450183727440919; aux_mae_loss_4: 1.8984916017110673; cnt_loss: 5.118476389536208; 2025-08-14 00:55:33,101 - INFO - Evaluation: Curr mae: 56.8595; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 473.0977; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1258; Best nae: 0.1131; 0.1147; 0.1166; 0.1169; 0.1170; 2025-08-14 00:55:33,101 - INFO - Epoch: 1283 / 1300 lr: 1.193e-06 2025-08-14 00:57:11,568 - INFO - Training: cls_zice: 48.12397104409789; reg_zipnll: 171.41707378181516; aux_mae_loss_1: 95.77010595032365; aux_mae_loss_2: 13.46494161990737; aux_mae_loss_4: 1.9042485714878092; cnt_loss: 4.627485572525652; 2025-08-14 00:57:11,570 - INFO - Evaluation: Curr mae: 58.7191; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 503.9051; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1233; Best nae: 0.1131; 0.1147; 0.1166; 0.1169; 0.1170; 2025-08-14 00:57:11,570 - INFO - Epoch: 1284 / 1300 lr: 1.172e-06 2025-08-14 00:58:51,113 - INFO - Training: cls_zice: 49.646220300949935; reg_zipnll: 178.52911841777419; aux_mae_loss_1: 95.83680708426743; aux_mae_loss_2: 13.348122897368777; aux_mae_loss_4: 1.8736116412672714; cnt_loss: 4.8089854167175785; 2025-08-14 00:58:51,115 - INFO - Evaluation: Curr mae: 57.5497; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 483.1794; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1270; Best nae: 0.1131; 0.1147; 0.1166; 0.1169; 0.1170; 2025-08-14 00:58:51,115 - INFO - Epoch: 1285 / 1300 lr: 1.153e-06 2025-08-14 01:00:29,518 - INFO - Training: cls_zice: 49.40043219131032; reg_zipnll: 171.6316248837351; aux_mae_loss_1: 95.54499291270434; aux_mae_loss_2: 13.3144433712898; aux_mae_loss_4: 1.8670218743211506; cnt_loss: 4.726034372355453; 2025-08-14 01:00:29,519 - INFO - Evaluation: Curr mae: 57.6712; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 502.8829; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1216; Best nae: 0.1131; 0.1147; 0.1166; 0.1169; 0.1170; 2025-08-14 01:00:29,519 - INFO - Epoch: 1286 / 1300 lr: 1.134e-06 2025-08-14 01:02:09,042 - INFO - Training: cls_zice: 49.244878907474884; reg_zipnll: 178.82771452288395; aux_mae_loss_1: 95.67119132338576; aux_mae_loss_2: 13.370273680797274; aux_mae_loss_4: 1.8759718544991892; cnt_loss: 5.06000940949874; 2025-08-14 01:02:09,043 - INFO - Evaluation: Curr mae: 58.3192; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 497.4051; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1215; Best nae: 0.1131; 0.1147; 0.1166; 0.1169; 0.1170; 2025-08-14 01:02:09,043 - INFO - Epoch: 1287 / 1300 lr: 1.117e-06 2025-08-14 01:03:48,012 - INFO - Training: cls_zice: 47.38373145710074; reg_zipnll: 172.8040940105762; aux_mae_loss_1: 94.5201089559913; aux_mae_loss_2: 13.240001021130226; aux_mae_loss_4: 1.8587833301267158; cnt_loss: 4.766248401302298; 2025-08-14 01:03:48,014 - INFO - Evaluation: Curr mae: 58.1908; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 511.5718; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1219; Best nae: 0.1131; 0.1147; 0.1166; 0.1169; 0.1170; 2025-08-14 01:03:48,014 - INFO - Epoch: 1288 / 1300 lr: 1.101e-06 2025-08-14 01:05:27,433 - INFO - Training: cls_zice: 47.62038994994216; reg_zipnll: 167.5661638941434; aux_mae_loss_1: 94.79615028351928; aux_mae_loss_2: 13.350235153899401; aux_mae_loss_4: 1.878793509653111; cnt_loss: 5.060543735643279; 2025-08-14 01:05:27,435 - INFO - Evaluation: Curr mae: 57.3631; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 496.2792; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1181; Best nae: 0.1131; 0.1147; 0.1166; 0.1169; 0.1170; 2025-08-14 01:05:27,435 - INFO - Epoch: 1289 / 1300 lr: 1.086e-06 2025-08-14 01:07:06,654 - INFO - Training: cls_zice: 48.70088501293739; reg_zipnll: 170.80898890948848; aux_mae_loss_1: 94.70531250333418; aux_mae_loss_2: 13.282563111469495; aux_mae_loss_4: 1.8634448972336737; cnt_loss: 4.921831975329504; 2025-08-14 01:07:06,655 - INFO - Evaluation: Curr mae: 56.5660; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 480.4009; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1192; Best nae: 0.1131; 0.1147; 0.1166; 0.1169; 0.1170; 2025-08-14 01:07:06,655 - INFO - Epoch: 1290 / 1300 lr: 1.072e-06 2025-08-14 01:08:44,790 - INFO - Training: cls_zice: 48.77336587789433; reg_zipnll: 177.62897590499918; aux_mae_loss_1: 96.10772151750893; aux_mae_loss_2: 13.42866053127691; aux_mae_loss_4: 1.8855882272469047; cnt_loss: 5.046021701744099; 2025-08-14 01:08:44,791 - INFO - Evaluation: Curr mae: 57.0100; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 491.3535; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1266; Best nae: 0.1131; 0.1147; 0.1166; 0.1169; 0.1170; 2025-08-14 01:08:44,792 - INFO - Epoch: 1291 / 1300 lr: 1.060e-06 2025-08-14 01:10:23,678 - INFO - Training: cls_zice: 50.34485235626409; reg_zipnll: 177.1403515479865; aux_mae_loss_1: 95.0392404570984; aux_mae_loss_2: 13.216972915556253; aux_mae_loss_4: 1.849422552974794; cnt_loss: 5.283709522231379; 2025-08-14 01:10:23,680 - INFO - Evaluation: Curr mae: 56.6019; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 475.2759; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1217; Best nae: 0.1131; 0.1147; 0.1166; 0.1169; 0.1170; 2025-08-14 01:10:23,680 - INFO - Epoch: 1292 / 1300 lr: 1.048e-06 2025-08-14 01:12:02,746 - INFO - Training: cls_zice: 48.96903024640672; reg_zipnll: 177.97215648543252; aux_mae_loss_1: 93.99247579893293; aux_mae_loss_2: 13.111539447828553; aux_mae_loss_4: 1.8280152300023174; cnt_loss: 4.84701707032162; 2025-08-14 01:12:02,748 - INFO - Evaluation: Curr mae: 57.2849; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 492.6042; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1237; Best nae: 0.1131; 0.1147; 0.1166; 0.1169; 0.1170; 2025-08-14 01:12:02,748 - INFO - Epoch: 1293 / 1300 lr: 1.038e-06 2025-08-14 01:13:41,425 - INFO - Training: cls_zice: 49.14080999814606; reg_zipnll: 175.46932748289524; aux_mae_loss_1: 95.75119919519499; aux_mae_loss_2: 13.40255778859391; aux_mae_loss_4: 1.878456665035385; cnt_loss: 4.9118516023790315; 2025-08-14 01:13:41,426 - INFO - Evaluation: Curr mae: 56.5845; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 475.2554; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1215; Best nae: 0.1131; 0.1147; 0.1166; 0.1169; 0.1170; 2025-08-14 01:13:41,427 - INFO - Epoch: 1294 / 1300 lr: 1.029e-06 2025-08-14 01:15:19,601 - INFO - Training: cls_zice: 48.977547443464665; reg_zipnll: 175.86105857594154; aux_mae_loss_1: 95.6626508511737; aux_mae_loss_2: 13.339993725092675; aux_mae_loss_4: 1.879789156978112; cnt_loss: 5.0410911172705015; 2025-08-14 01:15:19,602 - INFO - Evaluation: Curr mae: 58.1492; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 508.3582; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1212; Best nae: 0.1131; 0.1147; 0.1166; 0.1169; 0.1170; 2025-08-14 01:15:19,602 - INFO - Epoch: 1295 / 1300 lr: 1.021e-06 2025-08-14 01:16:57,894 - INFO - Training: cls_zice: 50.86669439686448; reg_zipnll: 176.64833740587406; aux_mae_loss_1: 96.47962126449939; aux_mae_loss_2: 13.439276714864304; aux_mae_loss_4: 1.8725498983670017; cnt_loss: 5.001709383220477; 2025-08-14 01:16:57,896 - INFO - Evaluation: Curr mae: 58.0570; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 493.7123; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1202; Best nae: 0.1131; 0.1147; 0.1166; 0.1169; 0.1170; 2025-08-14 01:16:57,896 - INFO - Epoch: 1296 / 1300 lr: 1.015e-06 2025-08-14 01:18:34,980 - INFO - Training: cls_zice: 48.69159340513703; reg_zipnll: 161.1315128208739; aux_mae_loss_1: 95.67150144895734; aux_mae_loss_2: 13.434359288154347; aux_mae_loss_4: 1.896816438375218; cnt_loss: 4.8290983723490895; 2025-08-14 01:18:34,981 - INFO - Evaluation: Curr mae: 57.6229; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 499.4160; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1242; Best nae: 0.1131; 0.1147; 0.1166; 0.1169; 0.1170; 2025-08-14 01:18:34,981 - INFO - Epoch: 1297 / 1300 lr: 1.010e-06 2025-08-14 01:20:13,190 - INFO - Training: cls_zice: 50.38412830287203; reg_zipnll: 165.61924906929232; aux_mae_loss_1: 96.71654339866345; aux_mae_loss_2: 13.501635878128994; aux_mae_loss_4: 1.9029366744054927; cnt_loss: 5.006283982783786; 2025-08-14 01:20:13,191 - INFO - Evaluation: Curr mae: 59.1137; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 520.4920; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1179; Best nae: 0.1131; 0.1147; 0.1166; 0.1169; 0.1170; 2025-08-14 01:20:13,191 - INFO - Epoch: 1298 / 1300 lr: 1.005e-06 2025-08-14 01:21:50,417 - INFO - Training: cls_zice: 50.198540221296426; reg_zipnll: 167.2752075489505; aux_mae_loss_1: 94.87879511874868; aux_mae_loss_2: 13.243174437385598; aux_mae_loss_4: 1.855891041706644; cnt_loss: 4.659022250564669; 2025-08-14 01:21:50,418 - INFO - Evaluation: Curr mae: 58.8700; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 510.1937; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1196; Best nae: 0.1131; 0.1147; 0.1166; 0.1169; 0.1170; 2025-08-14 01:21:50,418 - INFO - Epoch: 1299 / 1300 lr: 1.002e-06 2025-08-14 01:23:29,496 - INFO - Training: cls_zice: 48.42767308365104; reg_zipnll: 174.15487837607571; aux_mae_loss_1: 95.28667860104676; aux_mae_loss_2: 13.29217888640867; aux_mae_loss_4: 1.86401821906585; cnt_loss: 5.222974333940864; 2025-08-14 01:23:29,497 - INFO - Evaluation: Curr mae: 56.7120; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 480.0441; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1211; Best nae: 0.1131; 0.1147; 0.1166; 0.1169; 0.1170; 2025-08-14 01:23:29,497 - INFO - Epoch: 1300 / 1300 lr: 1.001e-06 2025-08-14 01:25:08,601 - INFO - Training: cls_zice: 49.74433646188297; reg_zipnll: 175.09816637014669; aux_mae_loss_1: 96.6762735126564; aux_mae_loss_2: 13.540867226289294; aux_mae_loss_4: 1.893820216998956; cnt_loss: 5.091176605316544; 2025-08-14 01:25:08,602 - INFO - Evaluation: Curr mae: 56.5037; Best mae: 46.7472; 48.8255; 49.5303; 50.1010; 50.6579; Curr rmse: 480.6761; Best rmse: 145.3263; 151.5457; 167.2516; 169.4984; 202.3827; Curr nae: 0.1181; Best nae: 0.1131; 0.1147; 0.1166; 0.1169; 0.1170;