2025-05-15 10:30:39,340 - INFO - model_name : mobilenetv4_conv_small_050 block_size : 16 clip_weight_name: None num_vpt : None vpt_drop : None dataset : sha input_size : 448 batch_size : 8 num_crops : 1 aug_min_scale : 0.75 aug_max_scale : 2.0 aug_brightness : 0.15 aug_contrast : 0.15 aug_saturation : 0.1 aug_hue : 0.0 aug_kernel_size: None aug_saltiness : 0.001 aug_spiciness : 0.001 aug_blur_prob : 0.0 sliding_window : False stride : 448 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 : 0.025 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 backbone_lr : 0.0001 weight_decay : 0.0001 vpt_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 : ebc_p_16_448x1_msmae total_epochs : 1300 eval_start : 100 eval_freq : 0.25 save_freq : 50 save_best_k : 5 amp : True num_workers : 4 local_rank : -1 seed : 42 nprocs : 1 ckpt_dir : /home/yiming/Code/CLIP-EBC-Dev/checkpoints/sha/ebc_p_16_448x1_msmae 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, 10.0), (11.0, 12.0), (13.0, 14.0), (15.0, inf)] bin_centers : [0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.384243666715479, 13.37313153961136, 16.21761827079935] bin_counts : [182715307, 25282990, 3723241, 1075878, 428683, 212379, 116019, 66336, 38808, 22851, 13845, 13658, 5352, 3065] 2025-05-15 10:30:39,342 - INFO - Epoch: 0001 / 1300 lr: 1.000e-05 2025-05-15 10:30:43,174 - INFO - Training: cls_zice: 1213.0144299958881; reg_zipnll: 3082.3272255345396; aux_mae_loss_1: 627.1076057835629; aux_mae_loss_2: 141.39069527073912; aux_mae_loss_4: 29.908695220947266; cnt_loss: 271.1452845523232; 2025-05-15 10:30:43,174 - INFO - Epoch: 0002 / 1300 lr: 1.096e-05 2025-05-15 10:30:45,767 - INFO - Training: cls_zice: 980.9152093184622; reg_zipnll: 2557.465258146587; aux_mae_loss_1: 607.599200600072; aux_mae_loss_2: 133.00568369815224; aux_mae_loss_4: 27.389225959777832; cnt_loss: 248.0392524317691; 2025-05-15 10:30:45,768 - INFO - Epoch: 0003 / 1300 lr: 1.202e-05 2025-05-15 10:30:48,560 - INFO - Training: cls_zice: 739.1841253983347; reg_zipnll: 1908.4391688296669; aux_mae_loss_1: 572.5502014160156; aux_mae_loss_2: 124.18329138504832; aux_mae_loss_4: 25.951137291757686; cnt_loss: 264.0750288712351; 2025-05-15 10:30:48,560 - INFO - Epoch: 0004 / 1300 lr: 1.318e-05 2025-05-15 10:30:51,152 - INFO - Training: cls_zice: 566.1658815082751; reg_zipnll: 1419.9054565429688; aux_mae_loss_1: 487.35500697085735; aux_mae_loss_2: 105.00551846152858; aux_mae_loss_4: 22.413149281551963; cnt_loss: 236.32564645064505; 2025-05-15 10:30:51,153 - INFO - Epoch: 0005 / 1300 lr: 1.445e-05 2025-05-15 10:30:53,744 - INFO - Training: cls_zice: 505.2608947753906; reg_zipnll: 1231.588952315481; aux_mae_loss_1: 464.8771370335629; aux_mae_loss_2: 99.71557938425164; aux_mae_loss_4: 21.530983924865723; cnt_loss: 233.3787701255397; 2025-05-15 10:30:53,744 - INFO - Epoch: 0006 / 1300 lr: 1.585e-05 2025-05-15 10:30:56,387 - INFO - Training: cls_zice: 401.85233547813016; reg_zipnll: 1043.920834189967; aux_mae_loss_1: 422.07999139083057; aux_mae_loss_2: 88.04802683780068; aux_mae_loss_4: 18.76270153647975; cnt_loss: 198.11641331722862; 2025-05-15 10:30:56,387 - INFO - Epoch: 0007 / 1300 lr: 1.738e-05 2025-05-15 10:30:59,085 - INFO - Training: cls_zice: 363.92193643670333; reg_zipnll: 947.7086004959909; aux_mae_loss_1: 403.79236080772; aux_mae_loss_2: 82.61059710853978; aux_mae_loss_4: 17.49712078194869; cnt_loss: 179.5633703532972; 2025-05-15 10:30:59,086 - INFO - Epoch: 0008 / 1300 lr: 1.905e-05 2025-05-15 10:31:01,735 - INFO - Training: cls_zice: 302.10607990465667; reg_zipnll: 861.5170352333471; aux_mae_loss_1: 382.807203594007; aux_mae_loss_2: 77.13618258426064; aux_mae_loss_4: 16.369254538887425; cnt_loss: 170.76921683863588; 2025-05-15 10:31:01,735 - INFO - Epoch: 0009 / 1300 lr: 2.089e-05 2025-05-15 10:31:04,422 - INFO - Training: cls_zice: 279.06830878006787; reg_zipnll: 755.7157640959088; aux_mae_loss_1: 365.9560948422081; aux_mae_loss_2: 71.670949534366; aux_mae_loss_4: 14.938516993271676; cnt_loss: 158.3209752534565; 2025-05-15 10:31:04,422 - INFO - Epoch: 0010 / 1300 lr: 2.291e-05 2025-05-15 10:31:07,156 - INFO - Training: cls_zice: 243.86036240427117; reg_zipnll: 684.7332016794305; aux_mae_loss_1: 351.93564967105266; aux_mae_loss_2: 67.65782898350766; aux_mae_loss_4: 13.968553292123895; cnt_loss: 146.55894811529862; 2025-05-15 10:31:07,157 - INFO - Epoch: 0011 / 1300 lr: 2.512e-05 2025-05-15 10:31:09,956 - INFO - Training: cls_zice: 225.20174207185445; reg_zipnll: 636.6315267462479; aux_mae_loss_1: 341.9279953806024; aux_mae_loss_2: 64.92956030996223; aux_mae_loss_4: 13.26066709819593; cnt_loss: 134.7407112121582; 2025-05-15 10:31:09,957 - INFO - Epoch: 0012 / 1300 lr: 2.754e-05 2025-05-15 10:31:12,644 - INFO - Training: cls_zice: 213.43453015779195; reg_zipnll: 585.2826843261719; aux_mae_loss_1: 336.85320241827714; aux_mae_loss_2: 64.26803558751156; aux_mae_loss_4: 13.39257025718689; cnt_loss: 147.89773238332648; 2025-05-15 10:31:12,644 - INFO - Epoch: 0013 / 1300 lr: 3.020e-05 2025-05-15 10:31:15,294 - INFO - Training: cls_zice: 201.39463725842927; reg_zipnll: 575.6420191714639; aux_mae_loss_1: 314.6463434319747; aux_mae_loss_2: 57.0518240677683; aux_mae_loss_4: 11.42754410442553; cnt_loss: 122.70384437159488; 2025-05-15 10:31:15,294 - INFO - Epoch: 0014 / 1300 lr: 3.311e-05 2025-05-15 10:31:17,946 - INFO - Training: cls_zice: 188.43898893657484; reg_zipnll: 523.5416356136924; aux_mae_loss_1: 318.13138821250516; aux_mae_loss_2: 58.514631170975534; aux_mae_loss_4: 11.827964205490915; cnt_loss: 129.91219962270637; 2025-05-15 10:31:17,947 - INFO - Epoch: 0015 / 1300 lr: 3.631e-05 2025-05-15 10:31:20,715 - INFO - Training: cls_zice: 186.30628866898385; reg_zipnll: 498.8969333046361; aux_mae_loss_1: 318.45321494654604; aux_mae_loss_2: 58.30637610586066; aux_mae_loss_4: 11.923036650607461; cnt_loss: 132.6414314069246; 2025-05-15 10:31:20,716 - INFO - Epoch: 0016 / 1300 lr: 3.981e-05 2025-05-15 10:31:23,463 - INFO - Training: cls_zice: 159.32147156564812; reg_zipnll: 468.2984506707442; aux_mae_loss_1: 301.81794899388365; aux_mae_loss_2: 54.64492597078022; aux_mae_loss_4: 11.023679005472284; cnt_loss: 119.84482654772307; 2025-05-15 10:31:23,464 - INFO - Epoch: 0017 / 1300 lr: 4.365e-05 2025-05-15 10:31:26,228 - INFO - Training: cls_zice: 155.56230896397642; reg_zipnll: 464.46335240414265; aux_mae_loss_1: 286.5994604010331; aux_mae_loss_2: 50.654972779123405; aux_mae_loss_4: 10.154073903435155; cnt_loss: 105.57833500912315; 2025-05-15 10:31:26,228 - INFO - Epoch: 0018 / 1300 lr: 4.786e-05 2025-05-15 10:31:28,793 - INFO - Training: cls_zice: 172.80710380955747; reg_zipnll: 486.09427442048724; aux_mae_loss_1: 298.6778982062089; aux_mae_loss_2: 53.42414103056255; aux_mae_loss_4: 10.74794848341691; cnt_loss: 109.82782845748098; 2025-05-15 10:31:28,793 - INFO - Epoch: 0019 / 1300 lr: 5.248e-05 2025-05-15 10:31:31,448 - INFO - Training: cls_zice: 161.45314116227; reg_zipnll: 428.5705052425987; aux_mae_loss_1: 298.07998255679485; aux_mae_loss_2: 52.73160046025326; aux_mae_loss_4: 10.68596541254144; cnt_loss: 112.92305916234066; 2025-05-15 10:31:31,448 - INFO - Epoch: 0020 / 1300 lr: 5.754e-05 2025-05-15 10:31:34,233 - INFO - Training: cls_zice: 170.21327450400904; reg_zipnll: 446.85442271985505; aux_mae_loss_1: 300.1441023977179; aux_mae_loss_2: 53.04479799772564; aux_mae_loss_4: 10.737569495251304; cnt_loss: 114.37939633821186; 2025-05-15 10:31:34,234 - INFO - Epoch: 0021 / 1300 lr: 6.310e-05 2025-05-15 10:31:36,934 - INFO - Training: cls_zice: 157.01781543932464; reg_zipnll: 423.2173694811369; aux_mae_loss_1: 293.57170546682255; aux_mae_loss_2: 52.26255968997353; aux_mae_loss_4: 10.558083496595684; cnt_loss: 120.46211403294613; 2025-05-15 10:31:36,934 - INFO - Epoch: 0022 / 1300 lr: 6.918e-05 2025-05-15 10:31:39,667 - INFO - Training: cls_zice: 148.18992845635665; reg_zipnll: 409.6209315249794; aux_mae_loss_1: 287.14842143811677; aux_mae_loss_2: 49.58655879372045; aux_mae_loss_4: 9.749926240820633; cnt_loss: 106.27988840404309; 2025-05-15 10:31:39,668 - INFO - Epoch: 0023 / 1300 lr: 7.586e-05 2025-05-15 10:31:42,430 - INFO - Training: cls_zice: 158.898193359375; reg_zipnll: 414.97665244654604; aux_mae_loss_1: 289.74710002698396; aux_mae_loss_2: 48.42839993928608; aux_mae_loss_4: 9.440118777124505; cnt_loss: 98.82842636108398; 2025-05-15 10:31:42,430 - INFO - Epoch: 0024 / 1300 lr: 8.318e-05 2025-05-15 10:31:45,079 - INFO - Training: cls_zice: 141.31010878713508; reg_zipnll: 411.62516021728516; aux_mae_loss_1: 282.39538453754625; aux_mae_loss_2: 48.39364342940481; aux_mae_loss_4: 9.458212199964022; cnt_loss: 101.95888188010768; 2025-05-15 10:31:45,079 - INFO - Epoch: 0025 / 1300 lr: 9.120e-05 2025-05-15 10:31:47,926 - INFO - Training: cls_zice: 156.05501471067728; reg_zipnll: 404.34123671682255; aux_mae_loss_1: 294.1254003424394; aux_mae_loss_2: 50.95418292597721; aux_mae_loss_4: 10.091366378884567; cnt_loss: 111.94595537687603; 2025-05-15 10:31:47,926 - INFO - Epoch: 0026 / 1300 lr: 1.000e-04 2025-05-15 10:31:50,574 - INFO - Training: cls_zice: 152.74951834427682; reg_zipnll: 404.74070157502825; aux_mae_loss_1: 283.113734596654; aux_mae_loss_2: 48.81361098038523; aux_mae_loss_4: 9.604585760518125; cnt_loss: 101.55470642290618; 2025-05-15 10:31:50,575 - INFO - Epoch: 0027 / 1300 lr: 9.055e-05 2025-05-15 10:31:53,450 - INFO - Training: cls_zice: 164.87558264481393; reg_zipnll: 377.6247265464381; aux_mae_loss_1: 300.6400857222708; aux_mae_loss_2: 54.03306429009689; aux_mae_loss_4: 11.14439118535895; cnt_loss: 134.9964229182193; 2025-05-15 10:31:53,451 - INFO - Epoch: 0028 / 1300 lr: 6.580e-05 2025-05-15 10:31:56,114 - INFO - Training: cls_zice: 137.22503742418792; reg_zipnll: 393.05039978027344; aux_mae_loss_1: 272.00229805394224; aux_mae_loss_2: 46.233258498342416; aux_mae_loss_4: 8.93172496243527; cnt_loss: 96.44288544905812; 2025-05-15 10:31:56,115 - INFO - Epoch: 0029 / 1300 lr: 3.520e-05 2025-05-15 10:31:58,759 - INFO - Training: cls_zice: 147.53838167692484; reg_zipnll: 369.2735732229132; aux_mae_loss_1: 281.3458392494603; aux_mae_loss_2: 46.730032770257246; aux_mae_loss_4: 8.920601832239251; cnt_loss: 99.66428837023284; 2025-05-15 10:31:58,760 - INFO - Epoch: 0030 / 1300 lr: 1.045e-05 2025-05-15 10:32:01,545 - INFO - Training: cls_zice: 153.16349099811754; reg_zipnll: 370.5207860846269; aux_mae_loss_1: 285.7278542769583; aux_mae_loss_2: 47.9332732652363; aux_mae_loss_4: 9.265400346956755; cnt_loss: 106.39581840916684; 2025-05-15 10:32:01,545 - INFO - Epoch: 0031 / 1300 lr: 1.000e-04 2025-05-15 10:32:04,354 - INFO - Training: cls_zice: 145.3236494566265; reg_zipnll: 377.3388812416478; aux_mae_loss_1: 274.61748705412214; aux_mae_loss_2: 45.6025454370599; aux_mae_loss_4: 8.780154868176108; cnt_loss: 95.9045658613506; 2025-05-15 10:32:04,355 - INFO - Epoch: 0032 / 1300 lr: 9.758e-05 2025-05-15 10:32:07,047 - INFO - Training: cls_zice: 156.8459812967401; reg_zipnll: 380.1264170596474; aux_mae_loss_1: 290.7904394049394; aux_mae_loss_2: 49.9697524622867; aux_mae_loss_4: 9.917628965879741; cnt_loss: 112.79971182973762; 2025-05-15 10:32:07,048 - INFO - Epoch: 0033 / 1300 lr: 9.055e-05 2025-05-15 10:32:09,721 - INFO - Training: cls_zice: 147.7528096249229; reg_zipnll: 386.0879175286544; aux_mae_loss_1: 280.78734387849505; aux_mae_loss_2: 48.72264701441715; aux_mae_loss_4: 9.774367006201492; cnt_loss: 120.04067079644454; 2025-05-15 10:32:09,722 - INFO - Epoch: 0034 / 1300 lr: 7.960e-05 2025-05-15 10:32:12,435 - INFO - Training: cls_zice: 142.66185198332133; reg_zipnll: 383.53160356220445; aux_mae_loss_1: 277.8444454795436; aux_mae_loss_2: 48.03555237619501; aux_mae_loss_4: 9.637115152258621; cnt_loss: 114.40028050071315; 2025-05-15 10:32:12,435 - INFO - Epoch: 0035 / 1300 lr: 6.580e-05 2025-05-15 10:32:15,118 - INFO - Training: cls_zice: 139.89149153859992; reg_zipnll: 364.69529724121094; aux_mae_loss_1: 268.54943124871505; aux_mae_loss_2: 44.0989875793457; aux_mae_loss_4: 8.348056768116198; cnt_loss: 91.28705807736046; 2025-05-15 10:32:15,118 - INFO - Epoch: 0036 / 1300 lr: 5.050e-05 2025-05-15 10:32:17,850 - INFO - Training: cls_zice: 141.2025883323268; reg_zipnll: 366.70274071944385; aux_mae_loss_1: 269.66321322792453; aux_mae_loss_2: 43.88598542464407; aux_mae_loss_4: 8.281069768102546; cnt_loss: 91.04435699864437; 2025-05-15 10:32:17,851 - INFO - Epoch: 0037 / 1300 lr: 3.520e-05 2025-05-15 10:32:20,486 - INFO - Training: cls_zice: 137.06159180089048; reg_zipnll: 360.93731388292815; aux_mae_loss_1: 270.42185693038135; aux_mae_loss_2: 43.12324513887104; aux_mae_loss_4: 8.021308447185316; cnt_loss: 84.81060765918933; 2025-05-15 10:32:20,486 - INFO - Epoch: 0038 / 1300 lr: 2.140e-05 2025-05-15 10:32:23,176 - INFO - Training: cls_zice: 142.9754790255898; reg_zipnll: 356.9876229135614; aux_mae_loss_1: 272.0169557270251; aux_mae_loss_2: 43.84686459993061; aux_mae_loss_4: 8.279352351238852; cnt_loss: 90.76812342593544; 2025-05-15 10:32:23,177 - INFO - Epoch: 0039 / 1300 lr: 1.045e-05 2025-05-15 10:32:25,937 - INFO - Training: cls_zice: 138.6081938994558; reg_zipnll: 365.4880929244192; aux_mae_loss_1: 264.3917445132607; aux_mae_loss_2: 42.099786607842695; aux_mae_loss_4: 7.780314721559224; cnt_loss: 80.23982022937976; 2025-05-15 10:32:25,938 - INFO - Epoch: 0040 / 1300 lr: 3.423e-06 2025-05-15 10:32:28,630 - INFO - Training: cls_zice: 156.08433362057335; reg_zipnll: 360.5229118748715; aux_mae_loss_1: 277.54243388928865; aux_mae_loss_2: 44.02745186655145; aux_mae_loss_4: 8.161063984820718; cnt_loss: 86.00257607510216; 2025-05-15 10:32:28,630 - INFO - Epoch: 0041 / 1300 lr: 1.000e-04 2025-05-15 10:32:31,385 - INFO - Training: cls_zice: 136.47517942127428; reg_zipnll: 365.9982739498741; aux_mae_loss_1: 268.8513039036801; aux_mae_loss_2: 44.71323746129086; aux_mae_loss_4: 8.676017096168117; cnt_loss: 96.65526440269069; 2025-05-15 10:32:31,385 - INFO - Epoch: 0042 / 1300 lr: 9.939e-05 2025-05-15 10:32:34,053 - INFO - Training: cls_zice: 149.18687298423364; reg_zipnll: 369.7524289582905; aux_mae_loss_1: 273.20206732498974; aux_mae_loss_2: 45.36384858583149; aux_mae_loss_4: 8.791948996092144; cnt_loss: 98.68653382753071; 2025-05-15 10:32:34,054 - INFO - Epoch: 0043 / 1300 lr: 9.758e-05 2025-05-15 10:32:36,694 - INFO - Training: cls_zice: 133.34466733430563; reg_zipnll: 361.68006656044406; aux_mae_loss_1: 269.9685395893298; aux_mae_loss_2: 43.19222681145919; aux_mae_loss_4: 8.180547701685052; cnt_loss: 90.098288435685; 2025-05-15 10:32:36,695 - INFO - Epoch: 0044 / 1300 lr: 9.460e-05 2025-05-15 10:32:39,372 - INFO - Training: cls_zice: 131.10549063431588; reg_zipnll: 348.48662286055713; aux_mae_loss_1: 267.85977654708057; aux_mae_loss_2: 43.430115398607754; aux_mae_loss_4: 8.189713647491054; cnt_loss: 88.87791131672107; 2025-05-15 10:32:39,372 - INFO - Epoch: 0045 / 1300 lr: 9.055e-05 2025-05-15 10:32:42,100 - INFO - Training: cls_zice: 135.87231465389854; reg_zipnll: 363.4329607110274; aux_mae_loss_1: 264.14456939697266; aux_mae_loss_2: 41.54022728769403; aux_mae_loss_4: 7.717560253645244; cnt_loss: 80.42994720057438; 2025-05-15 10:32:42,101 - INFO - Epoch: 0046 / 1300 lr: 8.550e-05 2025-05-15 10:32:44,917 - INFO - Training: cls_zice: 146.91522171622827; reg_zipnll: 336.31335368909333; aux_mae_loss_1: 276.32379150390625; aux_mae_loss_2: 44.77728166078266; aux_mae_loss_4: 8.494748466893247; cnt_loss: 92.14423410516036; 2025-05-15 10:32:44,917 - INFO - Epoch: 0047 / 1300 lr: 7.960e-05 2025-05-15 10:32:47,600 - INFO - Training: cls_zice: 142.16861754969545; reg_zipnll: 356.5961998387387; aux_mae_loss_1: 278.0610516196803; aux_mae_loss_2: 44.720803009836295; aux_mae_loss_4: 8.467467132367586; cnt_loss: 96.24763915413304; 2025-05-15 10:32:47,601 - INFO - Epoch: 0048 / 1300 lr: 7.297e-05 2025-05-15 10:32:50,276 - INFO - Training: cls_zice: 146.73944332725122; reg_zipnll: 348.2964842946906; aux_mae_loss_1: 271.75207358912417; aux_mae_loss_2: 44.157016603570234; aux_mae_loss_4: 8.304638944174114; cnt_loss: 90.29908413636058; 2025-05-15 10:32:50,276 - INFO - Epoch: 0049 / 1300 lr: 6.580e-05 2025-05-15 10:32:53,019 - INFO - Training: cls_zice: 127.26298412523772; reg_zipnll: 365.445785924008; aux_mae_loss_1: 256.84795941804583; aux_mae_loss_2: 40.13498793150249; aux_mae_loss_4: 7.363246604015953; cnt_loss: 76.14190653750771; 2025-05-15 10:32:53,020 - INFO - Epoch: 0050 / 1300 lr: 5.824e-05 2025-05-15 10:32:55,891 - INFO - Training: cls_zice: 139.52656314247534; reg_zipnll: 353.902931614926; aux_mae_loss_1: 266.69878507915297; aux_mae_loss_2: 41.714648045991595; aux_mae_loss_4: 7.7137134075164795; cnt_loss: 84.22133987828305; 2025-05-15 10:32:55,927 - INFO - Epoch: 0051 / 1300 lr: 5.050e-05 2025-05-15 10:32:58,633 - INFO - Training: cls_zice: 135.23909378051758; reg_zipnll: 345.24027493125516; aux_mae_loss_1: 271.47200172825865; aux_mae_loss_2: 41.48248973645662; aux_mae_loss_4: 7.443456085104692; cnt_loss: 76.12391451785439; 2025-05-15 10:32:58,634 - INFO - Epoch: 0052 / 1300 lr: 4.276e-05 2025-05-15 10:33:01,263 - INFO - Training: cls_zice: 125.16889562104878; reg_zipnll: 337.84564269216435; aux_mae_loss_1: 251.91893005371094; aux_mae_loss_2: 38.50997869591964; aux_mae_loss_4: 6.8246375887017505; cnt_loss: 67.27570488578395; 2025-05-15 10:33:01,263 - INFO - Epoch: 0053 / 1300 lr: 3.520e-05 2025-05-15 10:33:03,941 - INFO - Training: cls_zice: 146.68076946860864; reg_zipnll: 343.5724840666118; aux_mae_loss_1: 265.9540328979492; aux_mae_loss_2: 41.17134315089176; aux_mae_loss_4: 7.4651387365240796; cnt_loss: 75.36331974832635; 2025-05-15 10:33:03,942 - INFO - Epoch: 0054 / 1300 lr: 2.803e-05 2025-05-15 10:33:06,626 - INFO - Training: cls_zice: 134.504699807418; reg_zipnll: 336.0709188360917; aux_mae_loss_1: 261.72786110325865; aux_mae_loss_2: 40.77321815490723; aux_mae_loss_4: 7.435050600453427; cnt_loss: 77.22622801128186; 2025-05-15 10:33:06,626 - INFO - Epoch: 0055 / 1300 lr: 2.140e-05 2025-05-15 10:33:09,430 - INFO - Training: cls_zice: 132.26841595298364; reg_zipnll: 343.27441868029143; aux_mae_loss_1: 255.61503641228927; aux_mae_loss_2: 38.24378927130448; aux_mae_loss_4: 6.621072982486925; cnt_loss: 60.91589822267231; 2025-05-15 10:33:09,430 - INFO - Epoch: 0056 / 1300 lr: 1.550e-05 2025-05-15 10:33:12,120 - INFO - Training: cls_zice: 125.64884491970665; reg_zipnll: 348.05349390130294; aux_mae_loss_1: 256.35617988987974; aux_mae_loss_2: 39.39877449838739; aux_mae_loss_4: 7.014532992714329; cnt_loss: 68.0394727305362; 2025-05-15 10:33:12,121 - INFO - Epoch: 0057 / 1300 lr: 1.045e-05 2025-05-15 10:33:14,744 - INFO - Training: cls_zice: 129.9070930480957; reg_zipnll: 336.8593043277138; aux_mae_loss_1: 256.3241247879831; aux_mae_loss_2: 39.01385442834152; aux_mae_loss_4: 6.979628838990864; cnt_loss: 70.00057606948049; 2025-05-15 10:33:14,745 - INFO - Epoch: 0058 / 1300 lr: 6.395e-06 2025-05-15 10:33:17,500 - INFO - Training: cls_zice: 132.61073945697984; reg_zipnll: 331.34221207468136; aux_mae_loss_1: 257.37091064453125; aux_mae_loss_2: 38.69459021718878; aux_mae_loss_4: 6.726155406550357; cnt_loss: 63.93382714924059; 2025-05-15 10:33:17,500 - INFO - Epoch: 0059 / 1300 lr: 3.423e-06 2025-05-15 10:33:20,321 - INFO - Training: cls_zice: 124.85981308786492; reg_zipnll: 344.6342917994449; aux_mae_loss_1: 253.42112531160055; aux_mae_loss_2: 37.55218480762682; aux_mae_loss_4: 6.550828745490627; cnt_loss: 61.803661697789245; 2025-05-15 10:33:20,322 - INFO - Epoch: 0060 / 1300 lr: 1.609e-06 2025-05-15 10:33:23,059 - INFO - Training: cls_zice: 136.59883669803017; reg_zipnll: 329.79628392269734; aux_mae_loss_1: 264.3311763562654; aux_mae_loss_2: 40.2902055037649; aux_mae_loss_4: 7.09204457935534; cnt_loss: 69.15192011782997; 2025-05-15 10:33:23,059 - INFO - Epoch: 0061 / 1300 lr: 1.000e-04 2025-05-15 10:33:25,844 - INFO - Training: cls_zice: 135.5516855340255; reg_zipnll: 347.11188035262256; aux_mae_loss_1: 262.18171651739823; aux_mae_loss_2: 41.20676276558324; aux_mae_loss_4: 7.575931737297459; cnt_loss: 76.83512788069875; 2025-05-15 10:33:25,844 - INFO - Epoch: 0062 / 1300 lr: 9.985e-05 2025-05-15 10:33:28,566 - INFO - Training: cls_zice: 137.81384598581414; reg_zipnll: 348.59988925331515; aux_mae_loss_1: 270.8821395070929; aux_mae_loss_2: 44.95518343072189; aux_mae_loss_4: 8.703667326977378; cnt_loss: 94.70799461163972; 2025-05-15 10:33:28,566 - INFO - Epoch: 0063 / 1300 lr: 9.939e-05 2025-05-15 10:33:31,332 - INFO - Training: cls_zice: 139.65097397252134; reg_zipnll: 347.549395912572; aux_mae_loss_1: 274.6113590441252; aux_mae_loss_2: 45.33295807085539; aux_mae_loss_4: 8.786290344439054; cnt_loss: 98.1883806931345; 2025-05-15 10:33:31,332 - INFO - Epoch: 0064 / 1300 lr: 9.863e-05 2025-05-15 10:33:34,084 - INFO - Training: cls_zice: 140.16542765968725; reg_zipnll: 364.969861080772; aux_mae_loss_1: 280.32629033138875; aux_mae_loss_2: 46.56587550514623; aux_mae_loss_4: 9.134737504156012; cnt_loss: 107.06052790190044; 2025-05-15 10:33:34,085 - INFO - Epoch: 0065 / 1300 lr: 9.758e-05 2025-05-15 10:33:36,817 - INFO - Training: cls_zice: 136.33512948688707; reg_zipnll: 337.3110747086374; aux_mae_loss_1: 266.94116371556333; aux_mae_loss_2: 41.66410611805163; aux_mae_loss_4: 7.660849558679681; cnt_loss: 76.4911272149337; 2025-05-15 10:33:36,817 - INFO - Epoch: 0066 / 1300 lr: 9.623e-05 2025-05-15 10:33:39,556 - INFO - Training: cls_zice: 139.4094410444561; reg_zipnll: 347.5909783212762; aux_mae_loss_1: 266.3107480500874; aux_mae_loss_2: 42.625353712784616; aux_mae_loss_4: 8.065177051644577; cnt_loss: 89.3994486959357; 2025-05-15 10:33:39,556 - INFO - Epoch: 0067 / 1300 lr: 9.460e-05 2025-05-15 10:33:42,359 - INFO - Training: cls_zice: 135.62197326358995; reg_zipnll: 348.8237617894223; aux_mae_loss_1: 261.97212339702406; aux_mae_loss_2: 41.593921410410026; aux_mae_loss_4: 7.8775982103849715; cnt_loss: 85.11766855340255; 2025-05-15 10:33:42,359 - INFO - Epoch: 0068 / 1300 lr: 9.271e-05 2025-05-15 10:33:45,060 - INFO - Training: cls_zice: 128.95943179883454; reg_zipnll: 330.84072494506836; aux_mae_loss_1: 256.9573830052426; aux_mae_loss_2: 39.90020034187719; aux_mae_loss_4: 7.3056135554062696; cnt_loss: 72.46646489595112; 2025-05-15 10:33:45,060 - INFO - Epoch: 0069 / 1300 lr: 9.055e-05 2025-05-15 10:33:47,718 - INFO - Training: cls_zice: 126.69825488642643; reg_zipnll: 360.95510462710735; aux_mae_loss_1: 266.2995645623458; aux_mae_loss_2: 42.183310107180944; aux_mae_loss_4: 7.919864064768741; cnt_loss: 85.62585534547505; 2025-05-15 10:33:47,719 - INFO - Epoch: 0070 / 1300 lr: 8.814e-05 2025-05-15 10:33:50,349 - INFO - Training: cls_zice: 140.98886791028474; reg_zipnll: 340.20397587826375; aux_mae_loss_1: 266.5311548333419; aux_mae_loss_2: 42.10578717683491; aux_mae_loss_4: 7.932917921166671; cnt_loss: 91.55599006853606; 2025-05-15 10:33:50,349 - INFO - Epoch: 0071 / 1300 lr: 8.550e-05 2025-05-15 10:33:53,034 - INFO - Training: cls_zice: 132.6074602227462; reg_zipnll: 330.4457871286493; aux_mae_loss_1: 259.6606955277292; aux_mae_loss_2: 40.78837525217157; aux_mae_loss_4: 7.479956790020592; cnt_loss: 76.87501380318089; 2025-05-15 10:33:53,034 - INFO - Epoch: 0072 / 1300 lr: 8.265e-05 2025-05-15 10:33:55,682 - INFO - Training: cls_zice: 135.34725088822213; reg_zipnll: 325.99033516331724; aux_mae_loss_1: 261.9207783749229; aux_mae_loss_2: 41.05938540006939; aux_mae_loss_4: 7.532875073583503; cnt_loss: 77.75498696377403; 2025-05-15 10:33:55,682 - INFO - Epoch: 0073 / 1300 lr: 7.960e-05 2025-05-15 10:33:58,445 - INFO - Training: cls_zice: 141.05159588863975; reg_zipnll: 327.26281818590667; aux_mae_loss_1: 264.6127909610146; aux_mae_loss_2: 41.30710190220883; aux_mae_loss_4: 7.580617703889546; cnt_loss: 77.96910828038266; 2025-05-15 10:33:58,445 - INFO - Epoch: 0074 / 1300 lr: 7.636e-05 2025-05-15 10:34:01,066 - INFO - Training: cls_zice: 133.18894649806776; reg_zipnll: 331.574996145148; aux_mae_loss_1: 262.3302222804019; aux_mae_loss_2: 40.50620244678698; aux_mae_loss_4: 7.371316683919806; cnt_loss: 76.01569351397063; 2025-05-15 10:34:01,066 - INFO - Epoch: 0075 / 1300 lr: 7.297e-05 2025-05-15 10:34:03,813 - INFO - Training: cls_zice: 137.43557829605905; reg_zipnll: 336.7306787591231; aux_mae_loss_1: 268.5452282554225; aux_mae_loss_2: 42.64014369563053; aux_mae_loss_4: 7.984321004466007; cnt_loss: 89.0719431325009; 2025-05-15 10:34:03,813 - INFO - Epoch: 0076 / 1300 lr: 6.944e-05 2025-05-15 10:34:06,479 - INFO - Training: cls_zice: 136.91131210327148; reg_zipnll: 349.6342909963507; aux_mae_loss_1: 258.6717533312346; aux_mae_loss_2: 40.50498430352462; aux_mae_loss_4: 7.4895852992409155; cnt_loss: 79.71610832214355; 2025-05-15 10:34:06,480 - INFO - Epoch: 0077 / 1300 lr: 6.580e-05 2025-05-15 10:34:09,148 - INFO - Training: cls_zice: 124.89496702896922; reg_zipnll: 334.7739769785028; aux_mae_loss_1: 246.8096241198088; aux_mae_loss_2: 36.766075134277344; aux_mae_loss_4: 6.424692593122783; cnt_loss: 62.40712190929212; 2025-05-15 10:34:09,148 - INFO - Epoch: 0078 / 1300 lr: 6.206e-05 2025-05-15 10:34:11,826 - INFO - Training: cls_zice: 127.78192178826583; reg_zipnll: 323.6736462241725; aux_mae_loss_1: 255.50983509264495; aux_mae_loss_2: 38.43738545869526; aux_mae_loss_4: 6.813841556247912; cnt_loss: 66.95177128440456; 2025-05-15 10:34:11,827 - INFO - Epoch: 0079 / 1300 lr: 5.824e-05 2025-05-15 10:34:14,482 - INFO - Training: cls_zice: 133.82272584814774; reg_zipnll: 324.06202496980364; aux_mae_loss_1: 258.6380723652087; aux_mae_loss_2: 39.43564560538844; aux_mae_loss_4: 7.086867558328729; cnt_loss: 69.01614259418689; 2025-05-15 10:34:14,482 - INFO - Epoch: 0080 / 1300 lr: 5.438e-05 2025-05-15 10:34:17,132 - INFO - Training: cls_zice: 128.53863425003854; reg_zipnll: 323.8459299991005; aux_mae_loss_1: 256.32940673828125; aux_mae_loss_2: 38.483348294308314; aux_mae_loss_4: 6.838363860782824; cnt_loss: 67.59096170726575; 2025-05-15 10:34:17,132 - INFO - Epoch: 0081 / 1300 lr: 5.050e-05 2025-05-15 10:34:19,763 - INFO - Training: cls_zice: 133.9362210725483; reg_zipnll: 353.8128258554559; aux_mae_loss_1: 256.8394197162829; aux_mae_loss_2: 40.32728581679495; aux_mae_loss_4: 7.629292400259721; cnt_loss: 89.98669318148964; 2025-05-15 10:34:19,763 - INFO - Epoch: 0082 / 1300 lr: 4.662e-05 2025-05-15 10:34:22,353 - INFO - Training: cls_zice: 127.67155737625926; reg_zipnll: 343.0383834838867; aux_mae_loss_1: 253.21143100136206; aux_mae_loss_2: 37.46385689785606; aux_mae_loss_4: 6.58094070459667; cnt_loss: 63.804535363849844; 2025-05-15 10:34:22,353 - INFO - Epoch: 0083 / 1300 lr: 4.276e-05 2025-05-15 10:34:25,070 - INFO - Training: cls_zice: 128.2080360211824; reg_zipnll: 319.734198118511; aux_mae_loss_1: 250.03381709048622; aux_mae_loss_2: 37.00790580950285; aux_mae_loss_4: 6.422081821843197; cnt_loss: 61.05678710184599; 2025-05-15 10:34:25,071 - INFO - Epoch: 0084 / 1300 lr: 3.894e-05 2025-05-15 10:34:27,637 - INFO - Training: cls_zice: 130.07842244599996; reg_zipnll: 334.7599804526881; aux_mae_loss_1: 249.40091906095805; aux_mae_loss_2: 37.28972776312577; aux_mae_loss_4: 6.572849794438011; cnt_loss: 67.15622957129227; 2025-05-15 10:34:27,638 - INFO - Epoch: 0085 / 1300 lr: 3.520e-05 2025-05-15 10:34:30,346 - INFO - Training: cls_zice: 124.03027594716926; reg_zipnll: 317.3353416041324; aux_mae_loss_1: 248.6108273957905; aux_mae_loss_2: 37.0229683926231; aux_mae_loss_4: 6.511019713000247; cnt_loss: 65.69423243873997; 2025-05-15 10:34:30,346 - INFO - Epoch: 0086 / 1300 lr: 3.156e-05 2025-05-15 10:34:33,167 - INFO - Training: cls_zice: 132.7777257718538; reg_zipnll: 318.66567069605776; aux_mae_loss_1: 250.5276272422389; aux_mae_loss_2: 37.04914865995708; aux_mae_loss_4: 6.496564231420818; cnt_loss: 62.16986676266319; 2025-05-15 10:34:33,167 - INFO - Epoch: 0087 / 1300 lr: 2.803e-05 2025-05-15 10:34:35,807 - INFO - Training: cls_zice: 134.6559856816342; reg_zipnll: 327.26909597296464; aux_mae_loss_1: 253.87868660374693; aux_mae_loss_2: 36.78869317707262; aux_mae_loss_4: 6.187583710017957; cnt_loss: 54.240532071966875; 2025-05-15 10:34:35,808 - INFO - Epoch: 0088 / 1300 lr: 2.464e-05 2025-05-15 10:34:38,541 - INFO - Training: cls_zice: 131.0708354146857; reg_zipnll: 339.1867812307257; aux_mae_loss_1: 252.08116912841797; aux_mae_loss_2: 36.906341653121146; aux_mae_loss_4: 6.396267489383095; cnt_loss: 60.14322587063438; 2025-05-15 10:34:38,541 - INFO - Epoch: 0089 / 1300 lr: 2.140e-05 2025-05-15 10:34:41,285 - INFO - Training: cls_zice: 132.0980295883982; reg_zipnll: 320.77496598896226; aux_mae_loss_1: 253.20646506861635; aux_mae_loss_2: 36.369009469684805; aux_mae_loss_4: 6.128802989658556; cnt_loss: 52.8813799305966; 2025-05-15 10:34:41,285 - INFO - Epoch: 0090 / 1300 lr: 1.835e-05 2025-05-15 10:34:44,044 - INFO - Training: cls_zice: 128.55764730353104; reg_zipnll: 323.5984167801706; aux_mae_loss_1: 249.77833757902445; aux_mae_loss_2: 36.256378976922285; aux_mae_loss_4: 6.078673814472399; cnt_loss: 51.86608429958946; 2025-05-15 10:34:44,044 - INFO - Epoch: 0091 / 1300 lr: 1.550e-05 2025-05-15 10:34:46,693 - INFO - Training: cls_zice: 131.19742458745054; reg_zipnll: 311.9184909619783; aux_mae_loss_1: 250.09710211502878; aux_mae_loss_2: 37.129461539419076; aux_mae_loss_4: 6.430158075533416; cnt_loss: 60.52033835963199; 2025-05-15 10:34:46,694 - INFO - Epoch: 0092 / 1300 lr: 1.286e-05 2025-05-15 10:34:49,457 - INFO - Training: cls_zice: 140.8987785138582; reg_zipnll: 320.821296491121; aux_mae_loss_1: 261.79864783036084; aux_mae_loss_2: 38.7672647175036; aux_mae_loss_4: 6.704153631862841; cnt_loss: 64.51035715404309; 2025-05-15 10:34:49,457 - INFO - Epoch: 0093 / 1300 lr: 1.045e-05 2025-05-15 10:34:52,112 - INFO - Training: cls_zice: 127.96933595757736; reg_zipnll: 318.4764432405171; aux_mae_loss_1: 242.0919044896176; aux_mae_loss_2: 35.255844618144785; aux_mae_loss_4: 6.020947870455291; cnt_loss: 50.98130007794029; 2025-05-15 10:34:52,113 - INFO - Epoch: 0094 / 1300 lr: 8.294e-06 2025-05-15 10:34:54,840 - INFO - Training: cls_zice: 132.75318271235415; reg_zipnll: 320.4028237995349; aux_mae_loss_1: 246.62971898129112; aux_mae_loss_2: 35.60173968264931; aux_mae_loss_4: 6.014185667037964; cnt_loss: 55.178896050704154; 2025-05-15 10:34:54,840 - INFO - Epoch: 0095 / 1300 lr: 6.395e-06 2025-05-15 10:34:57,506 - INFO - Training: cls_zice: 118.39915476347271; reg_zipnll: 328.81153006302685; aux_mae_loss_1: 241.7247711984735; aux_mae_loss_2: 34.55063187448602; aux_mae_loss_4: 5.930126667022705; cnt_loss: 50.856035935251334; 2025-05-15 10:34:57,506 - INFO - Epoch: 0096 / 1300 lr: 4.768e-06 2025-05-15 10:35:00,411 - INFO - Training: cls_zice: 130.6683134279753; reg_zipnll: 312.818986993087; aux_mae_loss_1: 251.47734230443052; aux_mae_loss_2: 36.64764228620027; aux_mae_loss_4: 6.260057236018934; cnt_loss: 54.64735367423609; 2025-05-15 10:35:00,412 - INFO - Epoch: 0097 / 1300 lr: 3.423e-06 2025-05-15 10:35:03,020 - INFO - Training: cls_zice: 134.87934112548828; reg_zipnll: 306.7163883008455; aux_mae_loss_1: 249.82304221705385; aux_mae_loss_2: 37.035710184197676; aux_mae_loss_4: 6.419011705800107; cnt_loss: 59.187160441749974; 2025-05-15 10:35:03,020 - INFO - Epoch: 0098 / 1300 lr: 2.368e-06 2025-05-15 10:35:05,692 - INFO - Training: cls_zice: 130.69093553643478; reg_zipnll: 325.25073362651625; aux_mae_loss_1: 246.29875022486635; aux_mae_loss_2: 35.42885328594007; aux_mae_loss_4: 5.966039720334504; cnt_loss: 50.66302083667956; 2025-05-15 10:35:05,692 - INFO - Epoch: 0099 / 1300 lr: 1.609e-06 2025-05-15 10:35:08,413 - INFO - Training: cls_zice: 125.02155444496556; reg_zipnll: 332.01130284761126; aux_mae_loss_1: 246.19491416529604; aux_mae_loss_2: 35.197332081041836; aux_mae_loss_4: 5.8506642454548885; cnt_loss: 50.09925445757414; 2025-05-15 10:35:08,414 - INFO - Epoch: 0100 / 1300 lr: 1.153e-06 2025-05-15 10:35:22,084 - INFO - Training: cls_zice: 122.5553227474815; reg_zipnll: 328.6645933452405; aux_mae_loss_1: 245.58891738088508; aux_mae_loss_2: 35.460543732894095; aux_mae_loss_4: 6.053995960637143; cnt_loss: 54.70294259723864; 2025-05-15 10:35:22,126 - INFO - Evaluation: Curr mae: 116.5964; Best mae: 116.5964; inf; inf; inf; inf; Curr rmse: 172.2727; Best rmse: 172.2727; inf; inf; inf; inf; Curr nae: 0.3305; Best nae: 0.3305; inf; inf; inf; inf; 2025-05-15 10:35:22,161 - INFO - Epoch: 0101 / 1300 lr: 1.000e-04 2025-05-15 10:35:35,367 - INFO - Training: cls_zice: 125.79007409748279; reg_zipnll: 321.99078469527393; aux_mae_loss_1: 251.9541654084858; aux_mae_loss_2: 37.76368899094431; aux_mae_loss_4: 6.827407642414696; cnt_loss: 68.72732433519866; 2025-05-15 10:35:35,408 - INFO - Evaluation: Curr mae: 95.6734; Best mae: 95.6734; 116.5964; inf; inf; inf; Curr rmse: 147.7167; Best rmse: 147.7167; 172.2727; inf; inf; inf; Curr nae: 0.2872; Best nae: 0.2872; 0.3305; inf; inf; inf; 2025-05-15 10:35:35,409 - INFO - Epoch: 0102 / 1300 lr: 9.996e-05 2025-05-15 10:35:48,565 - INFO - Training: cls_zice: 131.16468098289087; reg_zipnll: 319.3481897052966; aux_mae_loss_1: 250.76798248291016; aux_mae_loss_2: 38.1921699423539; aux_mae_loss_4: 6.880824013760216; cnt_loss: 69.99254914333946; 2025-05-15 10:35:48,607 - INFO - Evaluation: Curr mae: 125.8992; Best mae: 95.6734; 116.5964; 125.8992; inf; inf; Curr rmse: 199.9421; Best rmse: 147.7167; 172.2727; 199.9421; inf; inf; Curr nae: 0.3622; Best nae: 0.2872; 0.3305; 0.3622; inf; inf; 2025-05-15 10:35:48,607 - INFO - Epoch: 0103 / 1300 lr: 9.985e-05 2025-05-15 10:36:01,671 - INFO - Training: cls_zice: 125.2446346282959; reg_zipnll: 342.21135290045487; aux_mae_loss_1: 249.0721038015265; aux_mae_loss_2: 37.35901782387182; aux_mae_loss_4: 6.660094399201243; cnt_loss: 65.91742149152253; 2025-05-15 10:36:01,713 - INFO - Evaluation: Curr mae: 99.1682; Best mae: 95.6734; 99.1682; 116.5964; 125.8992; inf; Curr rmse: 147.0916; Best rmse: 147.0916; 147.7167; 172.2727; 199.9421; inf; Curr nae: 0.2559; Best nae: 0.2559; 0.2872; 0.3305; 0.3622; inf; 2025-05-15 10:36:01,713 - INFO - Epoch: 0104 / 1300 lr: 9.966e-05 2025-05-15 10:36:15,022 - INFO - Training: cls_zice: 128.65129029123406; reg_zipnll: 330.5474560386256; aux_mae_loss_1: 254.0693628411544; aux_mae_loss_2: 38.774627585160104; aux_mae_loss_4: 7.192981858002512; cnt_loss: 78.8206928152787; 2025-05-15 10:36:15,063 - INFO - Evaluation: Curr mae: 102.1395; Best mae: 95.6734; 99.1682; 102.1395; 116.5964; 125.8992; Curr rmse: 147.3240; Best rmse: 147.0916; 147.3240; 147.7167; 172.2727; 199.9421; Curr nae: 0.3031; Best nae: 0.2559; 0.2872; 0.3031; 0.3305; 0.3622; 2025-05-15 10:36:15,064 - INFO - Epoch: 0105 / 1300 lr: 9.939e-05 2025-05-15 10:36:28,631 - INFO - Training: cls_zice: 128.21538634049264; reg_zipnll: 327.05976727134305; aux_mae_loss_1: 254.2345508776213; aux_mae_loss_2: 39.09169714074386; aux_mae_loss_4: 7.207047073464644; cnt_loss: 75.10587591873973; 2025-05-15 10:36:28,662 - INFO - Evaluation: Curr mae: 122.9848; Best mae: 95.6734; 99.1682; 102.1395; 116.5964; 122.9848; Curr rmse: 175.6839; Best rmse: 147.0916; 147.3240; 147.7167; 172.2727; 175.6839; Curr nae: 0.3780; Best nae: 0.2559; 0.2872; 0.3031; 0.3305; 0.3622; 2025-05-15 10:36:28,662 - INFO - Epoch: 0106 / 1300 lr: 9.905e-05 2025-05-15 10:36:42,015 - INFO - Training: cls_zice: 140.04344096936677; reg_zipnll: 337.43145410638107; aux_mae_loss_1: 262.059141861765; aux_mae_loss_2: 39.3702137093795; aux_mae_loss_4: 7.114887287742214; cnt_loss: 67.0199102100573; 2025-05-15 10:36:42,031 - INFO - Evaluation: Curr mae: 127.8155; Best mae: 95.6734; 99.1682; 102.1395; 116.5964; 122.9848; Curr rmse: 194.0916; Best rmse: 147.0916; 147.3240; 147.7167; 172.2727; 175.6839; Curr nae: 0.3540; Best nae: 0.2559; 0.2872; 0.3031; 0.3305; 0.3540; 2025-05-15 10:36:42,031 - INFO - Epoch: 0107 / 1300 lr: 9.863e-05 2025-05-15 10:36:55,189 - INFO - Training: cls_zice: 128.35435515955874; reg_zipnll: 322.60893871909695; aux_mae_loss_1: 254.41659104196648; aux_mae_loss_2: 38.71140741047106; aux_mae_loss_4: 7.127602094098141; cnt_loss: 72.25738153959576; 2025-05-15 10:36:55,232 - INFO - Evaluation: Curr mae: 113.1555; Best mae: 95.6734; 99.1682; 102.1395; 113.1555; 116.5964; Curr rmse: 169.3773; Best rmse: 147.0916; 147.3240; 147.7167; 169.3773; 172.2727; Curr nae: 0.3386; Best nae: 0.2559; 0.2872; 0.3031; 0.3305; 0.3386; 2025-05-15 10:36:55,233 - INFO - Epoch: 0108 / 1300 lr: 9.814e-05 2025-05-15 10:37:08,580 - INFO - Training: cls_zice: 130.1675265462775; reg_zipnll: 315.370931725753; aux_mae_loss_1: 262.0939604106702; aux_mae_loss_2: 40.8374349694503; aux_mae_loss_4: 7.647290204700671; cnt_loss: 82.71928375645687; 2025-05-15 10:37:08,581 - INFO - Evaluation: Curr mae: 135.8318; Best mae: 95.6734; 99.1682; 102.1395; 113.1555; 116.5964; Curr rmse: 203.4107; Best rmse: 147.0916; 147.3240; 147.7167; 169.3773; 172.2727; Curr nae: 0.3469; Best nae: 0.2559; 0.2872; 0.3031; 0.3305; 0.3386; 2025-05-15 10:37:08,581 - INFO - Epoch: 0109 / 1300 lr: 9.758e-05 2025-05-15 10:37:22,122 - INFO - Training: cls_zice: 129.31818841633043; reg_zipnll: 318.78079424406354; aux_mae_loss_1: 250.87062594765112; aux_mae_loss_2: 37.584505231756914; aux_mae_loss_4: 6.693639372524462; cnt_loss: 68.14192515925357; 2025-05-15 10:37:22,123 - INFO - Evaluation: Curr mae: 146.6479; Best mae: 95.6734; 99.1682; 102.1395; 113.1555; 116.5964; Curr rmse: 207.5065; Best rmse: 147.0916; 147.3240; 147.7167; 169.3773; 172.2727; Curr nae: 0.4500; Best nae: 0.2559; 0.2872; 0.3031; 0.3305; 0.3386; 2025-05-15 10:37:22,123 - INFO - Epoch: 0110 / 1300 lr: 9.694e-05 2025-05-15 10:37:35,526 - INFO - Training: cls_zice: 128.18381249277215; reg_zipnll: 326.38493668405636; aux_mae_loss_1: 248.2605803640265; aux_mae_loss_2: 36.74253037101344; aux_mae_loss_4: 6.531659339603625; cnt_loss: 63.640626305028015; 2025-05-15 10:37:35,568 - INFO - Evaluation: Curr mae: 101.6968; Best mae: 95.6734; 99.1682; 101.6968; 102.1395; 113.1555; Curr rmse: 165.9136; Best rmse: 147.0916; 147.3240; 147.7167; 165.9136; 169.3773; Curr nae: 0.2441; Best nae: 0.2441; 0.2559; 0.2872; 0.3031; 0.3305; 2025-05-15 10:37:35,569 - INFO - Epoch: 0111 / 1300 lr: 9.623e-05 2025-05-15 10:37:48,686 - INFO - Training: cls_zice: 130.22567889564917; reg_zipnll: 326.0775849191766; aux_mae_loss_1: 250.6098588642321; aux_mae_loss_2: 37.88082689987986; aux_mae_loss_4: 6.858532824014363; cnt_loss: 70.13321851429187; 2025-05-15 10:37:48,730 - INFO - Evaluation: Curr mae: 101.2742; Best mae: 95.6734; 99.1682; 101.2742; 101.6968; 102.1395; Curr rmse: 148.3206; Best rmse: 147.0916; 147.3240; 147.7167; 148.3206; 165.9136; Curr nae: 0.2708; Best nae: 0.2441; 0.2559; 0.2708; 0.2872; 0.3031; 2025-05-15 10:37:48,730 - INFO - Epoch: 0112 / 1300 lr: 9.545e-05 2025-05-15 10:38:03,545 - INFO - Training: cls_zice: 131.70242158990158; reg_zipnll: 322.0028951544511; aux_mae_loss_1: 246.37252526534232; aux_mae_loss_2: 36.78494212501928; aux_mae_loss_4: 6.569969798389234; cnt_loss: 64.25368620219983; 2025-05-15 10:38:03,545 - INFO - Evaluation: Curr mae: 119.7924; Best mae: 95.6734; 99.1682; 101.2742; 101.6968; 102.1395; Curr rmse: 166.2432; Best rmse: 147.0916; 147.3240; 147.7167; 148.3206; 165.9136; Curr nae: 0.3330; Best nae: 0.2441; 0.2559; 0.2708; 0.2872; 0.3031; 2025-05-15 10:38:03,546 - INFO - Epoch: 0113 / 1300 lr: 9.460e-05 2025-05-15 10:38:16,718 - INFO - Training: cls_zice: 130.7194457807039; reg_zipnll: 316.39753341674805; aux_mae_loss_1: 256.57396979081005; aux_mae_loss_2: 38.48234342273913; aux_mae_loss_4: 6.9598550294574935; cnt_loss: 67.86316485154002; 2025-05-15 10:38:16,761 - INFO - Evaluation: Curr mae: 92.8493; Best mae: 92.8493; 95.6734; 99.1682; 101.2742; 101.6968; Curr rmse: 141.4563; Best rmse: 141.4563; 147.0916; 147.3240; 147.7167; 148.3206; Curr nae: 0.2317; Best nae: 0.2317; 0.2441; 0.2559; 0.2708; 0.2872; 2025-05-15 10:38:16,761 - INFO - Epoch: 0114 / 1300 lr: 9.369e-05 2025-05-15 10:38:30,331 - INFO - Training: cls_zice: 130.90551808005884; reg_zipnll: 330.2638276752673; aux_mae_loss_1: 250.46725303248354; aux_mae_loss_2: 37.085283881739564; aux_mae_loss_4: 6.544104300047222; cnt_loss: 65.22099254005833; 2025-05-15 10:38:30,360 - INFO - Evaluation: Curr mae: 95.8635; Best mae: 92.8493; 95.6734; 95.8635; 99.1682; 101.2742; Curr rmse: 155.7878; Best rmse: 141.4563; 147.0916; 147.3240; 147.7167; 148.3206; Curr nae: 0.2125; Best nae: 0.2125; 0.2317; 0.2441; 0.2559; 0.2708; 2025-05-15 10:38:30,360 - INFO - Epoch: 0115 / 1300 lr: 9.271e-05 2025-05-15 10:38:43,773 - INFO - Training: cls_zice: 126.7107373789737; reg_zipnll: 332.7151734201532; aux_mae_loss_1: 247.22184231406763; aux_mae_loss_2: 36.83550157045063; aux_mae_loss_4: 6.611470586375186; cnt_loss: 67.59262878016422; 2025-05-15 10:38:43,774 - INFO - Evaluation: Curr mae: 106.1338; Best mae: 92.8493; 95.6734; 95.8635; 99.1682; 101.2742; Curr rmse: 160.3312; Best rmse: 141.4563; 147.0916; 147.3240; 147.7167; 148.3206; Curr nae: 0.2907; Best nae: 0.2125; 0.2317; 0.2441; 0.2559; 0.2708; 2025-05-15 10:38:43,774 - INFO - Epoch: 0116 / 1300 lr: 9.166e-05 2025-05-15 10:38:57,134 - INFO - Training: cls_zice: 126.86874008178711; reg_zipnll: 333.3369799162212; aux_mae_loss_1: 246.15335203471938; aux_mae_loss_2: 35.61724863554302; aux_mae_loss_4: 6.087884526503713; cnt_loss: 56.7160658083464; 2025-05-15 10:38:57,135 - INFO - Evaluation: Curr mae: 116.2570; Best mae: 92.8493; 95.6734; 95.8635; 99.1682; 101.2742; Curr rmse: 167.0340; Best rmse: 141.4563; 147.0916; 147.3240; 147.7167; 148.3206; Curr nae: 0.3449; Best nae: 0.2125; 0.2317; 0.2441; 0.2559; 0.2708; 2025-05-15 10:38:57,135 - INFO - Epoch: 0117 / 1300 lr: 9.055e-05 2025-05-15 10:39:10,510 - INFO - Training: cls_zice: 124.55859405116031; reg_zipnll: 318.7561539097836; aux_mae_loss_1: 250.27932096782484; aux_mae_loss_2: 36.485796878212376; aux_mae_loss_4: 6.425227861655386; cnt_loss: 63.59410185562937; 2025-05-15 10:39:10,511 - INFO - Evaluation: Curr mae: 109.4378; Best mae: 92.8493; 95.6734; 95.8635; 99.1682; 101.2742; Curr rmse: 155.6100; Best rmse: 141.4563; 147.0916; 147.3240; 147.7167; 148.3206; Curr nae: 0.3408; Best nae: 0.2125; 0.2317; 0.2441; 0.2559; 0.2708; 2025-05-15 10:39:10,511 - INFO - Epoch: 0118 / 1300 lr: 8.937e-05 2025-05-15 10:39:23,953 - INFO - Training: cls_zice: 139.60357405010024; reg_zipnll: 312.917378275018; aux_mae_loss_1: 260.84184746993213; aux_mae_loss_2: 40.17594407734118; aux_mae_loss_4: 7.439181911317926; cnt_loss: 81.88382816314697; 2025-05-15 10:39:23,954 - INFO - Evaluation: Curr mae: 111.4809; Best mae: 92.8493; 95.6734; 95.8635; 99.1682; 101.2742; Curr rmse: 170.9612; Best rmse: 141.4563; 147.0916; 147.3240; 147.7167; 148.3206; Curr nae: 0.3652; Best nae: 0.2125; 0.2317; 0.2441; 0.2559; 0.2708; 2025-05-15 10:39:23,954 - INFO - Epoch: 0119 / 1300 lr: 8.814e-05 2025-05-15 10:39:37,459 - INFO - Training: cls_zice: 128.7209583081697; reg_zipnll: 314.9895133972168; aux_mae_loss_1: 248.2999287655479; aux_mae_loss_2: 37.01371157796759; aux_mae_loss_4: 6.447618936237536; cnt_loss: 64.4848945517289; 2025-05-15 10:39:37,475 - INFO - Evaluation: Curr mae: 95.4953; Best mae: 92.8493; 95.4953; 95.6734; 95.8635; 99.1682; Curr rmse: 157.5611; Best rmse: 141.4563; 147.0916; 147.3240; 147.7167; 148.3206; Curr nae: 0.2995; Best nae: 0.2125; 0.2317; 0.2441; 0.2559; 0.2708; 2025-05-15 10:39:37,475 - INFO - Epoch: 0120 / 1300 lr: 8.685e-05 2025-05-15 10:39:51,094 - INFO - Training: cls_zice: 127.917227594476; reg_zipnll: 334.9264847604852; aux_mae_loss_1: 252.39174170243112; aux_mae_loss_2: 37.815388077183776; aux_mae_loss_4: 6.909236042123092; cnt_loss: 72.77782676094456; 2025-05-15 10:39:51,094 - INFO - Evaluation: Curr mae: 130.8594; Best mae: 92.8493; 95.4953; 95.6734; 95.8635; 99.1682; Curr rmse: 181.2232; Best rmse: 141.4563; 147.0916; 147.3240; 147.7167; 148.3206; Curr nae: 0.4350; Best nae: 0.2125; 0.2317; 0.2441; 0.2559; 0.2708; 2025-05-15 10:39:51,095 - INFO - Epoch: 0121 / 1300 lr: 8.550e-05 2025-05-15 10:40:04,760 - INFO - Training: cls_zice: 126.5668511641653; reg_zipnll: 305.9540507667943; aux_mae_loss_1: 248.47323086387232; aux_mae_loss_2: 36.80572409378855; aux_mae_loss_4: 6.458034502832513; cnt_loss: 63.47052082262541; 2025-05-15 10:40:04,761 - INFO - Evaluation: Curr mae: 113.6898; Best mae: 92.8493; 95.4953; 95.6734; 95.8635; 99.1682; Curr rmse: 167.7972; Best rmse: 141.4563; 147.0916; 147.3240; 147.7167; 148.3206; Curr nae: 0.3360; Best nae: 0.2125; 0.2317; 0.2441; 0.2559; 0.2708; 2025-05-15 10:40:04,761 - INFO - Epoch: 0122 / 1300 lr: 8.410e-05 2025-05-15 10:40:18,389 - INFO - Training: cls_zice: 132.9915704225239; reg_zipnll: 308.4084765785619; aux_mae_loss_1: 255.59650140059622; aux_mae_loss_2: 37.791654335825065; aux_mae_loss_4: 6.622755828656648; cnt_loss: 60.689116528159694; 2025-05-15 10:40:18,390 - INFO - Evaluation: Curr mae: 145.8988; Best mae: 92.8493; 95.4953; 95.6734; 95.8635; 99.1682; Curr rmse: 187.9661; Best rmse: 141.4563; 147.0916; 147.3240; 147.7167; 148.3206; Curr nae: 0.4372; Best nae: 0.2125; 0.2317; 0.2441; 0.2559; 0.2708; 2025-05-15 10:40:18,390 - INFO - Epoch: 0123 / 1300 lr: 8.265e-05 2025-05-15 10:40:31,749 - INFO - Training: cls_zice: 124.13387765382465; reg_zipnll: 325.9863767121968; aux_mae_loss_1: 239.82852895636307; aux_mae_loss_2: 35.27026472593609; aux_mae_loss_4: 6.128889184249075; cnt_loss: 58.19803513978657; 2025-05-15 10:40:31,792 - INFO - Evaluation: Curr mae: 94.5578; Best mae: 92.8493; 94.5578; 95.4953; 95.6734; 95.8635; Curr rmse: 142.6025; Best rmse: 141.4563; 142.6025; 147.0916; 147.3240; 147.7167; Curr nae: 0.2553; Best nae: 0.2125; 0.2317; 0.2441; 0.2553; 0.2559; 2025-05-15 10:40:31,792 - INFO - Epoch: 0124 / 1300 lr: 8.115e-05 2025-05-15 10:40:45,426 - INFO - Training: cls_zice: 117.44246121456749; reg_zipnll: 308.2148047999332; aux_mae_loss_1: 240.56867097553453; aux_mae_loss_2: 35.21585800773219; aux_mae_loss_4: 6.073825735794871; cnt_loss: 54.570281982421875; 2025-05-15 10:40:45,427 - INFO - Evaluation: Curr mae: 111.1654; Best mae: 92.8493; 94.5578; 95.4953; 95.6734; 95.8635; Curr rmse: 176.9867; Best rmse: 141.4563; 142.6025; 147.0916; 147.3240; 147.7167; Curr nae: 0.3465; Best nae: 0.2125; 0.2317; 0.2441; 0.2553; 0.2559; 2025-05-15 10:40:45,427 - INFO - Epoch: 0125 / 1300 lr: 7.960e-05 2025-05-15 10:40:58,926 - INFO - Training: cls_zice: 124.02262808147229; reg_zipnll: 312.6000159414191; aux_mae_loss_1: 245.25696523565995; aux_mae_loss_2: 35.30405215213173; aux_mae_loss_4: 6.109401985218651; cnt_loss: 57.35775877300062; 2025-05-15 10:40:58,956 - INFO - Evaluation: Curr mae: 90.1674; Best mae: 90.1674; 92.8493; 94.5578; 95.4953; 95.6734; Curr rmse: 143.0400; Best rmse: 141.4563; 142.6025; 143.0400; 147.0916; 147.3240; Curr nae: 0.2640; Best nae: 0.2125; 0.2317; 0.2441; 0.2553; 0.2559; 2025-05-15 10:40:58,956 - INFO - Epoch: 0126 / 1300 lr: 7.800e-05 2025-05-15 10:41:12,257 - INFO - Training: cls_zice: 122.08952687916003; reg_zipnll: 301.9781576457776; aux_mae_loss_1: 239.82684526945414; aux_mae_loss_2: 35.15162488033897; aux_mae_loss_4: 6.069143634093435; cnt_loss: 57.61888122558594; 2025-05-15 10:41:12,258 - INFO - Evaluation: Curr mae: 119.8260; Best mae: 90.1674; 92.8493; 94.5578; 95.4953; 95.6734; Curr rmse: 168.2337; Best rmse: 141.4563; 142.6025; 143.0400; 147.0916; 147.3240; Curr nae: 0.3225; Best nae: 0.2125; 0.2317; 0.2441; 0.2553; 0.2559; 2025-05-15 10:41:12,259 - INFO - Epoch: 0127 / 1300 lr: 7.636e-05 2025-05-15 10:41:25,710 - INFO - Training: cls_zice: 120.92640555532356; reg_zipnll: 317.20702402215255; aux_mae_loss_1: 241.27271431370787; aux_mae_loss_2: 34.623620886551706; aux_mae_loss_4: 5.906537181452701; cnt_loss: 51.83940852315802; 2025-05-15 10:41:25,710 - INFO - Evaluation: Curr mae: 103.0133; Best mae: 90.1674; 92.8493; 94.5578; 95.4953; 95.6734; Curr rmse: 153.8713; Best rmse: 141.4563; 142.6025; 143.0400; 147.0916; 147.3240; Curr nae: 0.3109; Best nae: 0.2125; 0.2317; 0.2441; 0.2553; 0.2559; 2025-05-15 10:41:25,711 - INFO - Epoch: 0128 / 1300 lr: 7.469e-05 2025-05-15 10:41:38,962 - INFO - Training: cls_zice: 122.82690148604543; reg_zipnll: 304.55774247018917; aux_mae_loss_1: 239.85007757889596; aux_mae_loss_2: 34.80209993061266; aux_mae_loss_4: 5.928662864785445; cnt_loss: 54.75554586711683; 2025-05-15 10:41:38,963 - INFO - Evaluation: Curr mae: 116.2862; Best mae: 90.1674; 92.8493; 94.5578; 95.4953; 95.6734; Curr rmse: 151.8841; Best rmse: 141.4563; 142.6025; 143.0400; 147.0916; 147.3240; Curr nae: 0.3437; Best nae: 0.2125; 0.2317; 0.2441; 0.2553; 0.2559; 2025-05-15 10:41:38,963 - INFO - Epoch: 0129 / 1300 lr: 7.297e-05 2025-05-15 10:41:52,137 - INFO - Training: cls_zice: 124.72583720558568; reg_zipnll: 318.0558172527112; aux_mae_loss_1: 243.4846918206466; aux_mae_loss_2: 34.62729072570801; aux_mae_loss_4: 5.871810505264683; cnt_loss: 52.2546315946077; 2025-05-15 10:41:52,166 - INFO - Evaluation: Curr mae: 94.6774; Best mae: 90.1674; 92.8493; 94.5578; 94.6774; 95.4953; Curr rmse: 138.1983; Best rmse: 138.1983; 141.4563; 142.6025; 143.0400; 147.0916; Curr nae: 0.3045; Best nae: 0.2125; 0.2317; 0.2441; 0.2553; 0.2559; 2025-05-15 10:41:52,166 - INFO - Epoch: 0130 / 1300 lr: 7.122e-05 2025-05-15 10:42:05,407 - INFO - Training: cls_zice: 127.52976066187809; reg_zipnll: 307.15622630872224; aux_mae_loss_1: 241.87600226151315; aux_mae_loss_2: 34.31695797568873; aux_mae_loss_4: 5.857698791905453; cnt_loss: 57.47423663892244; 2025-05-15 10:42:05,439 - INFO - Evaluation: Curr mae: 91.3900; Best mae: 90.1674; 91.3900; 92.8493; 94.5578; 94.6774; Curr rmse: 145.7270; Best rmse: 138.1983; 141.4563; 142.6025; 143.0400; 145.7270; Curr nae: 0.3084; Best nae: 0.2125; 0.2317; 0.2441; 0.2553; 0.2559; 2025-05-15 10:42:05,439 - INFO - Epoch: 0131 / 1300 lr: 6.944e-05 2025-05-15 10:42:18,944 - INFO - Training: cls_zice: 124.2537101946379; reg_zipnll: 310.14990997314453; aux_mae_loss_1: 236.95440713982833; aux_mae_loss_2: 33.49731179287559; aux_mae_loss_4: 5.7084094913382275; cnt_loss: 51.73178657732512; 2025-05-15 10:42:18,960 - INFO - Evaluation: Curr mae: 97.6735; Best mae: 90.1674; 91.3900; 92.8493; 94.5578; 94.6774; Curr rmse: 144.1329; Best rmse: 138.1983; 141.4563; 142.6025; 143.0400; 144.1329; Curr nae: 0.2951; Best nae: 0.2125; 0.2317; 0.2441; 0.2553; 0.2559; 2025-05-15 10:42:18,961 - INFO - Epoch: 0132 / 1300 lr: 6.763e-05 2025-05-15 10:42:32,454 - INFO - Training: cls_zice: 123.36880372699939; reg_zipnll: 306.8941003899825; aux_mae_loss_1: 238.59272645649156; aux_mae_loss_2: 34.05586252714458; aux_mae_loss_4: 5.8373847007751465; cnt_loss: 51.630573322898464; 2025-05-15 10:42:32,455 - INFO - Evaluation: Curr mae: 108.6813; Best mae: 90.1674; 91.3900; 92.8493; 94.5578; 94.6774; Curr rmse: 157.8432; Best rmse: 138.1983; 141.4563; 142.6025; 143.0400; 144.1329; Curr nae: 0.3298; Best nae: 0.2125; 0.2317; 0.2441; 0.2553; 0.2559; 2025-05-15 10:42:32,455 - INFO - Epoch: 0133 / 1300 lr: 6.580e-05 2025-05-15 10:42:46,028 - INFO - Training: cls_zice: 129.3450517152485; reg_zipnll: 321.8894324051706; aux_mae_loss_1: 247.31171939247534; aux_mae_loss_2: 35.71808267894544; aux_mae_loss_4: 6.294004553242734; cnt_loss: 61.02137681057579; 2025-05-15 10:42:46,057 - INFO - Evaluation: Curr mae: 89.2139; Best mae: 89.2139; 90.1674; 91.3900; 92.8493; 94.5578; Curr rmse: 134.8999; Best rmse: 134.8999; 138.1983; 141.4563; 142.6025; 143.0400; Curr nae: 0.2603; Best nae: 0.2125; 0.2317; 0.2441; 0.2553; 0.2559; 2025-05-15 10:42:46,057 - INFO - Epoch: 0134 / 1300 lr: 6.394e-05 2025-05-15 10:42:59,427 - INFO - Training: cls_zice: 128.85418098851255; reg_zipnll: 307.43559646606445; aux_mae_loss_1: 242.49430566085013; aux_mae_loss_2: 34.59810507924933; aux_mae_loss_4: 5.923554514583788; cnt_loss: 50.4470843766865; 2025-05-15 10:42:59,427 - INFO - Evaluation: Curr mae: 108.4322; Best mae: 89.2139; 90.1674; 91.3900; 92.8493; 94.5578; Curr rmse: 158.1830; Best rmse: 134.8999; 138.1983; 141.4563; 142.6025; 143.0400; Curr nae: 0.3310; Best nae: 0.2125; 0.2317; 0.2441; 0.2553; 0.2559; 2025-05-15 10:42:59,428 - INFO - Epoch: 0135 / 1300 lr: 6.206e-05 2025-05-15 10:43:12,762 - INFO - Training: cls_zice: 125.03355247096012; reg_zipnll: 311.9330147191098; aux_mae_loss_1: 237.575489244963; aux_mae_loss_2: 33.66428269838032; aux_mae_loss_4: 5.653733730316162; cnt_loss: 49.49453193263004; 2025-05-15 10:43:12,762 - INFO - Evaluation: Curr mae: 105.2682; Best mae: 89.2139; 90.1674; 91.3900; 92.8493; 94.5578; Curr rmse: 147.5596; Best rmse: 134.8999; 138.1983; 141.4563; 142.6025; 143.0400; Curr nae: 0.3119; Best nae: 0.2125; 0.2317; 0.2441; 0.2553; 0.2559; 2025-05-15 10:43:12,762 - INFO - Epoch: 0136 / 1300 lr: 6.016e-05 2025-05-15 10:43:26,182 - INFO - Training: cls_zice: 128.6013761821546; reg_zipnll: 306.5162038301167; aux_mae_loss_1: 240.37503854851974; aux_mae_loss_2: 33.7305158313952; aux_mae_loss_4: 5.716207065080342; cnt_loss: 48.12274857571251; 2025-05-15 10:43:26,183 - INFO - Evaluation: Curr mae: 114.0691; Best mae: 89.2139; 90.1674; 91.3900; 92.8493; 94.5578; Curr rmse: 160.7366; Best rmse: 134.8999; 138.1983; 141.4563; 142.6025; 143.0400; Curr nae: 0.3375; Best nae: 0.2125; 0.2317; 0.2441; 0.2553; 0.2559; 2025-05-15 10:43:26,183 - INFO - Epoch: 0137 / 1300 lr: 5.824e-05 2025-05-15 10:43:39,465 - INFO - Training: cls_zice: 125.705272473787; reg_zipnll: 322.6459456995914; aux_mae_loss_1: 240.8759127165142; aux_mae_loss_2: 33.54165453659861; aux_mae_loss_4: 5.5738374810469775; cnt_loss: 47.05358465094315; 2025-05-15 10:43:39,466 - INFO - Evaluation: Curr mae: 132.8354; Best mae: 89.2139; 90.1674; 91.3900; 92.8493; 94.5578; Curr rmse: 190.4795; Best rmse: 134.8999; 138.1983; 141.4563; 142.6025; 143.0400; Curr nae: 0.3828; Best nae: 0.2125; 0.2317; 0.2441; 0.2553; 0.2559; 2025-05-15 10:43:39,466 - INFO - Epoch: 0138 / 1300 lr: 5.632e-05 2025-05-15 10:43:52,733 - INFO - Training: cls_zice: 121.93228119298031; reg_zipnll: 296.51312456632917; aux_mae_loss_1: 244.5225645366468; aux_mae_loss_2: 34.808463749132656; aux_mae_loss_4: 5.87964569894891; cnt_loss: 50.774878451698704; 2025-05-15 10:43:52,749 - INFO - Evaluation: Curr mae: 98.0036; Best mae: 89.2139; 90.1674; 91.3900; 92.8493; 94.5578; Curr rmse: 139.6742; Best rmse: 134.8999; 138.1983; 139.6742; 141.4563; 142.6025; Curr nae: 0.2894; Best nae: 0.2125; 0.2317; 0.2441; 0.2553; 0.2559; 2025-05-15 10:43:52,749 - INFO - Epoch: 0139 / 1300 lr: 5.438e-05 2025-05-15 10:44:06,057 - INFO - Training: cls_zice: 128.18856696078652; reg_zipnll: 303.80516012091385; aux_mae_loss_1: 243.35590483012953; aux_mae_loss_2: 34.66951154407702; aux_mae_loss_4: 5.893172866419742; cnt_loss: 54.26541609513132; 2025-05-15 10:44:06,058 - INFO - Evaluation: Curr mae: 100.9681; Best mae: 89.2139; 90.1674; 91.3900; 92.8493; 94.5578; Curr rmse: 145.0479; Best rmse: 134.8999; 138.1983; 139.6742; 141.4563; 142.6025; Curr nae: 0.2897; Best nae: 0.2125; 0.2317; 0.2441; 0.2553; 0.2559; 2025-05-15 10:44:06,058 - INFO - Epoch: 0140 / 1300 lr: 5.244e-05 2025-05-15 10:44:19,406 - INFO - Training: cls_zice: 128.96653707403885; reg_zipnll: 300.7248215926321; aux_mae_loss_1: 243.0896763048674; aux_mae_loss_2: 35.271486483122175; aux_mae_loss_4: 6.1438518574363306; cnt_loss: 58.69006874686793; 2025-05-15 10:44:19,407 - INFO - Evaluation: Curr mae: 100.2340; Best mae: 89.2139; 90.1674; 91.3900; 92.8493; 94.5578; Curr rmse: 146.0941; Best rmse: 134.8999; 138.1983; 139.6742; 141.4563; 142.6025; Curr nae: 0.2805; Best nae: 0.2125; 0.2317; 0.2441; 0.2553; 0.2559; 2025-05-15 10:44:19,407 - INFO - Epoch: 0141 / 1300 lr: 5.050e-05 2025-05-15 10:44:32,966 - INFO - Training: cls_zice: 130.89631672909385; reg_zipnll: 298.99233085230776; aux_mae_loss_1: 239.9068438881322; aux_mae_loss_2: 34.89586458708111; aux_mae_loss_4: 5.973778875250566; cnt_loss: 55.89653220929598; 2025-05-15 10:44:32,967 - INFO - Evaluation: Curr mae: 101.7293; Best mae: 89.2139; 90.1674; 91.3900; 92.8493; 94.5578; Curr rmse: 152.4489; Best rmse: 134.8999; 138.1983; 139.6742; 141.4563; 142.6025; Curr nae: 0.2823; Best nae: 0.2125; 0.2317; 0.2441; 0.2553; 0.2559; 2025-05-15 10:44:32,967 - INFO - Epoch: 0142 / 1300 lr: 4.856e-05 2025-05-15 10:44:46,495 - INFO - Training: cls_zice: 122.39111649362664; reg_zipnll: 308.81207576550935; aux_mae_loss_1: 239.92156099018297; aux_mae_loss_2: 33.903850505226536; aux_mae_loss_4: 5.788600777324877; cnt_loss: 50.9868870032461; 2025-05-15 10:44:46,525 - INFO - Evaluation: Curr mae: 94.0057; Best mae: 89.2139; 90.1674; 91.3900; 92.8493; 94.0057; Curr rmse: 137.3488; Best rmse: 134.8999; 137.3488; 138.1983; 139.6742; 141.4563; Curr nae: 0.2591; Best nae: 0.2125; 0.2317; 0.2441; 0.2553; 0.2559; 2025-05-15 10:44:46,525 - INFO - Epoch: 0143 / 1300 lr: 4.662e-05 2025-05-15 10:44:59,929 - INFO - Training: cls_zice: 118.11210858194451; reg_zipnll: 319.0483492801064; aux_mae_loss_1: 231.54629637065688; aux_mae_loss_2: 32.40014282025789; aux_mae_loss_4: 5.441238265288503; cnt_loss: 46.531276652687474; 2025-05-15 10:44:59,958 - INFO - Evaluation: Curr mae: 89.3043; Best mae: 89.2139; 89.3043; 90.1674; 91.3900; 92.8493; Curr rmse: 136.7769; Best rmse: 134.8999; 136.7769; 137.3488; 138.1983; 139.6742; Curr nae: 0.2590; Best nae: 0.2125; 0.2317; 0.2441; 0.2553; 0.2559; 2025-05-15 10:44:59,958 - INFO - Epoch: 0144 / 1300 lr: 4.468e-05 2025-05-15 10:45:13,296 - INFO - Training: cls_zice: 122.85257178858707; reg_zipnll: 317.19166805869656; aux_mae_loss_1: 237.50794019197164; aux_mae_loss_2: 33.135019402754935; aux_mae_loss_4: 5.493109910111678; cnt_loss: 45.41758451963726; 2025-05-15 10:45:13,313 - INFO - Evaluation: Curr mae: 94.3006; Best mae: 89.2139; 89.3043; 90.1674; 91.3900; 92.8493; Curr rmse: 139.0248; Best rmse: 134.8999; 136.7769; 137.3488; 138.1983; 139.0248; Curr nae: 0.2963; Best nae: 0.2125; 0.2317; 0.2441; 0.2553; 0.2559; 2025-05-15 10:45:13,313 - INFO - Epoch: 0145 / 1300 lr: 4.276e-05 2025-05-15 10:45:26,880 - INFO - Training: cls_zice: 116.65775841160824; reg_zipnll: 305.3025099101819; aux_mae_loss_1: 232.11631252891138; aux_mae_loss_2: 31.896075951425654; aux_mae_loss_4: 5.224514427937959; cnt_loss: 45.99585136614348; 2025-05-15 10:45:26,881 - INFO - Evaluation: Curr mae: 113.2594; Best mae: 89.2139; 89.3043; 90.1674; 91.3900; 92.8493; Curr rmse: 165.5199; Best rmse: 134.8999; 136.7769; 137.3488; 138.1983; 139.0248; Curr nae: 0.3396; Best nae: 0.2125; 0.2317; 0.2441; 0.2553; 0.2559; 2025-05-15 10:45:26,881 - INFO - Epoch: 0146 / 1300 lr: 4.084e-05 2025-05-15 10:45:40,408 - INFO - Training: cls_zice: 123.47728026540656; reg_zipnll: 304.233500631232; aux_mae_loss_1: 240.03033607884458; aux_mae_loss_2: 33.05373021175987; aux_mae_loss_4: 5.314639035024141; cnt_loss: 42.07869725478323; 2025-05-15 10:45:40,408 - INFO - Evaluation: Curr mae: 101.6435; Best mae: 89.2139; 89.3043; 90.1674; 91.3900; 92.8493; Curr rmse: 146.5786; Best rmse: 134.8999; 136.7769; 137.3488; 138.1983; 139.0248; Curr nae: 0.2895; Best nae: 0.2125; 0.2317; 0.2441; 0.2553; 0.2559; 2025-05-15 10:45:40,408 - INFO - Epoch: 0147 / 1300 lr: 3.894e-05 2025-05-15 10:45:53,766 - INFO - Training: cls_zice: 124.56315208736218; reg_zipnll: 300.96505074752; aux_mae_loss_1: 236.49844922517477; aux_mae_loss_2: 33.06393111379523; aux_mae_loss_4: 5.471082913248162; cnt_loss: 46.26509530920731; 2025-05-15 10:45:53,767 - INFO - Evaluation: Curr mae: 109.9834; Best mae: 89.2139; 89.3043; 90.1674; 91.3900; 92.8493; Curr rmse: 150.1279; Best rmse: 134.8999; 136.7769; 137.3488; 138.1983; 139.0248; Curr nae: 0.3257; Best nae: 0.2125; 0.2317; 0.2441; 0.2553; 0.2559; 2025-05-15 10:45:53,767 - INFO - Epoch: 0148 / 1300 lr: 3.706e-05 2025-05-15 10:46:07,194 - INFO - Training: cls_zice: 117.09118471647564; reg_zipnll: 300.8328062358655; aux_mae_loss_1: 236.70950718929893; aux_mae_loss_2: 32.64255418275532; aux_mae_loss_4: 5.340009356799879; cnt_loss: 43.512272332843985; 2025-05-15 10:46:07,209 - INFO - Evaluation: Curr mae: 92.8940; Best mae: 89.2139; 89.3043; 90.1674; 91.3900; 92.8493; Curr rmse: 133.9973; Best rmse: 133.9973; 134.8999; 136.7769; 137.3488; 138.1983; Curr nae: 0.2726; Best nae: 0.2125; 0.2317; 0.2441; 0.2553; 0.2559; 2025-05-15 10:46:07,210 - INFO - Epoch: 0149 / 1300 lr: 3.520e-05 2025-05-15 10:46:20,577 - INFO - Training: cls_zice: 126.42592068722374; reg_zipnll: 306.3688362523129; aux_mae_loss_1: 236.76880766216078; aux_mae_loss_2: 32.53966728009676; aux_mae_loss_4: 5.271378924972133; cnt_loss: 42.044861241390834; 2025-05-15 10:46:20,621 - INFO - Evaluation: Curr mae: 87.2241; Best mae: 87.2241; 89.2139; 89.3043; 90.1674; 91.3900; Curr rmse: 128.2479; Best rmse: 128.2479; 133.9973; 134.8999; 136.7769; 137.3488; Curr nae: 0.2227; Best nae: 0.2125; 0.2227; 0.2317; 0.2441; 0.2553; 2025-05-15 10:46:20,621 - INFO - Epoch: 0150 / 1300 lr: 3.337e-05 2025-05-15 10:46:34,184 - INFO - Training: cls_zice: 127.29565640499717; reg_zipnll: 291.49022754869964; aux_mae_loss_1: 238.3474888048674; aux_mae_loss_2: 33.331133691888105; aux_mae_loss_4: 5.5751383555562875; cnt_loss: 49.898043833280866; 2025-05-15 10:46:34,229 - INFO - Evaluation: Curr mae: 90.4512; Best mae: 87.2241; 89.2139; 89.3043; 90.1674; 90.4512; Curr rmse: 132.1770; Best rmse: 128.2479; 132.1770; 133.9973; 134.8999; 136.7769; Curr nae: 0.2503; Best nae: 0.2125; 0.2227; 0.2317; 0.2441; 0.2503; 2025-05-15 10:46:34,282 - INFO - Epoch: 0151 / 1300 lr: 3.156e-05 2025-05-15 10:46:47,824 - INFO - Training: cls_zice: 130.31056745428788; reg_zipnll: 314.32451208014237; aux_mae_loss_1: 236.95571819104646; aux_mae_loss_2: 32.74340614519621; aux_mae_loss_4: 5.349057862633153; cnt_loss: 42.221008350974635; 2025-05-15 10:46:47,825 - INFO - Evaluation: Curr mae: 106.4463; Best mae: 87.2241; 89.2139; 89.3043; 90.1674; 90.4512; Curr rmse: 151.3731; Best rmse: 128.2479; 132.1770; 133.9973; 134.8999; 136.7769; Curr nae: 0.2974; Best nae: 0.2125; 0.2227; 0.2317; 0.2441; 0.2503; 2025-05-15 10:46:47,825 - INFO - Epoch: 0152 / 1300 lr: 2.978e-05 2025-05-15 10:47:01,609 - INFO - Training: cls_zice: 116.76890333075272; reg_zipnll: 314.51164606997844; aux_mae_loss_1: 235.9376176532946; aux_mae_loss_2: 32.51321496461567; aux_mae_loss_4: 5.340948286809419; cnt_loss: 45.27494194633082; 2025-05-15 10:47:01,610 - INFO - Evaluation: Curr mae: 110.4364; Best mae: 87.2241; 89.2139; 89.3043; 90.1674; 90.4512; Curr rmse: 162.2012; Best rmse: 128.2479; 132.1770; 133.9973; 134.8999; 136.7769; Curr nae: 0.3116; Best nae: 0.2125; 0.2227; 0.2317; 0.2441; 0.2503; 2025-05-15 10:47:01,610 - INFO - Epoch: 0153 / 1300 lr: 2.803e-05 2025-05-15 10:47:15,167 - INFO - Training: cls_zice: 124.83317264757659; reg_zipnll: 308.23953106528836; aux_mae_loss_1: 240.63679062692742; aux_mae_loss_2: 33.25574473330849; aux_mae_loss_4: 5.458163788444118; cnt_loss: 43.82906150817871; 2025-05-15 10:47:15,168 - INFO - Evaluation: Curr mae: 97.8972; Best mae: 87.2241; 89.2139; 89.3043; 90.1674; 90.4512; Curr rmse: 153.0470; Best rmse: 128.2479; 132.1770; 133.9973; 134.8999; 136.7769; Curr nae: 0.2821; Best nae: 0.2125; 0.2227; 0.2317; 0.2441; 0.2503; 2025-05-15 10:47:15,168 - INFO - Epoch: 0154 / 1300 lr: 2.631e-05 2025-05-15 10:47:28,580 - INFO - Training: cls_zice: 128.1547112213938; reg_zipnll: 304.1053575214587; aux_mae_loss_1: 239.70690837659333; aux_mae_loss_2: 34.17367011622379; aux_mae_loss_4: 5.843262565763373; cnt_loss: 52.815784680215934; 2025-05-15 10:47:28,580 - INFO - Evaluation: Curr mae: 96.6662; Best mae: 87.2241; 89.2139; 89.3043; 90.1674; 90.4512; Curr rmse: 144.8533; Best rmse: 128.2479; 132.1770; 133.9973; 134.8999; 136.7769; Curr nae: 0.2754; Best nae: 0.2125; 0.2227; 0.2317; 0.2441; 0.2503; 2025-05-15 10:47:28,581 - INFO - Epoch: 0155 / 1300 lr: 2.464e-05 2025-05-15 10:47:42,102 - INFO - Training: cls_zice: 120.00963637703343; reg_zipnll: 302.80428374441044; aux_mae_loss_1: 229.87999805651214; aux_mae_loss_2: 31.186484387046413; aux_mae_loss_4: 4.93561243383508; cnt_loss: 36.15365630701969; 2025-05-15 10:47:42,102 - INFO - Evaluation: Curr mae: 114.8411; Best mae: 87.2241; 89.2139; 89.3043; 90.1674; 90.4512; Curr rmse: 164.6229; Best rmse: 128.2479; 132.1770; 133.9973; 134.8999; 136.7769; Curr nae: 0.3242; Best nae: 0.2125; 0.2227; 0.2317; 0.2441; 0.2503; 2025-05-15 10:47:42,103 - INFO - Epoch: 0156 / 1300 lr: 2.300e-05 2025-05-15 10:47:55,520 - INFO - Training: cls_zice: 124.15278685720344; reg_zipnll: 322.30696467349406; aux_mae_loss_1: 239.54635218570107; aux_mae_loss_2: 32.547133897480215; aux_mae_loss_4: 5.19364671330703; cnt_loss: 40.571875848268206; 2025-05-15 10:47:55,521 - INFO - Evaluation: Curr mae: 96.4790; Best mae: 87.2241; 89.2139; 89.3043; 90.1674; 90.4512; Curr rmse: 146.3018; Best rmse: 128.2479; 132.1770; 133.9973; 134.8999; 136.7769; Curr nae: 0.2612; Best nae: 0.2125; 0.2227; 0.2317; 0.2441; 0.2503; 2025-05-15 10:47:55,521 - INFO - Epoch: 0157 / 1300 lr: 2.140e-05 2025-05-15 10:48:08,913 - INFO - Training: cls_zice: 118.46084695113332; reg_zipnll: 311.3178030315198; aux_mae_loss_1: 230.43232124730162; aux_mae_loss_2: 31.29675047021163; aux_mae_loss_4: 5.043819383571022; cnt_loss: 39.746990605404505; 2025-05-15 10:48:08,913 - INFO - Evaluation: Curr mae: 98.4728; Best mae: 87.2241; 89.2139; 89.3043; 90.1674; 90.4512; Curr rmse: 142.5194; Best rmse: 128.2479; 132.1770; 133.9973; 134.8999; 136.7769; Curr nae: 0.2705; Best nae: 0.2125; 0.2227; 0.2317; 0.2441; 0.2503; 2025-05-15 10:48:08,913 - INFO - Epoch: 0158 / 1300 lr: 1.985e-05 2025-05-15 10:48:22,377 - INFO - Training: cls_zice: 116.66102936393337; reg_zipnll: 300.35881193060624; aux_mae_loss_1: 229.4811433490954; aux_mae_loss_2: 31.401135745801422; aux_mae_loss_4: 5.073021386799059; cnt_loss: 39.83889883442929; 2025-05-15 10:48:22,420 - INFO - Evaluation: Curr mae: 89.0338; Best mae: 87.2241; 89.0338; 89.2139; 89.3043; 90.1674; Curr rmse: 132.8788; Best rmse: 128.2479; 132.1770; 132.8788; 133.9973; 134.8999; Curr nae: 0.2250; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2441; 2025-05-15 10:48:22,421 - INFO - Epoch: 0159 / 1300 lr: 1.835e-05 2025-05-15 10:48:35,867 - INFO - Training: cls_zice: 117.37664252833316; reg_zipnll: 320.0711950000964; aux_mae_loss_1: 231.53164150840357; aux_mae_loss_2: 30.922801670275238; aux_mae_loss_4: 4.9288205661271745; cnt_loss: 36.62061969857467; 2025-05-15 10:48:35,867 - INFO - Evaluation: Curr mae: 97.8893; Best mae: 87.2241; 89.0338; 89.2139; 89.3043; 90.1674; Curr rmse: 139.7109; Best rmse: 128.2479; 132.1770; 132.8788; 133.9973; 134.8999; Curr nae: 0.2642; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2441; 2025-05-15 10:48:35,868 - INFO - Epoch: 0160 / 1300 lr: 1.690e-05 2025-05-15 10:48:49,310 - INFO - Training: cls_zice: 122.05459795500103; reg_zipnll: 302.28533403496994; aux_mae_loss_1: 235.3919906616211; aux_mae_loss_2: 31.872017860412598; aux_mae_loss_4: 5.135542053925364; cnt_loss: 37.43016014601055; 2025-05-15 10:48:49,310 - INFO - Evaluation: Curr mae: 102.3120; Best mae: 87.2241; 89.0338; 89.2139; 89.3043; 90.1674; Curr rmse: 143.1914; Best rmse: 128.2479; 132.1770; 132.8788; 133.9973; 134.8999; Curr nae: 0.2770; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2441; 2025-05-15 10:48:49,311 - INFO - Epoch: 0161 / 1300 lr: 1.550e-05 2025-05-15 10:49:02,673 - INFO - Training: cls_zice: 114.90164872219688; reg_zipnll: 293.6933680082622; aux_mae_loss_1: 229.29208092940482; aux_mae_loss_2: 31.262813066181383; aux_mae_loss_4: 5.051200163991828; cnt_loss: 38.24847956707603; 2025-05-15 10:49:02,674 - INFO - Evaluation: Curr mae: 102.3086; Best mae: 87.2241; 89.0338; 89.2139; 89.3043; 90.1674; Curr rmse: 146.2937; Best rmse: 128.2479; 132.1770; 132.8788; 133.9973; 134.8999; Curr nae: 0.2757; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2441; 2025-05-15 10:49:02,674 - INFO - Epoch: 0162 / 1300 lr: 1.415e-05 2025-05-15 10:49:16,394 - INFO - Training: cls_zice: 119.80653195632131; reg_zipnll: 311.7439476816278; aux_mae_loss_1: 235.02702010305305; aux_mae_loss_2: 31.623754099795693; aux_mae_loss_4: 4.989313389125623; cnt_loss: 37.40320863221821; 2025-05-15 10:49:16,395 - INFO - Evaluation: Curr mae: 97.2544; Best mae: 87.2241; 89.0338; 89.2139; 89.3043; 90.1674; Curr rmse: 142.0266; Best rmse: 128.2479; 132.1770; 132.8788; 133.9973; 134.8999; Curr nae: 0.2496; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2441; 2025-05-15 10:49:16,395 - INFO - Epoch: 0163 / 1300 lr: 1.286e-05 2025-05-15 10:49:29,685 - INFO - Training: cls_zice: 121.30248641967773; reg_zipnll: 296.89105284841435; aux_mae_loss_1: 233.7091518201326; aux_mae_loss_2: 31.53216969339471; aux_mae_loss_4: 5.070769491948579; cnt_loss: 36.88242297423513; 2025-05-15 10:49:29,685 - INFO - Evaluation: Curr mae: 101.1862; Best mae: 87.2241; 89.0338; 89.2139; 89.3043; 90.1674; Curr rmse: 142.8677; Best rmse: 128.2479; 132.1770; 132.8788; 133.9973; 134.8999; Curr nae: 0.2759; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2441; 2025-05-15 10:49:29,685 - INFO - Epoch: 0164 / 1300 lr: 1.163e-05 2025-05-15 10:49:43,126 - INFO - Training: cls_zice: 120.30695661745574; reg_zipnll: 311.81104840730364; aux_mae_loss_1: 231.70806724146792; aux_mae_loss_2: 31.24999257137901; aux_mae_loss_4: 5.017336136416385; cnt_loss: 37.28028342598363; 2025-05-15 10:49:43,127 - INFO - Evaluation: Curr mae: 97.6692; Best mae: 87.2241; 89.0338; 89.2139; 89.3043; 90.1674; Curr rmse: 139.2492; Best rmse: 128.2479; 132.1770; 132.8788; 133.9973; 134.8999; Curr nae: 0.2617; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2441; 2025-05-15 10:49:43,127 - INFO - Epoch: 0165 / 1300 lr: 1.045e-05 2025-05-15 10:49:56,493 - INFO - Training: cls_zice: 124.94756778917815; reg_zipnll: 302.53276644254987; aux_mae_loss_1: 230.57809889943977; aux_mae_loss_2: 31.173754441110713; aux_mae_loss_4: 4.959978128734388; cnt_loss: 34.224158362338414; 2025-05-15 10:49:56,508 - INFO - Evaluation: Curr mae: 96.1159; Best mae: 87.2241; 89.0338; 89.2139; 89.3043; 90.1674; Curr rmse: 133.8146; Best rmse: 128.2479; 132.1770; 132.8788; 133.8146; 133.9973; Curr nae: 0.2574; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2441; 2025-05-15 10:49:56,508 - INFO - Epoch: 0166 / 1300 lr: 9.342e-06 2025-05-15 10:50:09,874 - INFO - Training: cls_zice: 126.53502539584511; reg_zipnll: 294.35639371370013; aux_mae_loss_1: 234.57926017359682; aux_mae_loss_2: 31.756348509537546; aux_mae_loss_4: 5.001407221743935; cnt_loss: 32.29513143238268; 2025-05-15 10:50:09,875 - INFO - Evaluation: Curr mae: 98.1681; Best mae: 87.2241; 89.0338; 89.2139; 89.3043; 90.1674; Curr rmse: 140.0012; Best rmse: 128.2479; 132.1770; 132.8788; 133.8146; 133.9973; Curr nae: 0.2605; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2441; 2025-05-15 10:50:09,875 - INFO - Epoch: 0167 / 1300 lr: 8.294e-06 2025-05-15 10:50:23,150 - INFO - Training: cls_zice: 119.52710879476447; reg_zipnll: 316.70482394569797; aux_mae_loss_1: 236.21343552438836; aux_mae_loss_2: 31.605166987368936; aux_mae_loss_4: 4.967177497713189; cnt_loss: 36.63563346862793; 2025-05-15 10:50:23,151 - INFO - Evaluation: Curr mae: 101.0596; Best mae: 87.2241; 89.0338; 89.2139; 89.3043; 90.1674; Curr rmse: 139.6038; Best rmse: 128.2479; 132.1770; 132.8788; 133.8146; 133.9973; Curr nae: 0.2735; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2441; 2025-05-15 10:50:23,151 - INFO - Epoch: 0168 / 1300 lr: 7.311e-06 2025-05-15 10:50:36,747 - INFO - Training: cls_zice: 124.43387443140934; reg_zipnll: 298.615189401727; aux_mae_loss_1: 232.46576008043792; aux_mae_loss_2: 31.625037243491725; aux_mae_loss_4: 5.020432754566795; cnt_loss: 34.353042903699375; 2025-05-15 10:50:36,748 - INFO - Evaluation: Curr mae: 103.5765; Best mae: 87.2241; 89.0338; 89.2139; 89.3043; 90.1674; Curr rmse: 146.1435; Best rmse: 128.2479; 132.1770; 132.8788; 133.8146; 133.9973; Curr nae: 0.2819; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2441; 2025-05-15 10:50:36,748 - INFO - Epoch: 0169 / 1300 lr: 6.395e-06 2025-05-15 10:50:50,147 - INFO - Training: cls_zice: 115.9434123666663; reg_zipnll: 300.66376334742495; aux_mae_loss_1: 225.79418684306899; aux_mae_loss_2: 30.43854587956479; aux_mae_loss_4: 4.757325542600531; cnt_loss: 32.67657207187853; 2025-05-15 10:50:50,148 - INFO - Evaluation: Curr mae: 108.9047; Best mae: 87.2241; 89.0338; 89.2139; 89.3043; 90.1674; Curr rmse: 151.1449; Best rmse: 128.2479; 132.1770; 132.8788; 133.8146; 133.9973; Curr nae: 0.2937; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2441; 2025-05-15 10:50:50,148 - INFO - Epoch: 0170 / 1300 lr: 5.547e-06 2025-05-15 10:51:03,689 - INFO - Training: cls_zice: 123.85329748454846; reg_zipnll: 300.6459285334537; aux_mae_loss_1: 237.81661023591695; aux_mae_loss_2: 32.419004791661315; aux_mae_loss_4: 5.2098892111527295; cnt_loss: 40.30358649555006; 2025-05-15 10:51:03,689 - INFO - Evaluation: Curr mae: 104.5083; Best mae: 87.2241; 89.0338; 89.2139; 89.3043; 90.1674; Curr rmse: 145.7804; Best rmse: 128.2479; 132.1770; 132.8788; 133.8146; 133.9973; Curr nae: 0.2783; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2441; 2025-05-15 10:51:03,690 - INFO - Epoch: 0171 / 1300 lr: 4.768e-06 2025-05-15 10:51:17,196 - INFO - Training: cls_zice: 117.38561158431203; reg_zipnll: 298.5204900440417; aux_mae_loss_1: 231.57265914113898; aux_mae_loss_2: 30.78384027983013; aux_mae_loss_4: 4.819283472864251; cnt_loss: 30.31689335170545; 2025-05-15 10:51:17,197 - INFO - Evaluation: Curr mae: 99.0029; Best mae: 87.2241; 89.0338; 89.2139; 89.3043; 90.1674; Curr rmse: 140.5594; Best rmse: 128.2479; 132.1770; 132.8788; 133.8146; 133.9973; Curr nae: 0.2564; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2441; 2025-05-15 10:51:17,197 - INFO - Epoch: 0172 / 1300 lr: 4.060e-06 2025-05-15 10:51:30,839 - INFO - Training: cls_zice: 132.3843667883622; reg_zipnll: 312.1025195874666; aux_mae_loss_1: 239.5763846949527; aux_mae_loss_2: 32.28636154375578; aux_mae_loss_4: 5.108560486843712; cnt_loss: 36.395221509431536; 2025-05-15 10:51:30,840 - INFO - Evaluation: Curr mae: 105.6323; Best mae: 87.2241; 89.0338; 89.2139; 89.3043; 90.1674; Curr rmse: 148.0239; Best rmse: 128.2479; 132.1770; 132.8788; 133.8146; 133.9973; Curr nae: 0.2756; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2441; 2025-05-15 10:51:30,840 - INFO - Epoch: 0173 / 1300 lr: 3.423e-06 2025-05-15 10:51:44,173 - INFO - Training: cls_zice: 125.63346501400596; reg_zipnll: 307.8013042650725; aux_mae_loss_1: 237.3816970022101; aux_mae_loss_2: 31.954724261635228; aux_mae_loss_4: 5.1542847721200244; cnt_loss: 37.039174933182565; 2025-05-15 10:51:44,174 - INFO - Evaluation: Curr mae: 105.3884; Best mae: 87.2241; 89.0338; 89.2139; 89.3043; 90.1674; Curr rmse: 144.8228; Best rmse: 128.2479; 132.1770; 132.8788; 133.8146; 133.9973; Curr nae: 0.2871; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2441; 2025-05-15 10:51:44,174 - INFO - Epoch: 0174 / 1300 lr: 2.858e-06 2025-05-15 10:51:57,791 - INFO - Training: cls_zice: 128.43933446783768; reg_zipnll: 290.47980619731703; aux_mae_loss_1: 236.44175760369552; aux_mae_loss_2: 31.997024536132812; aux_mae_loss_4: 5.056817945681121; cnt_loss: 33.51120411722284; 2025-05-15 10:51:57,792 - INFO - Evaluation: Curr mae: 97.2883; Best mae: 87.2241; 89.0338; 89.2139; 89.3043; 90.1674; Curr rmse: 135.6368; Best rmse: 128.2479; 132.1770; 132.8788; 133.8146; 133.9973; Curr nae: 0.2581; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2441; 2025-05-15 10:51:57,792 - INFO - Epoch: 0175 / 1300 lr: 2.368e-06 2025-05-15 10:52:11,224 - INFO - Training: cls_zice: 113.23546540109734; reg_zipnll: 312.88031106246143; aux_mae_loss_1: 230.95172962389495; aux_mae_loss_2: 30.50702647158974; aux_mae_loss_4: 4.762522477852671; cnt_loss: 29.381870018808467; 2025-05-15 10:52:11,240 - INFO - Evaluation: Curr mae: 95.1673; Best mae: 87.2241; 89.0338; 89.2139; 89.3043; 90.1674; Curr rmse: 133.6584; Best rmse: 128.2479; 132.1770; 132.8788; 133.6584; 133.8146; Curr nae: 0.2485; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2441; 2025-05-15 10:52:11,240 - INFO - Epoch: 0176 / 1300 lr: 1.951e-06 2025-05-15 10:52:24,521 - INFO - Training: cls_zice: 122.65474048413728; reg_zipnll: 301.3005736501593; aux_mae_loss_1: 236.04802382619758; aux_mae_loss_2: 31.512687231365003; aux_mae_loss_4: 4.919447365560029; cnt_loss: 34.486579518569144; 2025-05-15 10:52:24,521 - INFO - Evaluation: Curr mae: 100.1000; Best mae: 87.2241; 89.0338; 89.2139; 89.3043; 90.1674; Curr rmse: 140.2961; Best rmse: 128.2479; 132.1770; 132.8788; 133.6584; 133.8146; Curr nae: 0.2616; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2441; 2025-05-15 10:52:24,522 - INFO - Epoch: 0177 / 1300 lr: 1.609e-06 2025-05-15 10:52:37,845 - INFO - Training: cls_zice: 124.04586139478181; reg_zipnll: 299.04067671926396; aux_mae_loss_1: 234.83497057462992; aux_mae_loss_2: 31.2705380791112; aux_mae_loss_4: 4.876454604299445; cnt_loss: 33.58890490782888; 2025-05-15 10:52:37,846 - INFO - Evaluation: Curr mae: 101.1754; Best mae: 87.2241; 89.0338; 89.2139; 89.3043; 90.1674; Curr rmse: 139.8295; Best rmse: 128.2479; 132.1770; 132.8788; 133.6584; 133.8146; Curr nae: 0.2745; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2441; 2025-05-15 10:52:37,846 - INFO - Epoch: 0178 / 1300 lr: 1.343e-06 2025-05-15 10:52:51,294 - INFO - Training: cls_zice: 120.87500210812217; reg_zipnll: 304.6140755101254; aux_mae_loss_1: 231.8998111925627; aux_mae_loss_2: 31.24779886948435; aux_mae_loss_4: 4.908903385463514; cnt_loss: 33.77497582686575; 2025-05-15 10:52:51,295 - INFO - Evaluation: Curr mae: 97.4684; Best mae: 87.2241; 89.0338; 89.2139; 89.3043; 90.1674; Curr rmse: 136.1414; Best rmse: 128.2479; 132.1770; 132.8788; 133.6584; 133.8146; Curr nae: 0.2596; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2441; 2025-05-15 10:52:51,295 - INFO - Epoch: 0179 / 1300 lr: 1.153e-06 2025-05-15 10:53:04,839 - INFO - Training: cls_zice: 124.33710218730725; reg_zipnll: 312.45972342240185; aux_mae_loss_1: 238.12889259739927; aux_mae_loss_2: 32.170750969334655; aux_mae_loss_4: 5.2364935874938965; cnt_loss: 38.63334628155357; 2025-05-15 10:53:04,840 - INFO - Evaluation: Curr mae: 102.3948; Best mae: 87.2241; 89.0338; 89.2139; 89.3043; 90.1674; Curr rmse: 142.2707; Best rmse: 128.2479; 132.1770; 132.8788; 133.6584; 133.8146; Curr nae: 0.2798; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2441; 2025-05-15 10:53:04,840 - INFO - Epoch: 0180 / 1300 lr: 1.038e-06 2025-05-15 10:53:18,128 - INFO - Training: cls_zice: 116.40695140236302; reg_zipnll: 294.65186329891804; aux_mae_loss_1: 234.36367516768607; aux_mae_loss_2: 31.43475914001465; aux_mae_loss_4: 4.953562127916436; cnt_loss: 34.02237375159012; 2025-05-15 10:53:18,129 - INFO - Evaluation: Curr mae: 97.8784; Best mae: 87.2241; 89.0338; 89.2139; 89.3043; 90.1674; Curr rmse: 139.2330; Best rmse: 128.2479; 132.1770; 132.8788; 133.6584; 133.8146; Curr nae: 0.2521; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2441; 2025-05-15 10:53:18,129 - INFO - Epoch: 0181 / 1300 lr: 1.000e-04 2025-05-15 10:53:31,504 - INFO - Training: cls_zice: 128.80323048641807; reg_zipnll: 315.7721858777498; aux_mae_loss_1: 246.6551702399003; aux_mae_loss_2: 35.57391492944015; aux_mae_loss_4: 6.305280760714882; cnt_loss: 63.0714232294183; 2025-05-15 10:53:31,505 - INFO - Evaluation: Curr mae: 99.6388; Best mae: 87.2241; 89.0338; 89.2139; 89.3043; 90.1674; Curr rmse: 149.3190; Best rmse: 128.2479; 132.1770; 132.8788; 133.6584; 133.8146; Curr nae: 0.2935; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2441; 2025-05-15 10:53:31,505 - INFO - Epoch: 0182 / 1300 lr: 9.999e-05 2025-05-15 10:53:45,067 - INFO - Training: cls_zice: 124.19879541899029; reg_zipnll: 313.1196766903526; aux_mae_loss_1: 245.6287428203382; aux_mae_loss_2: 36.05334658371775; aux_mae_loss_4: 6.344868816827473; cnt_loss: 63.674996627004525; 2025-05-15 10:53:45,111 - INFO - Evaluation: Curr mae: 85.6339; Best mae: 85.6339; 87.2241; 89.0338; 89.2139; 89.3043; Curr rmse: 132.4584; Best rmse: 128.2479; 132.1770; 132.4584; 132.8788; 133.6584; Curr nae: 0.2405; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2405; 2025-05-15 10:53:45,111 - INFO - Epoch: 0183 / 1300 lr: 9.996e-05 2025-05-15 10:53:58,648 - INFO - Training: cls_zice: 128.57293329740824; reg_zipnll: 316.5152776617753; aux_mae_loss_1: 245.8574756823088; aux_mae_loss_2: 36.2362252285606; aux_mae_loss_4: 6.440664705477263; cnt_loss: 62.35293604198255; 2025-05-15 10:53:58,649 - INFO - Evaluation: Curr mae: 102.5112; Best mae: 85.6339; 87.2241; 89.0338; 89.2139; 89.3043; Curr rmse: 205.2018; Best rmse: 128.2479; 132.1770; 132.4584; 132.8788; 133.6584; Curr nae: 0.4114; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2405; 2025-05-15 10:53:58,649 - INFO - Epoch: 0184 / 1300 lr: 9.991e-05 2025-05-15 10:54:12,004 - INFO - Training: cls_zice: 121.52101105137875; reg_zipnll: 322.17910686292146; aux_mae_loss_1: 239.93736066316305; aux_mae_loss_2: 35.83351185447291; aux_mae_loss_4: 6.470438411361293; cnt_loss: 67.12831522289075; 2025-05-15 10:54:12,005 - INFO - Evaluation: Curr mae: 111.0018; Best mae: 85.6339; 87.2241; 89.0338; 89.2139; 89.3043; Curr rmse: 157.9430; Best rmse: 128.2479; 132.1770; 132.4584; 132.8788; 133.6584; Curr nae: 0.3215; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2405; 2025-05-15 10:54:12,006 - INFO - Epoch: 0185 / 1300 lr: 9.985e-05 2025-05-15 10:54:25,743 - INFO - Training: cls_zice: 133.5953711961445; reg_zipnll: 321.4813013578716; aux_mae_loss_1: 255.1279072008635; aux_mae_loss_2: 38.34399047650789; aux_mae_loss_4: 7.000419648070085; cnt_loss: 74.88383162649055; 2025-05-15 10:54:25,743 - INFO - Evaluation: Curr mae: 103.5637; Best mae: 85.6339; 87.2241; 89.0338; 89.2139; 89.3043; Curr rmse: 179.0115; Best rmse: 128.2479; 132.1770; 132.4584; 132.8788; 133.6584; Curr nae: 0.3509; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2405; 2025-05-15 10:54:25,744 - INFO - Epoch: 0186 / 1300 lr: 9.976e-05 2025-05-15 10:54:39,062 - INFO - Training: cls_zice: 118.24564522191098; reg_zipnll: 313.99144845259815; aux_mae_loss_1: 244.4427261352539; aux_mae_loss_2: 36.62397665726511; aux_mae_loss_4: 6.648193698180349; cnt_loss: 70.24558574274967; 2025-05-15 10:54:39,063 - INFO - Evaluation: Curr mae: 106.3471; Best mae: 85.6339; 87.2241; 89.0338; 89.2139; 89.3043; Curr rmse: 172.6175; Best rmse: 128.2479; 132.1770; 132.4584; 132.8788; 133.6584; Curr nae: 0.3366; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2405; 2025-05-15 10:54:39,063 - INFO - Epoch: 0187 / 1300 lr: 9.966e-05 2025-05-15 10:54:52,532 - INFO - Training: cls_zice: 130.37163252579538; reg_zipnll: 311.9908860859118; aux_mae_loss_1: 247.77503003572164; aux_mae_loss_2: 35.85665281195389; aux_mae_loss_4: 6.283211337892633; cnt_loss: 62.966445320530944; 2025-05-15 10:54:52,533 - INFO - Evaluation: Curr mae: 101.1132; Best mae: 85.6339; 87.2241; 89.0338; 89.2139; 89.3043; Curr rmse: 157.9051; Best rmse: 128.2479; 132.1770; 132.4584; 132.8788; 133.6584; Curr nae: 0.3009; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2405; 2025-05-15 10:54:52,533 - INFO - Epoch: 0188 / 1300 lr: 9.953e-05 2025-05-15 10:55:06,016 - INFO - Training: cls_zice: 129.6059103514019; reg_zipnll: 313.12410475078383; aux_mae_loss_1: 246.18682218852797; aux_mae_loss_2: 36.12204872934442; aux_mae_loss_4: 6.479523533268979; cnt_loss: 67.50330568614758; 2025-05-15 10:55:06,016 - INFO - Evaluation: Curr mae: 140.8796; Best mae: 85.6339; 87.2241; 89.0338; 89.2139; 89.3043; Curr rmse: 212.2551; Best rmse: 128.2479; 132.1770; 132.4584; 132.8788; 133.6584; Curr nae: 0.4503; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2405; 2025-05-15 10:55:06,016 - INFO - Epoch: 0189 / 1300 lr: 9.939e-05 2025-05-15 10:55:19,510 - INFO - Training: cls_zice: 121.10828951785439; reg_zipnll: 312.6819215071829; aux_mae_loss_1: 243.25116167570414; aux_mae_loss_2: 34.91590670535439; aux_mae_loss_4: 6.070335839924059; cnt_loss: 57.2863587831196; 2025-05-15 10:55:19,526 - INFO - Evaluation: Curr mae: 95.4426; Best mae: 85.6339; 87.2241; 89.0338; 89.2139; 89.3043; Curr rmse: 130.6598; Best rmse: 128.2479; 130.6598; 132.1770; 132.4584; 132.8788; Curr nae: 0.2858; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2405; 2025-05-15 10:55:19,527 - INFO - Epoch: 0190 / 1300 lr: 9.923e-05 2025-05-15 10:55:32,953 - INFO - Training: cls_zice: 118.66839459067897; reg_zipnll: 325.14800222296464; aux_mae_loss_1: 240.4486682289525; aux_mae_loss_2: 34.35419549440083; aux_mae_loss_4: 5.932389403644361; cnt_loss: 56.05517452641537; 2025-05-15 10:55:32,969 - INFO - Evaluation: Curr mae: 88.9948; Best mae: 85.6339; 87.2241; 88.9948; 89.0338; 89.2139; Curr rmse: 142.0963; Best rmse: 128.2479; 130.6598; 132.1770; 132.4584; 132.8788; Curr nae: 0.2593; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2405; 2025-05-15 10:55:32,969 - INFO - Epoch: 0191 / 1300 lr: 9.905e-05 2025-05-15 10:55:46,215 - INFO - Training: cls_zice: 127.86181424793445; reg_zipnll: 311.8459789878444; aux_mae_loss_1: 239.20755406429893; aux_mae_loss_2: 34.59266617423609; aux_mae_loss_4: 6.100752529345061; cnt_loss: 62.53456677888569; 2025-05-15 10:55:46,216 - INFO - Evaluation: Curr mae: 110.9309; Best mae: 85.6339; 87.2241; 88.9948; 89.0338; 89.2139; Curr rmse: 171.7966; Best rmse: 128.2479; 130.6598; 132.1770; 132.4584; 132.8788; Curr nae: 0.3603; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2405; 2025-05-15 10:55:46,216 - INFO - Epoch: 0192 / 1300 lr: 9.885e-05 2025-05-15 10:55:59,729 - INFO - Training: cls_zice: 135.2209839067961; reg_zipnll: 320.26500701904297; aux_mae_loss_1: 254.9201720388312; aux_mae_loss_2: 37.73885240052876; aux_mae_loss_4: 6.904994964599609; cnt_loss: 63.798851213957136; 2025-05-15 10:55:59,730 - INFO - Evaluation: Curr mae: 97.0875; Best mae: 85.6339; 87.2241; 88.9948; 89.0338; 89.2139; Curr rmse: 133.5696; Best rmse: 128.2479; 130.6598; 132.1770; 132.4584; 132.8788; Curr nae: 0.2750; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2405; 2025-05-15 10:55:59,730 - INFO - Epoch: 0193 / 1300 lr: 9.863e-05 2025-05-15 10:56:13,078 - INFO - Training: cls_zice: 127.36960777483489; reg_zipnll: 311.72177445261104; aux_mae_loss_1: 244.8297119140625; aux_mae_loss_2: 35.95689763520893; aux_mae_loss_4: 6.548245800168891; cnt_loss: 71.58663985603734; 2025-05-15 10:56:13,108 - INFO - Evaluation: Curr mae: 86.8456; Best mae: 85.6339; 86.8456; 87.2241; 88.9948; 89.0338; Curr rmse: 125.5660; Best rmse: 125.5660; 128.2479; 130.6598; 132.1770; 132.4584; Curr nae: 0.2618; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2405; 2025-05-15 10:56:13,108 - INFO - Epoch: 0194 / 1300 lr: 9.840e-05 2025-05-15 10:56:26,518 - INFO - Training: cls_zice: 131.90400816264906; reg_zipnll: 308.24023758737667; aux_mae_loss_1: 244.11187904759458; aux_mae_loss_2: 35.68009783092298; aux_mae_loss_4: 6.367867482335944; cnt_loss: 63.688111204850046; 2025-05-15 10:56:26,519 - INFO - Evaluation: Curr mae: 112.5850; Best mae: 85.6339; 86.8456; 87.2241; 88.9948; 89.0338; Curr rmse: 173.4379; Best rmse: 125.5660; 128.2479; 130.6598; 132.1770; 132.4584; Curr nae: 0.4089; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2405; 2025-05-15 10:56:26,519 - INFO - Epoch: 0195 / 1300 lr: 9.814e-05 2025-05-15 10:56:40,001 - INFO - Training: cls_zice: 126.14725660022937; reg_zipnll: 313.3952044436806; aux_mae_loss_1: 244.606455351177; aux_mae_loss_2: 35.277820787931745; aux_mae_loss_4: 6.2326415212530835; cnt_loss: 60.61333159396523; 2025-05-15 10:56:40,002 - INFO - Evaluation: Curr mae: 99.2178; Best mae: 85.6339; 86.8456; 87.2241; 88.9948; 89.0338; Curr rmse: 142.0737; Best rmse: 125.5660; 128.2479; 130.6598; 132.1770; 132.4584; Curr nae: 0.2847; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2405; 2025-05-15 10:56:40,002 - INFO - Epoch: 0196 / 1300 lr: 9.787e-05 2025-05-15 10:56:53,546 - INFO - Training: cls_zice: 126.80538900274979; reg_zipnll: 315.6772597463507; aux_mae_loss_1: 242.46570707622328; aux_mae_loss_2: 34.2464411384181; aux_mae_loss_4: 5.760366803721378; cnt_loss: 52.4356568487067; 2025-05-15 10:56:53,546 - INFO - Evaluation: Curr mae: 105.8238; Best mae: 85.6339; 86.8456; 87.2241; 88.9948; 89.0338; Curr rmse: 192.4232; Best rmse: 125.5660; 128.2479; 130.6598; 132.1770; 132.4584; Curr nae: 0.3563; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2405; 2025-05-15 10:56:53,547 - INFO - Epoch: 0197 / 1300 lr: 9.758e-05 2025-05-15 10:57:06,813 - INFO - Training: cls_zice: 126.78874623148064; reg_zipnll: 316.7143291674162; aux_mae_loss_1: 246.29496965910258; aux_mae_loss_2: 35.69419855820505; aux_mae_loss_4: 6.314074560215599; cnt_loss: 57.04715452696148; 2025-05-15 10:57:06,814 - INFO - Evaluation: Curr mae: 135.2872; Best mae: 85.6339; 86.8456; 87.2241; 88.9948; 89.0338; Curr rmse: 232.8209; Best rmse: 125.5660; 128.2479; 130.6598; 132.1770; 132.4584; Curr nae: 0.4672; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2405; 2025-05-15 10:57:06,814 - INFO - Epoch: 0198 / 1300 lr: 9.727e-05 2025-05-15 10:57:20,199 - INFO - Training: cls_zice: 132.74371448316072; reg_zipnll: 315.6475741737767; aux_mae_loss_1: 248.45755968595805; aux_mae_loss_2: 36.258753525583366; aux_mae_loss_4: 6.539136792484083; cnt_loss: 68.12853441740337; 2025-05-15 10:57:20,200 - INFO - Evaluation: Curr mae: 92.4544; Best mae: 85.6339; 86.8456; 87.2241; 88.9948; 89.0338; Curr rmse: 141.1055; Best rmse: 125.5660; 128.2479; 130.6598; 132.1770; 132.4584; Curr nae: 0.2708; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2405; 2025-05-15 10:57:20,201 - INFO - Epoch: 0199 / 1300 lr: 9.694e-05 2025-05-15 10:57:34,151 - INFO - Training: cls_zice: 119.11656449970447; reg_zipnll: 284.23806983546206; aux_mae_loss_1: 236.6115409449527; aux_mae_loss_2: 34.10954656099018; aux_mae_loss_4: 5.871368006656044; cnt_loss: 54.653810225035016; 2025-05-15 10:57:34,152 - INFO - Evaluation: Curr mae: 134.5531; Best mae: 85.6339; 86.8456; 87.2241; 88.9948; 89.0338; Curr rmse: 184.0643; Best rmse: 125.5660; 128.2479; 130.6598; 132.1770; 132.4584; Curr nae: 0.4230; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2405; 2025-05-15 10:57:34,152 - INFO - Epoch: 0200 / 1300 lr: 9.660e-05 2025-05-15 10:57:47,505 - INFO - Training: cls_zice: 121.77386610131515; reg_zipnll: 303.6497258638081; aux_mae_loss_1: 239.07374612908615; aux_mae_loss_2: 33.35319403598183; aux_mae_loss_4: 5.660109482313457; cnt_loss: 52.522654583579616; 2025-05-15 10:57:47,505 - INFO - Evaluation: Curr mae: 94.7841; Best mae: 85.6339; 86.8456; 87.2241; 88.9948; 89.0338; Curr rmse: 140.8459; Best rmse: 125.5660; 128.2479; 130.6598; 132.1770; 132.4584; Curr nae: 0.2729; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2405; 2025-05-15 10:57:47,568 - INFO - Epoch: 0201 / 1300 lr: 9.623e-05 2025-05-15 10:58:01,208 - INFO - Training: cls_zice: 125.22073605186061; reg_zipnll: 314.49447109824735; aux_mae_loss_1: 237.04165368331107; aux_mae_loss_2: 32.7838904732152; aux_mae_loss_4: 5.521303697636253; cnt_loss: 49.20880096837094; 2025-05-15 10:58:01,209 - INFO - Evaluation: Curr mae: 126.0430; Best mae: 85.6339; 86.8456; 87.2241; 88.9948; 89.0338; Curr rmse: 177.6932; Best rmse: 125.5660; 128.2479; 130.6598; 132.1770; 132.4584; Curr nae: 0.3545; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2405; 2025-05-15 10:58:01,209 - INFO - Epoch: 0202 / 1300 lr: 9.585e-05 2025-05-15 10:58:14,707 - INFO - Training: cls_zice: 137.3330804925216; reg_zipnll: 306.76304004066867; aux_mae_loss_1: 248.2380824841951; aux_mae_loss_2: 35.55350163108424; aux_mae_loss_4: 6.208231091499329; cnt_loss: 59.2469347903603; 2025-05-15 10:58:14,708 - INFO - Evaluation: Curr mae: 94.6894; Best mae: 85.6339; 86.8456; 87.2241; 88.9948; 89.0338; Curr rmse: 137.6244; Best rmse: 125.5660; 128.2479; 130.6598; 132.1770; 132.4584; Curr nae: 0.2478; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2405; 2025-05-15 10:58:14,708 - INFO - Epoch: 0203 / 1300 lr: 9.545e-05 2025-05-15 10:58:28,170 - INFO - Training: cls_zice: 119.23412343075401; reg_zipnll: 304.520928834614; aux_mae_loss_1: 233.290686757941; aux_mae_loss_2: 32.47733989514803; aux_mae_loss_4: 5.447860836982727; cnt_loss: 46.17145392769262; 2025-05-15 10:58:28,171 - INFO - Evaluation: Curr mae: 107.2282; Best mae: 85.6339; 86.8456; 87.2241; 88.9948; 89.0338; Curr rmse: 165.4935; Best rmse: 125.5660; 128.2479; 130.6598; 132.1770; 132.4584; Curr nae: 0.3558; Best nae: 0.2125; 0.2227; 0.2250; 0.2317; 0.2405; 2025-05-15 10:58:28,171 - INFO - Epoch: 0204 / 1300 lr: 9.504e-05 2025-05-15 10:58:41,486 - INFO - Training: cls_zice: 125.48089519299958; reg_zipnll: 312.04668627287214; aux_mae_loss_1: 243.32133724814966; aux_mae_loss_2: 33.92058623464484; aux_mae_loss_4: 5.700940816025985; cnt_loss: 52.76126319483707; 2025-05-15 10:58:41,501 - INFO - Evaluation: Curr mae: 89.2553; Best mae: 85.6339; 86.8456; 87.2241; 88.9948; 89.0338; Curr rmse: 143.2418; Best rmse: 125.5660; 128.2479; 130.6598; 132.1770; 132.4584; Curr nae: 0.2289; Best nae: 0.2125; 0.2227; 0.2250; 0.2289; 0.2317; 2025-05-15 10:58:41,501 - INFO - Epoch: 0205 / 1300 lr: 9.460e-05 2025-05-15 10:58:54,712 - INFO - Training: cls_zice: 125.39828937932064; reg_zipnll: 326.9727072464792; aux_mae_loss_1: 244.4703469527395; aux_mae_loss_2: 34.63128044730738; aux_mae_loss_4: 6.11977021317733; cnt_loss: 61.61366608268336; 2025-05-15 10:58:54,713 - INFO - Evaluation: Curr mae: 92.8045; Best mae: 85.6339; 86.8456; 87.2241; 88.9948; 89.0338; Curr rmse: 152.3099; Best rmse: 125.5660; 128.2479; 130.6598; 132.1770; 132.4584; Curr nae: 0.2921; Best nae: 0.2125; 0.2227; 0.2250; 0.2289; 0.2317; 2025-05-15 10:58:54,713 - INFO - Epoch: 0206 / 1300 lr: 9.416e-05 2025-05-15 10:59:08,207 - INFO - Training: cls_zice: 122.84009813007556; reg_zipnll: 314.18877330579255; aux_mae_loss_1: 234.1025370547646; aux_mae_loss_2: 33.07988096538343; aux_mae_loss_4: 5.711329698562622; cnt_loss: 52.73434643996389; 2025-05-15 10:59:08,207 - INFO - Evaluation: Curr mae: 95.1070; Best mae: 85.6339; 86.8456; 87.2241; 88.9948; 89.0338; Curr rmse: 144.6137; Best rmse: 125.5660; 128.2479; 130.6598; 132.1770; 132.4584; Curr nae: 0.2586; Best nae: 0.2125; 0.2227; 0.2250; 0.2289; 0.2317; 2025-05-15 10:59:08,208 - INFO - Epoch: 0207 / 1300 lr: 9.369e-05 2025-05-15 10:59:21,372 - INFO - Training: cls_zice: 123.74476723921926; reg_zipnll: 298.262964349044; aux_mae_loss_1: 234.92805240028784; aux_mae_loss_2: 33.36494767038446; aux_mae_loss_4: 5.737009839007729; cnt_loss: 55.17243069096615; 2025-05-15 10:59:21,401 - INFO - Evaluation: Curr mae: 81.6578; Best mae: 81.6578; 85.6339; 86.8456; 87.2241; 88.9948; Curr rmse: 119.8019; Best rmse: 119.8019; 125.5660; 128.2479; 130.6598; 132.1770; Curr nae: 0.2332; Best nae: 0.2125; 0.2227; 0.2250; 0.2289; 0.2317; 2025-05-15 10:59:21,401 - INFO - Epoch: 0208 / 1300 lr: 9.321e-05 2025-05-15 10:59:34,673 - INFO - Training: cls_zice: 120.36682977174458; reg_zipnll: 287.2578606856497; aux_mae_loss_1: 234.54142921849302; aux_mae_loss_2: 33.245521896763854; aux_mae_loss_4: 5.723057709242168; cnt_loss: 53.662549219633405; 2025-05-15 10:59:34,716 - INFO - Evaluation: Curr mae: 81.4779; Best mae: 81.4779; 81.6578; 85.6339; 86.8456; 87.2241; Curr rmse: 120.6255; Best rmse: 119.8019; 120.6255; 125.5660; 128.2479; 130.6598; Curr nae: 0.2129; Best nae: 0.2125; 0.2129; 0.2227; 0.2250; 0.2289; 2025-05-15 10:59:34,717 - INFO - Epoch: 0209 / 1300 lr: 9.271e-05 2025-05-15 10:59:48,208 - INFO - Training: cls_zice: 130.2966604232788; reg_zipnll: 303.0411132009406; aux_mae_loss_1: 245.06628779361122; aux_mae_loss_2: 34.04929326709948; aux_mae_loss_4: 5.829911802944384; cnt_loss: 54.50257130673057; 2025-05-15 10:59:48,209 - INFO - Evaluation: Curr mae: 92.9252; Best mae: 81.4779; 81.6578; 85.6339; 86.8456; 87.2241; Curr rmse: 135.8434; Best rmse: 119.8019; 120.6255; 125.5660; 128.2479; 130.6598; Curr nae: 0.3100; Best nae: 0.2125; 0.2129; 0.2227; 0.2250; 0.2289; 2025-05-15 10:59:48,209 - INFO - Epoch: 0210 / 1300 lr: 9.219e-05 2025-05-15 11:00:01,402 - INFO - Training: cls_zice: 113.8979102184898; reg_zipnll: 298.25787313360917; aux_mae_loss_1: 227.3108404059159; aux_mae_loss_2: 31.811930756819876; aux_mae_loss_4: 5.304530852719357; cnt_loss: 44.403827115109095; 2025-05-15 11:00:01,445 - INFO - Evaluation: Curr mae: 75.8943; Best mae: 75.8943; 81.4779; 81.6578; 85.6339; 86.8456; Curr rmse: 109.6013; Best rmse: 109.6013; 119.8019; 120.6255; 125.5660; 128.2479; Curr nae: 0.2065; Best nae: 0.2065; 0.2125; 0.2129; 0.2227; 0.2250; 2025-05-15 11:00:01,445 - INFO - Epoch: 0211 / 1300 lr: 9.166e-05 2025-05-15 11:00:14,849 - INFO - Training: cls_zice: 127.50237103512413; reg_zipnll: 300.40806258352177; aux_mae_loss_1: 241.9714564273232; aux_mae_loss_2: 33.79800349787662; aux_mae_loss_4: 5.747120970173886; cnt_loss: 52.496689344707285; 2025-05-15 11:00:14,893 - INFO - Evaluation: Curr mae: 76.0978; Best mae: 75.8943; 76.0978; 81.4779; 81.6578; 85.6339; Curr rmse: 114.7433; Best rmse: 109.6013; 114.7433; 119.8019; 120.6255; 125.5660; Curr nae: 0.2017; Best nae: 0.2017; 0.2065; 0.2125; 0.2129; 0.2227; 2025-05-15 11:00:14,893 - INFO - Epoch: 0212 / 1300 lr: 9.111e-05 2025-05-15 11:00:28,296 - INFO - Training: cls_zice: 119.0793043437757; reg_zipnll: 294.1407414486534; aux_mae_loss_1: 235.1410281532689; aux_mae_loss_2: 33.21053806104158; aux_mae_loss_4: 5.602114501752351; cnt_loss: 52.119565762971575; 2025-05-15 11:00:28,297 - INFO - Evaluation: Curr mae: 95.9162; Best mae: 75.8943; 76.0978; 81.4779; 81.6578; 85.6339; Curr rmse: 169.1444; Best rmse: 109.6013; 114.7433; 119.8019; 120.6255; 125.5660; Curr nae: 0.3333; Best nae: 0.2017; 0.2065; 0.2125; 0.2129; 0.2227; 2025-05-15 11:00:28,297 - INFO - Epoch: 0213 / 1300 lr: 9.055e-05 2025-05-15 11:00:41,708 - INFO - Training: cls_zice: 118.69722647415965; reg_zipnll: 291.1506114758943; aux_mae_loss_1: 230.28674958881578; aux_mae_loss_2: 32.61883153413471; aux_mae_loss_4: 5.567541266742506; cnt_loss: 50.037089347839355; 2025-05-15 11:00:41,708 - INFO - Evaluation: Curr mae: 104.8416; Best mae: 75.8943; 76.0978; 81.4779; 81.6578; 85.6339; Curr rmse: 157.5459; Best rmse: 109.6013; 114.7433; 119.8019; 120.6255; 125.5660; Curr nae: 0.2782; Best nae: 0.2017; 0.2065; 0.2125; 0.2129; 0.2227; 2025-05-15 11:00:41,708 - INFO - Epoch: 0214 / 1300 lr: 8.997e-05 2025-05-15 11:00:55,122 - INFO - Training: cls_zice: 120.32915055124383; reg_zipnll: 305.4982665212531; aux_mae_loss_1: 235.81167482074937; aux_mae_loss_2: 32.38107841893246; aux_mae_loss_4: 5.392226721111097; cnt_loss: 48.517616171585885; 2025-05-15 11:00:55,138 - INFO - Evaluation: Curr mae: 81.4011; Best mae: 75.8943; 76.0978; 81.4011; 81.4779; 81.6578; Curr rmse: 132.5055; Best rmse: 109.6013; 114.7433; 119.8019; 120.6255; 125.5660; Curr nae: 0.2429; Best nae: 0.2017; 0.2065; 0.2125; 0.2129; 0.2227; 2025-05-15 11:00:55,138 - INFO - Epoch: 0215 / 1300 lr: 8.937e-05 2025-05-15 11:01:08,363 - INFO - Training: cls_zice: 123.10998484962865; reg_zipnll: 297.2807249771921; aux_mae_loss_1: 236.7836954217208; aux_mae_loss_2: 32.35923400678133; aux_mae_loss_4: 5.30011785030365; cnt_loss: 45.52671663384689; 2025-05-15 11:01:08,363 - INFO - Evaluation: Curr mae: 90.9328; Best mae: 75.8943; 76.0978; 81.4011; 81.4779; 81.6578; Curr rmse: 146.1688; Best rmse: 109.6013; 114.7433; 119.8019; 120.6255; 125.5660; Curr nae: 0.2671; Best nae: 0.2017; 0.2065; 0.2125; 0.2129; 0.2227; 2025-05-15 11:01:08,364 - INFO - Epoch: 0216 / 1300 lr: 8.876e-05 2025-05-15 11:01:21,526 - INFO - Training: cls_zice: 112.08686949077405; reg_zipnll: 302.75953112150495; aux_mae_loss_1: 224.26200505306846; aux_mae_loss_2: 30.921650786148874; aux_mae_loss_4: 5.0503396297756; cnt_loss: 43.61512128930343; 2025-05-15 11:01:21,527 - INFO - Evaluation: Curr mae: 95.3672; Best mae: 75.8943; 76.0978; 81.4011; 81.4779; 81.6578; Curr rmse: 140.3135; Best rmse: 109.6013; 114.7433; 119.8019; 120.6255; 125.5660; Curr nae: 0.2619; Best nae: 0.2017; 0.2065; 0.2125; 0.2129; 0.2227; 2025-05-15 11:01:21,527 - INFO - Epoch: 0217 / 1300 lr: 8.814e-05 2025-05-15 11:01:34,846 - INFO - Training: cls_zice: 121.35122078343441; reg_zipnll: 298.9169576544511; aux_mae_loss_1: 228.69980781956724; aux_mae_loss_2: 31.525743133143376; aux_mae_loss_4: 5.166602705654345; cnt_loss: 45.84768870002345; 2025-05-15 11:01:34,847 - INFO - Evaluation: Curr mae: 94.6333; Best mae: 75.8943; 76.0978; 81.4011; 81.4779; 81.6578; Curr rmse: 155.7598; Best rmse: 109.6013; 114.7433; 119.8019; 120.6255; 125.5660; Curr nae: 0.2558; Best nae: 0.2017; 0.2065; 0.2125; 0.2129; 0.2227; 2025-05-15 11:01:34,847 - INFO - Epoch: 0218 / 1300 lr: 8.750e-05 2025-05-15 11:01:48,228 - INFO - Training: cls_zice: 122.07346835889314; reg_zipnll: 305.34636808696547; aux_mae_loss_1: 238.19875054610404; aux_mae_loss_2: 32.92551030610737; aux_mae_loss_4: 5.450768539780064; cnt_loss: 42.97240352630615; 2025-05-15 11:01:48,243 - INFO - Evaluation: Curr mae: 90.9424; Best mae: 75.8943; 76.0978; 81.4011; 81.4779; 81.6578; Curr rmse: 136.6049; Best rmse: 109.6013; 114.7433; 119.8019; 120.6255; 125.5660; Curr nae: 0.2112; Best nae: 0.2017; 0.2065; 0.2112; 0.2125; 0.2129; 2025-05-15 11:01:48,243 - INFO - Epoch: 0219 / 1300 lr: 8.685e-05 2025-05-15 11:02:01,674 - INFO - Training: cls_zice: 124.47296704744038; reg_zipnll: 303.7286232396176; aux_mae_loss_1: 238.0312813206723; aux_mae_loss_2: 33.31173450068424; aux_mae_loss_4: 5.652160211613304; cnt_loss: 51.080725494183994; 2025-05-15 11:02:01,675 - INFO - Evaluation: Curr mae: 109.4822; Best mae: 75.8943; 76.0978; 81.4011; 81.4779; 81.6578; Curr rmse: 149.5608; Best rmse: 109.6013; 114.7433; 119.8019; 120.6255; 125.5660; Curr nae: 0.3503; Best nae: 0.2017; 0.2065; 0.2112; 0.2125; 0.2129; 2025-05-15 11:02:01,675 - INFO - Epoch: 0220 / 1300 lr: 8.618e-05 2025-05-15 11:02:15,137 - INFO - Training: cls_zice: 122.11088301006116; reg_zipnll: 310.8673926905582; aux_mae_loss_1: 236.5502889532792; aux_mae_loss_2: 32.84200507716129; aux_mae_loss_4: 5.523911281635887; cnt_loss: 48.19558881458483; 2025-05-15 11:02:15,138 - INFO - Evaluation: Curr mae: 86.2929; Best mae: 75.8943; 76.0978; 81.4011; 81.4779; 81.6578; Curr rmse: 138.0458; Best rmse: 109.6013; 114.7433; 119.8019; 120.6255; 125.5660; Curr nae: 0.2159; Best nae: 0.2017; 0.2065; 0.2112; 0.2125; 0.2129; 2025-05-15 11:02:15,138 - INFO - Epoch: 0221 / 1300 lr: 8.550e-05 2025-05-15 11:02:28,414 - INFO - Training: cls_zice: 128.01109800840678; reg_zipnll: 297.6277592307643; aux_mae_loss_1: 238.8346384951943; aux_mae_loss_2: 33.52397060394287; aux_mae_loss_4: 5.773522872673838; cnt_loss: 52.559753267388594; 2025-05-15 11:02:28,460 - INFO - Evaluation: Curr mae: 81.6444; Best mae: 75.8943; 76.0978; 81.4011; 81.4779; 81.6444; Curr rmse: 125.0338; Best rmse: 109.6013; 114.7433; 119.8019; 120.6255; 125.0338; Curr nae: 0.2018; Best nae: 0.2017; 0.2018; 0.2065; 0.2112; 0.2125; 2025-05-15 11:02:28,460 - INFO - Epoch: 0222 / 1300 lr: 8.481e-05 2025-05-15 11:02:41,949 - INFO - Training: cls_zice: 115.88698226527164; reg_zipnll: 302.3271118967157; aux_mae_loss_1: 226.01566395006682; aux_mae_loss_2: 31.222085601405094; aux_mae_loss_4: 5.185142686492519; cnt_loss: 44.99810007998818; 2025-05-15 11:02:41,950 - INFO - Evaluation: Curr mae: 115.8503; Best mae: 75.8943; 76.0978; 81.4011; 81.4779; 81.6444; Curr rmse: 156.6968; Best rmse: 109.6013; 114.7433; 119.8019; 120.6255; 125.0338; Curr nae: 0.3403; Best nae: 0.2017; 0.2018; 0.2065; 0.2112; 0.2125; 2025-05-15 11:02:41,950 - INFO - Epoch: 0223 / 1300 lr: 8.410e-05 2025-05-15 11:02:55,452 - INFO - Training: cls_zice: 125.20123110319439; reg_zipnll: 304.9875006424753; aux_mae_loss_1: 231.09749643426193; aux_mae_loss_2: 31.77259259474905; aux_mae_loss_4: 5.260335056405318; cnt_loss: 42.051899909973145; 2025-05-15 11:02:55,452 - INFO - Evaluation: Curr mae: 103.7033; Best mae: 75.8943; 76.0978; 81.4011; 81.4779; 81.6444; Curr rmse: 156.6635; Best rmse: 109.6013; 114.7433; 119.8019; 120.6255; 125.0338; Curr nae: 0.3250; Best nae: 0.2017; 0.2018; 0.2065; 0.2112; 0.2125; 2025-05-15 11:02:55,453 - INFO - Epoch: 0224 / 1300 lr: 8.338e-05 2025-05-15 11:03:08,821 - INFO - Training: cls_zice: 124.01919861843712; reg_zipnll: 287.84224961933336; aux_mae_loss_1: 230.68844443873354; aux_mae_loss_2: 32.49576940034565; aux_mae_loss_4: 5.462965350402029; cnt_loss: 49.231390501323496; 2025-05-15 11:03:08,822 - INFO - Evaluation: Curr mae: 111.4391; Best mae: 75.8943; 76.0978; 81.4011; 81.4779; 81.6444; Curr rmse: 172.2294; Best rmse: 109.6013; 114.7433; 119.8019; 120.6255; 125.0338; Curr nae: 0.3773; Best nae: 0.2017; 0.2018; 0.2065; 0.2112; 0.2125; 2025-05-15 11:03:08,822 - INFO - Epoch: 0225 / 1300 lr: 8.265e-05 2025-05-15 11:03:22,280 - INFO - Training: cls_zice: 126.74289633098401; reg_zipnll: 285.66220735248766; aux_mae_loss_1: 234.6396074796978; aux_mae_loss_2: 33.38073434327778; aux_mae_loss_4: 5.778748311494526; cnt_loss: 52.933061474247985; 2025-05-15 11:03:22,280 - INFO - Evaluation: Curr mae: 87.3739; Best mae: 75.8943; 76.0978; 81.4011; 81.4779; 81.6444; Curr rmse: 129.9003; Best rmse: 109.6013; 114.7433; 119.8019; 120.6255; 125.0338; Curr nae: 0.2436; Best nae: 0.2017; 0.2018; 0.2065; 0.2112; 0.2125; 2025-05-15 11:03:22,280 - INFO - Epoch: 0226 / 1300 lr: 8.190e-05 2025-05-15 11:03:35,759 - INFO - Training: cls_zice: 113.14127751400596; reg_zipnll: 303.7015300549959; aux_mae_loss_1: 229.8091362401059; aux_mae_loss_2: 30.83805285002056; aux_mae_loss_4: 4.999784086879931; cnt_loss: 40.34419481377853; 2025-05-15 11:03:35,760 - INFO - Evaluation: Curr mae: 120.6038; Best mae: 75.8943; 76.0978; 81.4011; 81.4779; 81.6444; Curr rmse: 159.1366; Best rmse: 109.6013; 114.7433; 119.8019; 120.6255; 125.0338; Curr nae: 0.3264; Best nae: 0.2017; 0.2018; 0.2065; 0.2112; 0.2125; 2025-05-15 11:03:35,760 - INFO - Epoch: 0227 / 1300 lr: 8.115e-05 2025-05-15 11:03:49,350 - INFO - Training: cls_zice: 118.67984229639957; reg_zipnll: 296.66010083650286; aux_mae_loss_1: 233.63134123149672; aux_mae_loss_2: 32.14792617998625; aux_mae_loss_4: 5.2978041422994515; cnt_loss: 42.70570067355507; 2025-05-15 11:03:49,351 - INFO - Evaluation: Curr mae: 94.9891; Best mae: 75.8943; 76.0978; 81.4011; 81.4779; 81.6444; Curr rmse: 136.0150; Best rmse: 109.6013; 114.7433; 119.8019; 120.6255; 125.0338; Curr nae: 0.2693; Best nae: 0.2017; 0.2018; 0.2065; 0.2112; 0.2125; 2025-05-15 11:03:49,351 - INFO - Epoch: 0228 / 1300 lr: 8.038e-05 2025-05-15 11:04:02,858 - INFO - Training: cls_zice: 123.71555714858205; reg_zipnll: 289.72376712999846; aux_mae_loss_1: 232.08475132992393; aux_mae_loss_2: 33.19935346904554; aux_mae_loss_4: 5.77386390535455; cnt_loss: 56.53157716048391; 2025-05-15 11:04:02,859 - INFO - Evaluation: Curr mae: 89.6364; Best mae: 75.8943; 76.0978; 81.4011; 81.4779; 81.6444; Curr rmse: 134.4064; Best rmse: 109.6013; 114.7433; 119.8019; 120.6255; 125.0338; Curr nae: 0.2630; Best nae: 0.2017; 0.2018; 0.2065; 0.2112; 0.2125; 2025-05-15 11:04:02,859 - INFO - Epoch: 0229 / 1300 lr: 7.960e-05 2025-05-15 11:04:16,483 - INFO - Training: cls_zice: 124.86152523442318; reg_zipnll: 285.5234997397975; aux_mae_loss_1: 235.9042928595292; aux_mae_loss_2: 32.79632372605173; aux_mae_loss_4: 5.440498320679915; cnt_loss: 45.96663452449598; 2025-05-15 11:04:16,483 - INFO - Evaluation: Curr mae: 110.4909; Best mae: 75.8943; 76.0978; 81.4011; 81.4779; 81.6444; Curr rmse: 159.1431; Best rmse: 109.6013; 114.7433; 119.8019; 120.6255; 125.0338; Curr nae: 0.2868; Best nae: 0.2017; 0.2018; 0.2065; 0.2112; 0.2125; 2025-05-15 11:04:16,484 - INFO - Epoch: 0230 / 1300 lr: 7.880e-05 2025-05-15 11:04:29,730 - INFO - Training: cls_zice: 116.50118667200992; reg_zipnll: 296.79789231952867; aux_mae_loss_1: 230.31096167313424; aux_mae_loss_2: 31.068220791063812; aux_mae_loss_4: 5.071645529646623; cnt_loss: 38.2912641324495; 2025-05-15 11:04:29,746 - INFO - Evaluation: Curr mae: 83.4534; Best mae: 75.8943; 76.0978; 81.4011; 81.4779; 81.6444; Curr rmse: 124.0410; Best rmse: 109.6013; 114.7433; 119.8019; 120.6255; 124.0410; Curr nae: 0.2384; Best nae: 0.2017; 0.2018; 0.2065; 0.2112; 0.2125; 2025-05-15 11:04:29,746 - INFO - Epoch: 0231 / 1300 lr: 7.800e-05 2025-05-15 11:04:43,020 - INFO - Training: cls_zice: 122.92891050639905; reg_zipnll: 298.88825617338483; aux_mae_loss_1: 233.70330408999794; aux_mae_loss_2: 31.459387628655683; aux_mae_loss_4: 5.093764863516155; cnt_loss: 40.02887776023463; 2025-05-15 11:04:43,020 - INFO - Evaluation: Curr mae: 96.7680; Best mae: 75.8943; 76.0978; 81.4011; 81.4779; 81.6444; Curr rmse: 141.9962; Best rmse: 109.6013; 114.7433; 119.8019; 120.6255; 124.0410; Curr nae: 0.2816; Best nae: 0.2017; 0.2018; 0.2065; 0.2112; 0.2125; 2025-05-15 11:04:43,021 - INFO - Epoch: 0232 / 1300 lr: 7.719e-05 2025-05-15 11:04:56,363 - INFO - Training: cls_zice: 116.86832809448242; reg_zipnll: 304.6454991792378; aux_mae_loss_1: 227.78632354736328; aux_mae_loss_2: 31.08695461875514; aux_mae_loss_4: 5.104675606677406; cnt_loss: 44.463429275311924; 2025-05-15 11:04:56,364 - INFO - Evaluation: Curr mae: 90.3721; Best mae: 75.8943; 76.0978; 81.4011; 81.4779; 81.6444; Curr rmse: 136.3059; Best rmse: 109.6013; 114.7433; 119.8019; 120.6255; 124.0410; Curr nae: 0.2296; Best nae: 0.2017; 0.2018; 0.2065; 0.2112; 0.2125; 2025-05-15 11:04:56,364 - INFO - Epoch: 0233 / 1300 lr: 7.636e-05 2025-05-15 11:05:09,760 - INFO - Training: cls_zice: 122.77396091661956; reg_zipnll: 293.3182393124229; aux_mae_loss_1: 233.05503644441305; aux_mae_loss_2: 32.67007531617817; aux_mae_loss_4: 5.561500110124287; cnt_loss: 51.4643507505718; 2025-05-15 11:05:09,760 - INFO - Evaluation: Curr mae: 91.8851; Best mae: 75.8943; 76.0978; 81.4011; 81.4779; 81.6444; Curr rmse: 133.6199; Best rmse: 109.6013; 114.7433; 119.8019; 120.6255; 124.0410; Curr nae: 0.2474; Best nae: 0.2017; 0.2018; 0.2065; 0.2112; 0.2125; 2025-05-15 11:05:09,761 - INFO - Epoch: 0234 / 1300 lr: 7.553e-05 2025-05-15 11:05:23,090 - INFO - Training: cls_zice: 117.84176389794601; reg_zipnll: 292.7582250896253; aux_mae_loss_1: 229.72457122802734; aux_mae_loss_2: 32.067445403651185; aux_mae_loss_4: 5.328760755689521; cnt_loss: 47.983220752916836; 2025-05-15 11:05:23,091 - INFO - Evaluation: Curr mae: 121.8163; Best mae: 75.8943; 76.0978; 81.4011; 81.4779; 81.6444; Curr rmse: 158.1781; Best rmse: 109.6013; 114.7433; 119.8019; 120.6255; 124.0410; Curr nae: 0.3898; Best nae: 0.2017; 0.2018; 0.2065; 0.2112; 0.2125; 2025-05-15 11:05:23,091 - INFO - Epoch: 0235 / 1300 lr: 7.469e-05 2025-05-15 11:05:36,517 - INFO - Training: cls_zice: 125.09605909648694; reg_zipnll: 292.0921664990877; aux_mae_loss_1: 226.88477486058287; aux_mae_loss_2: 31.137466882404528; aux_mae_loss_4: 5.136109508966145; cnt_loss: 41.98585068552118; 2025-05-15 11:05:36,518 - INFO - Evaluation: Curr mae: 86.2020; Best mae: 75.8943; 76.0978; 81.4011; 81.4779; 81.6444; Curr rmse: 125.3360; Best rmse: 109.6013; 114.7433; 119.8019; 120.6255; 124.0410; Curr nae: 0.2538; Best nae: 0.2017; 0.2018; 0.2065; 0.2112; 0.2125; 2025-05-15 11:05:36,518 - INFO - Epoch: 0236 / 1300 lr: 7.383e-05 2025-05-15 11:05:49,976 - INFO - Training: cls_zice: 127.28398513793945; reg_zipnll: 307.53509461252315; aux_mae_loss_1: 238.15218794973273; aux_mae_loss_2: 33.51288489291542; aux_mae_loss_4: 5.739209419802616; cnt_loss: 52.22695142344425; 2025-05-15 11:05:49,977 - INFO - Evaluation: Curr mae: 90.4827; Best mae: 75.8943; 76.0978; 81.4011; 81.4779; 81.6444; Curr rmse: 129.5198; Best rmse: 109.6013; 114.7433; 119.8019; 120.6255; 124.0410; Curr nae: 0.2693; Best nae: 0.2017; 0.2018; 0.2065; 0.2112; 0.2125; 2025-05-15 11:05:49,978 - INFO - Epoch: 0237 / 1300 lr: 7.297e-05 2025-05-15 11:06:03,199 - INFO - Training: cls_zice: 117.78775547680102; reg_zipnll: 304.99791215595445; aux_mae_loss_1: 227.24415668688323; aux_mae_loss_2: 30.946446820309287; aux_mae_loss_4: 5.05147880002072; cnt_loss: 42.07456508435701; 2025-05-15 11:06:03,200 - INFO - Evaluation: Curr mae: 90.9778; Best mae: 75.8943; 76.0978; 81.4011; 81.4779; 81.6444; Curr rmse: 128.8283; Best rmse: 109.6013; 114.7433; 119.8019; 120.6255; 124.0410; Curr nae: 0.2667; Best nae: 0.2017; 0.2018; 0.2065; 0.2112; 0.2125; 2025-05-15 11:06:03,200 - INFO - Epoch: 0238 / 1300 lr: 7.210e-05 2025-05-15 11:06:16,393 - INFO - Training: cls_zice: 124.9760647823936; reg_zipnll: 293.9604943927966; aux_mae_loss_1: 227.95207294664885; aux_mae_loss_2: 31.43121041749653; aux_mae_loss_4: 5.198864384701378; cnt_loss: 44.005387808147226; 2025-05-15 11:06:16,393 - INFO - Evaluation: Curr mae: 102.4836; Best mae: 75.8943; 76.0978; 81.4011; 81.4779; 81.6444; Curr rmse: 142.3498; Best rmse: 109.6013; 114.7433; 119.8019; 120.6255; 124.0410; Curr nae: 0.3117; Best nae: 0.2017; 0.2018; 0.2065; 0.2112; 0.2125; 2025-05-15 11:06:16,394 - INFO - Epoch: 0239 / 1300 lr: 7.122e-05 2025-05-15 11:06:29,764 - INFO - Training: cls_zice: 118.08429798326995; reg_zipnll: 287.5036902176706; aux_mae_loss_1: 225.61581139815482; aux_mae_loss_2: 30.929626715810674; aux_mae_loss_4: 4.969801356917934; cnt_loss: 37.726343656841074; 2025-05-15 11:06:29,765 - INFO - Evaluation: Curr mae: 85.0944; Best mae: 75.8943; 76.0978; 81.4011; 81.4779; 81.6444; Curr rmse: 129.0745; Best rmse: 109.6013; 114.7433; 119.8019; 120.6255; 124.0410; Curr nae: 0.2521; Best nae: 0.2017; 0.2018; 0.2065; 0.2112; 0.2125; 2025-05-15 11:06:29,765 - INFO - Epoch: 0240 / 1300 lr: 7.034e-05 2025-05-15 11:06:43,122 - INFO - Training: cls_zice: 117.66663079512746; reg_zipnll: 298.40050285740904; aux_mae_loss_1: 223.54661560058594; aux_mae_loss_2: 30.42194808156867; aux_mae_loss_4: 4.878266767451637; cnt_loss: 39.425125322843854; 2025-05-15 11:06:43,123 - INFO - Evaluation: Curr mae: 83.7593; Best mae: 75.8943; 76.0978; 81.4011; 81.4779; 81.6444; Curr rmse: 130.0923; Best rmse: 109.6013; 114.7433; 119.8019; 120.6255; 124.0410; Curr nae: 0.2386; Best nae: 0.2017; 0.2018; 0.2065; 0.2112; 0.2125; 2025-05-15 11:06:43,123 - INFO - Epoch: 0241 / 1300 lr: 6.944e-05 2025-05-15 11:06:56,442 - INFO - Training: cls_zice: 112.44194703353078; reg_zipnll: 291.28613120631167; aux_mae_loss_1: 223.02443132902445; aux_mae_loss_2: 30.888427182247764; aux_mae_loss_4: 5.077871893581591; cnt_loss: 43.5635148851495; 2025-05-15 11:06:56,443 - INFO - Evaluation: Curr mae: 100.4131; Best mae: 75.8943; 76.0978; 81.4011; 81.4779; 81.6444; Curr rmse: 142.2246; Best rmse: 109.6013; 114.7433; 119.8019; 120.6255; 124.0410; Curr nae: 0.2943; Best nae: 0.2017; 0.2018; 0.2065; 0.2112; 0.2125; 2025-05-15 11:06:56,444 - INFO - Epoch: 0242 / 1300 lr: 6.854e-05 2025-05-15 11:07:09,739 - INFO - Training: cls_zice: 121.56868914553993; reg_zipnll: 304.6159471210681; aux_mae_loss_1: 232.35451547723068; aux_mae_loss_2: 31.316240712216025; aux_mae_loss_4: 5.0699579903953955; cnt_loss: 42.8571531898097; 2025-05-15 11:07:09,739 - INFO - Evaluation: Curr mae: 95.3576; Best mae: 75.8943; 76.0978; 81.4011; 81.4779; 81.6444; Curr rmse: 131.2350; Best rmse: 109.6013; 114.7433; 119.8019; 120.6255; 124.0410; Curr nae: 0.2803; Best nae: 0.2017; 0.2018; 0.2065; 0.2112; 0.2125; 2025-05-15 11:07:09,739 - INFO - Epoch: 0243 / 1300 lr: 6.763e-05 2025-05-15 11:07:23,092 - INFO - Training: cls_zice: 122.11868185746043; reg_zipnll: 278.749412135074; aux_mae_loss_1: 228.91696729158102; aux_mae_loss_2: 31.338445111324912; aux_mae_loss_4: 5.0590887948086385; cnt_loss: 41.63058331138209; 2025-05-15 11:07:23,108 - INFO - Evaluation: Curr mae: 81.7654; Best mae: 75.8943; 76.0978; 81.4011; 81.4779; 81.6444; Curr rmse: 121.4473; Best rmse: 109.6013; 114.7433; 119.8019; 120.6255; 121.4473; Curr nae: 0.2204; Best nae: 0.2017; 0.2018; 0.2065; 0.2112; 0.2125; 2025-05-15 11:07:23,108 - INFO - Epoch: 0244 / 1300 lr: 6.672e-05 2025-05-15 11:07:36,311 - INFO - Training: cls_zice: 118.0224579258969; reg_zipnll: 290.1625149375514; aux_mae_loss_1: 223.32458536248458; aux_mae_loss_2: 30.320283889770508; aux_mae_loss_4: 4.850131637171695; cnt_loss: 36.87452399103265; 2025-05-15 11:07:36,341 - INFO - Evaluation: Curr mae: 80.7067; Best mae: 75.8943; 76.0978; 80.7067; 81.4011; 81.4779; Curr rmse: 119.0855; Best rmse: 109.6013; 114.7433; 119.0855; 119.8019; 120.6255; Curr nae: 0.2188; Best nae: 0.2017; 0.2018; 0.2065; 0.2112; 0.2125; 2025-05-15 11:07:36,341 - INFO - Epoch: 0245 / 1300 lr: 6.580e-05 2025-05-15 11:07:49,660 - INFO - Training: cls_zice: 126.92837107808967; reg_zipnll: 287.0660390351948; aux_mae_loss_1: 238.0172348022461; aux_mae_loss_2: 32.932102153175755; aux_mae_loss_4: 5.474133792676423; cnt_loss: 46.15601067793997; 2025-05-15 11:07:49,661 - INFO - Evaluation: Curr mae: 86.9418; Best mae: 75.8943; 76.0978; 80.7067; 81.4011; 81.4779; Curr rmse: 124.0734; Best rmse: 109.6013; 114.7433; 119.0855; 119.8019; 120.6255; Curr nae: 0.2593; Best nae: 0.2017; 0.2018; 0.2065; 0.2112; 0.2125; 2025-05-15 11:07:49,661 - INFO - Epoch: 0246 / 1300 lr: 6.487e-05 2025-05-15 11:08:03,063 - INFO - Training: cls_zice: 110.41437841716565; reg_zipnll: 298.803912714908; aux_mae_loss_1: 222.27801272743628; aux_mae_loss_2: 30.14478332117984; aux_mae_loss_4: 4.870107550370066; cnt_loss: 39.472380085995326; 2025-05-15 11:08:03,078 - INFO - Evaluation: Curr mae: 83.2933; Best mae: 75.8943; 76.0978; 80.7067; 81.4011; 81.4779; Curr rmse: 119.7386; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2310; Best nae: 0.2017; 0.2018; 0.2065; 0.2112; 0.2125; 2025-05-15 11:08:03,078 - INFO - Epoch: 0247 / 1300 lr: 6.394e-05 2025-05-15 11:08:16,448 - INFO - Training: cls_zice: 120.37947835420307; reg_zipnll: 304.63785532901164; aux_mae_loss_1: 230.7399942498458; aux_mae_loss_2: 31.932749196102744; aux_mae_loss_4: 5.34504264906833; cnt_loss: 48.186263485958705; 2025-05-15 11:08:16,449 - INFO - Evaluation: Curr mae: 86.6062; Best mae: 75.8943; 76.0978; 80.7067; 81.4011; 81.4779; Curr rmse: 125.5975; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2288; Best nae: 0.2017; 0.2018; 0.2065; 0.2112; 0.2125; 2025-05-15 11:08:16,449 - INFO - Epoch: 0248 / 1300 lr: 6.300e-05 2025-05-15 11:08:29,638 - INFO - Training: cls_zice: 113.6083862907008; reg_zipnll: 298.3791423596834; aux_mae_loss_1: 222.05148797286185; aux_mae_loss_2: 29.76344068426835; aux_mae_loss_4: 4.734840957741988; cnt_loss: 32.583300615611826; 2025-05-15 11:08:29,638 - INFO - Evaluation: Curr mae: 87.7518; Best mae: 75.8943; 76.0978; 80.7067; 81.4011; 81.4779; Curr rmse: 129.5316; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2342; Best nae: 0.2017; 0.2018; 0.2065; 0.2112; 0.2125; 2025-05-15 11:08:29,639 - INFO - Epoch: 0249 / 1300 lr: 6.206e-05 2025-05-15 11:08:43,049 - INFO - Training: cls_zice: 122.36936890451531; reg_zipnll: 306.9985725001285; aux_mae_loss_1: 230.24740480121812; aux_mae_loss_2: 31.33810510133442; aux_mae_loss_4: 5.0572040269249365; cnt_loss: 38.90478826823988; 2025-05-15 11:08:43,050 - INFO - Evaluation: Curr mae: 100.7831; Best mae: 75.8943; 76.0978; 80.7067; 81.4011; 81.4779; Curr rmse: 176.8446; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.3446; Best nae: 0.2017; 0.2018; 0.2065; 0.2112; 0.2125; 2025-05-15 11:08:43,050 - INFO - Epoch: 0250 / 1300 lr: 6.111e-05 2025-05-15 11:08:56,319 - INFO - Training: cls_zice: 123.02451068476627; reg_zipnll: 275.69552451685854; aux_mae_loss_1: 227.96083048770302; aux_mae_loss_2: 30.824165294044896; aux_mae_loss_4: 4.852590435429623; cnt_loss: 36.12604831394396; 2025-05-15 11:08:56,320 - INFO - Evaluation: Curr mae: 86.6252; Best mae: 75.8943; 76.0978; 80.7067; 81.4011; 81.4779; Curr rmse: 164.7237; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.3274; Best nae: 0.2017; 0.2018; 0.2065; 0.2112; 0.2125; 2025-05-15 11:08:56,381 - INFO - Epoch: 0251 / 1300 lr: 6.016e-05 2025-05-15 11:09:09,834 - INFO - Training: cls_zice: 124.66047778882478; reg_zipnll: 279.7532501220703; aux_mae_loss_1: 226.55786172967208; aux_mae_loss_2: 30.79917621612549; aux_mae_loss_4: 4.948534557693883; cnt_loss: 36.17623770864386; 2025-05-15 11:09:09,835 - INFO - Evaluation: Curr mae: 83.6900; Best mae: 75.8943; 76.0978; 80.7067; 81.4011; 81.4779; Curr rmse: 121.5193; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2479; Best nae: 0.2017; 0.2018; 0.2065; 0.2112; 0.2125; 2025-05-15 11:09:09,835 - INFO - Epoch: 0252 / 1300 lr: 5.920e-05 2025-05-15 11:09:23,048 - INFO - Training: cls_zice: 118.54022091313412; reg_zipnll: 295.12106604325146; aux_mae_loss_1: 229.01525156121505; aux_mae_loss_2: 31.53993320465088; aux_mae_loss_4: 5.192024318795455; cnt_loss: 41.82152095593904; 2025-05-15 11:09:23,049 - INFO - Evaluation: Curr mae: 89.8278; Best mae: 75.8943; 76.0978; 80.7067; 81.4011; 81.4779; Curr rmse: 129.7253; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2888; Best nae: 0.2017; 0.2018; 0.2065; 0.2112; 0.2125; 2025-05-15 11:09:23,049 - INFO - Epoch: 0253 / 1300 lr: 5.824e-05 2025-05-15 11:09:36,573 - INFO - Training: cls_zice: 125.01242165816457; reg_zipnll: 281.3920073258249; aux_mae_loss_1: 228.36590335243628; aux_mae_loss_2: 31.171944417451556; aux_mae_loss_4: 5.087035837926362; cnt_loss: 39.97888926455849; 2025-05-15 11:09:36,574 - INFO - Evaluation: Curr mae: 101.4940; Best mae: 75.8943; 76.0978; 80.7067; 81.4011; 81.4779; Curr rmse: 140.3348; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.3043; Best nae: 0.2017; 0.2018; 0.2065; 0.2112; 0.2125; 2025-05-15 11:09:36,574 - INFO - Epoch: 0254 / 1300 lr: 5.728e-05 2025-05-15 11:09:50,101 - INFO - Training: cls_zice: 120.82866688778526; reg_zipnll: 302.04442646628934; aux_mae_loss_1: 230.2048175209447; aux_mae_loss_2: 30.668613634611432; aux_mae_loss_4: 4.8747256304088395; cnt_loss: 35.22818025789763; 2025-05-15 11:09:50,101 - INFO - Evaluation: Curr mae: 95.8357; Best mae: 75.8943; 76.0978; 80.7067; 81.4011; 81.4779; Curr rmse: 134.2396; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2726; Best nae: 0.2017; 0.2018; 0.2065; 0.2112; 0.2125; 2025-05-15 11:09:50,102 - INFO - Epoch: 0255 / 1300 lr: 5.632e-05 2025-05-15 11:10:03,372 - INFO - Training: cls_zice: 125.75123385379189; reg_zipnll: 291.4814846641139; aux_mae_loss_1: 230.64575958251953; aux_mae_loss_2: 31.272050255223323; aux_mae_loss_4: 5.027944476980912; cnt_loss: 40.23129179603175; 2025-05-15 11:10:03,373 - INFO - Evaluation: Curr mae: 96.8147; Best mae: 75.8943; 76.0978; 80.7067; 81.4011; 81.4779; Curr rmse: 136.4677; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2925; Best nae: 0.2017; 0.2018; 0.2065; 0.2112; 0.2125; 2025-05-15 11:10:03,373 - INFO - Epoch: 0256 / 1300 lr: 5.535e-05 2025-05-15 11:10:16,920 - INFO - Training: cls_zice: 126.59936950081273; reg_zipnll: 291.83533076236125; aux_mae_loss_1: 228.71244129381682; aux_mae_loss_2: 31.323200125443307; aux_mae_loss_4: 5.160300054048237; cnt_loss: 43.25586637697722; 2025-05-15 11:10:16,920 - INFO - Evaluation: Curr mae: 90.4353; Best mae: 75.8943; 76.0978; 80.7067; 81.4011; 81.4779; Curr rmse: 131.5640; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2652; Best nae: 0.2017; 0.2018; 0.2065; 0.2112; 0.2125; 2025-05-15 11:10:16,921 - INFO - Epoch: 0257 / 1300 lr: 5.438e-05 2025-05-15 11:10:30,297 - INFO - Training: cls_zice: 123.49276703282406; reg_zipnll: 289.7933666831569; aux_mae_loss_1: 228.01613697252776; aux_mae_loss_2: 31.007467018930537; aux_mae_loss_4: 5.06929442129637; cnt_loss: 41.59409422623484; 2025-05-15 11:10:30,326 - INFO - Evaluation: Curr mae: 81.0698; Best mae: 75.8943; 76.0978; 80.7067; 81.0698; 81.4011; Curr rmse: 125.8890; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2030; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2112; 2025-05-15 11:10:30,326 - INFO - Epoch: 0258 / 1300 lr: 5.341e-05 2025-05-15 11:10:43,673 - INFO - Training: cls_zice: 122.18417258011668; reg_zipnll: 283.7452900535182; aux_mae_loss_1: 224.27182850084807; aux_mae_loss_2: 30.198274411653216; aux_mae_loss_4: 4.773705062113311; cnt_loss: 34.155501792305394; 2025-05-15 11:10:43,689 - INFO - Evaluation: Curr mae: 81.1174; Best mae: 75.8943; 76.0978; 80.7067; 81.0698; 81.1174; Curr rmse: 120.3265; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2156; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2112; 2025-05-15 11:10:43,689 - INFO - Epoch: 0259 / 1300 lr: 5.244e-05 2025-05-15 11:10:57,049 - INFO - Training: cls_zice: 115.8771128403513; reg_zipnll: 294.69270806563526; aux_mae_loss_1: 225.99871986790708; aux_mae_loss_2: 29.98455434096487; aux_mae_loss_4: 4.773782228168688; cnt_loss: 35.55296892868845; 2025-05-15 11:10:57,050 - INFO - Evaluation: Curr mae: 88.3714; Best mae: 75.8943; 76.0978; 80.7067; 81.0698; 81.1174; Curr rmse: 124.1907; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2460; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2112; 2025-05-15 11:10:57,050 - INFO - Epoch: 0260 / 1300 lr: 5.147e-05 2025-05-15 11:11:10,591 - INFO - Training: cls_zice: 120.2448922207481; reg_zipnll: 282.9166120228015; aux_mae_loss_1: 222.01474842272307; aux_mae_loss_2: 30.18037680575722; aux_mae_loss_4: 4.79307777003238; cnt_loss: 37.54071373688547; 2025-05-15 11:11:10,592 - INFO - Evaluation: Curr mae: 83.3415; Best mae: 75.8943; 76.0978; 80.7067; 81.0698; 81.1174; Curr rmse: 123.8893; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2327; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2112; 2025-05-15 11:11:10,592 - INFO - Epoch: 0261 / 1300 lr: 5.050e-05 2025-05-15 11:11:24,048 - INFO - Training: cls_zice: 117.88336743806538; reg_zipnll: 297.24688981708726; aux_mae_loss_1: 222.7839415700812; aux_mae_loss_2: 30.16593215340062; aux_mae_loss_4: 4.9362729662343074; cnt_loss: 39.03513240814209; 2025-05-15 11:11:24,079 - INFO - Evaluation: Curr mae: 79.9713; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 121.7046; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2092; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:11:24,079 - INFO - Epoch: 0262 / 1300 lr: 4.953e-05 2025-05-15 11:11:37,681 - INFO - Training: cls_zice: 128.79540568903872; reg_zipnll: 289.7999980324193; aux_mae_loss_1: 229.95772913882607; aux_mae_loss_2: 31.193436170879163; aux_mae_loss_4: 5.080246523806923; cnt_loss: 41.976919174194336; 2025-05-15 11:11:37,681 - INFO - Evaluation: Curr mae: 84.6295; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 129.3847; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2290; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:11:37,682 - INFO - Epoch: 0263 / 1300 lr: 4.856e-05 2025-05-15 11:11:51,112 - INFO - Training: cls_zice: 116.93121277658562; reg_zipnll: 289.1732609397487; aux_mae_loss_1: 222.53900367335268; aux_mae_loss_2: 29.66514391648142; aux_mae_loss_4: 4.691510752627724; cnt_loss: 33.118895731474225; 2025-05-15 11:11:51,113 - INFO - Evaluation: Curr mae: 107.9197; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 153.5530; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.3040; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:11:51,113 - INFO - Epoch: 0264 / 1300 lr: 4.759e-05 2025-05-15 11:12:04,372 - INFO - Training: cls_zice: 116.66142865231163; reg_zipnll: 293.81093778108294; aux_mae_loss_1: 220.40327614232115; aux_mae_loss_2: 29.645185370194284; aux_mae_loss_4: 4.718624930632742; cnt_loss: 36.90016440341347; 2025-05-15 11:12:04,372 - INFO - Evaluation: Curr mae: 87.2754; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 131.2831; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2509; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:12:04,373 - INFO - Epoch: 0265 / 1300 lr: 4.662e-05 2025-05-15 11:12:17,702 - INFO - Training: cls_zice: 121.05395803953472; reg_zipnll: 276.7784215023643; aux_mae_loss_1: 224.22407772666529; aux_mae_loss_2: 30.686653237593802; aux_mae_loss_4: 5.020695385180022; cnt_loss: 44.16673569930227; 2025-05-15 11:12:17,702 - INFO - Evaluation: Curr mae: 89.2564; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 135.2503; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2297; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:12:17,702 - INFO - Epoch: 0266 / 1300 lr: 4.565e-05 2025-05-15 11:12:31,497 - INFO - Training: cls_zice: 122.0612053118254; reg_zipnll: 282.134058099044; aux_mae_loss_1: 220.63364129317435; aux_mae_loss_2: 29.98398158424779; aux_mae_loss_4: 4.810030416438454; cnt_loss: 39.101861803155195; 2025-05-15 11:12:31,498 - INFO - Evaluation: Curr mae: 90.3358; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 125.1775; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2528; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:12:31,498 - INFO - Epoch: 0267 / 1300 lr: 4.468e-05 2025-05-15 11:12:44,812 - INFO - Training: cls_zice: 109.55767370525159; reg_zipnll: 280.4531209845292; aux_mae_loss_1: 218.29188216359992; aux_mae_loss_2: 29.142538723192718; aux_mae_loss_4: 4.498779955663179; cnt_loss: 32.80461650145681; 2025-05-15 11:12:44,813 - INFO - Evaluation: Curr mae: 100.6565; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 146.5696; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2683; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:12:44,813 - INFO - Epoch: 0268 / 1300 lr: 4.372e-05 2025-05-15 11:12:58,176 - INFO - Training: cls_zice: 117.74071698439748; reg_zipnll: 292.61467762997273; aux_mae_loss_1: 223.9764717503598; aux_mae_loss_2: 29.454114562586735; aux_mae_loss_4: 4.513812184333801; cnt_loss: 30.639295427422773; 2025-05-15 11:12:58,177 - INFO - Evaluation: Curr mae: 88.9412; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 132.7358; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2385; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:12:58,177 - INFO - Epoch: 0269 / 1300 lr: 4.276e-05 2025-05-15 11:13:11,508 - INFO - Training: cls_zice: 120.0343343835128; reg_zipnll: 282.97517254478055; aux_mae_loss_1: 225.4120824713456; aux_mae_loss_2: 30.367444841485273; aux_mae_loss_4: 4.820143630630092; cnt_loss: 34.2884891409623; 2025-05-15 11:13:11,508 - INFO - Evaluation: Curr mae: 85.8786; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 129.8155; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2324; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:13:11,508 - INFO - Epoch: 0270 / 1300 lr: 4.180e-05 2025-05-15 11:13:24,898 - INFO - Training: cls_zice: 117.63844058388158; reg_zipnll: 283.8839077196623; aux_mae_loss_1: 220.9400325574373; aux_mae_loss_2: 29.657959134955156; aux_mae_loss_4: 4.689313876001458; cnt_loss: 36.84419687170731; 2025-05-15 11:13:24,899 - INFO - Evaluation: Curr mae: 88.2036; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 132.7635; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2411; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:13:24,899 - INFO - Epoch: 0271 / 1300 lr: 4.084e-05 2025-05-15 11:13:38,372 - INFO - Training: cls_zice: 114.57677941573293; reg_zipnll: 298.4553286903783; aux_mae_loss_1: 220.22030519184312; aux_mae_loss_2: 29.39144646494012; aux_mae_loss_4: 4.6259095668792725; cnt_loss: 33.188871810310765; 2025-05-15 11:13:38,373 - INFO - Evaluation: Curr mae: 88.1642; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 134.5810; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2436; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:13:38,373 - INFO - Epoch: 0272 / 1300 lr: 3.989e-05 2025-05-15 11:13:51,710 - INFO - Training: cls_zice: 115.68846371299342; reg_zipnll: 285.337544290643; aux_mae_loss_1: 219.38215998599404; aux_mae_loss_2: 29.372291715521563; aux_mae_loss_4: 4.549435678281282; cnt_loss: 29.902862247667816; 2025-05-15 11:13:51,710 - INFO - Evaluation: Curr mae: 87.6453; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 133.8547; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2526; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:13:51,710 - INFO - Epoch: 0273 / 1300 lr: 3.894e-05 2025-05-15 11:14:05,154 - INFO - Training: cls_zice: 117.71319871199758; reg_zipnll: 297.1229701795076; aux_mae_loss_1: 221.04297356856497; aux_mae_loss_2: 29.603904222187243; aux_mae_loss_4: 4.7110065786462085; cnt_loss: 36.18872645026759; 2025-05-15 11:14:05,154 - INFO - Evaluation: Curr mae: 96.4000; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 143.3282; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2601; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:14:05,155 - INFO - Epoch: 0274 / 1300 lr: 3.800e-05 2025-05-15 11:14:18,439 - INFO - Training: cls_zice: 117.99457690590306; reg_zipnll: 284.3494929263466; aux_mae_loss_1: 220.54500820762232; aux_mae_loss_2: 29.0594381533171; aux_mae_loss_4: 4.553547595676623; cnt_loss: 33.57149779169183; 2025-05-15 11:14:18,439 - INFO - Evaluation: Curr mae: 89.3393; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 139.1755; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2532; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:14:18,440 - INFO - Epoch: 0275 / 1300 lr: 3.706e-05 2025-05-15 11:14:31,858 - INFO - Training: cls_zice: 118.26741871080901; reg_zipnll: 280.66968395835477; aux_mae_loss_1: 220.9110545108193; aux_mae_loss_2: 29.410883150602643; aux_mae_loss_4: 4.5048111865394995; cnt_loss: 30.212005238783988; 2025-05-15 11:14:31,859 - INFO - Evaluation: Curr mae: 90.6342; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 138.8816; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2311; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:14:31,860 - INFO - Epoch: 0276 / 1300 lr: 3.613e-05 2025-05-15 11:14:45,175 - INFO - Training: cls_zice: 117.90721662420975; reg_zipnll: 281.9695362291838; aux_mae_loss_1: 218.4156638697574; aux_mae_loss_2: 29.16537796823602; aux_mae_loss_4: 4.530580382598074; cnt_loss: 29.914236394982588; 2025-05-15 11:14:45,175 - INFO - Evaluation: Curr mae: 101.7766; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 155.8947; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2734; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:14:45,176 - INFO - Epoch: 0277 / 1300 lr: 3.520e-05 2025-05-15 11:14:58,691 - INFO - Training: cls_zice: 134.5733403657612; reg_zipnll: 271.4264830539101; aux_mae_loss_1: 232.72802774529708; aux_mae_loss_2: 32.30400311319452; aux_mae_loss_4: 5.370555808669643; cnt_loss: 46.74789333343506; 2025-05-15 11:14:58,692 - INFO - Evaluation: Curr mae: 91.2660; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 137.4775; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2191; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:14:58,692 - INFO - Epoch: 0278 / 1300 lr: 3.428e-05 2025-05-15 11:15:12,175 - INFO - Training: cls_zice: 120.68173699629934; reg_zipnll: 283.4340762088173; aux_mae_loss_1: 221.63671634071753; aux_mae_loss_2: 29.764994219729775; aux_mae_loss_4: 4.793507149344997; cnt_loss: 36.00374721225939; 2025-05-15 11:15:12,176 - INFO - Evaluation: Curr mae: 101.1281; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 144.4252; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2654; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:15:12,176 - INFO - Epoch: 0279 / 1300 lr: 3.337e-05 2025-05-15 11:15:25,458 - INFO - Training: cls_zice: 122.98120307922363; reg_zipnll: 275.2524833679199; aux_mae_loss_1: 222.0922088623047; aux_mae_loss_2: 29.562936481676605; aux_mae_loss_4: 4.628227208790026; cnt_loss: 33.81451167558369; 2025-05-15 11:15:25,459 - INFO - Evaluation: Curr mae: 89.8783; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 128.7089; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2316; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:15:25,459 - INFO - Epoch: 0280 / 1300 lr: 3.246e-05 2025-05-15 11:15:38,936 - INFO - Training: cls_zice: 119.63284422221936; reg_zipnll: 278.8086877120169; aux_mae_loss_1: 224.71593515496505; aux_mae_loss_2: 30.30911054109272; aux_mae_loss_4: 4.833290871820952; cnt_loss: 37.05887774417275; 2025-05-15 11:15:38,937 - INFO - Evaluation: Curr mae: 85.2087; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 124.2824; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2252; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:15:38,937 - INFO - Epoch: 0281 / 1300 lr: 3.156e-05 2025-05-15 11:15:52,268 - INFO - Training: cls_zice: 117.34813634972824; reg_zipnll: 290.6282245234439; aux_mae_loss_1: 218.2158347681949; aux_mae_loss_2: 28.992706700375205; aux_mae_loss_4: 4.584020238173635; cnt_loss: 35.811258491716885; 2025-05-15 11:15:52,269 - INFO - Evaluation: Curr mae: 91.8115; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 141.9239; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2879; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:15:52,269 - INFO - Epoch: 0282 / 1300 lr: 3.066e-05 2025-05-15 11:16:05,914 - INFO - Training: cls_zice: 123.2685718536377; reg_zipnll: 279.96720223677784; aux_mae_loss_1: 222.47919544420745; aux_mae_loss_2: 29.500843800996478; aux_mae_loss_4: 4.536431023949071; cnt_loss: 29.995726811258418; 2025-05-15 11:16:05,915 - INFO - Evaluation: Curr mae: 86.2765; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 129.5515; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2306; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:16:05,915 - INFO - Epoch: 0283 / 1300 lr: 2.978e-05 2025-05-15 11:16:19,208 - INFO - Training: cls_zice: 113.95184838144402; reg_zipnll: 283.2781498557643; aux_mae_loss_1: 217.4447659944233; aux_mae_loss_2: 28.7985449841148; aux_mae_loss_4: 4.563030493886847; cnt_loss: 31.733853741696006; 2025-05-15 11:16:19,209 - INFO - Evaluation: Curr mae: 88.3967; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 137.3538; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2283; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:16:19,209 - INFO - Epoch: 0284 / 1300 lr: 2.890e-05 2025-05-15 11:16:32,880 - INFO - Training: cls_zice: 114.12733770671643; reg_zipnll: 287.9324585764032; aux_mae_loss_1: 220.52044316342003; aux_mae_loss_2: 29.243957067790785; aux_mae_loss_4: 4.534662692170394; cnt_loss: 30.43589064949437; 2025-05-15 11:16:32,881 - INFO - Evaluation: Curr mae: 85.8920; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 129.2991; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2174; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:16:32,881 - INFO - Epoch: 0285 / 1300 lr: 2.803e-05 2025-05-15 11:16:46,339 - INFO - Training: cls_zice: 119.30074390612151; reg_zipnll: 285.76813085455643; aux_mae_loss_1: 220.74034038342927; aux_mae_loss_2: 29.169863349513005; aux_mae_loss_4: 4.420881051766245; cnt_loss: 26.37852043854563; 2025-05-15 11:16:46,340 - INFO - Evaluation: Curr mae: 87.1140; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 128.2447; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2202; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:16:46,340 - INFO - Epoch: 0286 / 1300 lr: 2.717e-05 2025-05-15 11:16:59,451 - INFO - Training: cls_zice: 112.44487260517322; reg_zipnll: 294.20449206703586; aux_mae_loss_1: 216.53549314800063; aux_mae_loss_2: 28.468003674557334; aux_mae_loss_4: 4.3449270097832935; cnt_loss: 30.0928955078125; 2025-05-15 11:16:59,451 - INFO - Evaluation: Curr mae: 94.8091; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 134.6224; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2470; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:16:59,452 - INFO - Epoch: 0287 / 1300 lr: 2.631e-05 2025-05-15 11:17:12,736 - INFO - Training: cls_zice: 110.84069036182605; reg_zipnll: 283.9919746800473; aux_mae_loss_1: 215.19421306409333; aux_mae_loss_2: 28.326437498393812; aux_mae_loss_4: 4.366970250481053; cnt_loss: 32.372257935373405; 2025-05-15 11:17:12,736 - INFO - Evaluation: Curr mae: 85.9310; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 125.5385; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2347; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:17:12,737 - INFO - Epoch: 0288 / 1300 lr: 2.547e-05 2025-05-15 11:17:26,010 - INFO - Training: cls_zice: 115.88825446680973; reg_zipnll: 271.2237192455091; aux_mae_loss_1: 217.53509882876747; aux_mae_loss_2: 28.629585416693438; aux_mae_loss_4: 4.430497025188647; cnt_loss: 29.39432560770135; 2025-05-15 11:17:26,010 - INFO - Evaluation: Curr mae: 88.0453; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 128.4128; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2272; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:17:26,010 - INFO - Epoch: 0289 / 1300 lr: 2.464e-05 2025-05-15 11:17:39,091 - INFO - Training: cls_zice: 108.95968206305253; reg_zipnll: 279.8250024695146; aux_mae_loss_1: 211.3674147756476; aux_mae_loss_2: 27.56222448850933; aux_mae_loss_4: 4.1866847025720695; cnt_loss: 25.905468890541478; 2025-05-15 11:17:39,092 - INFO - Evaluation: Curr mae: 92.9181; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 138.8811; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2362; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:17:39,092 - INFO - Epoch: 0290 / 1300 lr: 2.381e-05 2025-05-15 11:17:52,485 - INFO - Training: cls_zice: 115.49597679941277; reg_zipnll: 273.52991425363643; aux_mae_loss_1: 219.38534867136102; aux_mae_loss_2: 29.234809624521358; aux_mae_loss_4: 4.603511314643057; cnt_loss: 32.72596876244796; 2025-05-15 11:17:52,485 - INFO - Evaluation: Curr mae: 90.0760; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 130.9221; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2295; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:17:52,486 - INFO - Epoch: 0291 / 1300 lr: 2.300e-05 2025-05-15 11:18:05,875 - INFO - Training: cls_zice: 121.67277024921619; reg_zipnll: 281.02521053113435; aux_mae_loss_1: 221.60032212106805; aux_mae_loss_2: 29.17629236924021; aux_mae_loss_4: 4.478657170345909; cnt_loss: 28.275725640748675; 2025-05-15 11:18:05,875 - INFO - Evaluation: Curr mae: 106.3852; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 144.2754; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2833; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:18:05,876 - INFO - Epoch: 0292 / 1300 lr: 2.220e-05 2025-05-15 11:18:19,366 - INFO - Training: cls_zice: 107.70813179016113; reg_zipnll: 277.1901885584781; aux_mae_loss_1: 211.61217057077508; aux_mae_loss_2: 28.007022355732165; aux_mae_loss_4: 4.312684893608093; cnt_loss: 29.534909122868587; 2025-05-15 11:18:19,367 - INFO - Evaluation: Curr mae: 107.0277; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 175.4695; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2799; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:18:19,367 - INFO - Epoch: 0293 / 1300 lr: 2.140e-05 2025-05-15 11:18:33,160 - INFO - Training: cls_zice: 116.67948512027138; reg_zipnll: 289.1559749402498; aux_mae_loss_1: 221.54579122442948; aux_mae_loss_2: 28.93500975558632; aux_mae_loss_4: 4.4702692157343815; cnt_loss: 29.69514593325163; 2025-05-15 11:18:33,161 - INFO - Evaluation: Curr mae: 103.5674; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 160.4252; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2793; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:18:33,161 - INFO - Epoch: 0294 / 1300 lr: 2.062e-05 2025-05-15 11:18:46,428 - INFO - Training: cls_zice: 113.57067740590949; reg_zipnll: 292.9414865594161; aux_mae_loss_1: 218.5057557758532; aux_mae_loss_2: 28.410069967571058; aux_mae_loss_4: 4.363596702876844; cnt_loss: 26.54654615803769; 2025-05-15 11:18:46,429 - INFO - Evaluation: Curr mae: 111.9234; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 182.7531; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.3095; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:18:46,429 - INFO - Epoch: 0295 / 1300 lr: 1.985e-05 2025-05-15 11:18:59,807 - INFO - Training: cls_zice: 122.79507413663362; reg_zipnll: 271.270445371929; aux_mae_loss_1: 220.7524542557566; aux_mae_loss_2: 29.368272630791914; aux_mae_loss_4: 4.663348530468188; cnt_loss: 30.749375594289678; 2025-05-15 11:18:59,808 - INFO - Evaluation: Curr mae: 110.2728; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 165.6147; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2956; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:18:59,808 - INFO - Epoch: 0296 / 1300 lr: 1.910e-05 2025-05-15 11:19:13,313 - INFO - Training: cls_zice: 110.98579617550499; reg_zipnll: 304.7774794729132; aux_mae_loss_1: 218.58473848041734; aux_mae_loss_2: 28.54356585050884; aux_mae_loss_4: 4.4996071802942375; cnt_loss: 31.150547404038278; 2025-05-15 11:19:13,314 - INFO - Evaluation: Curr mae: 92.7417; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 139.6984; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2353; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:19:13,314 - INFO - Epoch: 0297 / 1300 lr: 1.835e-05 2025-05-15 11:19:26,550 - INFO - Training: cls_zice: 113.27139452884072; reg_zipnll: 279.6238194515831; aux_mae_loss_1: 213.7237733539782; aux_mae_loss_2: 27.619568975348223; aux_mae_loss_4: 4.1225368223692245; cnt_loss: 23.786928904683965; 2025-05-15 11:19:26,551 - INFO - Evaluation: Curr mae: 112.1967; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 195.0131; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.3084; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:19:26,551 - INFO - Epoch: 0298 / 1300 lr: 1.762e-05 2025-05-15 11:19:39,762 - INFO - Training: cls_zice: 114.77620917872379; reg_zipnll: 274.3804192793997; aux_mae_loss_1: 212.41266632080078; aux_mae_loss_2: 28.2349497142591; aux_mae_loss_4: 4.351401096896121; cnt_loss: 28.07909325549477; 2025-05-15 11:19:39,763 - INFO - Evaluation: Curr mae: 105.6350; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 161.7633; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2789; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:19:39,763 - INFO - Epoch: 0299 / 1300 lr: 1.690e-05 2025-05-15 11:19:53,119 - INFO - Training: cls_zice: 114.16667084944875; reg_zipnll: 277.87340846814607; aux_mae_loss_1: 218.08591421026932; aux_mae_loss_2: 28.534049435665732; aux_mae_loss_4: 4.378719003576982; cnt_loss: 27.949732228329307; 2025-05-15 11:19:53,120 - INFO - Evaluation: Curr mae: 106.3444; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 167.2985; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2910; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:19:53,120 - INFO - Epoch: 0300 / 1300 lr: 1.619e-05 2025-05-15 11:20:06,815 - INFO - Training: cls_zice: 114.36100979855186; reg_zipnll: 296.6845707140471; aux_mae_loss_1: 215.00561804520456; aux_mae_loss_2: 28.23537254333496; aux_mae_loss_4: 4.298188943611948; cnt_loss: 27.12529774716026; 2025-05-15 11:20:06,816 - INFO - Evaluation: Curr mae: 98.8941; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 154.4013; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2731; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:20:06,879 - INFO - Epoch: 0301 / 1300 lr: 1.550e-05 2025-05-15 11:20:20,143 - INFO - Training: cls_zice: 120.5439063122398; reg_zipnll: 278.8207295066432; aux_mae_loss_1: 219.5328268753855; aux_mae_loss_2: 29.375416805869655; aux_mae_loss_4: 4.55712356065449; cnt_loss: 29.334433128959255; 2025-05-15 11:20:20,144 - INFO - Evaluation: Curr mae: 104.1249; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 157.1877; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2810; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:20:20,144 - INFO - Epoch: 0302 / 1300 lr: 1.482e-05 2025-05-15 11:20:33,437 - INFO - Training: cls_zice: 116.08964207297878; reg_zipnll: 280.2619745354903; aux_mae_loss_1: 211.9420330649928; aux_mae_loss_2: 27.760069345173083; aux_mae_loss_4: 4.196692441639147; cnt_loss: 23.964704212389496; 2025-05-15 11:20:33,437 - INFO - Evaluation: Curr mae: 95.9961; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 141.2837; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2693; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:20:33,437 - INFO - Epoch: 0303 / 1300 lr: 1.415e-05 2025-05-15 11:20:46,609 - INFO - Training: cls_zice: 120.29020716014661; reg_zipnll: 284.81008288734836; aux_mae_loss_1: 221.849180924265; aux_mae_loss_2: 29.07321518345883; aux_mae_loss_4: 4.431709019761336; cnt_loss: 28.12170530620374; 2025-05-15 11:20:46,610 - INFO - Evaluation: Curr mae: 110.9704; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 162.2222; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2974; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:20:46,610 - INFO - Epoch: 0304 / 1300 lr: 1.350e-05 2025-05-15 11:20:59,840 - INFO - Training: cls_zice: 114.14424921336926; reg_zipnll: 298.0858285803544; aux_mae_loss_1: 217.7160833258378; aux_mae_loss_2: 28.35008310016833; aux_mae_loss_4: 4.315982906441939; cnt_loss: 27.16995638295224; 2025-05-15 11:20:59,841 - INFO - Evaluation: Curr mae: 106.1169; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 190.4442; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2901; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:20:59,841 - INFO - Epoch: 0305 / 1300 lr: 1.286e-05 2025-05-15 11:21:13,225 - INFO - Training: cls_zice: 116.28774371900056; reg_zipnll: 291.72337281076534; aux_mae_loss_1: 217.40811679237768; aux_mae_loss_2: 28.43382323415656; aux_mae_loss_4: 4.360633128567746; cnt_loss: 29.676291214792354; 2025-05-15 11:21:13,226 - INFO - Evaluation: Curr mae: 98.3497; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 146.3161; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2567; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:21:13,227 - INFO - Epoch: 0306 / 1300 lr: 1.224e-05 2025-05-15 11:21:26,830 - INFO - Training: cls_zice: 116.23594404521741; reg_zipnll: 282.9754919754831; aux_mae_loss_1: 214.8045843024003; aux_mae_loss_2: 28.112050207037676; aux_mae_loss_4: 4.232425526568764; cnt_loss: 24.638675288150186; 2025-05-15 11:21:26,831 - INFO - Evaluation: Curr mae: 107.1799; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 194.6350; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2919; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:21:26,831 - INFO - Epoch: 0307 / 1300 lr: 1.163e-05 2025-05-15 11:21:40,233 - INFO - Training: cls_zice: 115.90271748994526; reg_zipnll: 288.67952627884716; aux_mae_loss_1: 214.11055916234068; aux_mae_loss_2: 27.792015176070365; aux_mae_loss_4: 4.1979078556361955; cnt_loss: 26.839596898932207; 2025-05-15 11:21:40,234 - INFO - Evaluation: Curr mae: 98.8037; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 159.4511; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2716; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:21:40,234 - INFO - Epoch: 0308 / 1300 lr: 1.103e-05 2025-05-15 11:21:53,804 - INFO - Training: cls_zice: 116.27295418789512; reg_zipnll: 276.2900055333188; aux_mae_loss_1: 217.48955375269838; aux_mae_loss_2: 28.650189048365544; aux_mae_loss_4: 4.253616740829067; cnt_loss: 25.28758202101055; 2025-05-15 11:21:53,804 - INFO - Evaluation: Curr mae: 99.6201; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 164.6957; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2647; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:21:53,805 - INFO - Epoch: 0309 / 1300 lr: 1.045e-05 2025-05-15 11:22:07,299 - INFO - Training: cls_zice: 122.25362617091129; reg_zipnll: 279.64187300832646; aux_mae_loss_1: 221.4974903307463; aux_mae_loss_2: 28.754728568227666; aux_mae_loss_4: 4.319574644691066; cnt_loss: 25.10079356243736; 2025-05-15 11:22:07,300 - INFO - Evaluation: Curr mae: 105.5989; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 174.5043; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2926; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:22:07,300 - INFO - Epoch: 0310 / 1300 lr: 9.890e-06 2025-05-15 11:22:20,838 - INFO - Training: cls_zice: 117.37868017899363; reg_zipnll: 280.93126377306487; aux_mae_loss_1: 219.17119036222758; aux_mae_loss_2: 28.553675601356908; aux_mae_loss_4: 4.423074822676809; cnt_loss: 28.498857899716025; 2025-05-15 11:22:20,839 - INFO - Evaluation: Curr mae: 99.4852; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 145.5592; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2710; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:22:20,839 - INFO - Epoch: 0311 / 1300 lr: 9.342e-06 2025-05-15 11:22:34,079 - INFO - Training: cls_zice: 113.21319007873535; reg_zipnll: 275.8239352577611; aux_mae_loss_1: 215.05937275133635; aux_mae_loss_2: 28.27832663686652; aux_mae_loss_4: 4.316211123215525; cnt_loss: 28.4511147047344; 2025-05-15 11:22:34,080 - INFO - Evaluation: Curr mae: 98.8104; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 159.4523; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2658; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:22:34,080 - INFO - Epoch: 0312 / 1300 lr: 8.810e-06 2025-05-15 11:22:47,503 - INFO - Training: cls_zice: 122.12452266090794; reg_zipnll: 277.9942199305484; aux_mae_loss_1: 220.86779544228003; aux_mae_loss_2: 28.994288544905814; aux_mae_loss_4: 4.469904642356069; cnt_loss: 25.450234714307282; 2025-05-15 11:22:47,504 - INFO - Evaluation: Curr mae: 94.8500; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 140.4662; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2466; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:22:47,504 - INFO - Epoch: 0313 / 1300 lr: 8.294e-06 2025-05-15 11:23:00,954 - INFO - Training: cls_zice: 124.78686874791195; reg_zipnll: 288.05692190873; aux_mae_loss_1: 221.10967616031044; aux_mae_loss_2: 29.360207005550986; aux_mae_loss_4: 4.544988876894901; cnt_loss: 31.371193208192523; 2025-05-15 11:23:00,955 - INFO - Evaluation: Curr mae: 102.3667; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 152.0888; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2771; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:23:00,955 - INFO - Epoch: 0314 / 1300 lr: 7.795e-06 2025-05-15 11:23:14,515 - INFO - Training: cls_zice: 116.78338577872829; reg_zipnll: 287.66031706960575; aux_mae_loss_1: 214.4350441380551; aux_mae_loss_2: 27.897665927284642; aux_mae_loss_4: 4.221784823819211; cnt_loss: 27.04448423887554; 2025-05-15 11:23:14,516 - INFO - Evaluation: Curr mae: 100.3680; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 152.7082; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2706; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:23:14,516 - INFO - Epoch: 0315 / 1300 lr: 7.311e-06 2025-05-15 11:23:28,041 - INFO - Training: cls_zice: 119.47674931977924; reg_zipnll: 280.6925137168483; aux_mae_loss_1: 221.9057452553197; aux_mae_loss_2: 28.740976835552015; aux_mae_loss_4: 4.2880532553321435; cnt_loss: 24.24131807528044; 2025-05-15 11:23:28,042 - INFO - Evaluation: Curr mae: 94.5148; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 137.9076; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2508; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:23:28,042 - INFO - Epoch: 0316 / 1300 lr: 6.845e-06 2025-05-15 11:23:41,454 - INFO - Training: cls_zice: 120.38494421306409; reg_zipnll: 289.8590654072009; aux_mae_loss_1: 216.2304707577354; aux_mae_loss_2: 27.76945380160683; aux_mae_loss_4: 4.123417157875864; cnt_loss: 23.16380141910754; 2025-05-15 11:23:41,455 - INFO - Evaluation: Curr mae: 98.9729; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 159.0764; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2641; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:23:41,455 - INFO - Epoch: 0317 / 1300 lr: 6.395e-06 2025-05-15 11:23:54,952 - INFO - Training: cls_zice: 113.1882367886995; reg_zipnll: 268.59180129201786; aux_mae_loss_1: 210.7590500681024; aux_mae_loss_2: 27.876012300190173; aux_mae_loss_4: 4.289952497733267; cnt_loss: 28.200752408880938; 2025-05-15 11:23:54,953 - INFO - Evaluation: Curr mae: 101.5973; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 163.0770; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2822; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:23:54,953 - INFO - Epoch: 0318 / 1300 lr: 5.962e-06 2025-05-15 11:24:08,473 - INFO - Training: cls_zice: 113.62426165530556; reg_zipnll: 278.00577826248974; aux_mae_loss_1: 217.7759909378855; aux_mae_loss_2: 28.21641901919716; aux_mae_loss_4: 4.311504094224227; cnt_loss: 25.146626874020225; 2025-05-15 11:24:08,474 - INFO - Evaluation: Curr mae: 104.2861; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 190.3982; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2746; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:24:08,474 - INFO - Epoch: 0319 / 1300 lr: 5.547e-06 2025-05-15 11:24:21,876 - INFO - Training: cls_zice: 112.54930486177143; reg_zipnll: 274.2558300620631; aux_mae_loss_1: 216.4770154451069; aux_mae_loss_2: 27.96266339954577; aux_mae_loss_4: 4.15064969815706; cnt_loss: 22.72662878036499; 2025-05-15 11:24:21,877 - INFO - Evaluation: Curr mae: 105.6803; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 167.0979; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2935; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:24:21,877 - INFO - Epoch: 0320 / 1300 lr: 5.149e-06 2025-05-15 11:24:35,255 - INFO - Training: cls_zice: 110.40069891277112; reg_zipnll: 289.2650997764186; aux_mae_loss_1: 210.58820985492906; aux_mae_loss_2: 27.589145810980547; aux_mae_loss_4: 4.145709753036499; cnt_loss: 25.269212685133283; 2025-05-15 11:24:35,256 - INFO - Evaluation: Curr mae: 100.4010; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 152.8782; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2701; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:24:35,256 - INFO - Epoch: 0321 / 1300 lr: 4.768e-06 2025-05-15 11:24:48,806 - INFO - Training: cls_zice: 111.63544193067048; reg_zipnll: 285.03344806871917; aux_mae_loss_1: 216.243263646176; aux_mae_loss_2: 28.200123034025495; aux_mae_loss_4: 4.3114512719606095; cnt_loss: 25.509181198320892; 2025-05-15 11:24:48,807 - INFO - Evaluation: Curr mae: 102.7190; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 170.7131; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2727; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:24:48,807 - INFO - Epoch: 0322 / 1300 lr: 4.405e-06 2025-05-15 11:25:02,050 - INFO - Training: cls_zice: 117.31694783662495; reg_zipnll: 273.15745875709933; aux_mae_loss_1: 214.3216966327868; aux_mae_loss_2: 28.029497949700605; aux_mae_loss_4: 4.243338515883998; cnt_loss: 23.19091264825118; 2025-05-15 11:25:02,050 - INFO - Evaluation: Curr mae: 98.1183; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 162.1412; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2591; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:25:02,051 - INFO - Epoch: 0323 / 1300 lr: 4.060e-06 2025-05-15 11:25:15,476 - INFO - Training: cls_zice: 112.78815028541966; reg_zipnll: 276.3839783919485; aux_mae_loss_1: 211.9414186979595; aux_mae_loss_2: 27.60379901685213; aux_mae_loss_4: 4.210526133838453; cnt_loss: 23.518213711286847; 2025-05-15 11:25:15,477 - INFO - Evaluation: Curr mae: 92.1821; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 131.7304; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2453; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:25:15,477 - INFO - Epoch: 0324 / 1300 lr: 3.732e-06 2025-05-15 11:25:28,717 - INFO - Training: cls_zice: 118.05933912176835; reg_zipnll: 269.1362109937166; aux_mae_loss_1: 220.5533945184005; aux_mae_loss_2: 29.062136901052373; aux_mae_loss_4: 4.439952505262275; cnt_loss: 26.63890718158923; 2025-05-15 11:25:28,718 - INFO - Evaluation: Curr mae: 99.5498; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 145.6910; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2705; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:25:28,718 - INFO - Epoch: 0325 / 1300 lr: 3.423e-06 2025-05-15 11:25:42,117 - INFO - Training: cls_zice: 110.63307099593312; reg_zipnll: 276.93459801924854; aux_mae_loss_1: 213.73109917891654; aux_mae_loss_2: 27.85228116888749; aux_mae_loss_4: 4.135796132840608; cnt_loss: 23.250566984477796; 2025-05-15 11:25:42,118 - INFO - Evaluation: Curr mae: 105.0795; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 166.2491; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2779; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:25:42,118 - INFO - Epoch: 0326 / 1300 lr: 3.131e-06 2025-05-15 11:25:55,531 - INFO - Training: cls_zice: 119.01351612492611; reg_zipnll: 293.92975937692745; aux_mae_loss_1: 217.93622749730162; aux_mae_loss_2: 28.06161147669742; aux_mae_loss_4: 4.20744526386261; cnt_loss: 24.131760446648848; 2025-05-15 11:25:55,532 - INFO - Evaluation: Curr mae: 107.8985; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 161.8955; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2983; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:25:55,532 - INFO - Epoch: 0327 / 1300 lr: 2.858e-06 2025-05-15 11:26:08,989 - INFO - Training: cls_zice: 116.8542197879992; reg_zipnll: 277.50370668110094; aux_mae_loss_1: 217.46562837299547; aux_mae_loss_2: 28.290928639863665; aux_mae_loss_4: 4.261230933038812; cnt_loss: 25.905065561595716; 2025-05-15 11:26:08,989 - INFO - Evaluation: Curr mae: 99.7329; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 152.7273; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2702; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:26:08,990 - INFO - Epoch: 0328 / 1300 lr: 2.604e-06 2025-05-15 11:26:22,306 - INFO - Training: cls_zice: 116.4395482916581; reg_zipnll: 291.9456168726871; aux_mae_loss_1: 217.79967699552836; aux_mae_loss_2: 28.19054849524247; aux_mae_loss_4: 4.208527954001176; cnt_loss: 23.904296423259535; 2025-05-15 11:26:22,306 - INFO - Evaluation: Curr mae: 103.3340; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 158.1795; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2798; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:26:22,307 - INFO - Epoch: 0329 / 1300 lr: 2.368e-06 2025-05-15 11:26:35,850 - INFO - Training: cls_zice: 116.9237558465255; reg_zipnll: 277.66359007985966; aux_mae_loss_1: 216.1510423359118; aux_mae_loss_2: 28.072958946228027; aux_mae_loss_4: 4.2224774611623666; cnt_loss: 20.82962925810563; 2025-05-15 11:26:35,850 - INFO - Evaluation: Curr mae: 102.5218; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 161.0093; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2776; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:26:35,851 - INFO - Epoch: 0330 / 1300 lr: 2.150e-06 2025-05-15 11:26:49,436 - INFO - Training: cls_zice: 121.41166084691098; reg_zipnll: 267.65485823781864; aux_mae_loss_1: 214.86996901662727; aux_mae_loss_2: 28.16292321054559; aux_mae_loss_4: 4.272379787344682; cnt_loss: 25.015602889813874; 2025-05-15 11:26:49,436 - INFO - Evaluation: Curr mae: 97.1936; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 143.7895; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2660; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:26:49,437 - INFO - Epoch: 0331 / 1300 lr: 1.951e-06 2025-05-15 11:27:03,271 - INFO - Training: cls_zice: 117.13307872571443; reg_zipnll: 281.19944522255344; aux_mae_loss_1: 216.0270239177503; aux_mae_loss_2: 28.243888302853232; aux_mae_loss_4: 4.217461266015706; cnt_loss: 24.88210371920937; 2025-05-15 11:27:03,272 - INFO - Evaluation: Curr mae: 99.7134; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 163.4345; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2609; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:27:03,272 - INFO - Epoch: 0332 / 1300 lr: 1.771e-06 2025-05-15 11:27:17,305 - INFO - Training: cls_zice: 109.05249455100612; reg_zipnll: 282.6806325410542; aux_mae_loss_1: 211.75072920949836; aux_mae_loss_2: 27.482437485142757; aux_mae_loss_4: 4.065678828640988; cnt_loss: 24.717420201552542; 2025-05-15 11:27:17,306 - INFO - Evaluation: Curr mae: 105.7152; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 165.8493; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2897; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:27:17,306 - INFO - Epoch: 0333 / 1300 lr: 1.609e-06 2025-05-15 11:27:30,986 - INFO - Training: cls_zice: 114.05540697198165; reg_zipnll: 290.3362069380911; aux_mae_loss_1: 214.53750730815688; aux_mae_loss_2: 27.82028700176038; aux_mae_loss_4: 4.1700338250712345; cnt_loss: 23.22904674630416; 2025-05-15 11:27:30,987 - INFO - Evaluation: Curr mae: 95.8006; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 148.3289; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2547; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:27:30,987 - INFO - Epoch: 0334 / 1300 lr: 1.467e-06 2025-05-15 11:27:44,296 - INFO - Training: cls_zice: 114.16802416349712; reg_zipnll: 293.3274210879677; aux_mae_loss_1: 213.51864222476357; aux_mae_loss_2: 27.535683832670514; aux_mae_loss_4: 4.166351174053393; cnt_loss: 24.23469294999775; 2025-05-15 11:27:44,296 - INFO - Evaluation: Curr mae: 104.0914; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 173.8623; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2760; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:27:44,297 - INFO - Epoch: 0335 / 1300 lr: 1.343e-06 2025-05-15 11:27:57,765 - INFO - Training: cls_zice: 111.23108331780685; reg_zipnll: 274.51702318693464; aux_mae_loss_1: 207.41792578446237; aux_mae_loss_2: 27.196307885019404; aux_mae_loss_4: 4.133580301937304; cnt_loss: 24.398766467445775; 2025-05-15 11:27:57,766 - INFO - Evaluation: Curr mae: 100.1702; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 146.7027; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2684; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:27:57,766 - INFO - Epoch: 0336 / 1300 lr: 1.238e-06 2025-05-15 11:28:11,007 - INFO - Training: cls_zice: 112.69163031327098; reg_zipnll: 284.64009274934466; aux_mae_loss_1: 214.17417827405427; aux_mae_loss_2: 27.76359206751773; aux_mae_loss_4: 4.194557001716213; cnt_loss: 24.582824857611406; 2025-05-15 11:28:11,008 - INFO - Evaluation: Curr mae: 96.0697; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 138.0242; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2502; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:28:11,008 - INFO - Epoch: 0337 / 1300 lr: 1.153e-06 2025-05-15 11:28:24,619 - INFO - Training: cls_zice: 119.7719535325703; reg_zipnll: 293.048230221397; aux_mae_loss_1: 222.94770973607115; aux_mae_loss_2: 28.863517510263545; aux_mae_loss_4: 4.3469357992473405; cnt_loss: 26.238786396227386; 2025-05-15 11:28:24,620 - INFO - Evaluation: Curr mae: 92.2154; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 132.9021; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2358; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:28:24,620 - INFO - Epoch: 0338 / 1300 lr: 1.086e-06 2025-05-15 11:28:38,143 - INFO - Training: cls_zice: 124.51868769997044; reg_zipnll: 297.44997767398235; aux_mae_loss_1: 221.99274565044203; aux_mae_loss_2: 29.041198077954743; aux_mae_loss_4: 4.3862109121523405; cnt_loss: 26.32355042507774; 2025-05-15 11:28:38,144 - INFO - Evaluation: Curr mae: 92.2561; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 135.4341; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2453; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:28:38,144 - INFO - Epoch: 0339 / 1300 lr: 1.038e-06 2025-05-15 11:28:51,544 - INFO - Training: cls_zice: 114.43179230940969; reg_zipnll: 282.9527069894891; aux_mae_loss_1: 214.71943022075453; aux_mae_loss_2: 27.687333056801243; aux_mae_loss_4: 4.146696153439973; cnt_loss: 23.83324771178396; 2025-05-15 11:28:51,545 - INFO - Evaluation: Curr mae: 105.0421; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 165.0948; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2890; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:28:51,545 - INFO - Epoch: 0340 / 1300 lr: 1.010e-06 2025-05-15 11:29:04,982 - INFO - Training: cls_zice: 115.64097484789397; reg_zipnll: 280.0181694030762; aux_mae_loss_1: 215.67585714239823; aux_mae_loss_2: 27.992389427988154; aux_mae_loss_4: 4.231203556060791; cnt_loss: 24.64751494558234; 2025-05-15 11:29:04,983 - INFO - Evaluation: Curr mae: 103.3902; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 148.3728; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2778; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:29:04,983 - INFO - Epoch: 0341 / 1300 lr: 1.000e-04 2025-05-15 11:29:18,610 - INFO - Training: cls_zice: 115.38355721925434; reg_zipnll: 284.19516894691867; aux_mae_loss_1: 218.46171690288344; aux_mae_loss_2: 29.421401124251517; aux_mae_loss_4: 4.716371900156925; cnt_loss: 34.859928708327445; 2025-05-15 11:29:18,611 - INFO - Evaluation: Curr mae: 104.7726; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 153.9051; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2643; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:29:18,612 - INFO - Epoch: 0342 / 1300 lr: 1.000e-04 2025-05-15 11:29:32,032 - INFO - Training: cls_zice: 114.21213852731805; reg_zipnll: 283.01770200227435; aux_mae_loss_1: 219.08107637104234; aux_mae_loss_2: 29.91075144316021; aux_mae_loss_4: 4.87030573895103; cnt_loss: 41.09845231708727; 2025-05-15 11:29:32,032 - INFO - Evaluation: Curr mae: 89.6541; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 133.3076; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2239; Best nae: 0.2017; 0.2018; 0.2030; 0.2065; 0.2092; 2025-05-15 11:29:32,033 - INFO - Epoch: 0343 / 1300 lr: 9.999e-05 2025-05-15 11:29:45,470 - INFO - Training: cls_zice: 126.00428340309544; reg_zipnll: 289.3586706864206; aux_mae_loss_1: 227.098034908897; aux_mae_loss_2: 31.831807538082725; aux_mae_loss_4: 5.397762574647603; cnt_loss: 52.13762740084999; 2025-05-15 11:29:45,486 - INFO - Evaluation: Curr mae: 83.3163; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 137.2258; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2061; Best nae: 0.2017; 0.2018; 0.2030; 0.2061; 0.2065; 2025-05-15 11:29:45,486 - INFO - Epoch: 0344 / 1300 lr: 9.998e-05 2025-05-15 11:29:58,753 - INFO - Training: cls_zice: 124.99540278786107; reg_zipnll: 281.19814963089794; aux_mae_loss_1: 230.06979048879523; aux_mae_loss_2: 32.62995157743755; aux_mae_loss_4: 5.58284224334516; cnt_loss: 49.68816543880262; 2025-05-15 11:29:58,753 - INFO - Evaluation: Curr mae: 104.4571; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 167.8616; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2352; Best nae: 0.2017; 0.2018; 0.2030; 0.2061; 0.2065; 2025-05-15 11:29:58,753 - INFO - Epoch: 0345 / 1300 lr: 9.996e-05 2025-05-15 11:30:12,195 - INFO - Training: cls_zice: 127.33256294852809; reg_zipnll: 294.5976022419177; aux_mae_loss_1: 231.2000443307977; aux_mae_loss_2: 32.8963387639899; aux_mae_loss_4: 5.709719927687394; cnt_loss: 54.56851627952174; 2025-05-15 11:30:12,196 - INFO - Evaluation: Curr mae: 87.0511; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 136.6906; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2095; Best nae: 0.2017; 0.2018; 0.2030; 0.2061; 0.2065; 2025-05-15 11:30:12,196 - INFO - Epoch: 0346 / 1300 lr: 9.994e-05 2025-05-15 11:30:25,803 - INFO - Training: cls_zice: 118.2385637383712; reg_zipnll: 294.1589133613988; aux_mae_loss_1: 226.69285322490492; aux_mae_loss_2: 32.145713806152344; aux_mae_loss_4: 5.494825651771144; cnt_loss: 49.89362139450876; 2025-05-15 11:30:25,804 - INFO - Evaluation: Curr mae: 94.7783; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 139.7723; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2866; Best nae: 0.2017; 0.2018; 0.2030; 0.2061; 0.2065; 2025-05-15 11:30:25,804 - INFO - Epoch: 0347 / 1300 lr: 9.991e-05 2025-05-15 11:30:39,286 - INFO - Training: cls_zice: 126.60249087685033; reg_zipnll: 288.0509428726999; aux_mae_loss_1: 229.02649889494242; aux_mae_loss_2: 32.71823903133995; aux_mae_loss_4: 5.607572354768452; cnt_loss: 49.50505065917969; 2025-05-15 11:30:39,287 - INFO - Evaluation: Curr mae: 101.8564; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 182.4189; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.3470; Best nae: 0.2017; 0.2018; 0.2030; 0.2061; 0.2065; 2025-05-15 11:30:39,287 - INFO - Epoch: 0348 / 1300 lr: 9.988e-05 2025-05-15 11:30:52,546 - INFO - Training: cls_zice: 125.2242162604081; reg_zipnll: 284.4671116879112; aux_mae_loss_1: 233.18412419369346; aux_mae_loss_2: 33.64676465486225; aux_mae_loss_4: 5.8842569150422745; cnt_loss: 56.253231926968226; 2025-05-15 11:30:52,547 - INFO - Evaluation: Curr mae: 140.3356; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 206.0381; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.4456; Best nae: 0.2017; 0.2018; 0.2030; 0.2061; 0.2065; 2025-05-15 11:30:52,547 - INFO - Epoch: 0349 / 1300 lr: 9.985e-05 2025-05-15 11:31:05,966 - INFO - Training: cls_zice: 122.03107181348298; reg_zipnll: 305.44583832590206; aux_mae_loss_1: 233.3383580258018; aux_mae_loss_2: 32.682902135347064; aux_mae_loss_4: 5.478048588100233; cnt_loss: 44.80381032040245; 2025-05-15 11:31:05,967 - INFO - Evaluation: Curr mae: 116.0547; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 191.9228; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.3187; Best nae: 0.2017; 0.2018; 0.2030; 0.2061; 0.2065; 2025-05-15 11:31:05,967 - INFO - Epoch: 0350 / 1300 lr: 9.981e-05 2025-05-15 11:31:19,316 - INFO - Training: cls_zice: 125.6197788840846; reg_zipnll: 305.8117740028783; aux_mae_loss_1: 226.2143763491982; aux_mae_loss_2: 31.556166347704437; aux_mae_loss_4: 5.3873210267016765; cnt_loss: 48.94006643797222; 2025-05-15 11:31:19,317 - INFO - Evaluation: Curr mae: 85.0573; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 121.0041; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2462; Best nae: 0.2017; 0.2018; 0.2030; 0.2061; 0.2065; 2025-05-15 11:31:19,378 - INFO - Epoch: 0351 / 1300 lr: 9.976e-05 2025-05-15 11:31:32,692 - INFO - Training: cls_zice: 116.97846292194568; reg_zipnll: 295.90889980918485; aux_mae_loss_1: 217.7601133647718; aux_mae_loss_2: 29.952388964201276; aux_mae_loss_4: 4.957634950938978; cnt_loss: 39.53904171993858; 2025-05-15 11:31:32,693 - INFO - Evaluation: Curr mae: 97.3116; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 141.9660; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2771; Best nae: 0.2017; 0.2018; 0.2030; 0.2061; 0.2065; 2025-05-15 11:31:32,693 - INFO - Epoch: 0352 / 1300 lr: 9.971e-05 2025-05-15 11:31:46,210 - INFO - Training: cls_zice: 121.39963792499744; reg_zipnll: 287.1776006598222; aux_mae_loss_1: 225.68734339663857; aux_mae_loss_2: 31.373779748615465; aux_mae_loss_4: 5.1534418620561295; cnt_loss: 44.49539016422472; 2025-05-15 11:31:46,211 - INFO - Evaluation: Curr mae: 102.1232; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 154.8361; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.3189; Best nae: 0.2017; 0.2018; 0.2030; 0.2061; 0.2065; 2025-05-15 11:31:46,211 - INFO - Epoch: 0353 / 1300 lr: 9.966e-05 2025-05-15 11:31:59,590 - INFO - Training: cls_zice: 113.79455531270881; reg_zipnll: 294.12916805869656; aux_mae_loss_1: 219.6768469559519; aux_mae_loss_2: 30.062810546473454; aux_mae_loss_4: 4.866948077553197; cnt_loss: 39.57983270444368; 2025-05-15 11:31:59,591 - INFO - Evaluation: Curr mae: 91.9193; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 138.6571; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.3171; Best nae: 0.2017; 0.2018; 0.2030; 0.2061; 0.2065; 2025-05-15 11:31:59,591 - INFO - Epoch: 0354 / 1300 lr: 9.960e-05 2025-05-15 11:32:13,026 - INFO - Training: cls_zice: 111.95856756913035; reg_zipnll: 282.48518833361175; aux_mae_loss_1: 218.3109289470472; aux_mae_loss_2: 30.15395837081106; aux_mae_loss_4: 4.98285782964606; cnt_loss: 41.91739910527279; 2025-05-15 11:32:13,027 - INFO - Evaluation: Curr mae: 109.5081; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 154.5451; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.3241; Best nae: 0.2017; 0.2018; 0.2030; 0.2061; 0.2065; 2025-05-15 11:32:13,027 - INFO - Epoch: 0355 / 1300 lr: 9.953e-05 2025-05-15 11:32:26,300 - INFO - Training: cls_zice: 122.85403116125809; reg_zipnll: 276.242416783383; aux_mae_loss_1: 225.77348528410258; aux_mae_loss_2: 32.08747582686575; aux_mae_loss_4: 5.419294376122324; cnt_loss: 48.84799610941034; 2025-05-15 11:32:26,301 - INFO - Evaluation: Curr mae: 87.8304; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 144.2993; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2508; Best nae: 0.2017; 0.2018; 0.2030; 0.2061; 0.2065; 2025-05-15 11:32:26,301 - INFO - Epoch: 0356 / 1300 lr: 9.946e-05 2025-05-15 11:32:39,859 - INFO - Training: cls_zice: 125.80384123952766; reg_zipnll: 300.3067032663446; aux_mae_loss_1: 225.75820521304482; aux_mae_loss_2: 31.889121908890573; aux_mae_loss_4: 5.400893625460173; cnt_loss: 51.03933916593853; 2025-05-15 11:32:39,859 - INFO - Evaluation: Curr mae: 103.2004; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 165.8367; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.3546; Best nae: 0.2017; 0.2018; 0.2030; 0.2061; 0.2065; 2025-05-15 11:32:39,859 - INFO - Epoch: 0357 / 1300 lr: 9.939e-05 2025-05-15 11:32:53,186 - INFO - Training: cls_zice: 116.41153445996736; reg_zipnll: 295.03038868151214; aux_mae_loss_1: 218.45119596782484; aux_mae_loss_2: 29.784314406545537; aux_mae_loss_4: 4.828017052851226; cnt_loss: 37.61160908247295; 2025-05-15 11:32:53,187 - INFO - Evaluation: Curr mae: 86.5463; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 144.6102; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2154; Best nae: 0.2017; 0.2018; 0.2030; 0.2061; 0.2065; 2025-05-15 11:32:53,187 - INFO - Epoch: 0358 / 1300 lr: 9.931e-05 2025-05-15 11:33:06,687 - INFO - Training: cls_zice: 118.39458124261154; reg_zipnll: 290.2041272615132; aux_mae_loss_1: 221.47074769672594; aux_mae_loss_2: 31.401654042695696; aux_mae_loss_4: 5.335239165707638; cnt_loss: 47.090229536357675; 2025-05-15 11:33:06,688 - INFO - Evaluation: Curr mae: 89.7842; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 151.1642; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2216; Best nae: 0.2017; 0.2018; 0.2030; 0.2061; 0.2065; 2025-05-15 11:33:06,688 - INFO - Epoch: 0359 / 1300 lr: 9.923e-05 2025-05-15 11:33:20,363 - INFO - Training: cls_zice: 127.50563164761192; reg_zipnll: 286.39782534147565; aux_mae_loss_1: 225.06501689710115; aux_mae_loss_2: 31.7108154296875; aux_mae_loss_4: 5.33319123795158; cnt_loss: 49.7569701044183; 2025-05-15 11:33:20,364 - INFO - Evaluation: Curr mae: 86.9773; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 139.0706; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2167; Best nae: 0.2017; 0.2018; 0.2030; 0.2061; 0.2065; 2025-05-15 11:33:20,364 - INFO - Epoch: 0360 / 1300 lr: 9.914e-05 2025-05-15 11:33:33,931 - INFO - Training: cls_zice: 127.03424132497688; reg_zipnll: 292.6037708081697; aux_mae_loss_1: 229.62605526572779; aux_mae_loss_2: 33.555109325208164; aux_mae_loss_4: 5.931893129097788; cnt_loss: 57.96850003694233; 2025-05-15 11:33:33,931 - INFO - Evaluation: Curr mae: 107.5088; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 151.6764; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.3395; Best nae: 0.2017; 0.2018; 0.2030; 0.2061; 0.2065; 2025-05-15 11:33:33,932 - INFO - Epoch: 0361 / 1300 lr: 9.905e-05 2025-05-15 11:33:47,394 - INFO - Training: cls_zice: 122.28109153948333; reg_zipnll: 295.95024831671464; aux_mae_loss_1: 222.66325860274466; aux_mae_loss_2: 30.60562334562603; aux_mae_loss_4: 4.961481891180339; cnt_loss: 39.83741549441689; 2025-05-15 11:33:47,395 - INFO - Evaluation: Curr mae: 102.4200; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 145.9739; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.3105; Best nae: 0.2017; 0.2018; 0.2030; 0.2061; 0.2065; 2025-05-15 11:33:47,395 - INFO - Epoch: 0362 / 1300 lr: 9.895e-05 2025-05-15 11:34:00,762 - INFO - Training: cls_zice: 116.19468146876285; reg_zipnll: 303.914266887464; aux_mae_loss_1: 220.45260459498354; aux_mae_loss_2: 31.287588521053916; aux_mae_loss_4: 5.323694643221404; cnt_loss: 50.154195283588614; 2025-05-15 11:34:00,763 - INFO - Evaluation: Curr mae: 112.4183; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 187.2957; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.3724; Best nae: 0.2017; 0.2018; 0.2030; 0.2061; 0.2065; 2025-05-15 11:34:00,763 - INFO - Epoch: 0363 / 1300 lr: 9.885e-05 2025-05-15 11:34:14,259 - INFO - Training: cls_zice: 119.38045014833149; reg_zipnll: 288.7310475801167; aux_mae_loss_1: 218.76519855700042; aux_mae_loss_2: 30.573078506871273; aux_mae_loss_4: 5.053318274648566; cnt_loss: 44.555199547817836; 2025-05-15 11:34:14,260 - INFO - Evaluation: Curr mae: 102.7690; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 168.9935; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.3239; Best nae: 0.2017; 0.2018; 0.2030; 0.2061; 0.2065; 2025-05-15 11:34:14,260 - INFO - Epoch: 0364 / 1300 lr: 9.874e-05 2025-05-15 11:34:27,564 - INFO - Training: cls_zice: 124.82950049952457; reg_zipnll: 270.4846382141113; aux_mae_loss_1: 223.55099326685854; aux_mae_loss_2: 31.31016374889173; aux_mae_loss_4: 5.189140351195085; cnt_loss: 44.380545917310215; 2025-05-15 11:34:27,565 - INFO - Evaluation: Curr mae: 100.1907; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 156.6962; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2960; Best nae: 0.2017; 0.2018; 0.2030; 0.2061; 0.2065; 2025-05-15 11:34:27,565 - INFO - Epoch: 0365 / 1300 lr: 9.863e-05 2025-05-15 11:34:41,034 - INFO - Training: cls_zice: 115.2293859281038; reg_zipnll: 304.10639291060596; aux_mae_loss_1: 216.7395686099404; aux_mae_loss_2: 29.012929916381836; aux_mae_loss_4: 4.578040656290557; cnt_loss: 36.00790671298378; 2025-05-15 11:34:41,035 - INFO - Evaluation: Curr mae: 92.0534; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 133.1021; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2905; Best nae: 0.2017; 0.2018; 0.2030; 0.2061; 0.2065; 2025-05-15 11:34:41,035 - INFO - Epoch: 0366 / 1300 lr: 9.852e-05 2025-05-15 11:34:54,564 - INFO - Training: cls_zice: 120.43163133922376; reg_zipnll: 292.4599860341925; aux_mae_loss_1: 220.3514733565481; aux_mae_loss_2: 30.769602424220036; aux_mae_loss_4: 5.175843583910089; cnt_loss: 45.955800006264134; 2025-05-15 11:34:54,565 - INFO - Evaluation: Curr mae: 126.7491; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 194.8975; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.3159; Best nae: 0.2017; 0.2018; 0.2030; 0.2061; 0.2065; 2025-05-15 11:34:54,565 - INFO - Epoch: 0367 / 1300 lr: 9.840e-05 2025-05-15 11:35:07,882 - INFO - Training: cls_zice: 124.37012245780544; reg_zipnll: 294.6632198534514; aux_mae_loss_1: 226.44470696700247; aux_mae_loss_2: 32.04583042546322; aux_mae_loss_4: 5.40710217074344; cnt_loss: 47.33086058967992; 2025-05-15 11:35:07,883 - INFO - Evaluation: Curr mae: 82.0064; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 120.7087; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2312; Best nae: 0.2017; 0.2018; 0.2030; 0.2061; 0.2065; 2025-05-15 11:35:07,883 - INFO - Epoch: 0368 / 1300 lr: 9.827e-05 2025-05-15 11:35:21,125 - INFO - Training: cls_zice: 117.90431524577893; reg_zipnll: 290.28079384251646; aux_mae_loss_1: 220.24023116262336; aux_mae_loss_2: 30.970850292005036; aux_mae_loss_4: 5.219280035872209; cnt_loss: 43.077753619143834; 2025-05-15 11:35:21,126 - INFO - Evaluation: Curr mae: 111.5075; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 164.5625; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.3682; Best nae: 0.2017; 0.2018; 0.2030; 0.2061; 0.2065; 2025-05-15 11:35:21,126 - INFO - Epoch: 0369 / 1300 lr: 9.814e-05 2025-05-15 11:35:34,681 - INFO - Training: cls_zice: 117.6481701700311; reg_zipnll: 283.92647512335526; aux_mae_loss_1: 219.17636309171976; aux_mae_loss_2: 30.163720331693952; aux_mae_loss_4: 4.92873498013145; cnt_loss: 39.240714273954694; 2025-05-15 11:35:34,682 - INFO - Evaluation: Curr mae: 121.4083; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 175.0387; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.3778; Best nae: 0.2017; 0.2018; 0.2030; 0.2061; 0.2065; 2025-05-15 11:35:34,682 - INFO - Epoch: 0370 / 1300 lr: 9.801e-05 2025-05-15 11:35:48,185 - INFO - Training: cls_zice: 124.94557862532766; reg_zipnll: 274.57636602301346; aux_mae_loss_1: 223.8234220805921; aux_mae_loss_2: 31.174190621627005; aux_mae_loss_4: 5.169243291804665; cnt_loss: 43.60504860627024; 2025-05-15 11:35:48,185 - INFO - Evaluation: Curr mae: 87.9950; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 130.9863; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2451; Best nae: 0.2017; 0.2018; 0.2030; 0.2061; 0.2065; 2025-05-15 11:35:48,186 - INFO - Epoch: 0371 / 1300 lr: 9.787e-05 2025-05-15 11:36:01,698 - INFO - Training: cls_zice: 116.5237583361174; reg_zipnll: 290.8671565808748; aux_mae_loss_1: 219.50600634123148; aux_mae_loss_2: 30.7609550576461; aux_mae_loss_4: 5.167514524961772; cnt_loss: 46.02006907212107; 2025-05-15 11:36:01,699 - INFO - Evaluation: Curr mae: 88.1655; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 131.4555; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2624; Best nae: 0.2017; 0.2018; 0.2030; 0.2061; 0.2065; 2025-05-15 11:36:01,699 - INFO - Epoch: 0372 / 1300 lr: 9.773e-05 2025-05-15 11:36:14,923 - INFO - Training: cls_zice: 121.31846769232499; reg_zipnll: 290.03374275408294; aux_mae_loss_1: 218.20782832095497; aux_mae_loss_2: 29.973750465794613; aux_mae_loss_4: 4.827995651646664; cnt_loss: 38.51445293426514; 2025-05-15 11:36:14,924 - INFO - Evaluation: Curr mae: 87.9473; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 139.0042; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2954; Best nae: 0.2017; 0.2018; 0.2030; 0.2061; 0.2065; 2025-05-15 11:36:14,924 - INFO - Epoch: 0373 / 1300 lr: 9.758e-05 2025-05-15 11:36:28,215 - INFO - Training: cls_zice: 112.89687342392772; reg_zipnll: 294.7579281455592; aux_mae_loss_1: 217.33733247455797; aux_mae_loss_2: 29.594099847893965; aux_mae_loss_4: 4.837250320534957; cnt_loss: 39.20395108273155; 2025-05-15 11:36:28,216 - INFO - Evaluation: Curr mae: 92.5285; Best mae: 75.8943; 76.0978; 79.9713; 80.7067; 81.0698; Curr rmse: 142.9988; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2955; Best nae: 0.2017; 0.2018; 0.2030; 0.2061; 0.2065; 2025-05-15 11:36:28,216 - INFO - Epoch: 0374 / 1300 lr: 9.742e-05 2025-05-15 11:36:41,660 - INFO - Training: cls_zice: 123.84294514907033; reg_zipnll: 280.9599691692151; aux_mae_loss_1: 221.9917401765522; aux_mae_loss_2: 30.553423128629987; aux_mae_loss_4: 5.023143812229759; cnt_loss: 44.55610340519955; 2025-05-15 11:36:41,675 - INFO - Evaluation: Curr mae: 80.1364; Best mae: 75.8943; 76.0978; 79.9713; 80.1364; 80.7067; Curr rmse: 126.6075; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2644; Best nae: 0.2017; 0.2018; 0.2030; 0.2061; 0.2065; 2025-05-15 11:36:41,676 - INFO - Epoch: 0375 / 1300 lr: 9.727e-05 2025-05-15 11:36:55,400 - INFO - Training: cls_zice: 119.04529601649234; reg_zipnll: 284.12920560334857; aux_mae_loss_1: 222.13432151392885; aux_mae_loss_2: 30.644854645980033; aux_mae_loss_4: 5.061468714161923; cnt_loss: 43.42960786819458; 2025-05-15 11:36:55,401 - INFO - Evaluation: Curr mae: 94.0515; Best mae: 75.8943; 76.0978; 79.9713; 80.1364; 80.7067; Curr rmse: 150.2484; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2879; Best nae: 0.2017; 0.2018; 0.2030; 0.2061; 0.2065; 2025-05-15 11:36:55,401 - INFO - Epoch: 0376 / 1300 lr: 9.711e-05 2025-05-15 11:37:08,820 - INFO - Training: cls_zice: 110.6598418386359; reg_zipnll: 285.63982782865827; aux_mae_loss_1: 215.27500313206724; aux_mae_loss_2: 29.139226210744756; aux_mae_loss_4: 4.6555150433590535; cnt_loss: 35.394271198071934; 2025-05-15 11:37:08,821 - INFO - Evaluation: Curr mae: 84.3105; Best mae: 75.8943; 76.0978; 79.9713; 80.1364; 80.7067; Curr rmse: 130.9202; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2405; Best nae: 0.2017; 0.2018; 0.2030; 0.2061; 0.2065; 2025-05-15 11:37:08,821 - INFO - Epoch: 0377 / 1300 lr: 9.694e-05 2025-05-15 11:37:22,364 - INFO - Training: cls_zice: 123.37825348502712; reg_zipnll: 289.0728814978349; aux_mae_loss_1: 226.51188739977385; aux_mae_loss_2: 31.195840785377904; aux_mae_loss_4: 5.098196983337402; cnt_loss: 40.8926433764006; 2025-05-15 11:37:22,365 - INFO - Evaluation: Curr mae: 88.5780; Best mae: 75.8943; 76.0978; 79.9713; 80.1364; 80.7067; Curr rmse: 123.8359; Best rmse: 109.6013; 114.7433; 119.0855; 119.7386; 119.8019; Curr nae: 0.2593; Best nae: 0.2017; 0.2018; 0.2030; 0.2061; 0.2065; 2025-05-15 11:37:22,365 - INFO - Epoch: 0378 / 1300 lr: 9.677e-05 2025-05-15 11:37:35,947 - INFO - Training: cls_zice: 119.67532514270984; reg_zipnll: 281.50055774889495; aux_mae_loss_1: 219.37907289203844; aux_mae_loss_2: 30.54782822257594; aux_mae_loss_4: 5.073610130109285; cnt_loss: 41.92129672201056; 2025-05-15 11:37:35,963 - INFO - Evaluation: Curr mae: 83.4140; Best mae: 75.8943; 76.0978; 79.9713; 80.1364; 80.7067; Curr rmse: 115.3919; Best rmse: 109.6013; 114.7433; 115.3919; 119.0855; 119.7386; Curr nae: 0.2517; Best nae: 0.2017; 0.2018; 0.2030; 0.2061; 0.2065; 2025-05-15 11:37:35,963 - INFO - Epoch: 0379 / 1300 lr: 9.660e-05 2025-05-15 11:37:49,385 - INFO - Training: cls_zice: 122.71933927034077; reg_zipnll: 281.7655675787675; aux_mae_loss_1: 226.4929323698345; aux_mae_loss_2: 31.714279174804688; aux_mae_loss_4: 5.345661031572442; cnt_loss: 49.36987691176565; 2025-05-15 11:37:49,386 - INFO - Evaluation: Curr mae: 92.5653; Best mae: 75.8943; 76.0978; 79.9713; 80.1364; 80.7067; Curr rmse: 151.6805; Best rmse: 109.6013; 114.7433; 115.3919; 119.0855; 119.7386; Curr nae: 0.3044; Best nae: 0.2017; 0.2018; 0.2030; 0.2061; 0.2065; 2025-05-15 11:37:49,386 - INFO - Epoch: 0380 / 1300 lr: 9.642e-05 2025-05-15 11:38:02,846 - INFO - Training: cls_zice: 120.44815053437885; reg_zipnll: 272.6234321594238; aux_mae_loss_1: 219.6327113101357; aux_mae_loss_2: 30.394004621003802; aux_mae_loss_4: 4.9616860214032625; cnt_loss: 41.9696300406205; 2025-05-15 11:38:02,862 - INFO - Evaluation: Curr mae: 77.9621; Best mae: 75.8943; 76.0978; 77.9621; 79.9713; 80.1364; Curr rmse: 121.2394; Best rmse: 109.6013; 114.7433; 115.3919; 119.0855; 119.7386; Curr nae: 0.2068; Best nae: 0.2017; 0.2018; 0.2030; 0.2061; 0.2065; 2025-05-15 11:38:02,862 - INFO - Epoch: 0381 / 1300 lr: 9.623e-05 2025-05-15 11:38:16,225 - INFO - Training: cls_zice: 113.29293286172967; reg_zipnll: 286.9110426651804; aux_mae_loss_1: 209.77658201518813; aux_mae_loss_2: 28.598216408177425; aux_mae_loss_4: 4.574363049707915; cnt_loss: 33.158694543336566; 2025-05-15 11:38:16,240 - INFO - Evaluation: Curr mae: 82.9264; Best mae: 75.8943; 76.0978; 77.9621; 79.9713; 80.1364; Curr rmse: 129.2132; Best rmse: 109.6013; 114.7433; 115.3919; 119.0855; 119.7386; Curr nae: 0.2048; Best nae: 0.2017; 0.2018; 0.2030; 0.2048; 0.2061; 2025-05-15 11:38:16,240 - INFO - Epoch: 0382 / 1300 lr: 9.604e-05 2025-05-15 11:38:29,706 - INFO - Training: cls_zice: 123.33310375715557; reg_zipnll: 279.33482963160463; aux_mae_loss_1: 222.5697390907689; aux_mae_loss_2: 31.10231294130024; aux_mae_loss_4: 5.19729218984905; cnt_loss: 45.66019479851974; 2025-05-15 11:38:29,707 - INFO - Evaluation: Curr mae: 86.9700; Best mae: 75.8943; 76.0978; 77.9621; 79.9713; 80.1364; Curr rmse: 130.7465; Best rmse: 109.6013; 114.7433; 115.3919; 119.0855; 119.7386; Curr nae: 0.2225; Best nae: 0.2017; 0.2018; 0.2030; 0.2048; 0.2061; 2025-05-15 11:38:29,707 - INFO - Epoch: 0383 / 1300 lr: 9.585e-05 2025-05-15 11:38:43,212 - INFO - Training: cls_zice: 117.41576636464973; reg_zipnll: 272.9232515033923; aux_mae_loss_1: 216.84312599583677; aux_mae_loss_2: 29.856931987561676; aux_mae_loss_4: 4.871676212862918; cnt_loss: 38.8118849302593; 2025-05-15 11:38:43,212 - INFO - Evaluation: Curr mae: 87.2122; Best mae: 75.8943; 76.0978; 77.9621; 79.9713; 80.1364; Curr rmse: 131.7259; Best rmse: 109.6013; 114.7433; 115.3919; 119.0855; 119.7386; Curr nae: 0.2599; Best nae: 0.2017; 0.2018; 0.2030; 0.2048; 0.2061; 2025-05-15 11:38:43,213 - INFO - Epoch: 0384 / 1300 lr: 9.565e-05 2025-05-15 11:38:56,640 - INFO - Training: cls_zice: 111.45328064968712; reg_zipnll: 274.24537688807436; aux_mae_loss_1: 215.0680658440841; aux_mae_loss_2: 30.093725455434697; aux_mae_loss_4: 4.9947274358649; cnt_loss: 42.21825554496363; 2025-05-15 11:38:56,641 - INFO - Evaluation: Curr mae: 84.3678; Best mae: 75.8943; 76.0978; 77.9621; 79.9713; 80.1364; Curr rmse: 123.5679; Best rmse: 109.6013; 114.7433; 115.3919; 119.0855; 119.7386; Curr nae: 0.2511; Best nae: 0.2017; 0.2018; 0.2030; 0.2048; 0.2061; 2025-05-15 11:38:56,641 - INFO - Epoch: 0385 / 1300 lr: 9.545e-05 2025-05-15 11:39:10,483 - INFO - Training: cls_zice: 120.91767491792378; reg_zipnll: 282.51734683388156; aux_mae_loss_1: 215.91167409796464; aux_mae_loss_2: 29.753482617829974; aux_mae_loss_4: 4.829942132297315; cnt_loss: 38.159482403805384; 2025-05-15 11:39:10,484 - INFO - Evaluation: Curr mae: 82.9280; Best mae: 75.8943; 76.0978; 77.9621; 79.9713; 80.1364; Curr rmse: 132.8085; Best rmse: 109.6013; 114.7433; 115.3919; 119.0855; 119.7386; Curr nae: 0.2145; Best nae: 0.2017; 0.2018; 0.2030; 0.2048; 0.2061; 2025-05-15 11:39:10,484 - INFO - Epoch: 0386 / 1300 lr: 9.525e-05 2025-05-15 11:39:24,184 - INFO - Training: cls_zice: 118.43916501496967; reg_zipnll: 286.1304849323474; aux_mae_loss_1: 213.83110729016755; aux_mae_loss_2: 30.115337723179866; aux_mae_loss_4: 5.0270123732717416; cnt_loss: 44.53592845013267; 2025-05-15 11:39:24,185 - INFO - Evaluation: Curr mae: 102.7366; Best mae: 75.8943; 76.0978; 77.9621; 79.9713; 80.1364; Curr rmse: 156.8073; Best rmse: 109.6013; 114.7433; 115.3919; 119.0855; 119.7386; Curr nae: 0.3340; Best nae: 0.2017; 0.2018; 0.2030; 0.2048; 0.2061; 2025-05-15 11:39:24,185 - INFO - Epoch: 0387 / 1300 lr: 9.504e-05 2025-05-15 11:39:37,764 - INFO - Training: cls_zice: 116.8248454959769; reg_zipnll: 280.05387135555867; aux_mae_loss_1: 216.03052219591643; aux_mae_loss_2: 29.46013267416703; aux_mae_loss_4: 4.779866061712566; cnt_loss: 35.04683313871685; 2025-05-15 11:39:37,765 - INFO - Evaluation: Curr mae: 99.1105; Best mae: 75.8943; 76.0978; 77.9621; 79.9713; 80.1364; Curr rmse: 139.9494; Best rmse: 109.6013; 114.7433; 115.3919; 119.0855; 119.7386; Curr nae: 0.2947; Best nae: 0.2017; 0.2018; 0.2030; 0.2048; 0.2061; 2025-05-15 11:39:37,765 - INFO - Epoch: 0388 / 1300 lr: 9.482e-05 2025-05-15 11:39:51,366 - INFO - Training: cls_zice: 115.92296841270046; reg_zipnll: 292.39426000494706; aux_mae_loss_1: 218.0100736116108; aux_mae_loss_2: 29.738450451901084; aux_mae_loss_4: 4.839856574409886; cnt_loss: 39.62013764130442; 2025-05-15 11:39:51,367 - INFO - Evaluation: Curr mae: 115.6298; Best mae: 75.8943; 76.0978; 77.9621; 79.9713; 80.1364; Curr rmse: 168.0654; Best rmse: 109.6013; 114.7433; 115.3919; 119.0855; 119.7386; Curr nae: 0.2928; Best nae: 0.2017; 0.2018; 0.2030; 0.2048; 0.2061; 2025-05-15 11:39:51,367 - INFO - Epoch: 0389 / 1300 lr: 9.460e-05 2025-05-15 11:40:04,877 - INFO - Training: cls_zice: 122.38152865359658; reg_zipnll: 286.8661900570518; aux_mae_loss_1: 219.11576080322266; aux_mae_loss_2: 30.717575625369424; aux_mae_loss_4: 5.142689573137384; cnt_loss: 44.77508474651136; 2025-05-15 11:40:04,877 - INFO - Evaluation: Curr mae: 93.7986; Best mae: 75.8943; 76.0978; 77.9621; 79.9713; 80.1364; Curr rmse: 147.1466; Best rmse: 109.6013; 114.7433; 115.3919; 119.0855; 119.7386; Curr nae: 0.2462; Best nae: 0.2017; 0.2018; 0.2030; 0.2048; 0.2061; 2025-05-15 11:40:04,878 - INFO - Epoch: 0390 / 1300 lr: 9.438e-05 2025-05-15 11:40:18,419 - INFO - Training: cls_zice: 117.8707965047736; reg_zipnll: 288.65176552220396; aux_mae_loss_1: 212.48764479787727; aux_mae_loss_2: 28.975058555603027; aux_mae_loss_4: 4.705729202220314; cnt_loss: 37.11917209625244; 2025-05-15 11:40:18,420 - INFO - Evaluation: Curr mae: 98.4576; Best mae: 75.8943; 76.0978; 77.9621; 79.9713; 80.1364; Curr rmse: 155.8493; Best rmse: 109.6013; 114.7433; 115.3919; 119.0855; 119.7386; Curr nae: 0.2486; Best nae: 0.2017; 0.2018; 0.2030; 0.2048; 0.2061; 2025-05-15 11:40:18,420 - INFO - Epoch: 0391 / 1300 lr: 9.416e-05 2025-05-15 11:40:31,948 - INFO - Training: cls_zice: 120.25932884216309; reg_zipnll: 290.93983238621763; aux_mae_loss_1: 217.78707684968649; aux_mae_loss_2: 29.49525140461169; aux_mae_loss_4: 4.7863760308215495; cnt_loss: 39.444487596813; 2025-05-15 11:40:31,948 - INFO - Evaluation: Curr mae: 83.1367; Best mae: 75.8943; 76.0978; 77.9621; 79.9713; 80.1364; Curr rmse: 130.1853; Best rmse: 109.6013; 114.7433; 115.3919; 119.0855; 119.7386; Curr nae: 0.2328; Best nae: 0.2017; 0.2018; 0.2030; 0.2048; 0.2061; 2025-05-15 11:40:31,949 - INFO - Epoch: 0392 / 1300 lr: 9.392e-05 2025-05-15 11:40:45,320 - INFO - Training: cls_zice: 114.078453214545; reg_zipnll: 286.7646615881669; aux_mae_loss_1: 216.15705550344367; aux_mae_loss_2: 29.59940242767334; aux_mae_loss_4: 4.808186650276184; cnt_loss: 35.722011164615026; 2025-05-15 11:40:45,336 - INFO - Evaluation: Curr mae: 81.7949; Best mae: 75.8943; 76.0978; 77.9621; 79.9713; 80.1364; Curr rmse: 136.9107; Best rmse: 109.6013; 114.7433; 115.3919; 119.0855; 119.7386; Curr nae: 0.2022; Best nae: 0.2017; 0.2018; 0.2022; 0.2030; 0.2048; 2025-05-15 11:40:45,336 - INFO - Epoch: 0393 / 1300 lr: 9.369e-05 2025-05-15 11:40:58,535 - INFO - Training: cls_zice: 118.1949853395161; reg_zipnll: 269.40489031139174; aux_mae_loss_1: 212.6669941952354; aux_mae_loss_2: 28.956689131887334; aux_mae_loss_4: 4.578167727119045; cnt_loss: 35.517944737484584; 2025-05-15 11:40:58,535 - INFO - Evaluation: Curr mae: 82.6567; Best mae: 75.8943; 76.0978; 77.9621; 79.9713; 80.1364; Curr rmse: 122.1826; Best rmse: 109.6013; 114.7433; 115.3919; 119.0855; 119.7386; Curr nae: 0.2079; Best nae: 0.2017; 0.2018; 0.2022; 0.2030; 0.2048; 2025-05-15 11:40:58,536 - INFO - Epoch: 0394 / 1300 lr: 9.345e-05 2025-05-15 11:41:11,917 - INFO - Training: cls_zice: 107.12737223976536; reg_zipnll: 273.55349109047336; aux_mae_loss_1: 205.26832138864617; aux_mae_loss_2: 28.021415258708753; aux_mae_loss_4: 4.500551154738979; cnt_loss: 38.84754617590653; 2025-05-15 11:41:11,918 - INFO - Evaluation: Curr mae: 83.3332; Best mae: 75.8943; 76.0978; 77.9621; 79.9713; 80.1364; Curr rmse: 125.6607; Best rmse: 109.6013; 114.7433; 115.3919; 119.0855; 119.7386; Curr nae: 0.2425; Best nae: 0.2017; 0.2018; 0.2022; 0.2030; 0.2048; 2025-05-15 11:41:11,918 - INFO - Epoch: 0395 / 1300 lr: 9.321e-05 2025-05-15 11:41:25,119 - INFO - Training: cls_zice: 126.83783742001182; reg_zipnll: 294.6374148318642; aux_mae_loss_1: 225.79513991506477; aux_mae_loss_2: 31.097581010115775; aux_mae_loss_4: 5.089714709081147; cnt_loss: 40.447684815055446; 2025-05-15 11:41:25,120 - INFO - Evaluation: Curr mae: 109.0842; Best mae: 75.8943; 76.0978; 77.9621; 79.9713; 80.1364; Curr rmse: 158.7289; Best rmse: 109.6013; 114.7433; 115.3919; 119.0855; 119.7386; Curr nae: 0.3026; Best nae: 0.2017; 0.2018; 0.2022; 0.2030; 0.2048; 2025-05-15 11:41:25,120 - INFO - Epoch: 0396 / 1300 lr: 9.296e-05 2025-05-15 11:41:38,497 - INFO - Training: cls_zice: 123.17177350897538; reg_zipnll: 286.4040137843082; aux_mae_loss_1: 221.67119116532174; aux_mae_loss_2: 30.842216341119062; aux_mae_loss_4: 5.042309641838074; cnt_loss: 41.834272158773324; 2025-05-15 11:41:38,497 - INFO - Evaluation: Curr mae: 86.5440; Best mae: 75.8943; 76.0978; 77.9621; 79.9713; 80.1364; Curr rmse: 128.1021; Best rmse: 109.6013; 114.7433; 115.3919; 119.0855; 119.7386; Curr nae: 0.2350; Best nae: 0.2017; 0.2018; 0.2022; 0.2030; 0.2048; 2025-05-15 11:41:38,498 - INFO - Epoch: 0397 / 1300 lr: 9.271e-05 2025-05-15 11:41:51,920 - INFO - Training: cls_zice: 116.44409460770457; reg_zipnll: 286.31264315153425; aux_mae_loss_1: 214.0680032027395; aux_mae_loss_2: 29.109489189951045; aux_mae_loss_4: 4.686059437300029; cnt_loss: 37.13184760746203; 2025-05-15 11:41:51,921 - INFO - Evaluation: Curr mae: 107.6179; Best mae: 75.8943; 76.0978; 77.9621; 79.9713; 80.1364; Curr rmse: 158.7316; Best rmse: 109.6013; 114.7433; 115.3919; 119.0855; 119.7386; Curr nae: 0.2664; Best nae: 0.2017; 0.2018; 0.2022; 0.2030; 0.2048; 2025-05-15 11:41:51,921 - INFO - Epoch: 0398 / 1300 lr: 9.245e-05 2025-05-15 11:42:05,222 - INFO - Training: cls_zice: 122.69612854405453; reg_zipnll: 282.12507187692745; aux_mae_loss_1: 216.31646808825042; aux_mae_loss_2: 30.090035036990518; aux_mae_loss_4: 4.9496200272911475; cnt_loss: 41.86353520343178; 2025-05-15 11:42:05,223 - INFO - Evaluation: Curr mae: 89.8735; Best mae: 75.8943; 76.0978; 77.9621; 79.9713; 80.1364; Curr rmse: 127.1506; Best rmse: 109.6013; 114.7433; 115.3919; 119.0855; 119.7386; Curr nae: 0.2617; Best nae: 0.2017; 0.2018; 0.2022; 0.2030; 0.2048; 2025-05-15 11:42:05,223 - INFO - Epoch: 0399 / 1300 lr: 9.219e-05 2025-05-15 11:42:18,656 - INFO - Training: cls_zice: 117.02748158103542; reg_zipnll: 286.55665588378906; aux_mae_loss_1: 211.62914958753083; aux_mae_loss_2: 28.725262190166273; aux_mae_loss_4: 4.641152971669247; cnt_loss: 35.71821810069837; 2025-05-15 11:42:18,657 - INFO - Evaluation: Curr mae: 86.3229; Best mae: 75.8943; 76.0978; 77.9621; 79.9713; 80.1364; Curr rmse: 127.0894; Best rmse: 109.6013; 114.7433; 115.3919; 119.0855; 119.7386; Curr nae: 0.2358; Best nae: 0.2017; 0.2018; 0.2022; 0.2030; 0.2048; 2025-05-15 11:42:18,657 - INFO - Epoch: 0400 / 1300 lr: 9.193e-05 2025-05-15 11:42:32,152 - INFO - Training: cls_zice: 120.70976111763402; reg_zipnll: 273.7609690616005; aux_mae_loss_1: 218.1553611755371; aux_mae_loss_2: 29.9595052819503; aux_mae_loss_4: 4.787242525502255; cnt_loss: 35.547327643946595; 2025-05-15 11:42:32,153 - INFO - Evaluation: Curr mae: 90.8651; Best mae: 75.8943; 76.0978; 77.9621; 79.9713; 80.1364; Curr rmse: 135.4312; Best rmse: 109.6013; 114.7433; 115.3919; 119.0855; 119.7386; Curr nae: 0.2568; Best nae: 0.2017; 0.2018; 0.2022; 0.2030; 0.2048; 2025-05-15 11:42:32,214 - INFO - Epoch: 0401 / 1300 lr: 9.166e-05 2025-05-15 11:42:45,825 - INFO - Training: cls_zice: 120.7626569647538; reg_zipnll: 287.02146028217516; aux_mae_loss_1: 216.34613639429995; aux_mae_loss_2: 29.327043131778115; aux_mae_loss_4: 4.699863804014106; cnt_loss: 36.93559927689402; 2025-05-15 11:42:45,826 - INFO - Evaluation: Curr mae: 89.0642; Best mae: 75.8943; 76.0978; 77.9621; 79.9713; 80.1364; Curr rmse: 130.3002; Best rmse: 109.6013; 114.7433; 115.3919; 119.0855; 119.7386; Curr nae: 0.2784; Best nae: 0.2017; 0.2018; 0.2022; 0.2030; 0.2048; 2025-05-15 11:42:45,826 - INFO - Epoch: 0402 / 1300 lr: 9.139e-05 2025-05-15 11:42:59,140 - INFO - Training: cls_zice: 113.95238695646587; reg_zipnll: 275.7749135870683; aux_mae_loss_1: 209.21260873894943; aux_mae_loss_2: 29.52259515461169; aux_mae_loss_4: 4.983444835010328; cnt_loss: 44.134951039364466; 2025-05-15 11:42:59,141 - INFO - Evaluation: Curr mae: 105.7269; Best mae: 75.8943; 76.0978; 77.9621; 79.9713; 80.1364; Curr rmse: 159.2644; Best rmse: 109.6013; 114.7433; 115.3919; 119.0855; 119.7386; Curr nae: 0.2728; Best nae: 0.2017; 0.2018; 0.2022; 0.2030; 0.2048; 2025-05-15 11:42:59,141 - INFO - Epoch: 0403 / 1300 lr: 9.111e-05 2025-05-15 11:43:12,485 - INFO - Training: cls_zice: 116.99430746781199; reg_zipnll: 284.37596893310547; aux_mae_loss_1: 211.0572907297235; aux_mae_loss_2: 29.065640047976846; aux_mae_loss_4: 4.632673163163035; cnt_loss: 33.45517381868864; 2025-05-15 11:43:12,486 - INFO - Evaluation: Curr mae: 83.9585; Best mae: 75.8943; 76.0978; 77.9621; 79.9713; 80.1364; Curr rmse: 131.1808; Best rmse: 109.6013; 114.7433; 115.3919; 119.0855; 119.7386; Curr nae: 0.2163; Best nae: 0.2017; 0.2018; 0.2022; 0.2030; 0.2048; 2025-05-15 11:43:12,486 - INFO - Epoch: 0404 / 1300 lr: 9.083e-05 2025-05-15 11:43:25,860 - INFO - Training: cls_zice: 122.96462837018464; reg_zipnll: 268.1489486694336; aux_mae_loss_1: 219.33461801629318; aux_mae_loss_2: 29.99738131071392; aux_mae_loss_4: 4.777923696919491; cnt_loss: 36.6312192113776; 2025-05-15 11:43:25,861 - INFO - Evaluation: Curr mae: 104.0191; Best mae: 75.8943; 76.0978; 77.9621; 79.9713; 80.1364; Curr rmse: 146.6769; Best rmse: 109.6013; 114.7433; 115.3919; 119.0855; 119.7386; Curr nae: 0.2992; Best nae: 0.2017; 0.2018; 0.2022; 0.2030; 0.2048; 2025-05-15 11:43:25,861 - INFO - Epoch: 0405 / 1300 lr: 9.055e-05 2025-05-15 11:43:39,168 - INFO - Training: cls_zice: 121.92327601031253; reg_zipnll: 290.30414159674393; aux_mae_loss_1: 220.7729267321135; aux_mae_loss_2: 30.651357148822985; aux_mae_loss_4: 5.042928651759499; cnt_loss: 41.67748815134952; 2025-05-15 11:43:39,169 - INFO - Evaluation: Curr mae: 80.9357; Best mae: 75.8943; 76.0978; 77.9621; 79.9713; 80.1364; Curr rmse: 132.9164; Best rmse: 109.6013; 114.7433; 115.3919; 119.0855; 119.7386; Curr nae: 0.2059; Best nae: 0.2017; 0.2018; 0.2022; 0.2030; 0.2048; 2025-05-15 11:43:39,169 - INFO - Epoch: 0406 / 1300 lr: 9.026e-05 2025-05-15 11:43:52,576 - INFO - Training: cls_zice: 118.78988727770354; reg_zipnll: 270.8793342991879; aux_mae_loss_1: 215.59195669073807; aux_mae_loss_2: 29.944361586319772; aux_mae_loss_4: 4.897369968263726; cnt_loss: 42.893736136587044; 2025-05-15 11:43:52,577 - INFO - Evaluation: Curr mae: 85.6704; Best mae: 75.8943; 76.0978; 77.9621; 79.9713; 80.1364; Curr rmse: 128.2745; Best rmse: 109.6013; 114.7433; 115.3919; 119.0855; 119.7386; Curr nae: 0.2262; Best nae: 0.2017; 0.2018; 0.2022; 0.2030; 0.2048; 2025-05-15 11:43:52,577 - INFO - Epoch: 0407 / 1300 lr: 8.997e-05 2025-05-15 11:44:06,011 - INFO - Training: cls_zice: 126.31714409276059; reg_zipnll: 278.63653223138107; aux_mae_loss_1: 217.25551123368112; aux_mae_loss_2: 29.936274879857113; aux_mae_loss_4: 4.9067362484179045; cnt_loss: 41.52881175593326; 2025-05-15 11:44:06,055 - INFO - Evaluation: Curr mae: 79.3587; Best mae: 75.8943; 76.0978; 77.9621; 79.3587; 79.9713; Curr rmse: 117.4052; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 119.0855; Curr nae: 0.2031; Best nae: 0.2017; 0.2018; 0.2022; 0.2030; 0.2031; 2025-05-15 11:44:06,055 - INFO - Epoch: 0408 / 1300 lr: 8.967e-05 2025-05-15 11:44:19,558 - INFO - Training: cls_zice: 121.7524134987279; reg_zipnll: 278.0479766444156; aux_mae_loss_1: 220.6202039216694; aux_mae_loss_2: 30.98436621615761; aux_mae_loss_4: 5.127043880914387; cnt_loss: 43.27525181519358; 2025-05-15 11:44:19,559 - INFO - Evaluation: Curr mae: 110.5492; Best mae: 75.8943; 76.0978; 77.9621; 79.3587; 79.9713; Curr rmse: 188.8804; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 119.0855; Curr nae: 0.3877; Best nae: 0.2017; 0.2018; 0.2022; 0.2030; 0.2031; 2025-05-15 11:44:19,559 - INFO - Epoch: 0409 / 1300 lr: 8.937e-05 2025-05-15 11:44:33,299 - INFO - Training: cls_zice: 125.60401379434686; reg_zipnll: 278.4931897615132; aux_mae_loss_1: 220.4859777751722; aux_mae_loss_2: 30.577454566955566; aux_mae_loss_4: 4.975205421447754; cnt_loss: 39.55227498004311; 2025-05-15 11:44:33,300 - INFO - Evaluation: Curr mae: 91.1229; Best mae: 75.8943; 76.0978; 77.9621; 79.3587; 79.9713; Curr rmse: 132.1982; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 119.0855; Curr nae: 0.2605; Best nae: 0.2017; 0.2018; 0.2022; 0.2030; 0.2031; 2025-05-15 11:44:33,300 - INFO - Epoch: 0410 / 1300 lr: 8.907e-05 2025-05-15 11:44:46,682 - INFO - Training: cls_zice: 116.05008923379998; reg_zipnll: 273.02638003700656; aux_mae_loss_1: 213.35196886564555; aux_mae_loss_2: 29.712353254619398; aux_mae_loss_4: 4.867750117653294; cnt_loss: 40.567905827572474; 2025-05-15 11:44:46,683 - INFO - Evaluation: Curr mae: 91.6624; Best mae: 75.8943; 76.0978; 77.9621; 79.3587; 79.9713; Curr rmse: 141.2423; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 119.0855; Curr nae: 0.2387; Best nae: 0.2017; 0.2018; 0.2022; 0.2030; 0.2031; 2025-05-15 11:44:46,683 - INFO - Epoch: 0411 / 1300 lr: 8.876e-05 2025-05-15 11:44:59,963 - INFO - Training: cls_zice: 123.57968169764469; reg_zipnll: 275.21242603502776; aux_mae_loss_1: 215.36968692980315; aux_mae_loss_2: 29.92943189018651; aux_mae_loss_4: 4.9065891002353865; cnt_loss: 41.155616082643206; 2025-05-15 11:44:59,964 - INFO - Evaluation: Curr mae: 83.2073; Best mae: 75.8943; 76.0978; 77.9621; 79.3587; 79.9713; Curr rmse: 135.2224; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 119.0855; Curr nae: 0.2368; Best nae: 0.2017; 0.2018; 0.2022; 0.2030; 0.2031; 2025-05-15 11:44:59,964 - INFO - Epoch: 0412 / 1300 lr: 8.845e-05 2025-05-15 11:45:13,402 - INFO - Training: cls_zice: 129.30100310476203; reg_zipnll: 259.5583018252724; aux_mae_loss_1: 219.12124352706107; aux_mae_loss_2: 30.66429901123047; aux_mae_loss_4: 5.110977630866201; cnt_loss: 43.03740551597193; 2025-05-15 11:45:13,403 - INFO - Evaluation: Curr mae: 120.8491; Best mae: 75.8943; 76.0978; 77.9621; 79.3587; 79.9713; Curr rmse: 181.4388; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 119.0855; Curr nae: 0.3556; Best nae: 0.2017; 0.2018; 0.2022; 0.2030; 0.2031; 2025-05-15 11:45:13,403 - INFO - Epoch: 0413 / 1300 lr: 8.814e-05 2025-05-15 11:45:27,018 - INFO - Training: cls_zice: 118.68645991777119; reg_zipnll: 288.2880317286441; aux_mae_loss_1: 213.76289347598427; aux_mae_loss_2: 28.845205708553916; aux_mae_loss_4: 4.585817004504957; cnt_loss: 35.551930352261195; 2025-05-15 11:45:27,019 - INFO - Evaluation: Curr mae: 127.7929; Best mae: 75.8943; 76.0978; 77.9621; 79.3587; 79.9713; Curr rmse: 192.2620; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 119.0855; Curr nae: 0.3901; Best nae: 0.2017; 0.2018; 0.2022; 0.2030; 0.2031; 2025-05-15 11:45:27,019 - INFO - Epoch: 0414 / 1300 lr: 8.782e-05 2025-05-15 11:45:40,416 - INFO - Training: cls_zice: 123.96306569952714; reg_zipnll: 277.97847145482115; aux_mae_loss_1: 215.70007163599917; aux_mae_loss_2: 29.524303938213148; aux_mae_loss_4: 4.747105673739784; cnt_loss: 38.180620871092145; 2025-05-15 11:45:40,417 - INFO - Evaluation: Curr mae: 90.5992; Best mae: 75.8943; 76.0978; 77.9621; 79.3587; 79.9713; Curr rmse: 146.0973; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 119.0855; Curr nae: 0.2814; Best nae: 0.2017; 0.2018; 0.2022; 0.2030; 0.2031; 2025-05-15 11:45:40,418 - INFO - Epoch: 0415 / 1300 lr: 8.750e-05 2025-05-15 11:45:53,865 - INFO - Training: cls_zice: 120.18969586021022; reg_zipnll: 274.19172297025983; aux_mae_loss_1: 211.15666279039885; aux_mae_loss_2: 28.8183156565616; aux_mae_loss_4: 4.606692784710934; cnt_loss: 34.82850064729389; 2025-05-15 11:45:53,866 - INFO - Evaluation: Curr mae: 89.6302; Best mae: 75.8943; 76.0978; 77.9621; 79.3587; 79.9713; Curr rmse: 139.1585; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 119.0855; Curr nae: 0.2444; Best nae: 0.2017; 0.2018; 0.2022; 0.2030; 0.2031; 2025-05-15 11:45:53,866 - INFO - Epoch: 0416 / 1300 lr: 8.718e-05 2025-05-15 11:46:07,300 - INFO - Training: cls_zice: 114.28721568458958; reg_zipnll: 271.1989828410901; aux_mae_loss_1: 213.05628204345703; aux_mae_loss_2: 29.05296933023553; aux_mae_loss_4: 4.685142774330942; cnt_loss: 38.407686710357666; 2025-05-15 11:46:07,301 - INFO - Evaluation: Curr mae: 82.7537; Best mae: 75.8943; 76.0978; 77.9621; 79.3587; 79.9713; Curr rmse: 135.5639; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 119.0855; Curr nae: 0.2398; Best nae: 0.2017; 0.2018; 0.2022; 0.2030; 0.2031; 2025-05-15 11:46:07,301 - INFO - Epoch: 0417 / 1300 lr: 8.685e-05 2025-05-15 11:46:20,705 - INFO - Training: cls_zice: 120.49368527061061; reg_zipnll: 275.4811533877724; aux_mae_loss_1: 212.4869882684005; aux_mae_loss_2: 29.33637513612446; aux_mae_loss_4: 4.762633342491953; cnt_loss: 39.21277144080714; 2025-05-15 11:46:20,706 - INFO - Evaluation: Curr mae: 96.3699; Best mae: 75.8943; 76.0978; 77.9621; 79.3587; 79.9713; Curr rmse: 156.5417; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 119.0855; Curr nae: 0.2854; Best nae: 0.2017; 0.2018; 0.2022; 0.2030; 0.2031; 2025-05-15 11:46:20,706 - INFO - Epoch: 0418 / 1300 lr: 8.652e-05 2025-05-15 11:46:34,265 - INFO - Training: cls_zice: 110.63885477969521; reg_zipnll: 284.79130955746297; aux_mae_loss_1: 207.2549237703022; aux_mae_loss_2: 28.338099178514984; aux_mae_loss_4: 4.625028189859893; cnt_loss: 38.15761332762869; 2025-05-15 11:46:34,266 - INFO - Evaluation: Curr mae: 85.6367; Best mae: 75.8943; 76.0978; 77.9621; 79.3587; 79.9713; Curr rmse: 140.9401; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 119.0855; Curr nae: 0.2515; Best nae: 0.2017; 0.2018; 0.2022; 0.2030; 0.2031; 2025-05-15 11:46:34,266 - INFO - Epoch: 0419 / 1300 lr: 8.618e-05 2025-05-15 11:46:47,691 - INFO - Training: cls_zice: 112.47361303630628; reg_zipnll: 272.0817830939042; aux_mae_loss_1: 211.83019658138878; aux_mae_loss_2: 28.993361272309954; aux_mae_loss_4: 4.687670657509251; cnt_loss: 38.71201306895206; 2025-05-15 11:46:47,692 - INFO - Evaluation: Curr mae: 85.3632; Best mae: 75.8943; 76.0978; 77.9621; 79.3587; 79.9713; Curr rmse: 130.4043; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 119.0855; Curr nae: 0.2354; Best nae: 0.2017; 0.2018; 0.2022; 0.2030; 0.2031; 2025-05-15 11:46:47,692 - INFO - Epoch: 0420 / 1300 lr: 8.584e-05 2025-05-15 11:47:01,232 - INFO - Training: cls_zice: 118.4901133085552; reg_zipnll: 286.39547026784794; aux_mae_loss_1: 209.69536349647925; aux_mae_loss_2: 28.516249054356624; aux_mae_loss_4: 4.541837353455393; cnt_loss: 33.59212062233373; 2025-05-15 11:47:01,233 - INFO - Evaluation: Curr mae: 92.1658; Best mae: 75.8943; 76.0978; 77.9621; 79.3587; 79.9713; Curr rmse: 142.2320; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 119.0855; Curr nae: 0.2879; Best nae: 0.2017; 0.2018; 0.2022; 0.2030; 0.2031; 2025-05-15 11:47:01,233 - INFO - Epoch: 0421 / 1300 lr: 8.550e-05 2025-05-15 11:47:14,675 - INFO - Training: cls_zice: 112.95589246247944; reg_zipnll: 277.11279076024107; aux_mae_loss_1: 213.28475751374899; aux_mae_loss_2: 28.94388188813862; aux_mae_loss_4: 4.552107854893333; cnt_loss: 34.12428985143963; 2025-05-15 11:47:14,675 - INFO - Evaluation: Curr mae: 99.2720; Best mae: 75.8943; 76.0978; 77.9621; 79.3587; 79.9713; Curr rmse: 153.5151; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 119.0855; Curr nae: 0.3127; Best nae: 0.2017; 0.2018; 0.2022; 0.2030; 0.2031; 2025-05-15 11:47:14,676 - INFO - Epoch: 0422 / 1300 lr: 8.516e-05 2025-05-15 11:47:28,284 - INFO - Training: cls_zice: 117.00633475655003; reg_zipnll: 280.6267491390831; aux_mae_loss_1: 210.50893843801398; aux_mae_loss_2: 29.064523144772178; aux_mae_loss_4: 4.660864591598511; cnt_loss: 37.00566306867098; 2025-05-15 11:47:28,285 - INFO - Evaluation: Curr mae: 81.5758; Best mae: 75.8943; 76.0978; 77.9621; 79.3587; 79.9713; Curr rmse: 132.7445; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 119.0855; Curr nae: 0.2141; Best nae: 0.2017; 0.2018; 0.2022; 0.2030; 0.2031; 2025-05-15 11:47:28,285 - INFO - Epoch: 0423 / 1300 lr: 8.481e-05 2025-05-15 11:47:41,496 - INFO - Training: cls_zice: 119.79579112404271; reg_zipnll: 276.5459996273643; aux_mae_loss_1: 213.70082373368112; aux_mae_loss_2: 29.29979745965255; aux_mae_loss_4: 4.724569847709255; cnt_loss: 36.360697972147086; 2025-05-15 11:47:41,497 - INFO - Evaluation: Curr mae: 88.5707; Best mae: 75.8943; 76.0978; 77.9621; 79.3587; 79.9713; Curr rmse: 143.6480; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 119.0855; Curr nae: 0.2700; Best nae: 0.2017; 0.2018; 0.2022; 0.2030; 0.2031; 2025-05-15 11:47:41,497 - INFO - Epoch: 0424 / 1300 lr: 8.446e-05 2025-05-15 11:47:54,941 - INFO - Training: cls_zice: 118.30646123384174; reg_zipnll: 273.4480169195878; aux_mae_loss_1: 207.63157814427427; aux_mae_loss_2: 28.676927139884548; aux_mae_loss_4: 4.5654439361471875; cnt_loss: 34.220464179390355; 2025-05-15 11:47:54,942 - INFO - Evaluation: Curr mae: 88.5847; Best mae: 75.8943; 76.0978; 77.9621; 79.3587; 79.9713; Curr rmse: 137.6209; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 119.0855; Curr nae: 0.2755; Best nae: 0.2017; 0.2018; 0.2022; 0.2030; 0.2031; 2025-05-15 11:47:54,942 - INFO - Epoch: 0425 / 1300 lr: 8.410e-05 2025-05-15 11:48:08,548 - INFO - Training: cls_zice: 123.67244956367894; reg_zipnll: 280.25897799040143; aux_mae_loss_1: 215.5887591713353; aux_mae_loss_2: 29.077574529145892; aux_mae_loss_4: 4.517846772545262; cnt_loss: 33.031910971591344; 2025-05-15 11:48:08,549 - INFO - Evaluation: Curr mae: 89.3772; Best mae: 75.8943; 76.0978; 77.9621; 79.3587; 79.9713; Curr rmse: 150.2014; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 119.0855; Curr nae: 0.2460; Best nae: 0.2017; 0.2018; 0.2022; 0.2030; 0.2031; 2025-05-15 11:48:08,549 - INFO - Epoch: 0426 / 1300 lr: 8.374e-05 2025-05-15 11:48:22,056 - INFO - Training: cls_zice: 119.68443800273694; reg_zipnll: 277.6559205306204; aux_mae_loss_1: 210.59871372423675; aux_mae_loss_2: 28.951626175328304; aux_mae_loss_4: 4.667296886444092; cnt_loss: 38.35150906914159; 2025-05-15 11:48:22,072 - INFO - Evaluation: Curr mae: 81.0312; Best mae: 75.8943; 76.0978; 77.9621; 79.3587; 79.9713; Curr rmse: 132.4443; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 119.0855; Curr nae: 0.2000; Best nae: 0.2000; 0.2017; 0.2018; 0.2022; 0.2030; 2025-05-15 11:48:22,072 - INFO - Epoch: 0427 / 1300 lr: 8.338e-05 2025-05-15 11:48:35,646 - INFO - Training: cls_zice: 120.4165372346577; reg_zipnll: 276.704671960128; aux_mae_loss_1: 215.67598202354029; aux_mae_loss_2: 29.99103772012811; aux_mae_loss_4: 4.978426814079285; cnt_loss: 41.88939726980109; 2025-05-15 11:48:35,647 - INFO - Evaluation: Curr mae: 102.4405; Best mae: 75.8943; 76.0978; 77.9621; 79.3587; 79.9713; Curr rmse: 150.1793; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 119.0855; Curr nae: 0.3061; Best nae: 0.2000; 0.2017; 0.2018; 0.2022; 0.2030; 2025-05-15 11:48:35,647 - INFO - Epoch: 0428 / 1300 lr: 8.302e-05 2025-05-15 11:48:49,251 - INFO - Training: cls_zice: 122.18031451576634; reg_zipnll: 269.6313960426732; aux_mae_loss_1: 215.66558356034128; aux_mae_loss_2: 29.69286386590255; aux_mae_loss_4: 4.7856323969991585; cnt_loss: 34.169513752585964; 2025-05-15 11:48:49,252 - INFO - Evaluation: Curr mae: 88.3087; Best mae: 75.8943; 76.0978; 77.9621; 79.3587; 79.9713; Curr rmse: 133.4423; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 119.0855; Curr nae: 0.2460; Best nae: 0.2000; 0.2017; 0.2018; 0.2022; 0.2030; 2025-05-15 11:48:49,252 - INFO - Epoch: 0429 / 1300 lr: 8.265e-05 2025-05-15 11:49:02,868 - INFO - Training: cls_zice: 118.50654933327122; reg_zipnll: 268.9508817572343; aux_mae_loss_1: 211.6228581478721; aux_mae_loss_2: 28.775402872185957; aux_mae_loss_4: 4.58655741967653; cnt_loss: 34.44392523012663; 2025-05-15 11:49:02,869 - INFO - Evaluation: Curr mae: 91.3469; Best mae: 75.8943; 76.0978; 77.9621; 79.3587; 79.9713; Curr rmse: 141.7544; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 119.0855; Curr nae: 0.2866; Best nae: 0.2000; 0.2017; 0.2018; 0.2022; 0.2030; 2025-05-15 11:49:02,870 - INFO - Epoch: 0430 / 1300 lr: 8.228e-05 2025-05-15 11:49:16,432 - INFO - Training: cls_zice: 121.35747317263954; reg_zipnll: 281.9545444689299; aux_mae_loss_1: 211.10922120746812; aux_mae_loss_2: 28.717965878938372; aux_mae_loss_4: 4.552840741057145; cnt_loss: 33.3514222596821; 2025-05-15 11:49:16,433 - INFO - Evaluation: Curr mae: 81.8433; Best mae: 75.8943; 76.0978; 77.9621; 79.3587; 79.9713; Curr rmse: 130.5586; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 119.0855; Curr nae: 0.2224; Best nae: 0.2000; 0.2017; 0.2018; 0.2022; 0.2030; 2025-05-15 11:49:16,433 - INFO - Epoch: 0431 / 1300 lr: 8.190e-05 2025-05-15 11:49:29,693 - INFO - Training: cls_zice: 116.1084475266306; reg_zipnll: 261.91448111283154; aux_mae_loss_1: 209.99504249974302; aux_mae_loss_2: 28.581781035975407; aux_mae_loss_4: 4.466547966003418; cnt_loss: 35.38010629854704; 2025-05-15 11:49:29,694 - INFO - Evaluation: Curr mae: 101.1398; Best mae: 75.8943; 76.0978; 77.9621; 79.3587; 79.9713; Curr rmse: 157.5073; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 119.0855; Curr nae: 0.2538; Best nae: 0.2000; 0.2017; 0.2018; 0.2022; 0.2030; 2025-05-15 11:49:29,694 - INFO - Epoch: 0432 / 1300 lr: 8.153e-05 2025-05-15 11:49:43,152 - INFO - Training: cls_zice: 120.86146716067665; reg_zipnll: 282.2315667804919; aux_mae_loss_1: 213.8674858494809; aux_mae_loss_2: 29.254510728936445; aux_mae_loss_4: 4.608524836991963; cnt_loss: 34.17484298505281; 2025-05-15 11:49:43,152 - INFO - Evaluation: Curr mae: 82.8232; Best mae: 75.8943; 76.0978; 77.9621; 79.3587; 79.9713; Curr rmse: 136.4117; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 119.0855; Curr nae: 0.2678; Best nae: 0.2000; 0.2017; 0.2018; 0.2022; 0.2030; 2025-05-15 11:49:43,153 - INFO - Epoch: 0433 / 1300 lr: 8.115e-05 2025-05-15 11:49:56,696 - INFO - Training: cls_zice: 123.2612419128418; reg_zipnll: 270.27104769254987; aux_mae_loss_1: 216.84171295166016; aux_mae_loss_2: 29.298752885115775; aux_mae_loss_4: 4.5727969972710865; cnt_loss: 33.26505570662649; 2025-05-15 11:49:56,697 - INFO - Evaluation: Curr mae: 95.2768; Best mae: 75.8943; 76.0978; 77.9621; 79.3587; 79.9713; Curr rmse: 140.1837; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 119.0855; Curr nae: 0.2929; Best nae: 0.2000; 0.2017; 0.2018; 0.2022; 0.2030; 2025-05-15 11:49:56,697 - INFO - Epoch: 0434 / 1300 lr: 8.076e-05 2025-05-15 11:50:10,054 - INFO - Training: cls_zice: 115.77191116935329; reg_zipnll: 279.21696853637695; aux_mae_loss_1: 207.22519402754935; aux_mae_loss_2: 28.29638722068385; aux_mae_loss_4: 4.380896687507629; cnt_loss: 32.61841518000553; 2025-05-15 11:50:10,055 - INFO - Evaluation: Curr mae: 83.4035; Best mae: 75.8943; 76.0978; 77.9621; 79.3587; 79.9713; Curr rmse: 129.3615; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 119.0855; Curr nae: 0.2343; Best nae: 0.2000; 0.2017; 0.2018; 0.2022; 0.2030; 2025-05-15 11:50:10,055 - INFO - Epoch: 0435 / 1300 lr: 8.038e-05 2025-05-15 11:50:23,443 - INFO - Training: cls_zice: 125.53280729996531; reg_zipnll: 271.19967089201276; aux_mae_loss_1: 216.2997014899003; aux_mae_loss_2: 29.808611518458317; aux_mae_loss_4: 4.806994206026981; cnt_loss: 38.268562065927604; 2025-05-15 11:50:23,444 - INFO - Evaluation: Curr mae: 92.8111; Best mae: 75.8943; 76.0978; 77.9621; 79.3587; 79.9713; Curr rmse: 138.9525; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 119.0855; Curr nae: 0.2510; Best nae: 0.2000; 0.2017; 0.2018; 0.2022; 0.2030; 2025-05-15 11:50:23,444 - INFO - Epoch: 0436 / 1300 lr: 7.999e-05 2025-05-15 11:50:36,915 - INFO - Training: cls_zice: 113.26610003019634; reg_zipnll: 283.3300626654374; aux_mae_loss_1: 208.72121911299857; aux_mae_loss_2: 28.315985378466156; aux_mae_loss_4: 4.579400903300235; cnt_loss: 38.92913872317264; 2025-05-15 11:50:36,959 - INFO - Evaluation: Curr mae: 77.7746; Best mae: 75.8943; 76.0978; 77.7746; 77.9621; 79.3587; Curr rmse: 118.3257; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2026; Best nae: 0.2000; 0.2017; 0.2018; 0.2022; 0.2026; 2025-05-15 11:50:36,959 - INFO - Epoch: 0437 / 1300 lr: 7.960e-05 2025-05-15 11:50:50,494 - INFO - Training: cls_zice: 112.9059063258924; reg_zipnll: 273.41718091462786; aux_mae_loss_1: 210.31777512399773; aux_mae_loss_2: 29.305570451836836; aux_mae_loss_4: 4.704561239794681; cnt_loss: 38.18358135223389; 2025-05-15 11:50:50,526 - INFO - Evaluation: Curr mae: 77.1229; Best mae: 75.8943; 76.0978; 77.1229; 77.7746; 77.9621; Curr rmse: 119.2486; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.1970; Best nae: 0.1970; 0.2000; 0.2017; 0.2018; 0.2022; 2025-05-15 11:50:50,526 - INFO - Epoch: 0438 / 1300 lr: 7.920e-05 2025-05-15 11:51:04,014 - INFO - Training: cls_zice: 117.77908315156635; reg_zipnll: 271.07693943224456; aux_mae_loss_1: 211.62520398591695; aux_mae_loss_2: 28.50299488870721; aux_mae_loss_4: 4.438480797566865; cnt_loss: 34.48210553119057; 2025-05-15 11:51:04,015 - INFO - Evaluation: Curr mae: 93.3374; Best mae: 75.8943; 76.0978; 77.1229; 77.7746; 77.9621; Curr rmse: 138.9737; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2318; Best nae: 0.1970; 0.2000; 0.2017; 0.2018; 0.2022; 2025-05-15 11:51:04,015 - INFO - Epoch: 0439 / 1300 lr: 7.880e-05 2025-05-15 11:51:17,367 - INFO - Training: cls_zice: 113.35176387586091; reg_zipnll: 277.8960673683568; aux_mae_loss_1: 211.5103860152395; aux_mae_loss_2: 28.743618162054766; aux_mae_loss_4: 4.658080370802629; cnt_loss: 35.498434267546; 2025-05-15 11:51:17,368 - INFO - Evaluation: Curr mae: 86.5411; Best mae: 75.8943; 76.0978; 77.1229; 77.7746; 77.9621; Curr rmse: 127.4908; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2346; Best nae: 0.1970; 0.2000; 0.2017; 0.2018; 0.2022; 2025-05-15 11:51:17,368 - INFO - Epoch: 0440 / 1300 lr: 7.840e-05 2025-05-15 11:51:30,687 - INFO - Training: cls_zice: 119.34875894847669; reg_zipnll: 277.5774927641216; aux_mae_loss_1: 210.7217563829924; aux_mae_loss_2: 28.428509461252315; aux_mae_loss_4: 4.456050151272824; cnt_loss: 31.810578873282985; 2025-05-15 11:51:30,688 - INFO - Evaluation: Curr mae: 90.0948; Best mae: 75.8943; 76.0978; 77.1229; 77.7746; 77.9621; Curr rmse: 131.5278; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2435; Best nae: 0.1970; 0.2000; 0.2017; 0.2018; 0.2022; 2025-05-15 11:51:30,688 - INFO - Epoch: 0441 / 1300 lr: 7.800e-05 2025-05-15 11:51:44,353 - INFO - Training: cls_zice: 123.0352853473864; reg_zipnll: 282.14796799107603; aux_mae_loss_1: 214.7016760173597; aux_mae_loss_2: 29.355662496466387; aux_mae_loss_4: 4.623431186926992; cnt_loss: 32.51596711811266; 2025-05-15 11:51:44,385 - INFO - Evaluation: Curr mae: 77.6641; Best mae: 75.8943; 76.0978; 77.1229; 77.6641; 77.7746; Curr rmse: 119.4398; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.1947; Best nae: 0.1947; 0.1970; 0.2000; 0.2017; 0.2018; 2025-05-15 11:51:44,385 - INFO - Epoch: 0442 / 1300 lr: 7.760e-05 2025-05-15 11:51:57,811 - INFO - Training: cls_zice: 116.533178229081; reg_zipnll: 279.4483746980366; aux_mae_loss_1: 208.76027498747172; aux_mae_loss_2: 28.019326511182282; aux_mae_loss_4: 4.375130427511115; cnt_loss: 32.26193352749473; 2025-05-15 11:51:57,812 - INFO - Evaluation: Curr mae: 88.0992; Best mae: 75.8943; 76.0978; 77.1229; 77.6641; 77.7746; Curr rmse: 139.0980; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2162; Best nae: 0.1947; 0.1970; 0.2000; 0.2017; 0.2018; 2025-05-15 11:51:57,813 - INFO - Epoch: 0443 / 1300 lr: 7.719e-05 2025-05-15 11:52:11,102 - INFO - Training: cls_zice: 123.5798945175974; reg_zipnll: 288.84190358613665; aux_mae_loss_1: 216.77461001747534; aux_mae_loss_2: 29.67933007290489; aux_mae_loss_4: 4.881153351382205; cnt_loss: 40.46452936373259; 2025-05-15 11:52:11,102 - INFO - Evaluation: Curr mae: 82.0517; Best mae: 75.8943; 76.0978; 77.1229; 77.6641; 77.7746; Curr rmse: 130.0586; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2089; Best nae: 0.1947; 0.1970; 0.2000; 0.2017; 0.2018; 2025-05-15 11:52:11,103 - INFO - Epoch: 0444 / 1300 lr: 7.678e-05 2025-05-15 11:52:24,228 - INFO - Training: cls_zice: 117.8151327434339; reg_zipnll: 272.4930688958419; aux_mae_loss_1: 210.9435527199193; aux_mae_loss_2: 28.86949092463443; aux_mae_loss_4: 4.577561773751912; cnt_loss: 34.94846921218069; 2025-05-15 11:52:24,229 - INFO - Evaluation: Curr mae: 91.3484; Best mae: 75.8943; 76.0978; 77.1229; 77.6641; 77.7746; Curr rmse: 137.9269; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2338; Best nae: 0.1947; 0.1970; 0.2000; 0.2017; 0.2018; 2025-05-15 11:52:24,229 - INFO - Epoch: 0445 / 1300 lr: 7.636e-05 2025-05-15 11:52:37,687 - INFO - Training: cls_zice: 113.77477831589549; reg_zipnll: 281.88662037096526; aux_mae_loss_1: 210.7669633564196; aux_mae_loss_2: 28.5658093502647; aux_mae_loss_4: 4.61958278480329; cnt_loss: 36.837934494018555; 2025-05-15 11:52:37,688 - INFO - Evaluation: Curr mae: 90.7230; Best mae: 75.8943; 76.0978; 77.1229; 77.6641; 77.7746; Curr rmse: 145.1758; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2692; Best nae: 0.1947; 0.1970; 0.2000; 0.2017; 0.2018; 2025-05-15 11:52:37,688 - INFO - Epoch: 0446 / 1300 lr: 7.595e-05 2025-05-15 11:52:51,285 - INFO - Training: cls_zice: 125.55041383442126; reg_zipnll: 280.9809833325838; aux_mae_loss_1: 215.1810632002981; aux_mae_loss_2: 29.56786456860994; aux_mae_loss_4: 4.770919398257607; cnt_loss: 38.515124822917734; 2025-05-15 11:52:51,286 - INFO - Evaluation: Curr mae: 109.4760; Best mae: 75.8943; 76.0978; 77.1229; 77.6641; 77.7746; Curr rmse: 166.1657; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2877; Best nae: 0.1947; 0.1970; 0.2000; 0.2017; 0.2018; 2025-05-15 11:52:51,286 - INFO - Epoch: 0447 / 1300 lr: 7.553e-05 2025-05-15 11:53:04,703 - INFO - Training: cls_zice: 117.66059433786492; reg_zipnll: 276.128736797132; aux_mae_loss_1: 208.64873464483964; aux_mae_loss_2: 28.410605982730264; aux_mae_loss_4: 4.468312414068925; cnt_loss: 33.47324396434583; 2025-05-15 11:53:04,704 - INFO - Evaluation: Curr mae: 94.2445; Best mae: 75.8943; 76.0978; 77.1229; 77.6641; 77.7746; Curr rmse: 142.5217; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2821; Best nae: 0.1947; 0.1970; 0.2000; 0.2017; 0.2018; 2025-05-15 11:53:04,704 - INFO - Epoch: 0448 / 1300 lr: 7.511e-05 2025-05-15 11:53:18,181 - INFO - Training: cls_zice: 119.37950774243004; reg_zipnll: 265.3187314083702; aux_mae_loss_1: 209.81523654335425; aux_mae_loss_2: 29.031892927069414; aux_mae_loss_4: 4.689086236451802; cnt_loss: 36.116779804229736; 2025-05-15 11:53:18,181 - INFO - Evaluation: Curr mae: 87.2752; Best mae: 75.8943; 76.0978; 77.1229; 77.6641; 77.7746; Curr rmse: 134.3350; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2515; Best nae: 0.1947; 0.1970; 0.2000; 0.2017; 0.2018; 2025-05-15 11:53:18,182 - INFO - Epoch: 0449 / 1300 lr: 7.469e-05 2025-05-15 11:53:31,923 - INFO - Training: cls_zice: 115.70622163069875; reg_zipnll: 273.8527861143413; aux_mae_loss_1: 213.17824996145148; aux_mae_loss_2: 28.873052496659128; aux_mae_loss_4: 4.528996141333329; cnt_loss: 34.00489736858167; 2025-05-15 11:53:31,924 - INFO - Evaluation: Curr mae: 92.7755; Best mae: 75.8943; 76.0978; 77.1229; 77.6641; 77.7746; Curr rmse: 143.4234; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2319; Best nae: 0.1947; 0.1970; 0.2000; 0.2017; 0.2018; 2025-05-15 11:53:31,924 - INFO - Epoch: 0450 / 1300 lr: 7.426e-05 2025-05-15 11:53:45,432 - INFO - Training: cls_zice: 119.3835344816509; reg_zipnll: 265.84931363557513; aux_mae_loss_1: 207.84570693969727; aux_mae_loss_2: 28.334342705576045; aux_mae_loss_4: 4.44762761341898; cnt_loss: 30.996721593957197; 2025-05-15 11:53:45,433 - INFO - Evaluation: Curr mae: 100.7467; Best mae: 75.8943; 76.0978; 77.1229; 77.6641; 77.7746; Curr rmse: 145.8951; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2862; Best nae: 0.1947; 0.1970; 0.2000; 0.2017; 0.2018; 2025-05-15 11:53:45,495 - INFO - Epoch: 0451 / 1300 lr: 7.383e-05 2025-05-15 11:53:59,034 - INFO - Training: cls_zice: 115.60456687525699; reg_zipnll: 271.2048685174239; aux_mae_loss_1: 207.01808447586862; aux_mae_loss_2: 28.291919306704873; aux_mae_loss_4: 4.434864110068271; cnt_loss: 29.204111563531978; 2025-05-15 11:53:59,035 - INFO - Evaluation: Curr mae: 84.6804; Best mae: 75.8943; 76.0978; 77.1229; 77.6641; 77.7746; Curr rmse: 127.1911; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2309; Best nae: 0.1947; 0.1970; 0.2000; 0.2017; 0.2018; 2025-05-15 11:53:59,035 - INFO - Epoch: 0452 / 1300 lr: 7.340e-05 2025-05-15 11:54:12,419 - INFO - Training: cls_zice: 115.7503594850239; reg_zipnll: 281.20537687602797; aux_mae_loss_1: 208.34692141884253; aux_mae_loss_2: 27.959089379561576; aux_mae_loss_4: 4.377394029968663; cnt_loss: 32.175937577297816; 2025-05-15 11:54:12,420 - INFO - Evaluation: Curr mae: 84.5035; Best mae: 75.8943; 76.0978; 77.1229; 77.6641; 77.7746; Curr rmse: 132.8843; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2106; Best nae: 0.1947; 0.1970; 0.2000; 0.2017; 0.2018; 2025-05-15 11:54:12,420 - INFO - Epoch: 0453 / 1300 lr: 7.297e-05 2025-05-15 11:54:25,584 - INFO - Training: cls_zice: 109.78739678232293; reg_zipnll: 272.51203296059055; aux_mae_loss_1: 201.4648716575221; aux_mae_loss_2: 27.336835359272204; aux_mae_loss_4: 4.2828025504162435; cnt_loss: 31.625048938550446; 2025-05-15 11:54:25,584 - INFO - Evaluation: Curr mae: 90.0362; Best mae: 75.8943; 76.0978; 77.1229; 77.6641; 77.7746; Curr rmse: 134.8251; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2359; Best nae: 0.1947; 0.1970; 0.2000; 0.2017; 0.2018; 2025-05-15 11:54:25,585 - INFO - Epoch: 0454 / 1300 lr: 7.254e-05 2025-05-15 11:54:38,958 - INFO - Training: cls_zice: 118.18654712877776; reg_zipnll: 279.9462701897872; aux_mae_loss_1: 209.1274542557566; aux_mae_loss_2: 27.731911358080414; aux_mae_loss_4: 4.245661603777032; cnt_loss: 27.960415112344844; 2025-05-15 11:54:38,958 - INFO - Evaluation: Curr mae: 83.4918; Best mae: 75.8943; 76.0978; 77.1229; 77.6641; 77.7746; Curr rmse: 130.8502; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2133; Best nae: 0.1947; 0.1970; 0.2000; 0.2017; 0.2018; 2025-05-15 11:54:38,958 - INFO - Epoch: 0455 / 1300 lr: 7.210e-05 2025-05-15 11:54:52,342 - INFO - Training: cls_zice: 121.17565255416066; reg_zipnll: 265.75758422048466; aux_mae_loss_1: 211.29104975650185; aux_mae_loss_2: 28.662412794012774; aux_mae_loss_4: 4.566177650501854; cnt_loss: 33.243190715187474; 2025-05-15 11:54:52,342 - INFO - Evaluation: Curr mae: 84.4958; Best mae: 75.8943; 76.0978; 77.1229; 77.6641; 77.7746; Curr rmse: 126.7726; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2134; Best nae: 0.1947; 0.1970; 0.2000; 0.2017; 0.2018; 2025-05-15 11:54:52,343 - INFO - Epoch: 0456 / 1300 lr: 7.166e-05 2025-05-15 11:55:05,746 - INFO - Training: cls_zice: 119.5771844261571; reg_zipnll: 277.17147807071086; aux_mae_loss_1: 208.99116355494448; aux_mae_loss_2: 28.461775428370427; aux_mae_loss_4: 4.480202022351716; cnt_loss: 33.142323644537676; 2025-05-15 11:55:05,747 - INFO - Evaluation: Curr mae: 90.1539; Best mae: 75.8943; 76.0978; 77.1229; 77.6641; 77.7746; Curr rmse: 132.6954; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2374; Best nae: 0.1947; 0.1970; 0.2000; 0.2017; 0.2018; 2025-05-15 11:55:05,747 - INFO - Epoch: 0457 / 1300 lr: 7.122e-05 2025-05-15 11:55:19,043 - INFO - Training: cls_zice: 114.0117002286409; reg_zipnll: 273.589440195184; aux_mae_loss_1: 206.910711790386; aux_mae_loss_2: 28.525930404663086; aux_mae_loss_4: 4.563644873468499; cnt_loss: 36.51451665476749; 2025-05-15 11:55:19,044 - INFO - Evaluation: Curr mae: 83.1759; Best mae: 75.8943; 76.0978; 77.1229; 77.6641; 77.7746; Curr rmse: 133.9463; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2078; Best nae: 0.1947; 0.1970; 0.2000; 0.2017; 0.2018; 2025-05-15 11:55:19,044 - INFO - Epoch: 0458 / 1300 lr: 7.078e-05 2025-05-15 11:55:32,399 - INFO - Training: cls_zice: 107.25207496944226; reg_zipnll: 270.62132494073165; aux_mae_loss_1: 203.08956086008172; aux_mae_loss_2: 27.50284531241969; aux_mae_loss_4: 4.261631858976264; cnt_loss: 29.897867554112484; 2025-05-15 11:55:32,400 - INFO - Evaluation: Curr mae: 93.2766; Best mae: 75.8943; 76.0978; 77.1229; 77.6641; 77.7746; Curr rmse: 138.4081; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2582; Best nae: 0.1947; 0.1970; 0.2000; 0.2017; 0.2018; 2025-05-15 11:55:32,400 - INFO - Epoch: 0459 / 1300 lr: 7.034e-05 2025-05-15 11:55:45,690 - INFO - Training: cls_zice: 128.37908062181975; reg_zipnll: 268.0044226395456; aux_mae_loss_1: 213.39657231381065; aux_mae_loss_2: 29.20423362129613; aux_mae_loss_4: 4.604100930063348; cnt_loss: 34.20026350021362; 2025-05-15 11:55:45,690 - INFO - Evaluation: Curr mae: 89.2065; Best mae: 75.8943; 76.0978; 77.1229; 77.6641; 77.7746; Curr rmse: 131.2771; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2504; Best nae: 0.1947; 0.1970; 0.2000; 0.2017; 0.2018; 2025-05-15 11:55:45,691 - INFO - Epoch: 0460 / 1300 lr: 6.989e-05 2025-05-15 11:55:59,361 - INFO - Training: cls_zice: 120.80940577858372; reg_zipnll: 268.26195927670125; aux_mae_loss_1: 207.20642551622893; aux_mae_loss_2: 28.408207090277422; aux_mae_loss_4: 4.523225520786486; cnt_loss: 34.79235837334081; 2025-05-15 11:55:59,362 - INFO - Evaluation: Curr mae: 97.3294; Best mae: 75.8943; 76.0978; 77.1229; 77.6641; 77.7746; Curr rmse: 147.5221; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2571; Best nae: 0.1947; 0.1970; 0.2000; 0.2017; 0.2018; 2025-05-15 11:55:59,362 - INFO - Epoch: 0461 / 1300 lr: 6.944e-05 2025-05-15 11:56:12,768 - INFO - Training: cls_zice: 112.33226053338302; reg_zipnll: 271.9947914324309; aux_mae_loss_1: 204.39946546052633; aux_mae_loss_2: 27.475185544867266; aux_mae_loss_4: 4.21209190393749; cnt_loss: 28.846828134436358; 2025-05-15 11:56:12,769 - INFO - Evaluation: Curr mae: 84.9961; Best mae: 75.8943; 76.0978; 77.1229; 77.6641; 77.7746; Curr rmse: 125.0838; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2407; Best nae: 0.1947; 0.1970; 0.2000; 0.2017; 0.2018; 2025-05-15 11:56:12,769 - INFO - Epoch: 0462 / 1300 lr: 6.899e-05 2025-05-15 11:56:26,220 - INFO - Training: cls_zice: 118.80321151331852; reg_zipnll: 252.01600185193513; aux_mae_loss_1: 207.72800124318977; aux_mae_loss_2: 28.384990943105596; aux_mae_loss_4: 4.365579598828366; cnt_loss: 31.634678313606663; 2025-05-15 11:56:26,220 - INFO - Evaluation: Curr mae: 110.1143; Best mae: 75.8943; 76.0978; 77.1229; 77.6641; 77.7746; Curr rmse: 164.4182; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.3079; Best nae: 0.1947; 0.1970; 0.2000; 0.2017; 0.2018; 2025-05-15 11:56:26,220 - INFO - Epoch: 0463 / 1300 lr: 6.854e-05 2025-05-15 11:56:39,499 - INFO - Training: cls_zice: 114.38947998849969; reg_zipnll: 275.86886917917354; aux_mae_loss_1: 207.1055097078022; aux_mae_loss_2: 27.963757213793304; aux_mae_loss_4: 4.336954543465062; cnt_loss: 33.25724240353233; 2025-05-15 11:56:39,500 - INFO - Evaluation: Curr mae: 85.4592; Best mae: 75.8943; 76.0978; 77.1229; 77.6641; 77.7746; Curr rmse: 141.6568; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2708; Best nae: 0.1947; 0.1970; 0.2000; 0.2017; 0.2018; 2025-05-15 11:56:39,500 - INFO - Epoch: 0464 / 1300 lr: 6.809e-05 2025-05-15 11:56:53,056 - INFO - Training: cls_zice: 118.97555592185573; reg_zipnll: 257.4481540479158; aux_mae_loss_1: 206.19371916118422; aux_mae_loss_2: 28.074404164364463; aux_mae_loss_4: 4.455714169301484; cnt_loss: 31.57931079362568; 2025-05-15 11:56:53,071 - INFO - Evaluation: Curr mae: 81.6043; Best mae: 75.8943; 76.0978; 77.1229; 77.6641; 77.7746; Curr rmse: 130.4543; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.1977; Best nae: 0.1947; 0.1970; 0.1977; 0.2000; 0.2017; 2025-05-15 11:56:53,071 - INFO - Epoch: 0465 / 1300 lr: 6.763e-05 2025-05-15 11:57:06,570 - INFO - Training: cls_zice: 123.8668861891094; reg_zipnll: 256.4938398662366; aux_mae_loss_1: 206.08444093403062; aux_mae_loss_2: 27.889812067935342; aux_mae_loss_4: 4.315218994491978; cnt_loss: 29.579826154206927; 2025-05-15 11:57:06,570 - INFO - Evaluation: Curr mae: 90.5733; Best mae: 75.8943; 76.0978; 77.1229; 77.6641; 77.7746; Curr rmse: 136.0141; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2276; Best nae: 0.1947; 0.1970; 0.1977; 0.2000; 0.2017; 2025-05-15 11:57:06,570 - INFO - Epoch: 0466 / 1300 lr: 6.718e-05 2025-05-15 11:57:19,814 - INFO - Training: cls_zice: 113.46823491548237; reg_zipnll: 274.36214687949735; aux_mae_loss_1: 208.977648684853; aux_mae_loss_2: 28.568404448659795; aux_mae_loss_4: 4.539818493943465; cnt_loss: 33.5679289165296; 2025-05-15 11:57:19,815 - INFO - Evaluation: Curr mae: 82.7858; Best mae: 75.8943; 76.0978; 77.1229; 77.6641; 77.7746; Curr rmse: 123.6677; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2303; Best nae: 0.1947; 0.1970; 0.1977; 0.2000; 0.2017; 2025-05-15 11:57:19,815 - INFO - Epoch: 0467 / 1300 lr: 6.672e-05 2025-05-15 11:57:33,047 - INFO - Training: cls_zice: 112.60413119667454; reg_zipnll: 265.9471609215987; aux_mae_loss_1: 209.67408551667867; aux_mae_loss_2: 28.710209796303197; aux_mae_loss_4: 4.595125436782837; cnt_loss: 35.566103182340925; 2025-05-15 11:57:33,047 - INFO - Evaluation: Curr mae: 92.1556; Best mae: 75.8943; 76.0978; 77.1229; 77.6641; 77.7746; Curr rmse: 139.1372; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2423; Best nae: 0.1947; 0.1970; 0.1977; 0.2000; 0.2017; 2025-05-15 11:57:33,048 - INFO - Epoch: 0468 / 1300 lr: 6.626e-05 2025-05-15 11:57:46,523 - INFO - Training: cls_zice: 117.68035883652537; reg_zipnll: 260.5873772470575; aux_mae_loss_1: 207.6238549884997; aux_mae_loss_2: 28.234042769984196; aux_mae_loss_4: 4.437459311987224; cnt_loss: 32.1738916698255; 2025-05-15 11:57:46,524 - INFO - Evaluation: Curr mae: 89.7232; Best mae: 75.8943; 76.0978; 77.1229; 77.6641; 77.7746; Curr rmse: 124.4631; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2333; Best nae: 0.1947; 0.1970; 0.1977; 0.2000; 0.2017; 2025-05-15 11:57:46,524 - INFO - Epoch: 0469 / 1300 lr: 6.580e-05 2025-05-15 11:57:59,767 - INFO - Training: cls_zice: 123.67729613655492; reg_zipnll: 263.65565530877365; aux_mae_loss_1: 213.28841962312399; aux_mae_loss_2: 28.930750545702484; aux_mae_loss_4: 4.5072736740112305; cnt_loss: 33.96501009087814; 2025-05-15 11:57:59,768 - INFO - Evaluation: Curr mae: 85.1657; Best mae: 75.8943; 76.0978; 77.1229; 77.6641; 77.7746; Curr rmse: 129.5705; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2166; Best nae: 0.1947; 0.1970; 0.1977; 0.2000; 0.2017; 2025-05-15 11:57:59,768 - INFO - Epoch: 0470 / 1300 lr: 6.533e-05 2025-05-15 11:58:13,547 - INFO - Training: cls_zice: 114.81121424624794; reg_zipnll: 259.0488767121968; aux_mae_loss_1: 206.14505105269583; aux_mae_loss_2: 28.052851074620296; aux_mae_loss_4: 4.444749913717571; cnt_loss: 33.87760581468281; 2025-05-15 11:58:13,548 - INFO - Evaluation: Curr mae: 92.8648; Best mae: 75.8943; 76.0978; 77.1229; 77.6641; 77.7746; Curr rmse: 135.5588; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2391; Best nae: 0.1947; 0.1970; 0.1977; 0.2000; 0.2017; 2025-05-15 11:58:13,549 - INFO - Epoch: 0471 / 1300 lr: 6.487e-05 2025-05-15 11:58:27,124 - INFO - Training: cls_zice: 107.13761480231034; reg_zipnll: 269.09383733649; aux_mae_loss_1: 197.76499296489516; aux_mae_loss_2: 27.159848363775957; aux_mae_loss_4: 4.337031521295247; cnt_loss: 35.29812014730353; 2025-05-15 11:58:27,125 - INFO - Evaluation: Curr mae: 103.4342; Best mae: 75.8943; 76.0978; 77.1229; 77.6641; 77.7746; Curr rmse: 147.6649; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2470; Best nae: 0.1947; 0.1970; 0.1977; 0.2000; 0.2017; 2025-05-15 11:58:27,125 - INFO - Epoch: 0472 / 1300 lr: 6.440e-05 2025-05-15 11:58:40,647 - INFO - Training: cls_zice: 112.83717772835179; reg_zipnll: 254.36327843917044; aux_mae_loss_1: 202.37521000912315; aux_mae_loss_2: 27.619307668585527; aux_mae_loss_4: 4.370937673669112; cnt_loss: 29.735872845900687; 2025-05-15 11:58:40,648 - INFO - Evaluation: Curr mae: 85.9498; Best mae: 75.8943; 76.0978; 77.1229; 77.6641; 77.7746; Curr rmse: 124.6186; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2143; Best nae: 0.1947; 0.1970; 0.1977; 0.2000; 0.2017; 2025-05-15 11:58:40,648 - INFO - Epoch: 0473 / 1300 lr: 6.394e-05 2025-05-15 11:58:54,083 - INFO - Training: cls_zice: 110.93997373078999; reg_zipnll: 265.802041706286; aux_mae_loss_1: 204.25483181602075; aux_mae_loss_2: 27.75265924554122; aux_mae_loss_4: 4.4214584137264055; cnt_loss: 32.775779849604554; 2025-05-15 11:58:54,083 - INFO - Evaluation: Curr mae: 84.3834; Best mae: 75.8943; 76.0978; 77.1229; 77.6641; 77.7746; Curr rmse: 126.4495; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2224; Best nae: 0.1947; 0.1970; 0.1977; 0.2000; 0.2017; 2025-05-15 11:58:54,084 - INFO - Epoch: 0474 / 1300 lr: 6.347e-05 2025-05-15 11:59:07,449 - INFO - Training: cls_zice: 107.37360994439376; reg_zipnll: 275.3380042628238; aux_mae_loss_1: 198.64612780119242; aux_mae_loss_2: 26.841634700172825; aux_mae_loss_4: 4.164702597417329; cnt_loss: 27.572778375525225; 2025-05-15 11:59:07,450 - INFO - Evaluation: Curr mae: 93.0409; Best mae: 75.8943; 76.0978; 77.1229; 77.6641; 77.7746; Curr rmse: 133.3208; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2520; Best nae: 0.1947; 0.1970; 0.1977; 0.2000; 0.2017; 2025-05-15 11:59:07,450 - INFO - Epoch: 0475 / 1300 lr: 6.300e-05 2025-05-15 11:59:20,951 - INFO - Training: cls_zice: 118.47728628861277; reg_zipnll: 273.48031094199735; aux_mae_loss_1: 209.97213745117188; aux_mae_loss_2: 28.22780533840782; aux_mae_loss_4: 4.366162099336323; cnt_loss: 31.711823513633327; 2025-05-15 11:59:20,952 - INFO - Evaluation: Curr mae: 90.9627; Best mae: 75.8943; 76.0978; 77.1229; 77.6641; 77.7746; Curr rmse: 139.8519; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2338; Best nae: 0.1947; 0.1970; 0.1977; 0.2000; 0.2017; 2025-05-15 11:59:20,952 - INFO - Epoch: 0476 / 1300 lr: 6.253e-05 2025-05-15 11:59:34,438 - INFO - Training: cls_zice: 118.40666449697395; reg_zipnll: 263.93754417017885; aux_mae_loss_1: 209.9422507035105; aux_mae_loss_2: 28.453853807951276; aux_mae_loss_4: 4.441310430827894; cnt_loss: 31.486316856585052; 2025-05-15 11:59:34,438 - INFO - Evaluation: Curr mae: 82.2179; Best mae: 75.8943; 76.0978; 77.1229; 77.6641; 77.7746; Curr rmse: 131.4743; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2026; Best nae: 0.1947; 0.1970; 0.1977; 0.2000; 0.2017; 2025-05-15 11:59:34,438 - INFO - Epoch: 0477 / 1300 lr: 6.206e-05 2025-05-15 11:59:47,904 - INFO - Training: cls_zice: 115.96390884800961; reg_zipnll: 265.31246727391294; aux_mae_loss_1: 206.01429708380448; aux_mae_loss_2: 27.908724132337067; aux_mae_loss_4: 4.3484915557660555; cnt_loss: 32.39932976270977; 2025-05-15 11:59:47,905 - INFO - Evaluation: Curr mae: 86.2054; Best mae: 75.8943; 76.0978; 77.1229; 77.6641; 77.7746; Curr rmse: 134.6657; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2376; Best nae: 0.1947; 0.1970; 0.1977; 0.2000; 0.2017; 2025-05-15 11:59:47,905 - INFO - Epoch: 0478 / 1300 lr: 6.158e-05 2025-05-15 12:00:01,447 - INFO - Training: cls_zice: 117.87498875668174; reg_zipnll: 260.85821628570557; aux_mae_loss_1: 207.2333610936215; aux_mae_loss_2: 28.180177538018476; aux_mae_loss_4: 4.480417276683607; cnt_loss: 34.25501645238776; 2025-05-15 12:00:01,447 - INFO - Evaluation: Curr mae: 81.5933; Best mae: 75.8943; 76.0978; 77.1229; 77.6641; 77.7746; Curr rmse: 130.9267; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2067; Best nae: 0.1947; 0.1970; 0.1977; 0.2000; 0.2017; 2025-05-15 12:00:01,448 - INFO - Epoch: 0479 / 1300 lr: 6.111e-05 2025-05-15 12:00:14,988 - INFO - Training: cls_zice: 110.59978866577148; reg_zipnll: 270.35296018500077; aux_mae_loss_1: 203.16717047440378; aux_mae_loss_2: 27.763895335950348; aux_mae_loss_4: 4.442498508252595; cnt_loss: 34.645207957217565; 2025-05-15 12:00:15,018 - INFO - Evaluation: Curr mae: 75.4144; Best mae: 75.4144; 75.8943; 76.0978; 77.1229; 77.6641; Curr rmse: 124.5798; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.1854; Best nae: 0.1854; 0.1947; 0.1970; 0.1977; 0.2000; 2025-05-15 12:00:15,018 - INFO - Epoch: 0480 / 1300 lr: 6.063e-05 2025-05-15 12:00:28,467 - INFO - Training: cls_zice: 115.66110615981252; reg_zipnll: 278.6587652909128; aux_mae_loss_1: 206.63478891473068; aux_mae_loss_2: 27.85722958414178; aux_mae_loss_4: 4.308259198540135; cnt_loss: 32.28262369256271; 2025-05-15 12:00:28,482 - INFO - Evaluation: Curr mae: 78.0571; Best mae: 75.4144; 75.8943; 76.0978; 77.1229; 77.6641; Curr rmse: 125.6935; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.1951; Best nae: 0.1854; 0.1947; 0.1951; 0.1970; 0.1977; 2025-05-15 12:00:28,482 - INFO - Epoch: 0481 / 1300 lr: 6.016e-05 2025-05-15 12:00:41,814 - INFO - Training: cls_zice: 120.42238852852269; reg_zipnll: 270.0739752116956; aux_mae_loss_1: 210.79450747841284; aux_mae_loss_2: 28.598258470234118; aux_mae_loss_4: 4.45200356684233; cnt_loss: 33.22485509671663; 2025-05-15 12:00:41,814 - INFO - Evaluation: Curr mae: 80.1045; Best mae: 75.4144; 75.8943; 76.0978; 77.1229; 77.6641; Curr rmse: 125.4698; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2189; Best nae: 0.1854; 0.1947; 0.1951; 0.1970; 0.1977; 2025-05-15 12:00:41,814 - INFO - Epoch: 0482 / 1300 lr: 5.968e-05 2025-05-15 12:00:55,676 - INFO - Training: cls_zice: 112.875514482197; reg_zipnll: 263.1170021860223; aux_mae_loss_1: 201.8105926513672; aux_mae_loss_2: 27.263611793518066; aux_mae_loss_4: 4.153963992470189; cnt_loss: 29.26440527564601; 2025-05-15 12:00:55,676 - INFO - Evaluation: Curr mae: 91.4283; Best mae: 75.4144; 75.8943; 76.0978; 77.1229; 77.6641; Curr rmse: 137.3758; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2399; Best nae: 0.1854; 0.1947; 0.1951; 0.1970; 0.1977; 2025-05-15 12:00:55,677 - INFO - Epoch: 0483 / 1300 lr: 5.920e-05 2025-05-15 12:01:09,085 - INFO - Training: cls_zice: 110.96296691894531; reg_zipnll: 257.6882189700478; aux_mae_loss_1: 202.77968717876234; aux_mae_loss_2: 26.85637735065661; aux_mae_loss_4: 4.061678647994995; cnt_loss: 25.965029741588392; 2025-05-15 12:01:09,086 - INFO - Evaluation: Curr mae: 91.6634; Best mae: 75.4144; 75.8943; 76.0978; 77.1229; 77.6641; Curr rmse: 135.1678; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2532; Best nae: 0.1854; 0.1947; 0.1951; 0.1970; 0.1977; 2025-05-15 12:01:09,086 - INFO - Epoch: 0484 / 1300 lr: 5.872e-05 2025-05-15 12:01:22,642 - INFO - Training: cls_zice: 113.47749398884021; reg_zipnll: 269.05275063765674; aux_mae_loss_1: 204.13129665977075; aux_mae_loss_2: 27.465663157011335; aux_mae_loss_4: 4.266461271988718; cnt_loss: 30.760001383329694; 2025-05-15 12:01:22,643 - INFO - Evaluation: Curr mae: 94.0235; Best mae: 75.4144; 75.8943; 76.0978; 77.1229; 77.6641; Curr rmse: 147.1074; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2803; Best nae: 0.1854; 0.1947; 0.1951; 0.1970; 0.1977; 2025-05-15 12:01:22,643 - INFO - Epoch: 0485 / 1300 lr: 5.824e-05 2025-05-15 12:01:36,082 - INFO - Training: cls_zice: 114.31433682692678; reg_zipnll: 275.8263987491005; aux_mae_loss_1: 206.388285787482; aux_mae_loss_2: 27.691802777742083; aux_mae_loss_4: 4.389527985924168; cnt_loss: 32.24675236250225; 2025-05-15 12:01:36,083 - INFO - Evaluation: Curr mae: 90.0436; Best mae: 75.4144; 75.8943; 76.0978; 77.1229; 77.6641; Curr rmse: 132.4450; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2299; Best nae: 0.1854; 0.1947; 0.1951; 0.1970; 0.1977; 2025-05-15 12:01:36,083 - INFO - Epoch: 0486 / 1300 lr: 5.776e-05 2025-05-15 12:01:49,429 - INFO - Training: cls_zice: 113.60818401135896; reg_zipnll: 272.39198062294406; aux_mae_loss_1: 203.28080769589073; aux_mae_loss_2: 27.324274414464046; aux_mae_loss_4: 4.186697307385896; cnt_loss: 29.346647388056706; 2025-05-15 12:01:49,430 - INFO - Evaluation: Curr mae: 84.5991; Best mae: 75.4144; 75.8943; 76.0978; 77.1229; 77.6641; Curr rmse: 132.2226; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2098; Best nae: 0.1854; 0.1947; 0.1951; 0.1970; 0.1977; 2025-05-15 12:01:49,430 - INFO - Epoch: 0487 / 1300 lr: 5.728e-05 2025-05-15 12:02:02,833 - INFO - Training: cls_zice: 117.03038371236701; reg_zipnll: 271.22168751766804; aux_mae_loss_1: 202.01453720895867; aux_mae_loss_2: 26.837060978538112; aux_mae_loss_4: 4.061373716906497; cnt_loss: 25.745482168699567; 2025-05-15 12:02:02,834 - INFO - Evaluation: Curr mae: 85.6889; Best mae: 75.4144; 75.8943; 76.0978; 77.1229; 77.6641; Curr rmse: 129.0795; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2160; Best nae: 0.1854; 0.1947; 0.1951; 0.1970; 0.1977; 2025-05-15 12:02:02,834 - INFO - Epoch: 0488 / 1300 lr: 5.680e-05 2025-05-15 12:02:16,278 - INFO - Training: cls_zice: 112.84469062403629; reg_zipnll: 265.8365938287032; aux_mae_loss_1: 201.37111985056023; aux_mae_loss_2: 26.765325094524183; aux_mae_loss_4: 4.086834669113159; cnt_loss: 27.040528360166046; 2025-05-15 12:02:16,279 - INFO - Evaluation: Curr mae: 82.7854; Best mae: 75.4144; 75.8943; 76.0978; 77.1229; 77.6641; Curr rmse: 126.3957; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2066; Best nae: 0.1854; 0.1947; 0.1951; 0.1970; 0.1977; 2025-05-15 12:02:16,279 - INFO - Epoch: 0489 / 1300 lr: 5.632e-05 2025-05-15 12:02:29,564 - INFO - Training: cls_zice: 115.95521846570466; reg_zipnll: 259.0704654894377; aux_mae_loss_1: 203.87031515021073; aux_mae_loss_2: 27.493800765589665; aux_mae_loss_4: 4.2287677024540145; cnt_loss: 28.07471295406944; 2025-05-15 12:02:29,564 - INFO - Evaluation: Curr mae: 88.8323; Best mae: 75.4144; 75.8943; 76.0978; 77.1229; 77.6641; Curr rmse: 141.1451; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2221; Best nae: 0.1854; 0.1947; 0.1951; 0.1970; 0.1977; 2025-05-15 12:02:29,565 - INFO - Epoch: 0490 / 1300 lr: 5.584e-05 2025-05-15 12:02:42,929 - INFO - Training: cls_zice: 116.2339398233514; reg_zipnll: 264.18992072657534; aux_mae_loss_1: 206.7362080624229; aux_mae_loss_2: 27.55217486933658; aux_mae_loss_4: 4.226190278404637; cnt_loss: 30.322121720564994; 2025-05-15 12:02:42,930 - INFO - Evaluation: Curr mae: 90.9313; Best mae: 75.4144; 75.8943; 76.0978; 77.1229; 77.6641; Curr rmse: 127.7554; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2615; Best nae: 0.1854; 0.1947; 0.1951; 0.1970; 0.1977; 2025-05-15 12:02:42,930 - INFO - Epoch: 0491 / 1300 lr: 5.535e-05 2025-05-15 12:02:56,567 - INFO - Training: cls_zice: 118.65389186457584; reg_zipnll: 278.94975120142885; aux_mae_loss_1: 205.89877881501852; aux_mae_loss_2: 27.625182829405134; aux_mae_loss_4: 4.264860015166433; cnt_loss: 29.447987782327754; 2025-05-15 12:02:56,568 - INFO - Evaluation: Curr mae: 86.2924; Best mae: 75.4144; 75.8943; 76.0978; 77.1229; 77.6641; Curr rmse: 124.8695; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2451; Best nae: 0.1854; 0.1947; 0.1951; 0.1970; 0.1977; 2025-05-15 12:02:56,568 - INFO - Epoch: 0492 / 1300 lr: 5.487e-05 2025-05-15 12:03:10,065 - INFO - Training: cls_zice: 111.23491678739849; reg_zipnll: 263.8154409308183; aux_mae_loss_1: 198.20962082712273; aux_mae_loss_2: 26.455682403162907; aux_mae_loss_4: 4.043091190488715; cnt_loss: 24.98791544060958; 2025-05-15 12:03:10,066 - INFO - Evaluation: Curr mae: 94.4166; Best mae: 75.4144; 75.8943; 76.0978; 77.1229; 77.6641; Curr rmse: 136.8739; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2418; Best nae: 0.1854; 0.1947; 0.1951; 0.1970; 0.1977; 2025-05-15 12:03:10,067 - INFO - Epoch: 0493 / 1300 lr: 5.438e-05 2025-05-15 12:03:23,791 - INFO - Training: cls_zice: 116.86355816690545; reg_zipnll: 254.54535855745016; aux_mae_loss_1: 204.62276077270508; aux_mae_loss_2: 27.40961019616378; aux_mae_loss_4: 4.221599610228288; cnt_loss: 30.344849084552965; 2025-05-15 12:03:23,792 - INFO - Evaluation: Curr mae: 93.1846; Best mae: 75.4144; 75.8943; 76.0978; 77.1229; 77.6641; Curr rmse: 131.1371; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2368; Best nae: 0.1854; 0.1947; 0.1951; 0.1970; 0.1977; 2025-05-15 12:03:23,792 - INFO - Epoch: 0494 / 1300 lr: 5.390e-05 2025-05-15 12:03:37,332 - INFO - Training: cls_zice: 110.99745650040477; reg_zipnll: 271.54183799342104; aux_mae_loss_1: 201.59333459954513; aux_mae_loss_2: 26.926201996050384; aux_mae_loss_4: 4.083377260910837; cnt_loss: 26.146550906331914; 2025-05-15 12:03:37,333 - INFO - Evaluation: Curr mae: 96.8935; Best mae: 75.4144; 75.8943; 76.0978; 77.1229; 77.6641; Curr rmse: 139.9197; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2655; Best nae: 0.1854; 0.1947; 0.1951; 0.1970; 0.1977; 2025-05-15 12:03:37,333 - INFO - Epoch: 0495 / 1300 lr: 5.341e-05 2025-05-15 12:03:50,899 - INFO - Training: cls_zice: 114.0806346692537; reg_zipnll: 262.0029132240697; aux_mae_loss_1: 203.254504153603; aux_mae_loss_2: 27.069173160352204; aux_mae_loss_4: 4.148239066726283; cnt_loss: 26.70211756856818; 2025-05-15 12:03:50,899 - INFO - Evaluation: Curr mae: 82.3611; Best mae: 75.4144; 75.8943; 76.0978; 77.1229; 77.6641; Curr rmse: 130.1522; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2095; Best nae: 0.1854; 0.1947; 0.1951; 0.1970; 0.1977; 2025-05-15 12:03:50,900 - INFO - Epoch: 0496 / 1300 lr: 5.293e-05 2025-05-15 12:04:04,544 - INFO - Training: cls_zice: 114.17526064421001; reg_zipnll: 269.1084749322188; aux_mae_loss_1: 201.6988465158563; aux_mae_loss_2: 26.807416112799395; aux_mae_loss_4: 4.060583629106221; cnt_loss: 25.858060535631683; 2025-05-15 12:04:04,545 - INFO - Evaluation: Curr mae: 88.8179; Best mae: 75.4144; 75.8943; 76.0978; 77.1229; 77.6641; Curr rmse: 130.8543; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2352; Best nae: 0.1854; 0.1947; 0.1951; 0.1970; 0.1977; 2025-05-15 12:04:04,545 - INFO - Epoch: 0497 / 1300 lr: 5.244e-05 2025-05-15 12:04:17,954 - INFO - Training: cls_zice: 109.84342374299702; reg_zipnll: 263.5450021844161; aux_mae_loss_1: 202.00506230404503; aux_mae_loss_2: 26.825748042056436; aux_mae_loss_4: 4.096562002834521; cnt_loss: 25.79645420375623; 2025-05-15 12:04:17,985 - INFO - Evaluation: Curr mae: 77.4642; Best mae: 75.4144; 75.8943; 76.0978; 77.1229; 77.4642; Curr rmse: 122.5609; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.1948; Best nae: 0.1854; 0.1947; 0.1948; 0.1951; 0.1970; 2025-05-15 12:04:17,985 - INFO - Epoch: 0498 / 1300 lr: 5.196e-05 2025-05-15 12:04:31,471 - INFO - Training: cls_zice: 116.1367402829622; reg_zipnll: 272.81275076615185; aux_mae_loss_1: 202.5230773122687; aux_mae_loss_2: 26.79262382105777; aux_mae_loss_4: 4.024993162406118; cnt_loss: 25.31100599389327; 2025-05-15 12:04:31,471 - INFO - Evaluation: Curr mae: 80.2842; Best mae: 75.4144; 75.8943; 76.0978; 77.1229; 77.4642; Curr rmse: 122.0226; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2091; Best nae: 0.1854; 0.1947; 0.1948; 0.1951; 0.1970; 2025-05-15 12:04:31,471 - INFO - Epoch: 0499 / 1300 lr: 5.147e-05 2025-05-15 12:04:44,887 - INFO - Training: cls_zice: 117.75701231705516; reg_zipnll: 266.93536417107833; aux_mae_loss_1: 207.95693287096526; aux_mae_loss_2: 27.81319472664281; aux_mae_loss_4: 4.247916108683536; cnt_loss: 27.779244774266292; 2025-05-15 12:04:44,888 - INFO - Evaluation: Curr mae: 86.7681; Best mae: 75.4144; 75.8943; 76.0978; 77.1229; 77.4642; Curr rmse: 136.2271; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2174; Best nae: 0.1854; 0.1947; 0.1948; 0.1951; 0.1970; 2025-05-15 12:04:44,888 - INFO - Epoch: 0500 / 1300 lr: 5.099e-05 2025-05-15 12:04:58,251 - INFO - Training: cls_zice: 115.39662587015252; reg_zipnll: 261.31957586188065; aux_mae_loss_1: 202.08422690943667; aux_mae_loss_2: 26.974495636789424; aux_mae_loss_4: 4.008061547028391; cnt_loss: 21.7484608449434; 2025-05-15 12:04:58,252 - INFO - Evaluation: Curr mae: 92.6352; Best mae: 75.4144; 75.8943; 76.0978; 77.1229; 77.4642; Curr rmse: 137.4350; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2473; Best nae: 0.1854; 0.1947; 0.1948; 0.1951; 0.1970; 2025-05-15 12:04:58,315 - INFO - Epoch: 0501 / 1300 lr: 5.050e-05 2025-05-15 12:05:11,862 - INFO - Training: cls_zice: 118.25746596486945; reg_zipnll: 268.9915883917558; aux_mae_loss_1: 202.42583224647925; aux_mae_loss_2: 26.997837668971012; aux_mae_loss_4: 4.0727396576028125; cnt_loss: 26.43825222316541; 2025-05-15 12:05:11,863 - INFO - Evaluation: Curr mae: 81.2220; Best mae: 75.4144; 75.8943; 76.0978; 77.1229; 77.4642; Curr rmse: 127.3786; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2006; Best nae: 0.1854; 0.1947; 0.1948; 0.1951; 0.1970; 2025-05-15 12:05:11,863 - INFO - Epoch: 0502 / 1300 lr: 5.001e-05 2025-05-15 12:05:25,426 - INFO - Training: cls_zice: 121.16217332137258; reg_zipnll: 279.19102708916915; aux_mae_loss_1: 207.70586616114565; aux_mae_loss_2: 28.639151824148076; aux_mae_loss_4: 4.651832963290968; cnt_loss: 36.50500741757845; 2025-05-15 12:05:25,426 - INFO - Evaluation: Curr mae: 83.6721; Best mae: 75.4144; 75.8943; 76.0978; 77.1229; 77.4642; Curr rmse: 126.4458; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2153; Best nae: 0.1854; 0.1947; 0.1948; 0.1951; 0.1970; 2025-05-15 12:05:25,427 - INFO - Epoch: 0503 / 1300 lr: 4.953e-05 2025-05-15 12:05:39,213 - INFO - Training: cls_zice: 115.3374427243283; reg_zipnll: 264.89012085764034; aux_mae_loss_1: 205.69124362343237; aux_mae_loss_2: 27.36798065587094; aux_mae_loss_4: 4.223908311442325; cnt_loss: 29.560424152173493; 2025-05-15 12:05:39,214 - INFO - Evaluation: Curr mae: 93.9592; Best mae: 75.4144; 75.8943; 76.0978; 77.1229; 77.4642; Curr rmse: 140.4475; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2382; Best nae: 0.1854; 0.1947; 0.1948; 0.1951; 0.1970; 2025-05-15 12:05:39,214 - INFO - Epoch: 0504 / 1300 lr: 4.904e-05 2025-05-15 12:05:52,792 - INFO - Training: cls_zice: 113.14836040296052; reg_zipnll: 265.16687373111125; aux_mae_loss_1: 200.06377832513107; aux_mae_loss_2: 26.707991073006077; aux_mae_loss_4: 4.101076791160985; cnt_loss: 27.509822945845755; 2025-05-15 12:05:52,792 - INFO - Evaluation: Curr mae: 85.8525; Best mae: 75.4144; 75.8943; 76.0978; 77.1229; 77.4642; Curr rmse: 124.6349; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2282; Best nae: 0.1854; 0.1947; 0.1948; 0.1951; 0.1970; 2025-05-15 12:05:52,793 - INFO - Epoch: 0505 / 1300 lr: 4.856e-05 2025-05-15 12:06:06,285 - INFO - Training: cls_zice: 114.27049195139031; reg_zipnll: 269.37108712447315; aux_mae_loss_1: 202.38743149606805; aux_mae_loss_2: 26.84747038389507; aux_mae_loss_4: 4.054110169410706; cnt_loss: 24.886807517001504; 2025-05-15 12:06:06,286 - INFO - Evaluation: Curr mae: 86.7769; Best mae: 75.4144; 75.8943; 76.0978; 77.1229; 77.4642; Curr rmse: 129.8006; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2215; Best nae: 0.1854; 0.1947; 0.1948; 0.1951; 0.1970; 2025-05-15 12:06:06,286 - INFO - Epoch: 0506 / 1300 lr: 4.807e-05 2025-05-15 12:06:19,718 - INFO - Training: cls_zice: 115.59746978157445; reg_zipnll: 269.3967548169588; aux_mae_loss_1: 200.28830277292352; aux_mae_loss_2: 26.67036613665129; aux_mae_loss_4: 4.0628835841229085; cnt_loss: 27.810675683774445; 2025-05-15 12:06:19,719 - INFO - Evaluation: Curr mae: 82.6769; Best mae: 75.4144; 75.8943; 76.0978; 77.1229; 77.4642; Curr rmse: 132.4449; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2016; Best nae: 0.1854; 0.1947; 0.1948; 0.1951; 0.1970; 2025-05-15 12:06:19,719 - INFO - Epoch: 0507 / 1300 lr: 4.759e-05 2025-05-15 12:06:33,122 - INFO - Training: cls_zice: 113.71196907445004; reg_zipnll: 268.9061508178711; aux_mae_loss_1: 201.93444743909333; aux_mae_loss_2: 27.022939882780378; aux_mae_loss_4: 4.091118668255053; cnt_loss: 26.37878623761629; 2025-05-15 12:06:33,123 - INFO - Evaluation: Curr mae: 96.6214; Best mae: 75.4144; 75.8943; 76.0978; 77.1229; 77.4642; Curr rmse: 145.4362; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2455; Best nae: 0.1854; 0.1947; 0.1948; 0.1951; 0.1970; 2025-05-15 12:06:33,123 - INFO - Epoch: 0508 / 1300 lr: 4.710e-05 2025-05-15 12:06:46,494 - INFO - Training: cls_zice: 110.83132583216617; reg_zipnll: 269.2124161971243; aux_mae_loss_1: 199.3643529791581; aux_mae_loss_2: 26.49450517955579; aux_mae_loss_4: 3.980211722223382; cnt_loss: 26.31372416646857; 2025-05-15 12:06:46,495 - INFO - Evaluation: Curr mae: 98.3086; Best mae: 75.4144; 75.8943; 76.0978; 77.1229; 77.4642; Curr rmse: 140.9841; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2559; Best nae: 0.1854; 0.1947; 0.1948; 0.1951; 0.1970; 2025-05-15 12:06:46,495 - INFO - Epoch: 0509 / 1300 lr: 4.662e-05 2025-05-15 12:07:00,008 - INFO - Training: cls_zice: 118.85515649695145; reg_zipnll: 276.217359844007; aux_mae_loss_1: 203.3085809004934; aux_mae_loss_2: 27.31716678017064; aux_mae_loss_4: 4.177043645005477; cnt_loss: 29.2694313651637; 2025-05-15 12:07:00,009 - INFO - Evaluation: Curr mae: 83.1162; Best mae: 75.4144; 75.8943; 76.0978; 77.1229; 77.4642; Curr rmse: 131.3550; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2133; Best nae: 0.1854; 0.1947; 0.1948; 0.1951; 0.1970; 2025-05-15 12:07:00,009 - INFO - Epoch: 0510 / 1300 lr: 4.613e-05 2025-05-15 12:07:13,471 - INFO - Training: cls_zice: 112.18956284773977; reg_zipnll: 274.0086804440147; aux_mae_loss_1: 203.2890635038677; aux_mae_loss_2: 27.37875401346307; aux_mae_loss_4: 4.2722983611257455; cnt_loss: 31.254152222683555; 2025-05-15 12:07:13,471 - INFO - Evaluation: Curr mae: 86.8311; Best mae: 75.4144; 75.8943; 76.0978; 77.1229; 77.4642; Curr rmse: 134.6174; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2236; Best nae: 0.1854; 0.1947; 0.1948; 0.1951; 0.1970; 2025-05-15 12:07:13,472 - INFO - Epoch: 0511 / 1300 lr: 4.565e-05 2025-05-15 12:07:26,888 - INFO - Training: cls_zice: 110.66655550504986; reg_zipnll: 269.24906399375516; aux_mae_loss_1: 203.92497775429175; aux_mae_loss_2: 27.421240204258968; aux_mae_loss_4: 4.130293601437619; cnt_loss: 26.768635247883044; 2025-05-15 12:07:26,889 - INFO - Evaluation: Curr mae: 85.0637; Best mae: 75.4144; 75.8943; 76.0978; 77.1229; 77.4642; Curr rmse: 134.1572; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2118; Best nae: 0.1854; 0.1947; 0.1948; 0.1951; 0.1970; 2025-05-15 12:07:26,889 - INFO - Epoch: 0512 / 1300 lr: 4.516e-05 2025-05-15 12:07:40,452 - INFO - Training: cls_zice: 111.12700346896523; reg_zipnll: 264.9845649317691; aux_mae_loss_1: 199.44040037456313; aux_mae_loss_2: 26.583029897589434; aux_mae_loss_4: 3.9944937731090344; cnt_loss: 25.668912611509626; 2025-05-15 12:07:40,453 - INFO - Evaluation: Curr mae: 84.4453; Best mae: 75.4144; 75.8943; 76.0978; 77.1229; 77.4642; Curr rmse: 123.7012; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2291; Best nae: 0.1854; 0.1947; 0.1948; 0.1951; 0.1970; 2025-05-15 12:07:40,453 - INFO - Epoch: 0513 / 1300 lr: 4.468e-05 2025-05-15 12:07:54,245 - INFO - Training: cls_zice: 107.74089251066509; reg_zipnll: 251.88785864177504; aux_mae_loss_1: 196.42815921181128; aux_mae_loss_2: 26.192388885899593; aux_mae_loss_4: 3.98919541584818; cnt_loss: 27.576852246334678; 2025-05-15 12:07:54,245 - INFO - Evaluation: Curr mae: 82.6911; Best mae: 75.4144; 75.8943; 76.0978; 77.1229; 77.4642; Curr rmse: 123.3567; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2179; Best nae: 0.1854; 0.1947; 0.1948; 0.1951; 0.1970; 2025-05-15 12:07:54,246 - INFO - Epoch: 0514 / 1300 lr: 4.420e-05 2025-05-15 12:08:07,850 - INFO - Training: cls_zice: 116.65872006667287; reg_zipnll: 265.21105816489774; aux_mae_loss_1: 201.32916761699477; aux_mae_loss_2: 27.007422196237666; aux_mae_loss_4: 4.165780117637233; cnt_loss: 28.145564882378828; 2025-05-15 12:08:07,851 - INFO - Evaluation: Curr mae: 80.0730; Best mae: 75.4144; 75.8943; 76.0978; 77.1229; 77.4642; Curr rmse: 127.4078; Best rmse: 109.6013; 114.7433; 115.3919; 117.4052; 118.3257; Curr nae: 0.2012; Best nae: 0.1854; 0.1947; 0.1948; 0.1951; 0.1970; 2025-05-15 12:08:07,851 - INFO - Epoch: 0515 / 1300 lr: 4.372e-05 2025-05-15 12:08:21,553 - INFO - Training: cls_zice: 121.7045982762387; reg_zipnll: 255.9711016604775; aux_mae_loss_1: 206.0012520237973; aux_mae_loss_2: 27.75824883109645; aux_mae_loss_4: 4.2253468413102; cnt_loss: 29.337883296765778; 2025-05-15 12:08:21,596 - INFO - Evaluation: Curr mae: 72.8978; Best mae: 72.8978; 75.4144; 75.8943; 76.0978; 77.1229; Curr rmse: 114.3436; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.4052; Curr nae: 0.1848; Best nae: 0.1848; 0.1854; 0.1947; 0.1948; 0.1951; 2025-05-15 12:08:21,596 - INFO - Epoch: 0516 / 1300 lr: 4.324e-05 2025-05-15 12:08:35,136 - INFO - Training: cls_zice: 116.00060211984734; reg_zipnll: 273.3075184069182; aux_mae_loss_1: 201.86831665039062; aux_mae_loss_2: 27.124320080405788; aux_mae_loss_4: 4.159964680671692; cnt_loss: 29.129861881858425; 2025-05-15 12:08:35,137 - INFO - Evaluation: Curr mae: 86.1002; Best mae: 72.8978; 75.4144; 75.8943; 76.0978; 77.1229; Curr rmse: 134.4425; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.4052; Curr nae: 0.2143; Best nae: 0.1848; 0.1854; 0.1947; 0.1948; 0.1951; 2025-05-15 12:08:35,137 - INFO - Epoch: 0517 / 1300 lr: 4.276e-05 2025-05-15 12:08:48,588 - INFO - Training: cls_zice: 117.3633465014006; reg_zipnll: 254.30481077495375; aux_mae_loss_1: 200.81639460513466; aux_mae_loss_2: 26.938391836065996; aux_mae_loss_4: 4.106635859138088; cnt_loss: 26.356066377539385; 2025-05-15 12:08:48,589 - INFO - Evaluation: Curr mae: 82.9202; Best mae: 72.8978; 75.4144; 75.8943; 76.0978; 77.1229; Curr rmse: 123.2862; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.4052; Curr nae: 0.2041; Best nae: 0.1848; 0.1854; 0.1947; 0.1948; 0.1951; 2025-05-15 12:08:48,589 - INFO - Epoch: 0518 / 1300 lr: 4.228e-05 2025-05-15 12:09:02,139 - INFO - Training: cls_zice: 118.80887603759766; reg_zipnll: 259.30184374357526; aux_mae_loss_1: 205.5245758859735; aux_mae_loss_2: 27.421488761901855; aux_mae_loss_4: 4.19445960772665; cnt_loss: 28.04454984162983; 2025-05-15 12:09:02,154 - INFO - Evaluation: Curr mae: 78.5906; Best mae: 72.8978; 75.4144; 75.8943; 76.0978; 77.1229; Curr rmse: 125.6576; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.4052; Curr nae: 0.1923; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:09:02,154 - INFO - Epoch: 0519 / 1300 lr: 4.180e-05 2025-05-15 12:09:15,718 - INFO - Training: cls_zice: 115.14346775255706; reg_zipnll: 265.62498996132297; aux_mae_loss_1: 204.23646204095138; aux_mae_loss_2: 27.242433849133942; aux_mae_loss_4: 4.123860378014414; cnt_loss: 27.113715548264352; 2025-05-15 12:09:15,718 - INFO - Evaluation: Curr mae: 87.8696; Best mae: 72.8978; 75.4144; 75.8943; 76.0978; 77.1229; Curr rmse: 137.8693; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.4052; Curr nae: 0.2380; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:09:15,719 - INFO - Epoch: 0520 / 1300 lr: 4.132e-05 2025-05-15 12:09:29,015 - INFO - Training: cls_zice: 115.98723993803326; reg_zipnll: 256.3464500025699; aux_mae_loss_1: 201.47522293893914; aux_mae_loss_2: 27.041002223366185; aux_mae_loss_4: 4.16540967790704; cnt_loss: 25.78796773207815; 2025-05-15 12:09:29,015 - INFO - Evaluation: Curr mae: 80.7542; Best mae: 72.8978; 75.4144; 75.8943; 76.0978; 77.1229; Curr rmse: 126.6753; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.4052; Curr nae: 0.2154; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:09:29,016 - INFO - Epoch: 0521 / 1300 lr: 4.084e-05 2025-05-15 12:09:42,543 - INFO - Training: cls_zice: 107.3280859495464; reg_zipnll: 258.6587859705875; aux_mae_loss_1: 195.6729965209961; aux_mae_loss_2: 26.09803837224057; aux_mae_loss_4: 3.948615080431888; cnt_loss: 23.66166360754716; 2025-05-15 12:09:42,544 - INFO - Evaluation: Curr mae: 89.8053; Best mae: 72.8978; 75.4144; 75.8943; 76.0978; 77.1229; Curr rmse: 131.6315; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.4052; Curr nae: 0.2440; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:09:42,544 - INFO - Epoch: 0522 / 1300 lr: 4.037e-05 2025-05-15 12:09:55,904 - INFO - Training: cls_zice: 106.67254944851524; reg_zipnll: 254.8939535241378; aux_mae_loss_1: 196.07415972257914; aux_mae_loss_2: 25.926096564845036; aux_mae_loss_4: 3.907307869509647; cnt_loss: 22.874863524185983; 2025-05-15 12:09:55,905 - INFO - Evaluation: Curr mae: 80.7966; Best mae: 72.8978; 75.4144; 75.8943; 76.0978; 77.1229; Curr rmse: 123.8925; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.4052; Curr nae: 0.2049; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:09:55,905 - INFO - Epoch: 0523 / 1300 lr: 3.989e-05 2025-05-15 12:10:09,436 - INFO - Training: cls_zice: 114.36825340672543; reg_zipnll: 263.1023720189145; aux_mae_loss_1: 200.81034750687448; aux_mae_loss_2: 26.680903108496416; aux_mae_loss_4: 3.9805423209541724; cnt_loss: 24.99341462787829; 2025-05-15 12:10:09,436 - INFO - Evaluation: Curr mae: 85.8738; Best mae: 72.8978; 75.4144; 75.8943; 76.0978; 77.1229; Curr rmse: 125.5449; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.4052; Curr nae: 0.2263; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:10:09,436 - INFO - Epoch: 0524 / 1300 lr: 3.942e-05 2025-05-15 12:10:22,720 - INFO - Training: cls_zice: 117.93095036556846; reg_zipnll: 258.4759326734041; aux_mae_loss_1: 204.29424888209292; aux_mae_loss_2: 27.16110947257594; aux_mae_loss_4: 4.0781976361023755; cnt_loss: 24.935514876717015; 2025-05-15 12:10:22,721 - INFO - Evaluation: Curr mae: 88.0896; Best mae: 72.8978; 75.4144; 75.8943; 76.0978; 77.1229; Curr rmse: 132.6385; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.4052; Curr nae: 0.2291; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:10:22,721 - INFO - Epoch: 0525 / 1300 lr: 3.894e-05 2025-05-15 12:10:36,218 - INFO - Training: cls_zice: 110.81734200527794; reg_zipnll: 272.77249647441664; aux_mae_loss_1: 199.17252349853516; aux_mae_loss_2: 26.431499180040863; aux_mae_loss_4: 4.016545954503511; cnt_loss: 26.50079551496004; 2025-05-15 12:10:36,219 - INFO - Evaluation: Curr mae: 85.7163; Best mae: 72.8978; 75.4144; 75.8943; 76.0978; 77.1229; Curr rmse: 126.8803; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.4052; Curr nae: 0.2287; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:10:36,219 - INFO - Epoch: 0526 / 1300 lr: 3.847e-05 2025-05-15 12:10:49,781 - INFO - Training: cls_zice: 118.5892552827534; reg_zipnll: 273.5149489954898; aux_mae_loss_1: 201.3172324331183; aux_mae_loss_2: 26.85745620727539; aux_mae_loss_4: 3.9832281564411365; cnt_loss: 23.840299455743086; 2025-05-15 12:10:49,781 - INFO - Evaluation: Curr mae: 81.2901; Best mae: 72.8978; 75.4144; 75.8943; 76.0978; 77.1229; Curr rmse: 128.3051; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.4052; Curr nae: 0.2197; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:10:49,781 - INFO - Epoch: 0527 / 1300 lr: 3.800e-05 2025-05-15 12:11:03,226 - INFO - Training: cls_zice: 101.95569530286286; reg_zipnll: 263.9170221027575; aux_mae_loss_1: 196.02057246157997; aux_mae_loss_2: 26.095280697471217; aux_mae_loss_4: 3.887582095045792; cnt_loss: 23.302598677183454; 2025-05-15 12:11:03,227 - INFO - Evaluation: Curr mae: 84.3741; Best mae: 72.8978; 75.4144; 75.8943; 76.0978; 77.1229; Curr rmse: 132.7360; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.4052; Curr nae: 0.2054; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:11:03,227 - INFO - Epoch: 0528 / 1300 lr: 3.753e-05 2025-05-15 12:11:16,962 - INFO - Training: cls_zice: 116.23517001302619; reg_zipnll: 264.245478379099; aux_mae_loss_1: 200.28553771972656; aux_mae_loss_2: 26.59662618135151; aux_mae_loss_4: 3.9288341999053955; cnt_loss: 22.839314787011396; 2025-05-15 12:11:16,963 - INFO - Evaluation: Curr mae: 81.2503; Best mae: 72.8978; 75.4144; 75.8943; 76.0978; 77.1229; Curr rmse: 124.8919; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.4052; Curr nae: 0.1976; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:11:16,963 - INFO - Epoch: 0529 / 1300 lr: 3.706e-05 2025-05-15 12:11:30,280 - INFO - Training: cls_zice: 118.2953647814299; reg_zipnll: 251.91605407313295; aux_mae_loss_1: 198.84230121813323; aux_mae_loss_2: 26.571296541314375; aux_mae_loss_4: 3.995240669501455; cnt_loss: 23.17543243107043; 2025-05-15 12:11:30,280 - INFO - Evaluation: Curr mae: 86.5164; Best mae: 72.8978; 75.4144; 75.8943; 76.0978; 77.1229; Curr rmse: 128.1827; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.4052; Curr nae: 0.2132; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:11:30,281 - INFO - Epoch: 0530 / 1300 lr: 3.660e-05 2025-05-15 12:11:43,689 - INFO - Training: cls_zice: 112.7893278222335; reg_zipnll: 243.19951920760306; aux_mae_loss_1: 198.87421497545745; aux_mae_loss_2: 26.511570830094186; aux_mae_loss_4: 3.9833814031199406; cnt_loss: 23.808246888612445; 2025-05-15 12:11:43,690 - INFO - Evaluation: Curr mae: 81.1886; Best mae: 72.8978; 75.4144; 75.8943; 76.0978; 77.1229; Curr rmse: 122.9517; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.4052; Curr nae: 0.1984; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:11:43,690 - INFO - Epoch: 0531 / 1300 lr: 3.613e-05 2025-05-15 12:11:57,017 - INFO - Training: cls_zice: 108.75705573433324; reg_zipnll: 262.1899357845909; aux_mae_loss_1: 194.37534492894224; aux_mae_loss_2: 25.796260632966693; aux_mae_loss_4: 3.8691627100894324; cnt_loss: 22.395624010186445; 2025-05-15 12:11:57,017 - INFO - Evaluation: Curr mae: 90.2228; Best mae: 72.8978; 75.4144; 75.8943; 76.0978; 77.1229; Curr rmse: 133.1732; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.4052; Curr nae: 0.2298; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:11:57,018 - INFO - Epoch: 0532 / 1300 lr: 3.567e-05 2025-05-15 12:12:10,393 - INFO - Training: cls_zice: 112.8394408978914; reg_zipnll: 272.2638023778012; aux_mae_loss_1: 197.69248962402344; aux_mae_loss_2: 26.279447806508916; aux_mae_loss_4: 4.003233934703626; cnt_loss: 26.068650747600355; 2025-05-15 12:12:10,423 - INFO - Evaluation: Curr mae: 76.0762; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 117.0017; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.1994; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:12:10,423 - INFO - Epoch: 0533 / 1300 lr: 3.520e-05 2025-05-15 12:12:23,813 - INFO - Training: cls_zice: 116.42327569660388; reg_zipnll: 250.171132539448; aux_mae_loss_1: 199.88779128225227; aux_mae_loss_2: 26.816039587322035; aux_mae_loss_4: 4.051164890590467; cnt_loss: 24.312592280538457; 2025-05-15 12:12:23,813 - INFO - Evaluation: Curr mae: 92.5493; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 136.0375; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2387; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:12:23,814 - INFO - Epoch: 0534 / 1300 lr: 3.474e-05 2025-05-15 12:12:37,133 - INFO - Training: cls_zice: 114.59670036717465; reg_zipnll: 263.8829510337428; aux_mae_loss_1: 197.74015727796052; aux_mae_loss_2: 26.298010575143916; aux_mae_loss_4: 4.001023392928274; cnt_loss: 25.522003876535518; 2025-05-15 12:12:37,134 - INFO - Evaluation: Curr mae: 79.7920; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 122.5291; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2033; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:12:37,134 - INFO - Epoch: 0535 / 1300 lr: 3.428e-05 2025-05-15 12:12:50,674 - INFO - Training: cls_zice: 113.3097845378675; reg_zipnll: 256.8537908855237; aux_mae_loss_1: 199.51823545757094; aux_mae_loss_2: 26.20578555056923; aux_mae_loss_4: 3.9210893229434363; cnt_loss: 23.61212568534048; 2025-05-15 12:12:50,675 - INFO - Evaluation: Curr mae: 91.2994; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 135.7422; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2308; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:12:50,675 - INFO - Epoch: 0536 / 1300 lr: 3.382e-05 2025-05-15 12:13:04,153 - INFO - Training: cls_zice: 108.68614851801019; reg_zipnll: 265.20071029663086; aux_mae_loss_1: 197.94290261519583; aux_mae_loss_2: 26.453617698267887; aux_mae_loss_4: 3.9855008878205953; cnt_loss: 23.928898861533717; 2025-05-15 12:13:04,154 - INFO - Evaluation: Curr mae: 90.4757; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 132.2542; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2322; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:13:04,154 - INFO - Epoch: 0537 / 1300 lr: 3.337e-05 2025-05-15 12:13:17,505 - INFO - Training: cls_zice: 113.70373073377107; reg_zipnll: 248.75675040797182; aux_mae_loss_1: 197.40180587768555; aux_mae_loss_2: 26.067730552271794; aux_mae_loss_4: 3.8992113439660323; cnt_loss: 22.468522849835846; 2025-05-15 12:13:17,505 - INFO - Evaluation: Curr mae: 83.9391; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 127.4304; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2119; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:13:17,506 - INFO - Epoch: 0538 / 1300 lr: 3.291e-05 2025-05-15 12:13:31,060 - INFO - Training: cls_zice: 112.07385444641113; reg_zipnll: 256.67443185103565; aux_mae_loss_1: 198.75356975354646; aux_mae_loss_2: 26.237384294208727; aux_mae_loss_4: 3.9046843177393864; cnt_loss: 22.71364450454712; 2025-05-15 12:13:31,061 - INFO - Evaluation: Curr mae: 83.2490; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 126.6279; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2007; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:13:31,061 - INFO - Epoch: 0539 / 1300 lr: 3.246e-05 2025-05-15 12:13:44,422 - INFO - Training: cls_zice: 113.37325005782277; reg_zipnll: 251.8601531982422; aux_mae_loss_1: 199.10648727416992; aux_mae_loss_2: 26.405046111659; aux_mae_loss_4: 3.93518634846336; cnt_loss: 22.40063280808298; 2025-05-15 12:13:44,423 - INFO - Evaluation: Curr mae: 89.0891; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 134.1079; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2128; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:13:44,424 - INFO - Epoch: 0540 / 1300 lr: 3.201e-05 2025-05-15 12:13:57,833 - INFO - Training: cls_zice: 112.85539401204963; reg_zipnll: 269.64291763305664; aux_mae_loss_1: 198.89766050639906; aux_mae_loss_2: 26.06523619200054; aux_mae_loss_4: 3.9041633417731836; cnt_loss: 22.0530062600186; 2025-05-15 12:13:57,834 - INFO - Evaluation: Curr mae: 86.4187; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 127.4846; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2281; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:13:57,835 - INFO - Epoch: 0541 / 1300 lr: 3.156e-05 2025-05-15 12:14:11,069 - INFO - Training: cls_zice: 115.35620528773258; reg_zipnll: 259.9022274017334; aux_mae_loss_1: 199.16916295101768; aux_mae_loss_2: 26.24793439162405; aux_mae_loss_4: 3.958273931553489; cnt_loss: 24.673972481175472; 2025-05-15 12:14:11,069 - INFO - Evaluation: Curr mae: 82.8363; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 124.7122; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2212; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:14:11,070 - INFO - Epoch: 0542 / 1300 lr: 3.111e-05 2025-05-15 12:14:24,680 - INFO - Training: cls_zice: 118.4003324508667; reg_zipnll: 260.94941942315353; aux_mae_loss_1: 200.72946166992188; aux_mae_loss_2: 26.6320676301655; aux_mae_loss_4: 4.062336946788587; cnt_loss: 24.497130569658783; 2025-05-15 12:14:24,680 - INFO - Evaluation: Curr mae: 86.2633; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 131.9826; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2173; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:14:24,681 - INFO - Epoch: 0543 / 1300 lr: 3.066e-05 2025-05-15 12:14:38,175 - INFO - Training: cls_zice: 114.98594986765008; reg_zipnll: 259.6461123416298; aux_mae_loss_1: 199.37303201775802; aux_mae_loss_2: 26.252721334758558; aux_mae_loss_4: 3.9393377492302344; cnt_loss: 25.29042763459055; 2025-05-15 12:14:38,176 - INFO - Evaluation: Curr mae: 80.6869; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 125.8307; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2006; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:14:38,181 - INFO - Epoch: 0544 / 1300 lr: 3.022e-05 2025-05-15 12:14:51,532 - INFO - Training: cls_zice: 112.22575669539602; reg_zipnll: 278.68762959932025; aux_mae_loss_1: 199.31272044934724; aux_mae_loss_2: 26.181635756241647; aux_mae_loss_4: 3.9301615012319466; cnt_loss: 22.10971252541793; 2025-05-15 12:14:51,533 - INFO - Evaluation: Curr mae: 84.6033; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 130.3560; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2202; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:14:51,533 - INFO - Epoch: 0545 / 1300 lr: 2.978e-05 2025-05-15 12:15:05,260 - INFO - Training: cls_zice: 116.40492489463405; reg_zipnll: 279.0609245300293; aux_mae_loss_1: 203.45826560572573; aux_mae_loss_2: 26.541421137358014; aux_mae_loss_4: 3.9220100013833297; cnt_loss: 23.645599942458304; 2025-05-15 12:15:05,260 - INFO - Evaluation: Curr mae: 93.2412; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 133.7700; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2613; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:15:05,261 - INFO - Epoch: 0546 / 1300 lr: 2.934e-05 2025-05-15 12:15:18,778 - INFO - Training: cls_zice: 109.84778429332532; reg_zipnll: 260.01346929449784; aux_mae_loss_1: 196.38472265946237; aux_mae_loss_2: 25.89191476922286; aux_mae_loss_4: 3.8414882735202185; cnt_loss: 23.0198392868042; 2025-05-15 12:15:18,779 - INFO - Evaluation: Curr mae: 83.7464; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 128.7940; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2191; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:15:18,779 - INFO - Epoch: 0547 / 1300 lr: 2.890e-05 2025-05-15 12:15:32,291 - INFO - Training: cls_zice: 120.15796395352012; reg_zipnll: 258.9179550973993; aux_mae_loss_1: 201.71176227770354; aux_mae_loss_2: 26.3371202067325; aux_mae_loss_4: 3.926518026151155; cnt_loss: 23.89449947758725; 2025-05-15 12:15:32,292 - INFO - Evaluation: Curr mae: 86.6914; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 126.3733; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2245; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:15:32,292 - INFO - Epoch: 0548 / 1300 lr: 2.846e-05 2025-05-15 12:15:46,197 - INFO - Training: cls_zice: 113.27925521449039; reg_zipnll: 262.9721719842208; aux_mae_loss_1: 199.56987682141755; aux_mae_loss_2: 26.540619548998382; aux_mae_loss_4: 3.959771055924265; cnt_loss: 24.00188704540855; 2025-05-15 12:15:46,197 - INFO - Evaluation: Curr mae: 86.9073; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 132.7069; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2220; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:15:46,198 - INFO - Epoch: 0549 / 1300 lr: 2.803e-05 2025-05-15 12:15:59,777 - INFO - Training: cls_zice: 118.46179666017231; reg_zipnll: 264.2962323238975; aux_mae_loss_1: 199.72345573023745; aux_mae_loss_2: 26.371465080662777; aux_mae_loss_4: 3.909521880902742; cnt_loss: 25.483655076277884; 2025-05-15 12:15:59,778 - INFO - Evaluation: Curr mae: 86.1163; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 130.9347; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2179; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:15:59,778 - INFO - Epoch: 0550 / 1300 lr: 2.760e-05 2025-05-15 12:16:13,299 - INFO - Training: cls_zice: 117.49858524924831; reg_zipnll: 247.3716573213276; aux_mae_loss_1: 198.6281479283383; aux_mae_loss_2: 26.647180256090667; aux_mae_loss_4: 4.009850470643294; cnt_loss: 24.60852633024517; 2025-05-15 12:16:13,300 - INFO - Evaluation: Curr mae: 81.1389; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 124.2318; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2019; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:16:13,363 - INFO - Epoch: 0551 / 1300 lr: 2.717e-05 2025-05-15 12:16:26,772 - INFO - Training: cls_zice: 108.92367448304829; reg_zipnll: 250.59517067357115; aux_mae_loss_1: 193.16076780620375; aux_mae_loss_2: 25.808776403728285; aux_mae_loss_4: 3.879169326079519; cnt_loss: 22.259053531445954; 2025-05-15 12:16:26,773 - INFO - Evaluation: Curr mae: 80.0819; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 121.7315; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2061; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:16:26,773 - INFO - Epoch: 0552 / 1300 lr: 2.674e-05 2025-05-15 12:16:40,304 - INFO - Training: cls_zice: 113.5800105145103; reg_zipnll: 243.72675323486328; aux_mae_loss_1: 198.28279354697779; aux_mae_loss_2: 26.64528570677105; aux_mae_loss_4: 4.032788621751886; cnt_loss: 25.65857801939312; 2025-05-15 12:16:40,305 - INFO - Evaluation: Curr mae: 88.7833; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 132.6285; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2296; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:16:40,305 - INFO - Epoch: 0553 / 1300 lr: 2.631e-05 2025-05-15 12:16:53,972 - INFO - Training: cls_zice: 109.71007477609734; reg_zipnll: 271.389717001664; aux_mae_loss_1: 197.7060890197754; aux_mae_loss_2: 26.036949258101615; aux_mae_loss_4: 3.924754864291141; cnt_loss: 24.222422110406978; 2025-05-15 12:16:53,973 - INFO - Evaluation: Curr mae: 86.5531; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 129.4020; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2306; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:16:53,973 - INFO - Epoch: 0554 / 1300 lr: 2.589e-05 2025-05-15 12:17:07,452 - INFO - Training: cls_zice: 109.94880068929572; reg_zipnll: 258.74462268227023; aux_mae_loss_1: 194.86964416503906; aux_mae_loss_2: 25.659228977404144; aux_mae_loss_4: 3.7904051040348254; cnt_loss: 22.86698128047742; 2025-05-15 12:17:07,453 - INFO - Evaluation: Curr mae: 79.3574; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 125.0237; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.1985; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:17:07,453 - INFO - Epoch: 0555 / 1300 lr: 2.547e-05 2025-05-15 12:17:20,880 - INFO - Training: cls_zice: 110.87658606077495; reg_zipnll: 262.0043342991879; aux_mae_loss_1: 193.95132908068206; aux_mae_loss_2: 25.650365176953766; aux_mae_loss_4: 3.836852418748956; cnt_loss: 24.705888848555716; 2025-05-15 12:17:20,881 - INFO - Evaluation: Curr mae: 81.4218; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 126.4144; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2048; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:17:20,881 - INFO - Epoch: 0556 / 1300 lr: 2.505e-05 2025-05-15 12:17:34,504 - INFO - Training: cls_zice: 111.46609497070312; reg_zipnll: 260.7085085417095; aux_mae_loss_1: 199.218615481728; aux_mae_loss_2: 26.227856736434134; aux_mae_loss_4: 3.879727187909578; cnt_loss: 22.494984752253483; 2025-05-15 12:17:34,505 - INFO - Evaluation: Curr mae: 84.7549; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 128.7818; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2252; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:17:34,505 - INFO - Epoch: 0557 / 1300 lr: 2.464e-05 2025-05-15 12:17:47,938 - INFO - Training: cls_zice: 109.94030791834781; reg_zipnll: 261.6257460744757; aux_mae_loss_1: 195.09460710224351; aux_mae_loss_2: 25.762174154582777; aux_mae_loss_4: 3.775360007035105; cnt_loss: 22.25585759313483; 2025-05-15 12:17:47,938 - INFO - Evaluation: Curr mae: 92.8324; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 137.8060; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2377; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:17:47,939 - INFO - Epoch: 0558 / 1300 lr: 2.422e-05 2025-05-15 12:18:01,369 - INFO - Training: cls_zice: 114.27076593198274; reg_zipnll: 255.85884415475945; aux_mae_loss_1: 203.7384711817691; aux_mae_loss_2: 26.760562796341745; aux_mae_loss_4: 3.994673804232949; cnt_loss: 23.580166314777575; 2025-05-15 12:18:01,370 - INFO - Evaluation: Curr mae: 88.7795; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 134.4971; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2184; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:18:01,370 - INFO - Epoch: 0559 / 1300 lr: 2.381e-05 2025-05-15 12:18:14,794 - INFO - Training: cls_zice: 114.04204880563836; reg_zipnll: 247.59600127370734; aux_mae_loss_1: 196.7679154245477; aux_mae_loss_2: 26.130255799544486; aux_mae_loss_4: 3.9334255331440975; cnt_loss: 23.302510186245566; 2025-05-15 12:18:14,795 - INFO - Evaluation: Curr mae: 82.2785; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 128.0978; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2027; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:18:14,795 - INFO - Epoch: 0560 / 1300 lr: 2.340e-05 2025-05-15 12:18:28,048 - INFO - Training: cls_zice: 106.66698014108758; reg_zipnll: 259.3153983668277; aux_mae_loss_1: 193.06058301423727; aux_mae_loss_2: 25.53556422183388; aux_mae_loss_4: 3.7750409841537476; cnt_loss: 24.07622382515355; 2025-05-15 12:18:28,049 - INFO - Evaluation: Curr mae: 84.6507; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 127.6466; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2209; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:18:28,049 - INFO - Epoch: 0561 / 1300 lr: 2.300e-05 2025-05-15 12:18:41,851 - INFO - Training: cls_zice: 112.50610602529426; reg_zipnll: 257.6800280119243; aux_mae_loss_1: 197.96420388472708; aux_mae_loss_2: 26.511113919709857; aux_mae_loss_4: 3.961361238830968; cnt_loss: 22.659711411124782; 2025-05-15 12:18:41,852 - INFO - Evaluation: Curr mae: 86.7722; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 133.2597; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2149; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:18:41,852 - INFO - Epoch: 0562 / 1300 lr: 2.260e-05 2025-05-15 12:18:55,297 - INFO - Training: cls_zice: 109.81838858755012; reg_zipnll: 263.34709569027547; aux_mae_loss_1: 195.1727604113127; aux_mae_loss_2: 25.67650162546258; aux_mae_loss_4: 3.7821027981607536; cnt_loss: 20.185375012849505; 2025-05-15 12:18:55,298 - INFO - Evaluation: Curr mae: 84.4275; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 129.9681; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2097; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:18:55,298 - INFO - Epoch: 0563 / 1300 lr: 2.220e-05 2025-05-15 12:19:08,839 - INFO - Training: cls_zice: 113.7570467999107; reg_zipnll: 253.11151062814812; aux_mae_loss_1: 196.43287959851716; aux_mae_loss_2: 26.058593398646305; aux_mae_loss_4: 3.882143547660426; cnt_loss: 22.915424233988713; 2025-05-15 12:19:08,840 - INFO - Evaluation: Curr mae: 86.6522; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 132.9722; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2113; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:19:08,840 - INFO - Epoch: 0564 / 1300 lr: 2.180e-05 2025-05-15 12:19:22,312 - INFO - Training: cls_zice: 120.50032163921155; reg_zipnll: 245.10470621209396; aux_mae_loss_1: 203.36189149555406; aux_mae_loss_2: 26.877805408678558; aux_mae_loss_4: 3.940534735980787; cnt_loss: 21.31139252060338; 2025-05-15 12:19:22,312 - INFO - Evaluation: Curr mae: 87.4448; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 131.9188; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2201; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:19:22,313 - INFO - Epoch: 0565 / 1300 lr: 2.140e-05 2025-05-15 12:19:35,644 - INFO - Training: cls_zice: 109.97251450388055; reg_zipnll: 268.3506662469161; aux_mae_loss_1: 197.78171900699013; aux_mae_loss_2: 25.909758316843135; aux_mae_loss_4: 3.8725417915143465; cnt_loss: 23.22474644058629; 2025-05-15 12:19:35,645 - INFO - Evaluation: Curr mae: 84.3737; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 129.4903; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2092; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:19:35,645 - INFO - Epoch: 0566 / 1300 lr: 2.101e-05 2025-05-15 12:19:49,129 - INFO - Training: cls_zice: 117.88611733286004; reg_zipnll: 256.72543174342104; aux_mae_loss_1: 202.94505350213302; aux_mae_loss_2: 26.850846892909; aux_mae_loss_4: 3.9888761043548584; cnt_loss: 23.93866313131232; 2025-05-15 12:19:49,130 - INFO - Evaluation: Curr mae: 89.8146; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 130.4073; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2425; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:19:49,130 - INFO - Epoch: 0567 / 1300 lr: 2.062e-05 2025-05-15 12:20:02,554 - INFO - Training: cls_zice: 115.22885919872083; reg_zipnll: 264.1133604551616; aux_mae_loss_1: 198.14361190795898; aux_mae_loss_2: 26.18381545418187; aux_mae_loss_4: 3.8911107778549194; cnt_loss: 22.1628357485721; 2025-05-15 12:20:02,555 - INFO - Evaluation: Curr mae: 89.9733; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 134.9416; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2319; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:20:02,555 - INFO - Epoch: 0568 / 1300 lr: 2.024e-05 2025-05-15 12:20:16,044 - INFO - Training: cls_zice: 112.59705287531803; reg_zipnll: 264.3331988485236; aux_mae_loss_1: 195.88726726331208; aux_mae_loss_2: 25.690030675185355; aux_mae_loss_4: 3.805017822667172; cnt_loss: 20.054286680723493; 2025-05-15 12:20:16,045 - INFO - Evaluation: Curr mae: 84.3283; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 126.7572; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2118; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:20:16,045 - INFO - Epoch: 0569 / 1300 lr: 1.985e-05 2025-05-15 12:20:29,712 - INFO - Training: cls_zice: 112.98344049955669; reg_zipnll: 262.66936994853774; aux_mae_loss_1: 195.5557134527909; aux_mae_loss_2: 25.94848622773823; aux_mae_loss_4: 3.8559732374392057; cnt_loss: 24.51485990223132; 2025-05-15 12:20:29,713 - INFO - Evaluation: Curr mae: 91.9718; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 129.3731; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2489; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:20:29,713 - INFO - Epoch: 0570 / 1300 lr: 1.947e-05 2025-05-15 12:20:43,255 - INFO - Training: cls_zice: 111.05610169862446; reg_zipnll: 264.09466592889083; aux_mae_loss_1: 196.2728385925293; aux_mae_loss_2: 25.978859098334063; aux_mae_loss_4: 3.9212673086869088; cnt_loss: 23.711967643938568; 2025-05-15 12:20:43,256 - INFO - Evaluation: Curr mae: 87.5576; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 129.5833; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2239; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:20:43,256 - INFO - Epoch: 0571 / 1300 lr: 1.910e-05 2025-05-15 12:20:56,823 - INFO - Training: cls_zice: 117.04697347942151; reg_zipnll: 261.9980237860429; aux_mae_loss_1: 202.21311870374177; aux_mae_loss_2: 26.358628373397025; aux_mae_loss_4: 3.890544759599786; cnt_loss: 22.739335938503867; 2025-05-15 12:20:56,823 - INFO - Evaluation: Curr mae: 89.9663; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 132.2448; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2369; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:20:56,823 - INFO - Epoch: 0572 / 1300 lr: 1.872e-05 2025-05-15 12:21:10,298 - INFO - Training: cls_zice: 115.08320078096892; reg_zipnll: 256.1916873329564; aux_mae_loss_1: 196.26649374710885; aux_mae_loss_2: 25.82387796201204; aux_mae_loss_4: 3.834848579607512; cnt_loss: 22.176286797774466; 2025-05-15 12:21:10,299 - INFO - Evaluation: Curr mae: 86.1679; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 128.1889; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2273; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:21:10,299 - INFO - Epoch: 0573 / 1300 lr: 1.835e-05 2025-05-15 12:21:23,697 - INFO - Training: cls_zice: 114.48078707644814; reg_zipnll: 259.1172651993601; aux_mae_loss_1: 198.41451825593649; aux_mae_loss_2: 26.195697282489977; aux_mae_loss_4: 3.8868935986569055; cnt_loss: 22.32707398816159; 2025-05-15 12:21:23,698 - INFO - Evaluation: Curr mae: 83.1304; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 126.3161; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2129; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:21:23,698 - INFO - Epoch: 0574 / 1300 lr: 1.798e-05 2025-05-15 12:21:37,242 - INFO - Training: cls_zice: 115.43407219334652; reg_zipnll: 244.50128615529914; aux_mae_loss_1: 197.4437544973273; aux_mae_loss_2: 25.946602871543483; aux_mae_loss_4: 3.8070765357268486; cnt_loss: 20.893570774479915; 2025-05-15 12:21:37,243 - INFO - Evaluation: Curr mae: 80.6628; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 122.8058; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2030; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:21:37,243 - INFO - Epoch: 0575 / 1300 lr: 1.762e-05 2025-05-15 12:21:50,670 - INFO - Training: cls_zice: 122.62377989919563; reg_zipnll: 269.96428700497273; aux_mae_loss_1: 200.74010166368987; aux_mae_loss_2: 26.51006211732563; aux_mae_loss_4: 3.9322315579966496; cnt_loss: 21.32335376739502; 2025-05-15 12:21:50,671 - INFO - Evaluation: Curr mae: 88.2851; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 139.0848; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2206; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:21:50,671 - INFO - Epoch: 0576 / 1300 lr: 1.726e-05 2025-05-15 12:22:04,258 - INFO - Training: cls_zice: 109.86836905228465; reg_zipnll: 254.27227722971062; aux_mae_loss_1: 195.54451611167505; aux_mae_loss_2: 25.76752677716707; aux_mae_loss_4: 3.7509472307405973; cnt_loss: 21.358931415959407; 2025-05-15 12:22:04,259 - INFO - Evaluation: Curr mae: 87.7996; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 134.3610; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2230; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:22:04,259 - INFO - Epoch: 0577 / 1300 lr: 1.690e-05 2025-05-15 12:22:17,686 - INFO - Training: cls_zice: 119.18979062532124; reg_zipnll: 269.16837371023075; aux_mae_loss_1: 201.07072830200195; aux_mae_loss_2: 26.306831058702972; aux_mae_loss_4: 3.863641519295542; cnt_loss: 20.35607469709296; 2025-05-15 12:22:17,687 - INFO - Evaluation: Curr mae: 90.2613; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 137.5031; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2294; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:22:17,687 - INFO - Epoch: 0578 / 1300 lr: 1.654e-05 2025-05-15 12:22:31,048 - INFO - Training: cls_zice: 115.89325814498098; reg_zipnll: 261.3647798237048; aux_mae_loss_1: 196.88075256347656; aux_mae_loss_2: 25.929938215958444; aux_mae_loss_4: 3.8534374989961324; cnt_loss: 21.498795685015228; 2025-05-15 12:22:31,048 - INFO - Evaluation: Curr mae: 84.5869; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 130.5601; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2127; Best nae: 0.1848; 0.1854; 0.1923; 0.1947; 0.1948; 2025-05-15 12:22:31,048 - INFO - Epoch: 0579 / 1300 lr: 1.619e-05 2025-05-15 12:22:44,569 - INFO - Training: cls_zice: 114.36866810447292; reg_zipnll: 254.40407783106753; aux_mae_loss_1: 198.99629050806948; aux_mae_loss_2: 26.109461332622327; aux_mae_loss_4: 3.845488604746367; cnt_loss: 19.233454415672703; 2025-05-15 12:22:44,585 - INFO - Evaluation: Curr mae: 78.2527; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 123.1386; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.1881; Best nae: 0.1848; 0.1854; 0.1881; 0.1923; 0.1947; 2025-05-15 12:22:44,585 - INFO - Epoch: 0580 / 1300 lr: 1.584e-05 2025-05-15 12:22:58,034 - INFO - Training: cls_zice: 120.36815573039807; reg_zipnll: 271.9121890820955; aux_mae_loss_1: 206.55314796849302; aux_mae_loss_2: 26.94820539574874; aux_mae_loss_4: 4.0118166961167985; cnt_loss: 22.62715580588893; 2025-05-15 12:22:58,035 - INFO - Evaluation: Curr mae: 82.1266; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 125.5328; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2074; Best nae: 0.1848; 0.1854; 0.1881; 0.1923; 0.1947; 2025-05-15 12:22:58,035 - INFO - Epoch: 0581 / 1300 lr: 1.550e-05 2025-05-15 12:23:11,504 - INFO - Training: cls_zice: 113.28655323229339; reg_zipnll: 260.37366204512745; aux_mae_loss_1: 196.59524134585732; aux_mae_loss_2: 25.905860725202057; aux_mae_loss_4: 3.7638641533098722; cnt_loss: 22.50495817786769; 2025-05-15 12:23:11,505 - INFO - Evaluation: Curr mae: 82.6303; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 125.9452; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2062; Best nae: 0.1848; 0.1854; 0.1881; 0.1923; 0.1947; 2025-05-15 12:23:11,505 - INFO - Epoch: 0582 / 1300 lr: 1.516e-05 2025-05-15 12:23:25,024 - INFO - Training: cls_zice: 109.96190846593757; reg_zipnll: 264.9382270009894; aux_mae_loss_1: 196.27974178916529; aux_mae_loss_2: 25.706491570723685; aux_mae_loss_4: 3.8412470629340723; cnt_loss: 22.939831169028032; 2025-05-15 12:23:25,025 - INFO - Evaluation: Curr mae: 92.3613; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 135.9475; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2353; Best nae: 0.1848; 0.1854; 0.1881; 0.1923; 0.1947; 2025-05-15 12:23:25,025 - INFO - Epoch: 0583 / 1300 lr: 1.482e-05 2025-05-15 12:23:38,521 - INFO - Training: cls_zice: 110.51013607727855; reg_zipnll: 254.92096168116518; aux_mae_loss_1: 197.62703744988693; aux_mae_loss_2: 25.953859931544255; aux_mae_loss_4: 3.791501333839015; cnt_loss: 21.65031139474166; 2025-05-15 12:23:38,522 - INFO - Evaluation: Curr mae: 83.6509; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 128.0135; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2087; Best nae: 0.1848; 0.1854; 0.1881; 0.1923; 0.1947; 2025-05-15 12:23:38,522 - INFO - Epoch: 0584 / 1300 lr: 1.448e-05 2025-05-15 12:23:52,216 - INFO - Training: cls_zice: 112.00503831160695; reg_zipnll: 267.5678506148489; aux_mae_loss_1: 198.63859277022513; aux_mae_loss_2: 25.887679551777087; aux_mae_loss_4: 3.8190784266120508; cnt_loss: 22.00027157130994; 2025-05-15 12:23:52,217 - INFO - Evaluation: Curr mae: 89.6990; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 136.9283; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2248; Best nae: 0.1848; 0.1854; 0.1881; 0.1923; 0.1947; 2025-05-15 12:23:52,218 - INFO - Epoch: 0585 / 1300 lr: 1.415e-05 2025-05-15 12:24:05,767 - INFO - Training: cls_zice: 108.95110195561459; reg_zipnll: 252.63728834453383; aux_mae_loss_1: 195.29440327694542; aux_mae_loss_2: 25.6768032124168; aux_mae_loss_4: 3.7429668526900444; cnt_loss: 20.79766125428049; 2025-05-15 12:24:05,768 - INFO - Evaluation: Curr mae: 84.8749; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 129.2709; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2163; Best nae: 0.1848; 0.1854; 0.1881; 0.1923; 0.1947; 2025-05-15 12:24:05,768 - INFO - Epoch: 0586 / 1300 lr: 1.382e-05 2025-05-15 12:24:19,361 - INFO - Training: cls_zice: 121.66348999424984; reg_zipnll: 248.13319105851022; aux_mae_loss_1: 199.25905950445878; aux_mae_loss_2: 26.231688750417607; aux_mae_loss_4: 3.8223765084618018; cnt_loss: 21.28745897192704; 2025-05-15 12:24:19,362 - INFO - Evaluation: Curr mae: 87.2528; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 130.6452; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2208; Best nae: 0.1848; 0.1854; 0.1881; 0.1923; 0.1947; 2025-05-15 12:24:19,362 - INFO - Epoch: 0587 / 1300 lr: 1.350e-05 2025-05-15 12:24:32,810 - INFO - Training: cls_zice: 116.83510087665759; reg_zipnll: 261.58282069156047; aux_mae_loss_1: 201.42459387528268; aux_mae_loss_2: 26.242483640971937; aux_mae_loss_4: 3.8766991527456987; cnt_loss: 22.857897030679805; 2025-05-15 12:24:32,810 - INFO - Evaluation: Curr mae: 88.3086; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 135.5843; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2161; Best nae: 0.1848; 0.1854; 0.1881; 0.1923; 0.1947; 2025-05-15 12:24:32,811 - INFO - Epoch: 0588 / 1300 lr: 1.318e-05 2025-05-15 12:24:46,778 - INFO - Training: cls_zice: 115.54861420079281; reg_zipnll: 263.9362793972618; aux_mae_loss_1: 198.0994903162906; aux_mae_loss_2: 26.00484175431101; aux_mae_loss_4: 3.821824400048507; cnt_loss: 21.547361875835218; 2025-05-15 12:24:46,779 - INFO - Evaluation: Curr mae: 85.5394; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 128.2154; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2131; Best nae: 0.1848; 0.1854; 0.1881; 0.1923; 0.1947; 2025-05-15 12:24:46,779 - INFO - Epoch: 0589 / 1300 lr: 1.286e-05 2025-05-15 12:25:00,278 - INFO - Training: cls_zice: 113.44336288853695; reg_zipnll: 252.18194238763107; aux_mae_loss_1: 197.16304598356547; aux_mae_loss_2: 25.90103766792699; aux_mae_loss_4: 3.7800657309983907; cnt_loss: 20.605050312845332; 2025-05-15 12:25:00,279 - INFO - Evaluation: Curr mae: 83.9418; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 125.6183; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2139; Best nae: 0.1848; 0.1854; 0.1881; 0.1923; 0.1947; 2025-05-15 12:25:00,279 - INFO - Epoch: 0590 / 1300 lr: 1.255e-05 2025-05-15 12:25:13,743 - INFO - Training: cls_zice: 117.38964231390702; reg_zipnll: 266.9265164827046; aux_mae_loss_1: 199.6212824771279; aux_mae_loss_2: 26.071889977706107; aux_mae_loss_4: 3.7724213349191764; cnt_loss: 20.73347166964882; 2025-05-15 12:25:13,744 - INFO - Evaluation: Curr mae: 88.5870; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 129.7812; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2242; Best nae: 0.1848; 0.1854; 0.1881; 0.1923; 0.1947; 2025-05-15 12:25:13,744 - INFO - Epoch: 0591 / 1300 lr: 1.224e-05 2025-05-15 12:25:27,350 - INFO - Training: cls_zice: 117.26941901759098; reg_zipnll: 257.7775848790219; aux_mae_loss_1: 201.6174157795153; aux_mae_loss_2: 26.598742986980238; aux_mae_loss_4: 3.8859110568699085; cnt_loss: 21.071029550150822; 2025-05-15 12:25:27,350 - INFO - Evaluation: Curr mae: 91.6888; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 134.6920; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2293; Best nae: 0.1848; 0.1854; 0.1881; 0.1923; 0.1947; 2025-05-15 12:25:27,351 - INFO - Epoch: 0592 / 1300 lr: 1.193e-05 2025-05-15 12:25:40,794 - INFO - Training: cls_zice: 115.726124663102; reg_zipnll: 259.48119394402755; aux_mae_loss_1: 196.97010742990594; aux_mae_loss_2: 25.97563332005551; aux_mae_loss_4: 3.8347871617267004; cnt_loss: 20.81000952971609; 2025-05-15 12:25:40,795 - INFO - Evaluation: Curr mae: 91.8293; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 134.0509; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2325; Best nae: 0.1848; 0.1854; 0.1881; 0.1923; 0.1947; 2025-05-15 12:25:40,795 - INFO - Epoch: 0593 / 1300 lr: 1.163e-05 2025-05-15 12:25:54,198 - INFO - Training: cls_zice: 106.46299206583123; reg_zipnll: 253.17257148341128; aux_mae_loss_1: 193.65100318507143; aux_mae_loss_2: 25.48479275954397; aux_mae_loss_4: 3.8204974438014783; cnt_loss: 22.572403067036678; 2025-05-15 12:25:54,213 - INFO - Evaluation: Curr mae: 78.6762; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 122.4390; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.1908; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:25:54,213 - INFO - Epoch: 0594 / 1300 lr: 1.133e-05 2025-05-15 12:26:07,634 - INFO - Training: cls_zice: 115.65636082699424; reg_zipnll: 272.0261571783769; aux_mae_loss_1: 198.47654021413703; aux_mae_loss_2: 25.789700257150752; aux_mae_loss_4: 3.810164294744793; cnt_loss: 20.24952411024194; 2025-05-15 12:26:07,634 - INFO - Evaluation: Curr mae: 88.6692; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 130.6104; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2244; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:26:07,635 - INFO - Epoch: 0595 / 1300 lr: 1.103e-05 2025-05-15 12:26:21,213 - INFO - Training: cls_zice: 108.40314237694992; reg_zipnll: 259.04746105796414; aux_mae_loss_1: 195.1842225727282; aux_mae_loss_2: 25.59448834469444; aux_mae_loss_4: 3.7215992212295532; cnt_loss: 17.57486747440539; 2025-05-15 12:26:21,214 - INFO - Evaluation: Curr mae: 82.3187; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 125.7294; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2012; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:26:21,214 - INFO - Epoch: 0596 / 1300 lr: 1.074e-05 2025-05-15 12:26:34,746 - INFO - Training: cls_zice: 117.26487824791356; reg_zipnll: 274.40794051320927; aux_mae_loss_1: 199.42362614681846; aux_mae_loss_2: 26.14963842693128; aux_mae_loss_4: 3.8070559878098336; cnt_loss: 19.758315864362213; 2025-05-15 12:26:34,746 - INFO - Evaluation: Curr mae: 85.4002; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 129.9792; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2095; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:26:34,747 - INFO - Epoch: 0597 / 1300 lr: 1.045e-05 2025-05-15 12:26:48,194 - INFO - Training: cls_zice: 115.5783758665386; reg_zipnll: 251.21315544529966; aux_mae_loss_1: 198.09946722733346; aux_mae_loss_2: 25.90046410811575; aux_mae_loss_4: 3.7654621036429154; cnt_loss: 19.127818082508288; 2025-05-15 12:26:48,195 - INFO - Evaluation: Curr mae: 87.6592; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 131.4942; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2240; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:26:48,195 - INFO - Epoch: 0598 / 1300 lr: 1.017e-05 2025-05-15 12:27:01,642 - INFO - Training: cls_zice: 114.16469985560367; reg_zipnll: 246.97638863011412; aux_mae_loss_1: 198.6896245856034; aux_mae_loss_2: 26.208195284793252; aux_mae_loss_4: 3.859505665929694; cnt_loss: 21.848491392637555; 2025-05-15 12:27:01,643 - INFO - Evaluation: Curr mae: 90.0695; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 134.8813; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2251; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:27:01,643 - INFO - Epoch: 0599 / 1300 lr: 9.890e-06 2025-05-15 12:27:15,015 - INFO - Training: cls_zice: 116.42547983872264; reg_zipnll: 270.5598252948962; aux_mae_loss_1: 196.866168574283; aux_mae_loss_2: 25.636453979893734; aux_mae_loss_4: 3.7406503715013204; cnt_loss: 18.330633514805843; 2025-05-15 12:27:15,015 - INFO - Evaluation: Curr mae: 85.2153; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 127.1484; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2145; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:27:15,015 - INFO - Epoch: 0600 / 1300 lr: 9.614e-06 2025-05-15 12:27:28,642 - INFO - Training: cls_zice: 113.02389001846313; reg_zipnll: 270.61827107479695; aux_mae_loss_1: 197.12003165797182; aux_mae_loss_2: 25.777203509682103; aux_mae_loss_4: 3.7788204393888774; cnt_loss: 20.80025936427869; 2025-05-15 12:27:28,643 - INFO - Evaluation: Curr mae: 85.4943; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 133.2533; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2048; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:27:28,707 - INFO - Epoch: 0601 / 1300 lr: 9.342e-06 2025-05-15 12:27:42,327 - INFO - Training: cls_zice: 112.00173006559673; reg_zipnll: 245.86855406510202; aux_mae_loss_1: 190.20053241127417; aux_mae_loss_2: 24.939280058208265; aux_mae_loss_4: 3.645725435332248; cnt_loss: 19.712868740684108; 2025-05-15 12:27:42,328 - INFO - Evaluation: Curr mae: 86.7550; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 129.4128; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2167; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:27:42,328 - INFO - Epoch: 0602 / 1300 lr: 9.074e-06 2025-05-15 12:27:55,700 - INFO - Training: cls_zice: 109.23650380184776; reg_zipnll: 249.40870365343596; aux_mae_loss_1: 192.53872118498148; aux_mae_loss_2: 25.262843132019043; aux_mae_loss_4: 3.702558812342192; cnt_loss: 18.722011139518337; 2025-05-15 12:27:55,701 - INFO - Evaluation: Curr mae: 84.4411; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 128.3314; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2118; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:27:55,701 - INFO - Epoch: 0603 / 1300 lr: 8.810e-06 2025-05-15 12:28:09,238 - INFO - Training: cls_zice: 112.34450008994655; reg_zipnll: 269.33295219822935; aux_mae_loss_1: 197.85661637155633; aux_mae_loss_2: 26.07119419700221; aux_mae_loss_4: 3.726883442778336; cnt_loss: 16.932215577677677; 2025-05-15 12:28:09,239 - INFO - Evaluation: Curr mae: 84.6419; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 129.1902; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2112; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:28:09,239 - INFO - Epoch: 0604 / 1300 lr: 8.550e-06 2025-05-15 12:28:22,609 - INFO - Training: cls_zice: 110.43211645829051; reg_zipnll: 244.433106773778; aux_mae_loss_1: 193.28808834678247; aux_mae_loss_2: 25.318144948858965; aux_mae_loss_4: 3.7571224036969637; cnt_loss: 22.64180554841694; 2025-05-15 12:28:22,609 - INFO - Evaluation: Curr mae: 88.1216; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 132.8619; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2260; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:28:22,609 - INFO - Epoch: 0605 / 1300 lr: 8.294e-06 2025-05-15 12:28:36,039 - INFO - Training: cls_zice: 112.53427635995965; reg_zipnll: 260.6655791433234; aux_mae_loss_1: 199.28585815429688; aux_mae_loss_2: 25.88875012648733; aux_mae_loss_4: 3.745729509152864; cnt_loss: 19.868413322850277; 2025-05-15 12:28:36,039 - INFO - Evaluation: Curr mae: 84.8945; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 126.6785; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2116; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:28:36,040 - INFO - Epoch: 0606 / 1300 lr: 8.042e-06 2025-05-15 12:28:49,385 - INFO - Training: cls_zice: 112.3808812593159; reg_zipnll: 260.88101939151164; aux_mae_loss_1: 193.50972386410362; aux_mae_loss_2: 24.919256662067614; aux_mae_loss_4: 3.5865143663004826; cnt_loss: 20.461178076894658; 2025-05-15 12:28:49,386 - INFO - Evaluation: Curr mae: 80.8192; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 122.2779; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2032; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:28:49,386 - INFO - Epoch: 0607 / 1300 lr: 7.795e-06 2025-05-15 12:29:02,787 - INFO - Training: cls_zice: 117.32857734278629; reg_zipnll: 270.7808865998921; aux_mae_loss_1: 197.3110108626516; aux_mae_loss_2: 25.62616172589754; aux_mae_loss_4: 3.6998891391252218; cnt_loss: 17.969448967983848; 2025-05-15 12:29:02,788 - INFO - Evaluation: Curr mae: 84.6764; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 127.5543; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2113; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:29:02,788 - INFO - Epoch: 0608 / 1300 lr: 7.551e-06 2025-05-15 12:29:16,338 - INFO - Training: cls_zice: 113.1601196088289; reg_zipnll: 268.66706165514495; aux_mae_loss_1: 196.0228251407021; aux_mae_loss_2: 25.524355110369232; aux_mae_loss_4: 3.6750302628466955; cnt_loss: 17.262681873221148; 2025-05-15 12:29:16,339 - INFO - Evaluation: Curr mae: 80.1880; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 124.9146; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.1971; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:29:16,339 - INFO - Epoch: 0609 / 1300 lr: 7.311e-06 2025-05-15 12:29:29,937 - INFO - Training: cls_zice: 121.78367062618858; reg_zipnll: 255.069764388235; aux_mae_loss_1: 202.55499066804586; aux_mae_loss_2: 26.496654159144352; aux_mae_loss_4: 3.9079020964471916; cnt_loss: 21.063753102955065; 2025-05-15 12:29:29,937 - INFO - Evaluation: Curr mae: 87.0935; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 130.3907; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2185; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:29:29,938 - INFO - Epoch: 0610 / 1300 lr: 7.076e-06 2025-05-15 12:29:43,344 - INFO - Training: cls_zice: 109.63560887386924; reg_zipnll: 264.7039620248895; aux_mae_loss_1: 195.75718729119552; aux_mae_loss_2: 25.287586714092054; aux_mae_loss_4: 3.7039316516173515; cnt_loss: 19.495609107770417; 2025-05-15 12:29:43,345 - INFO - Evaluation: Curr mae: 87.3810; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 130.5904; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2188; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:29:43,345 - INFO - Epoch: 0611 / 1300 lr: 6.845e-06 2025-05-15 12:29:56,800 - INFO - Training: cls_zice: 114.97882009807385; reg_zipnll: 259.29838933442767; aux_mae_loss_1: 195.8409054404811; aux_mae_loss_2: 25.462175570036237; aux_mae_loss_4: 3.674912358585157; cnt_loss: 17.990796691492985; 2025-05-15 12:29:56,800 - INFO - Evaluation: Curr mae: 81.6453; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 125.7690; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.1955; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:29:56,800 - INFO - Epoch: 0612 / 1300 lr: 6.618e-06 2025-05-15 12:30:10,347 - INFO - Training: cls_zice: 119.74212897451301; reg_zipnll: 261.0594022650468; aux_mae_loss_1: 201.36755551789938; aux_mae_loss_2: 26.154896133824398; aux_mae_loss_4: 3.823269574265731; cnt_loss: 20.1875040405675; 2025-05-15 12:30:10,348 - INFO - Evaluation: Curr mae: 82.7394; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 123.9739; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2103; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:30:10,348 - INFO - Epoch: 0613 / 1300 lr: 6.395e-06 2025-05-15 12:30:23,830 - INFO - Training: cls_zice: 113.96576218856008; reg_zipnll: 251.09298886750875; aux_mae_loss_1: 193.7976740786904; aux_mae_loss_2: 25.550597190856934; aux_mae_loss_4: 3.7010373755505213; cnt_loss: 19.811658244383963; 2025-05-15 12:30:23,831 - INFO - Evaluation: Curr mae: 82.8952; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 125.0108; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2069; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:30:23,831 - INFO - Epoch: 0614 / 1300 lr: 6.177e-06 2025-05-15 12:30:37,169 - INFO - Training: cls_zice: 105.88273846475701; reg_zipnll: 253.64324067768297; aux_mae_loss_1: 190.2737169767681; aux_mae_loss_2: 24.769164085388184; aux_mae_loss_4: 3.5454170076470626; cnt_loss: 19.169321562114515; 2025-05-15 12:30:37,169 - INFO - Evaluation: Curr mae: 79.9543; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 123.1248; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.1931; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:30:37,170 - INFO - Epoch: 0615 / 1300 lr: 5.962e-06 2025-05-15 12:30:50,722 - INFO - Training: cls_zice: 108.96806656686883; reg_zipnll: 253.9263008519223; aux_mae_loss_1: 194.77744232980828; aux_mae_loss_2: 25.299620728743704; aux_mae_loss_4: 3.6549868520937467; cnt_loss: 17.513833748666865; 2025-05-15 12:30:50,722 - INFO - Evaluation: Curr mae: 84.6092; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 126.9076; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2165; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:30:50,723 - INFO - Epoch: 0616 / 1300 lr: 5.753e-06 2025-05-15 12:31:04,172 - INFO - Training: cls_zice: 108.23139547046863; reg_zipnll: 246.04381741975484; aux_mae_loss_1: 194.10532620078638; aux_mae_loss_2: 25.50488697855096; aux_mae_loss_4: 3.6744549650894966; cnt_loss: 19.39885307613172; 2025-05-15 12:31:04,173 - INFO - Evaluation: Curr mae: 91.1914; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 133.6072; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2366; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:31:04,173 - INFO - Epoch: 0617 / 1300 lr: 5.547e-06 2025-05-15 12:31:17,789 - INFO - Training: cls_zice: 120.72021163137336; reg_zipnll: 258.607444160863; aux_mae_loss_1: 203.7511114823191; aux_mae_loss_2: 26.721440666600277; aux_mae_loss_4: 3.9226854474920976; cnt_loss: 21.145021777403983; 2025-05-15 12:31:17,789 - INFO - Evaluation: Curr mae: 88.8132; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 131.9195; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2230; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:31:17,790 - INFO - Epoch: 0618 / 1300 lr: 5.346e-06 2025-05-15 12:31:31,284 - INFO - Training: cls_zice: 118.89620851215564; reg_zipnll: 270.16099447953076; aux_mae_loss_1: 199.379284908897; aux_mae_loss_2: 26.015929975007708; aux_mae_loss_4: 3.7864837395517448; cnt_loss: 18.45007243909334; 2025-05-15 12:31:31,285 - INFO - Evaluation: Curr mae: 84.8390; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 130.9343; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2051; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:31:31,285 - INFO - Epoch: 0619 / 1300 lr: 5.149e-06 2025-05-15 12:31:44,782 - INFO - Training: cls_zice: 115.18801187214099; reg_zipnll: 264.3275684557463; aux_mae_loss_1: 196.61618684467516; aux_mae_loss_2: 25.683412752653425; aux_mae_loss_4: 3.6934827754372046; cnt_loss: 20.09379109583403; 2025-05-15 12:31:44,783 - INFO - Evaluation: Curr mae: 81.3689; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 125.2127; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.1992; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:31:44,783 - INFO - Epoch: 0620 / 1300 lr: 4.956e-06 2025-05-15 12:31:58,161 - INFO - Training: cls_zice: 119.9866808841103; reg_zipnll: 246.73040550633482; aux_mae_loss_1: 198.71160647743628; aux_mae_loss_2: 26.152876904136257; aux_mae_loss_4: 3.8242722812451815; cnt_loss: 19.174002245852822; 2025-05-15 12:31:58,161 - INFO - Evaluation: Curr mae: 83.9602; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 126.0583; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2085; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:31:58,161 - INFO - Epoch: 0621 / 1300 lr: 4.768e-06 2025-05-15 12:32:11,696 - INFO - Training: cls_zice: 111.10914310656096; reg_zipnll: 273.9354904576352; aux_mae_loss_1: 196.2012764780145; aux_mae_loss_2: 25.65656687083997; aux_mae_loss_4: 3.7319226013986686; cnt_loss: 18.29151519976164; 2025-05-15 12:32:11,697 - INFO - Evaluation: Curr mae: 84.6771; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 127.2576; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2157; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:32:11,697 - INFO - Epoch: 0622 / 1300 lr: 4.584e-06 2025-05-15 12:32:24,891 - INFO - Training: cls_zice: 106.29216726202714; reg_zipnll: 243.60486030578613; aux_mae_loss_1: 189.32690108449836; aux_mae_loss_2: 24.871428740651982; aux_mae_loss_4: 3.6150956279353093; cnt_loss: 18.543098537545454; 2025-05-15 12:32:24,891 - INFO - Evaluation: Curr mae: 83.3983; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 125.9111; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2109; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:32:24,892 - INFO - Epoch: 0623 / 1300 lr: 4.405e-06 2025-05-15 12:32:38,370 - INFO - Training: cls_zice: 109.44812157279567; reg_zipnll: 273.4085289804559; aux_mae_loss_1: 194.49919369346216; aux_mae_loss_2: 25.26804000452945; aux_mae_loss_4: 3.6215790635661076; cnt_loss: 19.28384640342311; 2025-05-15 12:32:38,371 - INFO - Evaluation: Curr mae: 87.6774; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 132.4240; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2195; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:32:38,371 - INFO - Epoch: 0624 / 1300 lr: 4.230e-06 2025-05-15 12:32:51,725 - INFO - Training: cls_zice: 118.67755126953125; reg_zipnll: 253.01503472579154; aux_mae_loss_1: 197.2609584206029; aux_mae_loss_2: 25.66941507239091; aux_mae_loss_4: 3.774897016977009; cnt_loss: 19.512138843536377; 2025-05-15 12:32:51,726 - INFO - Evaluation: Curr mae: 87.3268; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 130.5155; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2234; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:32:51,726 - INFO - Epoch: 0625 / 1300 lr: 4.060e-06 2025-05-15 12:33:05,203 - INFO - Training: cls_zice: 108.80899509630706; reg_zipnll: 267.90040287218596; aux_mae_loss_1: 193.33723208778784; aux_mae_loss_2: 25.21102403339587; aux_mae_loss_4: 3.6287291865599784; cnt_loss: 16.974247656370466; 2025-05-15 12:33:05,204 - INFO - Evaluation: Curr mae: 86.3134; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 128.7382; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2165; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:33:05,204 - INFO - Epoch: 0626 / 1300 lr: 3.894e-06 2025-05-15 12:33:18,796 - INFO - Training: cls_zice: 116.1531141682675; reg_zipnll: 258.78205289338763; aux_mae_loss_1: 198.79257402921976; aux_mae_loss_2: 26.139632174843236; aux_mae_loss_4: 3.826927768556695; cnt_loss: 19.437655474010267; 2025-05-15 12:33:18,797 - INFO - Evaluation: Curr mae: 86.5022; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 128.3894; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2225; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:33:18,797 - INFO - Epoch: 0627 / 1300 lr: 3.732e-06 2025-05-15 12:33:32,082 - INFO - Training: cls_zice: 120.11025820280376; reg_zipnll: 268.72724513003703; aux_mae_loss_1: 201.7517388996325; aux_mae_loss_2: 26.347484086689196; aux_mae_loss_4: 3.7858853277407194; cnt_loss: 19.412388776478014; 2025-05-15 12:33:32,083 - INFO - Evaluation: Curr mae: 84.5719; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 128.5004; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2106; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:33:32,083 - INFO - Epoch: 0628 / 1300 lr: 3.575e-06 2025-05-15 12:33:45,742 - INFO - Training: cls_zice: 111.87154815071507; reg_zipnll: 261.45336693211607; aux_mae_loss_1: 195.4389792994449; aux_mae_loss_2: 25.613005688315944; aux_mae_loss_4: 3.7468277906116687; cnt_loss: 18.923665121981973; 2025-05-15 12:33:45,743 - INFO - Evaluation: Curr mae: 90.9215; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 133.5023; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2266; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:33:45,743 - INFO - Epoch: 0629 / 1300 lr: 3.423e-06 2025-05-15 12:33:59,095 - INFO - Training: cls_zice: 115.12003356532047; reg_zipnll: 254.50465071828742; aux_mae_loss_1: 199.37487552040503; aux_mae_loss_2: 25.794402172690944; aux_mae_loss_4: 3.7230384161597803; cnt_loss: 18.459145508314435; 2025-05-15 12:33:59,096 - INFO - Evaluation: Curr mae: 85.0394; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 127.6917; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2142; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:33:59,096 - INFO - Epoch: 0630 / 1300 lr: 3.275e-06 2025-05-15 12:34:12,510 - INFO - Training: cls_zice: 107.0269590177034; reg_zipnll: 250.50884568063836; aux_mae_loss_1: 191.69345634861997; aux_mae_loss_2: 25.188324451446533; aux_mae_loss_4: 3.663699419874894; cnt_loss: 18.293888832393446; 2025-05-15 12:34:12,511 - INFO - Evaluation: Curr mae: 85.9552; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 128.9325; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2155; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:34:12,511 - INFO - Epoch: 0631 / 1300 lr: 3.131e-06 2025-05-15 12:34:26,033 - INFO - Training: cls_zice: 114.1591605136269; reg_zipnll: 259.513472707648; aux_mae_loss_1: 196.60603452983656; aux_mae_loss_2: 25.533713692112972; aux_mae_loss_4: 3.701302076640882; cnt_loss: 18.876553284494502; 2025-05-15 12:34:26,034 - INFO - Evaluation: Curr mae: 86.7685; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 129.3261; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2177; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:34:26,034 - INFO - Epoch: 0632 / 1300 lr: 2.993e-06 2025-05-15 12:34:39,544 - INFO - Training: cls_zice: 110.49833342903538; reg_zipnll: 250.3308215894197; aux_mae_loss_1: 193.9968157316509; aux_mae_loss_2: 25.436475302043714; aux_mae_loss_4: 3.7292060726567318; cnt_loss: 19.883204058596963; 2025-05-15 12:34:39,545 - INFO - Evaluation: Curr mae: 84.6632; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 127.1508; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2100; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:34:39,545 - INFO - Epoch: 0633 / 1300 lr: 2.858e-06 2025-05-15 12:34:53,184 - INFO - Training: cls_zice: 116.97622286645989; reg_zipnll: 250.59000336496453; aux_mae_loss_1: 197.7814118234735; aux_mae_loss_2: 26.109709137364437; aux_mae_loss_4: 3.8058805151989588; cnt_loss: 20.1726555071379; 2025-05-15 12:34:53,184 - INFO - Evaluation: Curr mae: 86.9825; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 129.1155; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2201; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:34:53,185 - INFO - Epoch: 0634 / 1300 lr: 2.729e-06 2025-05-15 12:35:06,863 - INFO - Training: cls_zice: 106.4768193897448; reg_zipnll: 271.42156380101255; aux_mae_loss_1: 196.48992036518297; aux_mae_loss_2: 25.41583758906314; aux_mae_loss_4: 3.7142401933670044; cnt_loss: 19.43630566095051; 2025-05-15 12:35:06,864 - INFO - Evaluation: Curr mae: 86.9104; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 129.6960; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2172; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:35:06,864 - INFO - Epoch: 0635 / 1300 lr: 2.604e-06 2025-05-15 12:35:20,227 - INFO - Training: cls_zice: 109.48070887515419; reg_zipnll: 269.54401437859786; aux_mae_loss_1: 193.5160584700735; aux_mae_loss_2: 25.219248294830322; aux_mae_loss_4: 3.6389326735546716; cnt_loss: 17.769594769728812; 2025-05-15 12:35:20,228 - INFO - Evaluation: Curr mae: 88.8611; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 130.2642; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2240; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:35:20,228 - INFO - Epoch: 0636 / 1300 lr: 2.483e-06 2025-05-15 12:35:33,764 - INFO - Training: cls_zice: 114.06393081263492; reg_zipnll: 250.46929720828408; aux_mae_loss_1: 193.0408945585552; aux_mae_loss_2: 25.50349742487857; aux_mae_loss_4: 3.6968138217926025; cnt_loss: 17.42110094271208; 2025-05-15 12:35:33,765 - INFO - Evaluation: Curr mae: 86.9904; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 130.0682; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2189; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:35:33,765 - INFO - Epoch: 0637 / 1300 lr: 2.368e-06 2025-05-15 12:35:47,123 - INFO - Training: cls_zice: 113.99461364746094; reg_zipnll: 252.31444649947318; aux_mae_loss_1: 198.55828817267167; aux_mae_loss_2: 26.0690211747822; aux_mae_loss_4: 3.786015560752467; cnt_loss: 18.119170728482697; 2025-05-15 12:35:47,123 - INFO - Evaluation: Curr mae: 86.7048; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 129.2091; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2184; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:35:47,124 - INFO - Epoch: 0638 / 1300 lr: 2.257e-06 2025-05-15 12:36:00,681 - INFO - Training: cls_zice: 114.32428947247956; reg_zipnll: 250.05481519197164; aux_mae_loss_1: 194.72517194245992; aux_mae_loss_2: 25.579261629205; aux_mae_loss_4: 3.7339475029393245; cnt_loss: 17.4961223351328; 2025-05-15 12:36:00,682 - INFO - Evaluation: Curr mae: 88.5594; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 131.1118; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2213; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:36:00,682 - INFO - Epoch: 0639 / 1300 lr: 2.150e-06 2025-05-15 12:36:14,112 - INFO - Training: cls_zice: 118.01124346883674; reg_zipnll: 256.1865573682283; aux_mae_loss_1: 199.3726409109015; aux_mae_loss_2: 26.157548703645404; aux_mae_loss_4: 3.8776410002457466; cnt_loss: 20.960821164281743; 2025-05-15 12:36:14,113 - INFO - Evaluation: Curr mae: 89.3229; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 132.3895; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2252; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:36:14,113 - INFO - Epoch: 0640 / 1300 lr: 2.048e-06 2025-05-15 12:36:27,701 - INFO - Training: cls_zice: 115.62808317887156; reg_zipnll: 264.9072026704487; aux_mae_loss_1: 196.61981040553042; aux_mae_loss_2: 25.65317856638055; aux_mae_loss_4: 3.722536507405733; cnt_loss: 16.830758032045868; 2025-05-15 12:36:27,701 - INFO - Evaluation: Curr mae: 88.2785; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 132.6584; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2214; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:36:27,702 - INFO - Epoch: 0641 / 1300 lr: 1.951e-06 2025-05-15 12:36:41,133 - INFO - Training: cls_zice: 113.01037457114772; reg_zipnll: 249.95617715935958; aux_mae_loss_1: 200.3218893753855; aux_mae_loss_2: 26.391366406490928; aux_mae_loss_4: 3.826761716290524; cnt_loss: 19.106340709485504; 2025-05-15 12:36:41,133 - INFO - Evaluation: Curr mae: 87.6235; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 131.9311; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2171; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:36:41,134 - INFO - Epoch: 0642 / 1300 lr: 1.859e-06 2025-05-15 12:36:54,932 - INFO - Training: cls_zice: 113.87064938796193; reg_zipnll: 264.0868911743164; aux_mae_loss_1: 195.50215008384302; aux_mae_loss_2: 25.382203754625824; aux_mae_loss_4: 3.696886514362536; cnt_loss: 19.063366714276764; 2025-05-15 12:36:54,933 - INFO - Evaluation: Curr mae: 83.7649; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 128.1545; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2031; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:36:54,933 - INFO - Epoch: 0643 / 1300 lr: 1.771e-06 2025-05-15 12:37:08,461 - INFO - Training: cls_zice: 113.79263928062038; reg_zipnll: 276.2162577980443; aux_mae_loss_1: 197.2554951717979; aux_mae_loss_2: 25.677986747340153; aux_mae_loss_4: 3.644611038659748; cnt_loss: 19.767013110612567; 2025-05-15 12:37:08,462 - INFO - Evaluation: Curr mae: 83.6794; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 128.3245; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2031; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:37:08,462 - INFO - Epoch: 0644 / 1300 lr: 1.688e-06 2025-05-15 12:37:21,922 - INFO - Training: cls_zice: 115.80738484232049; reg_zipnll: 260.08013273540297; aux_mae_loss_1: 198.02323953728927; aux_mae_loss_2: 25.83276653289795; aux_mae_loss_4: 3.7431910602669967; cnt_loss: 19.489109666723955; 2025-05-15 12:37:21,923 - INFO - Evaluation: Curr mae: 89.2097; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 132.4801; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2236; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:37:21,923 - INFO - Epoch: 0645 / 1300 lr: 1.609e-06 2025-05-15 12:37:35,541 - INFO - Training: cls_zice: 109.01409139131245; reg_zipnll: 267.2293889899003; aux_mae_loss_1: 196.1539091812937; aux_mae_loss_2: 25.671516619230573; aux_mae_loss_4: 3.750598110650715; cnt_loss: 18.39975518929331; 2025-05-15 12:37:35,542 - INFO - Evaluation: Curr mae: 87.7415; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 131.8524; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2193; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:37:35,542 - INFO - Epoch: 0646 / 1300 lr: 1.536e-06 2025-05-15 12:37:48,835 - INFO - Training: cls_zice: 110.61358230992367; reg_zipnll: 270.7714506450452; aux_mae_loss_1: 194.53768860666375; aux_mae_loss_2: 25.430685294301885; aux_mae_loss_4: 3.630904279257122; cnt_loss: 19.13756937729685; 2025-05-15 12:37:48,835 - INFO - Evaluation: Curr mae: 88.8480; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 132.8257; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2216; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:37:48,835 - INFO - Epoch: 0647 / 1300 lr: 1.467e-06 2025-05-15 12:38:02,405 - INFO - Training: cls_zice: 114.22164786489387; reg_zipnll: 239.4165862234015; aux_mae_loss_1: 196.85981308786492; aux_mae_loss_2: 26.140675419255306; aux_mae_loss_4: 3.864468085138421; cnt_loss: 20.906009071751644; 2025-05-15 12:38:02,406 - INFO - Evaluation: Curr mae: 84.4507; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 127.9920; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2099; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:38:02,406 - INFO - Epoch: 0648 / 1300 lr: 1.403e-06 2025-05-15 12:38:15,902 - INFO - Training: cls_zice: 108.89062896527741; reg_zipnll: 241.88435865703383; aux_mae_loss_1: 192.8605224207828; aux_mae_loss_2: 25.463773827803763; aux_mae_loss_4: 3.7361855350042643; cnt_loss: 20.19676349037572; 2025-05-15 12:38:15,903 - INFO - Evaluation: Curr mae: 86.6247; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 129.2855; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2200; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:38:15,903 - INFO - Epoch: 0649 / 1300 lr: 1.343e-06 2025-05-15 12:38:29,477 - INFO - Training: cls_zice: 115.61028570877879; reg_zipnll: 244.93377524928042; aux_mae_loss_1: 195.67632976331208; aux_mae_loss_2: 25.50999204736007; aux_mae_loss_4: 3.6976785848015234; cnt_loss: 17.75850568319622; 2025-05-15 12:38:29,478 - INFO - Evaluation: Curr mae: 88.9678; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 132.6815; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2253; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:38:29,478 - INFO - Epoch: 0650 / 1300 lr: 1.288e-06 2025-05-15 12:38:42,791 - INFO - Training: cls_zice: 119.01844722346256; reg_zipnll: 256.4722217760588; aux_mae_loss_1: 198.35087665758635; aux_mae_loss_2: 25.856408570942126; aux_mae_loss_4: 3.7989815348073055; cnt_loss: 19.170825280641253; 2025-05-15 12:38:42,792 - INFO - Evaluation: Curr mae: 86.6600; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 130.6764; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2167; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:38:42,850 - INFO - Epoch: 0651 / 1300 lr: 1.238e-06 2025-05-15 12:38:56,345 - INFO - Training: cls_zice: 110.50488532216926; reg_zipnll: 263.2793277941252; aux_mae_loss_1: 193.39569192183646; aux_mae_loss_2: 25.25737140053197; aux_mae_loss_4: 3.6447299342406425; cnt_loss: 19.576137291757686; 2025-05-15 12:38:56,345 - INFO - Evaluation: Curr mae: 87.5768; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 132.1976; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2157; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:38:56,345 - INFO - Epoch: 0652 / 1300 lr: 1.193e-06 2025-05-15 12:39:10,308 - INFO - Training: cls_zice: 117.74626004068475; reg_zipnll: 261.34491769891036; aux_mae_loss_1: 204.19903925845497; aux_mae_loss_2: 26.67835491581967; aux_mae_loss_4: 3.907035833910892; cnt_loss: 20.091044576544512; 2025-05-15 12:39:10,309 - INFO - Evaluation: Curr mae: 86.4909; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 130.3316; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2163; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:39:10,309 - INFO - Epoch: 0653 / 1300 lr: 1.153e-06 2025-05-15 12:39:23,798 - INFO - Training: cls_zice: 111.66322276466771; reg_zipnll: 261.8909201371042; aux_mae_loss_1: 194.11390525416323; aux_mae_loss_2: 25.26958197041562; aux_mae_loss_4: 3.6764621922844336; cnt_loss: 18.15054470614383; 2025-05-15 12:39:23,798 - INFO - Evaluation: Curr mae: 87.5447; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 131.1846; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2205; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:39:23,799 - INFO - Epoch: 0654 / 1300 lr: 1.117e-06 2025-05-15 12:39:37,437 - INFO - Training: cls_zice: 113.67057243146394; reg_zipnll: 259.37701084739285; aux_mae_loss_1: 195.50608323749742; aux_mae_loss_2: 25.582012327093828; aux_mae_loss_4: 3.714838429501182; cnt_loss: 17.2083767087836; 2025-05-15 12:39:37,438 - INFO - Evaluation: Curr mae: 83.8470; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 126.6545; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2103; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:39:37,438 - INFO - Epoch: 0655 / 1300 lr: 1.086e-06 2025-05-15 12:39:50,843 - INFO - Training: cls_zice: 109.86011279256721; reg_zipnll: 261.9503069425884; aux_mae_loss_1: 193.23939192922492; aux_mae_loss_2: 25.08479821054559; aux_mae_loss_4: 3.573836772065414; cnt_loss: 17.44988310964484; 2025-05-15 12:39:50,844 - INFO - Evaluation: Curr mae: 85.9814; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 128.2003; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2163; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:39:50,844 - INFO - Epoch: 0656 / 1300 lr: 1.060e-06 2025-05-15 12:40:04,181 - INFO - Training: cls_zice: 114.2168520375302; reg_zipnll: 249.34909740247224; aux_mae_loss_1: 195.2517443205181; aux_mae_loss_2: 25.577276104374935; aux_mae_loss_4: 3.674949702463652; cnt_loss: 17.370579393286455; 2025-05-15 12:40:04,182 - INFO - Evaluation: Curr mae: 89.3219; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 131.6711; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2297; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:40:04,182 - INFO - Epoch: 0657 / 1300 lr: 1.038e-06 2025-05-15 12:40:17,520 - INFO - Training: cls_zice: 113.39861985256798; reg_zipnll: 262.67068160207646; aux_mae_loss_1: 194.0851496646279; aux_mae_loss_2: 25.476070102892425; aux_mae_loss_4: 3.6498998340807463; cnt_loss: 17.781351378089504; 2025-05-15 12:40:17,521 - INFO - Evaluation: Curr mae: 85.8779; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 129.3975; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2144; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:40:17,521 - INFO - Epoch: 0658 / 1300 lr: 1.021e-06 2025-05-15 12:40:30,911 - INFO - Training: cls_zice: 111.90139680159719; reg_zipnll: 264.02178372834857; aux_mae_loss_1: 193.8902826811138; aux_mae_loss_2: 25.36062837901868; aux_mae_loss_4: 3.680726490522686; cnt_loss: 20.735742945420114; 2025-05-15 12:40:30,912 - INFO - Evaluation: Curr mae: 89.2019; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 133.1721; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2251; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:40:30,912 - INFO - Epoch: 0659 / 1300 lr: 1.010e-06 2025-05-15 12:40:44,294 - INFO - Training: cls_zice: 111.18359324806615; reg_zipnll: 253.85913095976176; aux_mae_loss_1: 190.44782136615953; aux_mae_loss_2: 24.927432010048314; aux_mae_loss_4: 3.5888972658860054; cnt_loss: 18.738463979018363; 2025-05-15 12:40:44,295 - INFO - Evaluation: Curr mae: 83.7220; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 127.6016; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2062; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:40:44,295 - INFO - Epoch: 0660 / 1300 lr: 1.002e-06 2025-05-15 12:40:57,678 - INFO - Training: cls_zice: 125.50078442222194; reg_zipnll: 251.61864591899672; aux_mae_loss_1: 201.96755258660568; aux_mae_loss_2: 26.487498383773; aux_mae_loss_4: 3.863215735084132; cnt_loss: 19.06086698331331; 2025-05-15 12:40:57,679 - INFO - Evaluation: Curr mae: 86.0001; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 130.7897; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2119; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:40:57,679 - INFO - Epoch: 0661 / 1300 lr: 1.000e-04 2025-05-15 12:41:11,166 - INFO - Training: cls_zice: 112.6285044017591; reg_zipnll: 277.9394436886436; aux_mae_loss_1: 200.62265938206724; aux_mae_loss_2: 27.555377508464613; aux_mae_loss_4: 4.344239234924316; cnt_loss: 34.420351254312614; 2025-05-15 12:41:11,167 - INFO - Evaluation: Curr mae: 104.5779; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 150.6876; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.3041; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:41:11,167 - INFO - Epoch: 0662 / 1300 lr: 1.000e-04 2025-05-15 12:41:24,574 - INFO - Training: cls_zice: 119.49980439637837; reg_zipnll: 278.72810825548675; aux_mae_loss_1: 209.4186887239155; aux_mae_loss_2: 28.680257144727204; aux_mae_loss_4: 4.589581307611968; cnt_loss: 35.99504229896947; 2025-05-15 12:41:24,575 - INFO - Evaluation: Curr mae: 78.9158; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 123.0839; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2197; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:41:24,575 - INFO - Epoch: 0663 / 1300 lr: 1.000e-04 2025-05-15 12:41:38,001 - INFO - Training: cls_zice: 118.32532290408486; reg_zipnll: 251.71263343409487; aux_mae_loss_1: 206.44913884213096; aux_mae_loss_2: 28.148518562316895; aux_mae_loss_4: 4.409062793380336; cnt_loss: 33.48231466192948; 2025-05-15 12:41:38,002 - INFO - Evaluation: Curr mae: 92.6725; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 131.3774; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2304; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:41:38,002 - INFO - Epoch: 0664 / 1300 lr: 9.999e-05 2025-05-15 12:41:51,325 - INFO - Training: cls_zice: 116.7970912331029; reg_zipnll: 263.86608565481083; aux_mae_loss_1: 203.43013361880654; aux_mae_loss_2: 28.368003845214844; aux_mae_loss_4: 4.568052630675466; cnt_loss: 36.82188355295282; 2025-05-15 12:41:51,325 - INFO - Evaluation: Curr mae: 102.0450; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 139.7988; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.3060; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:41:51,325 - INFO - Epoch: 0665 / 1300 lr: 9.999e-05 2025-05-15 12:42:04,706 - INFO - Training: cls_zice: 115.35453214143452; reg_zipnll: 265.9559954593056; aux_mae_loss_1: 204.59566899349815; aux_mae_loss_2: 28.237981695877878; aux_mae_loss_4: 4.487185220969351; cnt_loss: 35.98106401845028; 2025-05-15 12:42:04,707 - INFO - Evaluation: Curr mae: 92.9757; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 132.3614; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2610; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:42:04,707 - INFO - Epoch: 0666 / 1300 lr: 9.999e-05 2025-05-15 12:42:18,458 - INFO - Training: cls_zice: 118.69894916132877; reg_zipnll: 264.97371121456746; aux_mae_loss_1: 204.33796129728617; aux_mae_loss_2: 28.214271846570465; aux_mae_loss_4: 4.470235554795516; cnt_loss: 34.701718054319684; 2025-05-15 12:42:18,459 - INFO - Evaluation: Curr mae: 103.8122; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 149.5510; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2894; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:42:18,459 - INFO - Epoch: 0667 / 1300 lr: 9.998e-05 2025-05-15 12:42:31,791 - INFO - Training: cls_zice: 119.23953718888133; reg_zipnll: 261.699766861765; aux_mae_loss_1: 201.8020447178891; aux_mae_loss_2: 27.903379189340694; aux_mae_loss_4: 4.483298019358986; cnt_loss: 32.54825485380072; 2025-05-15 12:42:31,792 - INFO - Evaluation: Curr mae: 82.6029; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 125.6341; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2321; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:42:31,792 - INFO - Epoch: 0668 / 1300 lr: 9.997e-05 2025-05-15 12:42:45,100 - INFO - Training: cls_zice: 112.45291609513133; reg_zipnll: 274.81829633210833; aux_mae_loss_1: 204.7445082413523; aux_mae_loss_2: 29.11610698699951; aux_mae_loss_4: 4.820422153723867; cnt_loss: 42.74392672588951; 2025-05-15 12:42:45,100 - INFO - Evaluation: Curr mae: 93.2824; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 138.9813; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2751; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:42:45,101 - INFO - Epoch: 0669 / 1300 lr: 9.996e-05 2025-05-15 12:42:58,639 - INFO - Training: cls_zice: 125.05844422390587; reg_zipnll: 269.0690514413934; aux_mae_loss_1: 213.6028615048057; aux_mae_loss_2: 30.530223244114925; aux_mae_loss_4: 5.14956249688801; cnt_loss: 45.13040600324932; 2025-05-15 12:42:58,640 - INFO - Evaluation: Curr mae: 111.2101; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 165.3551; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.3126; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:42:58,640 - INFO - Epoch: 0670 / 1300 lr: 9.995e-05 2025-05-15 12:43:12,202 - INFO - Training: cls_zice: 116.45530871341103; reg_zipnll: 261.4168584723222; aux_mae_loss_1: 207.11150319952714; aux_mae_loss_2: 28.470522529200505; aux_mae_loss_4: 4.5273815016997485; cnt_loss: 32.438887997677455; 2025-05-15 12:43:12,202 - INFO - Evaluation: Curr mae: 99.8893; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 149.3110; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2766; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:43:12,202 - INFO - Epoch: 0671 / 1300 lr: 9.994e-05 2025-05-15 12:43:25,559 - INFO - Training: cls_zice: 107.37397595455772; reg_zipnll: 279.8758440519634; aux_mae_loss_1: 196.3881880107679; aux_mae_loss_2: 27.278739025718288; aux_mae_loss_4: 4.411305709889061; cnt_loss: 34.30988023155614; 2025-05-15 12:43:25,560 - INFO - Evaluation: Curr mae: 105.2937; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 152.7919; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.3159; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:43:25,560 - INFO - Epoch: 0672 / 1300 lr: 9.993e-05 2025-05-15 12:43:38,950 - INFO - Training: cls_zice: 109.56058160882247; reg_zipnll: 268.8728964956183; aux_mae_loss_1: 199.52703857421875; aux_mae_loss_2: 27.85312210886102; aux_mae_loss_4: 4.479947391309236; cnt_loss: 35.6897668838501; 2025-05-15 12:43:38,951 - INFO - Evaluation: Curr mae: 102.4518; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 143.8061; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2888; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:43:38,951 - INFO - Epoch: 0673 / 1300 lr: 9.991e-05 2025-05-15 12:43:52,488 - INFO - Training: cls_zice: 122.25810402318051; reg_zipnll: 260.0354790938528; aux_mae_loss_1: 208.60878512733862; aux_mae_loss_2: 29.073458470796282; aux_mae_loss_4: 4.651901125907898; cnt_loss: 34.13265791692232; 2025-05-15 12:43:52,489 - INFO - Evaluation: Curr mae: 86.4248; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 133.0538; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2167; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:43:52,489 - INFO - Epoch: 0674 / 1300 lr: 9.990e-05 2025-05-15 12:44:06,219 - INFO - Training: cls_zice: 122.23818874359131; reg_zipnll: 258.08731209604366; aux_mae_loss_1: 208.21117882979544; aux_mae_loss_2: 29.222290239836042; aux_mae_loss_4: 4.744401335716248; cnt_loss: 39.086935771139046; 2025-05-15 12:44:06,219 - INFO - Evaluation: Curr mae: 84.1181; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 129.4965; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2275; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:44:06,220 - INFO - Epoch: 0675 / 1300 lr: 9.988e-05 2025-05-15 12:44:19,667 - INFO - Training: cls_zice: 125.24821221201043; reg_zipnll: 278.3163466202585; aux_mae_loss_1: 207.48307960911802; aux_mae_loss_2: 28.812585027594317; aux_mae_loss_4: 4.593724445292824; cnt_loss: 38.02558630391171; 2025-05-15 12:44:19,668 - INFO - Evaluation: Curr mae: 94.6689; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 145.7991; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2904; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:44:19,668 - INFO - Epoch: 0676 / 1300 lr: 9.987e-05 2025-05-15 12:44:33,304 - INFO - Training: cls_zice: 117.59346811394943; reg_zipnll: 272.7938662077251; aux_mae_loss_1: 204.9411785728053; aux_mae_loss_2: 28.13657569885254; aux_mae_loss_4: 4.445698160874216; cnt_loss: 33.40953116667898; 2025-05-15 12:44:33,304 - INFO - Evaluation: Curr mae: 88.5275; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 136.7206; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2598; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:44:33,305 - INFO - Epoch: 0677 / 1300 lr: 9.985e-05 2025-05-15 12:44:46,808 - INFO - Training: cls_zice: 112.50923317357113; reg_zipnll: 256.4515629818565; aux_mae_loss_1: 202.2983836123818; aux_mae_loss_2: 28.004443971734297; aux_mae_loss_4: 4.4818179858358285; cnt_loss: 36.202759742736816; 2025-05-15 12:44:46,809 - INFO - Evaluation: Curr mae: 90.8409; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 130.7165; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2604; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:44:46,809 - INFO - Epoch: 0678 / 1300 lr: 9.983e-05 2025-05-15 12:45:00,251 - INFO - Training: cls_zice: 110.32916500693874; reg_zipnll: 276.6251734683388; aux_mae_loss_1: 199.8902264645225; aux_mae_loss_2: 27.22534822162829; aux_mae_loss_4: 4.246830563796194; cnt_loss: 30.105799035022134; 2025-05-15 12:45:00,251 - INFO - Evaluation: Curr mae: 91.6211; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 132.2956; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2731; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:45:00,251 - INFO - Epoch: 0679 / 1300 lr: 9.981e-05 2025-05-15 12:45:13,724 - INFO - Training: cls_zice: 118.88249327007092; reg_zipnll: 263.16011167827406; aux_mae_loss_1: 203.47989333303352; aux_mae_loss_2: 28.51953631953189; aux_mae_loss_4: 4.582683230701246; cnt_loss: 37.420874645835475; 2025-05-15 12:45:13,725 - INFO - Evaluation: Curr mae: 85.5015; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 134.7886; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2097; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:45:13,725 - INFO - Epoch: 0680 / 1300 lr: 9.978e-05 2025-05-15 12:45:27,126 - INFO - Training: cls_zice: 115.92414313868473; reg_zipnll: 248.8583436263235; aux_mae_loss_1: 202.80214410079154; aux_mae_loss_2: 28.311892057719984; aux_mae_loss_4: 4.652150047452826; cnt_loss: 40.07113848234478; 2025-05-15 12:45:27,127 - INFO - Evaluation: Curr mae: 96.8721; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 139.0630; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2228; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:45:27,127 - INFO - Epoch: 0681 / 1300 lr: 9.976e-05 2025-05-15 12:45:40,704 - INFO - Training: cls_zice: 118.873584948088; reg_zipnll: 268.35977333470396; aux_mae_loss_1: 205.52001390959086; aux_mae_loss_2: 27.962840833162005; aux_mae_loss_4: 4.394748380309657; cnt_loss: 34.02480323691117; 2025-05-15 12:45:40,705 - INFO - Evaluation: Curr mae: 97.5278; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 141.9675; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2811; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:45:40,705 - INFO - Epoch: 0682 / 1300 lr: 9.974e-05 2025-05-15 12:45:54,411 - INFO - Training: cls_zice: 113.25301719966687; reg_zipnll: 267.4649176346628; aux_mae_loss_1: 199.09738841809724; aux_mae_loss_2: 27.13070919639186; aux_mae_loss_4: 4.260019892140439; cnt_loss: 30.27418031190571; 2025-05-15 12:45:54,411 - INFO - Evaluation: Curr mae: 109.0413; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 158.8544; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.3225; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:45:54,412 - INFO - Epoch: 0683 / 1300 lr: 9.971e-05 2025-05-15 12:46:07,949 - INFO - Training: cls_zice: 109.19449941735519; reg_zipnll: 265.9417328081633; aux_mae_loss_1: 198.86591660348992; aux_mae_loss_2: 26.846207668906764; aux_mae_loss_4: 4.1570141315460205; cnt_loss: 29.71652422453228; 2025-05-15 12:46:07,950 - INFO - Evaluation: Curr mae: 90.7571; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 134.2762; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2617; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:46:07,950 - INFO - Epoch: 0684 / 1300 lr: 9.968e-05 2025-05-15 12:46:21,561 - INFO - Training: cls_zice: 117.51548390639455; reg_zipnll: 271.7453896371942; aux_mae_loss_1: 204.2459612394634; aux_mae_loss_2: 27.918942100123356; aux_mae_loss_4: 4.37153444792095; cnt_loss: 30.227315425872803; 2025-05-15 12:46:21,562 - INFO - Evaluation: Curr mae: 109.9311; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 152.8257; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2891; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:46:21,562 - INFO - Epoch: 0685 / 1300 lr: 9.966e-05 2025-05-15 12:46:35,244 - INFO - Training: cls_zice: 117.82852353547749; reg_zipnll: 274.1769565783049; aux_mae_loss_1: 204.5861446982936; aux_mae_loss_2: 27.735223970915143; aux_mae_loss_4: 4.351801006417525; cnt_loss: 30.996723576595908; 2025-05-15 12:46:35,245 - INFO - Evaluation: Curr mae: 100.7755; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 156.6649; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2575; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:46:35,245 - INFO - Epoch: 0686 / 1300 lr: 9.963e-05 2025-05-15 12:46:48,668 - INFO - Training: cls_zice: 125.14461928919742; reg_zipnll: 248.74511738827354; aux_mae_loss_1: 208.37170289692125; aux_mae_loss_2: 28.79162718120374; aux_mae_loss_4: 4.6027545803471615; cnt_loss: 35.36348179767006; 2025-05-15 12:46:48,668 - INFO - Evaluation: Curr mae: 100.5233; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 148.6313; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2961; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:46:48,669 - INFO - Epoch: 0687 / 1300 lr: 9.960e-05 2025-05-15 12:47:02,226 - INFO - Training: cls_zice: 112.8753470370644; reg_zipnll: 268.8874308937474; aux_mae_loss_1: 197.0604476928711; aux_mae_loss_2: 27.26435540851794; aux_mae_loss_4: 4.33237025612279; cnt_loss: 32.231465791401114; 2025-05-15 12:47:02,227 - INFO - Evaluation: Curr mae: 93.0051; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 136.5085; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2778; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:47:02,227 - INFO - Epoch: 0688 / 1300 lr: 9.957e-05 2025-05-15 12:47:15,881 - INFO - Training: cls_zice: 119.49868382905659; reg_zipnll: 265.2277205617804; aux_mae_loss_1: 201.94402975785104; aux_mae_loss_2: 27.508212993019505; aux_mae_loss_4: 4.212860483872263; cnt_loss: 30.221878955238743; 2025-05-15 12:47:15,882 - INFO - Evaluation: Curr mae: 91.0756; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 137.4771; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2356; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:47:15,883 - INFO - Epoch: 0689 / 1300 lr: 9.953e-05 2025-05-15 12:47:29,265 - INFO - Training: cls_zice: 110.76689602199353; reg_zipnll: 263.285499974301; aux_mae_loss_1: 195.03366129021896; aux_mae_loss_2: 26.855822312204463; aux_mae_loss_4: 4.306140259692543; cnt_loss: 34.16918330443533; 2025-05-15 12:47:29,265 - INFO - Evaluation: Curr mae: 98.6379; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 152.2224; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2738; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:47:29,266 - INFO - Epoch: 0690 / 1300 lr: 9.950e-05 2025-05-15 12:47:42,670 - INFO - Training: cls_zice: 115.786133465014; reg_zipnll: 269.89661708631013; aux_mae_loss_1: 199.76275454069437; aux_mae_loss_2: 27.913680980080052; aux_mae_loss_4: 4.5047243017899365; cnt_loss: 35.71521026209781; 2025-05-15 12:47:42,670 - INFO - Evaluation: Curr mae: 99.5649; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 147.6879; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2604; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:47:42,671 - INFO - Epoch: 0691 / 1300 lr: 9.946e-05 2025-05-15 12:47:56,122 - INFO - Training: cls_zice: 121.34812475505628; reg_zipnll: 262.3410130550987; aux_mae_loss_1: 205.0171251798931; aux_mae_loss_2: 28.30804413243344; aux_mae_loss_4: 4.54182703871476; cnt_loss: 35.659619883487096; 2025-05-15 12:47:56,122 - INFO - Evaluation: Curr mae: 81.5220; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 134.7276; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2043; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:47:56,123 - INFO - Epoch: 0692 / 1300 lr: 9.943e-05 2025-05-15 12:48:09,567 - INFO - Training: cls_zice: 115.27208739832828; reg_zipnll: 260.5002897162187; aux_mae_loss_1: 203.88266633686266; aux_mae_loss_2: 28.260345760144684; aux_mae_loss_4: 4.56983482837677; cnt_loss: 37.385495236045436; 2025-05-15 12:48:09,568 - INFO - Evaluation: Curr mae: 83.2236; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 126.0816; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2244; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:48:09,568 - INFO - Epoch: 0693 / 1300 lr: 9.939e-05 2025-05-15 12:48:23,274 - INFO - Training: cls_zice: 119.581307561774; reg_zipnll: 275.9811254802503; aux_mae_loss_1: 208.24263763427734; aux_mae_loss_2: 28.766800127531354; aux_mae_loss_4: 4.581976884289792; cnt_loss: 38.22173856434069; 2025-05-15 12:48:23,293 - INFO - Evaluation: Curr mae: 80.0183; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 128.8349; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.1923; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:48:23,293 - INFO - Epoch: 0694 / 1300 lr: 9.935e-05 2025-05-15 12:48:36,727 - INFO - Training: cls_zice: 118.25366381595009; reg_zipnll: 260.2512241162752; aux_mae_loss_1: 203.87547161704614; aux_mae_loss_2: 27.99696279826917; aux_mae_loss_4: 4.430428592782271; cnt_loss: 30.728833926351445; 2025-05-15 12:48:36,728 - INFO - Evaluation: Curr mae: 93.4109; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 146.3019; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2920; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:48:36,728 - INFO - Epoch: 0695 / 1300 lr: 9.931e-05 2025-05-15 12:48:50,473 - INFO - Training: cls_zice: 112.02245752434982; reg_zipnll: 259.8640793248227; aux_mae_loss_1: 196.80603750128495; aux_mae_loss_2: 27.34910151832982; aux_mae_loss_4: 4.4085464916731185; cnt_loss: 36.02811840960854; 2025-05-15 12:48:50,474 - INFO - Evaluation: Curr mae: 99.4214; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 144.1640; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2780; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:48:50,474 - INFO - Epoch: 0696 / 1300 lr: 9.927e-05 2025-05-15 12:49:03,838 - INFO - Training: cls_zice: 111.412850530524; reg_zipnll: 263.0636245325992; aux_mae_loss_1: 199.31762855931333; aux_mae_loss_2: 27.707947931791608; aux_mae_loss_4: 4.440731330921776; cnt_loss: 35.793172334369864; 2025-05-15 12:49:03,839 - INFO - Evaluation: Curr mae: 77.1910; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 127.2056; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.1979; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:49:03,839 - INFO - Epoch: 0697 / 1300 lr: 9.923e-05 2025-05-15 12:49:17,348 - INFO - Training: cls_zice: 115.12638144744069; reg_zipnll: 258.8490554408023; aux_mae_loss_1: 202.8358084026136; aux_mae_loss_2: 28.099485849079333; aux_mae_loss_4: 4.547988333200154; cnt_loss: 40.690326866350674; 2025-05-15 12:49:17,349 - INFO - Evaluation: Curr mae: 82.3571; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 122.2304; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.1995; Best nae: 0.1848; 0.1854; 0.1881; 0.1908; 0.1923; 2025-05-15 12:49:17,349 - INFO - Epoch: 0698 / 1300 lr: 9.919e-05 2025-05-15 12:49:30,670 - INFO - Training: cls_zice: 119.31723087712338; reg_zipnll: 250.77999074835526; aux_mae_loss_1: 206.19875375848068; aux_mae_loss_2: 29.26141477885999; aux_mae_loss_4: 4.90804808390768; cnt_loss: 43.26705382999621; 2025-05-15 12:49:30,686 - INFO - Evaluation: Curr mae: 79.9949; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 137.4376; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.1753; Best nae: 0.1753; 0.1848; 0.1854; 0.1881; 0.1908; 2025-05-15 12:49:30,686 - INFO - Epoch: 0699 / 1300 lr: 9.914e-05 2025-05-15 12:49:44,338 - INFO - Training: cls_zice: 112.90739275279797; reg_zipnll: 277.0440699928685; aux_mae_loss_1: 201.52825004176088; aux_mae_loss_2: 27.688714679918792; aux_mae_loss_4: 4.357230086075632; cnt_loss: 33.09631746693661; 2025-05-15 12:49:44,339 - INFO - Evaluation: Curr mae: 82.2281; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 124.8348; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2142; Best nae: 0.1753; 0.1848; 0.1854; 0.1881; 0.1908; 2025-05-15 12:49:44,339 - INFO - Epoch: 0700 / 1300 lr: 9.910e-05 2025-05-15 12:49:57,868 - INFO - Training: cls_zice: 122.74095731032521; reg_zipnll: 263.02517047681306; aux_mae_loss_1: 204.7958430240029; aux_mae_loss_2: 28.064394197965925; aux_mae_loss_4: 4.41346549987793; cnt_loss: 34.07044624027453; 2025-05-15 12:49:57,868 - INFO - Evaluation: Curr mae: 82.7478; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 138.4236; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.1948; Best nae: 0.1753; 0.1848; 0.1854; 0.1881; 0.1908; 2025-05-15 12:49:57,916 - INFO - Epoch: 0701 / 1300 lr: 9.905e-05 2025-05-15 12:50:11,535 - INFO - Training: cls_zice: 108.12244917217053; reg_zipnll: 268.97768542641086; aux_mae_loss_1: 193.4163175884046; aux_mae_loss_2: 26.281871494493988; aux_mae_loss_4: 4.000524326374657; cnt_loss: 26.785938087262604; 2025-05-15 12:50:11,535 - INFO - Evaluation: Curr mae: 82.2597; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 125.8647; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2190; Best nae: 0.1753; 0.1848; 0.1854; 0.1881; 0.1908; 2025-05-15 12:50:11,535 - INFO - Epoch: 0702 / 1300 lr: 9.900e-05 2025-05-15 12:50:24,798 - INFO - Training: cls_zice: 117.46566802576969; reg_zipnll: 256.5513096859581; aux_mae_loss_1: 202.20173705251594; aux_mae_loss_2: 27.451146125793457; aux_mae_loss_4: 4.22347218739359; cnt_loss: 28.555850054088392; 2025-05-15 12:50:24,799 - INFO - Evaluation: Curr mae: 103.6152; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 145.6264; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.3272; Best nae: 0.1753; 0.1848; 0.1854; 0.1881; 0.1908; 2025-05-15 12:50:24,799 - INFO - Epoch: 0703 / 1300 lr: 9.895e-05 2025-05-15 12:50:38,439 - INFO - Training: cls_zice: 112.5769792857923; reg_zipnll: 277.6776769537675; aux_mae_loss_1: 195.9848646866648; aux_mae_loss_2: 26.711229700791208; aux_mae_loss_4: 4.159664034843445; cnt_loss: 30.23267372030961; 2025-05-15 12:50:38,440 - INFO - Evaluation: Curr mae: 98.4213; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 172.2475; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2966; Best nae: 0.1753; 0.1848; 0.1854; 0.1881; 0.1908; 2025-05-15 12:50:38,441 - INFO - Epoch: 0704 / 1300 lr: 9.890e-05 2025-05-15 12:50:51,938 - INFO - Training: cls_zice: 108.4842451999062; reg_zipnll: 264.9880674261796; aux_mae_loss_1: 195.9078180413497; aux_mae_loss_2: 26.770499731365003; aux_mae_loss_4: 4.2395638792138355; cnt_loss: 30.639894033733167; 2025-05-15 12:50:51,938 - INFO - Evaluation: Curr mae: 86.9258; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 127.4093; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2361; Best nae: 0.1753; 0.1848; 0.1854; 0.1881; 0.1908; 2025-05-15 12:50:51,938 - INFO - Epoch: 0705 / 1300 lr: 9.885e-05 2025-05-15 12:51:05,430 - INFO - Training: cls_zice: 114.48752639168187; reg_zipnll: 274.05029136256167; aux_mae_loss_1: 202.7458435861688; aux_mae_loss_2: 28.35030967310855; aux_mae_loss_4: 4.593040754920558; cnt_loss: 37.86083658117997; 2025-05-15 12:51:05,431 - INFO - Evaluation: Curr mae: 106.1709; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 147.7870; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.3133; Best nae: 0.1753; 0.1848; 0.1854; 0.1881; 0.1908; 2025-05-15 12:51:05,431 - INFO - Epoch: 0706 / 1300 lr: 9.880e-05 2025-05-15 12:51:18,995 - INFO - Training: cls_zice: 119.13862971255654; reg_zipnll: 278.8261379442717; aux_mae_loss_1: 204.94021164743523; aux_mae_loss_2: 27.918068584642914; aux_mae_loss_4: 4.377851730898807; cnt_loss: 34.75489433188187; 2025-05-15 12:51:18,996 - INFO - Evaluation: Curr mae: 99.2446; Best mae: 72.8978; 75.4144; 75.8943; 76.0762; 76.0978; Curr rmse: 141.2520; Best rmse: 109.6013; 114.3436; 114.7433; 115.3919; 117.0017; Curr nae: 0.2719; Best nae: 0.1753; 0.1848; 0.1854; 0.1881; 0.1908; 2025-05-15 12:51:18,997 - INFO - Epoch: 0707 / 1300 lr: 9.874e-05 2025-05-15 12:51:32,713 - INFO - Training: cls_zice: 118.90273867155376; reg_zipnll: 257.6151602895636; aux_mae_loss_1: 201.21613833778784; aux_mae_loss_2: 28.042231559753418; aux_mae_loss_4: 4.474518537521362; cnt_loss: 35.65565114272268; 2025-05-15 12:51:32,761 - INFO - Evaluation: Curr mae: 74.7312; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 115.3846; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.1748; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 12:51:32,761 - INFO - Epoch: 0708 / 1300 lr: 9.869e-05 2025-05-15 12:51:46,348 - INFO - Training: cls_zice: 118.0096704834386; reg_zipnll: 264.2740744540566; aux_mae_loss_1: 204.69600195633737; aux_mae_loss_2: 28.546809598019248; aux_mae_loss_4: 4.713326667484484; cnt_loss: 40.28805203186838; 2025-05-15 12:51:46,348 - INFO - Evaluation: Curr mae: 82.8435; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 125.6710; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2051; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 12:51:46,348 - INFO - Epoch: 0709 / 1300 lr: 9.863e-05 2025-05-15 12:51:59,761 - INFO - Training: cls_zice: 115.04970660962556; reg_zipnll: 275.3849872789885; aux_mae_loss_1: 197.16391854537162; aux_mae_loss_2: 27.665237426757812; aux_mae_loss_4: 4.4097751504496525; cnt_loss: 33.70478542227494; 2025-05-15 12:51:59,762 - INFO - Evaluation: Curr mae: 80.8586; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 129.4975; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2661; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 12:51:59,762 - INFO - Epoch: 0710 / 1300 lr: 9.858e-05 2025-05-15 12:52:13,246 - INFO - Training: cls_zice: 114.1467752456665; reg_zipnll: 280.3476269370631; aux_mae_loss_1: 198.46435386256167; aux_mae_loss_2: 27.245587650098297; aux_mae_loss_4: 4.26493071254931; cnt_loss: 32.46488495876915; 2025-05-15 12:52:13,247 - INFO - Evaluation: Curr mae: 81.4298; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 128.3081; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2305; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 12:52:13,247 - INFO - Epoch: 0711 / 1300 lr: 9.852e-05 2025-05-15 12:52:27,017 - INFO - Training: cls_zice: 111.45288648103413; reg_zipnll: 262.67117570575914; aux_mae_loss_1: 199.79027758146586; aux_mae_loss_2: 27.57728406002647; aux_mae_loss_4: 4.398785145659196; cnt_loss: 36.399442421762565; 2025-05-15 12:52:27,018 - INFO - Evaluation: Curr mae: 79.2697; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 125.9254; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2106; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 12:52:27,018 - INFO - Epoch: 0712 / 1300 lr: 9.846e-05 2025-05-15 12:52:40,954 - INFO - Training: cls_zice: 115.09504594300923; reg_zipnll: 267.65706122548954; aux_mae_loss_1: 201.76044002332185; aux_mae_loss_2: 28.09191904569927; aux_mae_loss_4: 4.537965178489685; cnt_loss: 38.84504815151817; 2025-05-15 12:52:40,954 - INFO - Evaluation: Curr mae: 92.7616; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 135.3310; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2468; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 12:52:40,955 - INFO - Epoch: 0713 / 1300 lr: 9.840e-05 2025-05-15 12:52:54,421 - INFO - Training: cls_zice: 116.3084461312545; reg_zipnll: 258.3999509309468; aux_mae_loss_1: 199.66653643156351; aux_mae_loss_2: 26.915486235367624; aux_mae_loss_4: 4.11502028139014; cnt_loss: 26.972321196606284; 2025-05-15 12:52:54,421 - INFO - Evaluation: Curr mae: 88.5061; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 138.8964; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2371; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 12:52:54,421 - INFO - Epoch: 0714 / 1300 lr: 9.833e-05 2025-05-15 12:53:07,638 - INFO - Training: cls_zice: 117.59184214943333; reg_zipnll: 263.4103032162315; aux_mae_loss_1: 203.7171048616108; aux_mae_loss_2: 27.900391377900775; aux_mae_loss_4: 4.440361129610162; cnt_loss: 34.50376786683735; 2025-05-15 12:53:07,638 - INFO - Evaluation: Curr mae: 93.4345; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 129.4375; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2740; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 12:53:07,639 - INFO - Epoch: 0715 / 1300 lr: 9.827e-05 2025-05-15 12:53:21,249 - INFO - Training: cls_zice: 116.53891051443; reg_zipnll: 249.5038652921978; aux_mae_loss_1: 202.44006307501542; aux_mae_loss_2: 27.900420741031045; aux_mae_loss_4: 4.39330602319617; cnt_loss: 33.41812776264391; 2025-05-15 12:53:21,249 - INFO - Evaluation: Curr mae: 90.9776; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 134.6199; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2573; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 12:53:21,250 - INFO - Epoch: 0716 / 1300 lr: 9.821e-05 2025-05-15 12:53:34,600 - INFO - Training: cls_zice: 121.72105949803402; reg_zipnll: 256.08698694329513; aux_mae_loss_1: 206.23650038869758; aux_mae_loss_2: 28.851956367492676; aux_mae_loss_4: 4.665167714420118; cnt_loss: 36.287311227698076; 2025-05-15 12:53:34,601 - INFO - Evaluation: Curr mae: 91.4763; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 146.8269; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2908; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 12:53:34,601 - INFO - Epoch: 0717 / 1300 lr: 9.814e-05 2025-05-15 12:53:47,965 - INFO - Training: cls_zice: 120.24303938213147; reg_zipnll: 252.50880211278013; aux_mae_loss_1: 202.58283253719932; aux_mae_loss_2: 27.781780067243073; aux_mae_loss_4: 4.414488346953141; cnt_loss: 34.012040389211556; 2025-05-15 12:53:47,965 - INFO - Evaluation: Curr mae: 87.6830; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 141.6501; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2915; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 12:53:47,966 - INFO - Epoch: 0718 / 1300 lr: 9.808e-05 2025-05-15 12:54:01,263 - INFO - Training: cls_zice: 117.33582085057309; reg_zipnll: 280.41485796476667; aux_mae_loss_1: 204.3999163978978; aux_mae_loss_2: 27.914104863217002; aux_mae_loss_4: 4.419200671346564; cnt_loss: 33.84895477796856; 2025-05-15 12:54:01,264 - INFO - Evaluation: Curr mae: 93.0016; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 141.9576; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2386; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 12:54:01,264 - INFO - Epoch: 0719 / 1300 lr: 9.801e-05 2025-05-15 12:54:14,932 - INFO - Training: cls_zice: 115.19388301748978; reg_zipnll: 259.12735748291016; aux_mae_loss_1: 203.26335264507094; aux_mae_loss_2: 27.77688613690828; aux_mae_loss_4: 4.312285674245734; cnt_loss: 31.589472042886836; 2025-05-15 12:54:14,933 - INFO - Evaluation: Curr mae: 91.2088; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 136.0380; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2411; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 12:54:14,933 - INFO - Epoch: 0720 / 1300 lr: 9.794e-05 2025-05-15 12:54:28,716 - INFO - Training: cls_zice: 116.21804488332648; reg_zipnll: 280.0097098099558; aux_mae_loss_1: 199.92050813373766; aux_mae_loss_2: 27.495130187586735; aux_mae_loss_4: 4.26866004341527; cnt_loss: 32.46317710374531; 2025-05-15 12:54:28,716 - INFO - Evaluation: Curr mae: 98.9084; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 153.9852; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2396; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 12:54:28,717 - INFO - Epoch: 0721 / 1300 lr: 9.787e-05 2025-05-15 12:54:42,139 - INFO - Training: cls_zice: 113.58661892539577; reg_zipnll: 264.9454743234735; aux_mae_loss_1: 198.01039384540758; aux_mae_loss_2: 27.097404229013545; aux_mae_loss_4: 4.190779353442945; cnt_loss: 30.872913686852705; 2025-05-15 12:54:42,140 - INFO - Evaluation: Curr mae: 94.6292; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 148.0389; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2596; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 12:54:42,140 - INFO - Epoch: 0722 / 1300 lr: 9.780e-05 2025-05-15 12:54:55,463 - INFO - Training: cls_zice: 115.90361133374665; reg_zipnll: 257.4394814340692; aux_mae_loss_1: 200.15470825998406; aux_mae_loss_2: 27.759711566724274; aux_mae_loss_4: 4.4097696417256405; cnt_loss: 35.092117962084316; 2025-05-15 12:54:55,464 - INFO - Evaluation: Curr mae: 83.2254; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 129.0553; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2160; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 12:54:55,464 - INFO - Epoch: 0723 / 1300 lr: 9.773e-05 2025-05-15 12:55:08,889 - INFO - Training: cls_zice: 117.34895977221038; reg_zipnll: 258.7289041218005; aux_mae_loss_1: 198.42497895893297; aux_mae_loss_2: 27.19670157683523; aux_mae_loss_4: 4.241642073581093; cnt_loss: 31.060342437342594; 2025-05-15 12:55:08,890 - INFO - Evaluation: Curr mae: 97.0716; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 142.1055; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2569; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 12:55:08,890 - INFO - Epoch: 0724 / 1300 lr: 9.765e-05 2025-05-15 12:55:22,386 - INFO - Training: cls_zice: 113.28426225561844; reg_zipnll: 250.53754063656456; aux_mae_loss_1: 198.52494290000513; aux_mae_loss_2: 27.481801083213405; aux_mae_loss_4: 4.413045048713684; cnt_loss: 35.40026022258558; 2025-05-15 12:55:22,387 - INFO - Evaluation: Curr mae: 85.2022; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 131.5475; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2411; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 12:55:22,388 - INFO - Epoch: 0725 / 1300 lr: 9.758e-05 2025-05-15 12:55:36,052 - INFO - Training: cls_zice: 116.63220726816277; reg_zipnll: 258.7789700156764; aux_mae_loss_1: 195.17187761005601; aux_mae_loss_2: 27.126048640200967; aux_mae_loss_4: 4.308182383838453; cnt_loss: 34.07315685874537; 2025-05-15 12:55:36,052 - INFO - Evaluation: Curr mae: 100.2377; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 156.6904; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2765; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 12:55:36,053 - INFO - Epoch: 0726 / 1300 lr: 9.750e-05 2025-05-15 12:55:49,592 - INFO - Training: cls_zice: 116.13988735801296; reg_zipnll: 262.4965595446135; aux_mae_loss_1: 200.69328147486635; aux_mae_loss_2: 27.876070474323473; aux_mae_loss_4: 4.488528082245274; cnt_loss: 35.89971897476598; 2025-05-15 12:55:49,593 - INFO - Evaluation: Curr mae: 93.2114; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 141.8672; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2573; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 12:55:49,593 - INFO - Epoch: 0727 / 1300 lr: 9.742e-05 2025-05-15 12:56:03,217 - INFO - Training: cls_zice: 108.3031076130114; reg_zipnll: 256.24381356490284; aux_mae_loss_1: 194.99003761693052; aux_mae_loss_2: 26.852590460526315; aux_mae_loss_4: 4.150627456213298; cnt_loss: 30.26344188890959; 2025-05-15 12:56:03,218 - INFO - Evaluation: Curr mae: 96.5105; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 154.7044; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2855; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 12:56:03,218 - INFO - Epoch: 0728 / 1300 lr: 9.735e-05 2025-05-15 12:56:16,722 - INFO - Training: cls_zice: 111.90344735195762; reg_zipnll: 259.6843544809442; aux_mae_loss_1: 193.73495563707854; aux_mae_loss_2: 26.325866347865055; aux_mae_loss_4: 4.0914305448532104; cnt_loss: 27.702074025806628; 2025-05-15 12:56:16,723 - INFO - Evaluation: Curr mae: 98.3423; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 162.7640; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2790; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 12:56:16,723 - INFO - Epoch: 0729 / 1300 lr: 9.727e-05 2025-05-15 12:56:30,125 - INFO - Training: cls_zice: 115.01500029312938; reg_zipnll: 263.9215766505191; aux_mae_loss_1: 198.14578006142065; aux_mae_loss_2: 27.512454484638415; aux_mae_loss_4: 4.358866955104627; cnt_loss: 34.42047382655897; 2025-05-15 12:56:30,126 - INFO - Evaluation: Curr mae: 92.6176; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 137.5111; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2490; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 12:56:30,126 - INFO - Epoch: 0730 / 1300 lr: 9.719e-05 2025-05-15 12:56:43,621 - INFO - Training: cls_zice: 108.66189760910838; reg_zipnll: 276.16139863666734; aux_mae_loss_1: 190.49098346107886; aux_mae_loss_2: 25.92448199422736; aux_mae_loss_4: 3.9821049414182963; cnt_loss: 27.591688808641937; 2025-05-15 12:56:43,621 - INFO - Evaluation: Curr mae: 93.2040; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 142.3154; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2558; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 12:56:43,621 - INFO - Epoch: 0731 / 1300 lr: 9.711e-05 2025-05-15 12:56:56,904 - INFO - Training: cls_zice: 118.22723433845921; reg_zipnll: 258.8670587037739; aux_mae_loss_1: 199.73930559660258; aux_mae_loss_2: 27.59977566568475; aux_mae_loss_4: 4.349485259307058; cnt_loss: 31.128206478921992; 2025-05-15 12:56:56,904 - INFO - Evaluation: Curr mae: 92.1378; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 142.8053; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2587; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 12:56:56,905 - INFO - Epoch: 0732 / 1300 lr: 9.702e-05 2025-05-15 12:57:10,526 - INFO - Training: cls_zice: 121.93729310286672; reg_zipnll: 256.8721419886539; aux_mae_loss_1: 206.87075323807565; aux_mae_loss_2: 28.809115911784925; aux_mae_loss_4: 4.642056521616484; cnt_loss: 36.4511194229126; 2025-05-15 12:57:10,526 - INFO - Evaluation: Curr mae: 107.6197; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 160.5084; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.3180; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 12:57:10,527 - INFO - Epoch: 0733 / 1300 lr: 9.694e-05 2025-05-15 12:57:23,984 - INFO - Training: cls_zice: 112.60637795297723; reg_zipnll: 254.15971213892885; aux_mae_loss_1: 198.01891567832544; aux_mae_loss_2: 27.07419661471718; aux_mae_loss_4: 4.261083082148903; cnt_loss: 30.53568468595806; 2025-05-15 12:57:23,985 - INFO - Evaluation: Curr mae: 95.6756; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 146.8791; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.3096; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 12:57:23,985 - INFO - Epoch: 0734 / 1300 lr: 9.686e-05 2025-05-15 12:57:37,443 - INFO - Training: cls_zice: 110.80382106178685; reg_zipnll: 265.4332265351948; aux_mae_loss_1: 193.04483554237768; aux_mae_loss_2: 26.68432963521857; aux_mae_loss_4: 4.228546675882842; cnt_loss: 32.111694988451504; 2025-05-15 12:57:37,444 - INFO - Evaluation: Curr mae: 97.0494; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 157.7321; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2982; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 12:57:37,444 - INFO - Epoch: 0735 / 1300 lr: 9.677e-05 2025-05-15 12:57:51,037 - INFO - Training: cls_zice: 110.24660150628341; reg_zipnll: 264.71454720748096; aux_mae_loss_1: 199.89035977815328; aux_mae_loss_2: 27.638374880740518; aux_mae_loss_4: 4.457909665609661; cnt_loss: 39.12306534616571; 2025-05-15 12:57:51,038 - INFO - Evaluation: Curr mae: 91.5158; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 138.7834; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2718; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 12:57:51,038 - INFO - Epoch: 0736 / 1300 lr: 9.668e-05 2025-05-15 12:58:04,456 - INFO - Training: cls_zice: 123.54953017987702; reg_zipnll: 251.39070360284103; aux_mae_loss_1: 207.3054982235557; aux_mae_loss_2: 28.59004186329089; aux_mae_loss_4: 4.510387916313975; cnt_loss: 35.90439713628668; 2025-05-15 12:58:04,457 - INFO - Evaluation: Curr mae: 83.4219; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 132.6749; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2551; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 12:58:04,457 - INFO - Epoch: 0737 / 1300 lr: 9.660e-05 2025-05-15 12:58:17,909 - INFO - Training: cls_zice: 115.71802420365184; reg_zipnll: 265.75661920246324; aux_mae_loss_1: 197.00237695794357; aux_mae_loss_2: 27.110146120974893; aux_mae_loss_4: 4.330311191709418; cnt_loss: 30.58899284663953; 2025-05-15 12:58:17,910 - INFO - Evaluation: Curr mae: 98.1403; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 153.8814; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2729; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 12:58:17,910 - INFO - Epoch: 0738 / 1300 lr: 9.651e-05 2025-05-15 12:58:31,441 - INFO - Training: cls_zice: 115.68278312683105; reg_zipnll: 258.45579488653885; aux_mae_loss_1: 197.96328554655375; aux_mae_loss_2: 27.52381241948981; aux_mae_loss_4: 4.248765606629221; cnt_loss: 30.223000827588532; 2025-05-15 12:58:31,442 - INFO - Evaluation: Curr mae: 92.0060; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 150.5281; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2302; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 12:58:31,442 - INFO - Epoch: 0739 / 1300 lr: 9.642e-05 2025-05-15 12:58:45,035 - INFO - Training: cls_zice: 113.99094074650814; reg_zipnll: 268.4903673874704; aux_mae_loss_1: 197.97329711914062; aux_mae_loss_2: 27.298658170198138; aux_mae_loss_4: 4.322174517731917; cnt_loss: 31.091223691639147; 2025-05-15 12:58:45,035 - INFO - Evaluation: Curr mae: 113.6175; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 169.0931; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.3213; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 12:58:45,035 - INFO - Epoch: 0740 / 1300 lr: 9.632e-05 2025-05-15 12:58:58,898 - INFO - Training: cls_zice: 107.39047853570236; reg_zipnll: 268.77622403596575; aux_mae_loss_1: 194.09451434486792; aux_mae_loss_2: 26.835455994856986; aux_mae_loss_4: 4.260830703534578; cnt_loss: 33.97184375712746; 2025-05-15 12:58:58,898 - INFO - Evaluation: Curr mae: 85.4464; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 147.7491; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2409; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 12:58:58,898 - INFO - Epoch: 0741 / 1300 lr: 9.623e-05 2025-05-15 12:59:12,665 - INFO - Training: cls_zice: 117.65646884315892; reg_zipnll: 258.50783358122175; aux_mae_loss_1: 203.21371660734476; aux_mae_loss_2: 28.006360054016113; aux_mae_loss_4: 4.436995926656221; cnt_loss: 33.585984455911735; 2025-05-15 12:59:12,665 - INFO - Evaluation: Curr mae: 91.1741; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 150.4638; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2550; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 12:59:12,666 - INFO - Epoch: 0742 / 1300 lr: 9.614e-05 2025-05-15 12:59:26,214 - INFO - Training: cls_zice: 113.63307295347515; reg_zipnll: 259.20795480828536; aux_mae_loss_1: 195.51473477012232; aux_mae_loss_2: 26.9535651959871; aux_mae_loss_4: 4.178962651051973; cnt_loss: 30.811835113324616; 2025-05-15 12:59:26,214 - INFO - Evaluation: Curr mae: 81.0996; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 122.4489; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2168; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 12:59:26,214 - INFO - Epoch: 0743 / 1300 lr: 9.604e-05 2025-05-15 12:59:39,864 - INFO - Training: cls_zice: 121.34680396632145; reg_zipnll: 252.97769606740852; aux_mae_loss_1: 202.9301573100843; aux_mae_loss_2: 27.83927927519146; aux_mae_loss_4: 4.3354568230478385; cnt_loss: 31.40715870104338; 2025-05-15 12:59:39,865 - INFO - Evaluation: Curr mae: 103.3998; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 156.6094; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2763; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 12:59:39,865 - INFO - Epoch: 0744 / 1300 lr: 9.595e-05 2025-05-15 12:59:53,608 - INFO - Training: cls_zice: 117.92373476530376; reg_zipnll: 261.28663549925153; aux_mae_loss_1: 200.10658605475174; aux_mae_loss_2: 27.044159588060882; aux_mae_loss_4: 4.191949141652961; cnt_loss: 29.829533275805023; 2025-05-15 12:59:53,609 - INFO - Evaluation: Curr mae: 80.7166; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 134.3639; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.1964; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 12:59:53,610 - INFO - Epoch: 0745 / 1300 lr: 9.585e-05 2025-05-15 13:00:07,078 - INFO - Training: cls_zice: 113.99718470322459; reg_zipnll: 265.3874447471217; aux_mae_loss_1: 196.7254578439813; aux_mae_loss_2: 27.06069188368948; aux_mae_loss_4: 4.2247111860074495; cnt_loss: 32.027447073083174; 2025-05-15 13:00:07,079 - INFO - Evaluation: Curr mae: 89.3661; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 138.6944; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2307; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:00:07,079 - INFO - Epoch: 0746 / 1300 lr: 9.575e-05 2025-05-15 13:00:20,688 - INFO - Training: cls_zice: 117.13319326701917; reg_zipnll: 247.03213199816253; aux_mae_loss_1: 194.78180533961245; aux_mae_loss_2: 27.14777078126606; aux_mae_loss_4: 4.303088633637679; cnt_loss: 33.031669190055446; 2025-05-15 13:00:20,689 - INFO - Evaluation: Curr mae: 81.0056; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 130.1110; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2262; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:00:20,689 - INFO - Epoch: 0747 / 1300 lr: 9.565e-05 2025-05-15 13:00:34,111 - INFO - Training: cls_zice: 124.15629939029091; reg_zipnll: 261.66412614521226; aux_mae_loss_1: 199.71666797838714; aux_mae_loss_2: 27.842277426468698; aux_mae_loss_4: 4.404603481292725; cnt_loss: 32.46985819465235; 2025-05-15 13:00:34,112 - INFO - Evaluation: Curr mae: 99.7396; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 158.8063; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2944; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:00:34,112 - INFO - Epoch: 0748 / 1300 lr: 9.555e-05 2025-05-15 13:00:47,467 - INFO - Training: cls_zice: 118.2917934216951; reg_zipnll: 251.11266728451378; aux_mae_loss_1: 200.61517333984375; aux_mae_loss_2: 27.40656973186292; aux_mae_loss_4: 4.326176762580872; cnt_loss: 32.04552294078626; 2025-05-15 13:00:47,468 - INFO - Evaluation: Curr mae: 86.5913; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 137.8639; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2524; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:00:47,468 - INFO - Epoch: 0749 / 1300 lr: 9.545e-05 2025-05-15 13:01:00,837 - INFO - Training: cls_zice: 116.58250085931076; reg_zipnll: 264.2949327167712; aux_mae_loss_1: 197.6720468621505; aux_mae_loss_2: 26.997861862182617; aux_mae_loss_4: 4.148576353725634; cnt_loss: 30.221806789699354; 2025-05-15 13:01:00,838 - INFO - Evaluation: Curr mae: 86.0026; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 126.4412; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2250; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:01:00,838 - INFO - Epoch: 0750 / 1300 lr: 9.535e-05 2025-05-15 13:01:14,319 - INFO - Training: cls_zice: 110.01274460240414; reg_zipnll: 251.12972881919458; aux_mae_loss_1: 194.35628911068565; aux_mae_loss_2: 26.70694401389674; aux_mae_loss_4: 4.239937932867753; cnt_loss: 31.09294951589484; 2025-05-15 13:01:14,320 - INFO - Evaluation: Curr mae: 86.5855; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 149.9231; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2179; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:01:14,367 - INFO - Epoch: 0751 / 1300 lr: 9.525e-05 2025-05-15 13:01:27,759 - INFO - Training: cls_zice: 120.88809936924984; reg_zipnll: 247.00588467246607; aux_mae_loss_1: 199.82978981419615; aux_mae_loss_2: 28.281254140954267; aux_mae_loss_4: 4.6058305815646525; cnt_loss: 40.05678041357743; 2025-05-15 13:01:27,760 - INFO - Evaluation: Curr mae: 90.8839; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 152.8186; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.3101; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:01:27,760 - INFO - Epoch: 0752 / 1300 lr: 9.514e-05 2025-05-15 13:01:41,338 - INFO - Training: cls_zice: 117.3952714016563; reg_zipnll: 257.001967982242; aux_mae_loss_1: 197.45337556537828; aux_mae_loss_2: 26.926914064507734; aux_mae_loss_4: 4.121175333073265; cnt_loss: 26.65932155910291; 2025-05-15 13:01:41,338 - INFO - Evaluation: Curr mae: 98.8353; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 145.2948; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2987; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:01:41,339 - INFO - Epoch: 0753 / 1300 lr: 9.504e-05 2025-05-15 13:01:54,982 - INFO - Training: cls_zice: 112.38525982906944; reg_zipnll: 256.64821403904966; aux_mae_loss_1: 193.52863030684622; aux_mae_loss_2: 26.462429899918405; aux_mae_loss_4: 4.1607921688180225; cnt_loss: 31.828900914443167; 2025-05-15 13:01:54,983 - INFO - Evaluation: Curr mae: 85.9119; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 130.6613; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2456; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:01:54,983 - INFO - Epoch: 0754 / 1300 lr: 9.493e-05 2025-05-15 13:02:08,522 - INFO - Training: cls_zice: 116.58293493170487; reg_zipnll: 272.21960629914935; aux_mae_loss_1: 196.7019705521433; aux_mae_loss_2: 26.950070230584394; aux_mae_loss_4: 4.12698799685428; cnt_loss: 28.650456428527832; 2025-05-15 13:02:08,523 - INFO - Evaluation: Curr mae: 114.5829; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 187.9289; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.3701; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:02:08,523 - INFO - Epoch: 0755 / 1300 lr: 9.482e-05 2025-05-15 13:02:22,290 - INFO - Training: cls_zice: 114.24328663474635; reg_zipnll: 269.58179734882555; aux_mae_loss_1: 197.7204300729852; aux_mae_loss_2: 27.021666526794434; aux_mae_loss_4: 4.236461300598948; cnt_loss: 31.07505424399125; 2025-05-15 13:02:22,291 - INFO - Evaluation: Curr mae: 89.1390; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 139.7865; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2429; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:02:22,291 - INFO - Epoch: 0756 / 1300 lr: 9.471e-05 2025-05-15 13:02:35,703 - INFO - Training: cls_zice: 111.8869719756277; reg_zipnll: 256.0891197606137; aux_mae_loss_1: 193.05760634572883; aux_mae_loss_2: 26.530558084186755; aux_mae_loss_4: 4.154033742452922; cnt_loss: 31.37952807075099; 2025-05-15 13:02:35,703 - INFO - Evaluation: Curr mae: 89.0440; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 143.7532; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2328; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:02:35,704 - INFO - Epoch: 0757 / 1300 lr: 9.460e-05 2025-05-15 13:02:49,222 - INFO - Training: cls_zice: 122.73146830107036; reg_zipnll: 259.93807024704785; aux_mae_loss_1: 204.39293791118422; aux_mae_loss_2: 27.915586170397308; aux_mae_loss_4: 4.387992175001847; cnt_loss: 31.720208469190094; 2025-05-15 13:02:49,223 - INFO - Evaluation: Curr mae: 98.8797; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 148.8165; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2831; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:02:49,223 - INFO - Epoch: 0758 / 1300 lr: 9.449e-05 2025-05-15 13:03:02,721 - INFO - Training: cls_zice: 111.28079223632812; reg_zipnll: 249.78503076653732; aux_mae_loss_1: 192.37900824295846; aux_mae_loss_2: 26.38831655602706; aux_mae_loss_4: 4.014319413586667; cnt_loss: 27.06461521198875; 2025-05-15 13:03:02,721 - INFO - Evaluation: Curr mae: 83.1410; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 132.4861; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2258; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:03:02,722 - INFO - Epoch: 0759 / 1300 lr: 9.438e-05 2025-05-15 13:03:16,044 - INFO - Training: cls_zice: 114.3037647699055; reg_zipnll: 250.4534084922389; aux_mae_loss_1: 193.87632108989516; aux_mae_loss_2: 26.247878877740156; aux_mae_loss_4: 4.039157186683855; cnt_loss: 28.74876059983906; 2025-05-15 13:03:16,045 - INFO - Evaluation: Curr mae: 92.1945; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 166.8891; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.3153; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:03:16,045 - INFO - Epoch: 0760 / 1300 lr: 9.427e-05 2025-05-15 13:03:29,473 - INFO - Training: cls_zice: 111.02990180567691; reg_zipnll: 262.20457478573445; aux_mae_loss_1: 194.77588974802117; aux_mae_loss_2: 26.390948747333727; aux_mae_loss_4: 4.120454499596043; cnt_loss: 28.04158323689511; 2025-05-15 13:03:29,474 - INFO - Evaluation: Curr mae: 99.1992; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 150.6026; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2718; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:03:29,474 - INFO - Epoch: 0761 / 1300 lr: 9.416e-05 2025-05-15 13:03:43,101 - INFO - Training: cls_zice: 108.52373966417815; reg_zipnll: 270.72977146349456; aux_mae_loss_1: 190.27983213725844; aux_mae_loss_2: 26.17960844541851; aux_mae_loss_4: 4.104546440275092; cnt_loss: 30.762538960105495; 2025-05-15 13:03:43,102 - INFO - Evaluation: Curr mae: 88.2574; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 135.7234; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2202; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:03:43,102 - INFO - Epoch: 0762 / 1300 lr: 9.404e-05 2025-05-15 13:03:56,761 - INFO - Training: cls_zice: 114.39619234988564; reg_zipnll: 259.5808593348453; aux_mae_loss_1: 197.758106432463; aux_mae_loss_2: 26.816038006230404; aux_mae_loss_4: 4.101035914923015; cnt_loss: 26.019441905774567; 2025-05-15 13:03:56,762 - INFO - Evaluation: Curr mae: 94.8568; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 149.9901; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2947; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:03:56,762 - INFO - Epoch: 0763 / 1300 lr: 9.392e-05 2025-05-15 13:04:10,245 - INFO - Training: cls_zice: 116.74131152504368; reg_zipnll: 262.8596847935727; aux_mae_loss_1: 195.91903325131065; aux_mae_loss_2: 26.94798002744976; aux_mae_loss_4: 4.193529103931628; cnt_loss: 30.42292352726585; 2025-05-15 13:04:10,245 - INFO - Evaluation: Curr mae: 84.1101; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 134.3477; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2287; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:04:10,245 - INFO - Epoch: 0764 / 1300 lr: 9.381e-05 2025-05-15 13:04:23,666 - INFO - Training: cls_zice: 116.62631140257183; reg_zipnll: 272.8203542608964; aux_mae_loss_1: 201.63885718897768; aux_mae_loss_2: 27.66504202390972; aux_mae_loss_4: 4.399306498075786; cnt_loss: 33.33552723181875; 2025-05-15 13:04:23,667 - INFO - Evaluation: Curr mae: 79.8655; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 129.9132; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2554; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:04:23,667 - INFO - Epoch: 0765 / 1300 lr: 9.369e-05 2025-05-15 13:04:37,351 - INFO - Training: cls_zice: 120.64777554963764; reg_zipnll: 261.1187323520058; aux_mae_loss_1: 198.3996437474301; aux_mae_loss_2: 27.1363323613217; aux_mae_loss_4: 4.235970114406786; cnt_loss: 28.679674801073578; 2025-05-15 13:04:37,351 - INFO - Evaluation: Curr mae: 85.4847; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 130.3614; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2584; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:04:37,352 - INFO - Epoch: 0766 / 1300 lr: 9.357e-05 2025-05-15 13:04:51,057 - INFO - Training: cls_zice: 112.56630209872597; reg_zipnll: 255.16393360338714; aux_mae_loss_1: 197.0625313206723; aux_mae_loss_2: 27.734544603448164; aux_mae_loss_4: 4.450771174932781; cnt_loss: 33.77464680922659; 2025-05-15 13:04:51,058 - INFO - Evaluation: Curr mae: 86.6185; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 134.8721; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2505; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:04:51,058 - INFO - Epoch: 0767 / 1300 lr: 9.345e-05 2025-05-15 13:05:04,493 - INFO - Training: cls_zice: 110.82681043524491; reg_zipnll: 260.8036591379266; aux_mae_loss_1: 191.0768633390728; aux_mae_loss_2: 26.23401453620509; aux_mae_loss_4: 4.044072734682183; cnt_loss: 28.73454563241256; 2025-05-15 13:05:04,494 - INFO - Evaluation: Curr mae: 91.5094; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 141.6448; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2911; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:05:04,494 - INFO - Epoch: 0768 / 1300 lr: 9.333e-05 2025-05-15 13:05:17,905 - INFO - Training: cls_zice: 109.47776734201531; reg_zipnll: 253.9697833814119; aux_mae_loss_1: 193.71679205643503; aux_mae_loss_2: 26.843714412889984; aux_mae_loss_4: 4.18019880119123; cnt_loss: 31.7622029906825; 2025-05-15 13:05:17,905 - INFO - Evaluation: Curr mae: 81.3741; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 125.8747; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2124; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:05:17,906 - INFO - Epoch: 0769 / 1300 lr: 9.321e-05 2025-05-15 13:05:31,297 - INFO - Training: cls_zice: 111.8634806683189; reg_zipnll: 260.80056983546206; aux_mae_loss_1: 194.10999900416323; aux_mae_loss_2: 26.68452483729312; aux_mae_loss_4: 4.231592416763306; cnt_loss: 34.093165021193656; 2025-05-15 13:05:31,298 - INFO - Evaluation: Curr mae: 84.6139; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 138.9072; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2247; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:05:31,298 - INFO - Epoch: 0770 / 1300 lr: 9.308e-05 2025-05-15 13:05:44,679 - INFO - Training: cls_zice: 110.12363985965126; reg_zipnll: 259.47295801263107; aux_mae_loss_1: 192.3651102969521; aux_mae_loss_2: 26.365889649642142; aux_mae_loss_4: 4.083768750491895; cnt_loss: 27.567293242404336; 2025-05-15 13:05:44,680 - INFO - Evaluation: Curr mae: 96.0913; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 146.1031; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2517; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:05:44,680 - INFO - Epoch: 0771 / 1300 lr: 9.296e-05 2025-05-15 13:05:58,217 - INFO - Training: cls_zice: 117.07074004725406; reg_zipnll: 254.30866803620992; aux_mae_loss_1: 196.15080020302221; aux_mae_loss_2: 26.830457135250693; aux_mae_loss_4: 4.028425511560942; cnt_loss: 27.431842377311305; 2025-05-15 13:05:58,217 - INFO - Evaluation: Curr mae: 86.1660; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 136.2437; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2455; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:05:58,218 - INFO - Epoch: 0772 / 1300 lr: 9.283e-05 2025-05-15 13:06:11,666 - INFO - Training: cls_zice: 119.6940982216283; reg_zipnll: 249.90167778416685; aux_mae_loss_1: 195.488485637464; aux_mae_loss_2: 27.08894523821379; aux_mae_loss_4: 4.195533595587078; cnt_loss: 32.238598472193665; 2025-05-15 13:06:11,667 - INFO - Evaluation: Curr mae: 87.4641; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 133.1649; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2637; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:06:11,667 - INFO - Epoch: 0773 / 1300 lr: 9.271e-05 2025-05-15 13:06:25,122 - INFO - Training: cls_zice: 116.3144642177381; reg_zipnll: 269.21025667692487; aux_mae_loss_1: 197.11053266023336; aux_mae_loss_2: 27.544939141524466; aux_mae_loss_4: 4.395368331357052; cnt_loss: 36.82816595780222; 2025-05-15 13:06:25,123 - INFO - Evaluation: Curr mae: 80.7997; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 127.6920; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2120; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:06:25,123 - INFO - Epoch: 0774 / 1300 lr: 9.258e-05 2025-05-15 13:06:38,569 - INFO - Training: cls_zice: 107.82548588200619; reg_zipnll: 243.8906562202855; aux_mae_loss_1: 188.13956090023643; aux_mae_loss_2: 25.90993138363487; aux_mae_loss_4: 4.017627923112166; cnt_loss: 28.89834213256836; 2025-05-15 13:06:38,570 - INFO - Evaluation: Curr mae: 93.1334; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 149.1766; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2313; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:06:38,571 - INFO - Epoch: 0775 / 1300 lr: 9.245e-05 2025-05-15 13:06:52,035 - INFO - Training: cls_zice: 113.69334035170705; reg_zipnll: 261.1824356882196; aux_mae_loss_1: 195.2678317019814; aux_mae_loss_2: 26.91873936904104; aux_mae_loss_4: 4.165432101801822; cnt_loss: 30.51081589648598; 2025-05-15 13:06:52,036 - INFO - Evaluation: Curr mae: 85.2976; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 136.9441; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.1994; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:06:52,036 - INFO - Epoch: 0776 / 1300 lr: 9.232e-05 2025-05-15 13:07:05,492 - INFO - Training: cls_zice: 109.40727359370182; reg_zipnll: 252.03568167435495; aux_mae_loss_1: 193.4711645025956; aux_mae_loss_2: 26.43940749921297; aux_mae_loss_4: 4.091373970634059; cnt_loss: 27.935034287603276; 2025-05-15 13:07:05,493 - INFO - Evaluation: Curr mae: 83.0658; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 128.1407; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2143; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:07:05,493 - INFO - Epoch: 0777 / 1300 lr: 9.219e-05 2025-05-15 13:07:18,920 - INFO - Training: cls_zice: 118.24636529621326; reg_zipnll: 245.19399201242547; aux_mae_loss_1: 197.8329953645405; aux_mae_loss_2: 27.2220391725239; aux_mae_loss_4: 4.2853180860218245; cnt_loss: 28.433511407751787; 2025-05-15 13:07:18,921 - INFO - Evaluation: Curr mae: 85.3112; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 138.7178; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2405; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:07:18,921 - INFO - Epoch: 0778 / 1300 lr: 9.206e-05 2025-05-15 13:07:32,557 - INFO - Training: cls_zice: 113.90908572548314; reg_zipnll: 269.8402942858244; aux_mae_loss_1: 191.6861632497687; aux_mae_loss_2: 26.128994540164346; aux_mae_loss_4: 3.9522701250879386; cnt_loss: 23.949042972765472; 2025-05-15 13:07:32,557 - INFO - Evaluation: Curr mae: 83.0932; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 125.5745; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2142; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:07:32,557 - INFO - Epoch: 0779 / 1300 lr: 9.193e-05 2025-05-15 13:07:46,094 - INFO - Training: cls_zice: 122.99448535316868; reg_zipnll: 251.14612338417456; aux_mae_loss_1: 201.67139314350328; aux_mae_loss_2: 27.846188896580745; aux_mae_loss_4: 4.4269896808423495; cnt_loss: 34.43633563894974; 2025-05-15 13:07:46,095 - INFO - Evaluation: Curr mae: 84.6236; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 137.6356; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2527; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:07:46,096 - INFO - Epoch: 0780 / 1300 lr: 9.179e-05 2025-05-15 13:07:59,741 - INFO - Training: cls_zice: 117.1946093408685; reg_zipnll: 259.4235924168637; aux_mae_loss_1: 195.9076365420693; aux_mae_loss_2: 26.76007531818591; aux_mae_loss_4: 4.094792359753659; cnt_loss: 27.628823957945173; 2025-05-15 13:07:59,742 - INFO - Evaluation: Curr mae: 88.9734; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 148.6964; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2379; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:07:59,742 - INFO - Epoch: 0781 / 1300 lr: 9.166e-05 2025-05-15 13:08:13,468 - INFO - Training: cls_zice: 114.24951262223094; reg_zipnll: 269.6452180962813; aux_mae_loss_1: 194.3937265496505; aux_mae_loss_2: 26.825352317408512; aux_mae_loss_4: 4.120102738079272; cnt_loss: 30.687818301351445; 2025-05-15 13:08:13,468 - INFO - Evaluation: Curr mae: 79.2418; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 124.0597; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2144; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:08:13,468 - INFO - Epoch: 0782 / 1300 lr: 9.152e-05 2025-05-15 13:08:26,894 - INFO - Training: cls_zice: 109.75099724217465; reg_zipnll: 235.23029528166117; aux_mae_loss_1: 192.664164693732; aux_mae_loss_2: 26.688736815201608; aux_mae_loss_4: 4.205705623877676; cnt_loss: 31.023091140546295; 2025-05-15 13:08:26,895 - INFO - Evaluation: Curr mae: 103.6714; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 160.0514; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2918; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:08:26,895 - INFO - Epoch: 0783 / 1300 lr: 9.139e-05 2025-05-15 13:08:40,371 - INFO - Training: cls_zice: 116.36541311364425; reg_zipnll: 238.62484018426193; aux_mae_loss_1: 194.27558617842826; aux_mae_loss_2: 26.701869010925293; aux_mae_loss_4: 4.156894934804816; cnt_loss: 30.604501899920013; 2025-05-15 13:08:40,372 - INFO - Evaluation: Curr mae: 89.0456; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 136.0768; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2476; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:08:40,372 - INFO - Epoch: 0784 / 1300 lr: 9.125e-05 2025-05-15 13:08:53,978 - INFO - Training: cls_zice: 118.8396137137162; reg_zipnll: 251.4085309881913; aux_mae_loss_1: 197.72460174560547; aux_mae_loss_2: 26.977424571388646; aux_mae_loss_4: 4.203898235371239; cnt_loss: 28.000420645663613; 2025-05-15 13:08:53,979 - INFO - Evaluation: Curr mae: 82.9115; Best mae: 72.8978; 74.7312; 75.4144; 75.8943; 76.0762; Curr rmse: 134.0517; Best rmse: 109.6013; 114.3436; 114.7433; 115.3846; 115.3919; Curr nae: 0.2177; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:08:53,979 - INFO - Epoch: 0785 / 1300 lr: 9.111e-05 2025-05-15 13:09:07,555 - INFO - Training: cls_zice: 115.86267993324681; reg_zipnll: 258.85212878177043; aux_mae_loss_1: 195.50559957403885; aux_mae_loss_2: 26.64203332599841; aux_mae_loss_4: 4.053006718033238; cnt_loss: 28.905771155106393; 2025-05-15 13:09:07,585 - INFO - Evaluation: Curr mae: 75.8928; Best mae: 72.8978; 74.7312; 75.4144; 75.8928; 75.8943; Curr rmse: 112.5961; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2026; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:09:07,586 - INFO - Epoch: 0786 / 1300 lr: 9.097e-05 2025-05-15 13:09:21,068 - INFO - Training: cls_zice: 109.14948423285233; reg_zipnll: 252.46393826133325; aux_mae_loss_1: 194.93015570389596; aux_mae_loss_2: 27.15447967930844; aux_mae_loss_4: 4.285220102259987; cnt_loss: 34.99852328551443; 2025-05-15 13:09:21,069 - INFO - Evaluation: Curr mae: 81.6780; Best mae: 72.8978; 74.7312; 75.4144; 75.8928; 75.8943; Curr rmse: 123.8309; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2281; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:09:21,069 - INFO - Epoch: 0787 / 1300 lr: 9.083e-05 2025-05-15 13:09:34,477 - INFO - Training: cls_zice: 118.26551176372327; reg_zipnll: 248.44558585317512; aux_mae_loss_1: 198.0783860056024; aux_mae_loss_2: 27.04967669436806; aux_mae_loss_4: 4.264636460103486; cnt_loss: 30.404520662207354; 2025-05-15 13:09:34,478 - INFO - Evaluation: Curr mae: 88.6986; Best mae: 72.8978; 74.7312; 75.4144; 75.8928; 75.8943; Curr rmse: 137.9555; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2288; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:09:34,478 - INFO - Epoch: 0788 / 1300 lr: 9.069e-05 2025-05-15 13:09:47,947 - INFO - Training: cls_zice: 115.9257913388704; reg_zipnll: 256.1508568211606; aux_mae_loss_1: 194.39104220741675; aux_mae_loss_2: 26.472154466729414; aux_mae_loss_4: 4.102580468905599; cnt_loss: 28.782312782187212; 2025-05-15 13:09:47,948 - INFO - Evaluation: Curr mae: 89.8235; Best mae: 72.8978; 74.7312; 75.4144; 75.8928; 75.8943; Curr rmse: 134.9907; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2530; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:09:47,948 - INFO - Epoch: 0789 / 1300 lr: 9.055e-05 2025-05-15 13:10:01,413 - INFO - Training: cls_zice: 117.01211447464793; reg_zipnll: 251.3925538314016; aux_mae_loss_1: 195.62955996864721; aux_mae_loss_2: 26.777005797938298; aux_mae_loss_4: 4.185501010794389; cnt_loss: 30.422369053489284; 2025-05-15 13:10:01,413 - INFO - Evaluation: Curr mae: 81.8031; Best mae: 72.8978; 74.7312; 75.4144; 75.8928; 75.8943; Curr rmse: 125.0158; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2462; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:10:01,414 - INFO - Epoch: 0790 / 1300 lr: 9.040e-05 2025-05-15 13:10:14,962 - INFO - Training: cls_zice: 113.90016134161698; reg_zipnll: 235.5764513517681; aux_mae_loss_1: 191.32844061600534; aux_mae_loss_2: 26.782377744975843; aux_mae_loss_4: 4.2580733424738835; cnt_loss: 32.44683120125219; 2025-05-15 13:10:14,962 - INFO - Evaluation: Curr mae: 90.7749; Best mae: 72.8978; 74.7312; 75.4144; 75.8928; 75.8943; Curr rmse: 131.1894; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2642; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:10:14,963 - INFO - Epoch: 0791 / 1300 lr: 9.026e-05 2025-05-15 13:10:28,515 - INFO - Training: cls_zice: 114.6849842573467; reg_zipnll: 236.16643905639648; aux_mae_loss_1: 193.0765276457134; aux_mae_loss_2: 26.84270412043521; aux_mae_loss_4: 4.207069961648238; cnt_loss: 26.196277969761898; 2025-05-15 13:10:28,516 - INFO - Evaluation: Curr mae: 89.2005; Best mae: 72.8978; 74.7312; 75.4144; 75.8928; 75.8943; Curr rmse: 143.0215; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2624; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:10:28,516 - INFO - Epoch: 0792 / 1300 lr: 9.011e-05 2025-05-15 13:10:42,169 - INFO - Training: cls_zice: 114.6462096164101; reg_zipnll: 259.95491549843234; aux_mae_loss_1: 194.42630125346938; aux_mae_loss_2: 26.812342091610557; aux_mae_loss_4: 4.216014931076451; cnt_loss: 28.99008730838173; 2025-05-15 13:10:42,170 - INFO - Evaluation: Curr mae: 83.4471; Best mae: 72.8978; 74.7312; 75.4144; 75.8928; 75.8943; Curr rmse: 126.0707; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2570; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:10:42,170 - INFO - Epoch: 0793 / 1300 lr: 8.997e-05 2025-05-15 13:10:55,601 - INFO - Training: cls_zice: 116.13656806945801; reg_zipnll: 257.8370441637541; aux_mae_loss_1: 193.72644063046104; aux_mae_loss_2: 26.1069238311366; aux_mae_loss_4: 4.001924351642006; cnt_loss: 28.034860736445378; 2025-05-15 13:10:55,601 - INFO - Evaluation: Curr mae: 83.7320; Best mae: 72.8978; 74.7312; 75.4144; 75.8928; 75.8943; Curr rmse: 133.4059; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2362; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:10:55,602 - INFO - Epoch: 0794 / 1300 lr: 8.982e-05 2025-05-15 13:11:09,086 - INFO - Training: cls_zice: 114.80318930745125; reg_zipnll: 251.05798420153167; aux_mae_loss_1: 192.23198860570005; aux_mae_loss_2: 26.55793857574463; aux_mae_loss_4: 4.107449788796274; cnt_loss: 31.170285074334394; 2025-05-15 13:11:09,086 - INFO - Evaluation: Curr mae: 78.4126; Best mae: 72.8978; 74.7312; 75.4144; 75.8928; 75.8943; Curr rmse: 129.3454; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2051; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:11:09,086 - INFO - Epoch: 0795 / 1300 lr: 8.967e-05 2025-05-15 13:11:22,656 - INFO - Training: cls_zice: 117.59602576807926; reg_zipnll: 262.3475163108424; aux_mae_loss_1: 195.43429806357935; aux_mae_loss_2: 26.617488961470755; aux_mae_loss_4: 4.090159158957632; cnt_loss: 26.8999225214908; 2025-05-15 13:11:22,657 - INFO - Evaluation: Curr mae: 89.5663; Best mae: 72.8978; 74.7312; 75.4144; 75.8928; 75.8943; Curr rmse: 143.6283; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2364; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:11:22,657 - INFO - Epoch: 0796 / 1300 lr: 8.952e-05 2025-05-15 13:11:36,217 - INFO - Training: cls_zice: 113.15578942549855; reg_zipnll: 264.5922393798828; aux_mae_loss_1: 191.5977070457057; aux_mae_loss_2: 26.11795385260331; aux_mae_loss_4: 4.0738315205825; cnt_loss: 30.012677092301217; 2025-05-15 13:11:36,218 - INFO - Evaluation: Curr mae: 85.8200; Best mae: 72.8978; 74.7312; 75.4144; 75.8928; 75.8943; Curr rmse: 132.7424; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2407; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:11:36,218 - INFO - Epoch: 0797 / 1300 lr: 8.937e-05 2025-05-15 13:11:49,922 - INFO - Training: cls_zice: 113.70279502868652; reg_zipnll: 253.07512674833598; aux_mae_loss_1: 195.4732770417866; aux_mae_loss_2: 26.764134407043457; aux_mae_loss_4: 4.164754911472923; cnt_loss: 31.958638517480146; 2025-05-15 13:11:49,923 - INFO - Evaluation: Curr mae: 85.8299; Best mae: 72.8978; 74.7312; 75.4144; 75.8928; 75.8943; Curr rmse: 132.4407; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2471; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:11:49,923 - INFO - Epoch: 0798 / 1300 lr: 8.922e-05 2025-05-15 13:12:03,299 - INFO - Training: cls_zice: 116.54425590916684; reg_zipnll: 247.8546626442357; aux_mae_loss_1: 192.52651776765524; aux_mae_loss_2: 26.88185691833496; aux_mae_loss_4: 4.2323119075674756; cnt_loss: 33.111313142274554; 2025-05-15 13:12:03,299 - INFO - Evaluation: Curr mae: 89.1171; Best mae: 72.8978; 74.7312; 75.4144; 75.8928; 75.8943; Curr rmse: 130.9255; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2666; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:12:03,299 - INFO - Epoch: 0799 / 1300 lr: 8.907e-05 2025-05-15 13:12:16,696 - INFO - Training: cls_zice: 108.84471451608758; reg_zipnll: 251.23493174502724; aux_mae_loss_1: 192.49629331889906; aux_mae_loss_2: 26.35972329189903; aux_mae_loss_4: 4.0994466292230705; cnt_loss: 28.73134063419543; 2025-05-15 13:12:16,697 - INFO - Evaluation: Curr mae: 90.3604; Best mae: 72.8978; 74.7312; 75.4144; 75.8928; 75.8943; Curr rmse: 141.9980; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2488; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:12:16,697 - INFO - Epoch: 0800 / 1300 lr: 8.892e-05 2025-05-15 13:12:30,018 - INFO - Training: cls_zice: 113.18693050585296; reg_zipnll: 241.9037615123548; aux_mae_loss_1: 192.59679714002107; aux_mae_loss_2: 26.51048133247777; aux_mae_loss_4: 4.111469595055831; cnt_loss: 28.35579282359073; 2025-05-15 13:12:30,019 - INFO - Evaluation: Curr mae: 78.2694; Best mae: 72.8978; 74.7312; 75.4144; 75.8928; 75.8943; Curr rmse: 123.9251; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2085; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:12:30,068 - INFO - Epoch: 0801 / 1300 lr: 8.876e-05 2025-05-15 13:12:43,789 - INFO - Training: cls_zice: 115.63063982913368; reg_zipnll: 269.60382120232833; aux_mae_loss_1: 196.81168325323807; aux_mae_loss_2: 26.922541116413317; aux_mae_loss_4: 4.241745302551671; cnt_loss: 33.87713151229055; 2025-05-15 13:12:43,789 - INFO - Evaluation: Curr mae: 83.8343; Best mae: 72.8978; 74.7312; 75.4144; 75.8928; 75.8943; Curr rmse: 131.5277; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2262; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1881; 2025-05-15 13:12:43,790 - INFO - Epoch: 0802 / 1300 lr: 8.861e-05 2025-05-15 13:12:57,367 - INFO - Training: cls_zice: 122.66394454554508; reg_zipnll: 248.29713520250823; aux_mae_loss_1: 196.2268022236071; aux_mae_loss_2: 26.960997782255475; aux_mae_loss_4: 4.182849934226589; cnt_loss: 29.562301284388493; 2025-05-15 13:12:57,399 - INFO - Evaluation: Curr mae: 72.0444; Best mae: 72.0444; 72.8978; 74.7312; 75.4144; 75.8928; Curr rmse: 116.1391; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.1878; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1878; 2025-05-15 13:12:57,399 - INFO - Epoch: 0803 / 1300 lr: 8.845e-05 2025-05-15 13:13:10,891 - INFO - Training: cls_zice: 114.45887691096256; reg_zipnll: 270.3989492717542; aux_mae_loss_1: 194.7628368578459; aux_mae_loss_2: 26.858330525849993; aux_mae_loss_4: 4.14488046420248; cnt_loss: 29.614807078712865; 2025-05-15 13:13:10,892 - INFO - Evaluation: Curr mae: 83.0722; Best mae: 72.0444; 72.8978; 74.7312; 75.4144; 75.8928; Curr rmse: 132.0388; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2410; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1878; 2025-05-15 13:13:10,892 - INFO - Epoch: 0804 / 1300 lr: 8.830e-05 2025-05-15 13:13:24,393 - INFO - Training: cls_zice: 106.47147058185779; reg_zipnll: 251.53432223671362; aux_mae_loss_1: 191.10993816978052; aux_mae_loss_2: 25.99946574160927; aux_mae_loss_4: 3.9714394431365165; cnt_loss: 29.00165638170744; 2025-05-15 13:13:24,394 - INFO - Evaluation: Curr mae: 93.4274; Best mae: 72.0444; 72.8978; 74.7312; 75.4144; 75.8928; Curr rmse: 146.6435; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2594; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1878; 2025-05-15 13:13:24,394 - INFO - Epoch: 0805 / 1300 lr: 8.814e-05 2025-05-15 13:13:37,843 - INFO - Training: cls_zice: 116.25023098995811; reg_zipnll: 250.36009778474508; aux_mae_loss_1: 198.07419746800474; aux_mae_loss_2: 27.336391599554766; aux_mae_loss_4: 4.261330861794321; cnt_loss: 29.98952629691676; 2025-05-15 13:13:37,843 - INFO - Evaluation: Curr mae: 79.9694; Best mae: 72.0444; 72.8978; 74.7312; 75.4144; 75.8928; Curr rmse: 126.5495; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2144; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1878; 2025-05-15 13:13:37,844 - INFO - Epoch: 0806 / 1300 lr: 8.798e-05 2025-05-15 13:13:51,211 - INFO - Training: cls_zice: 109.38724813963238; reg_zipnll: 255.41713634290193; aux_mae_loss_1: 189.76397363763107; aux_mae_loss_2: 26.410697886818333; aux_mae_loss_4: 4.1888696519952076; cnt_loss: 31.780933681287262; 2025-05-15 13:13:51,212 - INFO - Evaluation: Curr mae: 92.2367; Best mae: 72.0444; 72.8978; 74.7312; 75.4144; 75.8928; Curr rmse: 134.0479; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2472; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1878; 2025-05-15 13:13:51,212 - INFO - Epoch: 0807 / 1300 lr: 8.782e-05 2025-05-15 13:14:05,037 - INFO - Training: cls_zice: 114.22604877070377; reg_zipnll: 235.61820522107575; aux_mae_loss_1: 197.41290524131372; aux_mae_loss_2: 27.580108843351667; aux_mae_loss_4: 4.4498723243412215; cnt_loss: 32.02973165010151; 2025-05-15 13:14:05,038 - INFO - Evaluation: Curr mae: 79.1566; Best mae: 72.0444; 72.8978; 74.7312; 75.4144; 75.8928; Curr rmse: 126.8492; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2134; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1878; 2025-05-15 13:14:05,038 - INFO - Epoch: 0808 / 1300 lr: 8.766e-05 2025-05-15 13:14:18,507 - INFO - Training: cls_zice: 116.06169369346217; reg_zipnll: 245.26960413079513; aux_mae_loss_1: 196.98038281892477; aux_mae_loss_2: 26.989653085407458; aux_mae_loss_4: 4.18991830474452; cnt_loss: 29.53219381131624; 2025-05-15 13:14:18,508 - INFO - Evaluation: Curr mae: 81.0474; Best mae: 72.0444; 72.8978; 74.7312; 75.4144; 75.8928; Curr rmse: 131.8816; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.1951; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1878; 2025-05-15 13:14:18,508 - INFO - Epoch: 0809 / 1300 lr: 8.750e-05 2025-05-15 13:14:31,960 - INFO - Training: cls_zice: 110.09009813007556; reg_zipnll: 263.5108050296181; aux_mae_loss_1: 192.17223438463714; aux_mae_loss_2: 26.276745495043304; aux_mae_loss_4: 4.041006590190687; cnt_loss: 26.735902234127646; 2025-05-15 13:14:31,961 - INFO - Evaluation: Curr mae: 81.3910; Best mae: 72.0444; 72.8978; 74.7312; 75.4144; 75.8928; Curr rmse: 127.9817; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2083; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1878; 2025-05-15 13:14:31,962 - INFO - Epoch: 0810 / 1300 lr: 8.734e-05 2025-05-15 13:14:45,209 - INFO - Training: cls_zice: 112.03210639953613; reg_zipnll: 258.94922397011203; aux_mae_loss_1: 191.695945338199; aux_mae_loss_2: 26.466214280379447; aux_mae_loss_4: 4.110792279243469; cnt_loss: 28.76551685835186; 2025-05-15 13:14:45,210 - INFO - Evaluation: Curr mae: 76.4125; Best mae: 72.0444; 72.8978; 74.7312; 75.4144; 75.8928; Curr rmse: 119.2425; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.1921; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1878; 2025-05-15 13:14:45,210 - INFO - Epoch: 0811 / 1300 lr: 8.718e-05 2025-05-15 13:14:58,580 - INFO - Training: cls_zice: 115.29751677262156; reg_zipnll: 265.42462750485066; aux_mae_loss_1: 193.50341776797646; aux_mae_loss_2: 26.391309386805485; aux_mae_loss_4: 4.03590276366786; cnt_loss: 28.897620753238076; 2025-05-15 13:14:58,581 - INFO - Evaluation: Curr mae: 84.5382; Best mae: 72.0444; 72.8978; 74.7312; 75.4144; 75.8928; Curr rmse: 132.2916; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2201; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1878; 2025-05-15 13:14:58,581 - INFO - Epoch: 0812 / 1300 lr: 8.701e-05 2025-05-15 13:15:12,117 - INFO - Training: cls_zice: 115.70551520899723; reg_zipnll: 253.6931266784668; aux_mae_loss_1: 197.21021491602846; aux_mae_loss_2: 27.100262541519967; aux_mae_loss_4: 4.262513995170593; cnt_loss: 34.38622647837589; 2025-05-15 13:15:12,118 - INFO - Evaluation: Curr mae: 89.6223; Best mae: 72.0444; 72.8978; 74.7312; 75.4144; 75.8928; Curr rmse: 128.8892; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2512; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1878; 2025-05-15 13:15:12,118 - INFO - Epoch: 0813 / 1300 lr: 8.685e-05 2025-05-15 13:15:25,641 - INFO - Training: cls_zice: 120.67429542541504; reg_zipnll: 261.31372230931333; aux_mae_loss_1: 195.4100650988127; aux_mae_loss_2: 27.077440387324284; aux_mae_loss_4: 4.26120336432206; cnt_loss: 31.90370996374833; 2025-05-15 13:15:25,642 - INFO - Evaluation: Curr mae: 78.3079; Best mae: 72.0444; 72.8978; 74.7312; 75.4144; 75.8928; Curr rmse: 128.4174; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2106; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1878; 2025-05-15 13:15:25,642 - INFO - Epoch: 0814 / 1300 lr: 8.668e-05 2025-05-15 13:15:39,269 - INFO - Training: cls_zice: 123.88059892152485; reg_zipnll: 252.12683838292173; aux_mae_loss_1: 196.922016946893; aux_mae_loss_2: 27.018328917653935; aux_mae_loss_4: 4.159254023903294; cnt_loss: 28.716940026534232; 2025-05-15 13:15:39,270 - INFO - Evaluation: Curr mae: 79.5966; Best mae: 72.0444; 72.8978; 74.7312; 75.4144; 75.8928; Curr rmse: 125.1978; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2131; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1878; 2025-05-15 13:15:39,270 - INFO - Epoch: 0815 / 1300 lr: 8.652e-05 2025-05-15 13:15:52,719 - INFO - Training: cls_zice: 114.38937222330193; reg_zipnll: 251.37262163664164; aux_mae_loss_1: 192.99819022730776; aux_mae_loss_2: 26.322302366557874; aux_mae_loss_4: 3.957437000776592; cnt_loss: 26.359405994415283; 2025-05-15 13:15:52,720 - INFO - Evaluation: Curr mae: 89.1122; Best mae: 72.0444; 72.8978; 74.7312; 75.4144; 75.8928; Curr rmse: 143.5231; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2651; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1878; 2025-05-15 13:15:52,720 - INFO - Epoch: 0816 / 1300 lr: 8.635e-05 2025-05-15 13:16:06,283 - INFO - Training: cls_zice: 112.71859289470471; reg_zipnll: 244.06188001130758; aux_mae_loss_1: 190.3821892989309; aux_mae_loss_2: 26.27062672062924; aux_mae_loss_4: 4.091871951755724; cnt_loss: 30.308565516220895; 2025-05-15 13:16:06,284 - INFO - Evaluation: Curr mae: 91.4273; Best mae: 72.0444; 72.8978; 74.7312; 75.4144; 75.8928; Curr rmse: 143.6673; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2699; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1878; 2025-05-15 13:16:06,284 - INFO - Epoch: 0817 / 1300 lr: 8.618e-05 2025-05-15 13:16:19,770 - INFO - Training: cls_zice: 107.6703112752814; reg_zipnll: 253.4839055914628; aux_mae_loss_1: 193.57445606432464; aux_mae_loss_2: 26.179200222617702; aux_mae_loss_4: 3.892676880485133; cnt_loss: 24.632369317506488; 2025-05-15 13:16:19,771 - INFO - Evaluation: Curr mae: 104.5551; Best mae: 72.0444; 72.8978; 74.7312; 75.4144; 75.8928; Curr rmse: 164.8321; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2990; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1878; 2025-05-15 13:16:19,771 - INFO - Epoch: 0818 / 1300 lr: 8.601e-05 2025-05-15 13:16:33,449 - INFO - Training: cls_zice: 118.14523235120271; reg_zipnll: 252.30862406680458; aux_mae_loss_1: 195.89191276148745; aux_mae_loss_2: 26.847354386982165; aux_mae_loss_4: 4.125858633141768; cnt_loss: 27.861781622234144; 2025-05-15 13:16:33,450 - INFO - Evaluation: Curr mae: 99.6734; Best mae: 72.0444; 72.8978; 74.7312; 75.4144; 75.8928; Curr rmse: 151.4680; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2745; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1878; 2025-05-15 13:16:33,450 - INFO - Epoch: 0819 / 1300 lr: 8.584e-05 2025-05-15 13:16:47,122 - INFO - Training: cls_zice: 111.61436281706158; reg_zipnll: 258.74898549130086; aux_mae_loss_1: 194.84729525917456; aux_mae_loss_2: 26.57263233787135; aux_mae_loss_4: 4.024293905810306; cnt_loss: 27.532070812426117; 2025-05-15 13:16:47,123 - INFO - Evaluation: Curr mae: 106.1527; Best mae: 72.0444; 72.8978; 74.7312; 75.4144; 75.8928; Curr rmse: 165.0049; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2856; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1878; 2025-05-15 13:16:47,123 - INFO - Epoch: 0820 / 1300 lr: 8.567e-05 2025-05-15 13:17:00,658 - INFO - Training: cls_zice: 114.22788519608348; reg_zipnll: 246.25700659500924; aux_mae_loss_1: 193.51061891254625; aux_mae_loss_2: 26.535575716119062; aux_mae_loss_4: 4.143838173464725; cnt_loss: 29.814025929099635; 2025-05-15 13:17:00,659 - INFO - Evaluation: Curr mae: 88.8127; Best mae: 72.0444; 72.8978; 74.7312; 75.4144; 75.8928; Curr rmse: 134.9213; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2526; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1878; 2025-05-15 13:17:00,659 - INFO - Epoch: 0821 / 1300 lr: 8.550e-05 2025-05-15 13:17:14,172 - INFO - Training: cls_zice: 109.57993678042763; reg_zipnll: 251.8030128479004; aux_mae_loss_1: 191.5943916722348; aux_mae_loss_2: 26.336971006895368; aux_mae_loss_4: 4.01951287294689; cnt_loss: 28.26020792910927; 2025-05-15 13:17:14,172 - INFO - Evaluation: Curr mae: 86.3583; Best mae: 72.0444; 72.8978; 74.7312; 75.4144; 75.8928; Curr rmse: 134.8801; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2215; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1878; 2025-05-15 13:17:14,173 - INFO - Epoch: 0822 / 1300 lr: 8.533e-05 2025-05-15 13:17:27,745 - INFO - Training: cls_zice: 113.41124112982499; reg_zipnll: 256.769289719431; aux_mae_loss_1: 195.31971580103823; aux_mae_loss_2: 26.80059643795616; aux_mae_loss_4: 4.200362287069622; cnt_loss: 31.26961155941612; 2025-05-15 13:17:27,746 - INFO - Evaluation: Curr mae: 83.0696; Best mae: 72.0444; 72.8978; 74.7312; 75.4144; 75.8928; Curr rmse: 131.0920; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2065; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1878; 2025-05-15 13:17:27,746 - INFO - Epoch: 0823 / 1300 lr: 8.516e-05 2025-05-15 13:17:41,216 - INFO - Training: cls_zice: 111.0699634552002; reg_zipnll: 269.1089196456106; aux_mae_loss_1: 193.4515989203202; aux_mae_loss_2: 26.156982974002236; aux_mae_loss_4: 3.9527552065096403; cnt_loss: 26.48824812236585; 2025-05-15 13:17:41,217 - INFO - Evaluation: Curr mae: 92.0360; Best mae: 72.0444; 72.8978; 74.7312; 75.4144; 75.8928; Curr rmse: 149.8367; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2506; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1878; 2025-05-15 13:17:41,217 - INFO - Epoch: 0824 / 1300 lr: 8.498e-05 2025-05-15 13:17:54,791 - INFO - Training: cls_zice: 110.00680411489387; reg_zipnll: 242.67132809287622; aux_mae_loss_1: 190.1891901116622; aux_mae_loss_2: 26.295384959170693; aux_mae_loss_4: 4.147608757019043; cnt_loss: 31.040276954048558; 2025-05-15 13:17:54,792 - INFO - Evaluation: Curr mae: 101.6628; Best mae: 72.0444; 72.8978; 74.7312; 75.4144; 75.8928; Curr rmse: 165.2900; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.3064; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1878; 2025-05-15 13:17:54,792 - INFO - Epoch: 0825 / 1300 lr: 8.481e-05 2025-05-15 13:18:08,252 - INFO - Training: cls_zice: 111.14816139873706; reg_zipnll: 257.20294159337095; aux_mae_loss_1: 192.56576437699167; aux_mae_loss_2: 26.1217326866953; aux_mae_loss_4: 3.999716695986296; cnt_loss: 30.128688260128623; 2025-05-15 13:18:08,253 - INFO - Evaluation: Curr mae: 91.6957; Best mae: 72.0444; 72.8978; 74.7312; 75.4144; 75.8928; Curr rmse: 141.0548; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2624; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1878; 2025-05-15 13:18:08,253 - INFO - Epoch: 0826 / 1300 lr: 8.463e-05 2025-05-15 13:18:21,806 - INFO - Training: cls_zice: 106.0830013877467; reg_zipnll: 254.9385149102462; aux_mae_loss_1: 187.7712273848684; aux_mae_loss_2: 25.755737907008122; aux_mae_loss_4: 3.9923541922318306; cnt_loss: 29.580178662350303; 2025-05-15 13:18:21,806 - INFO - Evaluation: Curr mae: 78.1881; Best mae: 72.0444; 72.8978; 74.7312; 75.4144; 75.8928; Curr rmse: 123.8566; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2109; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1878; 2025-05-15 13:18:21,806 - INFO - Epoch: 0827 / 1300 lr: 8.446e-05 2025-05-15 13:18:35,262 - INFO - Training: cls_zice: 116.30611083382054; reg_zipnll: 249.92101729543586; aux_mae_loss_1: 190.7800760771099; aux_mae_loss_2: 26.140403647171823; aux_mae_loss_4: 3.9201706741985523; cnt_loss: 23.523103588505794; 2025-05-15 13:18:35,263 - INFO - Evaluation: Curr mae: 80.2832; Best mae: 72.0444; 72.8978; 74.7312; 75.4144; 75.8928; Curr rmse: 129.2936; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2267; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1878; 2025-05-15 13:18:35,263 - INFO - Epoch: 0828 / 1300 lr: 8.428e-05 2025-05-15 13:18:48,751 - INFO - Training: cls_zice: 111.45085244429738; reg_zipnll: 253.9126524674265; aux_mae_loss_1: 190.6856251766807; aux_mae_loss_2: 25.93731077093827; aux_mae_loss_4: 3.947816535046226; cnt_loss: 27.744230370772513; 2025-05-15 13:18:48,752 - INFO - Evaluation: Curr mae: 80.0536; Best mae: 72.0444; 72.8978; 74.7312; 75.4144; 75.8928; Curr rmse: 128.4737; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2110; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1878; 2025-05-15 13:18:48,752 - INFO - Epoch: 0829 / 1300 lr: 8.410e-05 2025-05-15 13:19:02,458 - INFO - Training: cls_zice: 113.99306904642205; reg_zipnll: 250.51794895372893; aux_mae_loss_1: 190.30817092092414; aux_mae_loss_2: 25.83499248404252; aux_mae_loss_4: 3.9154799360977974; cnt_loss: 27.698871888612445; 2025-05-15 13:19:02,459 - INFO - Evaluation: Curr mae: 86.0230; Best mae: 72.0444; 72.8978; 74.7312; 75.4144; 75.8928; Curr rmse: 128.9362; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2318; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1878; 2025-05-15 13:19:02,459 - INFO - Epoch: 0830 / 1300 lr: 8.392e-05 2025-05-15 13:19:15,832 - INFO - Training: cls_zice: 118.18945352654708; reg_zipnll: 258.63600761012026; aux_mae_loss_1: 198.06452961971885; aux_mae_loss_2: 27.15872443349738; aux_mae_loss_4: 4.252237583461561; cnt_loss: 32.23317838969984; 2025-05-15 13:19:15,832 - INFO - Evaluation: Curr mae: 82.1814; Best mae: 72.0444; 72.8978; 74.7312; 75.4144; 75.8928; Curr rmse: 127.4784; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2227; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1878; 2025-05-15 13:19:15,833 - INFO - Epoch: 0831 / 1300 lr: 8.374e-05 2025-05-15 13:19:29,288 - INFO - Training: cls_zice: 113.02163631037662; reg_zipnll: 253.83643602070055; aux_mae_loss_1: 192.00820902774208; aux_mae_loss_2: 26.149670550697728; aux_mae_loss_4: 4.012624332779332; cnt_loss: 28.751878462339704; 2025-05-15 13:19:29,289 - INFO - Evaluation: Curr mae: 84.6482; Best mae: 72.0444; 72.8978; 74.7312; 75.4144; 75.8928; Curr rmse: 133.6974; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2412; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1878; 2025-05-15 13:19:29,289 - INFO - Epoch: 0832 / 1300 lr: 8.356e-05 2025-05-15 13:19:42,747 - INFO - Training: cls_zice: 114.15777858934905; reg_zipnll: 249.77298515721372; aux_mae_loss_1: 188.55895474082544; aux_mae_loss_2: 25.662753707484196; aux_mae_loss_4: 3.8649008085853174; cnt_loss: 24.32008211236251; 2025-05-15 13:19:42,748 - INFO - Evaluation: Curr mae: 85.7251; Best mae: 72.0444; 72.8978; 74.7312; 75.4144; 75.8928; Curr rmse: 128.7803; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2435; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1878; 2025-05-15 13:19:42,748 - INFO - Epoch: 0833 / 1300 lr: 8.338e-05 2025-05-15 13:19:56,289 - INFO - Training: cls_zice: 111.93125764947189; reg_zipnll: 248.7034783614309; aux_mae_loss_1: 187.88202145225122; aux_mae_loss_2: 25.47589994731702; aux_mae_loss_4: 3.9230803502233407; cnt_loss: 24.396519359789398; 2025-05-15 13:19:56,290 - INFO - Evaluation: Curr mae: 92.9924; Best mae: 72.0444; 72.8978; 74.7312; 75.4144; 75.8928; Curr rmse: 146.8267; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2602; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1878; 2025-05-15 13:19:56,290 - INFO - Epoch: 0834 / 1300 lr: 8.320e-05 2025-05-15 13:20:10,066 - INFO - Training: cls_zice: 110.933307246158; reg_zipnll: 253.9752910011693; aux_mae_loss_1: 187.881888339394; aux_mae_loss_2: 25.61098851655659; aux_mae_loss_4: 3.846376801791944; cnt_loss: 25.305634824853193; 2025-05-15 13:20:10,067 - INFO - Evaluation: Curr mae: 92.0059; Best mae: 72.0444; 72.8978; 74.7312; 75.4144; 75.8928; Curr rmse: 136.6748; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2785; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1878; 2025-05-15 13:20:10,067 - INFO - Epoch: 0835 / 1300 lr: 8.302e-05 2025-05-15 13:20:23,604 - INFO - Training: cls_zice: 117.65390872955322; reg_zipnll: 247.33210332770096; aux_mae_loss_1: 193.51774316085013; aux_mae_loss_2: 26.266570141440944; aux_mae_loss_4: 4.026673116182026; cnt_loss: 27.156589733926875; 2025-05-15 13:20:23,605 - INFO - Evaluation: Curr mae: 89.9856; Best mae: 72.0444; 72.8978; 74.7312; 75.4144; 75.8928; Curr rmse: 135.1153; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2495; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1878; 2025-05-15 13:20:23,605 - INFO - Epoch: 0836 / 1300 lr: 8.283e-05 2025-05-15 13:20:37,099 - INFO - Training: cls_zice: 112.06051570490787; reg_zipnll: 243.38960145649156; aux_mae_loss_1: 188.71528143631784; aux_mae_loss_2: 25.52991741581967; aux_mae_loss_4: 3.882164384189405; cnt_loss: 25.078655293113307; 2025-05-15 13:20:37,099 - INFO - Evaluation: Curr mae: 85.5875; Best mae: 72.0444; 72.8978; 74.7312; 75.4144; 75.8928; Curr rmse: 129.0794; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2387; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1878; 2025-05-15 13:20:37,100 - INFO - Epoch: 0837 / 1300 lr: 8.265e-05 2025-05-15 13:20:50,714 - INFO - Training: cls_zice: 115.92713599455983; reg_zipnll: 272.08845881411906; aux_mae_loss_1: 195.02548217773438; aux_mae_loss_2: 26.852518382825348; aux_mae_loss_4: 4.058840670083699; cnt_loss: 29.585283078645404; 2025-05-15 13:20:50,732 - INFO - Evaluation: Curr mae: 76.9153; Best mae: 72.0444; 72.8978; 74.7312; 75.4144; 75.8928; Curr rmse: 131.2129; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.1864; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:20:50,732 - INFO - Epoch: 0838 / 1300 lr: 8.246e-05 2025-05-15 13:21:04,411 - INFO - Training: cls_zice: 112.93693346726268; reg_zipnll: 243.7761583830181; aux_mae_loss_1: 187.7519491095292; aux_mae_loss_2: 25.794288534867135; aux_mae_loss_4: 3.9818301075383236; cnt_loss: 25.80529815272281; 2025-05-15 13:21:04,412 - INFO - Evaluation: Curr mae: 89.2284; Best mae: 72.0444; 72.8978; 74.7312; 75.4144; 75.8928; Curr rmse: 141.1680; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2589; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:21:04,412 - INFO - Epoch: 0839 / 1300 lr: 8.228e-05 2025-05-15 13:21:17,979 - INFO - Training: cls_zice: 106.99473898034347; reg_zipnll: 256.91089308889286; aux_mae_loss_1: 185.94631315532484; aux_mae_loss_2: 25.484341119465075; aux_mae_loss_4: 3.914935042983607; cnt_loss: 25.292975852363988; 2025-05-15 13:21:17,980 - INFO - Evaluation: Curr mae: 82.4736; Best mae: 72.0444; 72.8978; 74.7312; 75.4144; 75.8928; Curr rmse: 130.0912; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2253; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:21:17,980 - INFO - Epoch: 0840 / 1300 lr: 8.209e-05 2025-05-15 13:21:31,232 - INFO - Training: cls_zice: 111.63221354233592; reg_zipnll: 250.8805419520328; aux_mae_loss_1: 188.86325675562807; aux_mae_loss_2: 25.798758707548444; aux_mae_loss_4: 3.9352981667769584; cnt_loss: 25.781679329119232; 2025-05-15 13:21:31,247 - INFO - Evaluation: Curr mae: 74.4501; Best mae: 72.0444; 72.8978; 74.4501; 74.7312; 75.4144; Curr rmse: 121.9207; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2056; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:21:31,247 - INFO - Epoch: 0841 / 1300 lr: 8.190e-05 2025-05-15 13:21:44,641 - INFO - Training: cls_zice: 114.47611638119346; reg_zipnll: 260.3407835709421; aux_mae_loss_1: 192.04543344598068; aux_mae_loss_2: 25.85320839128996; aux_mae_loss_4: 3.873143792152405; cnt_loss: 25.36220824091058; 2025-05-15 13:21:44,642 - INFO - Evaluation: Curr mae: 79.3359; Best mae: 72.0444; 72.8978; 74.4501; 74.7312; 75.4144; Curr rmse: 127.2370; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2010; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:21:44,642 - INFO - Epoch: 0842 / 1300 lr: 8.171e-05 2025-05-15 13:21:58,002 - INFO - Training: cls_zice: 106.46761076073898; reg_zipnll: 254.28809396844161; aux_mae_loss_1: 187.20417946263365; aux_mae_loss_2: 25.41002951170269; aux_mae_loss_4: 3.869476926954169; cnt_loss: 26.467676338396576; 2025-05-15 13:21:58,002 - INFO - Evaluation: Curr mae: 76.8787; Best mae: 72.0444; 72.8978; 74.4501; 74.7312; 75.4144; Curr rmse: 124.1759; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.1915; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:21:58,002 - INFO - Epoch: 0843 / 1300 lr: 8.153e-05 2025-05-15 13:22:11,724 - INFO - Training: cls_zice: 119.69819626055266; reg_zipnll: 249.74670349924187; aux_mae_loss_1: 194.76408024838096; aux_mae_loss_2: 27.101211146304482; aux_mae_loss_4: 4.262189996869941; cnt_loss: 33.562660568638854; 2025-05-15 13:22:11,725 - INFO - Evaluation: Curr mae: 82.5398; Best mae: 72.0444; 72.8978; 74.4501; 74.7312; 75.4144; Curr rmse: 131.8559; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2133; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:22:11,725 - INFO - Epoch: 0844 / 1300 lr: 8.134e-05 2025-05-15 13:22:25,279 - INFO - Training: cls_zice: 111.79138404444645; reg_zipnll: 246.45827102661133; aux_mae_loss_1: 191.00357497365852; aux_mae_loss_2: 26.31518921099211; aux_mae_loss_4: 4.061628755770232; cnt_loss: 28.313658312747354; 2025-05-15 13:22:25,279 - INFO - Evaluation: Curr mae: 84.1602; Best mae: 72.0444; 72.8978; 74.4501; 74.7312; 75.4144; Curr rmse: 139.5888; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2430; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:22:25,280 - INFO - Epoch: 0845 / 1300 lr: 8.115e-05 2025-05-15 13:22:38,679 - INFO - Training: cls_zice: 115.05203126606189; reg_zipnll: 240.6419593409488; aux_mae_loss_1: 189.8703374360737; aux_mae_loss_2: 25.903656206632917; aux_mae_loss_4: 4.009839497114482; cnt_loss: 27.917970833025482; 2025-05-15 13:22:38,680 - INFO - Evaluation: Curr mae: 84.7715; Best mae: 72.0444; 72.8978; 74.4501; 74.7312; 75.4144; Curr rmse: 133.7759; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2367; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:22:38,680 - INFO - Epoch: 0846 / 1300 lr: 8.095e-05 2025-05-15 13:22:52,035 - INFO - Training: cls_zice: 115.12287757271214; reg_zipnll: 246.23296115272925; aux_mae_loss_1: 191.6273687262284; aux_mae_loss_2: 26.262085111517656; aux_mae_loss_4: 3.9999251993078935; cnt_loss: 29.214855131350067; 2025-05-15 13:22:52,036 - INFO - Evaluation: Curr mae: 76.5614; Best mae: 72.0444; 72.8978; 74.4501; 74.7312; 75.4144; Curr rmse: 125.3533; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2055; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:22:52,036 - INFO - Epoch: 0847 / 1300 lr: 8.076e-05 2025-05-15 13:23:05,521 - INFO - Training: cls_zice: 114.48795439067639; reg_zipnll: 236.713906940661; aux_mae_loss_1: 190.94870717901932; aux_mae_loss_2: 26.070740498994525; aux_mae_loss_4: 3.9592556890688444; cnt_loss: 26.52771688762464; 2025-05-15 13:23:05,521 - INFO - Evaluation: Curr mae: 86.7640; Best mae: 72.0444; 72.8978; 74.4501; 74.7312; 75.4144; Curr rmse: 134.1149; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2622; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:23:05,522 - INFO - Epoch: 0848 / 1300 lr: 8.057e-05 2025-05-15 13:23:19,060 - INFO - Training: cls_zice: 116.55284720972965; reg_zipnll: 234.56637272081878; aux_mae_loss_1: 190.73291577790914; aux_mae_loss_2: 26.1693306973106; aux_mae_loss_4: 4.058250226472554; cnt_loss: 28.036899315683467; 2025-05-15 13:23:19,060 - INFO - Evaluation: Curr mae: 91.6419; Best mae: 72.0444; 72.8978; 74.4501; 74.7312; 75.4144; Curr rmse: 141.8033; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2390; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:23:19,060 - INFO - Epoch: 0849 / 1300 lr: 8.038e-05 2025-05-15 13:23:32,410 - INFO - Training: cls_zice: 114.49386646873073; reg_zipnll: 240.4208752481561; aux_mae_loss_1: 192.1631521927683; aux_mae_loss_2: 26.374690708361175; aux_mae_loss_4: 4.084776451713161; cnt_loss: 29.895516069311846; 2025-05-15 13:23:32,410 - INFO - Evaluation: Curr mae: 85.6588; Best mae: 72.0444; 72.8978; 74.4501; 74.7312; 75.4144; Curr rmse: 132.8184; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2432; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:23:32,410 - INFO - Epoch: 0850 / 1300 lr: 8.018e-05 2025-05-15 13:23:45,916 - INFO - Training: cls_zice: 109.75663335699784; reg_zipnll: 249.41605989556564; aux_mae_loss_1: 189.14461437024568; aux_mae_loss_2: 25.797650211735775; aux_mae_loss_4: 3.9536274671554565; cnt_loss: 27.917472688775312; 2025-05-15 13:23:45,917 - INFO - Evaluation: Curr mae: 78.8036; Best mae: 72.0444; 72.8978; 74.4501; 74.7312; 75.4144; Curr rmse: 133.0786; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2205; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:23:45,966 - INFO - Epoch: 0851 / 1300 lr: 7.999e-05 2025-05-15 13:23:59,333 - INFO - Training: cls_zice: 114.02209086167186; reg_zipnll: 250.16569398578844; aux_mae_loss_1: 188.45693548102128; aux_mae_loss_2: 25.683282801979466; aux_mae_loss_4: 3.902786461930526; cnt_loss: 26.028347266347783; 2025-05-15 13:23:59,334 - INFO - Evaluation: Curr mae: 82.1072; Best mae: 72.0444; 72.8978; 74.4501; 74.7312; 75.4144; Curr rmse: 129.4168; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2214; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:23:59,334 - INFO - Epoch: 0852 / 1300 lr: 7.979e-05 2025-05-15 13:24:12,536 - INFO - Training: cls_zice: 119.27988142716258; reg_zipnll: 252.6946766501979; aux_mae_loss_1: 196.9560745640805; aux_mae_loss_2: 26.929172666449297; aux_mae_loss_4: 4.140629937774257; cnt_loss: 31.01159775884528; 2025-05-15 13:24:12,537 - INFO - Evaluation: Curr mae: 87.6066; Best mae: 72.0444; 72.8978; 74.4501; 74.7312; 75.4144; Curr rmse: 132.6796; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2434; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:24:12,537 - INFO - Epoch: 0853 / 1300 lr: 7.960e-05 2025-05-15 13:24:26,107 - INFO - Training: cls_zice: 112.8685521577534; reg_zipnll: 254.28970758538497; aux_mae_loss_1: 191.386771151894; aux_mae_loss_2: 26.157971683301422; aux_mae_loss_4: 4.01605909121664; cnt_loss: 27.050552895194606; 2025-05-15 13:24:26,108 - INFO - Evaluation: Curr mae: 77.4728; Best mae: 72.0444; 72.8978; 74.4501; 74.7312; 75.4144; Curr rmse: 122.4675; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2216; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:24:26,108 - INFO - Epoch: 0854 / 1300 lr: 7.940e-05 2025-05-15 13:24:39,683 - INFO - Training: cls_zice: 114.62653616855019; reg_zipnll: 241.15127884714227; aux_mae_loss_1: 190.49036126387747; aux_mae_loss_2: 26.4977095754523; aux_mae_loss_4: 4.145943208744652; cnt_loss: 33.54514034170853; 2025-05-15 13:24:39,701 - INFO - Evaluation: Curr mae: 74.9146; Best mae: 72.0444; 72.8978; 74.4501; 74.7312; 74.9146; Curr rmse: 127.1592; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.1945; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:24:39,701 - INFO - Epoch: 0855 / 1300 lr: 7.920e-05 2025-05-15 13:24:53,081 - INFO - Training: cls_zice: 112.85660884254857; reg_zipnll: 254.14970337717156; aux_mae_loss_1: 192.71898892051294; aux_mae_loss_2: 26.34774694944683; aux_mae_loss_4: 4.110529071406314; cnt_loss: 31.15081114518015; 2025-05-15 13:24:53,082 - INFO - Evaluation: Curr mae: 80.5770; Best mae: 72.0444; 72.8978; 74.4501; 74.7312; 74.9146; Curr rmse: 125.7613; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2283; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:24:53,082 - INFO - Epoch: 0856 / 1300 lr: 7.900e-05 2025-05-15 13:25:06,553 - INFO - Training: cls_zice: 110.12614179912366; reg_zipnll: 241.10497715598657; aux_mae_loss_1: 190.27631980494448; aux_mae_loss_2: 25.960506163145368; aux_mae_loss_4: 3.9371393730765893; cnt_loss: 25.335109058179352; 2025-05-15 13:25:06,554 - INFO - Evaluation: Curr mae: 80.4450; Best mae: 72.0444; 72.8978; 74.4501; 74.7312; 74.9146; Curr rmse: 124.1196; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2185; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:25:06,554 - INFO - Epoch: 0857 / 1300 lr: 7.880e-05 2025-05-15 13:25:20,196 - INFO - Training: cls_zice: 108.28225487156918; reg_zipnll: 245.1561104623895; aux_mae_loss_1: 189.32502304880242; aux_mae_loss_2: 25.439569623846758; aux_mae_loss_4: 3.7320857989160636; cnt_loss: 23.83569318369815; 2025-05-15 13:25:20,212 - INFO - Evaluation: Curr mae: 74.6750; Best mae: 72.0444; 72.8978; 74.4501; 74.6750; 74.7312; Curr rmse: 117.0210; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2084; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:25:20,212 - INFO - Epoch: 0858 / 1300 lr: 7.860e-05 2025-05-15 13:25:33,716 - INFO - Training: cls_zice: 114.53420448303223; reg_zipnll: 259.34172700580797; aux_mae_loss_1: 191.0633376272101; aux_mae_loss_2: 26.164064407348633; aux_mae_loss_4: 3.977318914313065; cnt_loss: 27.41403489363821; 2025-05-15 13:25:33,717 - INFO - Evaluation: Curr mae: 86.8208; Best mae: 72.0444; 72.8978; 74.4501; 74.6750; 74.7312; Curr rmse: 138.1628; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2502; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:25:33,717 - INFO - Epoch: 0859 / 1300 lr: 7.840e-05 2025-05-15 13:25:47,093 - INFO - Training: cls_zice: 116.00685044338829; reg_zipnll: 256.0368138363487; aux_mae_loss_1: 194.47129540694388; aux_mae_loss_2: 26.296486804359837; aux_mae_loss_4: 3.982044872484709; cnt_loss: 26.94779476366545; 2025-05-15 13:25:47,094 - INFO - Evaluation: Curr mae: 78.2997; Best mae: 72.0444; 72.8978; 74.4501; 74.6750; 74.7312; Curr rmse: 126.9756; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.1992; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:25:47,094 - INFO - Epoch: 0860 / 1300 lr: 7.820e-05 2025-05-15 13:26:00,880 - INFO - Training: cls_zice: 111.70351906826622; reg_zipnll: 239.7044620513916; aux_mae_loss_1: 186.4797931470369; aux_mae_loss_2: 25.4442360526637; aux_mae_loss_4: 3.8961825119821647; cnt_loss: 27.438232446971693; 2025-05-15 13:26:00,880 - INFO - Evaluation: Curr mae: 86.0620; Best mae: 72.0444; 72.8978; 74.4501; 74.6750; 74.7312; Curr rmse: 139.5914; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2252; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:26:00,881 - INFO - Epoch: 0861 / 1300 lr: 7.800e-05 2025-05-15 13:26:14,268 - INFO - Training: cls_zice: 105.32832261135704; reg_zipnll: 260.64958271227385; aux_mae_loss_1: 188.6578881113153; aux_mae_loss_2: 25.57124278419896; aux_mae_loss_4: 3.820031843687359; cnt_loss: 23.49736203645405; 2025-05-15 13:26:14,269 - INFO - Evaluation: Curr mae: 82.5614; Best mae: 72.0444; 72.8978; 74.4501; 74.6750; 74.7312; Curr rmse: 130.4295; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2110; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:26:14,269 - INFO - Epoch: 0862 / 1300 lr: 7.780e-05 2025-05-15 13:26:27,672 - INFO - Training: cls_zice: 108.84166182969746; reg_zipnll: 252.62610626220703; aux_mae_loss_1: 187.50072378861276; aux_mae_loss_2: 25.800882690831234; aux_mae_loss_4: 3.949521114951686; cnt_loss: 29.43637702339574; 2025-05-15 13:26:27,672 - INFO - Evaluation: Curr mae: 79.4570; Best mae: 72.0444; 72.8978; 74.4501; 74.6750; 74.7312; Curr rmse: 124.6130; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2072; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:26:27,672 - INFO - Epoch: 0863 / 1300 lr: 7.760e-05 2025-05-15 13:26:41,220 - INFO - Training: cls_zice: 117.62985229492188; reg_zipnll: 261.92509540758635; aux_mae_loss_1: 191.8317810861688; aux_mae_loss_2: 26.085508798298083; aux_mae_loss_4: 3.9335899353027344; cnt_loss: 26.64880717428107; 2025-05-15 13:26:41,220 - INFO - Evaluation: Curr mae: 76.2840; Best mae: 72.0444; 72.8978; 74.4501; 74.6750; 74.7312; Curr rmse: 122.3634; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.1938; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:26:41,221 - INFO - Epoch: 0864 / 1300 lr: 7.739e-05 2025-05-15 13:26:54,793 - INFO - Training: cls_zice: 122.23453893159565; reg_zipnll: 242.70853163066664; aux_mae_loss_1: 194.35747407612047; aux_mae_loss_2: 26.672490220320853; aux_mae_loss_4: 4.108371891473469; cnt_loss: 28.510888074573717; 2025-05-15 13:26:54,794 - INFO - Evaluation: Curr mae: 84.8331; Best mae: 72.0444; 72.8978; 74.4501; 74.6750; 74.7312; Curr rmse: 129.5428; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2233; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:26:54,794 - INFO - Epoch: 0865 / 1300 lr: 7.719e-05 2025-05-15 13:27:08,260 - INFO - Training: cls_zice: 104.11082729540374; reg_zipnll: 262.005328730533; aux_mae_loss_1: 184.59693105597245; aux_mae_loss_2: 24.82846817217375; aux_mae_loss_4: 3.6676770009492574; cnt_loss: 23.534722227799264; 2025-05-15 13:27:08,261 - INFO - Evaluation: Curr mae: 78.6582; Best mae: 72.0444; 72.8978; 74.4501; 74.6750; 74.7312; Curr rmse: 131.4475; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2024; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:27:08,261 - INFO - Epoch: 0866 / 1300 lr: 7.698e-05 2025-05-15 13:27:21,534 - INFO - Training: cls_zice: 113.29981969532214; reg_zipnll: 250.5074493006656; aux_mae_loss_1: 187.88338570845755; aux_mae_loss_2: 25.47320792549535; aux_mae_loss_4: 3.880925329107987; cnt_loss: 23.661926545594866; 2025-05-15 13:27:21,535 - INFO - Evaluation: Curr mae: 84.0411; Best mae: 72.0444; 72.8978; 74.4501; 74.6750; 74.7312; Curr rmse: 138.1012; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2218; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:27:21,535 - INFO - Epoch: 0867 / 1300 lr: 7.678e-05 2025-05-15 13:27:34,931 - INFO - Training: cls_zice: 114.50483623303865; reg_zipnll: 241.04374012194182; aux_mae_loss_1: 187.29498732717414; aux_mae_loss_2: 25.837283786974456; aux_mae_loss_4: 3.991559574478551; cnt_loss: 26.393328315333317; 2025-05-15 13:27:34,931 - INFO - Evaluation: Curr mae: 88.9378; Best mae: 72.0444; 72.8978; 74.4501; 74.6750; 74.7312; Curr rmse: 152.1966; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2348; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:27:34,932 - INFO - Epoch: 0868 / 1300 lr: 7.657e-05 2025-05-15 13:27:48,270 - INFO - Training: cls_zice: 116.8246871546695; reg_zipnll: 263.34955958316203; aux_mae_loss_1: 192.87076829609117; aux_mae_loss_2: 26.2725123857197; aux_mae_loss_4: 4.0542296171188354; cnt_loss: 27.633697183508623; 2025-05-15 13:27:48,271 - INFO - Evaluation: Curr mae: 84.9278; Best mae: 72.0444; 72.8978; 74.4501; 74.6750; 74.7312; Curr rmse: 133.9119; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2333; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:27:48,271 - INFO - Epoch: 0869 / 1300 lr: 7.636e-05 2025-05-15 13:28:01,619 - INFO - Training: cls_zice: 109.43433515649093; reg_zipnll: 241.06644439697266; aux_mae_loss_1: 185.65382786800987; aux_mae_loss_2: 25.39337278667249; aux_mae_loss_4: 3.784974273882414; cnt_loss: 22.685922296423662; 2025-05-15 13:28:01,620 - INFO - Evaluation: Curr mae: 84.0832; Best mae: 72.0444; 72.8978; 74.4501; 74.6750; 74.7312; Curr rmse: 133.5469; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2334; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:28:01,620 - INFO - Epoch: 0870 / 1300 lr: 7.616e-05 2025-05-15 13:28:15,083 - INFO - Training: cls_zice: 115.54755115509033; reg_zipnll: 247.774187389173; aux_mae_loss_1: 191.58099264847604; aux_mae_loss_2: 26.57562828063965; aux_mae_loss_4: 4.105504092417266; cnt_loss: 30.08897600675884; 2025-05-15 13:28:15,084 - INFO - Evaluation: Curr mae: 77.9350; Best mae: 72.0444; 72.8978; 74.4501; 74.6750; 74.7312; Curr rmse: 126.9463; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2071; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:28:15,084 - INFO - Epoch: 0871 / 1300 lr: 7.595e-05 2025-05-15 13:28:28,665 - INFO - Training: cls_zice: 105.79383107235557; reg_zipnll: 252.75841461984734; aux_mae_loss_1: 184.66837451332495; aux_mae_loss_2: 25.492363904651842; aux_mae_loss_4: 3.8934018235457573; cnt_loss: 28.459673605467145; 2025-05-15 13:28:28,666 - INFO - Evaluation: Curr mae: 84.0468; Best mae: 72.0444; 72.8978; 74.4501; 74.6750; 74.7312; Curr rmse: 134.1997; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2529; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:28:28,666 - INFO - Epoch: 0872 / 1300 lr: 7.574e-05 2025-05-15 13:28:42,048 - INFO - Training: cls_zice: 112.26375268634997; reg_zipnll: 260.81494461862667; aux_mae_loss_1: 190.1705984818308; aux_mae_loss_2: 25.60684635764674; aux_mae_loss_4: 3.815989525694596; cnt_loss: 24.09048399172331; 2025-05-15 13:28:42,049 - INFO - Evaluation: Curr mae: 86.0403; Best mae: 72.0444; 72.8978; 74.4501; 74.6750; 74.7312; Curr rmse: 141.6337; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2495; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:28:42,049 - INFO - Epoch: 0873 / 1300 lr: 7.553e-05 2025-05-15 13:28:55,616 - INFO - Training: cls_zice: 114.9774852551912; reg_zipnll: 250.45176114534078; aux_mae_loss_1: 188.3831393593236; aux_mae_loss_2: 25.54032170145135; aux_mae_loss_4: 3.833229397472582; cnt_loss: 23.99788065960533; 2025-05-15 13:28:55,633 - INFO - Evaluation: Curr mae: 71.6007; Best mae: 71.6007; 72.0444; 72.8978; 74.4501; 74.6750; Curr rmse: 118.4506; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.1870; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:28:55,633 - INFO - Epoch: 0874 / 1300 lr: 7.532e-05 2025-05-15 13:29:09,199 - INFO - Training: cls_zice: 107.93874037893195; reg_zipnll: 249.29936941046464; aux_mae_loss_1: 186.42849249588815; aux_mae_loss_2: 25.624793002479954; aux_mae_loss_4: 3.8604885151511743; cnt_loss: 26.62990160992271; 2025-05-15 13:29:09,199 - INFO - Evaluation: Curr mae: 79.2969; Best mae: 71.6007; 72.0444; 72.8978; 74.4501; 74.6750; Curr rmse: 124.3644; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2131; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:29:09,199 - INFO - Epoch: 0875 / 1300 lr: 7.511e-05 2025-05-15 13:29:22,825 - INFO - Training: cls_zice: 112.18168379131116; reg_zipnll: 250.58229566875258; aux_mae_loss_1: 188.7680455258018; aux_mae_loss_2: 25.52741914046438; aux_mae_loss_4: 3.8557019296445345; cnt_loss: 25.118190338737087; 2025-05-15 13:29:22,826 - INFO - Evaluation: Curr mae: 78.2551; Best mae: 71.6007; 72.0444; 72.8978; 74.4501; 74.6750; Curr rmse: 117.5949; Best rmse: 109.6013; 112.5961; 114.3436; 114.7433; 115.3846; Curr nae: 0.2121; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:29:22,826 - INFO - Epoch: 0876 / 1300 lr: 7.490e-05 2025-05-15 13:29:36,419 - INFO - Training: cls_zice: 111.11833863509328; reg_zipnll: 241.47800806949013; aux_mae_loss_1: 186.1937918412058; aux_mae_loss_2: 25.679593688563298; aux_mae_loss_4: 3.9600929272802254; cnt_loss: 28.525092702162894; 2025-05-15 13:29:36,434 - INFO - Evaluation: Curr mae: 81.1089; Best mae: 71.6007; 72.0444; 72.8978; 74.4501; 74.6750; Curr rmse: 114.3253; Best rmse: 109.6013; 112.5961; 114.3253; 114.3436; 114.7433; Curr nae: 0.2295; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:29:36,435 - INFO - Epoch: 0877 / 1300 lr: 7.469e-05 2025-05-15 13:29:50,222 - INFO - Training: cls_zice: 119.38260379590486; reg_zipnll: 245.81234239277086; aux_mae_loss_1: 193.6396793566252; aux_mae_loss_2: 26.746088780854876; aux_mae_loss_4: 4.1647861443067855; cnt_loss: 28.180938344252738; 2025-05-15 13:29:50,222 - INFO - Evaluation: Curr mae: 78.1099; Best mae: 71.6007; 72.0444; 72.8978; 74.4501; 74.6750; Curr rmse: 131.1643; Best rmse: 109.6013; 112.5961; 114.3253; 114.3436; 114.7433; Curr nae: 0.2365; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:29:50,223 - INFO - Epoch: 0878 / 1300 lr: 7.447e-05 2025-05-15 13:30:03,636 - INFO - Training: cls_zice: 111.74266092400802; reg_zipnll: 251.1289035395572; aux_mae_loss_1: 188.94518922504625; aux_mae_loss_2: 25.836441240812604; aux_mae_loss_4: 3.9835926859002364; cnt_loss: 29.708584685074655; 2025-05-15 13:30:03,637 - INFO - Evaluation: Curr mae: 91.0049; Best mae: 71.6007; 72.0444; 72.8978; 74.4501; 74.6750; Curr rmse: 133.3559; Best rmse: 109.6013; 112.5961; 114.3253; 114.3436; 114.7433; Curr nae: 0.2654; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:30:03,637 - INFO - Epoch: 0879 / 1300 lr: 7.426e-05 2025-05-15 13:30:16,875 - INFO - Training: cls_zice: 113.04013934888337; reg_zipnll: 248.66977410567435; aux_mae_loss_1: 185.84238152754935; aux_mae_loss_2: 25.055583301343415; aux_mae_loss_4: 3.6611535862872473; cnt_loss: 21.8606089918237; 2025-05-15 13:30:16,876 - INFO - Evaluation: Curr mae: 79.6464; Best mae: 71.6007; 72.0444; 72.8978; 74.4501; 74.6750; Curr rmse: 126.3377; Best rmse: 109.6013; 112.5961; 114.3253; 114.3436; 114.7433; Curr nae: 0.2130; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:30:16,876 - INFO - Epoch: 0880 / 1300 lr: 7.405e-05 2025-05-15 13:30:30,416 - INFO - Training: cls_zice: 118.26808317084061; reg_zipnll: 261.55039877640576; aux_mae_loss_1: 191.68347810444078; aux_mae_loss_2: 26.293373308683698; aux_mae_loss_4: 4.0037147685101155; cnt_loss: 29.714662476589805; 2025-05-15 13:30:30,417 - INFO - Evaluation: Curr mae: 89.4005; Best mae: 71.6007; 72.0444; 72.8978; 74.4501; 74.6750; Curr rmse: 143.4672; Best rmse: 109.6013; 112.5961; 114.3253; 114.3436; 114.7433; Curr nae: 0.2470; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:30:30,417 - INFO - Epoch: 0881 / 1300 lr: 7.383e-05 2025-05-15 13:30:43,851 - INFO - Training: cls_zice: 114.20345105622944; reg_zipnll: 243.39263916015625; aux_mae_loss_1: 187.2038080315841; aux_mae_loss_2: 25.61690109654477; aux_mae_loss_4: 3.972752100542972; cnt_loss: 27.94225559736553; 2025-05-15 13:30:43,852 - INFO - Evaluation: Curr mae: 79.6193; Best mae: 71.6007; 72.0444; 72.8978; 74.4501; 74.6750; Curr rmse: 124.6924; Best rmse: 109.6013; 112.5961; 114.3253; 114.3436; 114.7433; Curr nae: 0.2104; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:30:43,852 - INFO - Epoch: 0882 / 1300 lr: 7.362e-05 2025-05-15 13:30:57,307 - INFO - Training: cls_zice: 106.61741628144917; reg_zipnll: 247.86674840826737; aux_mae_loss_1: 183.86565961335836; aux_mae_loss_2: 24.956664587322035; aux_mae_loss_4: 3.7461952410246195; cnt_loss: 25.988877898768376; 2025-05-15 13:30:57,308 - INFO - Evaluation: Curr mae: 80.3113; Best mae: 71.6007; 72.0444; 72.8978; 74.4501; 74.6750; Curr rmse: 128.9616; Best rmse: 109.6013; 112.5961; 114.3253; 114.3436; 114.7433; Curr nae: 0.1980; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:30:57,308 - INFO - Epoch: 0883 / 1300 lr: 7.340e-05 2025-05-15 13:31:10,904 - INFO - Training: cls_zice: 115.18054595746491; reg_zipnll: 246.61939199347245; aux_mae_loss_1: 188.73079440468237; aux_mae_loss_2: 26.06545518573962; aux_mae_loss_4: 4.1195112153103475; cnt_loss: 30.15393949809827; 2025-05-15 13:31:10,905 - INFO - Evaluation: Curr mae: 86.8546; Best mae: 71.6007; 72.0444; 72.8978; 74.4501; 74.6750; Curr rmse: 126.9385; Best rmse: 109.6013; 112.5961; 114.3253; 114.3436; 114.7433; Curr nae: 0.2432; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:31:10,905 - INFO - Epoch: 0884 / 1300 lr: 7.319e-05 2025-05-15 13:31:24,522 - INFO - Training: cls_zice: 101.83407120955617; reg_zipnll: 255.59157060322008; aux_mae_loss_1: 181.78465632388466; aux_mae_loss_2: 24.67912653872841; aux_mae_loss_4: 3.729909382368389; cnt_loss: 23.47235639471757; 2025-05-15 13:31:24,523 - INFO - Evaluation: Curr mae: 80.3420; Best mae: 71.6007; 72.0444; 72.8978; 74.4501; 74.6750; Curr rmse: 127.0623; Best rmse: 109.6013; 112.5961; 114.3253; 114.3436; 114.7433; Curr nae: 0.2273; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:31:24,523 - INFO - Epoch: 0885 / 1300 lr: 7.297e-05 2025-05-15 13:31:37,868 - INFO - Training: cls_zice: 110.782073924416; reg_zipnll: 239.5453657852976; aux_mae_loss_1: 187.6089634142424; aux_mae_loss_2: 25.45128731978567; aux_mae_loss_4: 3.868166346299021; cnt_loss: 26.937542689474004; 2025-05-15 13:31:37,869 - INFO - Evaluation: Curr mae: 86.0106; Best mae: 71.6007; 72.0444; 72.8978; 74.4501; 74.6750; Curr rmse: 140.3426; Best rmse: 109.6013; 112.5961; 114.3253; 114.3436; 114.7433; Curr nae: 0.2209; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:31:37,869 - INFO - Epoch: 0886 / 1300 lr: 7.276e-05 2025-05-15 13:31:51,527 - INFO - Training: cls_zice: 119.83404460706208; reg_zipnll: 247.14722703632555; aux_mae_loss_1: 194.2109085886102; aux_mae_loss_2: 26.353959936844674; aux_mae_loss_4: 3.9937212216226676; cnt_loss: 26.76447363903648; 2025-05-15 13:31:51,527 - INFO - Evaluation: Curr mae: 98.9897; Best mae: 71.6007; 72.0444; 72.8978; 74.4501; 74.6750; Curr rmse: 146.0772; Best rmse: 109.6013; 112.5961; 114.3253; 114.3436; 114.7433; Curr nae: 0.2701; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:31:51,528 - INFO - Epoch: 0887 / 1300 lr: 7.254e-05 2025-05-15 13:32:05,030 - INFO - Training: cls_zice: 114.51497715397885; reg_zipnll: 241.65170067235044; aux_mae_loss_1: 190.70202114707544; aux_mae_loss_2: 26.523397972709255; aux_mae_loss_4: 4.071841999104149; cnt_loss: 27.57624952416671; 2025-05-15 13:32:05,030 - INFO - Evaluation: Curr mae: 84.2580; Best mae: 71.6007; 72.0444; 72.8978; 74.4501; 74.6750; Curr rmse: 127.6072; Best rmse: 109.6013; 112.5961; 114.3253; 114.3436; 114.7433; Curr nae: 0.2310; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:32:05,031 - INFO - Epoch: 0888 / 1300 lr: 7.232e-05 2025-05-15 13:32:18,555 - INFO - Training: cls_zice: 118.78584319666813; reg_zipnll: 226.0150784944233; aux_mae_loss_1: 190.2216736642938; aux_mae_loss_2: 26.294158634386566; aux_mae_loss_4: 4.022553368618614; cnt_loss: 27.556545332858438; 2025-05-15 13:32:18,555 - INFO - Evaluation: Curr mae: 82.0489; Best mae: 71.6007; 72.0444; 72.8978; 74.4501; 74.6750; Curr rmse: 136.2094; Best rmse: 109.6013; 112.5961; 114.3253; 114.3436; 114.7433; Curr nae: 0.2144; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:32:18,556 - INFO - Epoch: 0889 / 1300 lr: 7.210e-05 2025-05-15 13:32:32,019 - INFO - Training: cls_zice: 108.29550590013203; reg_zipnll: 257.97413675408615; aux_mae_loss_1: 187.77126533106753; aux_mae_loss_2: 26.004648208618164; aux_mae_loss_4: 4.064799528372915; cnt_loss: 32.29340671238146; 2025-05-15 13:32:32,020 - INFO - Evaluation: Curr mae: 79.4500; Best mae: 71.6007; 72.0444; 72.8978; 74.4501; 74.6750; Curr rmse: 129.7060; Best rmse: 109.6013; 112.5961; 114.3253; 114.3436; 114.7433; Curr nae: 0.1942; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:32:32,020 - INFO - Epoch: 0890 / 1300 lr: 7.188e-05 2025-05-15 13:32:45,483 - INFO - Training: cls_zice: 111.70203018188477; reg_zipnll: 255.40332854421516; aux_mae_loss_1: 189.73876451191148; aux_mae_loss_2: 25.663359039708187; aux_mae_loss_4: 3.8664957598636023; cnt_loss: 25.14938299279464; 2025-05-15 13:32:45,483 - INFO - Evaluation: Curr mae: 78.6490; Best mae: 71.6007; 72.0444; 72.8978; 74.4501; 74.6750; Curr rmse: 129.3787; Best rmse: 109.6013; 112.5961; 114.3253; 114.3436; 114.7433; Curr nae: 0.1952; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:32:45,483 - INFO - Epoch: 0891 / 1300 lr: 7.166e-05 2025-05-15 13:32:58,924 - INFO - Training: cls_zice: 112.32981230083264; reg_zipnll: 245.3935079072651; aux_mae_loss_1: 187.67265781603362; aux_mae_loss_2: 25.683486085189017; aux_mae_loss_4: 3.848686651179665; cnt_loss: 24.01091886821546; 2025-05-15 13:32:58,925 - INFO - Evaluation: Curr mae: 87.9771; Best mae: 71.6007; 72.0444; 72.8978; 74.4501; 74.6750; Curr rmse: 137.2867; Best rmse: 109.6013; 112.5961; 114.3253; 114.3436; 114.7433; Curr nae: 0.2358; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:32:58,925 - INFO - Epoch: 0892 / 1300 lr: 7.144e-05 2025-05-15 13:33:12,381 - INFO - Training: cls_zice: 113.31938984519557; reg_zipnll: 241.74761049371017; aux_mae_loss_1: 184.65125636050576; aux_mae_loss_2: 25.01869031002647; aux_mae_loss_4: 3.7184275514201115; cnt_loss: 23.957501486728066; 2025-05-15 13:33:12,381 - INFO - Evaluation: Curr mae: 87.1454; Best mae: 71.6007; 72.0444; 72.8978; 74.4501; 74.6750; Curr rmse: 130.9273; Best rmse: 109.6013; 112.5961; 114.3253; 114.3436; 114.7433; Curr nae: 0.2349; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:33:12,381 - INFO - Epoch: 0893 / 1300 lr: 7.122e-05 2025-05-15 13:33:25,623 - INFO - Training: cls_zice: 110.4184600428531; reg_zipnll: 243.54866007754677; aux_mae_loss_1: 187.5537747834858; aux_mae_loss_2: 25.57504694085372; aux_mae_loss_4: 3.889935800903722; cnt_loss: 26.096970407586348; 2025-05-15 13:33:25,624 - INFO - Evaluation: Curr mae: 77.4432; Best mae: 71.6007; 72.0444; 72.8978; 74.4501; 74.6750; Curr rmse: 127.1106; Best rmse: 109.6013; 112.5961; 114.3253; 114.3436; 114.7433; Curr nae: 0.1942; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:33:25,624 - INFO - Epoch: 0894 / 1300 lr: 7.100e-05 2025-05-15 13:33:39,131 - INFO - Training: cls_zice: 114.55027540106522; reg_zipnll: 256.25065713179737; aux_mae_loss_1: 186.9626763996325; aux_mae_loss_2: 25.45967920202958; aux_mae_loss_4: 3.882738006742377; cnt_loss: 25.145939475611637; 2025-05-15 13:33:39,132 - INFO - Evaluation: Curr mae: 86.6970; Best mae: 71.6007; 72.0444; 72.8978; 74.4501; 74.6750; Curr rmse: 141.5881; Best rmse: 109.6013; 112.5961; 114.3253; 114.3436; 114.7433; Curr nae: 0.2415; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:33:39,132 - INFO - Epoch: 0895 / 1300 lr: 7.078e-05 2025-05-15 13:33:52,560 - INFO - Training: cls_zice: 116.62341519405967; reg_zipnll: 240.06223748859605; aux_mae_loss_1: 188.9608433372096; aux_mae_loss_2: 25.814374321385433; aux_mae_loss_4: 3.903872069559599; cnt_loss: 25.602234940779837; 2025-05-15 13:33:52,561 - INFO - Evaluation: Curr mae: 90.1658; Best mae: 71.6007; 72.0444; 72.8978; 74.4501; 74.6750; Curr rmse: 141.4469; Best rmse: 109.6013; 112.5961; 114.3253; 114.3436; 114.7433; Curr nae: 0.2731; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:33:52,561 - INFO - Epoch: 0896 / 1300 lr: 7.056e-05 2025-05-15 13:34:06,089 - INFO - Training: cls_zice: 110.73636336075633; reg_zipnll: 251.22399239791068; aux_mae_loss_1: 188.53304913169458; aux_mae_loss_2: 25.30763144242136; aux_mae_loss_4: 3.7141434016980623; cnt_loss: 21.364163975966605; 2025-05-15 13:34:06,090 - INFO - Evaluation: Curr mae: 77.8311; Best mae: 71.6007; 72.0444; 72.8978; 74.4501; 74.6750; Curr rmse: 124.0836; Best rmse: 109.6013; 112.5961; 114.3253; 114.3436; 114.7433; Curr nae: 0.2060; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:34:06,090 - INFO - Epoch: 0897 / 1300 lr: 7.034e-05 2025-05-15 13:34:19,553 - INFO - Training: cls_zice: 112.72339620088276; reg_zipnll: 248.1973433243601; aux_mae_loss_1: 187.73336510909232; aux_mae_loss_2: 25.39301415493614; aux_mae_loss_4: 3.7625834690897086; cnt_loss: 22.21284136019255; 2025-05-15 13:34:19,554 - INFO - Evaluation: Curr mae: 89.0340; Best mae: 71.6007; 72.0444; 72.8978; 74.4501; 74.6750; Curr rmse: 142.3944; Best rmse: 109.6013; 112.5961; 114.3253; 114.3436; 114.7433; Curr nae: 0.2461; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:34:19,554 - INFO - Epoch: 0898 / 1300 lr: 7.011e-05 2025-05-15 13:34:32,960 - INFO - Training: cls_zice: 120.22463276511745; reg_zipnll: 249.00283813476562; aux_mae_loss_1: 191.98425654361122; aux_mae_loss_2: 25.926047375327663; aux_mae_loss_4: 3.927226449313917; cnt_loss: 24.252138765234697; 2025-05-15 13:34:32,961 - INFO - Evaluation: Curr mae: 81.2338; Best mae: 71.6007; 72.0444; 72.8978; 74.4501; 74.6750; Curr rmse: 124.6218; Best rmse: 109.6013; 112.5961; 114.3253; 114.3436; 114.7433; Curr nae: 0.2338; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:34:32,961 - INFO - Epoch: 0899 / 1300 lr: 6.989e-05 2025-05-15 13:34:46,299 - INFO - Training: cls_zice: 116.78357555991725; reg_zipnll: 239.1616893567537; aux_mae_loss_1: 191.50693170647872; aux_mae_loss_2: 25.847731264013994; aux_mae_loss_4: 3.8384494091335095; cnt_loss: 23.491182553140742; 2025-05-15 13:34:46,300 - INFO - Evaluation: Curr mae: 84.7874; Best mae: 71.6007; 72.0444; 72.8978; 74.4501; 74.6750; Curr rmse: 133.6486; Best rmse: 109.6013; 112.5961; 114.3253; 114.3436; 114.7433; Curr nae: 0.2293; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:34:46,300 - INFO - Epoch: 0900 / 1300 lr: 6.967e-05 2025-05-15 13:34:59,788 - INFO - Training: cls_zice: 114.73596713417454; reg_zipnll: 248.52070858604029; aux_mae_loss_1: 188.1300731458162; aux_mae_loss_2: 25.451984003970498; aux_mae_loss_4: 3.8237671726628353; cnt_loss: 23.659917680840742; 2025-05-15 13:34:59,788 - INFO - Evaluation: Curr mae: 78.9908; Best mae: 71.6007; 72.0444; 72.8978; 74.4501; 74.6750; Curr rmse: 121.2465; Best rmse: 109.6013; 112.5961; 114.3253; 114.3436; 114.7433; Curr nae: 0.2155; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:34:59,837 - INFO - Epoch: 0901 / 1300 lr: 6.944e-05 2025-05-15 13:35:13,585 - INFO - Training: cls_zice: 114.54473876953125; reg_zipnll: 255.5520702161287; aux_mae_loss_1: 186.93847154316148; aux_mae_loss_2: 25.603556934155915; aux_mae_loss_4: 3.8594950688512704; cnt_loss: 26.422486405623587; 2025-05-15 13:35:13,586 - INFO - Evaluation: Curr mae: 81.3505; Best mae: 71.6007; 72.0444; 72.8978; 74.4501; 74.6750; Curr rmse: 129.7508; Best rmse: 109.6013; 112.5961; 114.3253; 114.3436; 114.7433; Curr nae: 0.2328; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:35:13,586 - INFO - Epoch: 0902 / 1300 lr: 6.922e-05 2025-05-15 13:35:27,247 - INFO - Training: cls_zice: 112.6297089426141; reg_zipnll: 251.20783655267013; aux_mae_loss_1: 189.27667015477232; aux_mae_loss_2: 25.692641408819902; aux_mae_loss_4: 3.850874009885286; cnt_loss: 26.43280724475258; 2025-05-15 13:35:27,247 - INFO - Evaluation: Curr mae: 80.7108; Best mae: 71.6007; 72.0444; 72.8978; 74.4501; 74.6750; Curr rmse: 118.1526; Best rmse: 109.6013; 112.5961; 114.3253; 114.3436; 114.7433; Curr nae: 0.2292; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:35:27,248 - INFO - Epoch: 0903 / 1300 lr: 6.899e-05 2025-05-15 13:35:41,040 - INFO - Training: cls_zice: 115.20088752947356; reg_zipnll: 240.950500588668; aux_mae_loss_1: 189.83045116223786; aux_mae_loss_2: 26.071764845597116; aux_mae_loss_4: 3.9087432058233964; cnt_loss: 27.105243858538177; 2025-05-15 13:35:41,070 - INFO - Evaluation: Curr mae: 73.5945; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 112.5793; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1981; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:35:41,070 - INFO - Epoch: 0904 / 1300 lr: 6.877e-05 2025-05-15 13:35:54,463 - INFO - Training: cls_zice: 110.41148547122353; reg_zipnll: 244.99442993967156; aux_mae_loss_1: 188.90763393201325; aux_mae_loss_2: 26.22904516521253; aux_mae_loss_4: 4.0895338246696875; cnt_loss: 29.633649173535797; 2025-05-15 13:35:54,464 - INFO - Evaluation: Curr mae: 86.6197; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 129.9482; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2407; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:35:54,464 - INFO - Epoch: 0905 / 1300 lr: 6.854e-05 2025-05-15 13:36:07,944 - INFO - Training: cls_zice: 108.17443927965667; reg_zipnll: 244.48565011275443; aux_mae_loss_1: 187.31213619834497; aux_mae_loss_2: 25.574458272833574; aux_mae_loss_4: 3.8866200070632133; cnt_loss: 25.5864829515156; 2025-05-15 13:36:07,945 - INFO - Evaluation: Curr mae: 81.1718; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 126.0560; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2045; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:36:07,945 - INFO - Epoch: 0906 / 1300 lr: 6.831e-05 2025-05-15 13:36:21,265 - INFO - Training: cls_zice: 113.37402509388171; reg_zipnll: 246.1516936452765; aux_mae_loss_1: 185.2564028689736; aux_mae_loss_2: 25.210837414390163; aux_mae_loss_4: 3.794790845168264; cnt_loss: 25.744969669141266; 2025-05-15 13:36:21,266 - INFO - Evaluation: Curr mae: 83.5499; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 134.2135; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2183; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:36:21,266 - INFO - Epoch: 0907 / 1300 lr: 6.809e-05 2025-05-15 13:36:34,996 - INFO - Training: cls_zice: 120.26465586612099; reg_zipnll: 248.97741016588714; aux_mae_loss_1: 189.49745680156508; aux_mae_loss_2: 25.432381228396768; aux_mae_loss_4: 3.7357060281853927; cnt_loss: 21.233918742129678; 2025-05-15 13:36:34,997 - INFO - Evaluation: Curr mae: 90.1558; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 142.6007; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2404; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:36:34,997 - INFO - Epoch: 0908 / 1300 lr: 6.786e-05 2025-05-15 13:36:48,496 - INFO - Training: cls_zice: 113.89653672670063; reg_zipnll: 255.017814837004; aux_mae_loss_1: 186.67716899671052; aux_mae_loss_2: 25.2972354888916; aux_mae_loss_4: 3.7672546694153235; cnt_loss: 23.692273516404; 2025-05-15 13:36:48,496 - INFO - Evaluation: Curr mae: 82.0864; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 126.2582; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2320; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:36:48,496 - INFO - Epoch: 0909 / 1300 lr: 6.763e-05 2025-05-15 13:37:01,841 - INFO - Training: cls_zice: 107.08208982568038; reg_zipnll: 243.35537639417146; aux_mae_loss_1: 183.92098135697213; aux_mae_loss_2: 25.012634026376826; aux_mae_loss_4: 3.7560029155329655; cnt_loss: 24.94933517355668; 2025-05-15 13:37:01,842 - INFO - Evaluation: Curr mae: 82.8864; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 125.0796; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2291; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:37:01,842 - INFO - Epoch: 0910 / 1300 lr: 6.740e-05 2025-05-15 13:37:15,459 - INFO - Training: cls_zice: 111.40816327145225; reg_zipnll: 244.6746926558645; aux_mae_loss_1: 186.97188166568154; aux_mae_loss_2: 25.083215512727435; aux_mae_loss_4: 3.756425694415444; cnt_loss: 21.750512072914525; 2025-05-15 13:37:15,460 - INFO - Evaluation: Curr mae: 80.6436; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 118.6953; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2192; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:37:15,460 - INFO - Epoch: 0911 / 1300 lr: 6.718e-05 2025-05-15 13:37:28,660 - INFO - Training: cls_zice: 113.89542147987767; reg_zipnll: 241.22293311671206; aux_mae_loss_1: 186.77220695897154; aux_mae_loss_2: 25.19019277472245; aux_mae_loss_4: 3.754700554044623; cnt_loss: 23.874785736987466; 2025-05-15 13:37:28,660 - INFO - Evaluation: Curr mae: 83.5938; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 126.6637; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2290; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:37:28,661 - INFO - Epoch: 0912 / 1300 lr: 6.695e-05 2025-05-15 13:37:42,048 - INFO - Training: cls_zice: 106.68434117969714; reg_zipnll: 265.36586600855776; aux_mae_loss_1: 186.99247179533305; aux_mae_loss_2: 25.111398822382878; aux_mae_loss_4: 3.763153684766669; cnt_loss: 23.69893731568989; 2025-05-15 13:37:42,049 - INFO - Evaluation: Curr mae: 84.5318; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 127.5126; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2244; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:37:42,049 - INFO - Epoch: 0913 / 1300 lr: 6.672e-05 2025-05-15 13:37:55,458 - INFO - Training: cls_zice: 113.6720501749139; reg_zipnll: 266.40949088648745; aux_mae_loss_1: 184.6664840296695; aux_mae_loss_2: 25.364440792485286; aux_mae_loss_4: 3.928027974931817; cnt_loss: 28.627510020607396; 2025-05-15 13:37:55,459 - INFO - Evaluation: Curr mae: 86.4548; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 133.4775; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2114; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:37:55,459 - INFO - Epoch: 0914 / 1300 lr: 6.649e-05 2025-05-15 13:38:08,970 - INFO - Training: cls_zice: 111.89646374551873; reg_zipnll: 253.7750160819606; aux_mae_loss_1: 187.59300593325966; aux_mae_loss_2: 25.409110571208753; aux_mae_loss_4: 3.9216635164461637; cnt_loss: 26.576802730560303; 2025-05-15 13:38:08,971 - INFO - Evaluation: Curr mae: 79.5294; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 124.2827; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2003; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:38:08,971 - INFO - Epoch: 0915 / 1300 lr: 6.626e-05 2025-05-15 13:38:22,467 - INFO - Training: cls_zice: 115.73609708484851; reg_zipnll: 246.78018770719828; aux_mae_loss_1: 189.9658223202354; aux_mae_loss_2: 25.90634842922813; aux_mae_loss_4: 3.9740129646502043; cnt_loss: 27.98331928253174; 2025-05-15 13:38:22,467 - INFO - Evaluation: Curr mae: 88.8804; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 140.4843; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2470; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:38:22,468 - INFO - Epoch: 0916 / 1300 lr: 6.603e-05 2025-05-15 13:38:35,699 - INFO - Training: cls_zice: 111.00238167612176; reg_zipnll: 247.72439735814146; aux_mae_loss_1: 184.42678270841898; aux_mae_loss_2: 25.240229957982113; aux_mae_loss_4: 3.88719368922083; cnt_loss: 28.210983728107653; 2025-05-15 13:38:35,700 - INFO - Evaluation: Curr mae: 89.5539; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 140.8437; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2485; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:38:35,700 - INFO - Epoch: 0917 / 1300 lr: 6.580e-05 2025-05-15 13:38:49,017 - INFO - Training: cls_zice: 115.6339104301051; reg_zipnll: 260.46800472861844; aux_mae_loss_1: 184.9378890991211; aux_mae_loss_2: 24.930691618668405; aux_mae_loss_4: 3.6798780027188753; cnt_loss: 21.552858754208213; 2025-05-15 13:38:49,018 - INFO - Evaluation: Curr mae: 77.7906; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 126.4117; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1944; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:38:49,018 - INFO - Epoch: 0918 / 1300 lr: 6.557e-05 2025-05-15 13:39:02,443 - INFO - Training: cls_zice: 113.94550709975393; reg_zipnll: 236.91879684046694; aux_mae_loss_1: 185.04792223478617; aux_mae_loss_2: 25.17142727500514; aux_mae_loss_4: 3.792451808327123; cnt_loss: 23.548520790903194; 2025-05-15 13:39:02,443 - INFO - Evaluation: Curr mae: 83.7849; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 132.5797; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2139; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:39:02,444 - INFO - Epoch: 0919 / 1300 lr: 6.533e-05 2025-05-15 13:39:15,769 - INFO - Training: cls_zice: 104.72979339800384; reg_zipnll: 260.96517422324735; aux_mae_loss_1: 182.16769248560854; aux_mae_loss_2: 24.6546721709402; aux_mae_loss_4: 3.6729592210368107; cnt_loss: 23.81318245436016; 2025-05-15 13:39:15,770 - INFO - Evaluation: Curr mae: 83.0251; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 130.4230; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2271; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:39:15,770 - INFO - Epoch: 0920 / 1300 lr: 6.510e-05 2025-05-15 13:39:29,068 - INFO - Training: cls_zice: 106.60157163519608; reg_zipnll: 234.56557444522255; aux_mae_loss_1: 184.06865571674547; aux_mae_loss_2: 25.24081496188515; aux_mae_loss_4: 3.7787101080543115; cnt_loss: 22.549585091440303; 2025-05-15 13:39:29,069 - INFO - Evaluation: Curr mae: 81.3960; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 126.4839; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2305; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:39:29,069 - INFO - Epoch: 0921 / 1300 lr: 6.487e-05 2025-05-15 13:39:42,437 - INFO - Training: cls_zice: 110.77605026646664; reg_zipnll: 251.02752625314812; aux_mae_loss_1: 187.2321313556872; aux_mae_loss_2: 25.42742764322381; aux_mae_loss_4: 3.8057882597571924; cnt_loss: 25.90939554415251; 2025-05-15 13:39:42,438 - INFO - Evaluation: Curr mae: 87.8135; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 130.5193; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2479; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:39:42,438 - INFO - Epoch: 0922 / 1300 lr: 6.464e-05 2025-05-15 13:39:56,016 - INFO - Training: cls_zice: 110.97069730256733; reg_zipnll: 245.74473913092362; aux_mae_loss_1: 183.6682233308491; aux_mae_loss_2: 24.96594107778449; aux_mae_loss_4: 3.76296403533534; cnt_loss: 23.450305562270316; 2025-05-15 13:39:56,017 - INFO - Evaluation: Curr mae: 86.2687; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 133.6851; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2360; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:39:56,017 - INFO - Epoch: 0923 / 1300 lr: 6.440e-05 2025-05-15 13:40:09,545 - INFO - Training: cls_zice: 111.53803880591141; reg_zipnll: 250.94859574970445; aux_mae_loss_1: 185.8348926744963; aux_mae_loss_2: 25.441891218486585; aux_mae_loss_4: 3.806372438606463; cnt_loss: 22.00321051948949; 2025-05-15 13:40:09,546 - INFO - Evaluation: Curr mae: 77.6518; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 124.8314; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1925; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:40:09,546 - INFO - Epoch: 0924 / 1300 lr: 6.417e-05 2025-05-15 13:40:22,917 - INFO - Training: cls_zice: 108.50663847672313; reg_zipnll: 251.86810744436164; aux_mae_loss_1: 184.35079012419047; aux_mae_loss_2: 24.9461131848787; aux_mae_loss_4: 3.743707625489486; cnt_loss: 22.101115954549687; 2025-05-15 13:40:22,918 - INFO - Evaluation: Curr mae: 79.0621; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 125.8935; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2018; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:40:22,918 - INFO - Epoch: 0925 / 1300 lr: 6.394e-05 2025-05-15 13:40:36,206 - INFO - Training: cls_zice: 106.28082556473582; reg_zipnll: 246.67741313733552; aux_mae_loss_1: 183.43629977577612; aux_mae_loss_2: 24.949172923439427; aux_mae_loss_4: 3.6917638904169987; cnt_loss: 23.285787783171003; 2025-05-15 13:40:36,206 - INFO - Evaluation: Curr mae: 82.0494; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 127.5397; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2149; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:40:36,207 - INFO - Epoch: 0926 / 1300 lr: 6.370e-05 2025-05-15 13:40:49,782 - INFO - Training: cls_zice: 115.03396551232589; reg_zipnll: 265.6824039660002; aux_mae_loss_1: 189.79368952700966; aux_mae_loss_2: 25.530557431672747; aux_mae_loss_4: 3.831117780585038; cnt_loss: 24.03518066908184; 2025-05-15 13:40:49,783 - INFO - Evaluation: Curr mae: 79.7070; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 125.1672; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2152; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:40:49,783 - INFO - Epoch: 0927 / 1300 lr: 6.347e-05 2025-05-15 13:41:03,244 - INFO - Training: cls_zice: 116.88110090556897; reg_zipnll: 253.0282974243164; aux_mae_loss_1: 188.44903865613435; aux_mae_loss_2: 25.26917520322298; aux_mae_loss_4: 3.736841640974346; cnt_loss: 21.71253769021285; 2025-05-15 13:41:03,245 - INFO - Evaluation: Curr mae: 91.1384; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 137.8783; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2446; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:41:03,245 - INFO - Epoch: 0928 / 1300 lr: 6.323e-05 2025-05-15 13:41:16,567 - INFO - Training: cls_zice: 106.44970479764436; reg_zipnll: 249.34456373515883; aux_mae_loss_1: 182.31484342876234; aux_mae_loss_2: 24.62349994559037; aux_mae_loss_4: 3.707246843137239; cnt_loss: 23.562511268414948; 2025-05-15 13:41:16,568 - INFO - Evaluation: Curr mae: 87.7754; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 140.8455; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2277; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:41:16,568 - INFO - Epoch: 0929 / 1300 lr: 6.300e-05 2025-05-15 13:41:30,137 - INFO - Training: cls_zice: 101.3561308760392; reg_zipnll: 240.17037341469214; aux_mae_loss_1: 179.483592786287; aux_mae_loss_2: 25.119592967786286; aux_mae_loss_4: 3.8286020316575704; cnt_loss: 26.011269418816816; 2025-05-15 13:41:30,138 - INFO - Evaluation: Curr mae: 83.9411; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 134.5301; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2179; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:41:30,138 - INFO - Epoch: 0930 / 1300 lr: 6.276e-05 2025-05-15 13:41:43,734 - INFO - Training: cls_zice: 110.74749430857207; reg_zipnll: 248.26279429385536; aux_mae_loss_1: 184.72686687268708; aux_mae_loss_2: 25.104045867919922; aux_mae_loss_4: 3.7716869053087736; cnt_loss: 24.508190431092913; 2025-05-15 13:41:43,734 - INFO - Evaluation: Curr mae: 88.3995; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 141.3468; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2253; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:41:43,735 - INFO - Epoch: 0931 / 1300 lr: 6.253e-05 2025-05-15 13:41:57,117 - INFO - Training: cls_zice: 111.27785732871608; reg_zipnll: 248.69219910471062; aux_mae_loss_1: 184.22336899606805; aux_mae_loss_2: 24.85412301515278; aux_mae_loss_4: 3.6763643214577124; cnt_loss: 23.07609994787919; 2025-05-15 13:41:57,118 - INFO - Evaluation: Curr mae: 93.0121; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 151.7404; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2399; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:41:57,118 - INFO - Epoch: 0932 / 1300 lr: 6.229e-05 2025-05-15 13:42:10,690 - INFO - Training: cls_zice: 112.51019964720074; reg_zipnll: 257.6974866766679; aux_mae_loss_1: 189.17750147769326; aux_mae_loss_2: 25.9440279006958; aux_mae_loss_4: 3.9309658565019308; cnt_loss: 27.10876595346551; 2025-05-15 13:42:10,691 - INFO - Evaluation: Curr mae: 82.3066; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 131.9841; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2093; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:42:10,691 - INFO - Epoch: 0933 / 1300 lr: 6.206e-05 2025-05-15 13:42:24,191 - INFO - Training: cls_zice: 113.40476076226486; reg_zipnll: 243.46762115076967; aux_mae_loss_1: 188.40565269871763; aux_mae_loss_2: 25.49586968672903; aux_mae_loss_4: 3.7768024739466215; cnt_loss: 24.88085731707121; 2025-05-15 13:42:24,192 - INFO - Evaluation: Curr mae: 87.4789; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 137.5753; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2255; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:42:24,192 - INFO - Epoch: 0934 / 1300 lr: 6.182e-05 2025-05-15 13:42:37,666 - INFO - Training: cls_zice: 112.69953275981702; reg_zipnll: 247.63916477404143; aux_mae_loss_1: 183.94919746800474; aux_mae_loss_2: 24.917578948171514; aux_mae_loss_4: 3.68650147789403; cnt_loss: 22.120668913188734; 2025-05-15 13:42:37,667 - INFO - Evaluation: Curr mae: 86.8574; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 132.7684; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2309; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:42:37,667 - INFO - Epoch: 0935 / 1300 lr: 6.158e-05 2025-05-15 13:42:51,156 - INFO - Training: cls_zice: 109.50391076740466; reg_zipnll: 254.88412033884148; aux_mae_loss_1: 184.3255803961503; aux_mae_loss_2: 25.00571682578639; aux_mae_loss_4: 3.686741308162087; cnt_loss: 22.03391489229704; 2025-05-15 13:42:51,157 - INFO - Evaluation: Curr mae: 93.4696; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 143.4053; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2593; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:42:51,157 - INFO - Epoch: 0936 / 1300 lr: 6.135e-05 2025-05-15 13:43:04,636 - INFO - Training: cls_zice: 110.65261670162803; reg_zipnll: 262.530903665643; aux_mae_loss_1: 186.67738783986945; aux_mae_loss_2: 25.129258858530147; aux_mae_loss_4: 3.7221184216047587; cnt_loss: 23.045712395718223; 2025-05-15 13:43:04,637 - INFO - Evaluation: Curr mae: 101.2546; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 159.1831; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2632; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:43:04,637 - INFO - Epoch: 0937 / 1300 lr: 6.111e-05 2025-05-15 13:43:18,066 - INFO - Training: cls_zice: 113.65025660866185; reg_zipnll: 244.98721976029245; aux_mae_loss_1: 186.94344129060445; aux_mae_loss_2: 25.6249102040341; aux_mae_loss_4: 3.821859736191599; cnt_loss: 23.888561750713148; 2025-05-15 13:43:18,066 - INFO - Evaluation: Curr mae: 82.6172; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 134.0184; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2102; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:43:18,067 - INFO - Epoch: 0938 / 1300 lr: 6.087e-05 2025-05-15 13:43:31,688 - INFO - Training: cls_zice: 113.33928670381245; reg_zipnll: 243.17073249816895; aux_mae_loss_1: 187.4571224011873; aux_mae_loss_2: 25.329980749832956; aux_mae_loss_4: 3.8460998786123177; cnt_loss: 27.479637622833252; 2025-05-15 13:43:31,689 - INFO - Evaluation: Curr mae: 86.3654; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 134.8178; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2199; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:43:31,689 - INFO - Epoch: 0939 / 1300 lr: 6.063e-05 2025-05-15 13:43:45,244 - INFO - Training: cls_zice: 117.16328455272473; reg_zipnll: 239.8032102082905; aux_mae_loss_1: 188.02798321372583; aux_mae_loss_2: 25.241310320402448; aux_mae_loss_4: 3.7446839244742143; cnt_loss: 23.168712615966797; 2025-05-15 13:43:45,245 - INFO - Evaluation: Curr mae: 84.2712; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 131.9760; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2123; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:43:45,245 - INFO - Epoch: 0940 / 1300 lr: 6.040e-05 2025-05-15 13:43:58,676 - INFO - Training: cls_zice: 115.10916672254864; reg_zipnll: 236.53815510398462; aux_mae_loss_1: 183.89879708541068; aux_mae_loss_2: 25.138506312119333; aux_mae_loss_4: 3.8209262333418192; cnt_loss: 25.76218911221153; 2025-05-15 13:43:58,677 - INFO - Evaluation: Curr mae: 90.6959; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 140.0664; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2154; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:43:58,677 - INFO - Epoch: 0941 / 1300 lr: 6.016e-05 2025-05-15 13:44:12,207 - INFO - Training: cls_zice: 110.26814089323345; reg_zipnll: 249.77705343146073; aux_mae_loss_1: 185.57871487266138; aux_mae_loss_2: 25.20305723893015; aux_mae_loss_4: 3.778952353879025; cnt_loss: 22.89130331340589; 2025-05-15 13:44:12,208 - INFO - Evaluation: Curr mae: 85.5428; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 128.1351; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2279; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:44:12,208 - INFO - Epoch: 0942 / 1300 lr: 5.992e-05 2025-05-15 13:44:25,780 - INFO - Training: cls_zice: 114.274422143635; reg_zipnll: 225.8851721914191; aux_mae_loss_1: 184.9745979309082; aux_mae_loss_2: 25.664681509921426; aux_mae_loss_4: 3.9342627399846126; cnt_loss: 27.871093825290078; 2025-05-15 13:44:25,781 - INFO - Evaluation: Curr mae: 79.2917; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 120.4502; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1961; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:44:25,781 - INFO - Epoch: 0943 / 1300 lr: 5.968e-05 2025-05-15 13:44:39,281 - INFO - Training: cls_zice: 107.55049042952687; reg_zipnll: 242.9395312259072; aux_mae_loss_1: 181.89200130261872; aux_mae_loss_2: 24.704965214980277; aux_mae_loss_4: 3.688358871560348; cnt_loss: 23.998023961719714; 2025-05-15 13:44:39,282 - INFO - Evaluation: Curr mae: 85.8013; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 139.8084; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2122; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:44:39,282 - INFO - Epoch: 0944 / 1300 lr: 5.944e-05 2025-05-15 13:44:52,771 - INFO - Training: cls_zice: 115.40243886646472; reg_zipnll: 241.05350273533872; aux_mae_loss_1: 185.649558619449; aux_mae_loss_2: 25.0339449581347; aux_mae_loss_4: 3.735176814229865; cnt_loss: 22.737138321525173; 2025-05-15 13:44:52,772 - INFO - Evaluation: Curr mae: 82.3502; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 133.0901; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2012; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:44:52,772 - INFO - Epoch: 0945 / 1300 lr: 5.920e-05 2025-05-15 13:45:06,238 - INFO - Training: cls_zice: 109.4694017109118; reg_zipnll: 255.47437286376953; aux_mae_loss_1: 186.4830635472348; aux_mae_loss_2: 25.14558506011963; aux_mae_loss_4: 3.7314052832754037; cnt_loss: 23.672140447716963; 2025-05-15 13:45:06,239 - INFO - Evaluation: Curr mae: 81.1932; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 131.6348; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1988; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:45:06,239 - INFO - Epoch: 0946 / 1300 lr: 5.896e-05 2025-05-15 13:45:19,603 - INFO - Training: cls_zice: 113.68836342661004; reg_zipnll: 239.94235831812807; aux_mae_loss_1: 189.66533118800112; aux_mae_loss_2: 25.834461237254896; aux_mae_loss_4: 3.9272826313972473; cnt_loss: 26.578955060557316; 2025-05-15 13:45:19,604 - INFO - Evaluation: Curr mae: 82.4126; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 129.1125; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1992; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:45:19,604 - INFO - Epoch: 0947 / 1300 lr: 5.872e-05 2025-05-15 13:45:33,167 - INFO - Training: cls_zice: 111.08279278403835; reg_zipnll: 255.8256933312667; aux_mae_loss_1: 188.7485745078639; aux_mae_loss_2: 25.21395522669742; aux_mae_loss_4: 3.713668810693841; cnt_loss: 20.286607491342647; 2025-05-15 13:45:33,168 - INFO - Evaluation: Curr mae: 82.7809; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 130.1757; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2163; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:45:33,168 - INFO - Epoch: 0948 / 1300 lr: 5.848e-05 2025-05-15 13:45:46,597 - INFO - Training: cls_zice: 112.34747314453125; reg_zipnll: 251.367180071379; aux_mae_loss_1: 186.07519952874435; aux_mae_loss_2: 24.91597050114682; aux_mae_loss_4: 3.6721136005301225; cnt_loss: 20.814968661258096; 2025-05-15 13:45:46,597 - INFO - Evaluation: Curr mae: 84.1907; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 128.9714; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2187; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:45:46,598 - INFO - Epoch: 0949 / 1300 lr: 5.824e-05 2025-05-15 13:46:00,130 - INFO - Training: cls_zice: 117.84222120987742; reg_zipnll: 252.27593090659693; aux_mae_loss_1: 189.81380281950297; aux_mae_loss_2: 25.6854759266502; aux_mae_loss_4: 3.8747951858922054; cnt_loss: 25.147011807090358; 2025-05-15 13:46:00,131 - INFO - Evaluation: Curr mae: 84.6414; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 134.9167; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2248; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:46:00,131 - INFO - Epoch: 0950 / 1300 lr: 5.800e-05 2025-05-15 13:46:13,716 - INFO - Training: cls_zice: 109.11550737682141; reg_zipnll: 251.90505118119088; aux_mae_loss_1: 183.33292188142477; aux_mae_loss_2: 24.79121961091694; aux_mae_loss_4: 3.6711131020596155; cnt_loss: 22.282418000070674; 2025-05-15 13:46:13,717 - INFO - Evaluation: Curr mae: 87.5054; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 137.3653; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2321; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:46:13,777 - INFO - Epoch: 0951 / 1300 lr: 5.776e-05 2025-05-15 13:46:27,164 - INFO - Training: cls_zice: 110.16910819003456; reg_zipnll: 242.2430291426809; aux_mae_loss_1: 183.28015819348786; aux_mae_loss_2: 25.00936706442582; aux_mae_loss_4: 3.7860540904496847; cnt_loss: 25.899780787919696; 2025-05-15 13:46:27,165 - INFO - Evaluation: Curr mae: 80.0812; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 123.6775; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2150; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:46:27,165 - INFO - Epoch: 0952 / 1300 lr: 5.752e-05 2025-05-15 13:46:40,760 - INFO - Training: cls_zice: 107.33156565616005; reg_zipnll: 240.1991283015201; aux_mae_loss_1: 181.58721622667815; aux_mae_loss_2: 24.847637025933516; aux_mae_loss_4: 3.796899908467343; cnt_loss: 26.512391266069915; 2025-05-15 13:46:40,760 - INFO - Evaluation: Curr mae: 85.0315; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 136.8110; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2150; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:46:40,761 - INFO - Epoch: 0953 / 1300 lr: 5.728e-05 2025-05-15 13:46:54,360 - INFO - Training: cls_zice: 109.0857579080682; reg_zipnll: 239.6898139150519; aux_mae_loss_1: 180.95302923102128; aux_mae_loss_2: 24.511805032428942; aux_mae_loss_4: 3.5973565202010307; cnt_loss: 20.456154434304487; 2025-05-15 13:46:54,360 - INFO - Evaluation: Curr mae: 79.7292; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 123.1284; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2017; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:46:54,361 - INFO - Epoch: 0954 / 1300 lr: 5.704e-05 2025-05-15 13:47:07,767 - INFO - Training: cls_zice: 113.13930963215076; reg_zipnll: 251.301860006232; aux_mae_loss_1: 188.8401272422389; aux_mae_loss_2: 24.99304455205014; aux_mae_loss_4: 3.6360439313085458; cnt_loss: 20.664641254826595; 2025-05-15 13:47:07,767 - INFO - Evaluation: Curr mae: 86.4139; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 134.7501; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2151; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:47:07,768 - INFO - Epoch: 0955 / 1300 lr: 5.680e-05 2025-05-15 13:47:21,235 - INFO - Training: cls_zice: 110.71673493636281; reg_zipnll: 248.26509997719214; aux_mae_loss_1: 186.23373654014185; aux_mae_loss_2: 25.33112154508892; aux_mae_loss_4: 3.792235430918242; cnt_loss: 23.5224969261571; 2025-05-15 13:47:21,235 - INFO - Evaluation: Curr mae: 79.5646; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 129.7620; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1997; Best nae: 0.1748; 0.1753; 0.1848; 0.1854; 0.1864; 2025-05-15 13:47:21,236 - INFO - Epoch: 0956 / 1300 lr: 5.656e-05 2025-05-15 13:47:34,796 - INFO - Training: cls_zice: 108.42171553561562; reg_zipnll: 254.9020582500257; aux_mae_loss_1: 181.72054933246812; aux_mae_loss_2: 24.720551691557233; aux_mae_loss_4: 3.7325815025128817; cnt_loss: 26.043437769538478; 2025-05-15 13:47:34,811 - INFO - Evaluation: Curr mae: 77.5211; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 126.6219; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1831; Best nae: 0.1748; 0.1753; 0.1831; 0.1848; 0.1854; 2025-05-15 13:47:34,811 - INFO - Epoch: 0957 / 1300 lr: 5.632e-05 2025-05-15 13:47:48,126 - INFO - Training: cls_zice: 122.72867017043264; reg_zipnll: 241.08426565872995; aux_mae_loss_1: 191.70736071937964; aux_mae_loss_2: 25.871849561992445; aux_mae_loss_4: 3.8147431674756502; cnt_loss: 21.451180332585384; 2025-05-15 13:47:48,126 - INFO - Evaluation: Curr mae: 89.0859; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 131.1578; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2361; Best nae: 0.1748; 0.1753; 0.1831; 0.1848; 0.1854; 2025-05-15 13:47:48,126 - INFO - Epoch: 0958 / 1300 lr: 5.608e-05 2025-05-15 13:48:01,515 - INFO - Training: cls_zice: 115.09350616053531; reg_zipnll: 239.32545882777163; aux_mae_loss_1: 185.49190621627005; aux_mae_loss_2: 25.120850362275775; aux_mae_loss_4: 3.676641972441422; cnt_loss: 22.888136964095267; 2025-05-15 13:48:01,516 - INFO - Evaluation: Curr mae: 89.8176; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 144.7516; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2266; Best nae: 0.1748; 0.1753; 0.1831; 0.1848; 0.1854; 2025-05-15 13:48:01,516 - INFO - Epoch: 0959 / 1300 lr: 5.584e-05 2025-05-15 13:48:15,064 - INFO - Training: cls_zice: 106.85624604476125; reg_zipnll: 230.96449259707802; aux_mae_loss_1: 182.710155286287; aux_mae_loss_2: 24.836878876937064; aux_mae_loss_4: 3.7466715574264526; cnt_loss: 24.327666997909546; 2025-05-15 13:48:15,080 - INFO - Evaluation: Curr mae: 78.3852; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 130.7782; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1841; Best nae: 0.1748; 0.1753; 0.1831; 0.1841; 0.1848; 2025-05-15 13:48:15,080 - INFO - Epoch: 0960 / 1300 lr: 5.559e-05 2025-05-15 13:48:28,384 - INFO - Training: cls_zice: 114.21542333301745; reg_zipnll: 244.2682711952611; aux_mae_loss_1: 185.16700282849763; aux_mae_loss_2: 25.191390539470472; aux_mae_loss_4: 3.76231238716527; cnt_loss: 22.350115474901703; 2025-05-15 13:48:28,385 - INFO - Evaluation: Curr mae: 79.6673; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 130.3332; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1935; Best nae: 0.1748; 0.1753; 0.1831; 0.1841; 0.1848; 2025-05-15 13:48:28,385 - INFO - Epoch: 0961 / 1300 lr: 5.535e-05 2025-05-15 13:48:42,165 - INFO - Training: cls_zice: 98.9706264295076; reg_zipnll: 238.99690607974404; aux_mae_loss_1: 176.33018413342927; aux_mae_loss_2: 24.089755861382734; aux_mae_loss_4: 3.5702955534583642; cnt_loss: 22.619218173779938; 2025-05-15 13:48:42,166 - INFO - Evaluation: Curr mae: 80.4083; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 128.8759; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2055; Best nae: 0.1748; 0.1753; 0.1831; 0.1841; 0.1848; 2025-05-15 13:48:42,166 - INFO - Epoch: 0962 / 1300 lr: 5.511e-05 2025-05-15 13:48:55,591 - INFO - Training: cls_zice: 107.25335715946399; reg_zipnll: 254.60157866227; aux_mae_loss_1: 182.70531985634253; aux_mae_loss_2: 24.500248156095807; aux_mae_loss_4: 3.555020332336426; cnt_loss: 20.184012814571982; 2025-05-15 13:48:55,592 - INFO - Evaluation: Curr mae: 81.0388; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 132.8431; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1986; Best nae: 0.1748; 0.1753; 0.1831; 0.1841; 0.1848; 2025-05-15 13:48:55,592 - INFO - Epoch: 0963 / 1300 lr: 5.487e-05 2025-05-15 13:49:09,023 - INFO - Training: cls_zice: 103.93496011432849; reg_zipnll: 256.5220937226948; aux_mae_loss_1: 180.24355356316818; aux_mae_loss_2: 24.276666992589046; aux_mae_loss_4: 3.5333000233298852; cnt_loss: 21.76540974566811; 2025-05-15 13:49:09,023 - INFO - Evaluation: Curr mae: 78.6869; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 125.5758; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1862; Best nae: 0.1748; 0.1753; 0.1831; 0.1841; 0.1848; 2025-05-15 13:49:09,023 - INFO - Epoch: 0964 / 1300 lr: 5.463e-05 2025-05-15 13:49:22,474 - INFO - Training: cls_zice: 112.57027877004523; reg_zipnll: 238.95970068479838; aux_mae_loss_1: 183.36372094405326; aux_mae_loss_2: 24.997746066043252; aux_mae_loss_4: 3.713412284851074; cnt_loss: 24.151810495476973; 2025-05-15 13:49:22,475 - INFO - Evaluation: Curr mae: 83.0784; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 128.4054; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2054; Best nae: 0.1748; 0.1753; 0.1831; 0.1841; 0.1848; 2025-05-15 13:49:22,475 - INFO - Epoch: 0965 / 1300 lr: 5.438e-05 2025-05-15 13:49:35,864 - INFO - Training: cls_zice: 117.632316137615; reg_zipnll: 247.27688789367676; aux_mae_loss_1: 191.33236875032125; aux_mae_loss_2: 25.970710377944144; aux_mae_loss_4: 3.8665813772301925; cnt_loss: 25.109481359782972; 2025-05-15 13:49:35,864 - INFO - Evaluation: Curr mae: 85.9458; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 131.0797; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2193; Best nae: 0.1748; 0.1753; 0.1831; 0.1841; 0.1848; 2025-05-15 13:49:35,865 - INFO - Epoch: 0966 / 1300 lr: 5.414e-05 2025-05-15 13:49:49,461 - INFO - Training: cls_zice: 109.52063374770314; reg_zipnll: 243.97073826036956; aux_mae_loss_1: 179.22697368421052; aux_mae_loss_2: 24.448825183667633; aux_mae_loss_4: 3.618166961167988; cnt_loss: 20.474975447905692; 2025-05-15 13:49:49,462 - INFO - Evaluation: Curr mae: 78.1323; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 124.1423; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1959; Best nae: 0.1748; 0.1753; 0.1831; 0.1841; 0.1848; 2025-05-15 13:49:49,462 - INFO - Epoch: 0967 / 1300 lr: 5.390e-05 2025-05-15 13:50:03,234 - INFO - Training: cls_zice: 120.39111097235428; reg_zipnll: 251.05920831780685; aux_mae_loss_1: 192.11835519891036; aux_mae_loss_2: 25.842452250028913; aux_mae_loss_4: 3.853963293527302; cnt_loss: 23.369643035687897; 2025-05-15 13:50:03,235 - INFO - Evaluation: Curr mae: 82.0688; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 128.2337; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2087; Best nae: 0.1748; 0.1753; 0.1831; 0.1841; 0.1848; 2025-05-15 13:50:03,235 - INFO - Epoch: 0968 / 1300 lr: 5.366e-05 2025-05-15 13:50:16,662 - INFO - Training: cls_zice: 117.99993223893016; reg_zipnll: 238.96619776675576; aux_mae_loss_1: 189.92876755563836; aux_mae_loss_2: 26.10753942790784; aux_mae_loss_4: 3.948419972469932; cnt_loss: 27.56999191484953; 2025-05-15 13:50:16,663 - INFO - Evaluation: Curr mae: 84.0526; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 134.2390; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2204; Best nae: 0.1748; 0.1753; 0.1831; 0.1841; 0.1848; 2025-05-15 13:50:16,663 - INFO - Epoch: 0969 / 1300 lr: 5.341e-05 2025-05-15 13:50:30,185 - INFO - Training: cls_zice: 109.57800262852719; reg_zipnll: 258.1491325779965; aux_mae_loss_1: 185.96721970407586; aux_mae_loss_2: 25.272924021670693; aux_mae_loss_4: 3.8525517143701253; cnt_loss: 25.228757055182207; 2025-05-15 13:50:30,186 - INFO - Evaluation: Curr mae: 88.8774; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 146.3700; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2166; Best nae: 0.1748; 0.1753; 0.1831; 0.1841; 0.1848; 2025-05-15 13:50:30,186 - INFO - Epoch: 0970 / 1300 lr: 5.317e-05 2025-05-15 13:50:43,461 - INFO - Training: cls_zice: 111.14209044607063; reg_zipnll: 238.1320760626542; aux_mae_loss_1: 182.38158517134818; aux_mae_loss_2: 24.764800623843545; aux_mae_loss_4: 3.639893149074755; cnt_loss: 22.460279088271292; 2025-05-15 13:50:43,462 - INFO - Evaluation: Curr mae: 82.2813; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 134.7600; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2065; Best nae: 0.1748; 0.1753; 0.1831; 0.1841; 0.1848; 2025-05-15 13:50:43,462 - INFO - Epoch: 0971 / 1300 lr: 5.293e-05 2025-05-15 13:50:57,079 - INFO - Training: cls_zice: 120.14140620984529; reg_zipnll: 238.29666438855622; aux_mae_loss_1: 190.44140665154708; aux_mae_loss_2: 26.035599658363743; aux_mae_loss_4: 3.8969068778188607; cnt_loss: 24.057070681923314; 2025-05-15 13:50:57,080 - INFO - Evaluation: Curr mae: 79.0515; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 120.4393; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2001; Best nae: 0.1748; 0.1753; 0.1831; 0.1841; 0.1848; 2025-05-15 13:50:57,080 - INFO - Epoch: 0972 / 1300 lr: 5.269e-05 2025-05-15 13:51:10,433 - INFO - Training: cls_zice: 111.4775851400275; reg_zipnll: 235.33392514680563; aux_mae_loss_1: 178.20704209177117; aux_mae_loss_2: 24.16805302469354; aux_mae_loss_4: 3.617606621039541; cnt_loss: 21.1801236554196; 2025-05-15 13:51:10,434 - INFO - Evaluation: Curr mae: 84.3230; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 135.4213; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2053; Best nae: 0.1748; 0.1753; 0.1831; 0.1841; 0.1848; 2025-05-15 13:51:10,434 - INFO - Epoch: 0973 / 1300 lr: 5.244e-05 2025-05-15 13:51:23,947 - INFO - Training: cls_zice: 106.40651421797902; reg_zipnll: 236.42106246948242; aux_mae_loss_1: 176.7418467873021; aux_mae_loss_2: 23.985601876911364; aux_mae_loss_4: 3.5451944062584326; cnt_loss: 21.243099513806794; 2025-05-15 13:51:23,947 - INFO - Evaluation: Curr mae: 78.0318; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 120.3414; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2036; Best nae: 0.1748; 0.1753; 0.1831; 0.1841; 0.1848; 2025-05-15 13:51:23,948 - INFO - Epoch: 0974 / 1300 lr: 5.220e-05 2025-05-15 13:51:37,562 - INFO - Training: cls_zice: 115.89086321780556; reg_zipnll: 235.03884445993523; aux_mae_loss_1: 185.09160092002466; aux_mae_loss_2: 25.086191277754935; aux_mae_loss_4: 3.7669575716319836; cnt_loss: 24.73432427958438; 2025-05-15 13:51:37,563 - INFO - Evaluation: Curr mae: 92.5519; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 147.6198; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2568; Best nae: 0.1748; 0.1753; 0.1831; 0.1841; 0.1848; 2025-05-15 13:51:37,563 - INFO - Epoch: 0975 / 1300 lr: 5.196e-05 2025-05-15 13:51:51,060 - INFO - Training: cls_zice: 112.72441241615697; reg_zipnll: 240.7948327315481; aux_mae_loss_1: 183.78680781314247; aux_mae_loss_2: 24.924607527883428; aux_mae_loss_4: 3.7343271657040247; cnt_loss: 24.384719497279118; 2025-05-15 13:51:51,061 - INFO - Evaluation: Curr mae: 81.6562; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 130.3434; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2174; Best nae: 0.1748; 0.1753; 0.1831; 0.1841; 0.1848; 2025-05-15 13:51:51,061 - INFO - Epoch: 0976 / 1300 lr: 5.171e-05 2025-05-15 13:52:04,735 - INFO - Training: cls_zice: 107.42329296312835; reg_zipnll: 234.88837884601793; aux_mae_loss_1: 183.62515419407896; aux_mae_loss_2: 24.65446497264661; aux_mae_loss_4: 3.589041910673443; cnt_loss: 20.476113746040745; 2025-05-15 13:52:04,735 - INFO - Evaluation: Curr mae: 84.8827; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 129.8584; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2273; Best nae: 0.1748; 0.1753; 0.1831; 0.1841; 0.1848; 2025-05-15 13:52:04,735 - INFO - Epoch: 0977 / 1300 lr: 5.147e-05 2025-05-15 13:52:18,203 - INFO - Training: cls_zice: 110.72760983517296; reg_zipnll: 262.8273094578793; aux_mae_loss_1: 186.6268475181178; aux_mae_loss_2: 25.13298757452714; aux_mae_loss_4: 3.710807731277064; cnt_loss: 21.45230325899626; 2025-05-15 13:52:18,203 - INFO - Evaluation: Curr mae: 79.0557; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 121.4222; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2268; Best nae: 0.1748; 0.1753; 0.1831; 0.1841; 0.1848; 2025-05-15 13:52:18,204 - INFO - Epoch: 0978 / 1300 lr: 5.123e-05 2025-05-15 13:52:31,588 - INFO - Training: cls_zice: 123.67684785943283; reg_zipnll: 236.75015830993652; aux_mae_loss_1: 189.46783306724146; aux_mae_loss_2: 25.83736710799368; aux_mae_loss_4: 3.8413505805166146; cnt_loss: 24.72925573901126; 2025-05-15 13:52:31,589 - INFO - Evaluation: Curr mae: 84.5647; Best mae: 71.6007; 72.0444; 72.8978; 73.5945; 74.4501; Curr rmse: 129.6043; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2100; Best nae: 0.1748; 0.1753; 0.1831; 0.1841; 0.1848; 2025-05-15 13:52:31,589 - INFO - Epoch: 0979 / 1300 lr: 5.099e-05 2025-05-15 13:52:45,151 - INFO - Training: cls_zice: 115.75300462622391; reg_zipnll: 234.77648935819926; aux_mae_loss_1: 187.15725145841898; aux_mae_loss_2: 25.064993858337402; aux_mae_loss_4: 3.6865545887696114; cnt_loss: 20.597229857193796; 2025-05-15 13:52:45,181 - INFO - Evaluation: Curr mae: 73.3198; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 121.4384; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1813; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 13:52:45,181 - INFO - Epoch: 0980 / 1300 lr: 5.074e-05 2025-05-15 13:52:58,921 - INFO - Training: cls_zice: 119.66807134527909; reg_zipnll: 241.64696101138466; aux_mae_loss_1: 187.7501076146176; aux_mae_loss_2: 25.40258533076236; aux_mae_loss_4: 3.6954010474054435; cnt_loss: 21.6549586747822; 2025-05-15 13:52:58,922 - INFO - Evaluation: Curr mae: 79.4203; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 125.0681; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2083; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 13:52:58,922 - INFO - Epoch: 0981 / 1300 lr: 5.050e-05 2025-05-15 13:53:12,419 - INFO - Training: cls_zice: 112.71647398095382; reg_zipnll: 241.06522449694182; aux_mae_loss_1: 184.68853057058234; aux_mae_loss_2: 25.174443345320853; aux_mae_loss_4: 3.792515277862549; cnt_loss: 26.164678924962093; 2025-05-15 13:53:12,420 - INFO - Evaluation: Curr mae: 82.7105; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 124.8564; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2265; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 13:53:12,420 - INFO - Epoch: 0982 / 1300 lr: 5.026e-05 2025-05-15 13:53:25,871 - INFO - Training: cls_zice: 103.73080675225509; reg_zipnll: 248.16109767713044; aux_mae_loss_1: 179.40326369436164; aux_mae_loss_2: 24.291477353949297; aux_mae_loss_4: 3.5266747223703483; cnt_loss: 19.453545269213226; 2025-05-15 13:53:25,872 - INFO - Evaluation: Curr mae: 85.9234; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 126.4269; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2440; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 13:53:25,872 - INFO - Epoch: 0983 / 1300 lr: 5.001e-05 2025-05-15 13:53:39,412 - INFO - Training: cls_zice: 111.69050256829513; reg_zipnll: 237.46606063842773; aux_mae_loss_1: 184.41108522917094; aux_mae_loss_2: 24.844063056142705; aux_mae_loss_4: 3.702295598230864; cnt_loss: 20.615349342948512; 2025-05-15 13:53:39,413 - INFO - Evaluation: Curr mae: 81.8595; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 133.2430; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2042; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 13:53:39,413 - INFO - Epoch: 0984 / 1300 lr: 4.977e-05 2025-05-15 13:53:52,924 - INFO - Training: cls_zice: 109.7881864748503; reg_zipnll: 238.3322111430921; aux_mae_loss_1: 183.11085851568924; aux_mae_loss_2: 24.655643136877764; aux_mae_loss_4: 3.5959152296969763; cnt_loss: 22.658754925978812; 2025-05-15 13:53:52,924 - INFO - Evaluation: Curr mae: 78.3242; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 129.4210; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1996; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 13:53:52,925 - INFO - Epoch: 0985 / 1300 lr: 4.953e-05 2025-05-15 13:54:06,273 - INFO - Training: cls_zice: 112.11033399481522; reg_zipnll: 238.63564822548315; aux_mae_loss_1: 185.25265282078794; aux_mae_loss_2: 25.358915354076185; aux_mae_loss_4: 3.745465686446742; cnt_loss: 21.436862694589717; 2025-05-15 13:54:06,274 - INFO - Evaluation: Curr mae: 83.1503; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 126.0497; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2161; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 13:54:06,274 - INFO - Epoch: 0986 / 1300 lr: 4.929e-05 2025-05-15 13:54:19,783 - INFO - Training: cls_zice: 107.44060245313142; reg_zipnll: 231.6464978268272; aux_mae_loss_1: 178.80587788632042; aux_mae_loss_2: 24.288321093509072; aux_mae_loss_4: 3.566446912916083; cnt_loss: 20.74209421559384; 2025-05-15 13:54:19,783 - INFO - Evaluation: Curr mae: 82.1922; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 130.0498; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2119; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 13:54:19,783 - INFO - Epoch: 0987 / 1300 lr: 4.904e-05 2025-05-15 13:54:33,375 - INFO - Training: cls_zice: 107.71507875542892; reg_zipnll: 235.73767812628495; aux_mae_loss_1: 182.1777403982062; aux_mae_loss_2: 24.62819360431872; aux_mae_loss_4: 3.6189502038453756; cnt_loss: 18.769263480838976; 2025-05-15 13:54:33,376 - INFO - Evaluation: Curr mae: 87.0646; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 130.5745; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2426; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 13:54:33,376 - INFO - Epoch: 0988 / 1300 lr: 4.880e-05 2025-05-15 13:54:46,877 - INFO - Training: cls_zice: 112.04049968719482; reg_zipnll: 242.59411259701378; aux_mae_loss_1: 181.36711100528115; aux_mae_loss_2: 24.38110223569368; aux_mae_loss_4: 3.5173727085715845; cnt_loss: 19.459460409064043; 2025-05-15 13:54:46,877 - INFO - Evaluation: Curr mae: 79.6506; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 127.7699; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2012; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 13:54:46,877 - INFO - Epoch: 0989 / 1300 lr: 4.856e-05 2025-05-15 13:55:00,552 - INFO - Training: cls_zice: 113.18207148501747; reg_zipnll: 253.21442031860352; aux_mae_loss_1: 185.75704213192589; aux_mae_loss_2: 24.93681516145405; aux_mae_loss_4: 3.683336753594248; cnt_loss: 22.429530896638568; 2025-05-15 13:55:00,553 - INFO - Evaluation: Curr mae: 84.6556; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 131.3269; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2087; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 13:55:00,553 - INFO - Epoch: 0990 / 1300 lr: 4.831e-05 2025-05-15 13:55:14,026 - INFO - Training: cls_zice: 112.06442080046001; reg_zipnll: 226.36453869468286; aux_mae_loss_1: 183.81983686748305; aux_mae_loss_2: 25.14002604233591; aux_mae_loss_4: 3.7504294608768665; cnt_loss: 23.434407058515045; 2025-05-15 13:55:14,027 - INFO - Evaluation: Curr mae: 90.1615; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 143.3206; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2241; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 13:55:14,027 - INFO - Epoch: 0991 / 1300 lr: 4.807e-05 2025-05-15 13:55:27,683 - INFO - Training: cls_zice: 113.01177315962941; reg_zipnll: 238.1898871973941; aux_mae_loss_1: 182.88809364720396; aux_mae_loss_2: 24.567269626416657; aux_mae_loss_4: 3.5993860081622473; cnt_loss: 20.90857852132697; 2025-05-15 13:55:27,683 - INFO - Evaluation: Curr mae: 81.8538; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 131.1177; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2064; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 13:55:27,684 - INFO - Epoch: 0992 / 1300 lr: 4.783e-05 2025-05-15 13:55:41,162 - INFO - Training: cls_zice: 103.99360777202405; reg_zipnll: 243.421924791838; aux_mae_loss_1: 177.2972297668457; aux_mae_loss_2: 24.27594159778796; aux_mae_loss_4: 3.577891136470594; cnt_loss: 22.723701728017705; 2025-05-15 13:55:41,163 - INFO - Evaluation: Curr mae: 85.3859; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 127.9711; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2159; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 13:55:41,163 - INFO - Epoch: 0993 / 1300 lr: 4.759e-05 2025-05-15 13:55:54,723 - INFO - Training: cls_zice: 111.63441276550293; reg_zipnll: 235.29816758005242; aux_mae_loss_1: 183.7239008451763; aux_mae_loss_2: 24.508102592669037; aux_mae_loss_4: 3.5709249659588465; cnt_loss: 19.44445938813059; 2025-05-15 13:55:54,723 - INFO - Evaluation: Curr mae: 76.9034; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 124.2732; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1868; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 13:55:54,723 - INFO - Epoch: 0994 / 1300 lr: 4.734e-05 2025-05-15 13:56:08,008 - INFO - Training: cls_zice: 118.90974546733655; reg_zipnll: 243.82581449809828; aux_mae_loss_1: 183.90928007427016; aux_mae_loss_2: 24.740881970054225; aux_mae_loss_4: 3.654526139560499; cnt_loss: 23.598821715304727; 2025-05-15 13:56:08,008 - INFO - Evaluation: Curr mae: 81.7858; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 126.8330; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2063; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 13:56:08,008 - INFO - Epoch: 0995 / 1300 lr: 4.710e-05 2025-05-15 13:56:21,516 - INFO - Training: cls_zice: 112.1094644446122; reg_zipnll: 229.15860748291016; aux_mae_loss_1: 186.14525343242445; aux_mae_loss_2: 25.39422065333316; aux_mae_loss_4: 3.7993315583781193; cnt_loss: 23.37432965479399; 2025-05-15 13:56:21,516 - INFO - Evaluation: Curr mae: 81.3650; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 130.5493; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2027; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 13:56:21,517 - INFO - Epoch: 0996 / 1300 lr: 4.686e-05 2025-05-15 13:56:34,912 - INFO - Training: cls_zice: 109.03854420310573; reg_zipnll: 242.01188338430305; aux_mae_loss_1: 182.4551275152909; aux_mae_loss_2: 24.603186155620374; aux_mae_loss_4: 3.609876507206967; cnt_loss: 22.40139857091402; 2025-05-15 13:56:34,913 - INFO - Evaluation: Curr mae: 83.8043; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 138.6333; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2383; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 13:56:34,913 - INFO - Epoch: 0997 / 1300 lr: 4.662e-05 2025-05-15 13:56:48,185 - INFO - Training: cls_zice: 116.32920154772307; reg_zipnll: 236.48919276187294; aux_mae_loss_1: 184.31835475720857; aux_mae_loss_2: 24.69432891042609; aux_mae_loss_4: 3.636497798718904; cnt_loss: 21.184552970685456; 2025-05-15 13:56:48,186 - INFO - Evaluation: Curr mae: 83.5118; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 134.5426; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2503; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 13:56:48,186 - INFO - Epoch: 0998 / 1300 lr: 4.637e-05 2025-05-15 13:57:01,631 - INFO - Training: cls_zice: 109.6499853636089; reg_zipnll: 234.92483721281351; aux_mae_loss_1: 180.96264889365747; aux_mae_loss_2: 24.648303985595703; aux_mae_loss_4: 3.6522951439807287; cnt_loss: 23.21480269181101; 2025-05-15 13:57:01,631 - INFO - Evaluation: Curr mae: 82.9986; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 135.4799; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2496; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 13:57:01,631 - INFO - Epoch: 0999 / 1300 lr: 4.613e-05 2025-05-15 13:57:15,121 - INFO - Training: cls_zice: 117.81932459379497; reg_zipnll: 255.57804810373406; aux_mae_loss_1: 185.5924351340846; aux_mae_loss_2: 24.976803152184736; aux_mae_loss_4: 3.7216998150474145; cnt_loss: 21.49575128053364; 2025-05-15 13:57:15,122 - INFO - Evaluation: Curr mae: 79.6484; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 125.1098; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2350; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 13:57:15,123 - INFO - Epoch: 1000 / 1300 lr: 4.589e-05 2025-05-15 13:57:28,457 - INFO - Training: cls_zice: 107.16150489606355; reg_zipnll: 238.33792857119911; aux_mae_loss_1: 179.0848005194413; aux_mae_loss_2: 24.29241072504144; aux_mae_loss_4: 3.5653539205852307; cnt_loss: 21.62768504494115; 2025-05-15 13:57:28,458 - INFO - Evaluation: Curr mae: 78.9559; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 129.6726; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2425; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 13:57:28,511 - INFO - Epoch: 1001 / 1300 lr: 4.565e-05 2025-05-15 13:57:41,881 - INFO - Training: cls_zice: 111.87647849635074; reg_zipnll: 248.38659788432875; aux_mae_loss_1: 184.97686566804586; aux_mae_loss_2: 24.874057318034925; aux_mae_loss_4: 3.6391825926931283; cnt_loss: 18.501755112095882; 2025-05-15 13:57:41,882 - INFO - Evaluation: Curr mae: 82.0406; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 128.7112; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2360; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 13:57:41,882 - INFO - Epoch: 1002 / 1300 lr: 4.541e-05 2025-05-15 13:57:55,389 - INFO - Training: cls_zice: 109.50067379600124; reg_zipnll: 243.78969463549163; aux_mae_loss_1: 180.80024980243883; aux_mae_loss_2: 24.618352036727103; aux_mae_loss_4: 3.640970506166157; cnt_loss: 22.751887773212633; 2025-05-15 13:57:55,390 - INFO - Evaluation: Curr mae: 86.1222; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 133.1418; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2521; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 13:57:55,390 - INFO - Epoch: 1003 / 1300 lr: 4.516e-05 2025-05-15 13:58:08,671 - INFO - Training: cls_zice: 105.36707978499562; reg_zipnll: 256.69550745110763; aux_mae_loss_1: 178.47587826377466; aux_mae_loss_2: 24.18885464417307; aux_mae_loss_4: 3.6445224849801314; cnt_loss: 25.781368983419316; 2025-05-15 13:58:08,672 - INFO - Evaluation: Curr mae: 81.0459; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 142.1833; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2569; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 13:58:08,672 - INFO - Epoch: 1004 / 1300 lr: 4.492e-05 2025-05-15 13:58:22,079 - INFO - Training: cls_zice: 111.34784397326018; reg_zipnll: 247.2212811520225; aux_mae_loss_1: 183.05233182405172; aux_mae_loss_2: 24.43667803312603; aux_mae_loss_4: 3.507834189816525; cnt_loss: 17.635213713896903; 2025-05-15 13:58:22,080 - INFO - Evaluation: Curr mae: 83.2087; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 125.9070; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2389; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 13:58:22,080 - INFO - Epoch: 1005 / 1300 lr: 4.468e-05 2025-05-15 13:58:35,736 - INFO - Training: cls_zice: 115.46247422067742; reg_zipnll: 251.46317030254164; aux_mae_loss_1: 185.7177539624666; aux_mae_loss_2: 24.74284681520964; aux_mae_loss_4: 3.5984905111162284; cnt_loss: 20.99930409381264; 2025-05-15 13:58:35,737 - INFO - Evaluation: Curr mae: 83.3827; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 134.4454; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2291; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 13:58:35,737 - INFO - Epoch: 1006 / 1300 lr: 4.444e-05 2025-05-15 13:58:49,450 - INFO - Training: cls_zice: 109.05071258544922; reg_zipnll: 244.81188984921104; aux_mae_loss_1: 182.8679542541504; aux_mae_loss_2: 24.769892366308916; aux_mae_loss_4: 3.654440170840213; cnt_loss: 21.531369246934588; 2025-05-15 13:58:49,451 - INFO - Evaluation: Curr mae: 79.5390; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 122.7973; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2247; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 13:58:49,451 - INFO - Epoch: 1007 / 1300 lr: 4.420e-05 2025-05-15 13:59:02,828 - INFO - Training: cls_zice: 108.02010069395367; reg_zipnll: 244.07162656282125; aux_mae_loss_1: 181.45122006064966; aux_mae_loss_2: 24.302552373785723; aux_mae_loss_4: 3.5992931064806486; cnt_loss: 22.456913320641767; 2025-05-15 13:59:02,828 - INFO - Evaluation: Curr mae: 81.6230; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 133.3215; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2413; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 13:59:02,829 - INFO - Epoch: 1008 / 1300 lr: 4.396e-05 2025-05-15 13:59:16,493 - INFO - Training: cls_zice: 113.81803557747288; reg_zipnll: 233.33177375793457; aux_mae_loss_1: 182.74287233854594; aux_mae_loss_2: 24.772801574907806; aux_mae_loss_4: 3.717811528005098; cnt_loss: 23.690787742012425; 2025-05-15 13:59:16,494 - INFO - Evaluation: Curr mae: 79.4870; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 124.1962; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2220; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 13:59:16,494 - INFO - Epoch: 1009 / 1300 lr: 4.372e-05 2025-05-15 13:59:30,119 - INFO - Training: cls_zice: 105.82917805721885; reg_zipnll: 244.3682861328125; aux_mae_loss_1: 182.51199862831518; aux_mae_loss_2: 24.58981980775532; aux_mae_loss_4: 3.5784907152778223; cnt_loss: 20.036012135053937; 2025-05-15 13:59:30,119 - INFO - Evaluation: Curr mae: 77.3601; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 124.9763; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2158; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 13:59:30,120 - INFO - Epoch: 1010 / 1300 lr: 4.348e-05 2025-05-15 13:59:43,574 - INFO - Training: cls_zice: 109.40701665376362; reg_zipnll: 235.12349520231547; aux_mae_loss_1: 180.39974513806794; aux_mae_loss_2: 24.28830804322895; aux_mae_loss_4: 3.5672045946121216; cnt_loss: 19.991339256888942; 2025-05-15 13:59:43,574 - INFO - Evaluation: Curr mae: 77.2455; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 123.1574; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2060; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 13:59:43,575 - INFO - Epoch: 1011 / 1300 lr: 4.324e-05 2025-05-15 13:59:56,859 - INFO - Training: cls_zice: 110.3401760302092; reg_zipnll: 251.52229901363975; aux_mae_loss_1: 182.45924176667867; aux_mae_loss_2: 24.728250403153268; aux_mae_loss_4: 3.618407418853358; cnt_loss: 21.746412979929072; 2025-05-15 13:59:56,859 - INFO - Evaluation: Curr mae: 77.8648; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 120.8383; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2165; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 13:59:56,859 - INFO - Epoch: 1012 / 1300 lr: 4.300e-05 2025-05-15 14:00:10,316 - INFO - Training: cls_zice: 109.89314656508596; reg_zipnll: 236.98856735229492; aux_mae_loss_1: 180.9456544173391; aux_mae_loss_2: 24.143627166748047; aux_mae_loss_4: 3.5010490103771814; cnt_loss: 19.509887419248884; 2025-05-15 14:00:10,317 - INFO - Evaluation: Curr mae: 81.7941; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 128.4275; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2398; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:00:10,317 - INFO - Epoch: 1013 / 1300 lr: 4.276e-05 2025-05-15 14:00:23,763 - INFO - Training: cls_zice: 111.94519123278167; reg_zipnll: 247.83156575654684; aux_mae_loss_1: 182.5928471213893; aux_mae_loss_2: 24.643201551939313; aux_mae_loss_4: 3.575652178965117; cnt_loss: 22.500060307352168; 2025-05-15 14:00:23,764 - INFO - Evaluation: Curr mae: 86.9222; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 136.4906; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2571; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:00:23,764 - INFO - Epoch: 1014 / 1300 lr: 4.252e-05 2025-05-15 14:00:37,036 - INFO - Training: cls_zice: 111.47515462574206; reg_zipnll: 236.39335712633635; aux_mae_loss_1: 182.25792834633276; aux_mae_loss_2: 24.525271064356755; aux_mae_loss_4: 3.531028891864576; cnt_loss: 17.853315780037327; 2025-05-15 14:00:37,037 - INFO - Evaluation: Curr mae: 79.0433; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 128.0188; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2158; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:00:37,037 - INFO - Epoch: 1015 / 1300 lr: 4.228e-05 2025-05-15 14:00:50,506 - INFO - Training: cls_zice: 107.07644126289769; reg_zipnll: 250.21908047324732; aux_mae_loss_1: 179.3075505306846; aux_mae_loss_2: 24.024578621512966; aux_mae_loss_4: 3.531567410418862; cnt_loss: 21.69146065962942; 2025-05-15 14:00:50,507 - INFO - Evaluation: Curr mae: 82.0340; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 129.4567; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2252; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:00:50,507 - INFO - Epoch: 1016 / 1300 lr: 4.204e-05 2025-05-15 14:01:04,008 - INFO - Training: cls_zice: 111.9482704463758; reg_zipnll: 248.1724799306769; aux_mae_loss_1: 181.47750232094214; aux_mae_loss_2: 24.254427633787458; aux_mae_loss_4: 3.59733899329838; cnt_loss: 21.152822657635337; 2025-05-15 14:01:04,008 - INFO - Evaluation: Curr mae: 88.1540; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 137.4176; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2434; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:01:04,009 - INFO - Epoch: 1017 / 1300 lr: 4.180e-05 2025-05-15 14:01:17,231 - INFO - Training: cls_zice: 105.96413391514828; reg_zipnll: 254.91270507009406; aux_mae_loss_1: 181.77015866731344; aux_mae_loss_2: 24.49457580164859; aux_mae_loss_4: 3.6267332026832984; cnt_loss: 21.29768735484073; 2025-05-15 14:01:17,232 - INFO - Evaluation: Curr mae: 76.9486; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 119.8289; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2051; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:01:17,232 - INFO - Epoch: 1018 / 1300 lr: 4.156e-05 2025-05-15 14:01:30,709 - INFO - Training: cls_zice: 117.853617818732; reg_zipnll: 243.6672790928891; aux_mae_loss_1: 186.6611358241031; aux_mae_loss_2: 24.877670087312396; aux_mae_loss_4: 3.648697438992952; cnt_loss: 19.376631586175215; 2025-05-15 14:01:30,710 - INFO - Evaluation: Curr mae: 75.9094; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 121.1820; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1875; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:01:30,710 - INFO - Epoch: 1019 / 1300 lr: 4.132e-05 2025-05-15 14:01:44,199 - INFO - Training: cls_zice: 104.56699923465126; reg_zipnll: 250.05415605243883; aux_mae_loss_1: 180.22547370509096; aux_mae_loss_2: 24.043632457130833; aux_mae_loss_4: 3.4510135650634766; cnt_loss: 18.520189912695635; 2025-05-15 14:01:44,199 - INFO - Evaluation: Curr mae: 84.9324; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 132.5765; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2259; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:01:44,199 - INFO - Epoch: 1020 / 1300 lr: 4.108e-05 2025-05-15 14:01:57,509 - INFO - Training: cls_zice: 105.60524192609284; reg_zipnll: 249.8838055259303; aux_mae_loss_1: 181.58852326242547; aux_mae_loss_2: 24.442565466228285; aux_mae_loss_4: 3.5417428393112984; cnt_loss: 18.82696344977931; 2025-05-15 14:01:57,510 - INFO - Evaluation: Curr mae: 83.3092; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 129.7008; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2228; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:01:57,510 - INFO - Epoch: 1021 / 1300 lr: 4.084e-05 2025-05-15 14:02:11,000 - INFO - Training: cls_zice: 108.83317375183105; reg_zipnll: 249.7449911017167; aux_mae_loss_1: 182.20835735923364; aux_mae_loss_2: 24.319243129931; aux_mae_loss_4: 3.493086902718795; cnt_loss: 20.84622506091469; 2025-05-15 14:02:11,000 - INFO - Evaluation: Curr mae: 84.2361; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 130.1280; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2402; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:02:11,001 - INFO - Epoch: 1022 / 1300 lr: 4.060e-05 2025-05-15 14:02:24,586 - INFO - Training: cls_zice: 121.58053588867188; reg_zipnll: 235.95719126651161; aux_mae_loss_1: 190.56217273912932; aux_mae_loss_2: 25.676069912157562; aux_mae_loss_4: 3.734115631956803; cnt_loss: 20.363575508719997; 2025-05-15 14:02:24,587 - INFO - Evaluation: Curr mae: 85.9585; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 130.2317; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2519; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:02:24,587 - INFO - Epoch: 1023 / 1300 lr: 4.037e-05 2025-05-15 14:02:38,136 - INFO - Training: cls_zice: 109.94459031757556; reg_zipnll: 251.73736732884458; aux_mae_loss_1: 182.99537939774362; aux_mae_loss_2: 24.444682698500785; aux_mae_loss_4: 3.5616132271917245; cnt_loss: 19.924542414514644; 2025-05-15 14:02:38,137 - INFO - Evaluation: Curr mae: 81.2490; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 125.4234; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2407; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:02:38,137 - INFO - Epoch: 1024 / 1300 lr: 4.013e-05 2025-05-15 14:02:51,584 - INFO - Training: cls_zice: 103.99134520480507; reg_zipnll: 233.7757279245477; aux_mae_loss_1: 177.9898910522461; aux_mae_loss_2: 24.063226900602643; aux_mae_loss_4: 3.4413729906082153; cnt_loss: 19.189572660546553; 2025-05-15 14:02:51,585 - INFO - Evaluation: Curr mae: 82.4348; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 125.9286; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2324; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:02:51,585 - INFO - Epoch: 1025 / 1300 lr: 3.989e-05 2025-05-15 14:03:04,937 - INFO - Training: cls_zice: 113.72280793440969; reg_zipnll: 232.4021124086882; aux_mae_loss_1: 183.86929341366417; aux_mae_loss_2: 24.917876996492083; aux_mae_loss_4: 3.709255657697979; cnt_loss: 22.471952940288343; 2025-05-15 14:03:04,937 - INFO - Evaluation: Curr mae: 83.7624; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 134.0923; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2378; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:03:04,938 - INFO - Epoch: 1026 / 1300 lr: 3.965e-05 2025-05-15 14:03:18,321 - INFO - Training: cls_zice: 104.92629773993241; reg_zipnll: 232.53004997654966; aux_mae_loss_1: 176.46846530311987; aux_mae_loss_2: 23.794048635583174; aux_mae_loss_4: 3.4937398559168766; cnt_loss: 19.2441446655675; 2025-05-15 14:03:18,322 - INFO - Evaluation: Curr mae: 83.4965; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 130.1464; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2363; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:03:18,322 - INFO - Epoch: 1027 / 1300 lr: 3.942e-05 2025-05-15 14:03:31,794 - INFO - Training: cls_zice: 119.46299317008571; reg_zipnll: 224.8997802734375; aux_mae_loss_1: 187.28724349172492; aux_mae_loss_2: 25.392360737449245; aux_mae_loss_4: 3.7759219659002206; cnt_loss: 23.117690763975446; 2025-05-15 14:03:31,794 - INFO - Evaluation: Curr mae: 78.9336; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 127.9271; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2140; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:03:31,794 - INFO - Epoch: 1028 / 1300 lr: 3.918e-05 2025-05-15 14:03:45,378 - INFO - Training: cls_zice: 114.59193756705837; reg_zipnll: 246.44690122102438; aux_mae_loss_1: 185.65735686452766; aux_mae_loss_2: 24.623394062644557; aux_mae_loss_4: 3.5595353433960364; cnt_loss: 20.185699764050934; 2025-05-15 14:03:45,379 - INFO - Evaluation: Curr mae: 86.2077; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 130.7284; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2428; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:03:45,379 - INFO - Epoch: 1029 / 1300 lr: 3.894e-05 2025-05-15 14:03:58,827 - INFO - Training: cls_zice: 114.2829637025532; reg_zipnll: 247.60229913811935; aux_mae_loss_1: 182.33146105314555; aux_mae_loss_2: 24.50231607336747; aux_mae_loss_4: 3.5685503608302067; cnt_loss: 20.255209471050062; 2025-05-15 14:03:58,828 - INFO - Evaluation: Curr mae: 86.8353; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 129.7109; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2471; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:03:58,828 - INFO - Epoch: 1030 / 1300 lr: 3.871e-05 2025-05-15 14:04:12,199 - INFO - Training: cls_zice: 109.48137785259046; reg_zipnll: 236.89984893798828; aux_mae_loss_1: 179.02574358488383; aux_mae_loss_2: 24.22251420272024; aux_mae_loss_4: 3.5627638038836027; cnt_loss: 20.24157220438907; 2025-05-15 14:04:12,199 - INFO - Evaluation: Curr mae: 82.5101; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 126.3612; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2246; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:04:12,199 - INFO - Epoch: 1031 / 1300 lr: 3.847e-05 2025-05-15 14:04:25,833 - INFO - Training: cls_zice: 113.79378025155319; reg_zipnll: 246.91460127579538; aux_mae_loss_1: 187.0133116872687; aux_mae_loss_2: 24.976335500416003; aux_mae_loss_4: 3.623202919960022; cnt_loss: 21.244814860193355; 2025-05-15 14:04:25,833 - INFO - Evaluation: Curr mae: 80.8473; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 128.5159; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2256; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:04:25,834 - INFO - Epoch: 1032 / 1300 lr: 3.824e-05 2025-05-15 14:04:39,410 - INFO - Training: cls_zice: 114.19893606085526; reg_zipnll: 247.59281399375513; aux_mae_loss_1: 185.2074243645919; aux_mae_loss_2: 24.568183597765472; aux_mae_loss_4: 3.5496889666507117; cnt_loss: 17.025130773845472; 2025-05-15 14:04:39,410 - INFO - Evaluation: Curr mae: 82.3167; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 130.6014; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2228; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:04:39,411 - INFO - Epoch: 1033 / 1300 lr: 3.800e-05 2025-05-15 14:04:52,762 - INFO - Training: cls_zice: 108.94508401971115; reg_zipnll: 238.97877472325376; aux_mae_loss_1: 180.9061562387567; aux_mae_loss_2: 24.5211753343281; aux_mae_loss_4: 3.592740479268526; cnt_loss: 19.785728304009687; 2025-05-15 14:04:52,763 - INFO - Evaluation: Curr mae: 80.7790; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 129.1533; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2282; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:04:52,763 - INFO - Epoch: 1034 / 1300 lr: 3.777e-05 2025-05-15 14:05:06,217 - INFO - Training: cls_zice: 119.76759790119372; reg_zipnll: 250.7423384817023; aux_mae_loss_1: 188.37612031635484; aux_mae_loss_2: 24.990979947541888; aux_mae_loss_4: 3.645388004026915; cnt_loss: 20.697203096590545; 2025-05-15 14:05:06,218 - INFO - Evaluation: Curr mae: 83.4872; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 136.1695; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2344; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:05:06,218 - INFO - Epoch: 1035 / 1300 lr: 3.753e-05 2025-05-15 14:05:19,942 - INFO - Training: cls_zice: 115.75740523087352; reg_zipnll: 226.15197071276214; aux_mae_loss_1: 188.14244641755758; aux_mae_loss_2: 25.55460867128874; aux_mae_loss_4: 3.7210091289721037; cnt_loss: 20.501804402000026; 2025-05-15 14:05:19,943 - INFO - Evaluation: Curr mae: 78.5658; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 128.6893; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1996; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:05:19,943 - INFO - Epoch: 1036 / 1300 lr: 3.730e-05 2025-05-15 14:05:33,395 - INFO - Training: cls_zice: 113.94991949984902; reg_zipnll: 242.41117798654656; aux_mae_loss_1: 182.4339430959601; aux_mae_loss_2: 24.564270847722103; aux_mae_loss_4: 3.5975922534340308; cnt_loss: 18.145980634187396; 2025-05-15 14:05:33,396 - INFO - Evaluation: Curr mae: 85.2115; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 129.7069; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2222; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:05:33,396 - INFO - Epoch: 1037 / 1300 lr: 3.706e-05 2025-05-15 14:05:46,896 - INFO - Training: cls_zice: 114.33255180559661; reg_zipnll: 250.55735778808594; aux_mae_loss_1: 185.35015066046464; aux_mae_loss_2: 24.90395736694336; aux_mae_loss_4: 3.6185599189055595; cnt_loss: 19.853788978175114; 2025-05-15 14:05:46,896 - INFO - Evaluation: Curr mae: 79.8577; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 126.5420; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2173; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:05:46,897 - INFO - Epoch: 1038 / 1300 lr: 3.683e-05 2025-05-15 14:06:00,249 - INFO - Training: cls_zice: 109.75387402584678; reg_zipnll: 231.41010876705772; aux_mae_loss_1: 183.1741389224404; aux_mae_loss_2: 24.735674406352796; aux_mae_loss_4: 3.6150099227302954; cnt_loss: 22.40597767578928; 2025-05-15 14:06:00,250 - INFO - Evaluation: Curr mae: 79.2060; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 122.1418; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2217; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:06:00,250 - INFO - Epoch: 1039 / 1300 lr: 3.660e-05 2025-05-15 14:06:13,626 - INFO - Training: cls_zice: 110.22967910766602; reg_zipnll: 249.60285999900415; aux_mae_loss_1: 181.1778251246402; aux_mae_loss_2: 24.645102952655993; aux_mae_loss_4: 3.6390054916080676; cnt_loss: 20.381872503381025; 2025-05-15 14:06:13,627 - INFO - Evaluation: Curr mae: 78.5546; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 124.7609; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2121; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:06:13,627 - INFO - Epoch: 1040 / 1300 lr: 3.636e-05 2025-05-15 14:06:27,076 - INFO - Training: cls_zice: 109.71217757777164; reg_zipnll: 223.02930540787546; aux_mae_loss_1: 179.49798744603208; aux_mae_loss_2: 24.22759673469945; aux_mae_loss_4: 3.5050090520005477; cnt_loss: 18.42070991114566; 2025-05-15 14:06:27,076 - INFO - Evaluation: Curr mae: 86.1519; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 135.9106; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2424; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:06:27,077 - INFO - Epoch: 1041 / 1300 lr: 3.613e-05 2025-05-15 14:06:40,761 - INFO - Training: cls_zice: 113.28532966814544; reg_zipnll: 227.39503007186087; aux_mae_loss_1: 179.00007468775698; aux_mae_loss_2: 24.41131847783139; aux_mae_loss_4: 3.638093440156234; cnt_loss: 22.556670163807116; 2025-05-15 14:06:40,761 - INFO - Evaluation: Curr mae: 79.8466; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 124.8308; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2070; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:06:40,762 - INFO - Epoch: 1042 / 1300 lr: 3.590e-05 2025-05-15 14:06:54,135 - INFO - Training: cls_zice: 109.80086396869861; reg_zipnll: 243.01385899593956; aux_mae_loss_1: 179.98455408999794; aux_mae_loss_2: 24.414395131562884; aux_mae_loss_4: 3.58801499793404; cnt_loss: 19.447650570618478; 2025-05-15 14:06:54,135 - INFO - Evaluation: Curr mae: 89.1095; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 140.5876; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2512; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:06:54,136 - INFO - Epoch: 1043 / 1300 lr: 3.567e-05 2025-05-15 14:07:07,679 - INFO - Training: cls_zice: 108.37391592326917; reg_zipnll: 233.14922423111764; aux_mae_loss_1: 182.04238851446854; aux_mae_loss_2: 24.533225611636514; aux_mae_loss_4: 3.613761594420985; cnt_loss: 19.63738014823512; 2025-05-15 14:07:07,680 - INFO - Evaluation: Curr mae: 80.4837; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 133.0377; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2207; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:07:07,680 - INFO - Epoch: 1044 / 1300 lr: 3.543e-05 2025-05-15 14:07:21,133 - INFO - Training: cls_zice: 113.06543857172916; reg_zipnll: 237.6435263784308; aux_mae_loss_1: 184.034964511269; aux_mae_loss_2: 24.70944537614521; aux_mae_loss_4: 3.583121287195306; cnt_loss: 21.37816700182463; 2025-05-15 14:07:21,134 - INFO - Evaluation: Curr mae: 81.5864; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 126.0556; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2163; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:07:21,134 - INFO - Epoch: 1045 / 1300 lr: 3.520e-05 2025-05-15 14:07:34,407 - INFO - Training: cls_zice: 109.69169887743499; reg_zipnll: 246.23895384136; aux_mae_loss_1: 178.61176320126182; aux_mae_loss_2: 23.89882476706254; aux_mae_loss_4: 3.431980622442145; cnt_loss: 18.87103025536788; 2025-05-15 14:07:34,407 - INFO - Evaluation: Curr mae: 79.8633; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 127.6414; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2258; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:07:34,408 - INFO - Epoch: 1046 / 1300 lr: 3.497e-05 2025-05-15 14:07:47,710 - INFO - Training: cls_zice: 116.26185909070466; reg_zipnll: 246.44072141145406; aux_mae_loss_1: 184.21886644865336; aux_mae_loss_2: 24.487732184560674; aux_mae_loss_4: 3.4556873001550374; cnt_loss: 17.800678108867846; 2025-05-15 14:07:47,711 - INFO - Evaluation: Curr mae: 81.2861; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 133.0449; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2299; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:07:47,711 - INFO - Epoch: 1047 / 1300 lr: 3.474e-05 2025-05-15 14:08:01,105 - INFO - Training: cls_zice: 111.04007946817498; reg_zipnll: 241.22222418534128; aux_mae_loss_1: 180.11339428550318; aux_mae_loss_2: 24.257342087595088; aux_mae_loss_4: 3.5020492767032825; cnt_loss: 19.993538254185726; 2025-05-15 14:08:01,106 - INFO - Evaluation: Curr mae: 79.7014; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 128.0269; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2137; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:08:01,106 - INFO - Epoch: 1048 / 1300 lr: 3.451e-05 2025-05-15 14:08:14,742 - INFO - Training: cls_zice: 111.46505571666516; reg_zipnll: 237.63527558979234; aux_mae_loss_1: 181.8159962704307; aux_mae_loss_2: 24.618977220434893; aux_mae_loss_4: 3.6276786139136865; cnt_loss: 23.00550603866577; 2025-05-15 14:08:14,743 - INFO - Evaluation: Curr mae: 86.3265; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 142.7300; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2551; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:08:14,743 - INFO - Epoch: 1049 / 1300 lr: 3.428e-05 2025-05-15 14:08:28,352 - INFO - Training: cls_zice: 112.24212154589202; reg_zipnll: 232.33580860338714; aux_mae_loss_1: 182.0281544735557; aux_mae_loss_2: 24.521696893792402; aux_mae_loss_4: 3.575946205540707; cnt_loss: 22.603919405686227; 2025-05-15 14:08:28,353 - INFO - Evaluation: Curr mae: 78.7024; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 125.5378; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2009; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:08:28,353 - INFO - Epoch: 1050 / 1300 lr: 3.405e-05 2025-05-15 14:08:41,942 - INFO - Training: cls_zice: 115.56930371334678; reg_zipnll: 233.16830886037727; aux_mae_loss_1: 181.8601756848787; aux_mae_loss_2: 24.2766493245175; aux_mae_loss_4: 3.5020810679385534; cnt_loss: 18.045142311798898; 2025-05-15 14:08:41,942 - INFO - Evaluation: Curr mae: 80.3815; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 130.5110; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2110; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:08:41,992 - INFO - Epoch: 1051 / 1300 lr: 3.382e-05 2025-05-15 14:08:55,172 - INFO - Training: cls_zice: 108.74440875806306; reg_zipnll: 240.74375513980263; aux_mae_loss_1: 182.55523219861482; aux_mae_loss_2: 24.524118021914834; aux_mae_loss_4: 3.5493131687766626; cnt_loss: 20.125225820039446; 2025-05-15 14:08:55,173 - INFO - Evaluation: Curr mae: 80.5639; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 123.0292; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2237; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:08:55,173 - INFO - Epoch: 1052 / 1300 lr: 3.360e-05 2025-05-15 14:09:08,609 - INFO - Training: cls_zice: 110.30140098772551; reg_zipnll: 236.3568071064196; aux_mae_loss_1: 181.8524189999229; aux_mae_loss_2: 24.683765712537262; aux_mae_loss_4: 3.6332763182489494; cnt_loss: 22.188764672530326; 2025-05-15 14:09:08,610 - INFO - Evaluation: Curr mae: 78.7375; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 123.7985; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2197; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:09:08,610 - INFO - Epoch: 1053 / 1300 lr: 3.337e-05 2025-05-15 14:09:21,977 - INFO - Training: cls_zice: 115.58919745997379; reg_zipnll: 236.08456330550345; aux_mae_loss_1: 184.6729521500437; aux_mae_loss_2: 24.76543732693321; aux_mae_loss_4: 3.5772560897626375; cnt_loss: 18.671690564406546; 2025-05-15 14:09:21,978 - INFO - Evaluation: Curr mae: 84.7724; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 131.6904; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2407; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:09:21,978 - INFO - Epoch: 1054 / 1300 lr: 3.314e-05 2025-05-15 14:09:35,657 - INFO - Training: cls_zice: 114.8911522815102; reg_zipnll: 231.41806743019507; aux_mae_loss_1: 181.8807089956183; aux_mae_loss_2: 24.353091792056436; aux_mae_loss_4: 3.5847022470675016; cnt_loss: 20.504305638765032; 2025-05-15 14:09:35,658 - INFO - Evaluation: Curr mae: 80.6543; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 128.3999; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2092; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:09:35,658 - INFO - Epoch: 1055 / 1300 lr: 3.291e-05 2025-05-15 14:09:49,129 - INFO - Training: cls_zice: 102.66227626800537; reg_zipnll: 244.77615617450914; aux_mae_loss_1: 176.54044683356034; aux_mae_loss_2: 23.53733087840833; aux_mae_loss_4: 3.3319294389925505; cnt_loss: 19.338353307623613; 2025-05-15 14:09:49,130 - INFO - Evaluation: Curr mae: 76.1757; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 118.9408; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1962; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:09:49,130 - INFO - Epoch: 1056 / 1300 lr: 3.269e-05 2025-05-15 14:10:02,605 - INFO - Training: cls_zice: 116.73317909240723; reg_zipnll: 242.39186537893195; aux_mae_loss_1: 183.8450385645816; aux_mae_loss_2: 24.76634683107075; aux_mae_loss_4: 3.605715538326063; cnt_loss: 22.403995840173017; 2025-05-15 14:10:02,605 - INFO - Evaluation: Curr mae: 82.3543; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 133.9439; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2243; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:10:02,606 - INFO - Epoch: 1057 / 1300 lr: 3.246e-05 2025-05-15 14:10:16,163 - INFO - Training: cls_zice: 116.04232296190764; reg_zipnll: 216.34120820697984; aux_mae_loss_1: 180.25851119192023; aux_mae_loss_2: 24.377189385263545; aux_mae_loss_4: 3.4570009080987227; cnt_loss: 17.418456755186384; 2025-05-15 14:10:16,163 - INFO - Evaluation: Curr mae: 84.1136; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 129.4081; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2215; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:10:16,164 - INFO - Epoch: 1058 / 1300 lr: 3.223e-05 2025-05-15 14:10:29,537 - INFO - Training: cls_zice: 110.12711334228516; reg_zipnll: 245.38500996639854; aux_mae_loss_1: 179.12815274690328; aux_mae_loss_2: 24.309096737911826; aux_mae_loss_4: 3.497082572234304; cnt_loss: 20.052418081383955; 2025-05-15 14:10:29,538 - INFO - Evaluation: Curr mae: 76.4319; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 122.1047; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1884; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:10:29,538 - INFO - Epoch: 1059 / 1300 lr: 3.201e-05 2025-05-15 14:10:43,091 - INFO - Training: cls_zice: 108.26637579265393; reg_zipnll: 253.1473493074116; aux_mae_loss_1: 182.68622488724557; aux_mae_loss_2: 24.632118601548044; aux_mae_loss_4: 3.5486344851945577; cnt_loss: 18.76996185905055; 2025-05-15 14:10:43,092 - INFO - Evaluation: Curr mae: 82.4615; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 123.3888; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2163; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:10:43,092 - INFO - Epoch: 1060 / 1300 lr: 3.178e-05 2025-05-15 14:10:56,970 - INFO - Training: cls_zice: 115.66984131461696; reg_zipnll: 234.2351951599121; aux_mae_loss_1: 184.1393649452611; aux_mae_loss_2: 24.7564142377753; aux_mae_loss_4: 3.5711461807552136; cnt_loss: 18.152670571678563; 2025-05-15 14:10:56,970 - INFO - Evaluation: Curr mae: 85.4237; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 136.0605; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2203; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:10:56,971 - INFO - Epoch: 1061 / 1300 lr: 3.156e-05 2025-05-15 14:11:10,319 - INFO - Training: cls_zice: 113.54958002190841; reg_zipnll: 235.64978589509664; aux_mae_loss_1: 181.34545677586607; aux_mae_loss_2: 24.329384050871198; aux_mae_loss_4: 3.475297306713305; cnt_loss: 18.874669714977866; 2025-05-15 14:11:10,320 - INFO - Evaluation: Curr mae: 84.1006; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 129.7591; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2208; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:11:10,320 - INFO - Epoch: 1062 / 1300 lr: 3.133e-05 2025-05-15 14:11:24,002 - INFO - Training: cls_zice: 106.16230462726794; reg_zipnll: 242.49429311250387; aux_mae_loss_1: 179.53154754638672; aux_mae_loss_2: 24.13189192822105; aux_mae_loss_4: 3.4908331883581063; cnt_loss: 19.718213482906943; 2025-05-15 14:11:24,003 - INFO - Evaluation: Curr mae: 79.5611; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 128.0795; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2034; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:11:24,003 - INFO - Epoch: 1063 / 1300 lr: 3.111e-05 2025-05-15 14:11:37,581 - INFO - Training: cls_zice: 112.53299994217723; reg_zipnll: 252.9377246655916; aux_mae_loss_1: 186.7303790042275; aux_mae_loss_2: 24.853963500575016; aux_mae_loss_4: 3.624292624624152; cnt_loss: 20.292638703396445; 2025-05-15 14:11:37,582 - INFO - Evaluation: Curr mae: 77.6244; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 126.0515; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2030; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:11:37,583 - INFO - Epoch: 1064 / 1300 lr: 3.089e-05 2025-05-15 14:11:51,016 - INFO - Training: cls_zice: 112.15070578926488; reg_zipnll: 252.79413042570414; aux_mae_loss_1: 186.56675720214844; aux_mae_loss_2: 24.603657069959137; aux_mae_loss_4: 3.588741816972431; cnt_loss: 19.29270355324996; 2025-05-15 14:11:51,017 - INFO - Evaluation: Curr mae: 79.6484; Best mae: 71.6007; 72.0444; 72.8978; 73.3198; 73.5945; Curr rmse: 121.5865; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2172; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:11:51,017 - INFO - Epoch: 1065 / 1300 lr: 3.066e-05 2025-05-15 14:12:04,470 - INFO - Training: cls_zice: 109.79184622513621; reg_zipnll: 238.56382410149826; aux_mae_loss_1: 177.87663710744758; aux_mae_loss_2: 23.590042038967734; aux_mae_loss_4: 3.3816065537302116; cnt_loss: 17.774130595357793; 2025-05-15 14:12:04,485 - INFO - Evaluation: Curr mae: 73.2832; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 116.0579; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1913; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:12:04,485 - INFO - Epoch: 1066 / 1300 lr: 3.044e-05 2025-05-15 14:12:17,928 - INFO - Training: cls_zice: 111.63116791373805; reg_zipnll: 246.2514594228644; aux_mae_loss_1: 181.60205941451224; aux_mae_loss_2: 24.19605847408897; aux_mae_loss_4: 3.5092192009875647; cnt_loss: 16.84617446598254; 2025-05-15 14:12:17,929 - INFO - Evaluation: Curr mae: 75.6024; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 117.6893; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1961; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:12:17,929 - INFO - Epoch: 1067 / 1300 lr: 3.022e-05 2025-05-15 14:12:31,400 - INFO - Training: cls_zice: 118.11405352542275; reg_zipnll: 237.73001319483706; aux_mae_loss_1: 183.24706388774672; aux_mae_loss_2: 24.458493935434444; aux_mae_loss_4: 3.5063189895529496; cnt_loss: 18.64292305394223; 2025-05-15 14:12:31,401 - INFO - Evaluation: Curr mae: 84.4791; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 130.5254; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2332; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:12:31,401 - INFO - Epoch: 1068 / 1300 lr: 3.000e-05 2025-05-15 14:12:44,877 - INFO - Training: cls_zice: 112.33293342590332; reg_zipnll: 234.05404331809595; aux_mae_loss_1: 180.03790122584292; aux_mae_loss_2: 24.030783954419586; aux_mae_loss_4: 3.435277537295693; cnt_loss: 18.332488198029367; 2025-05-15 14:12:44,877 - INFO - Evaluation: Curr mae: 77.1268; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 123.2214; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2103; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:12:44,878 - INFO - Epoch: 1069 / 1300 lr: 2.978e-05 2025-05-15 14:12:58,348 - INFO - Training: cls_zice: 109.32806627373947; reg_zipnll: 227.98931704069437; aux_mae_loss_1: 180.968707636783; aux_mae_loss_2: 24.411800183747943; aux_mae_loss_4: 3.4893521321447274; cnt_loss: 18.178904502015364; 2025-05-15 14:12:58,349 - INFO - Evaluation: Curr mae: 78.9166; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.3767; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2228; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:12:58,349 - INFO - Epoch: 1070 / 1300 lr: 2.956e-05 2025-05-15 14:13:11,880 - INFO - Training: cls_zice: 109.81947999251516; reg_zipnll: 236.107354615864; aux_mae_loss_1: 178.14945020173727; aux_mae_loss_2: 23.724192493840267; aux_mae_loss_4: 3.3670491984016016; cnt_loss: 18.074354121559544; 2025-05-15 14:13:11,881 - INFO - Evaluation: Curr mae: 77.9029; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 123.2259; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2046; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:13:11,881 - INFO - Epoch: 1071 / 1300 lr: 2.934e-05 2025-05-15 14:13:25,403 - INFO - Training: cls_zice: 112.6884873038844; reg_zipnll: 244.51562379535875; aux_mae_loss_1: 184.55709397165398; aux_mae_loss_2: 24.429403455633867; aux_mae_loss_4: 3.5237635499552677; cnt_loss: 18.060822436684056; 2025-05-15 14:13:25,404 - INFO - Evaluation: Curr mae: 75.6153; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 120.5810; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1960; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:13:25,404 - INFO - Epoch: 1072 / 1300 lr: 2.912e-05 2025-05-15 14:13:38,841 - INFO - Training: cls_zice: 111.88952451003225; reg_zipnll: 231.50841622603568; aux_mae_loss_1: 182.72248860409385; aux_mae_loss_2: 24.432611214487178; aux_mae_loss_4: 3.5400823605687997; cnt_loss: 18.24198667626632; 2025-05-15 14:13:38,842 - INFO - Evaluation: Curr mae: 82.2759; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 128.5969; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2196; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:13:38,843 - INFO - Epoch: 1073 / 1300 lr: 2.890e-05 2025-05-15 14:13:52,389 - INFO - Training: cls_zice: 109.57579632809288; reg_zipnll: 228.66287492450914; aux_mae_loss_1: 180.3437610425447; aux_mae_loss_2: 24.255033543235378; aux_mae_loss_4: 3.496462815686276; cnt_loss: 18.457334913705523; 2025-05-15 14:13:52,389 - INFO - Evaluation: Curr mae: 79.8324; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.1712; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2104; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:13:52,390 - INFO - Epoch: 1074 / 1300 lr: 2.868e-05 2025-05-15 14:14:05,871 - INFO - Training: cls_zice: 113.19652386715538; reg_zipnll: 242.5165477551912; aux_mae_loss_1: 182.9230463128341; aux_mae_loss_2: 24.37018148522628; aux_mae_loss_4: 3.5041050785466243; cnt_loss: 19.429484442660684; 2025-05-15 14:14:05,872 - INFO - Evaluation: Curr mae: 77.7879; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 123.1022; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2093; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:14:05,872 - INFO - Epoch: 1075 / 1300 lr: 2.846e-05 2025-05-15 14:14:19,267 - INFO - Training: cls_zice: 112.05067805240029; reg_zipnll: 244.76203396445825; aux_mae_loss_1: 181.66670347514906; aux_mae_loss_2: 24.400751063698216; aux_mae_loss_4: 3.5567296492426017; cnt_loss: 18.788103078541003; 2025-05-15 14:14:19,268 - INFO - Evaluation: Curr mae: 79.4298; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.2449; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2022; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:14:19,268 - INFO - Epoch: 1076 / 1300 lr: 2.824e-05 2025-05-15 14:14:33,020 - INFO - Training: cls_zice: 96.48586659682424; reg_zipnll: 240.97268465945595; aux_mae_loss_1: 171.37014870894583; aux_mae_loss_2: 22.884889903821442; aux_mae_loss_4: 3.268350268665113; cnt_loss: 16.331220953088057; 2025-05-15 14:14:33,021 - INFO - Evaluation: Curr mae: 79.8960; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 126.9353; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2056; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:14:33,021 - INFO - Epoch: 1077 / 1300 lr: 2.803e-05 2025-05-15 14:14:46,323 - INFO - Training: cls_zice: 110.82020649157073; reg_zipnll: 240.9209606772975; aux_mae_loss_1: 178.11779263145044; aux_mae_loss_2: 23.712322636654502; aux_mae_loss_4: 3.370472412360342; cnt_loss: 16.667644111733686; 2025-05-15 14:14:46,324 - INFO - Evaluation: Curr mae: 77.4919; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 121.6636; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1987; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:14:46,324 - INFO - Epoch: 1078 / 1300 lr: 2.781e-05 2025-05-15 14:14:59,898 - INFO - Training: cls_zice: 110.18513308073345; reg_zipnll: 247.78736746938606; aux_mae_loss_1: 179.93800534700094; aux_mae_loss_2: 24.022630164497777; aux_mae_loss_4: 3.4860254965330424; cnt_loss: 19.267605932135332; 2025-05-15 14:14:59,899 - INFO - Evaluation: Curr mae: 75.4329; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 120.3983; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1895; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:14:59,899 - INFO - Epoch: 1079 / 1300 lr: 2.760e-05 2025-05-15 14:15:13,417 - INFO - Training: cls_zice: 112.13394496315404; reg_zipnll: 233.86669540405273; aux_mae_loss_1: 179.29203394839638; aux_mae_loss_2: 24.17095078920063; aux_mae_loss_4: 3.4992342810881767; cnt_loss: 17.314481998744764; 2025-05-15 14:15:13,417 - INFO - Evaluation: Curr mae: 79.7131; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 129.7304; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1948; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:15:13,418 - INFO - Epoch: 1080 / 1300 lr: 2.738e-05 2025-05-15 14:15:26,879 - INFO - Training: cls_zice: 108.78545941804585; reg_zipnll: 237.98795418990287; aux_mae_loss_1: 176.8443713941072; aux_mae_loss_2: 23.547851361726458; aux_mae_loss_4: 3.368850638991908; cnt_loss: 16.850013996425428; 2025-05-15 14:15:26,880 - INFO - Evaluation: Curr mae: 82.7037; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 127.8244; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2118; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:15:26,880 - INFO - Epoch: 1081 / 1300 lr: 2.717e-05 2025-05-15 14:15:40,438 - INFO - Training: cls_zice: 110.78336414537932; reg_zipnll: 243.7817103737279; aux_mae_loss_1: 177.99566871241518; aux_mae_loss_2: 23.964916630795127; aux_mae_loss_4: 3.4425561679036996; cnt_loss: 18.790614554756566; 2025-05-15 14:15:40,438 - INFO - Evaluation: Curr mae: 78.7163; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 123.6061; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1976; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:15:40,439 - INFO - Epoch: 1082 / 1300 lr: 2.695e-05 2025-05-15 14:15:53,696 - INFO - Training: cls_zice: 111.6366884833888; reg_zipnll: 239.87054885061164; aux_mae_loss_1: 180.5523227892424; aux_mae_loss_2: 24.21410470259817; aux_mae_loss_4: 3.469592652822796; cnt_loss: 19.258929823574267; 2025-05-15 14:15:53,696 - INFO - Evaluation: Curr mae: 79.7838; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 127.2222; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2019; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:15:53,697 - INFO - Epoch: 1083 / 1300 lr: 2.674e-05 2025-05-15 14:16:07,323 - INFO - Training: cls_zice: 110.4515579123246; reg_zipnll: 249.7915069178531; aux_mae_loss_1: 178.9178426642167; aux_mae_loss_2: 23.833475263495195; aux_mae_loss_4: 3.359862202092221; cnt_loss: 16.49558785087184; 2025-05-15 14:16:07,324 - INFO - Evaluation: Curr mae: 80.2520; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 123.6562; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2000; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:16:07,324 - INFO - Epoch: 1084 / 1300 lr: 2.653e-05 2025-05-15 14:16:20,799 - INFO - Training: cls_zice: 113.25827066521896; reg_zipnll: 246.14298007362768; aux_mae_loss_1: 180.1091597707648; aux_mae_loss_2: 24.084415335404245; aux_mae_loss_4: 3.437896810079876; cnt_loss: 17.034163801293623; 2025-05-15 14:16:20,800 - INFO - Evaluation: Curr mae: 81.6567; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.6461; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2037; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:16:20,800 - INFO - Epoch: 1085 / 1300 lr: 2.631e-05 2025-05-15 14:16:34,401 - INFO - Training: cls_zice: 107.18620651646664; reg_zipnll: 243.62944954320005; aux_mae_loss_1: 178.1082568921541; aux_mae_loss_2: 23.68397391469855; aux_mae_loss_4: 3.422618640096564; cnt_loss: 18.046646519711143; 2025-05-15 14:16:34,401 - INFO - Evaluation: Curr mae: 78.1429; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 124.2848; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1998; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:16:34,401 - INFO - Epoch: 1086 / 1300 lr: 2.610e-05 2025-05-15 14:16:48,084 - INFO - Training: cls_zice: 107.57817976098312; reg_zipnll: 251.8458026082892; aux_mae_loss_1: 180.58925849513003; aux_mae_loss_2: 24.077712560954847; aux_mae_loss_4: 3.4678929228531685; cnt_loss: 19.481891305823076; 2025-05-15 14:16:48,085 - INFO - Evaluation: Curr mae: 77.5616; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 122.7925; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1965; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:16:48,085 - INFO - Epoch: 1087 / 1300 lr: 2.589e-05 2025-05-15 14:17:01,572 - INFO - Training: cls_zice: 100.09160714400441; reg_zipnll: 250.39047421907125; aux_mae_loss_1: 172.02197627017372; aux_mae_loss_2: 23.108607141595137; aux_mae_loss_4: 3.3195792373858; cnt_loss: 17.05101728439331; 2025-05-15 14:17:01,572 - INFO - Evaluation: Curr mae: 81.4044; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 123.2973; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2066; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:17:01,573 - INFO - Epoch: 1088 / 1300 lr: 2.568e-05 2025-05-15 14:17:15,146 - INFO - Training: cls_zice: 115.53381739164654; reg_zipnll: 227.86274518464742; aux_mae_loss_1: 187.08466961509302; aux_mae_loss_2: 24.87621111618845; aux_mae_loss_4: 3.6269938569319877; cnt_loss: 20.328287739502755; 2025-05-15 14:17:15,147 - INFO - Evaluation: Curr mae: 83.3193; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 128.7052; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2171; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:17:15,147 - INFO - Epoch: 1089 / 1300 lr: 2.547e-05 2025-05-15 14:17:28,566 - INFO - Training: cls_zice: 106.75654652244167; reg_zipnll: 247.81939155177065; aux_mae_loss_1: 177.8903095847682; aux_mae_loss_2: 23.912050849513005; aux_mae_loss_4: 3.4147482984944393; cnt_loss: 18.50733922657214; 2025-05-15 14:17:28,584 - INFO - Evaluation: Curr mae: 75.4773; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 123.5155; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1841; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:17:28,584 - INFO - Epoch: 1090 / 1300 lr: 2.526e-05 2025-05-15 14:17:42,057 - INFO - Training: cls_zice: 111.6533108761436; reg_zipnll: 235.59279070402445; aux_mae_loss_1: 184.93969365170128; aux_mae_loss_2: 24.541874935752467; aux_mae_loss_4: 3.489466152693096; cnt_loss: 19.504577034398128; 2025-05-15 14:17:42,058 - INFO - Evaluation: Curr mae: 79.1261; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 126.0652; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2014; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:17:42,058 - INFO - Epoch: 1091 / 1300 lr: 2.505e-05 2025-05-15 14:17:55,561 - INFO - Training: cls_zice: 108.85779285430908; reg_zipnll: 233.50472058747945; aux_mae_loss_1: 182.35731405960885; aux_mae_loss_2: 24.669353183947113; aux_mae_loss_4: 3.5937028182180306; cnt_loss: 20.30722731038144; 2025-05-15 14:17:55,562 - INFO - Evaluation: Curr mae: 79.7914; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.6527; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2053; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:17:55,562 - INFO - Epoch: 1092 / 1300 lr: 2.484e-05 2025-05-15 14:18:09,003 - INFO - Training: cls_zice: 116.00533806650262; reg_zipnll: 231.45747335333573; aux_mae_loss_1: 180.15089858205695; aux_mae_loss_2: 24.22202797939903; aux_mae_loss_4: 3.4948780285684684; cnt_loss: 18.820065987737554; 2025-05-15 14:18:09,004 - INFO - Evaluation: Curr mae: 79.6680; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 127.6965; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1960; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:18:09,005 - INFO - Epoch: 1093 / 1300 lr: 2.464e-05 2025-05-15 14:18:22,515 - INFO - Training: cls_zice: 111.28072803898861; reg_zipnll: 246.87341549521997; aux_mae_loss_1: 180.27970263832495; aux_mae_loss_2: 24.041148411600215; aux_mae_loss_4: 3.456525764967266; cnt_loss: 18.082504648911325; 2025-05-15 14:18:22,515 - INFO - Evaluation: Curr mae: 91.8194; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 141.9946; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2334; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:18:22,515 - INFO - Epoch: 1094 / 1300 lr: 2.443e-05 2025-05-15 14:18:35,953 - INFO - Training: cls_zice: 107.25002820868241; reg_zipnll: 241.31753238878753; aux_mae_loss_1: 176.4636899044639; aux_mae_loss_2: 23.60492595873381; aux_mae_loss_4: 3.4023087087430453; cnt_loss: 17.732374266574258; 2025-05-15 14:18:35,954 - INFO - Evaluation: Curr mae: 78.1296; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 122.2100; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1925; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:18:35,954 - INFO - Epoch: 1095 / 1300 lr: 2.422e-05 2025-05-15 14:18:49,313 - INFO - Training: cls_zice: 109.86281676041453; reg_zipnll: 242.36569013093649; aux_mae_loss_1: 179.82549346120734; aux_mae_loss_2: 23.940883435701068; aux_mae_loss_4: 3.430467172672874; cnt_loss: 18.450491152311628; 2025-05-15 14:18:49,314 - INFO - Evaluation: Curr mae: 79.0769; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 124.5062; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1938; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:18:49,314 - INFO - Epoch: 1096 / 1300 lr: 2.402e-05 2025-05-15 14:19:02,941 - INFO - Training: cls_zice: 111.27893588417454; reg_zipnll: 249.65092408029656; aux_mae_loss_1: 180.09362230802836; aux_mae_loss_2: 23.85866938139263; aux_mae_loss_4: 3.417784471260874; cnt_loss: 19.493357307032536; 2025-05-15 14:19:02,942 - INFO - Evaluation: Curr mae: 77.5133; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 124.3077; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1918; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:19:02,942 - INFO - Epoch: 1097 / 1300 lr: 2.381e-05 2025-05-15 14:19:16,361 - INFO - Training: cls_zice: 107.94951644696687; reg_zipnll: 244.77391092400802; aux_mae_loss_1: 179.08817692806846; aux_mae_loss_2: 23.916321428198565; aux_mae_loss_4: 3.380922267311498; cnt_loss: 18.505197487379377; 2025-05-15 14:19:16,361 - INFO - Evaluation: Curr mae: 77.8171; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 121.3651; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1928; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:19:16,362 - INFO - Epoch: 1098 / 1300 lr: 2.361e-05 2025-05-15 14:19:29,933 - INFO - Training: cls_zice: 118.39974448555394; reg_zipnll: 245.7451117666144; aux_mae_loss_1: 182.74902102821753; aux_mae_loss_2: 24.128394653922633; aux_mae_loss_4: 3.480921149253845; cnt_loss: 17.13011578509682; 2025-05-15 14:19:29,934 - INFO - Evaluation: Curr mae: 76.8604; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 123.9672; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1904; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:19:29,934 - INFO - Epoch: 1099 / 1300 lr: 2.340e-05 2025-05-15 14:19:43,468 - INFO - Training: cls_zice: 110.42094712508352; reg_zipnll: 238.7744947734632; aux_mae_loss_1: 178.24024923224198; aux_mae_loss_2: 23.732910407216924; aux_mae_loss_4: 3.373573899269104; cnt_loss: 17.610914656990452; 2025-05-15 14:19:43,469 - INFO - Evaluation: Curr mae: 76.4730; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 118.6385; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1909; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:19:43,470 - INFO - Epoch: 1100 / 1300 lr: 2.320e-05 2025-05-15 14:19:57,133 - INFO - Training: cls_zice: 111.84689431441457; reg_zipnll: 226.22655968917044; aux_mae_loss_1: 180.2086255926835; aux_mae_loss_2: 24.14128097734953; aux_mae_loss_4: 3.482251299054999; cnt_loss: 16.573616981506348; 2025-05-15 14:19:57,134 - INFO - Evaluation: Curr mae: 80.8604; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.7098; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2057; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:19:57,184 - INFO - Epoch: 1101 / 1300 lr: 2.300e-05 2025-05-15 14:20:10,771 - INFO - Training: cls_zice: 104.31350155880577; reg_zipnll: 247.99057006835938; aux_mae_loss_1: 176.3605896799188; aux_mae_loss_2: 23.629149436950684; aux_mae_loss_4: 3.3316585076482674; cnt_loss: 13.958996521799188; 2025-05-15 14:20:10,772 - INFO - Evaluation: Curr mae: 79.3971; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 122.3908; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2066; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:20:10,772 - INFO - Epoch: 1102 / 1300 lr: 2.280e-05 2025-05-15 14:20:24,419 - INFO - Training: cls_zice: 112.76055080012272; reg_zipnll: 247.06772623564066; aux_mae_loss_1: 180.5136315195184; aux_mae_loss_2: 23.99390853078742; aux_mae_loss_4: 3.4488726979807804; cnt_loss: 16.969024833879974; 2025-05-15 14:20:24,420 - INFO - Evaluation: Curr mae: 78.2365; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 124.0365; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1947; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:20:24,420 - INFO - Epoch: 1103 / 1300 lr: 2.260e-05 2025-05-15 14:20:37,917 - INFO - Training: cls_zice: 111.69738709299187; reg_zipnll: 236.89020658794203; aux_mae_loss_1: 181.75312925639906; aux_mae_loss_2: 24.304006727118242; aux_mae_loss_4: 3.465912423635784; cnt_loss: 16.70745849609375; 2025-05-15 14:20:37,918 - INFO - Evaluation: Curr mae: 78.1180; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 121.8899; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1907; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:20:37,918 - INFO - Epoch: 1104 / 1300 lr: 2.240e-05 2025-05-15 14:20:51,438 - INFO - Training: cls_zice: 113.90889368559185; reg_zipnll: 232.58028974031149; aux_mae_loss_1: 180.93903631913034; aux_mae_loss_2: 24.27098429830451; aux_mae_loss_4: 3.5185927529084053; cnt_loss: 19.30200687207674; 2025-05-15 14:20:51,439 - INFO - Evaluation: Curr mae: 77.5377; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.1280; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1906; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:20:51,439 - INFO - Epoch: 1105 / 1300 lr: 2.220e-05 2025-05-15 14:21:04,964 - INFO - Training: cls_zice: 112.93175285740902; reg_zipnll: 246.01266278718649; aux_mae_loss_1: 180.0770088998895; aux_mae_loss_2: 23.817438276190508; aux_mae_loss_4: 3.3545776040930497; cnt_loss: 16.715231167642695; 2025-05-15 14:21:04,965 - INFO - Evaluation: Curr mae: 75.8150; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 121.1286; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1901; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:21:04,965 - INFO - Epoch: 1106 / 1300 lr: 2.200e-05 2025-05-15 14:21:18,268 - INFO - Training: cls_zice: 117.9338634892514; reg_zipnll: 240.97270122327302; aux_mae_loss_1: 182.6186469228644; aux_mae_loss_2: 24.431925949297455; aux_mae_loss_4: 3.4992908678556742; cnt_loss: 18.219840978321276; 2025-05-15 14:21:18,269 - INFO - Evaluation: Curr mae: 79.4277; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.4979; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2024; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:21:18,269 - INFO - Epoch: 1107 / 1300 lr: 2.180e-05 2025-05-15 14:21:31,634 - INFO - Training: cls_zice: 109.0726600948133; reg_zipnll: 218.29552700645044; aux_mae_loss_1: 177.66610597309312; aux_mae_loss_2: 23.671326737654837; aux_mae_loss_4: 3.32491345782029; cnt_loss: 15.106813368044401; 2025-05-15 14:21:31,635 - INFO - Evaluation: Curr mae: 74.2512; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 118.5945; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1848; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:21:31,635 - INFO - Epoch: 1108 / 1300 lr: 2.160e-05 2025-05-15 14:21:45,100 - INFO - Training: cls_zice: 115.62808659202175; reg_zipnll: 244.42235344334654; aux_mae_loss_1: 180.50331457037674; aux_mae_loss_2: 24.058231956080387; aux_mae_loss_4: 3.453217719730578; cnt_loss: 17.819976480383623; 2025-05-15 14:21:45,101 - INFO - Evaluation: Curr mae: 78.6698; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.0517; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1941; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:21:45,101 - INFO - Epoch: 1109 / 1300 lr: 2.140e-05 2025-05-15 14:21:58,514 - INFO - Training: cls_zice: 106.17424222042686; reg_zipnll: 256.45784478438526; aux_mae_loss_1: 177.6233622902318; aux_mae_loss_2: 23.7700457572937; aux_mae_loss_4: 3.393297603255824; cnt_loss: 19.05102835203472; 2025-05-15 14:21:58,514 - INFO - Evaluation: Curr mae: 81.1470; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 126.0939; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2033; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:21:58,515 - INFO - Epoch: 1110 / 1300 lr: 2.121e-05 2025-05-15 14:22:11,848 - INFO - Training: cls_zice: 102.92755438152112; reg_zipnll: 242.14379320646586; aux_mae_loss_1: 174.80981766550164; aux_mae_loss_2: 23.53694082561292; aux_mae_loss_4: 3.416653269215634; cnt_loss: 17.92169798047919; 2025-05-15 14:22:11,849 - INFO - Evaluation: Curr mae: 78.4395; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 122.9646; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1953; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:22:11,849 - INFO - Epoch: 1111 / 1300 lr: 2.101e-05 2025-05-15 14:22:25,429 - INFO - Training: cls_zice: 115.37673759460449; reg_zipnll: 254.25018712093956; aux_mae_loss_1: 182.22539219103362; aux_mae_loss_2: 24.38174935391075; aux_mae_loss_4: 3.5269076008545723; cnt_loss: 17.67733187424509; 2025-05-15 14:22:25,430 - INFO - Evaluation: Curr mae: 78.5855; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 123.0910; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1944; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:22:25,431 - INFO - Epoch: 1112 / 1300 lr: 2.082e-05 2025-05-15 14:22:38,880 - INFO - Training: cls_zice: 111.74597213142796; reg_zipnll: 233.69825122230932; aux_mae_loss_1: 179.7389582583779; aux_mae_loss_2: 23.81458034013447; aux_mae_loss_4: 3.3943837473267005; cnt_loss: 17.94400850095247; 2025-05-15 14:22:38,880 - INFO - Evaluation: Curr mae: 79.2858; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 124.6299; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1978; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:22:38,881 - INFO - Epoch: 1113 / 1300 lr: 2.062e-05 2025-05-15 14:22:52,507 - INFO - Training: cls_zice: 107.48227039136384; reg_zipnll: 240.63789046438117; aux_mae_loss_1: 174.88470157824065; aux_mae_loss_2: 23.55140824066965; aux_mae_loss_4: 3.424137755444175; cnt_loss: 21.865615443179482; 2025-05-15 14:22:52,508 - INFO - Evaluation: Curr mae: 79.9215; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.1951; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2044; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:22:52,508 - INFO - Epoch: 1114 / 1300 lr: 2.043e-05 2025-05-15 14:23:05,950 - INFO - Training: cls_zice: 109.90119452225535; reg_zipnll: 232.98637510600844; aux_mae_loss_1: 178.32494755795128; aux_mae_loss_2: 23.943060373005114; aux_mae_loss_4: 3.424304591981988; cnt_loss: 17.24128236268696; 2025-05-15 14:23:05,950 - INFO - Evaluation: Curr mae: 82.6227; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 129.0243; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2120; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:23:05,951 - INFO - Epoch: 1115 / 1300 lr: 2.024e-05 2025-05-15 14:23:19,553 - INFO - Training: cls_zice: 109.04120284632633; reg_zipnll: 251.51786964818052; aux_mae_loss_1: 178.24893951416016; aux_mae_loss_2: 23.76823746530633; aux_mae_loss_4: 3.391948574467709; cnt_loss: 16.505085167131927; 2025-05-15 14:23:19,554 - INFO - Evaluation: Curr mae: 81.6641; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 127.5186; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2043; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:23:19,554 - INFO - Epoch: 1116 / 1300 lr: 2.005e-05 2025-05-15 14:23:32,941 - INFO - Training: cls_zice: 115.48912269190738; reg_zipnll: 230.504015872353; aux_mae_loss_1: 180.90832780536851; aux_mae_loss_2: 24.03017887316252; aux_mae_loss_4: 3.371841468309101; cnt_loss: 14.543188948380319; 2025-05-15 14:23:32,941 - INFO - Evaluation: Curr mae: 77.8298; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.2197; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1948; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:23:32,941 - INFO - Epoch: 1117 / 1300 lr: 1.985e-05 2025-05-15 14:23:46,668 - INFO - Training: cls_zice: 114.30060788204796; reg_zipnll: 230.33227950648256; aux_mae_loss_1: 178.83723670557924; aux_mae_loss_2: 23.94091779307315; aux_mae_loss_4: 3.465382193264208; cnt_loss: 17.630451616488006; 2025-05-15 14:23:46,669 - INFO - Evaluation: Curr mae: 78.6100; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 126.5401; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1972; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:23:46,669 - INFO - Epoch: 1118 / 1300 lr: 1.966e-05 2025-05-15 14:24:00,175 - INFO - Training: cls_zice: 112.68465925517835; reg_zipnll: 227.53988587228875; aux_mae_loss_1: 181.70211691605417; aux_mae_loss_2: 24.32782624897204; aux_mae_loss_4: 3.521187004290129; cnt_loss: 18.737369411870052; 2025-05-15 14:24:00,176 - INFO - Evaluation: Curr mae: 77.5894; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 122.8817; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1886; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:24:00,176 - INFO - Epoch: 1119 / 1300 lr: 1.947e-05 2025-05-15 14:24:13,489 - INFO - Training: cls_zice: 102.60666445681923; reg_zipnll: 238.2606839631733; aux_mae_loss_1: 174.36684839349044; aux_mae_loss_2: 23.26617015035529; aux_mae_loss_4: 3.345373636797855; cnt_loss: 15.727253562525698; 2025-05-15 14:24:13,490 - INFO - Evaluation: Curr mae: 79.5896; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 126.9148; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1983; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:24:13,490 - INFO - Epoch: 1120 / 1300 lr: 1.929e-05 2025-05-15 14:24:26,882 - INFO - Training: cls_zice: 113.38327849538703; reg_zipnll: 237.66038653725073; aux_mae_loss_1: 181.9718176189222; aux_mae_loss_2: 24.234894627018978; aux_mae_loss_4: 3.474754239383497; cnt_loss: 16.086229035728856; 2025-05-15 14:24:26,883 - INFO - Evaluation: Curr mae: 82.5778; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 128.8093; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2120; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:24:26,883 - INFO - Epoch: 1121 / 1300 lr: 1.910e-05 2025-05-15 14:24:40,209 - INFO - Training: cls_zice: 98.21634850690239; reg_zipnll: 245.49952035201224; aux_mae_loss_1: 171.37759339182; aux_mae_loss_2: 22.9790620803833; aux_mae_loss_4: 3.2831385951293144; cnt_loss: 16.801159482253226; 2025-05-15 14:24:40,210 - INFO - Evaluation: Curr mae: 82.6233; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 126.6568; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2153; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:24:40,210 - INFO - Epoch: 1122 / 1300 lr: 1.891e-05 2025-05-15 14:24:53,797 - INFO - Training: cls_zice: 110.78232012296978; reg_zipnll: 220.63059816862406; aux_mae_loss_1: 177.89373417904503; aux_mae_loss_2: 24.101843306892796; aux_mae_loss_4: 3.4542459374979924; cnt_loss: 16.591333025380184; 2025-05-15 14:24:53,798 - INFO - Evaluation: Curr mae: 78.5277; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 124.5517; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1952; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:24:53,798 - INFO - Epoch: 1123 / 1300 lr: 1.872e-05 2025-05-15 14:25:07,239 - INFO - Training: cls_zice: 109.12186758141769; reg_zipnll: 248.96578477558336; aux_mae_loss_1: 175.49843075400904; aux_mae_loss_2: 23.483748185007197; aux_mae_loss_4: 3.3633198738098145; cnt_loss: 16.807829304745322; 2025-05-15 14:25:07,240 - INFO - Evaluation: Curr mae: 78.7896; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.3176; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1946; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:25:07,241 - INFO - Epoch: 1124 / 1300 lr: 1.854e-05 2025-05-15 14:25:20,536 - INFO - Training: cls_zice: 108.66420545076069; reg_zipnll: 243.0564802069413; aux_mae_loss_1: 175.55895654778732; aux_mae_loss_2: 23.54141566627904; aux_mae_loss_4: 3.397484970720191; cnt_loss: 18.668825237374556; 2025-05-15 14:25:20,537 - INFO - Evaluation: Curr mae: 80.6823; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 127.1738; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2036; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:25:20,537 - INFO - Epoch: 1125 / 1300 lr: 1.835e-05 2025-05-15 14:25:34,000 - INFO - Training: cls_zice: 110.09246770959152; reg_zipnll: 241.85399165906404; aux_mae_loss_1: 178.91120228014495; aux_mae_loss_2: 23.822045752876683; aux_mae_loss_4: 3.414031744003296; cnt_loss: 16.63705577348408; 2025-05-15 14:25:34,001 - INFO - Evaluation: Curr mae: 84.5507; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 128.2151; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2157; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:25:34,001 - INFO - Epoch: 1126 / 1300 lr: 1.817e-05 2025-05-15 14:25:47,478 - INFO - Training: cls_zice: 109.33120358617683; reg_zipnll: 233.31849128321596; aux_mae_loss_1: 179.4296895077354; aux_mae_loss_2: 23.954781582480983; aux_mae_loss_4: 3.4203463039900126; cnt_loss: 15.91699346743132; 2025-05-15 14:25:47,479 - INFO - Evaluation: Curr mae: 82.1161; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.3453; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2045; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:25:47,479 - INFO - Epoch: 1127 / 1300 lr: 1.798e-05 2025-05-15 14:26:01,042 - INFO - Training: cls_zice: 114.28396385594418; reg_zipnll: 248.5060796235737; aux_mae_loss_1: 180.3960539165296; aux_mae_loss_2: 23.86204850046258; aux_mae_loss_4: 3.3571491178713346; cnt_loss: 16.515259215706273; 2025-05-15 14:26:01,043 - INFO - Evaluation: Curr mae: 79.2534; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 124.5722; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2024; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:26:01,043 - INFO - Epoch: 1128 / 1300 lr: 1.780e-05 2025-05-15 14:26:14,335 - INFO - Training: cls_zice: 102.54721029181229; reg_zipnll: 237.80677755255448; aux_mae_loss_1: 176.54089174772562; aux_mae_loss_2: 23.384598882574785; aux_mae_loss_4: 3.2989136608023393; cnt_loss: 15.413439524801154; 2025-05-15 14:26:14,335 - INFO - Evaluation: Curr mae: 81.1723; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.3894; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2052; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:26:14,335 - INFO - Epoch: 1129 / 1300 lr: 1.762e-05 2025-05-15 14:26:27,814 - INFO - Training: cls_zice: 110.68195784719367; reg_zipnll: 249.21514691804586; aux_mae_loss_1: 179.37547221936677; aux_mae_loss_2: 23.871155738830566; aux_mae_loss_4: 3.4007900325875533; cnt_loss: 16.18050637998079; 2025-05-15 14:26:27,815 - INFO - Evaluation: Curr mae: 80.7161; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 129.3644; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2002; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:26:27,815 - INFO - Epoch: 1130 / 1300 lr: 1.744e-05 2025-05-15 14:26:41,213 - INFO - Training: cls_zice: 113.4337215423584; reg_zipnll: 244.1701788651316; aux_mae_loss_1: 180.7433897319593; aux_mae_loss_2: 24.040872021725303; aux_mae_loss_4: 3.4171909219340275; cnt_loss: 16.174904835851567; 2025-05-15 14:26:41,213 - INFO - Evaluation: Curr mae: 80.3593; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 127.6896; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2007; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:26:41,213 - INFO - Epoch: 1131 / 1300 lr: 1.726e-05 2025-05-15 14:26:54,582 - INFO - Training: cls_zice: 105.89365156073319; reg_zipnll: 241.3767564171239; aux_mae_loss_1: 177.72001868800112; aux_mae_loss_2: 23.86368139166581; aux_mae_loss_4: 3.377226208385668; cnt_loss: 17.005043305848773; 2025-05-15 14:26:54,582 - INFO - Evaluation: Curr mae: 80.1587; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 126.0422; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2051; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:26:54,583 - INFO - Epoch: 1132 / 1300 lr: 1.708e-05 2025-05-15 14:27:07,971 - INFO - Training: cls_zice: 114.16680205495734; reg_zipnll: 234.30634609021638; aux_mae_loss_1: 181.35724639892578; aux_mae_loss_2: 24.255710852773564; aux_mae_loss_4: 3.498700556002165; cnt_loss: 19.464860539687308; 2025-05-15 14:27:07,972 - INFO - Evaluation: Curr mae: 78.7696; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.2911; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1955; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:27:07,972 - INFO - Epoch: 1133 / 1300 lr: 1.690e-05 2025-05-15 14:27:21,632 - INFO - Training: cls_zice: 114.40815253006785; reg_zipnll: 229.45074844360352; aux_mae_loss_1: 180.4527075918097; aux_mae_loss_2: 23.97883671208432; aux_mae_loss_4: 3.3890775912686397; cnt_loss: 15.22130695142244; 2025-05-15 14:27:21,633 - INFO - Evaluation: Curr mae: 80.6162; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 124.5223; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2072; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:27:21,633 - INFO - Epoch: 1134 / 1300 lr: 1.672e-05 2025-05-15 14:27:35,373 - INFO - Training: cls_zice: 110.51788530851665; reg_zipnll: 251.12530035721628; aux_mae_loss_1: 180.2499572352359; aux_mae_loss_2: 23.863714017366107; aux_mae_loss_4: 3.4295702513895536; cnt_loss: 17.538289998707018; 2025-05-15 14:27:35,373 - INFO - Evaluation: Curr mae: 81.0688; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 126.8364; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2086; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:27:35,374 - INFO - Epoch: 1135 / 1300 lr: 1.654e-05 2025-05-15 14:27:48,713 - INFO - Training: cls_zice: 99.6975935383847; reg_zipnll: 250.91575622558594; aux_mae_loss_1: 173.4540756627133; aux_mae_loss_2: 23.01191621077688; aux_mae_loss_4: 3.231100264348482; cnt_loss: 15.382406749223408; 2025-05-15 14:27:48,714 - INFO - Evaluation: Curr mae: 80.8343; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 124.0374; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2077; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:27:48,714 - INFO - Epoch: 1136 / 1300 lr: 1.637e-05 2025-05-15 14:28:02,152 - INFO - Training: cls_zice: 108.79212048179225; reg_zipnll: 247.9182670994809; aux_mae_loss_1: 177.92132086502878; aux_mae_loss_2: 23.509240526902047; aux_mae_loss_4: 3.338442375785426; cnt_loss: 15.506962412282041; 2025-05-15 14:28:02,152 - INFO - Evaluation: Curr mae: 80.2752; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.7143; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2020; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:28:02,152 - INFO - Epoch: 1137 / 1300 lr: 1.619e-05 2025-05-15 14:28:15,710 - INFO - Training: cls_zice: 103.6546919973273; reg_zipnll: 228.71951655337685; aux_mae_loss_1: 177.98850712023284; aux_mae_loss_2: 23.69834121904875; aux_mae_loss_4: 3.388646822226675; cnt_loss: 17.510954505518864; 2025-05-15 14:28:15,711 - INFO - Evaluation: Curr mae: 80.2984; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 124.7578; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2076; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:28:15,711 - INFO - Epoch: 1138 / 1300 lr: 1.602e-05 2025-05-15 14:28:29,031 - INFO - Training: cls_zice: 107.8629083131489; reg_zipnll: 231.14887578863846; aux_mae_loss_1: 179.08666008397154; aux_mae_loss_2: 23.770746983979876; aux_mae_loss_4: 3.3921665015973543; cnt_loss: 15.673414267991719; 2025-05-15 14:28:29,032 - INFO - Evaluation: Curr mae: 76.6785; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 122.3429; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1952; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:28:29,032 - INFO - Epoch: 1139 / 1300 lr: 1.584e-05 2025-05-15 14:28:42,711 - INFO - Training: cls_zice: 118.02736247213264; reg_zipnll: 238.94873066952354; aux_mae_loss_1: 188.47715357730263; aux_mae_loss_2: 24.790806669937936; aux_mae_loss_4: 3.5819320176777087; cnt_loss: 16.3877758603347; 2025-05-15 14:28:42,712 - INFO - Evaluation: Curr mae: 80.3879; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 124.8332; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2050; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:28:42,712 - INFO - Epoch: 1140 / 1300 lr: 1.567e-05 2025-05-15 14:28:56,147 - INFO - Training: cls_zice: 104.77673791584216; reg_zipnll: 244.69185437654195; aux_mae_loss_1: 178.3852633426064; aux_mae_loss_2: 23.82205927999396; aux_mae_loss_4: 3.407080004089757; cnt_loss: 17.228074575725355; 2025-05-15 14:28:56,147 - INFO - Evaluation: Curr mae: 80.6877; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 124.9376; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2100; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:28:56,148 - INFO - Epoch: 1141 / 1300 lr: 1.550e-05 2025-05-15 14:29:09,522 - INFO - Training: cls_zice: 106.71881630546169; reg_zipnll: 218.16286669279398; aux_mae_loss_1: 175.08644405164216; aux_mae_loss_2: 23.498953442824515; aux_mae_loss_4: 3.3816694774125753; cnt_loss: 18.074092538733233; 2025-05-15 14:29:09,522 - INFO - Evaluation: Curr mae: 80.6752; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 124.8459; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2110; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:29:09,523 - INFO - Epoch: 1142 / 1300 lr: 1.533e-05 2025-05-15 14:29:23,013 - INFO - Training: cls_zice: 105.29626674401133; reg_zipnll: 240.76075523778013; aux_mae_loss_1: 175.37810395893297; aux_mae_loss_2: 23.164700006183825; aux_mae_loss_4: 3.2131230203728927; cnt_loss: 14.946787106363397; 2025-05-15 14:29:23,014 - INFO - Evaluation: Curr mae: 77.8003; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 119.6436; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2031; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:29:23,014 - INFO - Epoch: 1143 / 1300 lr: 1.516e-05 2025-05-15 14:29:36,439 - INFO - Training: cls_zice: 108.97615636022468; reg_zipnll: 249.4048134653192; aux_mae_loss_1: 177.1309232209858; aux_mae_loss_2: 23.378900302083867; aux_mae_loss_4: 3.3442732723135697; cnt_loss: 16.511056059285213; 2025-05-15 14:29:36,440 - INFO - Evaluation: Curr mae: 79.4784; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.3010; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2046; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:29:36,440 - INFO - Epoch: 1144 / 1300 lr: 1.499e-05 2025-05-15 14:29:50,157 - INFO - Training: cls_zice: 119.22704832177413; reg_zipnll: 236.5811781632273; aux_mae_loss_1: 182.0173384013929; aux_mae_loss_2: 24.29078335511057; aux_mae_loss_4: 3.489981356420015; cnt_loss: 17.56549328251889; 2025-05-15 14:29:50,158 - INFO - Evaluation: Curr mae: 80.9392; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 124.6819; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2047; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:29:50,158 - INFO - Epoch: 1145 / 1300 lr: 1.482e-05 2025-05-15 14:30:03,723 - INFO - Training: cls_zice: 109.88910725242214; reg_zipnll: 248.5670294510691; aux_mae_loss_1: 180.30370571738794; aux_mae_loss_2: 24.025214496411774; aux_mae_loss_4: 3.4157874960648384; cnt_loss: 16.716518929130153; 2025-05-15 14:30:03,723 - INFO - Evaluation: Curr mae: 79.9248; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.6718; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2017; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:30:03,723 - INFO - Epoch: 1146 / 1300 lr: 1.465e-05 2025-05-15 14:30:17,304 - INFO - Training: cls_zice: 117.20560997410824; reg_zipnll: 231.3625857704564; aux_mae_loss_1: 182.0284080505371; aux_mae_loss_2: 24.25248939112613; aux_mae_loss_4: 3.4504807497325696; cnt_loss: 17.569636093942744; 2025-05-15 14:30:17,305 - INFO - Evaluation: Curr mae: 78.3749; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 122.3385; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1939; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:30:17,305 - INFO - Epoch: 1147 / 1300 lr: 1.448e-05 2025-05-15 14:30:30,808 - INFO - Training: cls_zice: 114.84471843117161; reg_zipnll: 241.00457884136; aux_mae_loss_1: 182.76530034918534; aux_mae_loss_2: 24.346607509412262; aux_mae_loss_4: 3.4589470875890633; cnt_loss: 16.231099392238416; 2025-05-15 14:30:30,808 - INFO - Evaluation: Curr mae: 77.5240; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 121.8978; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1915; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:30:30,808 - INFO - Epoch: 1148 / 1300 lr: 1.432e-05 2025-05-15 14:30:44,578 - INFO - Training: cls_zice: 111.45590189883583; reg_zipnll: 236.78246548301294; aux_mae_loss_1: 179.76157098067435; aux_mae_loss_2: 23.954144427650853; aux_mae_loss_4: 3.4035724338732267; cnt_loss: 16.500219545866315; 2025-05-15 14:30:44,579 - INFO - Evaluation: Curr mae: 81.1488; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.6484; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2017; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:30:44,579 - INFO - Epoch: 1149 / 1300 lr: 1.415e-05 2025-05-15 14:30:58,225 - INFO - Training: cls_zice: 111.34325413954885; reg_zipnll: 251.95558608205695; aux_mae_loss_1: 180.54485702514648; aux_mae_loss_2: 23.88736549176668; aux_mae_loss_4: 3.419773578643799; cnt_loss: 17.109477745859248; 2025-05-15 14:30:58,226 - INFO - Evaluation: Curr mae: 84.7150; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 128.5133; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2112; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:30:58,226 - INFO - Epoch: 1150 / 1300 lr: 1.399e-05 2025-05-15 14:31:11,692 - INFO - Training: cls_zice: 112.35738844620555; reg_zipnll: 238.74391174316406; aux_mae_loss_1: 178.8689263996325; aux_mae_loss_2: 23.71917882718538; aux_mae_loss_4: 3.3705356246546696; cnt_loss: 15.260189972425762; 2025-05-15 14:31:11,693 - INFO - Evaluation: Curr mae: 80.7795; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 128.3286; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2000; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:31:11,766 - INFO - Epoch: 1151 / 1300 lr: 1.382e-05 2025-05-15 14:31:25,218 - INFO - Training: cls_zice: 109.57229373329564; reg_zipnll: 249.31922410663805; aux_mae_loss_1: 180.3313795390882; aux_mae_loss_2: 23.956634019550524; aux_mae_loss_4: 3.3808795590149727; cnt_loss: 15.457607043416877; 2025-05-15 14:31:25,218 - INFO - Evaluation: Curr mae: 81.8271; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.3927; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2061; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:31:25,219 - INFO - Epoch: 1152 / 1300 lr: 1.366e-05 2025-05-15 14:31:38,668 - INFO - Training: cls_zice: 110.84770493758352; reg_zipnll: 243.4035997892681; aux_mae_loss_1: 178.41230312146638; aux_mae_loss_2: 23.552784292321455; aux_mae_loss_4: 3.3037262841274866; cnt_loss: 16.12616399714821; 2025-05-15 14:31:38,668 - INFO - Evaluation: Curr mae: 82.3337; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 129.6630; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2117; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:31:38,669 - INFO - Epoch: 1153 / 1300 lr: 1.350e-05 2025-05-15 14:31:52,175 - INFO - Training: cls_zice: 112.18052613107781; reg_zipnll: 246.0073286357679; aux_mae_loss_1: 177.601951197574; aux_mae_loss_2: 23.60834959933632; aux_mae_loss_4: 3.3773543270010697; cnt_loss: 17.82819446764494; 2025-05-15 14:31:52,176 - INFO - Evaluation: Curr mae: 77.6528; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 124.6704; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1954; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:31:52,176 - INFO - Epoch: 1154 / 1300 lr: 1.334e-05 2025-05-15 14:32:05,664 - INFO - Training: cls_zice: 110.19624002356278; reg_zipnll: 241.37734282644172; aux_mae_loss_1: 179.17429773431076; aux_mae_loss_2: 23.68477894130506; aux_mae_loss_4: 3.344404785256637; cnt_loss: 15.507425734871312; 2025-05-15 14:32:05,665 - INFO - Evaluation: Curr mae: 76.5549; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 123.3788; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1870; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:32:05,665 - INFO - Epoch: 1155 / 1300 lr: 1.318e-05 2025-05-15 14:32:18,955 - INFO - Training: cls_zice: 109.92496977354351; reg_zipnll: 245.9787926924856; aux_mae_loss_1: 177.22833131489; aux_mae_loss_2: 23.54749466243543; aux_mae_loss_4: 3.3575761569173714; cnt_loss: 16.705985583757098; 2025-05-15 14:32:18,956 - INFO - Evaluation: Curr mae: 78.3910; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 122.6431; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1970; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:32:18,956 - INFO - Epoch: 1156 / 1300 lr: 1.302e-05 2025-05-15 14:32:32,416 - INFO - Training: cls_zice: 108.55202694943077; reg_zipnll: 233.83356114437706; aux_mae_loss_1: 178.1988609715512; aux_mae_loss_2: 23.67654652344553; aux_mae_loss_4: 3.3681683916794625; cnt_loss: 16.941692791487043; 2025-05-15 14:32:32,417 - INFO - Evaluation: Curr mae: 79.7990; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 127.9901; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2023; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:32:32,417 - INFO - Epoch: 1157 / 1300 lr: 1.286e-05 2025-05-15 14:32:45,969 - INFO - Training: cls_zice: 112.64713447972348; reg_zipnll: 240.86822429456208; aux_mae_loss_1: 179.59642831902755; aux_mae_loss_2: 23.6954497036181; aux_mae_loss_4: 3.3486762987939933; cnt_loss: 16.644725310175044; 2025-05-15 14:32:45,969 - INFO - Evaluation: Curr mae: 82.0785; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 130.9855; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2139; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:32:45,970 - INFO - Epoch: 1158 / 1300 lr: 1.270e-05 2025-05-15 14:32:59,414 - INFO - Training: cls_zice: 117.09384190408807; reg_zipnll: 229.67389357717414; aux_mae_loss_1: 182.93136295519378; aux_mae_loss_2: 24.26229517083419; aux_mae_loss_4: 3.431602032561051; cnt_loss: 16.74497970781828; 2025-05-15 14:32:59,415 - INFO - Evaluation: Curr mae: 80.4187; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.4541; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2016; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:32:59,415 - INFO - Epoch: 1159 / 1300 lr: 1.255e-05 2025-05-15 14:33:12,877 - INFO - Training: cls_zice: 110.50879799692254; reg_zipnll: 226.8669562088816; aux_mae_loss_1: 179.6723662928531; aux_mae_loss_2: 23.838532949748792; aux_mae_loss_4: 3.4235413262718604; cnt_loss: 17.34452560073451; 2025-05-15 14:33:12,878 - INFO - Evaluation: Curr mae: 81.9705; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 129.4606; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2041; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:33:12,878 - INFO - Epoch: 1160 / 1300 lr: 1.239e-05 2025-05-15 14:33:26,234 - INFO - Training: cls_zice: 107.77923563907021; reg_zipnll: 245.39145178543893; aux_mae_loss_1: 178.8355638604415; aux_mae_loss_2: 23.34906957024022; aux_mae_loss_4: 3.2522314410460624; cnt_loss: 15.15497148664374; 2025-05-15 14:33:26,235 - INFO - Evaluation: Curr mae: 83.5395; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 129.1032; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2175; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:33:26,235 - INFO - Epoch: 1161 / 1300 lr: 1.224e-05 2025-05-15 14:33:39,782 - INFO - Training: cls_zice: 101.01255424399125; reg_zipnll: 250.30659725791529; aux_mae_loss_1: 173.03581920423005; aux_mae_loss_2: 23.03572177886963; aux_mae_loss_4: 3.237574505178552; cnt_loss: 15.695269584655762; 2025-05-15 14:33:39,783 - INFO - Evaluation: Curr mae: 82.2116; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 127.2665; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2113; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:33:39,783 - INFO - Epoch: 1162 / 1300 lr: 1.208e-05 2025-05-15 14:33:53,420 - INFO - Training: cls_zice: 104.08744852166427; reg_zipnll: 226.89599227905273; aux_mae_loss_1: 175.4865782888312; aux_mae_loss_2: 23.582989943654912; aux_mae_loss_4: 3.3079081428678414; cnt_loss: 14.67618183085793; 2025-05-15 14:33:53,420 - INFO - Evaluation: Curr mae: 80.3790; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.2188; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1982; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:33:53,421 - INFO - Epoch: 1163 / 1300 lr: 1.193e-05 2025-05-15 14:34:07,048 - INFO - Training: cls_zice: 111.5799823058279; reg_zipnll: 234.64280319213867; aux_mae_loss_1: 179.93460886101974; aux_mae_loss_2: 23.92324169058549; aux_mae_loss_4: 3.3863721238939384; cnt_loss: 15.995428336294074; 2025-05-15 14:34:07,049 - INFO - Evaluation: Curr mae: 81.5687; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.8707; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2087; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:34:07,049 - INFO - Epoch: 1164 / 1300 lr: 1.178e-05 2025-05-15 14:34:20,530 - INFO - Training: cls_zice: 111.53002806713707; reg_zipnll: 227.52336321379008; aux_mae_loss_1: 177.69558816207083; aux_mae_loss_2: 23.620305387597334; aux_mae_loss_4: 3.320422003143712; cnt_loss: 17.027940034866333; 2025-05-15 14:34:20,531 - INFO - Evaluation: Curr mae: 78.9621; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 126.0505; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1925; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:34:20,532 - INFO - Epoch: 1165 / 1300 lr: 1.163e-05 2025-05-15 14:34:33,889 - INFO - Training: cls_zice: 116.34390620181435; reg_zipnll: 230.54543665835732; aux_mae_loss_1: 180.17615328337016; aux_mae_loss_2: 23.961598822945042; aux_mae_loss_4: 3.440802687092831; cnt_loss: 15.107239698108874; 2025-05-15 14:34:33,890 - INFO - Evaluation: Curr mae: 81.3971; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 129.9880; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2014; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:34:33,890 - INFO - Epoch: 1166 / 1300 lr: 1.148e-05 2025-05-15 14:34:47,704 - INFO - Training: cls_zice: 112.44933685503509; reg_zipnll: 234.60162694830643; aux_mae_loss_1: 180.6441778885691; aux_mae_loss_2: 23.692354001496966; aux_mae_loss_4: 3.343642655171846; cnt_loss: 16.400649610318634; 2025-05-15 14:34:47,704 - INFO - Evaluation: Curr mae: 81.8116; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 126.8545; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2108; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:34:47,705 - INFO - Epoch: 1167 / 1300 lr: 1.133e-05 2025-05-15 14:35:01,154 - INFO - Training: cls_zice: 108.7780378241288; reg_zipnll: 234.61366643403707; aux_mae_loss_1: 174.80061179713198; aux_mae_loss_2: 23.365416627181204; aux_mae_loss_4: 3.3434513870038485; cnt_loss: 16.269680236515246; 2025-05-15 14:35:01,155 - INFO - Evaluation: Curr mae: 78.9325; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.2179; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1953; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:35:01,155 - INFO - Epoch: 1168 / 1300 lr: 1.118e-05 2025-05-15 14:35:14,626 - INFO - Training: cls_zice: 107.52939967105263; reg_zipnll: 233.8905398720189; aux_mae_loss_1: 177.2588798121402; aux_mae_loss_2: 23.581043845728825; aux_mae_loss_4: 3.2858212872555383; cnt_loss: 13.956528199346442; 2025-05-15 14:35:14,627 - INFO - Evaluation: Curr mae: 81.7059; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 129.8669; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2013; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:35:14,627 - INFO - Epoch: 1169 / 1300 lr: 1.103e-05 2025-05-15 14:35:28,094 - INFO - Training: cls_zice: 106.08630446383827; reg_zipnll: 251.2497757359555; aux_mae_loss_1: 177.4294732746325; aux_mae_loss_2: 23.38544619710822; aux_mae_loss_4: 3.2845754058737504; cnt_loss: 15.330794058348003; 2025-05-15 14:35:28,094 - INFO - Evaluation: Curr mae: 77.5419; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 123.4652; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1896; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:35:28,095 - INFO - Epoch: 1170 / 1300 lr: 1.089e-05 2025-05-15 14:35:41,662 - INFO - Training: cls_zice: 111.99008218865646; reg_zipnll: 240.29564164814195; aux_mae_loss_1: 179.5514124820107; aux_mae_loss_2: 23.797886848449707; aux_mae_loss_4: 3.3644729978159855; cnt_loss: 15.872956439068442; 2025-05-15 14:35:41,662 - INFO - Evaluation: Curr mae: 81.4482; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 129.0681; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2080; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:35:41,663 - INFO - Epoch: 1171 / 1300 lr: 1.074e-05 2025-05-15 14:35:55,257 - INFO - Training: cls_zice: 115.11897488644249; reg_zipnll: 234.61844865899337; aux_mae_loss_1: 183.06239901090922; aux_mae_loss_2: 24.278021636762116; aux_mae_loss_4: 3.455373560127459; cnt_loss: 16.833455619059112; 2025-05-15 14:35:55,258 - INFO - Evaluation: Curr mae: 80.5418; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 127.8266; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2047; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:35:55,258 - INFO - Epoch: 1172 / 1300 lr: 1.060e-05 2025-05-15 14:36:08,785 - INFO - Training: cls_zice: 107.53308602383262; reg_zipnll: 223.0806726154528; aux_mae_loss_1: 179.02944343968443; aux_mae_loss_2: 24.14729595184326; aux_mae_loss_4: 3.4431001512627852; cnt_loss: 16.879788336000946; 2025-05-15 14:36:08,786 - INFO - Evaluation: Curr mae: 78.9143; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 124.2430; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1979; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:36:08,786 - INFO - Epoch: 1173 / 1300 lr: 1.045e-05 2025-05-15 14:36:22,252 - INFO - Training: cls_zice: 106.76452511235287; reg_zipnll: 235.60342116104928; aux_mae_loss_1: 175.8141547755191; aux_mae_loss_2: 23.37372031964754; aux_mae_loss_4: 3.287960981067858; cnt_loss: 15.655864966543097; 2025-05-15 14:36:22,253 - INFO - Evaluation: Curr mae: 80.7139; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.4820; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2025; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:36:22,253 - INFO - Epoch: 1174 / 1300 lr: 1.031e-05 2025-05-15 14:36:35,889 - INFO - Training: cls_zice: 110.03151371604518; reg_zipnll: 243.33217942087273; aux_mae_loss_1: 178.51543727673982; aux_mae_loss_2: 23.731767579128867; aux_mae_loss_4: 3.415422245075828; cnt_loss: 16.590276291495876; 2025-05-15 14:36:35,890 - INFO - Evaluation: Curr mae: 81.9733; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.2535; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2072; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:36:35,890 - INFO - Epoch: 1175 / 1300 lr: 1.017e-05 2025-05-15 14:36:49,516 - INFO - Training: cls_zice: 107.2295325429816; reg_zipnll: 234.43692573748137; aux_mae_loss_1: 176.87557240536339; aux_mae_loss_2: 23.675693537059583; aux_mae_loss_4: 3.3676792257710506; cnt_loss: 16.415555376755563; 2025-05-15 14:36:49,516 - INFO - Evaluation: Curr mae: 78.5487; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 123.5543; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1900; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:36:49,516 - INFO - Epoch: 1176 / 1300 lr: 1.003e-05 2025-05-15 14:37:02,882 - INFO - Training: cls_zice: 111.8509605307328; reg_zipnll: 239.65815042194566; aux_mae_loss_1: 179.6903513858193; aux_mae_loss_2: 23.743054389953613; aux_mae_loss_4: 3.3749941493335522; cnt_loss: 16.649429409127485; 2025-05-15 14:37:02,883 - INFO - Evaluation: Curr mae: 79.5366; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 126.0264; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1947; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:37:02,883 - INFO - Epoch: 1177 / 1300 lr: 9.890e-06 2025-05-15 14:37:16,448 - INFO - Training: cls_zice: 102.48232911762439; reg_zipnll: 253.890978762978; aux_mae_loss_1: 177.2664112291838; aux_mae_loss_2: 23.47092746433459; aux_mae_loss_4: 3.320566070707221; cnt_loss: 15.241561990035208; 2025-05-15 14:37:16,448 - INFO - Evaluation: Curr mae: 80.2978; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 126.2699; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1999; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:37:16,449 - INFO - Epoch: 1178 / 1300 lr: 9.752e-06 2025-05-15 14:37:29,900 - INFO - Training: cls_zice: 108.67275298269172; reg_zipnll: 242.22060615138003; aux_mae_loss_1: 177.66094930548417; aux_mae_loss_2: 23.426140785217285; aux_mae_loss_4: 3.271911388949344; cnt_loss: 14.81046990344399; 2025-05-15 14:37:29,901 - INFO - Evaluation: Curr mae: 81.1677; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 124.2748; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2036; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:37:29,901 - INFO - Epoch: 1179 / 1300 lr: 9.614e-06 2025-05-15 14:37:43,550 - INFO - Training: cls_zice: 104.4463728352597; reg_zipnll: 226.80105309737357; aux_mae_loss_1: 175.48614301179586; aux_mae_loss_2: 23.411542415618896; aux_mae_loss_4: 3.317840930662657; cnt_loss: 16.075602669464914; 2025-05-15 14:37:43,551 - INFO - Evaluation: Curr mae: 81.5682; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 127.4007; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2042; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:37:43,551 - INFO - Epoch: 1180 / 1300 lr: 9.478e-06 2025-05-15 14:37:57,099 - INFO - Training: cls_zice: 109.9979315306011; reg_zipnll: 242.15618535092003; aux_mae_loss_1: 177.16078687969008; aux_mae_loss_2: 23.525134990089818; aux_mae_loss_4: 3.3108704780277454; cnt_loss: 14.592550378096732; 2025-05-15 14:37:57,099 - INFO - Evaluation: Curr mae: 80.9051; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 128.3704; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2016; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:37:57,100 - INFO - Epoch: 1181 / 1300 lr: 9.342e-06 2025-05-15 14:38:10,698 - INFO - Training: cls_zice: 109.38472617299934; reg_zipnll: 246.73946400692589; aux_mae_loss_1: 179.17307080720602; aux_mae_loss_2: 23.656140452937077; aux_mae_loss_4: 3.3347927143699243; cnt_loss: 15.694619580319053; 2025-05-15 14:38:10,699 - INFO - Evaluation: Curr mae: 80.2457; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 127.8009; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1988; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:38:10,699 - INFO - Epoch: 1182 / 1300 lr: 9.208e-06 2025-05-15 14:38:24,125 - INFO - Training: cls_zice: 105.55154449061344; reg_zipnll: 245.73505040218956; aux_mae_loss_1: 179.8656503777755; aux_mae_loss_2: 23.909897076456172; aux_mae_loss_4: 3.3798097434796786; cnt_loss: 15.866711359275016; 2025-05-15 14:38:24,125 - INFO - Evaluation: Curr mae: 79.9167; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 127.4222; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1944; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:38:24,126 - INFO - Epoch: 1183 / 1300 lr: 9.074e-06 2025-05-15 14:38:37,641 - INFO - Training: cls_zice: 110.07386920326634; reg_zipnll: 229.41512941059312; aux_mae_loss_1: 177.5125523617393; aux_mae_loss_2: 23.600708760713275; aux_mae_loss_4: 3.3243449236217297; cnt_loss: 14.507486657092446; 2025-05-15 14:38:37,641 - INFO - Evaluation: Curr mae: 78.9267; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 123.3098; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1943; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:38:37,642 - INFO - Epoch: 1184 / 1300 lr: 8.942e-06 2025-05-15 14:38:51,044 - INFO - Training: cls_zice: 114.11030126872815; reg_zipnll: 227.5960289804559; aux_mae_loss_1: 181.1263502020585; aux_mae_loss_2: 24.061691284179688; aux_mae_loss_4: 3.4096296774713615; cnt_loss: 15.558874356119256; 2025-05-15 14:38:51,045 - INFO - Evaluation: Curr mae: 81.0403; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 127.7738; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2033; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:38:51,045 - INFO - Epoch: 1185 / 1300 lr: 8.810e-06 2025-05-15 14:39:04,415 - INFO - Training: cls_zice: 109.48085804989464; reg_zipnll: 245.4228273692884; aux_mae_loss_1: 180.46174340499076; aux_mae_loss_2: 24.082749567533796; aux_mae_loss_4: 3.3940000973249735; cnt_loss: 14.358408852627402; 2025-05-15 14:39:04,416 - INFO - Evaluation: Curr mae: 77.5277; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 123.8206; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1905; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:39:04,416 - INFO - Epoch: 1186 / 1300 lr: 8.680e-06 2025-05-15 14:39:18,073 - INFO - Training: cls_zice: 110.92710324337608; reg_zipnll: 245.71588325500488; aux_mae_loss_1: 177.8953006142064; aux_mae_loss_2: 23.63390520999306; aux_mae_loss_4: 3.3552166411751196; cnt_loss: 16.010350904966657; 2025-05-15 14:39:18,074 - INFO - Evaluation: Curr mae: 78.1723; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.5249; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1917; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:39:18,074 - INFO - Epoch: 1187 / 1300 lr: 8.550e-06 2025-05-15 14:39:31,517 - INFO - Training: cls_zice: 111.82499875520405; reg_zipnll: 232.45928914923417; aux_mae_loss_1: 178.5080496135511; aux_mae_loss_2: 23.767673040691175; aux_mae_loss_4: 3.344056189060211; cnt_loss: 16.67629992334466; 2025-05-15 14:39:31,518 - INFO - Evaluation: Curr mae: 81.9175; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 126.3382; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2033; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:39:31,518 - INFO - Epoch: 1188 / 1300 lr: 8.422e-06 2025-05-15 14:39:45,081 - INFO - Training: cls_zice: 109.67325933356034; reg_zipnll: 230.8197734230443; aux_mae_loss_1: 179.22016966970344; aux_mae_loss_2: 23.833275995756452; aux_mae_loss_4: 3.3840150456679496; cnt_loss: 16.804113576286717; 2025-05-15 14:39:45,081 - INFO - Evaluation: Curr mae: 79.3836; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 126.9057; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1926; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:39:45,081 - INFO - Epoch: 1189 / 1300 lr: 8.294e-06 2025-05-15 14:39:58,863 - INFO - Training: cls_zice: 108.56380522878547; reg_zipnll: 229.17501208656714; aux_mae_loss_1: 175.22964919240852; aux_mae_loss_2: 23.215793885682757; aux_mae_loss_4: 3.2869480660087182; cnt_loss: 15.385836400483784; 2025-05-15 14:39:58,864 - INFO - Evaluation: Curr mae: 80.1065; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.7768; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1970; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:39:58,864 - INFO - Epoch: 1190 / 1300 lr: 8.168e-06 2025-05-15 14:40:12,272 - INFO - Training: cls_zice: 110.21774312069542; reg_zipnll: 239.55489489906714; aux_mae_loss_1: 176.66354570890726; aux_mae_loss_2: 23.356943456750166; aux_mae_loss_4: 3.2931860371639856; cnt_loss: 15.180607067911248; 2025-05-15 14:40:12,273 - INFO - Evaluation: Curr mae: 81.4854; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 129.2503; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2035; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:40:12,273 - INFO - Epoch: 1191 / 1300 lr: 8.042e-06 2025-05-15 14:40:25,605 - INFO - Training: cls_zice: 107.33086415341026; reg_zipnll: 238.4771857010691; aux_mae_loss_1: 173.48793832879318; aux_mae_loss_2: 23.07087426436575; aux_mae_loss_4: 3.270734943841633; cnt_loss: 13.852380903143631; 2025-05-15 14:40:25,606 - INFO - Evaluation: Curr mae: 80.3634; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 130.2057; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2034; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:40:25,606 - INFO - Epoch: 1192 / 1300 lr: 7.918e-06 2025-05-15 14:40:39,181 - INFO - Training: cls_zice: 111.42131564491673; reg_zipnll: 241.62430411890932; aux_mae_loss_1: 177.5616693998638; aux_mae_loss_2: 23.70352724978798; aux_mae_loss_4: 3.3084445564370406; cnt_loss: 14.837708937494378; 2025-05-15 14:40:39,182 - INFO - Evaluation: Curr mae: 81.3866; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 127.2299; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2054; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:40:39,182 - INFO - Epoch: 1193 / 1300 lr: 7.795e-06 2025-05-15 14:40:52,632 - INFO - Training: cls_zice: 108.34099097000926; reg_zipnll: 246.97330735859117; aux_mae_loss_1: 175.4401785198011; aux_mae_loss_2: 23.3833364185534; aux_mae_loss_4: 3.286097997113278; cnt_loss: 14.906265359175833; 2025-05-15 14:40:52,633 - INFO - Evaluation: Curr mae: 81.0530; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 128.2094; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2014; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:40:52,633 - INFO - Epoch: 1194 / 1300 lr: 7.672e-06 2025-05-15 14:41:06,298 - INFO - Training: cls_zice: 105.25557056226228; reg_zipnll: 244.35403321918687; aux_mae_loss_1: 177.6337890625; aux_mae_loss_2: 23.56691827272114; aux_mae_loss_4: 3.3007749193593074; cnt_loss: 15.259688540508872; 2025-05-15 14:41:06,299 - INFO - Evaluation: Curr mae: 82.1701; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 133.0948; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2063; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:41:06,299 - INFO - Epoch: 1195 / 1300 lr: 7.551e-06 2025-05-15 14:41:19,713 - INFO - Training: cls_zice: 113.40190325285259; reg_zipnll: 238.27465137682464; aux_mae_loss_1: 180.71408201518813; aux_mae_loss_2: 24.091080213847913; aux_mae_loss_4: 3.386841579487449; cnt_loss: 13.81252686600936; 2025-05-15 14:41:19,714 - INFO - Evaluation: Curr mae: 78.5306; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 126.3199; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1915; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:41:19,714 - INFO - Epoch: 1196 / 1300 lr: 7.431e-06 2025-05-15 14:41:33,032 - INFO - Training: cls_zice: 108.20950779161956; reg_zipnll: 240.50271526135896; aux_mae_loss_1: 177.93339618883635; aux_mae_loss_2: 23.69191147151746; aux_mae_loss_4: 3.3447386277349374; cnt_loss: 14.542179772728367; 2025-05-15 14:41:33,033 - INFO - Evaluation: Curr mae: 80.0437; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 127.0801; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1986; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:41:33,033 - INFO - Epoch: 1197 / 1300 lr: 7.311e-06 2025-05-15 14:41:46,573 - INFO - Training: cls_zice: 109.90222489206414; reg_zipnll: 250.2956414473684; aux_mae_loss_1: 179.64127992328844; aux_mae_loss_2: 23.57187426717658; aux_mae_loss_4: 3.299053957587794; cnt_loss: 15.521928285297594; 2025-05-15 14:41:46,573 - INFO - Evaluation: Curr mae: 79.3926; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.5615; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2004; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:41:46,573 - INFO - Epoch: 1198 / 1300 lr: 7.193e-06 2025-05-15 14:42:00,094 - INFO - Training: cls_zice: 110.02518222206517; reg_zipnll: 228.9565920578806; aux_mae_loss_1: 177.21251939472398; aux_mae_loss_2: 23.529040436995658; aux_mae_loss_4: 3.353248113080075; cnt_loss: 15.98730697129902; 2025-05-15 14:42:00,095 - INFO - Evaluation: Curr mae: 81.4571; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 128.9128; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2069; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:42:00,095 - INFO - Epoch: 1199 / 1300 lr: 7.076e-06 2025-05-15 14:42:13,322 - INFO - Training: cls_zice: 109.3795818529631; reg_zipnll: 250.00043055885718; aux_mae_loss_1: 178.89831522891396; aux_mae_loss_2: 23.69538046184339; aux_mae_loss_4: 3.3457954055384587; cnt_loss: 14.203443376641525; 2025-05-15 14:42:13,324 - INFO - Evaluation: Curr mae: 79.2659; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 124.9492; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1960; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:42:13,324 - INFO - Epoch: 1200 / 1300 lr: 6.960e-06 2025-05-15 14:42:26,876 - INFO - Training: cls_zice: 111.76479690953305; reg_zipnll: 247.29973562140214; aux_mae_loss_1: 179.92411081414474; aux_mae_loss_2: 23.952025840156956; aux_mae_loss_4: 3.4239308771334196; cnt_loss: 16.117902831027383; 2025-05-15 14:42:26,876 - INFO - Evaluation: Curr mae: 80.8075; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.0210; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2023; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:42:27,041 - INFO - Epoch: 1201 / 1300 lr: 6.845e-06 2025-05-15 14:42:40,739 - INFO - Training: cls_zice: 103.69379098791825; reg_zipnll: 229.48076579445288; aux_mae_loss_1: 173.99575906050833; aux_mae_loss_2: 23.095853429091605; aux_mae_loss_4: 3.232501613466363; cnt_loss: 13.694283962249756; 2025-05-15 14:42:40,740 - INFO - Evaluation: Curr mae: 82.0175; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 130.1207; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2024; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:42:40,740 - INFO - Epoch: 1202 / 1300 lr: 6.731e-06 2025-05-15 14:42:54,206 - INFO - Training: cls_zice: 110.63999833558735; reg_zipnll: 227.53417707744399; aux_mae_loss_1: 177.2629553142347; aux_mae_loss_2: 23.730147913882607; aux_mae_loss_4: 3.3889221517663253; cnt_loss: 15.439069045217414; 2025-05-15 14:42:54,207 - INFO - Evaluation: Curr mae: 80.0409; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.7710; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1990; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:42:54,207 - INFO - Epoch: 1203 / 1300 lr: 6.618e-06 2025-05-15 14:43:07,482 - INFO - Training: cls_zice: 113.76728665201287; reg_zipnll: 226.15021053113435; aux_mae_loss_1: 180.659491087261; aux_mae_loss_2: 24.2025401968705; aux_mae_loss_4: 3.4453309993994865; cnt_loss: 16.0182374025646; 2025-05-15 14:43:07,482 - INFO - Evaluation: Curr mae: 80.1204; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 126.6811; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2013; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:43:07,483 - INFO - Epoch: 1204 / 1300 lr: 6.506e-06 2025-05-15 14:43:20,770 - INFO - Training: cls_zice: 114.60430913222463; reg_zipnll: 247.2094669342041; aux_mae_loss_1: 182.07499734978927; aux_mae_loss_2: 23.940360119468288; aux_mae_loss_4: 3.359466973103975; cnt_loss: 14.690273159428648; 2025-05-15 14:43:20,771 - INFO - Evaluation: Curr mae: 81.3797; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 127.5702; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2048; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:43:20,771 - INFO - Epoch: 1205 / 1300 lr: 6.395e-06 2025-05-15 14:43:34,249 - INFO - Training: cls_zice: 104.8583409660741; reg_zipnll: 224.5460036428351; aux_mae_loss_1: 174.47214769062242; aux_mae_loss_2: 23.289172323126543; aux_mae_loss_4: 3.2650762168984664; cnt_loss: 13.88843113497684; 2025-05-15 14:43:34,250 - INFO - Evaluation: Curr mae: 79.1529; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 124.9257; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1952; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:43:34,250 - INFO - Epoch: 1206 / 1300 lr: 6.285e-06 2025-05-15 14:43:47,616 - INFO - Training: cls_zice: 113.93914282949348; reg_zipnll: 221.43740664030375; aux_mae_loss_1: 178.89414978027344; aux_mae_loss_2: 23.87482106058221; aux_mae_loss_4: 3.3908107845406783; cnt_loss: 15.247021838238364; 2025-05-15 14:43:47,617 - INFO - Evaluation: Curr mae: 78.0368; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 123.9545; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1955; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:43:47,618 - INFO - Epoch: 1207 / 1300 lr: 6.177e-06 2025-05-15 14:44:01,087 - INFO - Training: cls_zice: 111.02671091180099; reg_zipnll: 241.93233409680818; aux_mae_loss_1: 180.41012312236586; aux_mae_loss_2: 23.727500589270342; aux_mae_loss_4: 3.313766598701477; cnt_loss: 15.469739173588; 2025-05-15 14:44:01,088 - INFO - Evaluation: Curr mae: 78.5842; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 124.5115; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1935; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:44:01,088 - INFO - Epoch: 1208 / 1300 lr: 6.069e-06 2025-05-15 14:44:14,590 - INFO - Training: cls_zice: 115.0378973107589; reg_zipnll: 232.55934885928505; aux_mae_loss_1: 179.27701387907328; aux_mae_loss_2: 23.626900622719212; aux_mae_loss_4: 3.308268434122989; cnt_loss: 15.407326535174722; 2025-05-15 14:44:14,590 - INFO - Evaluation: Curr mae: 82.0859; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 127.4640; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2065; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:44:14,590 - INFO - Epoch: 1209 / 1300 lr: 5.962e-06 2025-05-15 14:44:28,160 - INFO - Training: cls_zice: 102.98978750329269; reg_zipnll: 229.82627085635536; aux_mae_loss_1: 174.02154159545898; aux_mae_loss_2: 23.182342529296875; aux_mae_loss_4: 3.2797960858596; cnt_loss: 16.32631698407625; 2025-05-15 14:44:28,161 - INFO - Evaluation: Curr mae: 79.7680; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 127.8592; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1964; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:44:28,161 - INFO - Epoch: 1210 / 1300 lr: 5.857e-06 2025-05-15 14:44:41,697 - INFO - Training: cls_zice: 109.18011329048558; reg_zipnll: 247.3771364312423; aux_mae_loss_1: 179.47938316746763; aux_mae_loss_2: 23.890511462562962; aux_mae_loss_4: 3.4096820166236474; cnt_loss: 16.818852023074502; 2025-05-15 14:44:41,698 - INFO - Evaluation: Curr mae: 79.1667; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.4863; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1945; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:44:41,698 - INFO - Epoch: 1211 / 1300 lr: 5.753e-06 2025-05-15 14:44:55,314 - INFO - Training: cls_zice: 107.05682352969521; reg_zipnll: 262.795088717812; aux_mae_loss_1: 179.51839447021484; aux_mae_loss_2: 23.686975654802826; aux_mae_loss_4: 3.273213101060767; cnt_loss: 15.65211430348848; 2025-05-15 14:44:55,315 - INFO - Evaluation: Curr mae: 80.1094; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 127.7132; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1966; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:44:55,315 - INFO - Epoch: 1212 / 1300 lr: 5.649e-06 2025-05-15 14:45:08,904 - INFO - Training: cls_zice: 105.71096515655518; reg_zipnll: 242.39494223343698; aux_mae_loss_1: 174.51852939003393; aux_mae_loss_2: 23.3539433730276; aux_mae_loss_4: 3.2760309294650427; cnt_loss: 15.161588719016628; 2025-05-15 14:45:08,905 - INFO - Evaluation: Curr mae: 81.4118; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 129.5140; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2037; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:45:08,905 - INFO - Epoch: 1213 / 1300 lr: 5.547e-06 2025-05-15 14:45:22,586 - INFO - Training: cls_zice: 104.15785257439865; reg_zipnll: 247.78291782579925; aux_mae_loss_1: 176.55265386481034; aux_mae_loss_2: 23.409058671248587; aux_mae_loss_4: 3.337324537728962; cnt_loss: 15.97837697832208; 2025-05-15 14:45:22,587 - INFO - Evaluation: Curr mae: 82.7446; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 131.0830; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2062; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:45:22,587 - INFO - Epoch: 1214 / 1300 lr: 5.446e-06 2025-05-15 14:45:36,179 - INFO - Training: cls_zice: 110.24124015005012; reg_zipnll: 245.5986342179148; aux_mae_loss_1: 178.05572268837378; aux_mae_loss_2: 23.51874138179578; aux_mae_loss_4: 3.2938154120194283; cnt_loss: 15.218507816917018; 2025-05-15 14:45:36,179 - INFO - Evaluation: Curr mae: 79.0025; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 123.0136; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1954; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:45:36,180 - INFO - Epoch: 1215 / 1300 lr: 5.346e-06 2025-05-15 14:45:49,669 - INFO - Training: cls_zice: 111.86511069849918; reg_zipnll: 239.16741069994475; aux_mae_loss_1: 178.4813999376799; aux_mae_loss_2: 23.495912903233577; aux_mae_loss_4: 3.3177667228799117; cnt_loss: 15.045959786364907; 2025-05-15 14:45:49,670 - INFO - Evaluation: Curr mae: 80.7815; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 124.9746; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2017; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:45:49,670 - INFO - Epoch: 1216 / 1300 lr: 5.247e-06 2025-05-15 14:46:03,275 - INFO - Training: cls_zice: 108.40577627483167; reg_zipnll: 228.74053523415014; aux_mae_loss_1: 176.8892055310701; aux_mae_loss_2: 23.407719260767887; aux_mae_loss_4: 3.2514910258744893; cnt_loss: 13.78640459713183; 2025-05-15 14:46:03,276 - INFO - Evaluation: Curr mae: 79.4575; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 126.1145; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1935; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:46:03,276 - INFO - Epoch: 1217 / 1300 lr: 5.149e-06 2025-05-15 14:46:16,650 - INFO - Training: cls_zice: 111.08317766691509; reg_zipnll: 241.41127716867547; aux_mae_loss_1: 179.97582204718339; aux_mae_loss_2: 23.877960857592132; aux_mae_loss_4: 3.3744289561321863; cnt_loss: 16.42527861344187; 2025-05-15 14:46:16,651 - INFO - Evaluation: Curr mae: 79.4514; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 124.7667; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1959; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:46:16,651 - INFO - Epoch: 1218 / 1300 lr: 5.052e-06 2025-05-15 14:46:30,103 - INFO - Training: cls_zice: 103.6324769070274; reg_zipnll: 244.39792612979286; aux_mae_loss_1: 176.67489603946083; aux_mae_loss_2: 23.420587966316624; aux_mae_loss_4: 3.285741222532172; cnt_loss: 15.607965042716579; 2025-05-15 14:46:30,104 - INFO - Evaluation: Curr mae: 79.5643; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.4264; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1948; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:46:30,104 - INFO - Epoch: 1219 / 1300 lr: 4.956e-06 2025-05-15 14:46:43,612 - INFO - Training: cls_zice: 110.44054729060123; reg_zipnll: 243.06478008471038; aux_mae_loss_1: 177.27724496941818; aux_mae_loss_2: 23.41053563670108; aux_mae_loss_4: 3.3377631149793925; cnt_loss: 14.446455441023174; 2025-05-15 14:46:43,613 - INFO - Evaluation: Curr mae: 79.8504; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 126.9882; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1962; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:46:43,613 - INFO - Epoch: 1220 / 1300 lr: 4.861e-06 2025-05-15 14:46:57,057 - INFO - Training: cls_zice: 102.13118297175357; reg_zipnll: 244.8363702673661; aux_mae_loss_1: 173.8946762084961; aux_mae_loss_2: 23.268138157693965; aux_mae_loss_4: 3.2579843997955322; cnt_loss: 16.453784842240182; 2025-05-15 14:46:57,058 - INFO - Evaluation: Curr mae: 81.4408; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 127.0294; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2019; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:46:57,058 - INFO - Epoch: 1221 / 1300 lr: 4.768e-06 2025-05-15 14:47:10,598 - INFO - Training: cls_zice: 109.2719037407323; reg_zipnll: 238.67450985155608; aux_mae_loss_1: 177.09049827174135; aux_mae_loss_2: 23.540401157579925; aux_mae_loss_4: 3.308725645667628; cnt_loss: 13.158691431346693; 2025-05-15 14:47:10,599 - INFO - Evaluation: Curr mae: 79.8384; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 123.3466; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1991; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:47:10,599 - INFO - Epoch: 1222 / 1300 lr: 4.676e-06 2025-05-15 14:47:24,108 - INFO - Training: cls_zice: 109.25395403410259; reg_zipnll: 228.49476693805894; aux_mae_loss_1: 177.87463218287417; aux_mae_loss_2: 23.609189786409075; aux_mae_loss_4: 3.30673833269822; cnt_loss: 14.535527254405775; 2025-05-15 14:47:24,108 - INFO - Evaluation: Curr mae: 77.5218; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 120.8130; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1931; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:47:24,109 - INFO - Epoch: 1223 / 1300 lr: 4.584e-06 2025-05-15 14:47:37,498 - INFO - Training: cls_zice: 109.37389925906533; reg_zipnll: 233.010724720202; aux_mae_loss_1: 178.42667890849867; aux_mae_loss_2: 23.689047211094906; aux_mae_loss_4: 3.3173899211381612; cnt_loss: 14.593796140269228; 2025-05-15 14:47:37,498 - INFO - Evaluation: Curr mae: 77.6114; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 122.7616; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1941; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:47:37,499 - INFO - Epoch: 1224 / 1300 lr: 4.494e-06 2025-05-15 14:47:51,114 - INFO - Training: cls_zice: 116.02236725154675; reg_zipnll: 234.27157070762232; aux_mae_loss_1: 182.0101223995811; aux_mae_loss_2: 24.277299379047594; aux_mae_loss_4: 3.41034229805595; cnt_loss: 15.016939941205477; 2025-05-15 14:47:51,115 - INFO - Evaluation: Curr mae: 80.7268; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 127.8121; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2009; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:47:51,115 - INFO - Epoch: 1225 / 1300 lr: 4.405e-06 2025-05-15 14:48:04,589 - INFO - Training: cls_zice: 110.38703677528783; reg_zipnll: 242.03598905864516; aux_mae_loss_1: 178.01017239219263; aux_mae_loss_2: 23.503173803028307; aux_mae_loss_4: 3.2843853799920333; cnt_loss: 14.855182722995156; 2025-05-15 14:48:04,590 - INFO - Evaluation: Curr mae: 80.2354; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 127.2219; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1987; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:48:04,590 - INFO - Epoch: 1226 / 1300 lr: 4.317e-06 2025-05-15 14:48:17,955 - INFO - Training: cls_zice: 111.79465896204898; reg_zipnll: 248.15143294083444; aux_mae_loss_1: 179.3602624190481; aux_mae_loss_2: 23.769356200569554; aux_mae_loss_4: 3.346865861039413; cnt_loss: 15.476480358525327; 2025-05-15 14:48:17,956 - INFO - Evaluation: Curr mae: 81.1948; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 128.8869; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2044; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:48:17,956 - INFO - Epoch: 1227 / 1300 lr: 4.230e-06 2025-05-15 14:48:31,475 - INFO - Training: cls_zice: 104.30626979627107; reg_zipnll: 232.59512630261872; aux_mae_loss_1: 175.3338667217054; aux_mae_loss_2: 23.16942475971423; aux_mae_loss_4: 3.2401690608576725; cnt_loss: 14.339409464283994; 2025-05-15 14:48:31,476 - INFO - Evaluation: Curr mae: 79.4059; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.9078; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1995; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:48:31,476 - INFO - Epoch: 1228 / 1300 lr: 4.144e-06 2025-05-15 14:48:45,118 - INFO - Training: cls_zice: 116.48294137653552; reg_zipnll: 240.85656617817125; aux_mae_loss_1: 180.8989866156327; aux_mae_loss_2: 23.880891699539987; aux_mae_loss_4: 3.36800648977882; cnt_loss: 14.713912311353182; 2025-05-15 14:48:45,118 - INFO - Evaluation: Curr mae: 80.9448; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 126.8233; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1978; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:48:45,119 - INFO - Epoch: 1229 / 1300 lr: 4.060e-06 2025-05-15 14:48:58,475 - INFO - Training: cls_zice: 100.69512708563553; reg_zipnll: 224.37556236668638; aux_mae_loss_1: 170.40453760247482; aux_mae_loss_2: 22.726292660361842; aux_mae_loss_4: 3.1884753013912; cnt_loss: 13.542993997272692; 2025-05-15 14:48:58,475 - INFO - Evaluation: Curr mae: 80.7092; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 127.5376; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1993; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:48:58,475 - INFO - Epoch: 1230 / 1300 lr: 3.976e-06 2025-05-15 14:49:12,082 - INFO - Training: cls_zice: 108.37204840308742; reg_zipnll: 238.41301205283716; aux_mae_loss_1: 176.32345059043482; aux_mae_loss_2: 23.363767448224518; aux_mae_loss_4: 3.2883765571995784; cnt_loss: 15.393669906415438; 2025-05-15 14:49:12,083 - INFO - Evaluation: Curr mae: 82.6035; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 130.8708; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2098; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:49:12,083 - INFO - Epoch: 1231 / 1300 lr: 3.894e-06 2025-05-15 14:49:25,685 - INFO - Training: cls_zice: 115.40979897348504; reg_zipnll: 231.6249417756733; aux_mae_loss_1: 182.16101937544974; aux_mae_loss_2: 23.98894811931409; aux_mae_loss_4: 3.3584501555091455; cnt_loss: 14.530755068126478; 2025-05-15 14:49:25,686 - INFO - Evaluation: Curr mae: 81.9273; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 131.4121; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2039; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:49:25,686 - INFO - Epoch: 1232 / 1300 lr: 3.812e-06 2025-05-15 14:49:39,128 - INFO - Training: cls_zice: 106.917286772477; reg_zipnll: 245.00746295326636; aux_mae_loss_1: 174.0620968467311; aux_mae_loss_2: 23.04100940102025; aux_mae_loss_4: 3.2247392315613594; cnt_loss: 15.277565203214946; 2025-05-15 14:49:39,129 - INFO - Evaluation: Curr mae: 79.3074; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 124.3744; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2030; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:49:39,129 - INFO - Epoch: 1233 / 1300 lr: 3.732e-06 2025-05-15 14:49:52,775 - INFO - Training: cls_zice: 105.87545926947342; reg_zipnll: 231.2620181033486; aux_mae_loss_1: 173.99944606580232; aux_mae_loss_2: 23.07256427564119; aux_mae_loss_4: 3.2205593178146765; cnt_loss: 13.648002775091873; 2025-05-15 14:49:52,775 - INFO - Evaluation: Curr mae: 77.6340; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 123.2149; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1909; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:49:52,775 - INFO - Epoch: 1234 / 1300 lr: 3.653e-06 2025-05-15 14:50:06,344 - INFO - Training: cls_zice: 108.1183136889809; reg_zipnll: 235.97170066833496; aux_mae_loss_1: 176.4403399417275; aux_mae_loss_2: 23.356901670757093; aux_mae_loss_4: 3.2439684240441573; cnt_loss: 14.709225679698744; 2025-05-15 14:50:06,345 - INFO - Evaluation: Curr mae: 78.7171; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 124.9119; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1968; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:50:06,345 - INFO - Epoch: 1235 / 1300 lr: 3.575e-06 2025-05-15 14:50:19,739 - INFO - Training: cls_zice: 106.18506009955155; reg_zipnll: 225.71209415636565; aux_mae_loss_1: 174.7103002447831; aux_mae_loss_2: 23.19847485893651; aux_mae_loss_4: 3.2554555252978674; cnt_loss: 14.562533478987845; 2025-05-15 14:50:19,740 - INFO - Evaluation: Curr mae: 83.3946; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 130.1763; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2127; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:50:19,740 - INFO - Epoch: 1236 / 1300 lr: 3.498e-06 2025-05-15 14:50:33,148 - INFO - Training: cls_zice: 109.25966433474892; reg_zipnll: 227.63311426263107; aux_mae_loss_1: 177.4370675337942; aux_mae_loss_2: 23.642727550707367; aux_mae_loss_4: 3.3171085370214364; cnt_loss: 13.718395170412565; 2025-05-15 14:50:33,148 - INFO - Evaluation: Curr mae: 80.3744; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 126.2953; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2019; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:50:33,149 - INFO - Epoch: 1237 / 1300 lr: 3.423e-06 2025-05-15 14:50:46,680 - INFO - Training: cls_zice: 116.56944515830592; reg_zipnll: 247.40937754982397; aux_mae_loss_1: 182.62533348485044; aux_mae_loss_2: 24.236610964724893; aux_mae_loss_4: 3.385904362327174; cnt_loss: 15.031074323152241; 2025-05-15 14:50:46,681 - INFO - Evaluation: Curr mae: 81.2267; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 126.6142; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2042; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:50:46,681 - INFO - Epoch: 1238 / 1300 lr: 3.348e-06 2025-05-15 14:51:00,239 - INFO - Training: cls_zice: 108.50830499749435; reg_zipnll: 229.68697256790963; aux_mae_loss_1: 177.28144756116365; aux_mae_loss_2: 23.49020659296136; aux_mae_loss_4: 3.278797482189379; cnt_loss: 13.951991319656372; 2025-05-15 14:51:00,239 - INFO - Evaluation: Curr mae: 80.3320; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 126.4018; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2003; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:51:00,239 - INFO - Epoch: 1239 / 1300 lr: 3.275e-06 2025-05-15 14:51:14,032 - INFO - Training: cls_zice: 111.8486533415945; reg_zipnll: 247.83797374524568; aux_mae_loss_1: 178.03136564555922; aux_mae_loss_2: 23.55144987608257; aux_mae_loss_4: 3.3076910156952706; cnt_loss: 14.975480619229769; 2025-05-15 14:51:14,033 - INFO - Evaluation: Curr mae: 78.5605; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.6175; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1991; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:51:14,033 - INFO - Epoch: 1240 / 1300 lr: 3.203e-06 2025-05-15 14:51:27,603 - INFO - Training: cls_zice: 103.69005464252673; reg_zipnll: 238.76962481046976; aux_mae_loss_1: 173.95536743967156; aux_mae_loss_2: 23.051257811094587; aux_mae_loss_4: 3.2193387746810913; cnt_loss: 14.45124229631926; 2025-05-15 14:51:27,603 - INFO - Evaluation: Curr mae: 81.5439; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 127.6150; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2045; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:51:27,603 - INFO - Epoch: 1241 / 1300 lr: 3.131e-06 2025-05-15 14:51:40,965 - INFO - Training: cls_zice: 109.12658841986405; reg_zipnll: 230.27026327032792; aux_mae_loss_1: 177.09646285207648; aux_mae_loss_2: 23.580705843473737; aux_mae_loss_4: 3.3534252204393087; cnt_loss: 15.006943100377134; 2025-05-15 14:51:40,966 - INFO - Evaluation: Curr mae: 79.8451; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 124.4773; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1994; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:51:40,966 - INFO - Epoch: 1242 / 1300 lr: 3.061e-06 2025-05-15 14:51:54,382 - INFO - Training: cls_zice: 107.36844604893734; reg_zipnll: 232.1053223860891; aux_mae_loss_1: 172.39771531757555; aux_mae_loss_2: 22.9596720745689; aux_mae_loss_4: 3.262764046066686; cnt_loss: 14.156003330883227; 2025-05-15 14:51:54,382 - INFO - Evaluation: Curr mae: 78.2297; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 123.3082; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1922; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:51:54,383 - INFO - Epoch: 1243 / 1300 lr: 2.993e-06 2025-05-15 14:52:07,760 - INFO - Training: cls_zice: 118.42308325516551; reg_zipnll: 241.77544282612047; aux_mae_loss_1: 182.88024340177836; aux_mae_loss_2: 24.237007843820674; aux_mae_loss_4: 3.4152706485045585; cnt_loss: 15.753532259087814; 2025-05-15 14:52:07,761 - INFO - Evaluation: Curr mae: 78.7413; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 123.6612; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1931; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:52:07,761 - INFO - Epoch: 1244 / 1300 lr: 2.925e-06 2025-05-15 14:52:21,390 - INFO - Training: cls_zice: 105.34335713637502; reg_zipnll: 245.17659578825297; aux_mae_loss_1: 175.58445559049906; aux_mae_loss_2: 23.380494268316973; aux_mae_loss_4: 3.3277074757375216; cnt_loss: 16.889883769185918; 2025-05-15 14:52:21,391 - INFO - Evaluation: Curr mae: 80.2673; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.9600; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1996; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:52:21,391 - INFO - Epoch: 1245 / 1300 lr: 2.858e-06 2025-05-15 14:52:34,842 - INFO - Training: cls_zice: 108.73527777822395; reg_zipnll: 249.4091043974224; aux_mae_loss_1: 179.37258308812193; aux_mae_loss_2: 23.583210970226087; aux_mae_loss_4: 3.3006252677817094; cnt_loss: 14.986340428653516; 2025-05-15 14:52:34,843 - INFO - Evaluation: Curr mae: 79.7436; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 126.4686; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2028; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:52:34,843 - INFO - Epoch: 1246 / 1300 lr: 2.793e-06 2025-05-15 14:52:48,270 - INFO - Training: cls_zice: 108.46196445665862; reg_zipnll: 247.45473680998148; aux_mae_loss_1: 179.29659451936422; aux_mae_loss_2: 23.47960070559853; aux_mae_loss_4: 3.277204808435942; cnt_loss: 14.062012597134238; 2025-05-15 14:52:48,271 - INFO - Evaluation: Curr mae: 82.1702; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 129.5723; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2053; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:52:48,271 - INFO - Epoch: 1247 / 1300 lr: 2.729e-06 2025-05-15 14:53:01,610 - INFO - Training: cls_zice: 111.05088881442421; reg_zipnll: 236.75351594623766; aux_mae_loss_1: 176.89263996325042; aux_mae_loss_2: 23.384666116614092; aux_mae_loss_4: 3.291027734154149; cnt_loss: 14.483529944168893; 2025-05-15 14:53:01,610 - INFO - Evaluation: Curr mae: 78.5091; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 123.9745; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1933; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:53:01,611 - INFO - Epoch: 1248 / 1300 lr: 2.666e-06 2025-05-15 14:53:15,125 - INFO - Training: cls_zice: 111.71304446772525; reg_zipnll: 231.28665602834602; aux_mae_loss_1: 179.86377836528578; aux_mae_loss_2: 23.837143521559867; aux_mae_loss_4: 3.3617601582878516; cnt_loss: 14.84214469006187; 2025-05-15 14:53:15,126 - INFO - Evaluation: Curr mae: 80.5843; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 127.8615; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2014; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:53:15,127 - INFO - Epoch: 1249 / 1300 lr: 2.604e-06 2025-05-15 14:53:28,580 - INFO - Training: cls_zice: 110.48139030054996; reg_zipnll: 249.23677725540963; aux_mae_loss_1: 177.56013247841284; aux_mae_loss_2: 23.41613106978567; aux_mae_loss_4: 3.2319889319570443; cnt_loss: 14.213104825270804; 2025-05-15 14:53:28,580 - INFO - Evaluation: Curr mae: 77.0430; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 122.6794; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1861; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:53:28,581 - INFO - Epoch: 1250 / 1300 lr: 2.543e-06 2025-05-15 14:53:42,090 - INFO - Training: cls_zice: 104.65441553216232; reg_zipnll: 245.91792819374487; aux_mae_loss_1: 175.49776559127005; aux_mae_loss_2: 23.02541602285285; aux_mae_loss_4: 3.2125288875479447; cnt_loss: 14.401040466208206; 2025-05-15 14:53:42,090 - INFO - Evaluation: Curr mae: 78.4361; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 126.1062; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1943; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:53:42,152 - INFO - Epoch: 1251 / 1300 lr: 2.483e-06 2025-05-15 14:53:55,430 - INFO - Training: cls_zice: 105.52161683534321; reg_zipnll: 240.0012146799188; aux_mae_loss_1: 172.3708126670436; aux_mae_loss_2: 22.777396202087402; aux_mae_loss_4: 3.2370610456717643; cnt_loss: 13.272947173369559; 2025-05-15 14:53:55,431 - INFO - Evaluation: Curr mae: 78.6261; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 126.7586; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1959; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:53:55,431 - INFO - Epoch: 1252 / 1300 lr: 2.425e-06 2025-05-15 14:54:08,778 - INFO - Training: cls_zice: 101.64056803050794; reg_zipnll: 258.00464027806333; aux_mae_loss_1: 174.72396649812399; aux_mae_loss_2: 23.259079054782266; aux_mae_loss_4: 3.2739974072105005; cnt_loss: 15.014798126722637; 2025-05-15 14:54:08,779 - INFO - Evaluation: Curr mae: 81.0087; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 126.8113; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2003; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:54:08,779 - INFO - Epoch: 1253 / 1300 lr: 2.368e-06 2025-05-15 14:54:22,616 - INFO - Training: cls_zice: 104.11043046650134; reg_zipnll: 241.6939115022358; aux_mae_loss_1: 172.1063760456286; aux_mae_loss_2: 22.84487277583072; aux_mae_loss_4: 3.2064522442064787; cnt_loss: 14.045308489548532; 2025-05-15 14:54:22,617 - INFO - Evaluation: Curr mae: 80.5105; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 128.8756; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1977; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:54:22,617 - INFO - Epoch: 1254 / 1300 lr: 2.312e-06 2025-05-15 14:54:36,189 - INFO - Training: cls_zice: 109.23126386341296; reg_zipnll: 245.7328772293894; aux_mae_loss_1: 179.74362001921; aux_mae_loss_2: 23.642671810953242; aux_mae_loss_4: 3.3226761692448665; cnt_loss: 12.961950728767796; 2025-05-15 14:54:36,190 - INFO - Evaluation: Curr mae: 77.7103; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 123.5146; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1885; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:54:36,190 - INFO - Epoch: 1255 / 1300 lr: 2.257e-06 2025-05-15 14:54:49,715 - INFO - Training: cls_zice: 118.75252553036339; reg_zipnll: 229.09244095651727; aux_mae_loss_1: 184.46988617746453; aux_mae_loss_2: 24.542398628435638; aux_mae_loss_4: 3.4787918391980623; cnt_loss: 16.570177529987536; 2025-05-15 14:54:49,715 - INFO - Evaluation: Curr mae: 82.8617; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 128.2737; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2093; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:54:49,716 - INFO - Epoch: 1256 / 1300 lr: 2.203e-06 2025-05-15 14:55:02,881 - INFO - Training: cls_zice: 106.50217859368576; reg_zipnll: 237.7306839792352; aux_mae_loss_1: 172.57136114020096; aux_mae_loss_2: 22.87784553828992; aux_mae_loss_4: 3.217264595784639; cnt_loss: 13.56647310758892; 2025-05-15 14:55:02,882 - INFO - Evaluation: Curr mae: 80.1405; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 127.4233; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1990; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:55:02,882 - INFO - Epoch: 1257 / 1300 lr: 2.150e-06 2025-05-15 14:55:16,266 - INFO - Training: cls_zice: 112.95496167634663; reg_zipnll: 240.41900233218544; aux_mae_loss_1: 182.0844810887387; aux_mae_loss_2: 24.030194257435046; aux_mae_loss_4: 3.40275019720981; cnt_loss: 16.342294661622297; 2025-05-15 14:55:16,266 - INFO - Evaluation: Curr mae: 81.0067; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.6829; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2064; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:55:16,267 - INFO - Epoch: 1258 / 1300 lr: 2.099e-06 2025-05-15 14:55:29,532 - INFO - Training: cls_zice: 103.94341895454808; reg_zipnll: 234.12499146712454; aux_mae_loss_1: 175.63170744243422; aux_mae_loss_2: 23.111792413811933; aux_mae_loss_4: 3.2362707665092065; cnt_loss: 13.89386342701159; 2025-05-15 14:55:29,533 - INFO - Evaluation: Curr mae: 79.5153; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 127.3191; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1984; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:55:29,533 - INFO - Epoch: 1259 / 1300 lr: 2.048e-06 2025-05-15 14:55:43,093 - INFO - Training: cls_zice: 116.0654078031841; reg_zipnll: 246.41943861308852; aux_mae_loss_1: 182.28630085995323; aux_mae_loss_2: 24.088834963346784; aux_mae_loss_4: 3.381204598828366; cnt_loss: 14.04877569800929; 2025-05-15 14:55:43,094 - INFO - Evaluation: Curr mae: 79.4453; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.4847; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1968; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:55:43,094 - INFO - Epoch: 1260 / 1300 lr: 1.999e-06 2025-05-15 14:55:56,571 - INFO - Training: cls_zice: 106.53795704088714; reg_zipnll: 207.96802806854248; aux_mae_loss_1: 177.86784443102385; aux_mae_loss_2: 23.75578817568327; aux_mae_loss_4: 3.3337589063142476; cnt_loss: 14.122086023029528; 2025-05-15 14:55:56,571 - INFO - Evaluation: Curr mae: 81.5457; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 127.9334; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2025; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:55:56,571 - INFO - Epoch: 1261 / 1300 lr: 1.951e-06 2025-05-15 14:56:10,234 - INFO - Training: cls_zice: 104.92496159202175; reg_zipnll: 239.9270534515381; aux_mae_loss_1: 177.50276605706466; aux_mae_loss_2: 23.367062769438093; aux_mae_loss_4: 3.3089160323143005; cnt_loss: 14.654705649928042; 2025-05-15 14:56:10,235 - INFO - Evaluation: Curr mae: 80.6058; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 127.6455; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2031; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:56:10,235 - INFO - Epoch: 1262 / 1300 lr: 1.904e-06 2025-05-15 14:56:23,546 - INFO - Training: cls_zice: 103.27996324238025; reg_zipnll: 240.62430813438013; aux_mae_loss_1: 170.64924340499076; aux_mae_loss_2: 22.869567795803672; aux_mae_loss_4: 3.1907978716649508; cnt_loss: 14.763448740306654; 2025-05-15 14:56:23,547 - INFO - Evaluation: Curr mae: 79.4179; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.2453; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1950; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:56:23,547 - INFO - Epoch: 1263 / 1300 lr: 1.859e-06 2025-05-15 14:56:37,182 - INFO - Training: cls_zice: 112.33200866297672; reg_zipnll: 237.40478435315583; aux_mae_loss_1: 178.99344414158872; aux_mae_loss_2: 23.616138056704873; aux_mae_loss_4: 3.341597268455907; cnt_loss: 15.22028542819776; 2025-05-15 14:56:37,183 - INFO - Evaluation: Curr mae: 79.7762; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 126.8784; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1972; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:56:37,183 - INFO - Epoch: 1264 / 1300 lr: 1.814e-06 2025-05-15 14:56:50,697 - INFO - Training: cls_zice: 107.89588170302541; reg_zipnll: 241.81571197509766; aux_mae_loss_1: 178.1205247577868; aux_mae_loss_2: 23.319067729146855; aux_mae_loss_4: 3.2461150821886564; cnt_loss: 15.04174051786724; 2025-05-15 14:56:50,698 - INFO - Evaluation: Curr mae: 81.4529; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 126.0814; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2046; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:56:50,698 - INFO - Epoch: 1265 / 1300 lr: 1.771e-06 2025-05-15 14:57:04,395 - INFO - Training: cls_zice: 108.54757690429688; reg_zipnll: 247.88037932546516; aux_mae_loss_1: 177.80051241422953; aux_mae_loss_2: 23.482187747955322; aux_mae_loss_4: 3.231739546123304; cnt_loss: 15.064876619138216; 2025-05-15 14:57:04,396 - INFO - Evaluation: Curr mae: 79.7427; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 127.3880; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1986; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:57:04,396 - INFO - Epoch: 1266 / 1300 lr: 1.729e-06 2025-05-15 14:57:17,996 - INFO - Training: cls_zice: 111.08449594598068; reg_zipnll: 230.03516709177117; aux_mae_loss_1: 173.99393904836555; aux_mae_loss_2: 23.014105897200736; aux_mae_loss_4: 3.2500931871564767; cnt_loss: 14.681924493689285; 2025-05-15 14:57:17,997 - INFO - Evaluation: Curr mae: 80.0983; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.3430; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2025; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:57:17,997 - INFO - Epoch: 1267 / 1300 lr: 1.688e-06 2025-05-15 14:57:31,331 - INFO - Training: cls_zice: 104.57487357290168; reg_zipnll: 244.8732685289885; aux_mae_loss_1: 174.14961804841695; aux_mae_loss_2: 23.11360098186292; aux_mae_loss_4: 3.2716993469940987; cnt_loss: 14.710689268614116; 2025-05-15 14:57:31,332 - INFO - Evaluation: Curr mae: 81.5132; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 126.6713; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2111; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:57:31,332 - INFO - Epoch: 1268 / 1300 lr: 1.648e-06 2025-05-15 14:57:44,795 - INFO - Training: cls_zice: 111.97887591311806; reg_zipnll: 223.09657889918276; aux_mae_loss_1: 177.0342973407946; aux_mae_loss_2: 23.465697790447035; aux_mae_loss_4: 3.2744603094301725; cnt_loss: 14.670315541719136; 2025-05-15 14:57:44,796 - INFO - Evaluation: Curr mae: 81.0767; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 128.2443; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2038; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:57:44,796 - INFO - Epoch: 1269 / 1300 lr: 1.609e-06 2025-05-15 14:57:58,426 - INFO - Training: cls_zice: 107.69718461287648; reg_zipnll: 237.37323660599557; aux_mae_loss_1: 175.50760891563013; aux_mae_loss_2: 23.091305306083278; aux_mae_loss_4: 3.1957147121429443; cnt_loss: 13.296282680411087; 2025-05-15 14:57:58,427 - INFO - Evaluation: Curr mae: 77.6789; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 123.7967; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1915; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:57:58,427 - INFO - Epoch: 1270 / 1300 lr: 1.572e-06 2025-05-15 14:58:12,105 - INFO - Training: cls_zice: 113.06414052059776; reg_zipnll: 219.5519909105803; aux_mae_loss_1: 179.69050578067177; aux_mae_loss_2: 23.90766043412058; aux_mae_loss_4: 3.355131274775455; cnt_loss: 14.009775099001432; 2025-05-15 14:58:12,105 - INFO - Evaluation: Curr mae: 80.4647; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.4947; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2035; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:58:12,106 - INFO - Epoch: 1271 / 1300 lr: 1.536e-06 2025-05-15 14:58:25,577 - INFO - Training: cls_zice: 109.2537771024202; reg_zipnll: 237.4801394813939; aux_mae_loss_1: 176.52871563560083; aux_mae_loss_2: 23.39533635189659; aux_mae_loss_4: 3.290381760973679; cnt_loss: 15.155752821972495; 2025-05-15 14:58:25,578 - INFO - Evaluation: Curr mae: 78.4429; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 126.0582; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1960; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:58:25,578 - INFO - Epoch: 1272 / 1300 lr: 1.501e-06 2025-05-15 14:58:39,155 - INFO - Training: cls_zice: 104.4282660233347; reg_zipnll: 241.66300843891344; aux_mae_loss_1: 172.70567984330026; aux_mae_loss_2: 23.081787736792315; aux_mae_loss_4: 3.225636444593731; cnt_loss: 13.241057747288755; 2025-05-15 14:58:39,156 - INFO - Evaluation: Curr mae: 77.3202; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 123.4522; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1917; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:58:39,156 - INFO - Epoch: 1273 / 1300 lr: 1.467e-06 2025-05-15 14:58:52,787 - INFO - Training: cls_zice: 105.56982472068385; reg_zipnll: 230.2502387197394; aux_mae_loss_1: 176.89898681640625; aux_mae_loss_2: 23.49163075497276; aux_mae_loss_4: 3.283358897033491; cnt_loss: 14.360014300597342; 2025-05-15 14:58:52,788 - INFO - Evaluation: Curr mae: 79.5854; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 127.7635; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1994; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:58:52,788 - INFO - Epoch: 1274 / 1300 lr: 1.434e-06 2025-05-15 14:59:06,361 - INFO - Training: cls_zice: 112.86362545113815; reg_zipnll: 233.28082014385024; aux_mae_loss_1: 178.64104019968133; aux_mae_loss_2: 23.67842681784379; aux_mae_loss_4: 3.3148961318166634; cnt_loss: 15.076223078526949; 2025-05-15 14:59:06,362 - INFO - Evaluation: Curr mae: 79.7763; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.6315; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2041; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:59:06,362 - INFO - Epoch: 1275 / 1300 lr: 1.403e-06 2025-05-15 14:59:19,879 - INFO - Training: cls_zice: 102.68055318531238; reg_zipnll: 244.7457954005191; aux_mae_loss_1: 174.27513765033922; aux_mae_loss_2: 22.965896129608154; aux_mae_loss_4: 3.1752861236271106; cnt_loss: 12.966797238902041; 2025-05-15 14:59:19,880 - INFO - Evaluation: Curr mae: 79.1156; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.8831; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1957; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:59:19,880 - INFO - Epoch: 1276 / 1300 lr: 1.372e-06 2025-05-15 14:59:33,558 - INFO - Training: cls_zice: 113.49282646179199; reg_zipnll: 230.3594691627904; aux_mae_loss_1: 179.76041954442076; aux_mae_loss_2: 23.94626539631894; aux_mae_loss_4: 3.373737081101066; cnt_loss: 14.667287763796354; 2025-05-15 14:59:33,559 - INFO - Evaluation: Curr mae: 77.5252; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 123.2505; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1895; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:59:33,559 - INFO - Epoch: 1277 / 1300 lr: 1.343e-06 2025-05-15 14:59:46,944 - INFO - Training: cls_zice: 110.49696430407073; reg_zipnll: 234.63824663664164; aux_mae_loss_1: 175.52382780376234; aux_mae_loss_2: 23.01922311280903; aux_mae_loss_4: 3.2665926092549373; cnt_loss: 14.778917764362536; 2025-05-15 14:59:46,945 - INFO - Evaluation: Curr mae: 80.6615; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 127.1905; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2016; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 14:59:46,945 - INFO - Epoch: 1278 / 1300 lr: 1.315e-06 2025-05-15 15:00:00,518 - INFO - Training: cls_zice: 104.2985924168637; reg_zipnll: 247.18808535525673; aux_mae_loss_1: 177.3288738853053; aux_mae_loss_2: 23.661300885049922; aux_mae_loss_4: 3.332641463530691; cnt_loss: 13.44569582688181; 2025-05-15 15:00:00,519 - INFO - Evaluation: Curr mae: 77.7710; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 122.9390; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1906; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 15:00:00,519 - INFO - Epoch: 1279 / 1300 lr: 1.288e-06 2025-05-15 15:00:13,987 - INFO - Training: cls_zice: 112.25757628992984; reg_zipnll: 223.25339969835784; aux_mae_loss_1: 177.7516780652498; aux_mae_loss_2: 23.756174489071494; aux_mae_loss_4: 3.37947982863376; cnt_loss: 15.187897205352783; 2025-05-15 15:00:13,987 - INFO - Evaluation: Curr mae: 79.8993; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 126.2160; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2008; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 15:00:13,988 - INFO - Epoch: 1280 / 1300 lr: 1.263e-06 2025-05-15 15:00:27,391 - INFO - Training: cls_zice: 106.9984046534488; reg_zipnll: 236.69235028718649; aux_mae_loss_1: 173.57060663323654; aux_mae_loss_2: 23.154792986418073; aux_mae_loss_4: 3.305887956368296; cnt_loss: 14.983419594011808; 2025-05-15 15:00:27,392 - INFO - Evaluation: Curr mae: 77.8721; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 123.9990; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1928; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 15:00:27,392 - INFO - Epoch: 1281 / 1300 lr: 1.238e-06 2025-05-15 15:00:40,960 - INFO - Training: cls_zice: 110.95830666391473; reg_zipnll: 231.74029400474146; aux_mae_loss_1: 178.59750265824167; aux_mae_loss_2: 23.6159607485721; aux_mae_loss_4: 3.3353193747369865; cnt_loss: 15.245376185366982; 2025-05-15 15:00:40,960 - INFO - Evaluation: Curr mae: 80.8333; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 127.6547; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2023; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 15:00:40,960 - INFO - Epoch: 1282 / 1300 lr: 1.215e-06 2025-05-15 15:00:54,338 - INFO - Training: cls_zice: 108.98883583671169; reg_zipnll: 249.09372229325143; aux_mae_loss_1: 177.45517248856393; aux_mae_loss_2: 23.412497269479854; aux_mae_loss_4: 3.2558492233878686; cnt_loss: 14.921689046056647; 2025-05-15 15:00:54,339 - INFO - Evaluation: Curr mae: 79.2147; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.7450; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1983; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 15:00:54,339 - INFO - Epoch: 1283 / 1300 lr: 1.193e-06 2025-05-15 15:01:07,931 - INFO - Training: cls_zice: 108.13504670795642; reg_zipnll: 237.62376464040656; aux_mae_loss_1: 178.21518586811266; aux_mae_loss_2: 23.51140963403802; aux_mae_loss_4: 3.2804670333862305; cnt_loss: 14.038938434500443; 2025-05-15 15:01:07,931 - INFO - Evaluation: Curr mae: 78.2458; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 124.7820; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1921; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 15:01:07,932 - INFO - Epoch: 1284 / 1300 lr: 1.172e-06 2025-05-15 15:01:21,337 - INFO - Training: cls_zice: 112.16064262390137; reg_zipnll: 255.85394106413187; aux_mae_loss_1: 179.824236217298; aux_mae_loss_2: 23.791348607916582; aux_mae_loss_4: 3.3094614555961206; cnt_loss: 14.844495948992277; 2025-05-15 15:01:21,337 - INFO - Evaluation: Curr mae: 78.5460; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 124.6177; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1916; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 15:01:21,337 - INFO - Epoch: 1285 / 1300 lr: 1.153e-06 2025-05-15 15:01:34,620 - INFO - Training: cls_zice: 112.11857695328563; reg_zipnll: 230.64175334729646; aux_mae_loss_1: 180.2932263424522; aux_mae_loss_2: 23.78274086902016; aux_mae_loss_4: 3.342844511333265; cnt_loss: 15.151400013973838; 2025-05-15 15:01:34,620 - INFO - Evaluation: Curr mae: 78.4940; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 124.9404; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1918; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 15:01:34,620 - INFO - Epoch: 1286 / 1300 lr: 1.134e-06 2025-05-15 15:01:48,177 - INFO - Training: cls_zice: 107.51872183147229; reg_zipnll: 248.3975645366468; aux_mae_loss_1: 181.5316431145919; aux_mae_loss_2: 23.842398643493652; aux_mae_loss_4: 3.32546151311774; cnt_loss: 13.540745772813496; 2025-05-15 15:01:48,178 - INFO - Evaluation: Curr mae: 79.0756; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 124.0253; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1976; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 15:01:48,178 - INFO - Epoch: 1287 / 1300 lr: 1.117e-06 2025-05-15 15:02:01,613 - INFO - Training: cls_zice: 110.53269707529168; reg_zipnll: 230.511820943732; aux_mae_loss_1: 177.56553308587326; aux_mae_loss_2: 23.622244257675973; aux_mae_loss_4: 3.329844487340827; cnt_loss: 15.768280305360493; 2025-05-15 15:02:01,614 - INFO - Evaluation: Curr mae: 78.4265; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 124.0729; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1954; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 15:02:01,614 - INFO - Epoch: 1288 / 1300 lr: 1.101e-06 2025-05-15 15:02:15,162 - INFO - Training: cls_zice: 105.91434072193347; reg_zipnll: 226.03784420615747; aux_mae_loss_1: 172.00982204236482; aux_mae_loss_2: 22.764859199523926; aux_mae_loss_4: 3.187663956692344; cnt_loss: 15.98374022935566; 2025-05-15 15:02:15,163 - INFO - Evaluation: Curr mae: 80.6659; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 126.5670; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1998; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 15:02:15,163 - INFO - Epoch: 1289 / 1300 lr: 1.086e-06 2025-05-15 15:02:28,543 - INFO - Training: cls_zice: 112.19193395815398; reg_zipnll: 237.6093376561215; aux_mae_loss_1: 179.5847410904734; aux_mae_loss_2: 23.79210705506174; aux_mae_loss_4: 3.344121920435052; cnt_loss: 13.56396350107695; 2025-05-15 15:02:28,544 - INFO - Evaluation: Curr mae: 81.2318; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 127.5161; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2054; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 15:02:28,544 - INFO - Epoch: 1290 / 1300 lr: 1.072e-06 2025-05-15 15:02:42,006 - INFO - Training: cls_zice: 113.29593322151585; reg_zipnll: 248.1790163140548; aux_mae_loss_1: 178.1141995881733; aux_mae_loss_2: 23.570166136089124; aux_mae_loss_4: 3.3159158041602685; cnt_loss: 15.847996561150802; 2025-05-15 15:02:42,007 - INFO - Evaluation: Curr mae: 79.9809; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 124.8022; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2046; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 15:02:42,008 - INFO - Epoch: 1291 / 1300 lr: 1.060e-06 2025-05-15 15:02:55,797 - INFO - Training: cls_zice: 103.72376783270585; reg_zipnll: 248.0064677188271; aux_mae_loss_1: 175.79093531558388; aux_mae_loss_2: 23.046824907001696; aux_mae_loss_4: 3.1982712494699577; cnt_loss: 13.728200504654332; 2025-05-15 15:02:55,798 - INFO - Evaluation: Curr mae: 79.4069; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 124.0371; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1975; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 15:02:55,798 - INFO - Epoch: 1292 / 1300 lr: 1.048e-06 2025-05-15 15:03:09,308 - INFO - Training: cls_zice: 116.88173183641936; reg_zipnll: 250.07993577655992; aux_mae_loss_1: 184.22247515226664; aux_mae_loss_2: 24.274067376789294; aux_mae_loss_4: 3.401539589229383; cnt_loss: 15.310461671728836; 2025-05-15 15:03:09,308 - INFO - Evaluation: Curr mae: 79.3179; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.2880; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1952; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 15:03:09,309 - INFO - Epoch: 1293 / 1300 lr: 1.038e-06 2025-05-15 15:03:22,689 - INFO - Training: cls_zice: 119.00552247699939; reg_zipnll: 228.62807986610815; aux_mae_loss_1: 181.55654324983297; aux_mae_loss_2: 24.08139509903757; aux_mae_loss_4: 3.370730299698679; cnt_loss: 13.897317622837267; 2025-05-15 15:03:22,690 - INFO - Evaluation: Curr mae: 80.4806; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 127.6407; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1995; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 15:03:22,690 - INFO - Epoch: 1294 / 1300 lr: 1.029e-06 2025-05-15 15:03:36,280 - INFO - Training: cls_zice: 110.61628231249358; reg_zipnll: 255.7339126185367; aux_mae_loss_1: 178.72622379503753; aux_mae_loss_2: 23.502549020867598; aux_mae_loss_4: 3.2719327054525675; cnt_loss: 13.619581122147409; 2025-05-15 15:03:36,281 - INFO - Evaluation: Curr mae: 79.0684; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.2544; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1997; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 15:03:36,281 - INFO - Epoch: 1295 / 1300 lr: 1.021e-06 2025-05-15 15:03:49,936 - INFO - Training: cls_zice: 109.24536624707673; reg_zipnll: 239.99120872899107; aux_mae_loss_1: 176.59934555856805; aux_mae_loss_2: 23.543743886445696; aux_mae_loss_4: 3.345967487285012; cnt_loss: 14.587636583729795; 2025-05-15 15:03:49,937 - INFO - Evaluation: Curr mae: 79.4639; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 126.2443; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1982; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 15:03:49,937 - INFO - Epoch: 1296 / 1300 lr: 1.015e-06 2025-05-15 15:04:03,344 - INFO - Training: cls_zice: 109.98384249837775; reg_zipnll: 238.77770875629625; aux_mae_loss_1: 175.59656243575247; aux_mae_loss_2: 23.256441517880088; aux_mae_loss_4: 3.256613103966964; cnt_loss: 14.83297179874621; 2025-05-15 15:04:03,345 - INFO - Evaluation: Curr mae: 81.3514; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 128.7183; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2057; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 15:04:03,345 - INFO - Epoch: 1297 / 1300 lr: 1.010e-06 2025-05-15 15:04:16,815 - INFO - Training: cls_zice: 115.61535047229968; reg_zipnll: 243.90458418193617; aux_mae_loss_1: 180.33620934737357; aux_mae_loss_2: 24.155497927414743; aux_mae_loss_4: 3.3483082181528996; cnt_loss: 12.76289963722229; 2025-05-15 15:04:16,816 - INFO - Evaluation: Curr mae: 80.0832; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 126.4289; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1971; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 15:04:16,816 - INFO - Epoch: 1298 / 1300 lr: 1.005e-06 2025-05-15 15:04:30,523 - INFO - Training: cls_zice: 102.49882753271805; reg_zipnll: 245.3430757020649; aux_mae_loss_1: 174.43391257838198; aux_mae_loss_2: 23.045235282496403; aux_mae_loss_4: 3.194410242532429; cnt_loss: 13.292260308014718; 2025-05-15 15:04:30,524 - INFO - Evaluation: Curr mae: 81.3665; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 127.6142; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2045; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 15:04:30,524 - INFO - Epoch: 1299 / 1300 lr: 1.002e-06 2025-05-15 15:04:44,261 - INFO - Training: cls_zice: 116.88682646500438; reg_zipnll: 234.24342888279966; aux_mae_loss_1: 183.26995448062294; aux_mae_loss_2: 23.90044699217144; aux_mae_loss_4: 3.30339955656152; cnt_loss: 13.649368248487773; 2025-05-15 15:04:44,261 - INFO - Evaluation: Curr mae: 79.3559; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 125.6251; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.1977; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841; 2025-05-15 15:04:44,262 - INFO - Epoch: 1300 / 1300 lr: 1.001e-06 2025-05-15 15:04:57,728 - INFO - Training: cls_zice: 109.45168796338533; reg_zipnll: 235.88431458724173; aux_mae_loss_1: 175.69207924290708; aux_mae_loss_2: 23.125681525782536; aux_mae_loss_4: 3.2017710522601477; cnt_loss: 12.860793716029116; 2025-05-15 15:04:57,729 - INFO - Evaluation: Curr mae: 81.1091; Best mae: 71.6007; 72.0444; 72.8978; 73.2832; 73.3198; Curr rmse: 127.4657; Best rmse: 109.6013; 112.5793; 112.5961; 114.3253; 114.3436; Curr nae: 0.2022; Best nae: 0.1748; 0.1753; 0.1813; 0.1831; 0.1841;