2025-08-14 01:25:22,331 - INFO - model_name : mobilenetv4_conv_small block_size : 16 clip_weight_name: None norm : none act : none num_vpt : None vpt_drop : None adapter : False adapter_reduction: None lora : False lora_rank : None lora_alpha : None lora_dropout : None dataset : nwpu in_memory_dataset: False input_size : 896 batch_size : 8 num_crops : 1 aug_min_scale : 0.75 aug_max_scale : 2.0 aug_brightness : 0.2 aug_contrast : 0.2 aug_saturation : 0.15 aug_hue : 0.0 aug_kernel_size: 5 aug_saltiness : 0.001 aug_spiciness : 0.001 aug_blur_prob : 0.2 sliding_window : False stride : 896 max_input_size : 4096 max_num_windows: 64 resize_to_multiple: False reg_loss : zipnll aux_loss : msmae weight_cls : 1.0 weight_reg : 1.0 weight_aux : 1.0 numItermax : None regularization : None scales : [1, 2, 4] min_scale_weight: 0.0 max_scale_weight: 1.0 alpha : 0.5 optimizer : adam lr : 0.0001 vpt_lr : None adapter_lr : None lora_lr : None backbone_lr : 0.0001 weight_decay : 0.0001 vpt_weight_decay: None adapter_weight_decay: None lora_weight_decay: None backbone_weight_decay: 0.0001 scheduler : cos_restarts warmup_epochs : 25 warmup_lr : 1e-05 eta_min : 1e-06 gamma : None step_size : None T_0 : 5 T_mult : 2 T_max : None ckpt_dir_name : None total_epochs : 1300 eval_start : 100 eval_freq : 1.0 save_freq : 50 save_best_k : 5 amp : True num_workers : 8 local_rank : 0 seed : 42 nprocs : 1 hash : 04986c256f34dde6fe10fd6a43f6e31ddadec17f7c3e8649086eebd0d523461e ckpt_dir : /dcs/large/u2005387/EBC-ZIP/checkpoints/nwpu/mobilenetv4_conv_small_16_1.0+1.0xzipnll+1.0msmae_adam_cos_restarts_04986c25 bins : [(0.0, 0.0), (1.0, 1.0), (2.0, 2.0), (3.0, 3.0), (4.0, 4.0), (5.0, 5.0), (6.0, 6.0), (7.0, 7.0), (8.0, 8.0), (9.0, 9.0), (10.0, inf)] bin_centers : [0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 12.161079133299465] bin_counts : [14200293041, 230337258, 25716807, 6591144, 2496616, 1151263, 597759, 328222, 186538, 107834, 190931] 2025-08-14 01:25:22,332 - INFO - Total parameters: 3,369,356 Trainable parameters: 3,369,356 Non-trainable parameters: 0 2025-08-14 01:25:22,345 - INFO - Epoch: 0001 / 1300 lr: 1.000e-05 2025-08-14 01:26:44,088 - INFO - Training: cls_zice: 712.5798396917113; reg_zipnll: 4275.480462160086; aux_mae_loss_1: 4025.6899542722726; aux_mae_loss_2: 998.382536233544; aux_mae_loss_4: 248.02276779017902; cnt_loss: 3891.3936370614256; 2025-08-14 01:26:44,088 - INFO - Epoch: 0002 / 1300 lr: 1.096e-05 2025-08-14 01:28:04,848 - INFO - Training: cls_zice: 337.87535455845926; reg_zipnll: 1158.6159649924937; aux_mae_loss_1: 659.279237644225; aux_mae_loss_2: 155.78835190721526; aux_mae_loss_4: 37.0673922168565; cnt_loss: 508.8662901733712; 2025-08-14 01:28:04,849 - INFO - Epoch: 0003 / 1300 lr: 1.202e-05 2025-08-14 01:29:25,139 - INFO - Training: cls_zice: 198.38002345494561; reg_zipnll: 797.7165723472144; aux_mae_loss_1: 372.47905125164436; aux_mae_loss_2: 83.63609912156446; aux_mae_loss_4: 19.05006884793083; cnt_loss: 231.14716346956465; 2025-08-14 01:29:25,140 - INFO - Epoch: 0004 / 1300 lr: 1.318e-05 2025-08-14 01:30:45,716 - INFO - Training: cls_zice: 134.00597717890702; reg_zipnll: 631.6983042032982; aux_mae_loss_1: 291.15821038175056; aux_mae_loss_2: 61.850422415451405; aux_mae_loss_4: 13.455958269555648; cnt_loss: 140.15599050742495; 2025-08-14 01:30:45,717 - INFO - Epoch: 0005 / 1300 lr: 1.445e-05 2025-08-14 01:32:05,664 - INFO - Training: cls_zice: 103.40659644058248; reg_zipnll: 514.6731316338468; aux_mae_loss_1: 258.29878884048264; aux_mae_loss_2: 53.12645864609274; aux_mae_loss_4: 11.331676901152937; cnt_loss: 110.80620805892356; 2025-08-14 01:32:05,665 - INFO - Epoch: 0006 / 1300 lr: 1.585e-05 2025-08-14 01:33:26,092 - INFO - Training: cls_zice: 94.08838248436739; reg_zipnll: 463.0026980794794; aux_mae_loss_1: 240.50155649454857; aux_mae_loss_2: 48.067775775350455; aux_mae_loss_4: 9.99962611553908; cnt_loss: 96.04021280774114; 2025-08-14 01:33:26,092 - INFO - Epoch: 0007 / 1300 lr: 1.738e-05 2025-08-14 01:34:45,874 - INFO - Training: cls_zice: 91.59273397187035; reg_zipnll: 431.2730671311405; aux_mae_loss_1: 234.13232802364084; aux_mae_loss_2: 45.92270302466071; aux_mae_loss_4: 9.415391124612569; cnt_loss: 93.66490346423151; 2025-08-14 01:34:45,874 - INFO - Epoch: 0008 / 1300 lr: 1.905e-05 2025-08-14 01:36:05,084 - INFO - Training: cls_zice: 82.44040761815245; reg_zipnll: 409.89184048610974; aux_mae_loss_1: 222.54473955404484; aux_mae_loss_2: 42.70536323194332; aux_mae_loss_4: 8.597945122608488; cnt_loss: 84.10278482118426; 2025-08-14 01:36:05,085 - INFO - Epoch: 0009 / 1300 lr: 2.089e-05 2025-08-14 01:37:24,290 - INFO - Training: cls_zice: 80.15274291112061; reg_zipnll: 392.751320728606; aux_mae_loss_1: 216.37394429969297; aux_mae_loss_2: 40.84216182090936; aux_mae_loss_4: 8.108103261815245; cnt_loss: 78.90626244434661; 2025-08-14 01:37:24,291 - INFO - Epoch: 0010 / 1300 lr: 2.291e-05 2025-08-14 01:38:43,516 - INFO - Training: cls_zice: 79.27288641613983; reg_zipnll: 371.44368907663693; aux_mae_loss_1: 211.57239104910803; aux_mae_loss_2: 39.06080444061358; aux_mae_loss_4: 7.649383337761258; cnt_loss: 74.07256719447041; 2025-08-14 01:38:43,516 - INFO - Epoch: 0011 / 1300 lr: 2.512e-05 2025-08-14 01:40:03,584 - INFO - Training: cls_zice: 77.00655477672126; reg_zipnll: 361.4369052406448; aux_mae_loss_1: 205.90246483967053; aux_mae_loss_2: 37.27660419395466; aux_mae_loss_4: 7.193246742140665; cnt_loss: 69.7484500585914; 2025-08-14 01:40:03,584 - INFO - Epoch: 0012 / 1300 lr: 2.754e-05 2025-08-14 01:41:23,535 - INFO - Training: cls_zice: 76.80242389808278; reg_zipnll: 358.29142106161635; aux_mae_loss_1: 203.56056806667297; aux_mae_loss_2: 36.679031864842905; aux_mae_loss_4: 7.121072820648743; cnt_loss: 69.7381014051658; 2025-08-14 01:41:23,535 - INFO - Epoch: 0013 / 1300 lr: 3.020e-05 2025-08-14 01:42:43,349 - INFO - Training: cls_zice: 73.18556658743586; reg_zipnll: 348.145249746759; aux_mae_loss_1: 197.94045303658532; aux_mae_loss_2: 35.08081707059571; aux_mae_loss_4: 6.736531730789145; cnt_loss: 64.30504513767507; 2025-08-14 01:42:43,349 - INFO - Epoch: 0014 / 1300 lr: 3.311e-05 2025-08-14 01:44:02,754 - INFO - Training: cls_zice: 76.81485703350033; reg_zipnll: 341.8773526777645; aux_mae_loss_1: 202.39004032164428; aux_mae_loss_2: 35.62326509970932; aux_mae_loss_4: 6.862017662175823; cnt_loss: 65.2346324283237; 2025-08-14 01:44:02,754 - INFO - Epoch: 0015 / 1300 lr: 3.631e-05 2025-08-14 01:45:22,040 - INFO - Training: cls_zice: 77.43292104171297; reg_zipnll: 341.3042051810532; aux_mae_loss_1: 202.8356907704802; aux_mae_loss_2: 36.00082480815505; aux_mae_loss_4: 7.008186937297831; cnt_loss: 69.11452852116759; 2025-08-14 01:45:22,040 - INFO - Epoch: 0016 / 1300 lr: 3.981e-05 2025-08-14 01:46:41,572 - INFO - Training: cls_zice: 71.70333058883108; reg_zipnll: 329.4975364998864; aux_mae_loss_1: 194.83318448495743; aux_mae_loss_2: 33.60246552906183; aux_mae_loss_4: 6.412386001841881; cnt_loss: 61.220871989095734; 2025-08-14 01:46:41,572 - INFO - Epoch: 0017 / 1300 lr: 4.365e-05 2025-08-14 01:48:01,247 - INFO - Training: cls_zice: 70.34110155693976; reg_zipnll: 331.0493076785365; aux_mae_loss_1: 191.6916888710159; aux_mae_loss_2: 32.99337390272047; aux_mae_loss_4: 6.327504093052489; cnt_loss: 60.958917568765756; 2025-08-14 01:48:01,248 - INFO - Epoch: 0018 / 1300 lr: 4.786e-05 2025-08-14 01:49:20,707 - INFO - Training: cls_zice: 78.48171564362043; reg_zipnll: 327.3168823026446; aux_mae_loss_1: 204.07265271380504; aux_mae_loss_2: 35.85251857934084; aux_mae_loss_4: 7.044721643232135; cnt_loss: 71.54635461253189; 2025-08-14 01:49:20,707 - INFO - Epoch: 0019 / 1300 lr: 5.248e-05 2025-08-14 01:50:41,000 - INFO - Training: cls_zice: 76.4752535709685; reg_zipnll: 326.77874287112513; aux_mae_loss_1: 197.50360948812687; aux_mae_loss_2: 33.744056843853244; aux_mae_loss_4: 6.491852447428863; cnt_loss: 62.778327559444165; 2025-08-14 01:50:41,001 - INFO - Epoch: 0020 / 1300 lr: 5.754e-05 2025-08-14 01:52:00,684 - INFO - Training: cls_zice: 73.80894617265172; reg_zipnll: 315.82105380649125; aux_mae_loss_1: 194.8454111584661; aux_mae_loss_2: 33.31545678018604; aux_mae_loss_4: 6.434584408921877; cnt_loss: 64.71927324787816; 2025-08-14 01:52:00,684 - INFO - Epoch: 0021 / 1300 lr: 6.310e-05 2025-08-14 01:53:20,451 - INFO - Training: cls_zice: 71.34609045819943; reg_zipnll: 310.4376943828514; aux_mae_loss_1: 189.82688734157531; aux_mae_loss_2: 31.691632278167802; aux_mae_loss_4: 6.023011324644702; cnt_loss: 58.33550399741048; 2025-08-14 01:53:20,452 - INFO - Epoch: 0022 / 1300 lr: 6.918e-05 2025-08-14 01:54:40,321 - INFO - Training: cls_zice: 74.92878835152231; reg_zipnll: 311.48553082875543; aux_mae_loss_1: 194.38924010798985; aux_mae_loss_2: 33.39117411047144; aux_mae_loss_4: 6.5441428278896066; cnt_loss: 66.85185215834787; 2025-08-14 01:54:40,321 - INFO - Epoch: 0023 / 1300 lr: 7.586e-05 2025-08-14 01:55:59,417 - INFO - Training: cls_zice: 71.6947119039864; reg_zipnll: 307.6090427290811; aux_mae_loss_1: 184.62027791471897; aux_mae_loss_2: 30.825641340339093; aux_mae_loss_4: 5.876510766600582; cnt_loss: 57.53989669902772; 2025-08-14 01:55:59,417 - INFO - Epoch: 0024 / 1300 lr: 8.318e-05 2025-08-14 01:57:19,383 - INFO - Training: cls_zice: 73.92980491716635; reg_zipnll: 317.8771050460541; aux_mae_loss_1: 190.6377148272752; aux_mae_loss_2: 32.06521133408142; aux_mae_loss_4: 6.167247124686646; cnt_loss: 61.0651850001671; 2025-08-14 01:57:19,384 - INFO - Epoch: 0025 / 1300 lr: 9.120e-05 2025-08-14 01:58:39,052 - INFO - Training: cls_zice: 72.87601540787361; reg_zipnll: 308.4362364820466; aux_mae_loss_1: 185.75022786196828; aux_mae_loss_2: 31.273634197166462; aux_mae_loss_4: 6.011646408961181; cnt_loss: 58.99676429704406; 2025-08-14 01:58:39,052 - INFO - Epoch: 0026 / 1300 lr: 1.000e-04 2025-08-14 01:59:58,182 - INFO - Training: cls_zice: 72.37920795476835; reg_zipnll: 308.4344213627911; aux_mae_loss_1: 191.59342921239858; aux_mae_loss_2: 33.139754604251344; aux_mae_loss_4: 6.494978916369244; cnt_loss: 66.40174640665325; 2025-08-14 01:59:58,182 - INFO - Epoch: 0027 / 1300 lr: 9.055e-05 2025-08-14 02:01:17,794 - INFO - Training: cls_zice: 76.69796859620469; reg_zipnll: 299.93149671579084; aux_mae_loss_1: 182.8269181239268; aux_mae_loss_2: 30.92064278046086; aux_mae_loss_4: 5.958855776676482; cnt_loss: 59.80004223575935; 2025-08-14 02:01:17,795 - INFO - Epoch: 0028 / 1300 lr: 6.580e-05 2025-08-14 02:02:37,094 - INFO - Training: cls_zice: 68.3421699764796; reg_zipnll: 286.96926372890914; aux_mae_loss_1: 171.618103243085; aux_mae_loss_2: 28.265864852767983; aux_mae_loss_4: 5.291596613690295; cnt_loss: 47.38336580149006; 2025-08-14 02:02:37,095 - INFO - Epoch: 0029 / 1300 lr: 3.520e-05 2025-08-14 02:03:56,811 - INFO - Training: cls_zice: 69.22223329666647; reg_zipnll: 284.53622636574397; aux_mae_loss_1: 171.7191285474135; aux_mae_loss_2: 27.425971906411924; aux_mae_loss_4: 4.965992075005657; cnt_loss: 42.879487292625605; 2025-08-14 02:03:56,812 - INFO - Epoch: 0030 / 1300 lr: 1.045e-05 2025-08-14 02:05:16,566 - INFO - Training: cls_zice: 68.74983871879492; reg_zipnll: 277.27050151677855; aux_mae_loss_1: 171.9629802458697; aux_mae_loss_2: 27.532331678738633; aux_mae_loss_4: 4.969619384768077; cnt_loss: 42.46979682427139; 2025-08-14 02:05:16,566 - INFO - Epoch: 0031 / 1300 lr: 1.000e-04 2025-08-14 02:06:36,447 - INFO - Training: cls_zice: 74.32920476020455; reg_zipnll: 299.6483708800877; aux_mae_loss_1: 182.23522218640483; aux_mae_loss_2: 31.516163116249142; aux_mae_loss_4: 6.163967159536013; cnt_loss: 63.258199978610236; 2025-08-14 02:06:36,447 - INFO - Epoch: 0032 / 1300 lr: 9.758e-05 2025-08-14 02:07:55,874 - INFO - Training: cls_zice: 71.45187229887226; reg_zipnll: 285.5812455988788; aux_mae_loss_1: 177.79986777219796; aux_mae_loss_2: 30.037727706536536; aux_mae_loss_4: 5.722482748080648; cnt_loss: 54.29630566011051; 2025-08-14 02:07:55,875 - INFO - Epoch: 0033 / 1300 lr: 9.055e-05 2025-08-14 02:09:14,782 - INFO - Training: cls_zice: 70.74512426497697; reg_zipnll: 283.2157216795306; aux_mae_loss_1: 173.49505512266967; aux_mae_loss_2: 29.033113662258824; aux_mae_loss_4: 5.515841617682293; cnt_loss: 52.60981638940257; 2025-08-14 02:09:14,783 - INFO - Epoch: 0034 / 1300 lr: 7.960e-05 2025-08-14 02:10:34,203 - INFO - Training: cls_zice: 69.93940848541138; reg_zipnll: 278.33629078607635; aux_mae_loss_1: 173.38922873254302; aux_mae_loss_2: 28.7788413876433; aux_mae_loss_4: 5.394224081370395; cnt_loss: 50.839246086718795; 2025-08-14 02:10:34,204 - INFO - Epoch: 0035 / 1300 lr: 6.580e-05 2025-08-14 02:11:53,562 - INFO - Training: cls_zice: 69.22184614756726; reg_zipnll: 281.22902947158616; aux_mae_loss_1: 169.05228632949004; aux_mae_loss_2: 27.942795937349374; aux_mae_loss_4: 5.217767843244008; cnt_loss: 48.59317133910858; 2025-08-14 02:11:53,562 - INFO - Epoch: 0036 / 1300 lr: 5.050e-05 2025-08-14 02:13:14,023 - INFO - Training: cls_zice: 70.85602181184568; reg_zipnll: 274.18472354761434; aux_mae_loss_1: 167.98814899081742; aux_mae_loss_2: 27.069540463866794; aux_mae_loss_4: 4.925366324446808; cnt_loss: 41.31753881670209; 2025-08-14 02:13:14,024 - INFO - Epoch: 0037 / 1300 lr: 3.520e-05 2025-08-14 02:14:33,116 - INFO - Training: cls_zice: 65.73292021300155; reg_zipnll: 267.3895082449239; aux_mae_loss_1: 163.3863876264322; aux_mae_loss_2: 26.157267125529312; aux_mae_loss_4: 4.731422720654152; cnt_loss: 39.91783436405015; 2025-08-14 02:14:33,116 - INFO - Epoch: 0038 / 1300 lr: 2.140e-05 2025-08-14 02:15:52,001 - INFO - Training: cls_zice: 66.5811221285467; reg_zipnll: 260.13115780396447; aux_mae_loss_1: 161.20798812611244; aux_mae_loss_2: 25.565913911343845; aux_mae_loss_4: 4.560600711324834; cnt_loss: 36.06894832466439; 2025-08-14 02:15:52,001 - INFO - Epoch: 0039 / 1300 lr: 1.045e-05 2025-08-14 02:17:11,968 - INFO - Training: cls_zice: 65.69769121840558; reg_zipnll: 265.7004319904396; aux_mae_loss_1: 158.01094520980718; aux_mae_loss_2: 24.814497023437813; aux_mae_loss_4: 4.351132022078056; cnt_loss: 31.854842113651777; 2025-08-14 02:17:11,969 - INFO - Epoch: 0040 / 1300 lr: 3.423e-06 2025-08-14 02:18:32,258 - INFO - Training: cls_zice: 67.29915692751082; reg_zipnll: 263.71379779727414; aux_mae_loss_1: 160.77813844264014; aux_mae_loss_2: 25.25441437576608; aux_mae_loss_4: 4.43766950488397; cnt_loss: 33.29150295380148; 2025-08-14 02:18:32,258 - INFO - Epoch: 0041 / 1300 lr: 1.000e-04 2025-08-14 02:19:51,745 - INFO - Training: cls_zice: 69.20375925896253; reg_zipnll: 275.34563003775395; aux_mae_loss_1: 167.36871018201342; aux_mae_loss_2: 28.35348895644161; aux_mae_loss_4: 5.383270739283231; cnt_loss: 53.02139689438141; 2025-08-14 02:19:51,745 - INFO - Epoch: 0042 / 1300 lr: 9.939e-05 2025-08-14 02:21:11,090 - INFO - Training: cls_zice: 69.31308482897619; reg_zipnll: 280.9497211623008; aux_mae_loss_1: 168.27495531802924; aux_mae_loss_2: 28.562358169751793; aux_mae_loss_4: 5.420144256711925; cnt_loss: 52.32375028629842; 2025-08-14 02:21:11,091 - INFO - Epoch: 0043 / 1300 lr: 9.758e-05 2025-08-14 02:22:30,268 - INFO - Training: cls_zice: 64.33028832790478; reg_zipnll: 278.48857936515907; aux_mae_loss_1: 164.0650691054474; aux_mae_loss_2: 27.350677210751414; aux_mae_loss_4: 5.103162196270911; cnt_loss: 47.46605427528715; 2025-08-14 02:22:30,268 - INFO - Epoch: 0044 / 1300 lr: 9.460e-05 2025-08-14 02:23:50,642 - INFO - Training: cls_zice: 72.59409777816279; reg_zipnll: 273.83937027644373; aux_mae_loss_1: 168.12169298108256; aux_mae_loss_2: 28.203882471148336; aux_mae_loss_4: 5.303316025623626; cnt_loss: 48.98526291614326; 2025-08-14 02:23:50,642 - INFO - Epoch: 0045 / 1300 lr: 9.055e-05 2025-08-14 02:25:10,185 - INFO - Training: cls_zice: 71.72366917861152; reg_zipnll: 280.6518828678867; aux_mae_loss_1: 172.3058567390344; aux_mae_loss_2: 29.780011436933112; aux_mae_loss_4: 5.705037579438374; cnt_loss: 54.299174093035624; 2025-08-14 02:25:10,185 - INFO - Epoch: 0046 / 1300 lr: 8.550e-05 2025-08-14 02:26:30,040 - INFO - Training: cls_zice: 64.3487412257642; reg_zipnll: 277.31354740407596; aux_mae_loss_1: 158.55260915682678; aux_mae_loss_2: 25.965602191983887; aux_mae_loss_4: 4.725930197073438; cnt_loss: 40.14867359139313; 2025-08-14 02:26:30,041 - INFO - Epoch: 0047 / 1300 lr: 7.960e-05 2025-08-14 02:27:50,055 - INFO - Training: cls_zice: 68.69870030680781; reg_zipnll: 267.3763070388441; aux_mae_loss_1: 166.0703415564216; aux_mae_loss_2: 27.98785181952626; aux_mae_loss_4: 5.240580110439605; cnt_loss: 48.68652430414234; 2025-08-14 02:27:50,055 - INFO - Epoch: 0048 / 1300 lr: 7.297e-05 2025-08-14 02:29:10,305 - INFO - Training: cls_zice: 64.14956224401384; reg_zipnll: 266.8514163549271; aux_mae_loss_1: 160.22626886637474; aux_mae_loss_2: 26.62768558119747; aux_mae_loss_4: 4.920916965504232; cnt_loss: 42.74254565741531; 2025-08-14 02:29:10,305 - INFO - Epoch: 0049 / 1300 lr: 6.580e-05 2025-08-14 02:30:30,327 - INFO - Training: cls_zice: 68.51735292539804; reg_zipnll: 270.53653770976325; aux_mae_loss_1: 160.59274470469026; aux_mae_loss_2: 26.483912876148764; aux_mae_loss_4: 4.855257366800676; cnt_loss: 42.12374096235457; 2025-08-14 02:30:30,328 - INFO - Epoch: 0050 / 1300 lr: 5.824e-05 2025-08-14 02:31:49,078 - INFO - Training: cls_zice: 66.97141118512361; reg_zipnll: 255.77392986072059; aux_mae_loss_1: 155.94104173557312; aux_mae_loss_2: 25.19054060178428; aux_mae_loss_4: 4.531029661700781; cnt_loss: 36.70390607887798; 2025-08-14 02:31:49,648 - INFO - Epoch: 0051 / 1300 lr: 5.050e-05 2025-08-14 02:33:10,318 - INFO - Training: cls_zice: 66.60391355510849; reg_zipnll: 259.7800868605587; aux_mae_loss_1: 155.126834781127; aux_mae_loss_2: 25.25608158969634; aux_mae_loss_4: 4.529549595629342; cnt_loss: 37.33526659624742; 2025-08-14 02:33:10,318 - INFO - Epoch: 0052 / 1300 lr: 4.276e-05 2025-08-14 02:34:29,929 - INFO - Training: cls_zice: 65.65945293530247; reg_zipnll: 255.82666507907268; aux_mae_loss_1: 153.026968718188; aux_mae_loss_2: 24.515560587757964; aux_mae_loss_4: 4.338611742218234; cnt_loss: 33.50344846119918; 2025-08-14 02:34:29,929 - INFO - Epoch: 0053 / 1300 lr: 3.520e-05 2025-08-14 02:35:50,878 - INFO - Training: cls_zice: 66.39264356216611; reg_zipnll: 259.71819527045005; aux_mae_loss_1: 156.18230769689407; aux_mae_loss_2: 25.152200511304763; aux_mae_loss_4: 4.493239559367261; cnt_loss: 34.613447436943154; 2025-08-14 02:35:50,879 - INFO - Epoch: 0054 / 1300 lr: 2.803e-05 2025-08-14 02:37:11,551 - INFO - Training: cls_zice: 64.80840185215663; reg_zipnll: 243.6340527080938; aux_mae_loss_1: 153.07631929490745; aux_mae_loss_2: 24.51708310551386; aux_mae_loss_4: 4.305929775103198; cnt_loss: 31.6465956962507; 2025-08-14 02:37:11,551 - INFO - Epoch: 0055 / 1300 lr: 2.140e-05 2025-08-14 02:38:32,008 - INFO - Training: cls_zice: 67.65118071524986; reg_zipnll: 258.35992138428674; aux_mae_loss_1: 152.5646310232599; aux_mae_loss_2: 24.2592044403743; aux_mae_loss_4: 4.2463173595063175; cnt_loss: 31.20479210789835; 2025-08-14 02:38:32,008 - INFO - Epoch: 0056 / 1300 lr: 1.550e-05 2025-08-14 02:39:52,068 - INFO - Training: cls_zice: 63.853623103398284; reg_zipnll: 255.35464061746868; aux_mae_loss_1: 151.10441000970286; aux_mae_loss_2: 23.881361279818577; aux_mae_loss_4: 4.126840372624924; cnt_loss: 27.97519264613448; 2025-08-14 02:39:52,069 - INFO - Epoch: 0057 / 1300 lr: 1.045e-05 2025-08-14 02:41:11,726 - INFO - Training: cls_zice: 66.50157472617676; reg_zipnll: 252.09063814844754; aux_mae_loss_1: 153.26046591123762; aux_mae_loss_2: 24.334731581278508; aux_mae_loss_4: 4.215287665168546; cnt_loss: 30.071972489663445; 2025-08-14 02:41:11,726 - INFO - Epoch: 0058 / 1300 lr: 6.395e-06 2025-08-14 02:42:31,770 - INFO - Training: cls_zice: 64.38734998915986; reg_zipnll: 251.24976699456457; aux_mae_loss_1: 153.19301231109696; aux_mae_loss_2: 24.166930876538196; aux_mae_loss_4: 4.155696092044173; cnt_loss: 28.515103743437937; 2025-08-14 02:42:31,770 - INFO - Epoch: 0059 / 1300 lr: 3.423e-06 2025-08-14 02:43:51,420 - INFO - Training: cls_zice: 64.24200341545983; reg_zipnll: 255.9674156306642; aux_mae_loss_1: 151.40749401298464; aux_mae_loss_2: 23.855877048865075; aux_mae_loss_4: 4.094516397441874; cnt_loss: 26.59762432581355; 2025-08-14 02:43:51,420 - INFO - Epoch: 0060 / 1300 lr: 1.609e-06 2025-08-14 02:45:10,774 - INFO - Training: cls_zice: 63.508753010845126; reg_zipnll: 249.40148877729794; aux_mae_loss_1: 149.91781103335188; aux_mae_loss_2: 23.624303663297912; aux_mae_loss_4: 4.0645765259210735; cnt_loss: 27.850467094112485; 2025-08-14 02:45:10,775 - INFO - Epoch: 0061 / 1300 lr: 1.000e-04 2025-08-14 02:46:30,067 - INFO - Training: cls_zice: 64.80076457031436; reg_zipnll: 271.58132367759254; aux_mae_loss_1: 156.79505809107292; aux_mae_loss_2: 26.066868247593582; aux_mae_loss_4: 4.797954161246822; cnt_loss: 41.78715085738116; 2025-08-14 02:46:30,067 - INFO - Epoch: 0062 / 1300 lr: 9.985e-05 2025-08-14 02:47:49,454 - INFO - Training: cls_zice: 69.54435982710292; reg_zipnll: 256.1247344127351; aux_mae_loss_1: 162.49855512212054; aux_mae_loss_2: 27.965992373488557; aux_mae_loss_4: 5.334388716361823; cnt_loss: 52.067180621286894; 2025-08-14 02:47:49,454 - INFO - Epoch: 0063 / 1300 lr: 9.939e-05 2025-08-14 02:49:08,242 - INFO - Training: cls_zice: 65.50090297972329; reg_zipnll: 259.82746730304314; aux_mae_loss_1: 154.29449961056747; aux_mae_loss_2: 25.80711172785428; aux_mae_loss_4: 4.751410908135166; cnt_loss: 41.81803117374528; 2025-08-14 02:49:08,242 - INFO - Epoch: 0064 / 1300 lr: 9.863e-05 2025-08-14 02:50:27,628 - INFO - Training: cls_zice: 65.49276631289092; reg_zipnll: 269.75589818880917; aux_mae_loss_1: 156.9018404943471; aux_mae_loss_2: 26.55885932378107; aux_mae_loss_4: 4.937660765372082; cnt_loss: 44.84260759378154; 2025-08-14 02:50:27,628 - INFO - Epoch: 0065 / 1300 lr: 9.758e-05 2025-08-14 02:51:47,419 - INFO - Training: cls_zice: 64.11335062386904; reg_zipnll: 258.82356029794886; aux_mae_loss_1: 155.4383383704335; aux_mae_loss_2: 26.116952758828287; aux_mae_loss_4: 4.840472576244325; cnt_loss: 43.55485476442352; 2025-08-14 02:51:47,419 - INFO - Epoch: 0066 / 1300 lr: 9.623e-05 2025-08-14 02:53:06,766 - INFO - Training: cls_zice: 68.0376993072983; reg_zipnll: 252.09734420972495; aux_mae_loss_1: 155.17448860698005; aux_mae_loss_2: 25.659378111822132; aux_mae_loss_4: 4.661170878263243; cnt_loss: 39.975965880489596; 2025-08-14 02:53:06,766 - INFO - Epoch: 0067 / 1300 lr: 9.460e-05 2025-08-14 02:54:26,591 - INFO - Training: cls_zice: 67.3937323001096; reg_zipnll: 257.8929988400182; aux_mae_loss_1: 157.41191379086217; aux_mae_loss_2: 26.303818827729604; aux_mae_loss_4: 4.840552582225946; cnt_loss: 41.493968545624405; 2025-08-14 02:54:26,592 - INFO - Epoch: 0068 / 1300 lr: 9.271e-05 2025-08-14 02:55:45,747 - INFO - Training: cls_zice: 64.55851988911935; reg_zipnll: 251.17751299507515; aux_mae_loss_1: 154.33470870657874; aux_mae_loss_2: 25.824417567804723; aux_mae_loss_4: 4.750474689552288; cnt_loss: 42.1512414826832; 2025-08-14 02:55:45,748 - INFO - Epoch: 0069 / 1300 lr: 9.055e-05 2025-08-14 02:57:05,421 - INFO - Training: cls_zice: 68.41587486970394; reg_zipnll: 256.035845258855; aux_mae_loss_1: 154.47892309644843; aux_mae_loss_2: 25.68673984924748; aux_mae_loss_4: 4.678745207872367; cnt_loss: 41.141052455705974; 2025-08-14 02:57:05,422 - INFO - Epoch: 0070 / 1300 lr: 8.814e-05 2025-08-14 02:58:24,672 - INFO - Training: cls_zice: 64.54266341340879; reg_zipnll: 253.6321582156772; aux_mae_loss_1: 149.9316418704153; aux_mae_loss_2: 24.726234633389353; aux_mae_loss_4: 4.470543935550209; cnt_loss: 36.83336025828874; 2025-08-14 02:58:24,673 - INFO - Epoch: 0071 / 1300 lr: 8.550e-05 2025-08-14 02:59:44,909 - INFO - Training: cls_zice: 68.5206473377799; reg_zipnll: 250.66700689712957; aux_mae_loss_1: 153.73489002825974; aux_mae_loss_2: 25.442402427791016; aux_mae_loss_4: 4.621309725055351; cnt_loss: 38.6287531264337; 2025-08-14 02:59:44,910 - INFO - Epoch: 0072 / 1300 lr: 8.265e-05 2025-08-14 03:01:05,063 - INFO - Training: cls_zice: 67.31050728606228; reg_zipnll: 250.48023265063915; aux_mae_loss_1: 154.2056261175396; aux_mae_loss_2: 25.882955677405114; aux_mae_loss_4: 4.772971653693133; cnt_loss: 41.950896904217245; 2025-08-14 03:01:05,063 - INFO - Epoch: 0073 / 1300 lr: 7.960e-05 2025-08-14 03:02:24,673 - INFO - Training: cls_zice: 66.70165724029577; reg_zipnll: 253.80799236150511; aux_mae_loss_1: 149.98540283046222; aux_mae_loss_2: 24.65310400371993; aux_mae_loss_4: 4.433212620893297; cnt_loss: 35.99691278830286; 2025-08-14 03:02:24,673 - INFO - Epoch: 0074 / 1300 lr: 7.636e-05 2025-08-14 03:03:43,735 - INFO - Training: cls_zice: 64.1585805111955; reg_zipnll: 247.80613414303502; aux_mae_loss_1: 147.17755504500283; aux_mae_loss_2: 23.91826974211744; aux_mae_loss_4: 4.229542072450593; cnt_loss: 32.90214385839232; 2025-08-14 03:03:43,735 - INFO - Epoch: 0075 / 1300 lr: 7.297e-05 2025-08-14 03:05:03,226 - INFO - Training: cls_zice: 62.23979160886804; reg_zipnll: 247.49483082043176; aux_mae_loss_1: 145.36170501512856; aux_mae_loss_2: 23.675236918932367; aux_mae_loss_4: 4.187299651168; cnt_loss: 32.214708872503365; 2025-08-14 03:05:03,227 - INFO - Epoch: 0076 / 1300 lr: 6.944e-05 2025-08-14 03:06:22,284 - INFO - Training: cls_zice: 62.278213720510124; reg_zipnll: 246.62495756762192; aux_mae_loss_1: 146.24505021945984; aux_mae_loss_2: 23.893106834441042; aux_mae_loss_4: 4.2351663127962915; cnt_loss: 33.701293033621916; 2025-08-14 03:06:22,284 - INFO - Epoch: 0077 / 1300 lr: 6.580e-05 2025-08-14 03:07:41,654 - INFO - Training: cls_zice: 66.1978170891654; reg_zipnll: 242.99120152824028; aux_mae_loss_1: 147.9542688207945; aux_mae_loss_2: 24.34005582853577; aux_mae_loss_4: 4.379027691475836; cnt_loss: 35.45917097645737; 2025-08-14 03:07:41,654 - INFO - Epoch: 0078 / 1300 lr: 6.206e-05 2025-08-14 03:09:01,263 - INFO - Training: cls_zice: 60.98763371295365; reg_zipnll: 243.74380122481398; aux_mae_loss_1: 141.41407476783104; aux_mae_loss_2: 22.819955841741095; aux_mae_loss_4: 3.9722187981813915; cnt_loss: 28.972095887274854; 2025-08-14 03:09:01,263 - INFO - Epoch: 0079 / 1300 lr: 5.824e-05 2025-08-14 03:10:20,690 - INFO - Training: cls_zice: 64.7837676062682; reg_zipnll: 244.00132146408748; aux_mae_loss_1: 146.7143929881118; aux_mae_loss_2: 23.836423634869888; aux_mae_loss_4: 4.2068246897204675; cnt_loss: 32.038138008975736; 2025-08-14 03:10:20,691 - INFO - Epoch: 0080 / 1300 lr: 5.438e-05 2025-08-14 03:11:39,814 - INFO - Training: cls_zice: 62.307441900582425; reg_zipnll: 248.08578686849012; aux_mae_loss_1: 143.63650699017288; aux_mae_loss_2: 23.020782111543003; aux_mae_loss_4: 3.9806255574091542; cnt_loss: 28.522491105724423; 2025-08-14 03:11:39,814 - INFO - Epoch: 0081 / 1300 lr: 5.050e-05 2025-08-14 03:12:58,932 - INFO - Training: cls_zice: 64.30467377319587; reg_zipnll: 231.63355896466803; aux_mae_loss_1: 145.60947675141088; aux_mae_loss_2: 23.66623435106253; aux_mae_loss_4: 4.172392105994923; cnt_loss: 32.032054309060456; 2025-08-14 03:12:58,933 - INFO - Epoch: 0082 / 1300 lr: 4.662e-05 2025-08-14 03:14:18,370 - INFO - Training: cls_zice: 63.134879847073925; reg_zipnll: 241.42247358631045; aux_mae_loss_1: 143.12270263044263; aux_mae_loss_2: 22.998813064055454; aux_mae_loss_4: 3.9918475619931453; cnt_loss: 28.982731650604993; 2025-08-14 03:14:18,370 - INFO - Epoch: 0083 / 1300 lr: 4.276e-05 2025-08-14 03:15:37,708 - INFO - Training: cls_zice: 62.60776003344813; reg_zipnll: 236.40524996093123; aux_mae_loss_1: 144.7368180929542; aux_mae_loss_2: 23.2223000428364; aux_mae_loss_4: 4.000944113363643; cnt_loss: 27.38267444032017; 2025-08-14 03:15:37,709 - INFO - Epoch: 0084 / 1300 lr: 3.894e-05 2025-08-14 03:16:57,382 - INFO - Training: cls_zice: 66.52524309350623; reg_zipnll: 241.73921774346908; aux_mae_loss_1: 145.92646682660808; aux_mae_loss_2: 23.39032451291317; aux_mae_loss_4: 4.055803785440548; cnt_loss: 29.122185035965437; 2025-08-14 03:16:57,382 - INFO - Epoch: 0085 / 1300 lr: 3.520e-05 2025-08-14 03:18:16,314 - INFO - Training: cls_zice: 63.726192948137886; reg_zipnll: 246.77943390990896; aux_mae_loss_1: 145.0338692113489; aux_mae_loss_2: 23.15694770163313; aux_mae_loss_4: 3.9921800451290945; cnt_loss: 29.67344341118722; 2025-08-14 03:18:16,314 - INFO - Epoch: 0086 / 1300 lr: 3.156e-05 2025-08-14 03:19:36,143 - INFO - Training: cls_zice: 65.65252251252724; reg_zipnll: 245.32971490502052; aux_mae_loss_1: 143.148380465863; aux_mae_loss_2: 22.964234342305396; aux_mae_loss_4: 3.9531128778862157; cnt_loss: 27.601613316254014; 2025-08-14 03:19:36,143 - INFO - Epoch: 0087 / 1300 lr: 2.803e-05 2025-08-14 03:20:55,450 - INFO - Training: cls_zice: 63.071765208382224; reg_zipnll: 239.28217524550567; aux_mae_loss_1: 141.3250260635023; aux_mae_loss_2: 22.525944905906226; aux_mae_loss_4: 3.8599108042324723; cnt_loss: 26.384963314453557; 2025-08-14 03:20:55,451 - INFO - Epoch: 0088 / 1300 lr: 2.464e-05 2025-08-14 03:22:15,639 - INFO - Training: cls_zice: 62.67557464796657; reg_zipnll: 237.60699238323613; aux_mae_loss_1: 142.6014670050849; aux_mae_loss_2: 22.867302213046116; aux_mae_loss_4: 3.919304295799726; cnt_loss: 26.69205285957356; 2025-08-14 03:22:15,640 - INFO - Epoch: 0089 / 1300 lr: 2.140e-05 2025-08-14 03:23:35,184 - INFO - Training: cls_zice: 62.38578577500536; reg_zipnll: 239.02941777834855; aux_mae_loss_1: 139.16577593648955; aux_mae_loss_2: 22.007835667666555; aux_mae_loss_4: 3.7336064448393405; cnt_loss: 24.46845366225451; 2025-08-14 03:23:35,184 - INFO - Epoch: 0090 / 1300 lr: 1.835e-05 2025-08-14 03:24:54,024 - INFO - Training: cls_zice: 63.22868452050692; reg_zipnll: 235.77083626872164; aux_mae_loss_1: 141.43680373439446; aux_mae_loss_2: 22.36264812057613; aux_mae_loss_4: 3.774524867841088; cnt_loss: 24.770091611499346; 2025-08-14 03:24:54,024 - INFO - Epoch: 0091 / 1300 lr: 1.550e-05 2025-08-14 03:26:13,731 - INFO - Training: cls_zice: 65.43325279783313; reg_zipnll: 232.03853049192452; aux_mae_loss_1: 143.77039649982993; aux_mae_loss_2: 22.770013328689537; aux_mae_loss_4: 3.8709198147594774; cnt_loss: 24.771044346544613; 2025-08-14 03:26:13,731 - INFO - Epoch: 0092 / 1300 lr: 1.286e-05 2025-08-14 03:27:33,018 - INFO - Training: cls_zice: 60.43556089867816; reg_zipnll: 239.4050254723713; aux_mae_loss_1: 138.77517557021585; aux_mae_loss_2: 21.905261119411048; aux_mae_loss_4: 3.6727512192297103; cnt_loss: 22.975967273614096; 2025-08-14 03:27:33,019 - INFO - Epoch: 0093 / 1300 lr: 1.045e-05 2025-08-14 03:28:52,784 - INFO - Training: cls_zice: 63.35864536284175; reg_zipnll: 234.8446733185442; aux_mae_loss_1: 140.24590104404635; aux_mae_loss_2: 22.18835337302985; aux_mae_loss_4: 3.734581873012386; cnt_loss: 23.81740820254642; 2025-08-14 03:28:52,784 - INFO - Epoch: 0094 / 1300 lr: 8.294e-06 2025-08-14 03:30:12,591 - INFO - Training: cls_zice: 61.93242383344161; reg_zipnll: 235.21360186500843; aux_mae_loss_1: 140.83640753640614; aux_mae_loss_2: 22.24330208663156; aux_mae_loss_4: 3.744230670457021; cnt_loss: 23.81718238460374; 2025-08-14 03:30:12,591 - INFO - Epoch: 0095 / 1300 lr: 6.395e-06 2025-08-14 03:31:31,133 - INFO - Training: cls_zice: 61.12357291770778; reg_zipnll: 233.73057728745331; aux_mae_loss_1: 138.80243506345772; aux_mae_loss_2: 21.956850520136424; aux_mae_loss_4: 3.7116593579093715; cnt_loss: 22.861203568147204; 2025-08-14 03:31:31,133 - INFO - Epoch: 0096 / 1300 lr: 4.768e-06 2025-08-14 03:32:50,166 - INFO - Training: cls_zice: 61.60116826752464; reg_zipnll: 234.17555429022232; aux_mae_loss_1: 139.00290935879195; aux_mae_loss_2: 21.789110568617794; aux_mae_loss_4: 3.601263122724077; cnt_loss: 21.661489885693037; 2025-08-14 03:32:50,166 - INFO - Epoch: 0097 / 1300 lr: 3.423e-06 2025-08-14 03:34:10,175 - INFO - Training: cls_zice: 62.218974288677494; reg_zipnll: 228.0392531956376; aux_mae_loss_1: 140.52853826998438; aux_mae_loss_2: 22.14083865614354; aux_mae_loss_4: 3.7082098383829956; cnt_loss: 22.1195953664559; 2025-08-14 03:34:10,176 - INFO - Epoch: 0098 / 1300 lr: 2.368e-06 2025-08-14 03:35:29,560 - INFO - Training: cls_zice: 61.94104634949358; reg_zipnll: 235.8303347099716; aux_mae_loss_1: 138.97826216827627; aux_mae_loss_2: 21.769322121970756; aux_mae_loss_4: 3.6242771087391517; cnt_loss: 21.561708336317754; 2025-08-14 03:35:29,561 - INFO - Epoch: 0099 / 1300 lr: 1.609e-06 2025-08-14 03:36:48,540 - INFO - Training: cls_zice: 62.68464057396494; reg_zipnll: 233.94435254467177; aux_mae_loss_1: 140.08463972822253; aux_mae_loss_2: 22.07333147372562; aux_mae_loss_4: 3.6998798991230277; cnt_loss: 22.418012937727195; 2025-08-14 03:36:48,541 - INFO - Epoch: 0100 / 1300 lr: 1.153e-06 2025-08-14 03:38:27,431 - INFO - Training: cls_zice: 63.97863280619938; reg_zipnll: 233.31874551258235; aux_mae_loss_1: 139.27303380402319; aux_mae_loss_2: 21.89482536781723; aux_mae_loss_4: 3.657670471539534; cnt_loss: 21.544983146736126; 2025-08-14 03:38:28,015 - INFO - Evaluation: Curr mae: 85.0946; Best mae: 85.0946; inf; inf; inf; inf; Curr rmse: 565.5586; Best rmse: 565.5586; inf; inf; inf; inf; Curr nae: 0.5701; Best nae: 0.5701; inf; inf; inf; inf; 2025-08-14 03:38:28,596 - INFO - Epoch: 0101 / 1300 lr: 1.000e-04 2025-08-14 03:40:08,336 - INFO - Training: cls_zice: 70.22648932510906; reg_zipnll: 250.5589915572218; aux_mae_loss_1: 153.66255991134057; aux_mae_loss_2: 25.85728059084679; aux_mae_loss_4: 4.747743988711301; cnt_loss: 42.052820174430515; 2025-08-14 03:40:08,924 - INFO - Evaluation: Curr mae: 103.4717; Best mae: 85.0946; 103.4717; inf; inf; inf; Curr rmse: 489.6683; Best rmse: 489.6683; 565.5586; inf; inf; inf; Curr nae: 0.3951; Best nae: 0.3951; 0.5701; inf; inf; inf; 2025-08-14 03:40:08,924 - INFO - Epoch: 0102 / 1300 lr: 9.996e-05 2025-08-14 03:41:48,080 - INFO - Training: cls_zice: 68.52481017953173; reg_zipnll: 255.35762074919163; aux_mae_loss_1: 153.90126370035284; aux_mae_loss_2: 25.97727902812026; aux_mae_loss_4: 4.7837149551411215; cnt_loss: 41.062882905141244; 2025-08-14 03:41:48,673 - INFO - Evaluation: Curr mae: 125.9666; Best mae: 85.0946; 103.4717; 125.9666; inf; inf; Curr rmse: 639.8374; Best rmse: 489.6683; 565.5586; 639.8374; inf; inf; Curr nae: 0.2669; Best nae: 0.2669; 0.3951; 0.5701; inf; inf; 2025-08-14 03:41:48,673 - INFO - Epoch: 0103 / 1300 lr: 9.985e-05 2025-08-14 03:43:26,553 - INFO - Training: cls_zice: 66.9441903644172; reg_zipnll: 249.06214659624663; aux_mae_loss_1: 153.54812399464586; aux_mae_loss_2: 26.357184195579784; aux_mae_loss_4: 4.946017159594362; cnt_loss: 45.8108260956399; 2025-08-14 03:43:27,192 - INFO - Evaluation: Curr mae: 338.0991; Best mae: 85.0946; 103.4717; 125.9666; 338.0991; inf; Curr rmse: 1718.1751; Best rmse: 489.6683; 565.5586; 639.8374; 1718.1751; inf; Curr nae: 3.1966; Best nae: 0.2669; 0.3951; 0.5701; 3.1966; inf; 2025-08-14 03:43:27,193 - INFO - Epoch: 0104 / 1300 lr: 9.966e-05 2025-08-14 03:45:05,351 - INFO - Training: cls_zice: 65.21932890045919; reg_zipnll: 251.43954193193684; aux_mae_loss_1: 148.45458398931743; aux_mae_loss_2: 24.759691271499985; aux_mae_loss_4: 4.487561172721931; cnt_loss: 37.36543057387776; 2025-08-14 03:45:05,944 - INFO - Evaluation: Curr mae: 279.1902; Best mae: 85.0946; 103.4717; 125.9666; 279.1902; 338.0991; Curr rmse: 868.9115; Best rmse: 489.6683; 565.5586; 639.8374; 868.9115; 1718.1751; Curr nae: 5.1349; Best nae: 0.2669; 0.3951; 0.5701; 3.1966; 5.1349; 2025-08-14 03:45:05,944 - INFO - Epoch: 0105 / 1300 lr: 9.939e-05 2025-08-14 03:46:45,158 - INFO - Training: cls_zice: 65.28033873630366; reg_zipnll: 251.74583739057604; aux_mae_loss_1: 146.9589062962863; aux_mae_loss_2: 24.38533940474601; aux_mae_loss_4: 4.3987219678405625; cnt_loss: 36.65490552514868; 2025-08-14 03:46:45,754 - INFO - Evaluation: Curr mae: 87.5018; Best mae: 85.0946; 87.5018; 103.4717; 125.9666; 279.1902; Curr rmse: 576.4636; Best rmse: 489.6683; 565.5586; 576.4636; 639.8374; 868.9115; Curr nae: 0.3110; Best nae: 0.2669; 0.3110; 0.3951; 0.5701; 3.1966; 2025-08-14 03:46:45,754 - INFO - Epoch: 0106 / 1300 lr: 9.905e-05 2025-08-14 03:48:24,229 - INFO - Training: cls_zice: 65.56718882316949; reg_zipnll: 243.27732904037043; aux_mae_loss_1: 146.50154120634025; aux_mae_loss_2: 24.00862063111254; aux_mae_loss_4: 4.251010298116042; cnt_loss: 33.366197646736794; 2025-08-14 03:48:24,831 - INFO - Evaluation: Curr mae: 104.9845; Best mae: 85.0946; 87.5018; 103.4717; 104.9845; 125.9666; Curr rmse: 523.5625; Best rmse: 489.6683; 523.5625; 565.5586; 576.4636; 639.8374; Curr nae: 0.9512; Best nae: 0.2669; 0.3110; 0.3951; 0.5701; 0.9512; 2025-08-14 03:48:24,831 - INFO - Epoch: 0107 / 1300 lr: 9.863e-05 2025-08-14 03:50:03,232 - INFO - Training: cls_zice: 66.72645657879221; reg_zipnll: 242.43190444220613; aux_mae_loss_1: 144.8350301119846; aux_mae_loss_2: 23.65576817382577; aux_mae_loss_4: 4.178119303941114; cnt_loss: 32.18463644270419; 2025-08-14 03:50:03,826 - INFO - Evaluation: Curr mae: 108.0733; Best mae: 85.0946; 87.5018; 103.4717; 104.9845; 108.0733; Curr rmse: 401.6427; Best rmse: 401.6427; 489.6683; 523.5625; 565.5586; 576.4636; Curr nae: 0.6250; Best nae: 0.2669; 0.3110; 0.3951; 0.5701; 0.6250; 2025-08-14 03:50:03,827 - INFO - Epoch: 0108 / 1300 lr: 9.814e-05 2025-08-14 03:51:42,327 - INFO - Training: cls_zice: 69.02825540112653; reg_zipnll: 234.61432771265967; aux_mae_loss_1: 148.38827123372292; aux_mae_loss_2: 24.556233560518006; aux_mae_loss_4: 4.408203757973747; cnt_loss: 35.61368056741043; 2025-08-14 03:51:42,936 - INFO - Evaluation: Curr mae: 86.0288; Best mae: 85.0946; 86.0288; 87.5018; 103.4717; 104.9845; Curr rmse: 292.5326; Best rmse: 292.5326; 401.6427; 489.6683; 523.5625; 565.5586; Curr nae: 0.4328; Best nae: 0.2669; 0.3110; 0.3951; 0.4328; 0.5701; 2025-08-14 03:51:42,936 - INFO - Epoch: 0109 / 1300 lr: 9.758e-05 2025-08-14 03:53:21,233 - INFO - Training: cls_zice: 67.97222649775311; reg_zipnll: 243.81354137312783; aux_mae_loss_1: 148.00451105112896; aux_mae_loss_2: 24.780528632411613; aux_mae_loss_4: 4.51393227374952; cnt_loss: 39.39256355266032; 2025-08-14 03:53:21,634 - INFO - Evaluation: Curr mae: 106.1153; Best mae: 85.0946; 86.0288; 87.5018; 103.4717; 104.9845; Curr rmse: 466.0859; Best rmse: 292.5326; 401.6427; 466.0859; 489.6683; 523.5625; Curr nae: 0.4762; Best nae: 0.2669; 0.3110; 0.3951; 0.4328; 0.4762; 2025-08-14 03:53:21,634 - INFO - Epoch: 0110 / 1300 lr: 9.694e-05 2025-08-14 03:54:59,734 - INFO - Training: cls_zice: 62.01851831403367; reg_zipnll: 240.1760464940402; aux_mae_loss_1: 140.84827079380693; aux_mae_loss_2: 23.058086696811078; aux_mae_loss_4: 4.081373694623344; cnt_loss: 32.013554246382725; 2025-08-14 03:55:00,336 - INFO - Evaluation: Curr mae: 82.4346; Best mae: 82.4346; 85.0946; 86.0288; 87.5018; 103.4717; Curr rmse: 513.7691; Best rmse: 292.5326; 401.6427; 466.0859; 489.6683; 513.7691; Curr nae: 0.2180; Best nae: 0.2180; 0.2669; 0.3110; 0.3951; 0.4328; 2025-08-14 03:55:00,337 - INFO - Epoch: 0111 / 1300 lr: 9.623e-05 2025-08-14 03:56:38,456 - INFO - Training: cls_zice: 62.31486506545605; reg_zipnll: 237.01143428537716; aux_mae_loss_1: 143.4443928147343; aux_mae_loss_2: 23.85606147574888; aux_mae_loss_4: 4.2774635495134365; cnt_loss: 35.79405585475323; 2025-08-14 03:56:38,457 - INFO - Evaluation: Curr mae: 151.0153; Best mae: 82.4346; 85.0946; 86.0288; 87.5018; 103.4717; Curr rmse: 582.6233; Best rmse: 292.5326; 401.6427; 466.0859; 489.6683; 513.7691; Curr nae: 0.5906; Best nae: 0.2180; 0.2669; 0.3110; 0.3951; 0.4328; 2025-08-14 03:56:38,458 - INFO - Epoch: 0112 / 1300 lr: 9.545e-05 2025-08-14 03:58:16,581 - INFO - Training: cls_zice: 60.33017679673541; reg_zipnll: 242.41562938935346; aux_mae_loss_1: 140.7394552843736; aux_mae_loss_2: 23.024830423467876; aux_mae_loss_4: 4.032170981858261; cnt_loss: 30.938788069550974; 2025-08-14 03:58:16,982 - INFO - Evaluation: Curr mae: 89.4404; Best mae: 82.4346; 85.0946; 86.0288; 87.5018; 89.4404; Curr rmse: 539.3390; Best rmse: 292.5326; 401.6427; 466.0859; 489.6683; 513.7691; Curr nae: 0.2772; Best nae: 0.2180; 0.2669; 0.2772; 0.3110; 0.3951; 2025-08-14 03:58:16,982 - INFO - Epoch: 0113 / 1300 lr: 9.460e-05 2025-08-14 03:59:55,847 - INFO - Training: cls_zice: 67.67105687767804; reg_zipnll: 253.31120467002103; aux_mae_loss_1: 149.08206440550504; aux_mae_loss_2: 24.91042467990081; aux_mae_loss_4: 4.510773755590836; cnt_loss: 37.22257009815128; 2025-08-14 03:59:56,254 - INFO - Evaluation: Curr mae: 96.1322; Best mae: 82.4346; 85.0946; 86.0288; 87.5018; 89.4404; Curr rmse: 500.3757; Best rmse: 292.5326; 401.6427; 466.0859; 489.6683; 500.3757; Curr nae: 0.3088; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 03:59:56,255 - INFO - Epoch: 0114 / 1300 lr: 9.369e-05 2025-08-14 04:01:34,663 - INFO - Training: cls_zice: 65.66188606933947; reg_zipnll: 232.21683441887785; aux_mae_loss_1: 148.4494983212194; aux_mae_loss_2: 24.740502612449824; aux_mae_loss_4: 4.465781168643491; cnt_loss: 37.185730459757515; 2025-08-14 04:01:34,869 - INFO - Evaluation: Curr mae: 105.7958; Best mae: 82.4346; 85.0946; 86.0288; 87.5018; 89.4404; Curr rmse: 416.4755; Best rmse: 292.5326; 401.6427; 416.4755; 466.0859; 489.6683; Curr nae: 0.6319; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 04:01:34,870 - INFO - Epoch: 0115 / 1300 lr: 9.271e-05 2025-08-14 04:03:13,124 - INFO - Training: cls_zice: 64.98728329517847; reg_zipnll: 236.13965269348614; aux_mae_loss_1: 143.86910311544463; aux_mae_loss_2: 23.442113787472096; aux_mae_loss_4: 4.127517462849311; cnt_loss: 30.13806645606661; 2025-08-14 04:03:13,126 - INFO - Evaluation: Curr mae: 109.6685; Best mae: 82.4346; 85.0946; 86.0288; 87.5018; 89.4404; Curr rmse: 581.8316; Best rmse: 292.5326; 401.6427; 416.4755; 466.0859; 489.6683; Curr nae: 0.5243; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 04:03:13,126 - INFO - Epoch: 0116 / 1300 lr: 9.166e-05 2025-08-14 04:04:51,347 - INFO - Training: cls_zice: 62.92593891976119; reg_zipnll: 237.33099727091263; aux_mae_loss_1: 144.0378070135043; aux_mae_loss_2: 23.71600241403653; aux_mae_loss_4: 4.214972301743025; cnt_loss: 33.16781196005853; 2025-08-14 04:04:51,349 - INFO - Evaluation: Curr mae: 112.2882; Best mae: 82.4346; 85.0946; 86.0288; 87.5018; 89.4404; Curr rmse: 578.5050; Best rmse: 292.5326; 401.6427; 416.4755; 466.0859; 489.6683; Curr nae: 0.6535; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 04:04:51,349 - INFO - Epoch: 0117 / 1300 lr: 9.055e-05 2025-08-14 04:06:29,687 - INFO - Training: cls_zice: 64.31970721881616; reg_zipnll: 239.31249047796646; aux_mae_loss_1: 143.26071218966212; aux_mae_loss_2: 23.334785036072326; aux_mae_loss_4: 4.094986024736439; cnt_loss: 31.03639688406015; 2025-08-14 04:06:29,688 - INFO - Evaluation: Curr mae: 153.2334; Best mae: 82.4346; 85.0946; 86.0288; 87.5018; 89.4404; Curr rmse: 635.3817; Best rmse: 292.5326; 401.6427; 416.4755; 466.0859; 489.6683; Curr nae: 0.8591; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 04:06:29,688 - INFO - Epoch: 0118 / 1300 lr: 8.937e-05 2025-08-14 04:08:09,615 - INFO - Training: cls_zice: 63.18217495133607; reg_zipnll: 239.11580156850937; aux_mae_loss_1: 143.54858376373056; aux_mae_loss_2: 23.461418359016086; aux_mae_loss_4: 4.1389762653483215; cnt_loss: 32.608153373845745; 2025-08-14 04:08:09,818 - INFO - Evaluation: Curr mae: 85.7916; Best mae: 82.4346; 85.0946; 85.7916; 86.0288; 87.5018; Curr rmse: 547.4556; Best rmse: 292.5326; 401.6427; 416.4755; 466.0859; 489.6683; Curr nae: 0.4852; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 04:08:09,818 - INFO - Epoch: 0119 / 1300 lr: 8.814e-05 2025-08-14 04:09:47,849 - INFO - Training: cls_zice: 63.84928970609655; reg_zipnll: 236.39161059421255; aux_mae_loss_1: 145.856108412951; aux_mae_loss_2: 24.074210934283496; aux_mae_loss_4: 4.289182373980936; cnt_loss: 35.99779635836349; 2025-08-14 04:09:47,850 - INFO - Evaluation: Curr mae: 94.4642; Best mae: 82.4346; 85.0946; 85.7916; 86.0288; 87.5018; Curr rmse: 594.6566; Best rmse: 292.5326; 401.6427; 416.4755; 466.0859; 489.6683; Curr nae: 0.3670; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 04:09:47,850 - INFO - Epoch: 0120 / 1300 lr: 8.685e-05 2025-08-14 04:11:25,797 - INFO - Training: cls_zice: 63.33609211329936; reg_zipnll: 241.32603753685646; aux_mae_loss_1: 141.7350175950705; aux_mae_loss_2: 23.326704189526083; aux_mae_loss_4: 4.117287160651543; cnt_loss: 31.675390358755706; 2025-08-14 04:11:25,798 - INFO - Evaluation: Curr mae: 99.2591; Best mae: 82.4346; 85.0946; 85.7916; 86.0288; 87.5018; Curr rmse: 597.6825; Best rmse: 292.5326; 401.6427; 416.4755; 466.0859; 489.6683; Curr nae: 0.3856; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 04:11:25,799 - INFO - Epoch: 0121 / 1300 lr: 8.550e-05 2025-08-14 04:13:04,061 - INFO - Training: cls_zice: 63.35545786119672; reg_zipnll: 237.94724269759072; aux_mae_loss_1: 144.0776361744937; aux_mae_loss_2: 23.772469828245267; aux_mae_loss_4: 4.226611174777112; cnt_loss: 32.35944581093089; 2025-08-14 04:13:04,264 - INFO - Evaluation: Curr mae: 94.1735; Best mae: 82.4346; 85.0946; 85.7916; 86.0288; 87.5018; Curr rmse: 377.7788; Best rmse: 292.5326; 377.7788; 401.6427; 416.4755; 466.0859; Curr nae: 0.5895; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 04:13:04,264 - INFO - Epoch: 0122 / 1300 lr: 8.410e-05 2025-08-14 04:14:42,121 - INFO - Training: cls_zice: 61.4257727199088; reg_zipnll: 236.33129162040652; aux_mae_loss_1: 138.8112869066567; aux_mae_loss_2: 22.612828661666125; aux_mae_loss_4: 3.9479534757780845; cnt_loss: 28.632345967550204; 2025-08-14 04:14:42,325 - INFO - Evaluation: Curr mae: 85.4221; Best mae: 82.4346; 85.0946; 85.4221; 85.7916; 86.0288; Curr rmse: 550.4018; Best rmse: 292.5326; 377.7788; 401.6427; 416.4755; 466.0859; Curr nae: 0.3970; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 04:14:42,325 - INFO - Epoch: 0123 / 1300 lr: 8.265e-05 2025-08-14 04:16:20,539 - INFO - Training: cls_zice: 62.58336833655681; reg_zipnll: 234.32583284745792; aux_mae_loss_1: 140.9978998179301; aux_mae_loss_2: 22.947073649624627; aux_mae_loss_4: 4.011422135376379; cnt_loss: 30.459874789941587; 2025-08-14 04:16:20,541 - INFO - Evaluation: Curr mae: 106.2381; Best mae: 82.4346; 85.0946; 85.4221; 85.7916; 86.0288; Curr rmse: 523.4747; Best rmse: 292.5326; 377.7788; 401.6427; 416.4755; 466.0859; Curr nae: 0.4837; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 04:16:20,541 - INFO - Epoch: 0124 / 1300 lr: 8.115e-05 2025-08-14 04:17:58,625 - INFO - Training: cls_zice: 63.452835405240634; reg_zipnll: 237.7150191182036; aux_mae_loss_1: 141.0329325511707; aux_mae_loss_2: 22.931436700502214; aux_mae_loss_4: 4.009187516026142; cnt_loss: 30.291769413837738; 2025-08-14 04:17:58,828 - INFO - Evaluation: Curr mae: 105.1282; Best mae: 82.4346; 85.0946; 85.4221; 85.7916; 86.0288; Curr rmse: 337.9605; Best rmse: 292.5326; 337.9605; 377.7788; 401.6427; 416.4755; Curr nae: 0.5421; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 04:17:58,828 - INFO - Epoch: 0125 / 1300 lr: 7.960e-05 2025-08-14 04:19:36,864 - INFO - Training: cls_zice: 65.35412525563743; reg_zipnll: 237.76532196201825; aux_mae_loss_1: 142.90756412888553; aux_mae_loss_2: 23.262866799813004; aux_mae_loss_4: 4.068236561544756; cnt_loss: 30.38283487886267; 2025-08-14 04:19:37,116 - INFO - Evaluation: Curr mae: 85.9508; Best mae: 82.4346; 85.0946; 85.4221; 85.7916; 85.9508; Curr rmse: 484.1644; Best rmse: 292.5326; 337.9605; 377.7788; 401.6427; 416.4755; Curr nae: 0.4663; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 04:19:37,116 - INFO - Epoch: 0126 / 1300 lr: 7.800e-05 2025-08-14 04:21:16,934 - INFO - Training: cls_zice: 64.32074970933955; reg_zipnll: 228.55520296464542; aux_mae_loss_1: 140.9316270480119; aux_mae_loss_2: 22.927388464577096; aux_mae_loss_4: 4.002492245334586; cnt_loss: 30.215977464666096; 2025-08-14 04:21:16,935 - INFO - Evaluation: Curr mae: 106.1326; Best mae: 82.4346; 85.0946; 85.4221; 85.7916; 85.9508; Curr rmse: 602.9529; Best rmse: 292.5326; 337.9605; 377.7788; 401.6427; 416.4755; Curr nae: 0.5309; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 04:21:16,935 - INFO - Epoch: 0127 / 1300 lr: 7.636e-05 2025-08-14 04:22:54,638 - INFO - Training: cls_zice: 63.51718244960192; reg_zipnll: 233.20460205274253; aux_mae_loss_1: 143.4067682937975; aux_mae_loss_2: 23.319563643791376; aux_mae_loss_4: 4.057056715371982; cnt_loss: 30.820546471367766; 2025-08-14 04:22:54,640 - INFO - Evaluation: Curr mae: 101.2772; Best mae: 82.4346; 85.0946; 85.4221; 85.7916; 85.9508; Curr rmse: 505.3283; Best rmse: 292.5326; 337.9605; 377.7788; 401.6427; 416.4755; Curr nae: 0.5518; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 04:22:54,640 - INFO - Epoch: 0128 / 1300 lr: 7.469e-05 2025-08-14 04:24:33,285 - INFO - Training: cls_zice: 61.904976899795486; reg_zipnll: 240.26850162496297; aux_mae_loss_1: 140.74130645202794; aux_mae_loss_2: 22.942839579594473; aux_mae_loss_4: 4.008198896533113; cnt_loss: 30.205407477896134; 2025-08-14 04:24:33,287 - INFO - Evaluation: Curr mae: 99.6211; Best mae: 82.4346; 85.0946; 85.4221; 85.7916; 85.9508; Curr rmse: 529.1279; Best rmse: 292.5326; 337.9605; 377.7788; 401.6427; 416.4755; Curr nae: 1.0803; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 04:24:33,287 - INFO - Epoch: 0129 / 1300 lr: 7.297e-05 2025-08-14 04:26:11,943 - INFO - Training: cls_zice: 62.37027105865258; reg_zipnll: 237.64130426127377; aux_mae_loss_1: 138.29962846123468; aux_mae_loss_2: 22.203907358615748; aux_mae_loss_4: 3.821009356289106; cnt_loss: 26.521303119267166; 2025-08-14 04:26:12,345 - INFO - Evaluation: Curr mae: 83.4169; Best mae: 82.4346; 83.4169; 85.0946; 85.4221; 85.7916; Curr rmse: 352.0079; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 401.6427; Curr nae: 1.0026; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 04:26:12,346 - INFO - Epoch: 0130 / 1300 lr: 7.122e-05 2025-08-14 04:27:50,557 - INFO - Training: cls_zice: 62.49042979874923; reg_zipnll: 236.60771543998032; aux_mae_loss_1: 138.6858528745205; aux_mae_loss_2: 22.27988034471448; aux_mae_loss_4: 3.8208524834527453; cnt_loss: 27.380234019002447; 2025-08-14 04:27:50,558 - INFO - Evaluation: Curr mae: 94.3679; Best mae: 82.4346; 83.4169; 85.0946; 85.4221; 85.7916; Curr rmse: 512.4604; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 401.6427; Curr nae: 0.5854; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 04:27:50,559 - INFO - Epoch: 0131 / 1300 lr: 6.944e-05 2025-08-14 04:29:29,478 - INFO - Training: cls_zice: 61.11490736683414; reg_zipnll: 236.18628807362063; aux_mae_loss_1: 137.17858927905712; aux_mae_loss_2: 22.04883362824016; aux_mae_loss_4: 3.8103859010882735; cnt_loss: 27.98731449637131; 2025-08-14 04:29:29,683 - INFO - Evaluation: Curr mae: 79.0020; Best mae: 79.0020; 82.4346; 83.4169; 85.0946; 85.4221; Curr rmse: 561.6933; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 401.6427; Curr nae: 0.4188; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 04:29:29,684 - INFO - Epoch: 0132 / 1300 lr: 6.763e-05 2025-08-14 04:31:08,381 - INFO - Training: cls_zice: 64.44707585154892; reg_zipnll: 233.49301908439108; aux_mae_loss_1: 141.25720601216688; aux_mae_loss_2: 22.816116044944234; aux_mae_loss_4: 3.937811641582793; cnt_loss: 28.47603800119042; 2025-08-14 04:31:08,383 - INFO - Evaluation: Curr mae: 85.9409; Best mae: 79.0020; 82.4346; 83.4169; 85.0946; 85.4221; Curr rmse: 562.5447; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 401.6427; Curr nae: 0.8743; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 04:31:08,383 - INFO - Epoch: 0133 / 1300 lr: 6.580e-05 2025-08-14 04:32:47,473 - INFO - Training: cls_zice: 60.59601990541486; reg_zipnll: 233.506453849969; aux_mae_loss_1: 135.14544907204595; aux_mae_loss_2: 21.554410851093674; aux_mae_loss_4: 3.6545753592390633; cnt_loss: 24.244640365051428; 2025-08-14 04:32:47,674 - INFO - Evaluation: Curr mae: 85.3658; Best mae: 79.0020; 82.4346; 83.4169; 85.0946; 85.3658; Curr rmse: 491.8863; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 401.6427; Curr nae: 0.7499; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 04:32:47,674 - INFO - Epoch: 0134 / 1300 lr: 6.394e-05 2025-08-14 04:34:26,031 - INFO - Training: cls_zice: 61.52800707748892; reg_zipnll: 223.8856414069247; aux_mae_loss_1: 137.54154493140683; aux_mae_loss_2: 22.06587710662489; aux_mae_loss_4: 3.7943986732426525; cnt_loss: 25.689788350102834; 2025-08-14 04:34:26,032 - INFO - Evaluation: Curr mae: 87.4937; Best mae: 79.0020; 82.4346; 83.4169; 85.0946; 85.3658; Curr rmse: 549.2830; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 401.6427; Curr nae: 0.5492; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 04:34:26,033 - INFO - Epoch: 0135 / 1300 lr: 6.206e-05 2025-08-14 04:36:04,528 - INFO - Training: cls_zice: 60.37339412430565; reg_zipnll: 234.2114841098344; aux_mae_loss_1: 136.35726689924618; aux_mae_loss_2: 21.892393205343605; aux_mae_loss_4: 3.755345146269909; cnt_loss: 25.599342933350787; 2025-08-14 04:36:04,530 - INFO - Evaluation: Curr mae: 108.7729; Best mae: 79.0020; 82.4346; 83.4169; 85.0946; 85.3658; Curr rmse: 541.8743; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 401.6427; Curr nae: 0.5337; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 04:36:04,530 - INFO - Epoch: 0136 / 1300 lr: 6.016e-05 2025-08-14 04:37:43,363 - INFO - Training: cls_zice: 62.7432974982231; reg_zipnll: 230.14690476640638; aux_mae_loss_1: 137.7690523289776; aux_mae_loss_2: 22.139159357026795; aux_mae_loss_4: 3.8152723211249224; cnt_loss: 26.94909861093928; 2025-08-14 04:37:43,765 - INFO - Evaluation: Curr mae: 81.7725; Best mae: 79.0020; 81.7725; 82.4346; 83.4169; 85.0946; Curr rmse: 394.9472; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.3973; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 04:37:43,765 - INFO - Epoch: 0137 / 1300 lr: 5.824e-05 2025-08-14 04:39:23,132 - INFO - Training: cls_zice: 61.53704340323078; reg_zipnll: 233.24014550922462; aux_mae_loss_1: 138.54502457763357; aux_mae_loss_2: 22.385812690754477; aux_mae_loss_4: 3.8743120159158977; cnt_loss: 27.980092595352918; 2025-08-14 04:39:23,133 - INFO - Evaluation: Curr mae: 95.8042; Best mae: 79.0020; 81.7725; 82.4346; 83.4169; 85.0946; Curr rmse: 560.1304; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.6409; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 04:39:23,133 - INFO - Epoch: 0138 / 1300 lr: 5.632e-05 2025-08-14 04:41:02,342 - INFO - Training: cls_zice: 59.71998223352095; reg_zipnll: 226.0957565111489; aux_mae_loss_1: 135.80048264942317; aux_mae_loss_2: 21.652247055637194; aux_mae_loss_4: 3.675002873710005; cnt_loss: 24.734262926719488; 2025-08-14 04:41:02,344 - INFO - Evaluation: Curr mae: 86.9989; Best mae: 79.0020; 81.7725; 82.4346; 83.4169; 85.0946; Curr rmse: 492.4709; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.4973; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 04:41:02,344 - INFO - Epoch: 0139 / 1300 lr: 5.438e-05 2025-08-14 04:42:41,191 - INFO - Training: cls_zice: 60.05760352485897; reg_zipnll: 237.93860553653198; aux_mae_loss_1: 136.27833924869645; aux_mae_loss_2: 21.59295533432752; aux_mae_loss_4: 3.636551589922917; cnt_loss: 23.787745765058425; 2025-08-14 04:42:41,396 - INFO - Evaluation: Curr mae: 81.8692; Best mae: 79.0020; 81.7725; 81.8692; 82.4346; 83.4169; Curr rmse: 561.0191; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.4452; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 04:42:41,396 - INFO - Epoch: 0140 / 1300 lr: 5.244e-05 2025-08-14 04:44:19,767 - INFO - Training: cls_zice: 62.588011600134614; reg_zipnll: 228.74503426441495; aux_mae_loss_1: 137.7187314854796; aux_mae_loss_2: 22.06108643769605; aux_mae_loss_4: 3.7740827552150638; cnt_loss: 26.513811757448092; 2025-08-14 04:44:19,768 - INFO - Evaluation: Curr mae: 92.4840; Best mae: 79.0020; 81.7725; 81.8692; 82.4346; 83.4169; Curr rmse: 482.2502; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.6537; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 04:44:19,768 - INFO - Epoch: 0141 / 1300 lr: 5.050e-05 2025-08-14 04:45:58,122 - INFO - Training: cls_zice: 61.472860846658904; reg_zipnll: 224.23499165709038; aux_mae_loss_1: 136.92372454959508; aux_mae_loss_2: 21.92464151725671; aux_mae_loss_4: 3.7428596214341012; cnt_loss: 24.803806352737936; 2025-08-14 04:45:58,123 - INFO - Evaluation: Curr mae: 84.7148; Best mae: 79.0020; 81.7725; 81.8692; 82.4346; 83.4169; Curr rmse: 576.5563; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.4265; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 04:45:58,123 - INFO - Epoch: 0142 / 1300 lr: 4.856e-05 2025-08-14 04:47:36,600 - INFO - Training: cls_zice: 61.051781616817706; reg_zipnll: 230.4750578814117; aux_mae_loss_1: 136.7540482812798; aux_mae_loss_2: 21.852461410365557; aux_mae_loss_4: 3.715751690239404; cnt_loss: 24.69920303459952; 2025-08-14 04:47:36,601 - INFO - Evaluation: Curr mae: 104.9855; Best mae: 79.0020; 81.7725; 81.8692; 82.4346; 83.4169; Curr rmse: 452.2248; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.6387; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 04:47:36,601 - INFO - Epoch: 0143 / 1300 lr: 4.662e-05 2025-08-14 04:49:15,323 - INFO - Training: cls_zice: 59.89909747514903; reg_zipnll: 224.01734332989298; aux_mae_loss_1: 133.95910014959105; aux_mae_loss_2: 21.300690563907967; aux_mae_loss_4: 3.603681693653215; cnt_loss: 24.143163324934658; 2025-08-14 04:49:15,324 - INFO - Evaluation: Curr mae: 90.8779; Best mae: 79.0020; 81.7725; 81.8692; 82.4346; 83.4169; Curr rmse: 549.9229; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.5252; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 04:49:15,324 - INFO - Epoch: 0144 / 1300 lr: 4.468e-05 2025-08-14 04:50:54,664 - INFO - Training: cls_zice: 62.13827347081241; reg_zipnll: 225.8468540015135; aux_mae_loss_1: 136.71912923631447; aux_mae_loss_2: 21.7180599767935; aux_mae_loss_4: 3.678777584379927; cnt_loss: 23.846044446631385; 2025-08-14 04:50:54,665 - INFO - Evaluation: Curr mae: 93.7691; Best mae: 79.0020; 81.7725; 81.8692; 82.4346; 83.4169; Curr rmse: 589.3688; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.3912; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 04:50:54,665 - INFO - Epoch: 0145 / 1300 lr: 4.276e-05 2025-08-14 04:52:33,317 - INFO - Training: cls_zice: 62.95022914786572; reg_zipnll: 230.90288807493863; aux_mae_loss_1: 137.92628086747118; aux_mae_loss_2: 21.909415595635657; aux_mae_loss_4: 3.6972059080410737; cnt_loss: 23.917846677848797; 2025-08-14 04:52:33,318 - INFO - Evaluation: Curr mae: 84.7415; Best mae: 79.0020; 81.7725; 81.8692; 82.4346; 83.4169; Curr rmse: 539.9556; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.3501; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 04:52:33,319 - INFO - Epoch: 0146 / 1300 lr: 4.084e-05 2025-08-14 04:54:12,245 - INFO - Training: cls_zice: 60.07970989876664; reg_zipnll: 231.4542381217976; aux_mae_loss_1: 134.4416072374751; aux_mae_loss_2: 21.29885692768048; aux_mae_loss_4: 3.559544212560727; cnt_loss: 22.850027105495677; 2025-08-14 04:54:12,483 - INFO - Evaluation: Curr mae: 82.6091; Best mae: 79.0020; 81.7725; 81.8692; 82.4346; 82.6091; Curr rmse: 586.1360; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.4917; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 04:54:12,484 - INFO - Epoch: 0147 / 1300 lr: 3.894e-05 2025-08-14 04:55:51,779 - INFO - Training: cls_zice: 59.87802108624294; reg_zipnll: 223.31152147621606; aux_mae_loss_1: 134.5618544777132; aux_mae_loss_2: 21.21461950966509; aux_mae_loss_4: 3.56070925889101; cnt_loss: 22.443284061083755; 2025-08-14 04:55:51,781 - INFO - Evaluation: Curr mae: 90.4287; Best mae: 79.0020; 81.7725; 81.8692; 82.4346; 82.6091; Curr rmse: 572.0745; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.4556; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 04:55:51,781 - INFO - Epoch: 0148 / 1300 lr: 3.706e-05 2025-08-14 04:57:30,419 - INFO - Training: cls_zice: 61.29667998800547; reg_zipnll: 227.97988092378355; aux_mae_loss_1: 135.3290534914306; aux_mae_loss_2: 21.40996788461288; aux_mae_loss_4: 3.601093538622623; cnt_loss: 23.097479185898692; 2025-08-14 04:57:30,623 - INFO - Evaluation: Curr mae: 78.5956; Best mae: 78.5956; 79.0020; 81.7725; 81.8692; 82.4346; Curr rmse: 567.1225; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.3999; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 04:57:30,623 - INFO - Epoch: 0149 / 1300 lr: 3.520e-05 2025-08-14 04:59:08,382 - INFO - Training: cls_zice: 57.71840545508273; reg_zipnll: 233.60340906844348; aux_mae_loss_1: 132.41590736212643; aux_mae_loss_2: 20.79552820102721; aux_mae_loss_4: 3.4516605102004614; cnt_loss: 22.227733909317646; 2025-08-14 04:59:08,384 - INFO - Evaluation: Curr mae: 93.2189; Best mae: 78.5956; 79.0020; 81.7725; 81.8692; 82.4346; Curr rmse: 537.3065; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.6283; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 04:59:08,384 - INFO - Epoch: 0150 / 1300 lr: 3.337e-05 2025-08-14 05:00:46,798 - INFO - Training: cls_zice: 65.60970862401328; reg_zipnll: 227.0490861515153; aux_mae_loss_1: 138.03256149095864; aux_mae_loss_2: 21.67285780183454; aux_mae_loss_4: 3.625968512655224; cnt_loss: 22.535275979642698; 2025-08-14 05:00:46,799 - INFO - Evaluation: Curr mae: 83.8787; Best mae: 78.5956; 79.0020; 81.7725; 81.8692; 82.4346; Curr rmse: 589.0119; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.3414; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 05:00:47,379 - INFO - Epoch: 0151 / 1300 lr: 3.156e-05 2025-08-14 05:02:25,884 - INFO - Training: cls_zice: 57.34888783120251; reg_zipnll: 220.88224720893604; aux_mae_loss_1: 130.08464895606346; aux_mae_loss_2: 20.459878512703668; aux_mae_loss_4: 3.3866219673794156; cnt_loss: 19.053216190142006; 2025-08-14 05:02:25,886 - INFO - Evaluation: Curr mae: 82.7550; Best mae: 78.5956; 79.0020; 81.7725; 81.8692; 82.4346; Curr rmse: 548.3328; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.4502; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 05:02:25,886 - INFO - Epoch: 0152 / 1300 lr: 2.978e-05 2025-08-14 05:04:04,519 - INFO - Training: cls_zice: 59.73100991941663; reg_zipnll: 225.7196819334839; aux_mae_loss_1: 133.97415873078884; aux_mae_loss_2: 21.07843000662051; aux_mae_loss_4: 3.5078626874173513; cnt_loss: 21.60542842600217; 2025-08-14 05:04:04,521 - INFO - Evaluation: Curr mae: 101.0882; Best mae: 78.5956; 79.0020; 81.7725; 81.8692; 82.4346; Curr rmse: 568.6872; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.6223; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 05:04:04,521 - INFO - Epoch: 0153 / 1300 lr: 2.803e-05 2025-08-14 05:05:43,571 - INFO - Training: cls_zice: 57.986995049031655; reg_zipnll: 225.08341301376225; aux_mae_loss_1: 133.09242100458218; aux_mae_loss_2: 20.834274250314905; aux_mae_loss_4: 3.440490345415542; cnt_loss: 20.70552432077403; 2025-08-14 05:05:43,573 - INFO - Evaluation: Curr mae: 84.6460; Best mae: 78.5956; 79.0020; 81.7725; 81.8692; 82.4346; Curr rmse: 564.0613; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.5671; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 05:05:43,573 - INFO - Epoch: 0154 / 1300 lr: 2.631e-05 2025-08-14 05:07:22,177 - INFO - Training: cls_zice: 60.15514714774558; reg_zipnll: 227.360726873795; aux_mae_loss_1: 132.61972190543128; aux_mae_loss_2: 20.734443811647076; aux_mae_loss_4: 3.421646592702841; cnt_loss: 20.10288445808587; 2025-08-14 05:07:22,381 - INFO - Evaluation: Curr mae: 82.0469; Best mae: 78.5956; 79.0020; 81.7725; 81.8692; 82.0469; Curr rmse: 563.0498; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.4664; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 05:07:22,382 - INFO - Epoch: 0155 / 1300 lr: 2.464e-05 2025-08-14 05:09:01,072 - INFO - Training: cls_zice: 61.15275600158004; reg_zipnll: 230.5711284725709; aux_mae_loss_1: 133.10266962517196; aux_mae_loss_2: 20.76660517677856; aux_mae_loss_4: 3.433170471062697; cnt_loss: 19.797566572620813; 2025-08-14 05:09:01,073 - INFO - Evaluation: Curr mae: 84.8941; Best mae: 78.5956; 79.0020; 81.7725; 81.8692; 82.0469; Curr rmse: 577.5223; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.4855; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 05:09:01,074 - INFO - Epoch: 0156 / 1300 lr: 2.300e-05 2025-08-14 05:10:39,180 - INFO - Training: cls_zice: 61.680701148732155; reg_zipnll: 231.62422152717807; aux_mae_loss_1: 133.67456371434855; aux_mae_loss_2: 20.86262221078946; aux_mae_loss_4: 3.4486303772288913; cnt_loss: 19.892543142436402; 2025-08-14 05:10:39,386 - INFO - Evaluation: Curr mae: 78.9564; Best mae: 78.5956; 78.9564; 79.0020; 81.7725; 81.8692; Curr rmse: 501.9663; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.4068; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 05:10:39,386 - INFO - Epoch: 0157 / 1300 lr: 2.140e-05 2025-08-14 05:12:18,542 - INFO - Training: cls_zice: 58.64190803357139; reg_zipnll: 222.23194734725365; aux_mae_loss_1: 132.73585238616081; aux_mae_loss_2: 20.773759021857096; aux_mae_loss_4: 3.4268517860410146; cnt_loss: 20.105386452993574; 2025-08-14 05:12:18,749 - INFO - Evaluation: Curr mae: 77.5805; Best mae: 77.5805; 78.5956; 78.9564; 79.0020; 81.7725; Curr rmse: 489.0576; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.4536; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 05:12:18,749 - INFO - Epoch: 0158 / 1300 lr: 1.985e-05 2025-08-14 05:13:56,706 - INFO - Training: cls_zice: 57.800393357030224; reg_zipnll: 223.9672722706145; aux_mae_loss_1: 130.75421367635457; aux_mae_loss_2: 20.498419592496976; aux_mae_loss_4: 3.376403717424692; cnt_loss: 19.479072093657173; 2025-08-14 05:13:56,708 - INFO - Evaluation: Curr mae: 85.1651; Best mae: 77.5805; 78.5956; 78.9564; 79.0020; 81.7725; Curr rmse: 540.0941; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.4021; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 05:13:56,708 - INFO - Epoch: 0159 / 1300 lr: 1.835e-05 2025-08-14 05:15:34,906 - INFO - Training: cls_zice: 61.235421183483155; reg_zipnll: 227.00296693228205; aux_mae_loss_1: 133.81005603427445; aux_mae_loss_2: 20.773084662567374; aux_mae_loss_4: 3.4067795743979037; cnt_loss: 18.34568476646296; 2025-08-14 05:15:35,108 - INFO - Evaluation: Curr mae: 81.2601; Best mae: 77.5805; 78.5956; 78.9564; 79.0020; 81.2601; Curr rmse: 560.8947; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.4466; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 05:15:35,108 - INFO - Epoch: 0160 / 1300 lr: 1.690e-05 2025-08-14 05:17:13,430 - INFO - Training: cls_zice: 58.616555852379776; reg_zipnll: 222.99423042238524; aux_mae_loss_1: 131.73445016130384; aux_mae_loss_2: 20.519762268409632; aux_mae_loss_4: 3.353761403909992; cnt_loss: 19.126876492733206; 2025-08-14 05:17:13,431 - INFO - Evaluation: Curr mae: 85.0803; Best mae: 77.5805; 78.5956; 78.9564; 79.0020; 81.2601; Curr rmse: 584.8868; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.5256; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 05:17:13,431 - INFO - Epoch: 0161 / 1300 lr: 1.550e-05 2025-08-14 05:18:52,501 - INFO - Training: cls_zice: 58.911849785586554; reg_zipnll: 217.72792320937916; aux_mae_loss_1: 132.50838037995877; aux_mae_loss_2: 20.685086307917892; aux_mae_loss_4: 3.396423023893165; cnt_loss: 18.536454711291356; 2025-08-14 05:18:52,503 - INFO - Evaluation: Curr mae: 82.2938; Best mae: 77.5805; 78.5956; 78.9564; 79.0020; 81.2601; Curr rmse: 572.8287; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.4318; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 05:18:52,503 - INFO - Epoch: 0162 / 1300 lr: 1.415e-05 2025-08-14 05:20:30,506 - INFO - Training: cls_zice: 60.06643033157891; reg_zipnll: 216.4962624057093; aux_mae_loss_1: 133.77409888907385; aux_mae_loss_2: 20.91451889812793; aux_mae_loss_4: 3.417811209101297; cnt_loss: 19.060617324932068; 2025-08-14 05:20:30,709 - INFO - Evaluation: Curr mae: 77.1621; Best mae: 77.1621; 77.5805; 78.5956; 78.9564; 79.0020; Curr rmse: 538.7407; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.4471; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 05:20:30,709 - INFO - Epoch: 0163 / 1300 lr: 1.286e-05 2025-08-14 05:22:08,630 - INFO - Training: cls_zice: 63.136369758675826; reg_zipnll: 218.5941025800141; aux_mae_loss_1: 134.09747656697172; aux_mae_loss_2: 20.84645860667094; aux_mae_loss_4: 3.4247022015270048; cnt_loss: 19.211575128731813; 2025-08-14 05:22:08,835 - INFO - Evaluation: Curr mae: 77.0334; Best mae: 77.0334; 77.1621; 77.5805; 78.5956; 78.9564; Curr rmse: 530.5900; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.5223; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 05:22:08,835 - INFO - Epoch: 0164 / 1300 lr: 1.163e-05 2025-08-14 05:23:47,276 - INFO - Training: cls_zice: 59.621113918587604; reg_zipnll: 223.45458194467892; aux_mae_loss_1: 131.52616780337453; aux_mae_loss_2: 20.45208300416451; aux_mae_loss_4: 3.3100934757977956; cnt_loss: 17.836164126359407; 2025-08-14 05:23:47,277 - INFO - Evaluation: Curr mae: 86.3124; Best mae: 77.0334; 77.1621; 77.5805; 78.5956; 78.9564; Curr rmse: 538.1799; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.7579; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 05:23:47,277 - INFO - Epoch: 0165 / 1300 lr: 1.045e-05 2025-08-14 05:25:25,593 - INFO - Training: cls_zice: 58.16294942888165; reg_zipnll: 218.3548249095142; aux_mae_loss_1: 129.87184470110503; aux_mae_loss_2: 20.09233417915501; aux_mae_loss_4: 3.267899339180679; cnt_loss: 16.759924273870904; 2025-08-14 05:25:25,595 - INFO - Evaluation: Curr mae: 80.6703; Best mae: 77.0334; 77.1621; 77.5805; 78.5956; 78.9564; Curr rmse: 541.3079; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.5361; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 05:25:25,595 - INFO - Epoch: 0166 / 1300 lr: 9.342e-06 2025-08-14 05:27:04,338 - INFO - Training: cls_zice: 61.17646508458954; reg_zipnll: 219.10904154250431; aux_mae_loss_1: 131.82090603845592; aux_mae_loss_2: 20.52898291144089; aux_mae_loss_4: 3.352522444449231; cnt_loss: 17.719776091354976; 2025-08-14 05:27:04,339 - INFO - Evaluation: Curr mae: 81.6183; Best mae: 77.0334; 77.1621; 77.5805; 78.5956; 78.9564; Curr rmse: 563.8704; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.5514; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 05:27:04,339 - INFO - Epoch: 0167 / 1300 lr: 8.294e-06 2025-08-14 05:28:42,639 - INFO - Training: cls_zice: 60.37464825402955; reg_zipnll: 225.56122438092464; aux_mae_loss_1: 132.77580921937997; aux_mae_loss_2: 20.519169232532725; aux_mae_loss_4: 3.3288808308714155; cnt_loss: 17.05323709804172; 2025-08-14 05:28:42,641 - INFO - Evaluation: Curr mae: 79.4496; Best mae: 77.0334; 77.1621; 77.5805; 78.5956; 78.9564; Curr rmse: 513.6964; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.6190; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 05:28:42,641 - INFO - Epoch: 0168 / 1300 lr: 7.311e-06 2025-08-14 05:30:20,875 - INFO - Training: cls_zice: 61.36775001760927; reg_zipnll: 219.97278411100334; aux_mae_loss_1: 132.32026823382145; aux_mae_loss_2: 20.461593212382652; aux_mae_loss_4: 3.309608028756316; cnt_loss: 16.98704030826343; 2025-08-14 05:30:20,877 - INFO - Evaluation: Curr mae: 82.5163; Best mae: 77.0334; 77.1621; 77.5805; 78.5956; 78.9564; Curr rmse: 559.5833; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.5306; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 05:30:20,877 - INFO - Epoch: 0169 / 1300 lr: 6.395e-06 2025-08-14 05:31:59,115 - INFO - Training: cls_zice: 60.000165080005225; reg_zipnll: 217.9700343565953; aux_mae_loss_1: 132.07663439968863; aux_mae_loss_2: 20.459598199260878; aux_mae_loss_4: 3.30077212328776; cnt_loss: 17.29770650685906; 2025-08-14 05:31:59,116 - INFO - Evaluation: Curr mae: 83.3609; Best mae: 77.0334; 77.1621; 77.5805; 78.5956; 78.9564; Curr rmse: 567.6153; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.5985; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 05:31:59,117 - INFO - Epoch: 0170 / 1300 lr: 5.547e-06 2025-08-14 05:33:37,518 - INFO - Training: cls_zice: 60.16732060143145; reg_zipnll: 218.33408402783706; aux_mae_loss_1: 132.74968938165583; aux_mae_loss_2: 20.631534519416203; aux_mae_loss_4: 3.3549059470085987; cnt_loss: 17.062866189485955; 2025-08-14 05:33:37,520 - INFO - Evaluation: Curr mae: 86.3310; Best mae: 77.0334; 77.1621; 77.5805; 78.5956; 78.9564; Curr rmse: 529.2934; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.5868; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 05:33:37,520 - INFO - Epoch: 0171 / 1300 lr: 4.768e-06 2025-08-14 05:35:16,293 - INFO - Training: cls_zice: 62.19530346461004; reg_zipnll: 214.34801162974694; aux_mae_loss_1: 134.27404067816647; aux_mae_loss_2: 20.828979868508856; aux_mae_loss_4: 3.423093814010179; cnt_loss: 17.698161358698474; 2025-08-14 05:35:16,294 - INFO - Evaluation: Curr mae: 79.3404; Best mae: 77.0334; 77.1621; 77.5805; 78.5956; 78.9564; Curr rmse: 547.0769; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.5804; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 05:35:16,294 - INFO - Epoch: 0172 / 1300 lr: 4.060e-06 2025-08-14 05:36:55,158 - INFO - Training: cls_zice: 56.36924058455581; reg_zipnll: 227.68035830814; aux_mae_loss_1: 129.9440500999784; aux_mae_loss_2: 20.122879636318334; aux_mae_loss_4: 3.24624362335107; cnt_loss: 16.04525464390115; 2025-08-14 05:36:55,159 - INFO - Evaluation: Curr mae: 79.5942; Best mae: 77.0334; 77.1621; 77.5805; 78.5956; 78.9564; Curr rmse: 557.6928; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.6303; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 05:36:55,160 - INFO - Epoch: 0173 / 1300 lr: 3.423e-06 2025-08-14 05:38:34,562 - INFO - Training: cls_zice: 57.32531832656548; reg_zipnll: 231.40789549271062; aux_mae_loss_1: 129.7983313317777; aux_mae_loss_2: 20.01337955420918; aux_mae_loss_4: 3.2335128906759936; cnt_loss: 17.763360003885694; 2025-08-14 05:38:34,563 - INFO - Evaluation: Curr mae: 81.3672; Best mae: 77.0334; 77.1621; 77.5805; 78.5956; 78.9564; Curr rmse: 543.9748; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.5997; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 05:38:34,564 - INFO - Epoch: 0174 / 1300 lr: 2.858e-06 2025-08-14 05:40:14,033 - INFO - Training: cls_zice: 57.302342987765385; reg_zipnll: 223.51150295973437; aux_mae_loss_1: 130.82437634406787; aux_mae_loss_2: 20.269875725008223; aux_mae_loss_4: 3.2838110318527125; cnt_loss: 16.832610108858514; 2025-08-14 05:40:14,035 - INFO - Evaluation: Curr mae: 80.2977; Best mae: 77.0334; 77.1621; 77.5805; 78.5956; 78.9564; Curr rmse: 574.8144; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.4956; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 05:40:14,035 - INFO - Epoch: 0175 / 1300 lr: 2.368e-06 2025-08-14 05:41:53,109 - INFO - Training: cls_zice: 57.8968726204646; reg_zipnll: 225.79054005286994; aux_mae_loss_1: 129.51473239516233; aux_mae_loss_2: 19.930200432750436; aux_mae_loss_4: 3.208561364819887; cnt_loss: 16.738660490911233; 2025-08-14 05:41:53,317 - INFO - Evaluation: Curr mae: 78.2685; Best mae: 77.0334; 77.1621; 77.5805; 78.2685; 78.5956; Curr rmse: 506.8925; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.6192; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 05:41:53,317 - INFO - Epoch: 0176 / 1300 lr: 1.951e-06 2025-08-14 05:43:32,761 - INFO - Training: cls_zice: 57.55153337818185; reg_zipnll: 219.34527956612007; aux_mae_loss_1: 131.47706512313883; aux_mae_loss_2: 20.422495311207513; aux_mae_loss_4: 3.3171322161097145; cnt_loss: 17.056921462779794; 2025-08-14 05:43:32,967 - INFO - Evaluation: Curr mae: 78.1162; Best mae: 77.0334; 77.1621; 77.5805; 78.1162; 78.2685; Curr rmse: 521.8395; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.6225; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 05:43:32,967 - INFO - Epoch: 0177 / 1300 lr: 1.609e-06 2025-08-14 05:45:12,309 - INFO - Training: cls_zice: 59.42361619846373; reg_zipnll: 220.07452062592102; aux_mae_loss_1: 129.7804899093118; aux_mae_loss_2: 20.02296665579004; aux_mae_loss_4: 3.22398895883315; cnt_loss: 15.750299883992016; 2025-08-14 05:45:12,310 - INFO - Evaluation: Curr mae: 80.9760; Best mae: 77.0334; 77.1621; 77.5805; 78.1162; 78.2685; Curr rmse: 518.7541; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.6202; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 05:45:12,310 - INFO - Epoch: 0178 / 1300 lr: 1.343e-06 2025-08-14 05:46:50,873 - INFO - Training: cls_zice: 59.37690263239614; reg_zipnll: 224.96587068807804; aux_mae_loss_1: 132.02004776883555; aux_mae_loss_2: 20.33786639517561; aux_mae_loss_4: 3.2837589602237496; cnt_loss: 16.55657604926656; 2025-08-14 05:46:50,875 - INFO - Evaluation: Curr mae: 79.2017; Best mae: 77.0334; 77.1621; 77.5805; 78.1162; 78.2685; Curr rmse: 577.3599; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.4490; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 05:46:50,875 - INFO - Epoch: 0179 / 1300 lr: 1.153e-06 2025-08-14 05:48:29,415 - INFO - Training: cls_zice: 59.1989652728207; reg_zipnll: 213.59669592693103; aux_mae_loss_1: 131.99270162606913; aux_mae_loss_2: 20.498853427278966; aux_mae_loss_4: 3.323084258481592; cnt_loss: 16.910074310008543; 2025-08-14 05:48:29,416 - INFO - Evaluation: Curr mae: 81.4835; Best mae: 77.0334; 77.1621; 77.5805; 78.1162; 78.2685; Curr rmse: 578.1642; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.4689; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 05:48:29,416 - INFO - Epoch: 0180 / 1300 lr: 1.038e-06 2025-08-14 05:50:08,189 - INFO - Training: cls_zice: 57.915701001729325; reg_zipnll: 223.99980310670514; aux_mae_loss_1: 129.2604221059608; aux_mae_loss_2: 20.004176845893763; aux_mae_loss_4: 3.228971390154184; cnt_loss: 16.470746229424268; 2025-08-14 05:50:08,190 - INFO - Evaluation: Curr mae: 80.0608; Best mae: 77.0334; 77.1621; 77.5805; 78.1162; 78.2685; Curr rmse: 559.3203; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.5166; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 05:50:08,190 - INFO - Epoch: 0181 / 1300 lr: 1.000e-04 2025-08-14 05:51:47,004 - INFO - Training: cls_zice: 66.29291275446244; reg_zipnll: 237.15683415861545; aux_mae_loss_1: 141.58970055665947; aux_mae_loss_2: 23.166027142639944; aux_mae_loss_4: 4.104777414112287; cnt_loss: 31.93628543201633; 2025-08-14 05:51:47,006 - INFO - Evaluation: Curr mae: 91.2895; Best mae: 77.0334; 77.1621; 77.5805; 78.1162; 78.2685; Curr rmse: 625.7215; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.3380; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 05:51:47,006 - INFO - Epoch: 0182 / 1300 lr: 9.999e-05 2025-08-14 05:53:25,548 - INFO - Training: cls_zice: 62.672598178941364; reg_zipnll: 240.91222042289675; aux_mae_loss_1: 139.9500893247158; aux_mae_loss_2: 22.726000073023503; aux_mae_loss_4: 3.982505474881219; cnt_loss: 30.405638918472132; 2025-08-14 05:53:25,550 - INFO - Evaluation: Curr mae: 118.1896; Best mae: 77.0334; 77.1621; 77.5805; 78.1162; 78.2685; Curr rmse: 561.9339; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.4884; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 05:53:25,550 - INFO - Epoch: 0183 / 1300 lr: 9.996e-05 2025-08-14 05:55:04,784 - INFO - Training: cls_zice: 60.95479491590534; reg_zipnll: 237.91858171987656; aux_mae_loss_1: 137.20098896565963; aux_mae_loss_2: 22.34781800198984; aux_mae_loss_4: 3.920175952286218; cnt_loss: 30.847016690629307; 2025-08-14 05:55:04,786 - INFO - Evaluation: Curr mae: 105.3231; Best mae: 77.0334; 77.1621; 77.5805; 78.1162; 78.2685; Curr rmse: 577.3938; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.3697; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 05:55:04,786 - INFO - Epoch: 0184 / 1300 lr: 9.991e-05 2025-08-14 05:56:43,764 - INFO - Training: cls_zice: 61.80948865122538; reg_zipnll: 229.85956412170725; aux_mae_loss_1: 139.29090542045535; aux_mae_loss_2: 22.928083129897523; aux_mae_loss_4: 4.047949425818681; cnt_loss: 32.34610876601889; 2025-08-14 05:56:43,765 - INFO - Evaluation: Curr mae: 89.2208; Best mae: 77.0334; 77.1621; 77.5805; 78.1162; 78.2685; Curr rmse: 545.4637; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.4130; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 05:56:43,765 - INFO - Epoch: 0185 / 1300 lr: 9.985e-05 2025-08-14 05:58:23,605 - INFO - Training: cls_zice: 59.259133670814236; reg_zipnll: 233.53975341130038; aux_mae_loss_1: 135.23812696069555; aux_mae_loss_2: 21.700132971864125; aux_mae_loss_4: 3.724299626822337; cnt_loss: 25.631536697054276; 2025-08-14 05:58:23,807 - INFO - Evaluation: Curr mae: 78.1559; Best mae: 77.0334; 77.1621; 77.5805; 78.1162; 78.1559; Curr rmse: 536.4014; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.9661; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 05:58:23,807 - INFO - Epoch: 0186 / 1300 lr: 9.976e-05 2025-08-14 06:00:02,817 - INFO - Training: cls_zice: 63.12807438260179; reg_zipnll: 238.61715976744506; aux_mae_loss_1: 138.2322814961019; aux_mae_loss_2: 22.413864556192433; aux_mae_loss_4: 3.8971819355126214; cnt_loss: 27.81262494604508; 2025-08-14 06:00:02,819 - INFO - Evaluation: Curr mae: 81.4270; Best mae: 77.0334; 77.1621; 77.5805; 78.1162; 78.1559; Curr rmse: 498.9165; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.3524; Best nae: 0.2180; 0.2669; 0.2772; 0.3088; 0.3110; 2025-08-14 06:00:02,819 - INFO - Epoch: 0187 / 1300 lr: 9.966e-05 2025-08-14 06:01:41,318 - INFO - Training: cls_zice: 65.46677482637618; reg_zipnll: 233.70378294211733; aux_mae_loss_1: 140.6187240482909; aux_mae_loss_2: 23.02207965899862; aux_mae_loss_4: 4.0642723490156065; cnt_loss: 31.637975266169768; 2025-08-14 06:01:41,521 - INFO - Evaluation: Curr mae: 132.8744; Best mae: 77.0334; 77.1621; 77.5805; 78.1162; 78.1559; Curr rmse: 569.1595; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.2792; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.3088; 2025-08-14 06:01:41,522 - INFO - Epoch: 0188 / 1300 lr: 9.953e-05 2025-08-14 06:03:19,853 - INFO - Training: cls_zice: 63.536038140328195; reg_zipnll: 223.66458555481427; aux_mae_loss_1: 141.5856236798598; aux_mae_loss_2: 23.38546192247641; aux_mae_loss_4: 4.1701212237304155; cnt_loss: 32.80410749869359; 2025-08-14 06:03:19,854 - INFO - Evaluation: Curr mae: 96.1192; Best mae: 77.0334; 77.1621; 77.5805; 78.1162; 78.1559; Curr rmse: 551.4255; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.6173; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.3088; 2025-08-14 06:03:19,854 - INFO - Epoch: 0189 / 1300 lr: 9.939e-05 2025-08-14 06:04:58,848 - INFO - Training: cls_zice: 61.42773119197407; reg_zipnll: 228.9293304972906; aux_mae_loss_1: 136.31098361370803; aux_mae_loss_2: 22.03056271952651; aux_mae_loss_4: 3.828318627603869; cnt_loss: 28.449487328835808; 2025-08-14 06:04:58,850 - INFO - Evaluation: Curr mae: 84.3778; Best mae: 77.0334; 77.1621; 77.5805; 78.1162; 78.1559; Curr rmse: 564.1050; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.4133; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.3088; 2025-08-14 06:04:58,850 - INFO - Epoch: 0190 / 1300 lr: 9.923e-05 2025-08-14 06:06:38,077 - INFO - Training: cls_zice: 62.53429692945321; reg_zipnll: 231.02385692057084; aux_mae_loss_1: 138.0820891176827; aux_mae_loss_2: 22.511128391275676; aux_mae_loss_4: 3.920806777201459; cnt_loss: 29.347967099407953; 2025-08-14 06:06:38,079 - INFO - Evaluation: Curr mae: 128.3968; Best mae: 77.0334; 77.1621; 77.5805; 78.1162; 78.1559; Curr rmse: 542.7085; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.5948; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.3088; 2025-08-14 06:06:38,079 - INFO - Epoch: 0191 / 1300 lr: 9.905e-05 2025-08-14 06:08:17,310 - INFO - Training: cls_zice: 64.58413006713887; reg_zipnll: 231.1968643266928; aux_mae_loss_1: 140.48949826100798; aux_mae_loss_2: 22.717432980672253; aux_mae_loss_4: 3.944521211106857; cnt_loss: 28.923276501327063; 2025-08-14 06:08:17,312 - INFO - Evaluation: Curr mae: 101.9092; Best mae: 77.0334; 77.1621; 77.5805; 78.1162; 78.1559; Curr rmse: 593.1403; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.8693; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.3088; 2025-08-14 06:08:17,312 - INFO - Epoch: 0192 / 1300 lr: 9.885e-05 2025-08-14 06:09:56,908 - INFO - Training: cls_zice: 65.10826701986912; reg_zipnll: 237.434195795525; aux_mae_loss_1: 142.76799964904785; aux_mae_loss_2: 23.47022687745278; aux_mae_loss_4: 4.158293079900864; cnt_loss: 32.325072976801266; 2025-08-14 06:09:56,909 - INFO - Evaluation: Curr mae: 88.6850; Best mae: 77.0334; 77.1621; 77.5805; 78.1162; 78.1559; Curr rmse: 577.9155; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.7203; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.3088; 2025-08-14 06:09:56,909 - INFO - Epoch: 0193 / 1300 lr: 9.863e-05 2025-08-14 06:11:36,033 - INFO - Training: cls_zice: 60.65316303419117; reg_zipnll: 230.59879884499205; aux_mae_loss_1: 135.9919647569828; aux_mae_loss_2: 21.935825568544836; aux_mae_loss_4: 3.796545527588126; cnt_loss: 27.022874132833014; 2025-08-14 06:11:36,034 - INFO - Evaluation: Curr mae: 150.5564; Best mae: 77.0334; 77.1621; 77.5805; 78.1162; 78.1559; Curr rmse: 607.3929; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 1.1993; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.3088; 2025-08-14 06:11:36,034 - INFO - Epoch: 0194 / 1300 lr: 9.840e-05 2025-08-14 06:13:15,170 - INFO - Training: cls_zice: 64.30482591822705; reg_zipnll: 230.57567395403942; aux_mae_loss_1: 137.19662375070135; aux_mae_loss_2: 22.171305222499033; aux_mae_loss_4: 3.843067995073863; cnt_loss: 27.459713183209338; 2025-08-14 06:13:15,171 - INFO - Evaluation: Curr mae: 111.6715; Best mae: 77.0334; 77.1621; 77.5805; 78.1162; 78.1559; Curr rmse: 570.8028; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 1.2020; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.3088; 2025-08-14 06:13:15,171 - INFO - Epoch: 0195 / 1300 lr: 9.814e-05 2025-08-14 06:14:53,564 - INFO - Training: cls_zice: 61.78229275736527; reg_zipnll: 239.21848651621212; aux_mae_loss_1: 137.8781230700966; aux_mae_loss_2: 22.3730173650315; aux_mae_loss_4: 3.8967710917284064; cnt_loss: 28.32599221342327; 2025-08-14 06:14:53,960 - INFO - Evaluation: Curr mae: 78.0083; Best mae: 77.0334; 77.1621; 77.5805; 78.0083; 78.1162; Curr rmse: 528.9825; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.2994; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.2994; 2025-08-14 06:14:53,961 - INFO - Epoch: 0196 / 1300 lr: 9.787e-05 2025-08-14 06:16:32,700 - INFO - Training: cls_zice: 63.01053054496684; reg_zipnll: 227.76940691440456; aux_mae_loss_1: 137.77149212207158; aux_mae_loss_2: 22.49929480932672; aux_mae_loss_4: 3.944138326344576; cnt_loss: 29.35244374103595; 2025-08-14 06:16:32,701 - INFO - Evaluation: Curr mae: 80.3385; Best mae: 77.0334; 77.1621; 77.5805; 78.0083; 78.1162; Curr rmse: 585.7130; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.4388; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.2994; 2025-08-14 06:16:32,701 - INFO - Epoch: 0197 / 1300 lr: 9.758e-05 2025-08-14 06:18:10,274 - INFO - Training: cls_zice: 60.77105549782285; reg_zipnll: 231.5982873127209; aux_mae_loss_1: 135.68732749036775; aux_mae_loss_2: 21.694745782101982; aux_mae_loss_4: 3.7058932654042476; cnt_loss: 25.240605886920253; 2025-08-14 06:18:10,275 - INFO - Evaluation: Curr mae: 110.6733; Best mae: 77.0334; 77.1621; 77.5805; 78.0083; 78.1162; Curr rmse: 550.2341; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.6586; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.2994; 2025-08-14 06:18:10,275 - INFO - Epoch: 0198 / 1300 lr: 9.727e-05 2025-08-14 06:19:49,360 - INFO - Training: cls_zice: 59.66254104823257; reg_zipnll: 226.27648740439918; aux_mae_loss_1: 135.2954227476929; aux_mae_loss_2: 21.897615301578394; aux_mae_loss_4: 3.7878843605671566; cnt_loss: 27.582056896852038; 2025-08-14 06:19:49,362 - INFO - Evaluation: Curr mae: 82.7110; Best mae: 77.0334; 77.1621; 77.5805; 78.0083; 78.1162; Curr rmse: 534.7716; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.3564; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.2994; 2025-08-14 06:19:49,362 - INFO - Epoch: 0199 / 1300 lr: 9.694e-05 2025-08-14 06:21:28,322 - INFO - Training: cls_zice: 59.80152935030988; reg_zipnll: 235.32342448884233; aux_mae_loss_1: 135.46428776032513; aux_mae_loss_2: 21.808941326288455; aux_mae_loss_4: 3.745117000411899; cnt_loss: 26.198398981731778; 2025-08-14 06:21:28,323 - INFO - Evaluation: Curr mae: 88.7763; Best mae: 77.0334; 77.1621; 77.5805; 78.0083; 78.1162; Curr rmse: 523.6946; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.3346; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.2994; 2025-08-14 06:21:28,323 - INFO - Epoch: 0200 / 1300 lr: 9.660e-05 2025-08-14 06:23:05,774 - INFO - Training: cls_zice: 60.92880742470219; reg_zipnll: 234.26872247534118; aux_mae_loss_1: 133.68893381623806; aux_mae_loss_2: 21.39799775317273; aux_mae_loss_4: 3.6570470817291336; cnt_loss: 25.051590838898118; 2025-08-14 06:23:05,776 - INFO - Evaluation: Curr mae: 86.2636; Best mae: 77.0334; 77.1621; 77.5805; 78.0083; 78.1162; Curr rmse: 581.1593; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.5446; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.2994; 2025-08-14 06:23:06,351 - INFO - Epoch: 0201 / 1300 lr: 9.623e-05 2025-08-14 06:24:44,671 - INFO - Training: cls_zice: 62.1008372326743; reg_zipnll: 232.84967214589253; aux_mae_loss_1: 138.50341023148485; aux_mae_loss_2: 22.368815662928288; aux_mae_loss_4: 3.8908664611740407; cnt_loss: 29.086842525281146; 2025-08-14 06:24:44,672 - INFO - Evaluation: Curr mae: 85.8513; Best mae: 77.0334; 77.1621; 77.5805; 78.0083; 78.1162; Curr rmse: 575.9377; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.4308; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.2994; 2025-08-14 06:24:44,672 - INFO - Epoch: 0202 / 1300 lr: 9.585e-05 2025-08-14 06:26:22,533 - INFO - Training: cls_zice: 59.24222140527476; reg_zipnll: 226.6567416644648; aux_mae_loss_1: 134.12952976668095; aux_mae_loss_2: 21.438538870039206; aux_mae_loss_4: 3.6508545143132345; cnt_loss: 25.075075490922117; 2025-08-14 06:26:22,534 - INFO - Evaluation: Curr mae: 91.7589; Best mae: 77.0334; 77.1621; 77.5805; 78.0083; 78.1162; Curr rmse: 546.4789; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.6696; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.2994; 2025-08-14 06:26:22,534 - INFO - Epoch: 0203 / 1300 lr: 9.545e-05 2025-08-14 06:28:00,089 - INFO - Training: cls_zice: 63.827562727474614; reg_zipnll: 224.64269015353872; aux_mae_loss_1: 139.3537787312407; aux_mae_loss_2: 22.654978252621728; aux_mae_loss_4: 3.9322236168047455; cnt_loss: 30.058881412435007; 2025-08-14 06:28:00,091 - INFO - Evaluation: Curr mae: 94.6571; Best mae: 77.0334; 77.1621; 77.5805; 78.0083; 78.1162; Curr rmse: 510.9574; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.8891; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.2994; 2025-08-14 06:28:00,091 - INFO - Epoch: 0204 / 1300 lr: 9.504e-05 2025-08-14 06:29:38,603 - INFO - Training: cls_zice: 61.62123171054306; reg_zipnll: 226.2508082156929; aux_mae_loss_1: 137.14597123447604; aux_mae_loss_2: 22.058802912351712; aux_mae_loss_4: 3.7927812716341878; cnt_loss: 26.105790630404318; 2025-08-14 06:29:38,604 - INFO - Evaluation: Curr mae: 79.0151; Best mae: 77.0334; 77.1621; 77.5805; 78.0083; 78.1162; Curr rmse: 546.6286; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.7151; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.2994; 2025-08-14 06:29:38,605 - INFO - Epoch: 0205 / 1300 lr: 9.460e-05 2025-08-14 06:31:16,862 - INFO - Training: cls_zice: 61.04487648954888; reg_zipnll: 233.28709000732107; aux_mae_loss_1: 135.27692330956154; aux_mae_loss_2: 21.70201501135348; aux_mae_loss_4: 3.7190975637239783; cnt_loss: 25.472588360156376; 2025-08-14 06:31:16,864 - INFO - Evaluation: Curr mae: 85.6181; Best mae: 77.0334; 77.1621; 77.5805; 78.0083; 78.1162; Curr rmse: 583.0064; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.4231; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.2994; 2025-08-14 06:31:16,864 - INFO - Epoch: 0206 / 1300 lr: 9.416e-05 2025-08-14 06:32:54,472 - INFO - Training: cls_zice: 63.69322916834704; reg_zipnll: 236.33247535332922; aux_mae_loss_1: 139.44311641114535; aux_mae_loss_2: 22.468953256435444; aux_mae_loss_4: 3.869767153324382; cnt_loss: 27.769106739590896; 2025-08-14 06:32:54,473 - INFO - Evaluation: Curr mae: 87.3774; Best mae: 77.0334; 77.1621; 77.5805; 78.0083; 78.1162; Curr rmse: 492.9511; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.4634; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.2994; 2025-08-14 06:32:54,473 - INFO - Epoch: 0207 / 1300 lr: 9.369e-05 2025-08-14 06:34:33,219 - INFO - Training: cls_zice: 60.5388176455749; reg_zipnll: 228.59320576331916; aux_mae_loss_1: 134.96047416137853; aux_mae_loss_2: 21.809671856750253; aux_mae_loss_4: 3.773974315825955; cnt_loss: 28.024950376819522; 2025-08-14 06:34:33,221 - INFO - Evaluation: Curr mae: 93.1096; Best mae: 77.0334; 77.1621; 77.5805; 78.0083; 78.1162; Curr rmse: 579.4181; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.4935; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.2994; 2025-08-14 06:34:33,221 - INFO - Epoch: 0208 / 1300 lr: 9.321e-05 2025-08-14 06:36:11,691 - INFO - Training: cls_zice: 61.362496778407255; reg_zipnll: 233.56969739232395; aux_mae_loss_1: 136.4675964806564; aux_mae_loss_2: 21.82090420097802; aux_mae_loss_4: 3.7332501826678572; cnt_loss: 25.304259095522923; 2025-08-14 06:36:11,693 - INFO - Evaluation: Curr mae: 94.4337; Best mae: 77.0334; 77.1621; 77.5805; 78.0083; 78.1162; Curr rmse: 578.6914; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.4551; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.2994; 2025-08-14 06:36:11,693 - INFO - Epoch: 0209 / 1300 lr: 9.271e-05 2025-08-14 06:37:49,086 - INFO - Training: cls_zice: 59.499166467157615; reg_zipnll: 230.6842190808686; aux_mae_loss_1: 131.61761093139648; aux_mae_loss_2: 21.07400117251438; aux_mae_loss_4: 3.6158456503578815; cnt_loss: 25.825643482122445; 2025-08-14 06:37:49,088 - INFO - Evaluation: Curr mae: 108.7512; Best mae: 77.0334; 77.1621; 77.5805; 78.0083; 78.1162; Curr rmse: 577.7753; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.5125; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.2994; 2025-08-14 06:37:49,088 - INFO - Epoch: 0210 / 1300 lr: 9.219e-05 2025-08-14 06:39:27,744 - INFO - Training: cls_zice: 66.39206441409483; reg_zipnll: 234.88945757515327; aux_mae_loss_1: 137.88620558496; aux_mae_loss_2: 22.02602862453706; aux_mae_loss_4: 3.7720506540607364; cnt_loss: 26.804323012540763; 2025-08-14 06:39:27,745 - INFO - Evaluation: Curr mae: 88.5421; Best mae: 77.0334; 77.1621; 77.5805; 78.0083; 78.1162; Curr rmse: 586.8354; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.3900; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.2994; 2025-08-14 06:39:27,746 - INFO - Epoch: 0211 / 1300 lr: 9.166e-05 2025-08-14 06:41:05,828 - INFO - Training: cls_zice: 61.017626746952686; reg_zipnll: 228.62470971526707; aux_mae_loss_1: 135.6930315856149; aux_mae_loss_2: 21.837199489377763; aux_mae_loss_4: 3.7497253301517515; cnt_loss: 26.138765310260506; 2025-08-14 06:41:05,830 - INFO - Evaluation: Curr mae: 91.1576; Best mae: 77.0334; 77.1621; 77.5805; 78.0083; 78.1162; Curr rmse: 507.5053; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.4420; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.2994; 2025-08-14 06:41:05,830 - INFO - Epoch: 0212 / 1300 lr: 9.111e-05 2025-08-14 06:42:43,877 - INFO - Training: cls_zice: 62.371648716283026; reg_zipnll: 229.1535882925313; aux_mae_loss_1: 134.74199226889328; aux_mae_loss_2: 21.810511818888255; aux_mae_loss_4: 3.783130630889098; cnt_loss: 27.707872895164783; 2025-08-14 06:42:43,878 - INFO - Evaluation: Curr mae: 90.2092; Best mae: 77.0334; 77.1621; 77.5805; 78.0083; 78.1162; Curr rmse: 558.6919; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.4788; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.2994; 2025-08-14 06:42:43,878 - INFO - Epoch: 0213 / 1300 lr: 9.055e-05 2025-08-14 06:44:21,821 - INFO - Training: cls_zice: 61.590193290407065; reg_zipnll: 230.6819450849126; aux_mae_loss_1: 135.128606967877; aux_mae_loss_2: 21.697470443107783; aux_mae_loss_4: 3.727852753930962; cnt_loss: 26.848808576024897; 2025-08-14 06:44:21,822 - INFO - Evaluation: Curr mae: 85.6518; Best mae: 77.0334; 77.1621; 77.5805; 78.0083; 78.1162; Curr rmse: 594.5937; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.6276; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.2994; 2025-08-14 06:44:21,822 - INFO - Epoch: 0214 / 1300 lr: 8.997e-05 2025-08-14 06:46:00,548 - INFO - Training: cls_zice: 58.648292197666315; reg_zipnll: 222.18281408079486; aux_mae_loss_1: 133.2004066114254; aux_mae_loss_2: 21.265744710642757; aux_mae_loss_4: 3.62407439303582; cnt_loss: 24.682604271832346; 2025-08-14 06:46:00,550 - INFO - Evaluation: Curr mae: 102.8924; Best mae: 77.0334; 77.1621; 77.5805; 78.0083; 78.1162; Curr rmse: 592.8001; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.4012; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.2994; 2025-08-14 06:46:00,550 - INFO - Epoch: 0215 / 1300 lr: 8.937e-05 2025-08-14 06:47:39,014 - INFO - Training: cls_zice: 59.95611831871434; reg_zipnll: 234.99422276357146; aux_mae_loss_1: 134.78269589774712; aux_mae_loss_2: 21.36957198979003; aux_mae_loss_4: 3.6251631072676886; cnt_loss: 24.07751423074531; 2025-08-14 06:47:39,015 - INFO - Evaluation: Curr mae: 95.4023; Best mae: 77.0334; 77.1621; 77.5805; 78.0083; 78.1162; Curr rmse: 585.2598; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.7373; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.2994; 2025-08-14 06:47:39,015 - INFO - Epoch: 0216 / 1300 lr: 8.876e-05 2025-08-14 06:49:17,791 - INFO - Training: cls_zice: 61.8373367299151; reg_zipnll: 232.49010042911323; aux_mae_loss_1: 135.75924961119506; aux_mae_loss_2: 21.7096363774915; aux_mae_loss_4: 3.6812840436602006; cnt_loss: 25.480608268384763; 2025-08-14 06:49:17,792 - INFO - Evaluation: Curr mae: 101.4760; Best mae: 77.0334; 77.1621; 77.5805; 78.0083; 78.1162; Curr rmse: 600.8552; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.6419; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.2994; 2025-08-14 06:49:17,792 - INFO - Epoch: 0217 / 1300 lr: 8.814e-05 2025-08-14 06:50:56,078 - INFO - Training: cls_zice: 64.08771713828826; reg_zipnll: 221.0408057185862; aux_mae_loss_1: 136.36803207789717; aux_mae_loss_2: 21.97627445358237; aux_mae_loss_4: 3.7915802075501275; cnt_loss: 27.551295749325984; 2025-08-14 06:50:56,080 - INFO - Evaluation: Curr mae: 79.1615; Best mae: 77.0334; 77.1621; 77.5805; 78.0083; 78.1162; Curr rmse: 539.8589; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.4055; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.2994; 2025-08-14 06:50:56,080 - INFO - Epoch: 0218 / 1300 lr: 8.750e-05 2025-08-14 06:52:34,574 - INFO - Training: cls_zice: 63.402126193314714; reg_zipnll: 225.85742263990073; aux_mae_loss_1: 137.03980451745667; aux_mae_loss_2: 21.86982920972731; aux_mae_loss_4: 3.707946194627904; cnt_loss: 23.95858041976595; 2025-08-14 06:52:34,576 - INFO - Evaluation: Curr mae: 108.0084; Best mae: 77.0334; 77.1621; 77.5805; 78.0083; 78.1162; Curr rmse: 576.5737; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.9805; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.2994; 2025-08-14 06:52:34,576 - INFO - Epoch: 0219 / 1300 lr: 8.685e-05 2025-08-14 06:54:13,249 - INFO - Training: cls_zice: 62.02567754812289; reg_zipnll: 228.77734388728987; aux_mae_loss_1: 138.20683819591846; aux_mae_loss_2: 22.38936176888434; aux_mae_loss_4: 3.8815493336986453; cnt_loss: 28.626685513935236; 2025-08-14 06:54:13,250 - INFO - Evaluation: Curr mae: 86.1230; Best mae: 77.0334; 77.1621; 77.5805; 78.0083; 78.1162; Curr rmse: 578.6548; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.4279; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.2994; 2025-08-14 06:54:13,251 - INFO - Epoch: 0220 / 1300 lr: 8.618e-05 2025-08-14 06:55:50,760 - INFO - Training: cls_zice: 59.543405158239345; reg_zipnll: 228.96461668970653; aux_mae_loss_1: 131.72410331716267; aux_mae_loss_2: 20.92209688066517; aux_mae_loss_4: 3.5243859255834837; cnt_loss: 22.872736138365877; 2025-08-14 06:55:50,761 - INFO - Evaluation: Curr mae: 96.2427; Best mae: 77.0334; 77.1621; 77.5805; 78.0083; 78.1162; Curr rmse: 590.4703; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.4348; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.2994; 2025-08-14 06:55:50,761 - INFO - Epoch: 0221 / 1300 lr: 8.550e-05 2025-08-14 06:57:29,700 - INFO - Training: cls_zice: 59.61820556334481; reg_zipnll: 230.2464189504903; aux_mae_loss_1: 137.0793839187426; aux_mae_loss_2: 22.231897059933384; aux_mae_loss_4: 3.855516240039031; cnt_loss: 28.60078347372825; 2025-08-14 06:57:29,702 - INFO - Evaluation: Curr mae: 93.8591; Best mae: 77.0334; 77.1621; 77.5805; 78.0083; 78.1162; Curr rmse: 584.0981; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.6696; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.2994; 2025-08-14 06:57:29,702 - INFO - Epoch: 0222 / 1300 lr: 8.481e-05 2025-08-14 06:59:08,445 - INFO - Training: cls_zice: 59.89639203847987; reg_zipnll: 222.27138615390024; aux_mae_loss_1: 136.09847397792; aux_mae_loss_2: 21.817339450350765; aux_mae_loss_4: 3.7229530348569386; cnt_loss: 25.799174404389447; 2025-08-14 06:59:08,446 - INFO - Evaluation: Curr mae: 78.4247; Best mae: 77.0334; 77.1621; 77.5805; 78.0083; 78.1162; Curr rmse: 555.5404; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.3653; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.2994; 2025-08-14 06:59:08,446 - INFO - Epoch: 0223 / 1300 lr: 8.410e-05 2025-08-14 07:00:46,747 - INFO - Training: cls_zice: 59.3306290292035; reg_zipnll: 222.80541642098316; aux_mae_loss_1: 130.6613785515714; aux_mae_loss_2: 20.728871877518287; aux_mae_loss_4: 3.487935497399161; cnt_loss: 23.067426840259973; 2025-08-14 07:00:46,748 - INFO - Evaluation: Curr mae: 81.6816; Best mae: 77.0334; 77.1621; 77.5805; 78.0083; 78.1162; Curr rmse: 578.8591; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.3889; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.2994; 2025-08-14 07:00:46,748 - INFO - Epoch: 0224 / 1300 lr: 8.338e-05 2025-08-14 07:02:25,765 - INFO - Training: cls_zice: 61.61553789901243; reg_zipnll: 221.8583746569322; aux_mae_loss_1: 133.88058436376576; aux_mae_loss_2: 21.336481324811214; aux_mae_loss_4: 3.622342456582273; cnt_loss: 24.304757587400992; 2025-08-14 07:02:25,767 - INFO - Evaluation: Curr mae: 91.0258; Best mae: 77.0334; 77.1621; 77.5805; 78.0083; 78.1162; Curr rmse: 576.2153; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.6420; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.2994; 2025-08-14 07:02:25,767 - INFO - Epoch: 0225 / 1300 lr: 8.265e-05 2025-08-14 07:04:03,923 - INFO - Training: cls_zice: 60.46916626592988; reg_zipnll: 224.0558874037088; aux_mae_loss_1: 132.3103959296847; aux_mae_loss_2: 21.050798580395224; aux_mae_loss_4: 3.5539376230043738; cnt_loss: 23.63772036330559; 2025-08-14 07:04:03,924 - INFO - Evaluation: Curr mae: 79.7814; Best mae: 77.0334; 77.1621; 77.5805; 78.0083; 78.1162; Curr rmse: 562.2244; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.5276; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.2994; 2025-08-14 07:04:03,924 - INFO - Epoch: 0226 / 1300 lr: 8.190e-05 2025-08-14 07:05:43,356 - INFO - Training: cls_zice: 61.44442940501443; reg_zipnll: 218.78062138888401; aux_mae_loss_1: 134.017981801364; aux_mae_loss_2: 21.596521013500144; aux_mae_loss_4: 3.7055789054512673; cnt_loss: 26.16852673528127; 2025-08-14 07:05:43,358 - INFO - Evaluation: Curr mae: 85.6008; Best mae: 77.0334; 77.1621; 77.5805; 78.0083; 78.1162; Curr rmse: 589.1736; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.5592; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.2994; 2025-08-14 07:05:43,358 - INFO - Epoch: 0227 / 1300 lr: 8.115e-05 2025-08-14 07:07:21,968 - INFO - Training: cls_zice: 61.93283995093447; reg_zipnll: 226.528963152731; aux_mae_loss_1: 134.7017757052934; aux_mae_loss_2: 21.404742770452426; aux_mae_loss_4: 3.5931287803196357; cnt_loss: 23.75969637819305; 2025-08-14 07:07:21,969 - INFO - Evaluation: Curr mae: 90.3892; Best mae: 77.0334; 77.1621; 77.5805; 78.0083; 78.1162; Curr rmse: 592.3114; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.3364; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.2994; 2025-08-14 07:07:21,969 - INFO - Epoch: 0228 / 1300 lr: 8.038e-05 2025-08-14 07:09:01,238 - INFO - Training: cls_zice: 61.249297049174274; reg_zipnll: 227.6896314743552; aux_mae_loss_1: 132.4253145183573; aux_mae_loss_2: 20.91407713975882; aux_mae_loss_4: 3.5073770911344218; cnt_loss: 22.76109970994964; 2025-08-14 07:09:01,240 - INFO - Evaluation: Curr mae: 89.3737; Best mae: 77.0334; 77.1621; 77.5805; 78.0083; 78.1162; Curr rmse: 591.1320; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.4528; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.2994; 2025-08-14 07:09:01,240 - INFO - Epoch: 0229 / 1300 lr: 7.960e-05 2025-08-14 07:10:39,752 - INFO - Training: cls_zice: 60.92066094532111; reg_zipnll: 225.87829825197824; aux_mae_loss_1: 132.79823087481424; aux_mae_loss_2: 21.022851681648; aux_mae_loss_4: 3.52556549951166; cnt_loss: 22.937727986387237; 2025-08-14 07:10:39,754 - INFO - Evaluation: Curr mae: 92.9338; Best mae: 77.0334; 77.1621; 77.5805; 78.0083; 78.1162; Curr rmse: 566.1788; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.8008; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.2994; 2025-08-14 07:10:39,754 - INFO - Epoch: 0230 / 1300 lr: 7.880e-05 2025-08-14 07:12:17,791 - INFO - Training: cls_zice: 62.62493989840724; reg_zipnll: 227.7155469683571; aux_mae_loss_1: 135.5922007082667; aux_mae_loss_2: 21.66285034562138; aux_mae_loss_4: 3.6843251654911775; cnt_loss: 25.287399192089286; 2025-08-14 07:12:17,793 - INFO - Evaluation: Curr mae: 96.7132; Best mae: 77.0334; 77.1621; 77.5805; 78.0083; 78.1162; Curr rmse: 541.2027; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.4374; Best nae: 0.2180; 0.2669; 0.2772; 0.2792; 0.2994; 2025-08-14 07:12:17,793 - INFO - Epoch: 0231 / 1300 lr: 7.800e-05 2025-08-14 07:13:56,108 - INFO - Training: cls_zice: 60.85402385764073; reg_zipnll: 213.3507689743238; aux_mae_loss_1: 135.28472366431072; aux_mae_loss_2: 21.517566935875116; aux_mae_loss_4: 3.656482637081784; cnt_loss: 23.412167604907314; 2025-08-14 07:13:56,519 - INFO - Evaluation: Curr mae: 76.3160; Best mae: 76.3160; 77.0334; 77.1621; 77.5805; 78.0083; Curr rmse: 546.9419; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.1974; Best nae: 0.1974; 0.2180; 0.2669; 0.2772; 0.2792; 2025-08-14 07:13:56,519 - INFO - Epoch: 0232 / 1300 lr: 7.719e-05 2025-08-14 07:15:35,222 - INFO - Training: cls_zice: 63.26238491319139; reg_zipnll: 223.91447832161478; aux_mae_loss_1: 136.0814449879075; aux_mae_loss_2: 21.67332985100832; aux_mae_loss_4: 3.644623131555886; cnt_loss: 22.357632177041552; 2025-08-14 07:15:35,223 - INFO - Evaluation: Curr mae: 84.7923; Best mae: 76.3160; 77.0334; 77.1621; 77.5805; 78.0083; Curr rmse: 574.7446; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.3828; Best nae: 0.1974; 0.2180; 0.2669; 0.2772; 0.2792; 2025-08-14 07:15:35,224 - INFO - Epoch: 0233 / 1300 lr: 7.636e-05 2025-08-14 07:17:13,798 - INFO - Training: cls_zice: 59.76018243468819; reg_zipnll: 222.67013209521923; aux_mae_loss_1: 134.84076779421926; aux_mae_loss_2: 21.342962043144404; aux_mae_loss_4: 3.58012437284146; cnt_loss: 23.716687850903117; 2025-08-14 07:17:14,003 - INFO - Evaluation: Curr mae: 75.9330; Best mae: 75.9330; 76.3160; 77.0334; 77.1621; 77.5805; Curr rmse: 585.5887; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.3306; Best nae: 0.1974; 0.2180; 0.2669; 0.2772; 0.2792; 2025-08-14 07:17:14,003 - INFO - Epoch: 0234 / 1300 lr: 7.553e-05 2025-08-14 07:18:52,618 - INFO - Training: cls_zice: 62.57170278477485; reg_zipnll: 221.75583189741198; aux_mae_loss_1: 133.72728225198074; aux_mae_loss_2: 21.205242555368223; aux_mae_loss_4: 3.5810154301035375; cnt_loss: 23.459912784301835; 2025-08-14 07:18:52,620 - INFO - Evaluation: Curr mae: 83.0220; Best mae: 75.9330; 76.3160; 77.0334; 77.1621; 77.5805; Curr rmse: 588.2501; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.4090; Best nae: 0.1974; 0.2180; 0.2669; 0.2772; 0.2792; 2025-08-14 07:18:52,620 - INFO - Epoch: 0235 / 1300 lr: 7.469e-05 2025-08-14 07:20:30,938 - INFO - Training: cls_zice: 58.65500869473639; reg_zipnll: 221.33541017939314; aux_mae_loss_1: 131.21004460587292; aux_mae_loss_2: 20.842723580436413; aux_mae_loss_4: 3.506301236796195; cnt_loss: 22.799710680096194; 2025-08-14 07:20:30,940 - INFO - Evaluation: Curr mae: 87.7615; Best mae: 75.9330; 76.3160; 77.0334; 77.1621; 77.5805; Curr rmse: 575.7089; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.5889; Best nae: 0.1974; 0.2180; 0.2669; 0.2772; 0.2792; 2025-08-14 07:20:30,940 - INFO - Epoch: 0236 / 1300 lr: 7.383e-05 2025-08-14 07:22:09,097 - INFO - Training: cls_zice: 61.632327470497486; reg_zipnll: 227.93777627626238; aux_mae_loss_1: 134.1275843397204; aux_mae_loss_2: 21.158706864844863; aux_mae_loss_4: 3.539492078182936; cnt_loss: 22.168893412023706; 2025-08-14 07:22:09,099 - INFO - Evaluation: Curr mae: 83.6258; Best mae: 75.9330; 76.3160; 77.0334; 77.1621; 77.5805; Curr rmse: 557.9029; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.2843; Best nae: 0.1974; 0.2180; 0.2669; 0.2772; 0.2792; 2025-08-14 07:22:09,099 - INFO - Epoch: 0237 / 1300 lr: 7.297e-05 2025-08-14 07:23:47,286 - INFO - Training: cls_zice: 58.17674639587384; reg_zipnll: 226.39727826351373; aux_mae_loss_1: 130.6513903208441; aux_mae_loss_2: 20.738872454528025; aux_mae_loss_4: 3.4764889599731466; cnt_loss: 21.7836092474528; 2025-08-14 07:23:47,288 - INFO - Evaluation: Curr mae: 79.6649; Best mae: 75.9330; 76.3160; 77.0334; 77.1621; 77.5805; Curr rmse: 566.5786; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.4852; Best nae: 0.1974; 0.2180; 0.2669; 0.2772; 0.2792; 2025-08-14 07:23:47,288 - INFO - Epoch: 0238 / 1300 lr: 7.210e-05 2025-08-14 07:25:25,217 - INFO - Training: cls_zice: 59.4302074435744; reg_zipnll: 219.05870515092786; aux_mae_loss_1: 132.00017738832605; aux_mae_loss_2: 20.891244592887272; aux_mae_loss_4: 3.484412187935454; cnt_loss: 21.89057187678575; 2025-08-14 07:25:25,218 - INFO - Evaluation: Curr mae: 89.4730; Best mae: 75.9330; 76.3160; 77.0334; 77.1621; 77.5805; Curr rmse: 576.7067; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.3360; Best nae: 0.1974; 0.2180; 0.2669; 0.2772; 0.2792; 2025-08-14 07:25:25,218 - INFO - Epoch: 0239 / 1300 lr: 7.122e-05 2025-08-14 07:27:03,697 - INFO - Training: cls_zice: 58.02747607284769; reg_zipnll: 215.80679389934; aux_mae_loss_1: 132.6610197101583; aux_mae_loss_2: 20.95776626322141; aux_mae_loss_4: 3.47217358200593; cnt_loss: 21.28210259648399; 2025-08-14 07:27:03,699 - INFO - Evaluation: Curr mae: 87.3452; Best mae: 75.9330; 76.3160; 77.0334; 77.1621; 77.5805; Curr rmse: 581.1457; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.3212; Best nae: 0.1974; 0.2180; 0.2669; 0.2772; 0.2792; 2025-08-14 07:27:03,699 - INFO - Epoch: 0240 / 1300 lr: 7.034e-05 2025-08-14 07:28:41,749 - INFO - Training: cls_zice: 59.6936131446098; reg_zipnll: 223.8589533533719; aux_mae_loss_1: 130.6852763649124; aux_mae_loss_2: 20.749912216608198; aux_mae_loss_4: 3.4795308595757866; cnt_loss: 22.92007906455307; 2025-08-14 07:28:41,750 - INFO - Evaluation: Curr mae: 82.7934; Best mae: 75.9330; 76.3160; 77.0334; 77.1621; 77.5805; Curr rmse: 504.1367; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.5655; Best nae: 0.1974; 0.2180; 0.2669; 0.2772; 0.2792; 2025-08-14 07:28:41,750 - INFO - Epoch: 0241 / 1300 lr: 6.944e-05 2025-08-14 07:30:20,398 - INFO - Training: cls_zice: 60.87884034902087; reg_zipnll: 221.87445967117742; aux_mae_loss_1: 132.07151097197152; aux_mae_loss_2: 20.845517064121513; aux_mae_loss_4: 3.48931806130397; cnt_loss: 22.188887276808828; 2025-08-14 07:30:20,601 - INFO - Evaluation: Curr mae: 81.2589; Best mae: 75.9330; 76.3160; 77.0334; 77.1621; 77.5805; Curr rmse: 578.8686; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.2596; Best nae: 0.1974; 0.2180; 0.2596; 0.2669; 0.2772; 2025-08-14 07:30:20,601 - INFO - Epoch: 0242 / 1300 lr: 6.854e-05 2025-08-14 07:31:58,197 - INFO - Training: cls_zice: 57.82403758325277; reg_zipnll: 221.30630737343913; aux_mae_loss_1: 130.18101546574374; aux_mae_loss_2: 20.390529148376388; aux_mae_loss_4: 3.3608976708279785; cnt_loss: 19.97539438134907; 2025-08-14 07:31:58,198 - INFO - Evaluation: Curr mae: 88.3051; Best mae: 75.9330; 76.3160; 77.0334; 77.1621; 77.5805; Curr rmse: 515.4276; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.5446; Best nae: 0.1974; 0.2180; 0.2596; 0.2669; 0.2772; 2025-08-14 07:31:58,198 - INFO - Epoch: 0243 / 1300 lr: 6.763e-05 2025-08-14 07:33:36,035 - INFO - Training: cls_zice: 59.21231254839499; reg_zipnll: 219.26782895360324; aux_mae_loss_1: 131.26120838959602; aux_mae_loss_2: 20.67101743227412; aux_mae_loss_4: 3.442883198855775; cnt_loss: 21.946632794671928; 2025-08-14 07:33:36,036 - INFO - Evaluation: Curr mae: 82.5844; Best mae: 75.9330; 76.3160; 77.0334; 77.1621; 77.5805; Curr rmse: 586.1235; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.5220; Best nae: 0.1974; 0.2180; 0.2596; 0.2669; 0.2772; 2025-08-14 07:33:36,036 - INFO - Epoch: 0244 / 1300 lr: 6.672e-05 2025-08-14 07:35:14,180 - INFO - Training: cls_zice: 57.50922668953175; reg_zipnll: 218.43518963693654; aux_mae_loss_1: 129.76282930741885; aux_mae_loss_2: 20.5724126275217; aux_mae_loss_4: 3.433019632392187; cnt_loss: 21.835763558936915; 2025-08-14 07:35:14,181 - INFO - Evaluation: Curr mae: 80.5576; Best mae: 75.9330; 76.3160; 77.0334; 77.1621; 77.5805; Curr rmse: 474.9490; Best rmse: 292.5326; 337.9605; 352.0079; 377.7788; 394.9472; Curr nae: 0.4736; Best nae: 0.1974; 0.2180; 0.2596; 0.2669; 0.2772; 2025-08-14 07:35:14,181 - INFO - Epoch: 0245 / 1300 lr: 6.580e-05 2025-08-14 07:36:52,568 - INFO - Training: cls_zice: 60.36579624285735; reg_zipnll: 220.09075832612103; aux_mae_loss_1: 132.6228469270054; aux_mae_loss_2: 20.958531149248845; aux_mae_loss_4: 3.5135211803612796; cnt_loss: 23.142088792011485; 2025-08-14 07:36:52,768 - INFO - Evaluation: Curr mae: 94.5685; Best mae: 75.9330; 76.3160; 77.0334; 77.1621; 77.5805; Curr rmse: 364.5541; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5333; Best nae: 0.1974; 0.2180; 0.2596; 0.2669; 0.2772; 2025-08-14 07:36:52,768 - INFO - Epoch: 0246 / 1300 lr: 6.487e-05 2025-08-14 07:38:30,955 - INFO - Training: cls_zice: 57.020574604867356; reg_zipnll: 215.9058853286704; aux_mae_loss_1: 129.00711215492385; aux_mae_loss_2: 20.344742771285972; aux_mae_loss_4: 3.377478468847152; cnt_loss: 21.636316431825144; 2025-08-14 07:38:31,159 - INFO - Evaluation: Curr mae: 73.1352; Best mae: 73.1352; 75.9330; 76.3160; 77.0334; 77.1621; Curr rmse: 423.5828; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4756; Best nae: 0.1974; 0.2180; 0.2596; 0.2669; 0.2772; 2025-08-14 07:38:31,159 - INFO - Epoch: 0247 / 1300 lr: 6.394e-05 2025-08-14 07:40:08,601 - INFO - Training: cls_zice: 62.606978347874545; reg_zipnll: 219.08892850704243; aux_mae_loss_1: 134.20655663399586; aux_mae_loss_2: 21.120195203697772; aux_mae_loss_4: 3.533266847881376; cnt_loss: 22.406340665866292; 2025-08-14 07:40:08,603 - INFO - Evaluation: Curr mae: 78.1473; Best mae: 73.1352; 75.9330; 76.3160; 77.0334; 77.1621; Curr rmse: 542.5206; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3744; Best nae: 0.1974; 0.2180; 0.2596; 0.2669; 0.2772; 2025-08-14 07:40:08,603 - INFO - Epoch: 0248 / 1300 lr: 6.300e-05 2025-08-14 07:41:47,116 - INFO - Training: cls_zice: 62.207409975154846; reg_zipnll: 223.15332234242888; aux_mae_loss_1: 131.03354932103488; aux_mae_loss_2: 20.628197041146247; aux_mae_loss_4: 3.429350452128903; cnt_loss: 20.71670660751951; 2025-08-14 07:41:47,118 - INFO - Evaluation: Curr mae: 96.8222; Best mae: 73.1352; 75.9330; 76.3160; 77.0334; 77.1621; Curr rmse: 582.2272; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5633; Best nae: 0.1974; 0.2180; 0.2596; 0.2669; 0.2772; 2025-08-14 07:41:47,118 - INFO - Epoch: 0249 / 1300 lr: 6.206e-05 2025-08-14 07:43:25,871 - INFO - Training: cls_zice: 61.39200464948284; reg_zipnll: 220.66823594551772; aux_mae_loss_1: 133.70166769738677; aux_mae_loss_2: 21.05444209005655; aux_mae_loss_4: 3.517952632015346; cnt_loss: 21.526383418963317; 2025-08-14 07:43:25,872 - INFO - Evaluation: Curr mae: 88.8915; Best mae: 73.1352; 75.9330; 76.3160; 77.0334; 77.1621; Curr rmse: 571.5085; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.7243; Best nae: 0.1974; 0.2180; 0.2596; 0.2669; 0.2772; 2025-08-14 07:43:25,873 - INFO - Epoch: 0250 / 1300 lr: 6.111e-05 2025-08-14 07:45:04,385 - INFO - Training: cls_zice: 57.29322485897719; reg_zipnll: 215.81623176437418; aux_mae_loss_1: 130.0293233425268; aux_mae_loss_2: 20.420055421275162; aux_mae_loss_4: 3.3859912947701303; cnt_loss: 19.825562174338607; 2025-08-14 07:45:04,386 - INFO - Evaluation: Curr mae: 80.1230; Best mae: 73.1352; 75.9330; 76.3160; 77.0334; 77.1621; Curr rmse: 592.8731; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4105; Best nae: 0.1974; 0.2180; 0.2596; 0.2669; 0.2772; 2025-08-14 07:45:04,970 - INFO - Epoch: 0251 / 1300 lr: 6.016e-05 2025-08-14 07:46:43,603 - INFO - Training: cls_zice: 61.32533555567878; reg_zipnll: 215.35883787297345; aux_mae_loss_1: 133.00456957584174; aux_mae_loss_2: 20.99968276232251; aux_mae_loss_4: 3.4987772838009046; cnt_loss: 21.90649821151498; 2025-08-14 07:46:43,605 - INFO - Evaluation: Curr mae: 81.2043; Best mae: 73.1352; 75.9330; 76.3160; 77.0334; 77.1621; Curr rmse: 592.2369; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4926; Best nae: 0.1974; 0.2180; 0.2596; 0.2669; 0.2772; 2025-08-14 07:46:43,605 - INFO - Epoch: 0252 / 1300 lr: 5.920e-05 2025-08-14 07:48:22,560 - INFO - Training: cls_zice: 57.672246998640446; reg_zipnll: 227.72394398981012; aux_mae_loss_1: 131.13180975435938; aux_mae_loss_2: 20.46379820424058; aux_mae_loss_4: 3.36117926691982; cnt_loss: 19.068525717007162; 2025-08-14 07:48:22,761 - INFO - Evaluation: Curr mae: 82.7572; Best mae: 73.1352; 75.9330; 76.3160; 77.0334; 77.1621; Curr rmse: 591.4232; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.1953; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 07:48:22,761 - INFO - Epoch: 0253 / 1300 lr: 5.824e-05 2025-08-14 07:50:00,846 - INFO - Training: cls_zice: 60.873964523671525; reg_zipnll: 230.38106315240148; aux_mae_loss_1: 133.6746014984837; aux_mae_loss_2: 21.09705219293315; aux_mae_loss_4: 3.540569683273531; cnt_loss: 22.650254643668244; 2025-08-14 07:50:00,847 - INFO - Evaluation: Curr mae: 96.4620; Best mae: 73.1352; 75.9330; 76.3160; 77.0334; 77.1621; Curr rmse: 577.1135; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5514; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 07:50:00,847 - INFO - Epoch: 0254 / 1300 lr: 5.728e-05 2025-08-14 07:51:39,658 - INFO - Training: cls_zice: 60.25521131177794; reg_zipnll: 226.80562307166562; aux_mae_loss_1: 132.4048251664424; aux_mae_loss_2: 20.704446836731428; aux_mae_loss_4: 3.4088821357503956; cnt_loss: 18.80526947178387; 2025-08-14 07:51:39,660 - INFO - Evaluation: Curr mae: 83.9070; Best mae: 73.1352; 75.9330; 76.3160; 77.0334; 77.1621; Curr rmse: 545.0989; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5800; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 07:51:39,660 - INFO - Epoch: 0255 / 1300 lr: 5.632e-05 2025-08-14 07:53:19,682 - INFO - Training: cls_zice: 60.62717019990661; reg_zipnll: 211.3368744396612; aux_mae_loss_1: 132.92733418236662; aux_mae_loss_2: 20.988809731441783; aux_mae_loss_4: 3.508117957409366; cnt_loss: 21.92524611061214; 2025-08-14 07:53:19,885 - INFO - Evaluation: Curr mae: 75.9070; Best mae: 73.1352; 75.9070; 75.9330; 76.3160; 77.0334; Curr rmse: 587.6922; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3693; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 07:53:19,886 - INFO - Epoch: 0256 / 1300 lr: 5.535e-05 2025-08-14 07:54:59,448 - INFO - Training: cls_zice: 57.70679562410536; reg_zipnll: 216.27489311100584; aux_mae_loss_1: 128.49382235274524; aux_mae_loss_2: 20.1442788474664; aux_mae_loss_4: 3.318174144296229; cnt_loss: 18.989465405824557; 2025-08-14 07:54:59,449 - INFO - Evaluation: Curr mae: 77.5900; Best mae: 73.1352; 75.9070; 75.9330; 76.3160; 77.0334; Curr rmse: 582.5075; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3892; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 07:54:59,450 - INFO - Epoch: 0257 / 1300 lr: 5.438e-05 2025-08-14 07:56:38,676 - INFO - Training: cls_zice: 59.55894605007147; reg_zipnll: 225.73316276962163; aux_mae_loss_1: 130.2641527425967; aux_mae_loss_2: 20.264988217684788; aux_mae_loss_4: 3.3181234054209945; cnt_loss: 19.398998861141255; 2025-08-14 07:56:38,677 - INFO - Evaluation: Curr mae: 77.6813; Best mae: 73.1352; 75.9070; 75.9330; 76.3160; 77.0334; Curr rmse: 572.1790; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.8206; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 07:56:38,678 - INFO - Epoch: 0258 / 1300 lr: 5.341e-05 2025-08-14 07:58:18,108 - INFO - Training: cls_zice: 60.92743849704535; reg_zipnll: 225.64725488010592; aux_mae_loss_1: 130.39214805465738; aux_mae_loss_2: 20.304723471173283; aux_mae_loss_4: 3.323313942298791; cnt_loss: 19.963787606258933; 2025-08-14 07:58:18,109 - INFO - Evaluation: Curr mae: 92.2401; Best mae: 73.1352; 75.9070; 75.9330; 76.3160; 77.0334; Curr rmse: 527.6511; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.7432; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 07:58:18,109 - INFO - Epoch: 0259 / 1300 lr: 5.244e-05 2025-08-14 07:59:57,043 - INFO - Training: cls_zice: 60.37175254420327; reg_zipnll: 219.31481424640566; aux_mae_loss_1: 130.25314813530537; aux_mae_loss_2: 20.408206541311465; aux_mae_loss_4: 3.375588974946569; cnt_loss: 20.394157680876763; 2025-08-14 07:59:57,044 - INFO - Evaluation: Curr mae: 91.3806; Best mae: 73.1352; 75.9070; 75.9330; 76.3160; 77.0334; Curr rmse: 587.1165; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5560; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 07:59:57,044 - INFO - Epoch: 0260 / 1300 lr: 5.147e-05 2025-08-14 08:01:34,866 - INFO - Training: cls_zice: 60.52958134881635; reg_zipnll: 219.77069733136724; aux_mae_loss_1: 130.645209535535; aux_mae_loss_2: 20.398748193118138; aux_mae_loss_4: 3.3517639794815475; cnt_loss: 20.444309794504417; 2025-08-14 08:01:34,868 - INFO - Evaluation: Curr mae: 93.5584; Best mae: 73.1352; 75.9070; 75.9330; 76.3160; 77.0334; Curr rmse: 571.9005; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.7059; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 08:01:34,868 - INFO - Epoch: 0261 / 1300 lr: 5.050e-05 2025-08-14 08:03:14,074 - INFO - Training: cls_zice: 60.82343903222243; reg_zipnll: 215.48794174194336; aux_mae_loss_1: 129.08390198636485; aux_mae_loss_2: 20.09626394188496; aux_mae_loss_4: 3.296816337077967; cnt_loss: 19.678936552878824; 2025-08-14 08:03:14,075 - INFO - Evaluation: Curr mae: 97.2276; Best mae: 73.1352; 75.9070; 75.9330; 76.3160; 77.0334; Curr rmse: 555.1159; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.7515; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 08:03:14,076 - INFO - Epoch: 0262 / 1300 lr: 4.953e-05 2025-08-14 08:04:52,319 - INFO - Training: cls_zice: 58.89409413535368; reg_zipnll: 222.2762656224111; aux_mae_loss_1: 129.03860181401507; aux_mae_loss_2: 20.075543111884503; aux_mae_loss_4: 3.2701797978737055; cnt_loss: 18.58241728216333; 2025-08-14 08:04:52,321 - INFO - Evaluation: Curr mae: 103.0844; Best mae: 73.1352; 75.9070; 75.9330; 76.3160; 77.0334; Curr rmse: 562.0761; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.6241; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 08:04:52,321 - INFO - Epoch: 0263 / 1300 lr: 4.856e-05 2025-08-14 08:06:31,069 - INFO - Training: cls_zice: 58.44811850747903; reg_zipnll: 218.02759121009808; aux_mae_loss_1: 128.3917105020165; aux_mae_loss_2: 20.01268233860673; aux_mae_loss_4: 3.282675696062858; cnt_loss: 19.164626092714638; 2025-08-14 08:06:31,070 - INFO - Evaluation: Curr mae: 91.4846; Best mae: 73.1352; 75.9070; 75.9330; 76.3160; 77.0334; Curr rmse: 556.8028; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.6671; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 08:06:31,070 - INFO - Epoch: 0264 / 1300 lr: 4.759e-05 2025-08-14 08:08:09,327 - INFO - Training: cls_zice: 54.87520238776287; reg_zipnll: 216.3601563411997; aux_mae_loss_1: 125.86684291712116; aux_mae_loss_2: 19.493812203713738; aux_mae_loss_4: 3.150138993955823; cnt_loss: 17.612680390438875; 2025-08-14 08:08:09,328 - INFO - Evaluation: Curr mae: 85.1696; Best mae: 73.1352; 75.9070; 75.9330; 76.3160; 77.0334; Curr rmse: 574.0056; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5714; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 08:08:09,328 - INFO - Epoch: 0265 / 1300 lr: 4.662e-05 2025-08-14 08:09:47,143 - INFO - Training: cls_zice: 55.7805889394412; reg_zipnll: 215.59578370435074; aux_mae_loss_1: 127.08708756748386; aux_mae_loss_2: 19.855400788446932; aux_mae_loss_4: 3.2424512055048904; cnt_loss: 18.573816740114463; 2025-08-14 08:09:47,145 - INFO - Evaluation: Curr mae: 77.1886; Best mae: 73.1352; 75.9070; 75.9330; 76.3160; 77.0334; Curr rmse: 593.3320; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4127; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 08:09:47,145 - INFO - Epoch: 0266 / 1300 lr: 4.565e-05 2025-08-14 08:11:25,559 - INFO - Training: cls_zice: 59.332022279156206; reg_zipnll: 212.6554039119142; aux_mae_loss_1: 130.69276309074658; aux_mae_loss_2: 20.43273646175708; aux_mae_loss_4: 3.3562750068605713; cnt_loss: 19.08220783144159; 2025-08-14 08:11:25,561 - INFO - Evaluation: Curr mae: 99.2306; Best mae: 73.1352; 75.9070; 75.9330; 76.3160; 77.0334; Curr rmse: 591.2553; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.8279; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 08:11:25,561 - INFO - Epoch: 0267 / 1300 lr: 4.468e-05 2025-08-14 08:13:03,997 - INFO - Training: cls_zice: 57.01910989312096; reg_zipnll: 223.29376066742336; aux_mae_loss_1: 127.57462786402371; aux_mae_loss_2: 19.75984579983591; aux_mae_loss_4: 3.216990736272464; cnt_loss: 18.150834700135768; 2025-08-14 08:13:03,998 - INFO - Evaluation: Curr mae: 85.6280; Best mae: 73.1352; 75.9070; 75.9330; 76.3160; 77.0334; Curr rmse: 589.7630; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.6794; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 08:13:03,999 - INFO - Epoch: 0268 / 1300 lr: 4.372e-05 2025-08-14 08:14:41,907 - INFO - Training: cls_zice: 55.6481468067684; reg_zipnll: 221.76711942481504; aux_mae_loss_1: 124.87312089875915; aux_mae_loss_2: 19.40404639329886; aux_mae_loss_4: 3.160328394649574; cnt_loss: 17.747325387895874; 2025-08-14 08:14:41,908 - INFO - Evaluation: Curr mae: 87.8528; Best mae: 73.1352; 75.9070; 75.9330; 76.3160; 77.0334; Curr rmse: 586.4425; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.6458; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 08:14:41,908 - INFO - Epoch: 0269 / 1300 lr: 4.276e-05 2025-08-14 08:16:20,830 - INFO - Training: cls_zice: 58.75662406240913; reg_zipnll: 211.57298778935998; aux_mae_loss_1: 130.26965026070954; aux_mae_loss_2: 20.333320003548746; aux_mae_loss_4: 3.326832523229496; cnt_loss: 18.56659837737488; 2025-08-14 08:16:20,832 - INFO - Evaluation: Curr mae: 77.4514; Best mae: 73.1352; 75.9070; 75.9330; 76.3160; 77.0334; Curr rmse: 587.1287; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4647; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 08:16:20,832 - INFO - Epoch: 0270 / 1300 lr: 4.180e-05 2025-08-14 08:17:59,507 - INFO - Training: cls_zice: 60.335165974068765; reg_zipnll: 215.40398049048102; aux_mae_loss_1: 130.2923951283825; aux_mae_loss_2: 20.19794555494902; aux_mae_loss_4: 3.2812489398340947; cnt_loss: 17.943538885190126; 2025-08-14 08:17:59,509 - INFO - Evaluation: Curr mae: 94.2075; Best mae: 73.1352; 75.9070; 75.9330; 76.3160; 77.0334; Curr rmse: 589.9985; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3909; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 08:17:59,509 - INFO - Epoch: 0271 / 1300 lr: 4.084e-05 2025-08-14 08:19:38,283 - INFO - Training: cls_zice: 55.37594209140248; reg_zipnll: 230.06901275713216; aux_mae_loss_1: 126.20764149369188; aux_mae_loss_2: 19.455907981009595; aux_mae_loss_4: 3.1414470450430727; cnt_loss: 16.976011674018018; 2025-08-14 08:19:38,284 - INFO - Evaluation: Curr mae: 77.4343; Best mae: 73.1352; 75.9070; 75.9330; 76.3160; 77.0334; Curr rmse: 579.9477; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5822; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 08:19:38,285 - INFO - Epoch: 0272 / 1300 lr: 3.989e-05 2025-08-14 08:21:16,150 - INFO - Training: cls_zice: 57.67208735135343; reg_zipnll: 215.9433604635126; aux_mae_loss_1: 126.16149070023877; aux_mae_loss_2: 19.545457105097242; aux_mae_loss_4: 3.1579055697262133; cnt_loss: 17.138743814282062; 2025-08-14 08:21:16,152 - INFO - Evaluation: Curr mae: 78.4962; Best mae: 73.1352; 75.9070; 75.9330; 76.3160; 77.0334; Curr rmse: 580.3242; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4882; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 08:21:16,152 - INFO - Epoch: 0273 / 1300 lr: 3.894e-05 2025-08-14 08:22:54,068 - INFO - Training: cls_zice: 58.94369986323893; reg_zipnll: 218.84975417169017; aux_mae_loss_1: 127.61275691054475; aux_mae_loss_2: 19.752176396338065; aux_mae_loss_4: 3.213344891763898; cnt_loss: 17.994020289810887; 2025-08-14 08:22:54,069 - INFO - Evaluation: Curr mae: 80.2577; Best mae: 73.1352; 75.9070; 75.9330; 76.3160; 77.0334; Curr rmse: 581.7106; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3742; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 08:22:54,069 - INFO - Epoch: 0274 / 1300 lr: 3.800e-05 2025-08-14 08:24:33,080 - INFO - Training: cls_zice: 58.764264443233266; reg_zipnll: 221.86589818135633; aux_mae_loss_1: 128.61835964173463; aux_mae_loss_2: 19.82326905096098; aux_mae_loss_4: 3.189818066312599; cnt_loss: 16.91493502129013; 2025-08-14 08:24:33,281 - INFO - Evaluation: Curr mae: 75.3473; Best mae: 73.1352; 75.3473; 75.9070; 75.9330; 76.3160; Curr rmse: 576.0299; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3628; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 08:24:33,281 - INFO - Epoch: 0275 / 1300 lr: 3.706e-05 2025-08-14 08:26:11,680 - INFO - Training: cls_zice: 58.798915801670375; reg_zipnll: 219.82893438265685; aux_mae_loss_1: 130.257244100301; aux_mae_loss_2: 20.099710930282477; aux_mae_loss_4: 3.232825069776844; cnt_loss: 17.060491101600824; 2025-08-14 08:26:11,681 - INFO - Evaluation: Curr mae: 80.9532; Best mae: 73.1352; 75.3473; 75.9070; 75.9330; 76.3160; Curr rmse: 574.4559; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4090; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 08:26:11,681 - INFO - Epoch: 0276 / 1300 lr: 3.613e-05 2025-08-14 08:27:49,704 - INFO - Training: cls_zice: 61.094579487655956; reg_zipnll: 216.0517242647382; aux_mae_loss_1: 130.01234928807747; aux_mae_loss_2: 20.08853650276949; aux_mae_loss_4: 3.242954074723555; cnt_loss: 17.08756378745052; 2025-08-14 08:27:49,705 - INFO - Evaluation: Curr mae: 77.6608; Best mae: 73.1352; 75.3473; 75.9070; 75.9330; 76.3160; Curr rmse: 564.8191; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3411; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 08:27:49,706 - INFO - Epoch: 0277 / 1300 lr: 3.520e-05 2025-08-14 08:29:28,136 - INFO - Training: cls_zice: 57.11055649460741; reg_zipnll: 215.19969039956217; aux_mae_loss_1: 125.42760198833398; aux_mae_loss_2: 19.400335107180638; aux_mae_loss_4: 3.1349897703352196; cnt_loss: 16.601221677883117; 2025-08-14 08:29:28,339 - INFO - Evaluation: Curr mae: 72.9707; Best mae: 72.9707; 73.1352; 75.3473; 75.9070; 75.9330; Curr rmse: 489.7826; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4398; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 08:29:28,339 - INFO - Epoch: 0278 / 1300 lr: 3.428e-05 2025-08-14 08:31:07,288 - INFO - Training: cls_zice: 59.252638650545734; reg_zipnll: 220.35503771862824; aux_mae_loss_1: 126.9168970946481; aux_mae_loss_2: 19.48564524393155; aux_mae_loss_4: 3.110044109637449; cnt_loss: 15.930388039978734; 2025-08-14 08:31:07,496 - INFO - Evaluation: Curr mae: 71.3423; Best mae: 71.3423; 72.9707; 73.1352; 75.3473; 75.9070; Curr rmse: 520.3721; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4777; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 08:31:07,496 - INFO - Epoch: 0279 / 1300 lr: 3.337e-05 2025-08-14 08:32:46,126 - INFO - Training: cls_zice: 61.630852529621066; reg_zipnll: 218.62104643402492; aux_mae_loss_1: 130.4155786558411; aux_mae_loss_2: 20.09027688852619; aux_mae_loss_4: 3.231042518867012; cnt_loss: 16.994141732512524; 2025-08-14 08:32:46,127 - INFO - Evaluation: Curr mae: 77.1127; Best mae: 71.3423; 72.9707; 73.1352; 75.3473; 75.9070; Curr rmse: 558.4195; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4196; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 08:32:46,127 - INFO - Epoch: 0280 / 1300 lr: 3.246e-05 2025-08-14 08:34:24,873 - INFO - Training: cls_zice: 56.95355166039001; reg_zipnll: 218.31732238534178; aux_mae_loss_1: 126.90524030160782; aux_mae_loss_2: 19.467074553580396; aux_mae_loss_4: 3.115457769071535; cnt_loss: 16.092099230516233; 2025-08-14 08:34:24,874 - INFO - Evaluation: Curr mae: 78.8856; Best mae: 71.3423; 72.9707; 73.1352; 75.3473; 75.9070; Curr rmse: 536.3471; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4179; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 08:34:24,874 - INFO - Epoch: 0281 / 1300 lr: 3.156e-05 2025-08-14 08:36:03,947 - INFO - Training: cls_zice: 57.944093335716765; reg_zipnll: 210.49471692867328; aux_mae_loss_1: 126.49658270789295; aux_mae_loss_2: 19.534467003339362; aux_mae_loss_4: 3.151191623321229; cnt_loss: 16.902939811157385; 2025-08-14 08:36:04,150 - INFO - Evaluation: Curr mae: 68.6601; Best mae: 68.6601; 71.3423; 72.9707; 73.1352; 75.3473; Curr rmse: 479.3768; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4205; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 08:36:04,150 - INFO - Epoch: 0282 / 1300 lr: 3.066e-05 2025-08-14 08:37:42,535 - INFO - Training: cls_zice: 54.78773013285929; reg_zipnll: 210.1578783167665; aux_mae_loss_1: 124.30088040270965; aux_mae_loss_2: 19.079114684715368; aux_mae_loss_4: 3.046630209393244; cnt_loss: 15.402193507375937; 2025-08-14 08:37:42,537 - INFO - Evaluation: Curr mae: 77.9381; Best mae: 68.6601; 71.3423; 72.9707; 73.1352; 75.3473; Curr rmse: 519.4633; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3926; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 08:37:42,537 - INFO - Epoch: 0283 / 1300 lr: 2.978e-05 2025-08-14 08:39:20,555 - INFO - Training: cls_zice: 59.595598449130904; reg_zipnll: 220.7223265091374; aux_mae_loss_1: 126.42776106317123; aux_mae_loss_2: 19.38986328696224; aux_mae_loss_4: 3.1100001246273363; cnt_loss: 15.929011400683681; 2025-08-14 08:39:20,556 - INFO - Evaluation: Curr mae: 81.9721; Best mae: 68.6601; 71.3423; 72.9707; 73.1352; 75.3473; Curr rmse: 556.5608; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4060; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 08:39:20,556 - INFO - Epoch: 0284 / 1300 lr: 2.890e-05 2025-08-14 08:40:59,732 - INFO - Training: cls_zice: 60.3367877734351; reg_zipnll: 217.12966232005613; aux_mae_loss_1: 130.37475301061008; aux_mae_loss_2: 20.04538738819505; aux_mae_loss_4: 3.2300588686239444; cnt_loss: 17.921319177647177; 2025-08-14 08:40:59,936 - INFO - Evaluation: Curr mae: 73.0319; Best mae: 68.6601; 71.3423; 72.9707; 73.0319; 73.1352; Curr rmse: 550.3084; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4260; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 08:40:59,936 - INFO - Epoch: 0285 / 1300 lr: 2.803e-05 2025-08-14 08:42:37,818 - INFO - Training: cls_zice: 57.84179118674028; reg_zipnll: 207.52769940432668; aux_mae_loss_1: 126.05145880005354; aux_mae_loss_2: 19.440334362971445; aux_mae_loss_4: 3.131265774177708; cnt_loss: 16.51993138011746; 2025-08-14 08:42:37,819 - INFO - Evaluation: Curr mae: 83.1623; Best mae: 68.6601; 71.3423; 72.9707; 73.0319; 73.1352; Curr rmse: 574.0297; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5658; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 08:42:37,819 - INFO - Epoch: 0286 / 1300 lr: 2.717e-05 2025-08-14 08:44:16,003 - INFO - Training: cls_zice: 58.906358481794214; reg_zipnll: 212.6476116719773; aux_mae_loss_1: 129.1727608972466; aux_mae_loss_2: 19.82559970350682; aux_mae_loss_4: 3.1807792327704343; cnt_loss: 15.581509614358524; 2025-08-14 08:44:16,005 - INFO - Evaluation: Curr mae: 78.7035; Best mae: 68.6601; 71.3423; 72.9707; 73.0319; 73.1352; Curr rmse: 555.1280; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4378; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 08:44:16,005 - INFO - Epoch: 0287 / 1300 lr: 2.631e-05 2025-08-14 08:45:54,106 - INFO - Training: cls_zice: 60.12503750254532; reg_zipnll: 214.65373551631035; aux_mae_loss_1: 127.47237526665616; aux_mae_loss_2: 19.55017242640027; aux_mae_loss_4: 3.1216415212822453; cnt_loss: 16.15195733937016; 2025-08-14 08:45:54,107 - INFO - Evaluation: Curr mae: 73.3454; Best mae: 68.6601; 71.3423; 72.9707; 73.0319; 73.1352; Curr rmse: 512.2761; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3395; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 08:45:54,107 - INFO - Epoch: 0288 / 1300 lr: 2.547e-05 2025-08-14 08:47:32,790 - INFO - Training: cls_zice: 58.513709264532075; reg_zipnll: 216.62510547785035; aux_mae_loss_1: 126.53501783728906; aux_mae_loss_2: 19.438572638445464; aux_mae_loss_4: 3.105049287751892; cnt_loss: 15.004353456754611; 2025-08-14 08:47:32,791 - INFO - Evaluation: Curr mae: 75.9577; Best mae: 68.6601; 71.3423; 72.9707; 73.0319; 73.1352; Curr rmse: 543.4782; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5861; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 08:47:32,792 - INFO - Epoch: 0289 / 1300 lr: 2.464e-05 2025-08-14 08:49:11,815 - INFO - Training: cls_zice: 60.64273867294537; reg_zipnll: 210.4942763360423; aux_mae_loss_1: 128.92143611368607; aux_mae_loss_2: 19.780469264346713; aux_mae_loss_4: 3.173557202889558; cnt_loss: 16.66640585185936; 2025-08-14 08:49:11,817 - INFO - Evaluation: Curr mae: 80.1215; Best mae: 68.6601; 71.3423; 72.9707; 73.0319; 73.1352; Curr rmse: 542.6875; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5603; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 08:49:11,817 - INFO - Epoch: 0290 / 1300 lr: 2.381e-05 2025-08-14 08:50:50,801 - INFO - Training: cls_zice: 58.38343315791808; reg_zipnll: 219.33059753182616; aux_mae_loss_1: 127.07581264623333; aux_mae_loss_2: 19.328295781863687; aux_mae_loss_4: 3.065868738531147; cnt_loss: 14.773443270771546; 2025-08-14 08:50:50,803 - INFO - Evaluation: Curr mae: 74.7254; Best mae: 68.6601; 71.3423; 72.9707; 73.0319; 73.1352; Curr rmse: 540.7227; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4539; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 08:50:50,803 - INFO - Epoch: 0291 / 1300 lr: 2.300e-05 2025-08-14 08:52:29,199 - INFO - Training: cls_zice: 58.1965427721604; reg_zipnll: 204.3804536589007; aux_mae_loss_1: 126.22562068654823; aux_mae_loss_2: 19.57387869033225; aux_mae_loss_4: 3.1685360237994353; cnt_loss: 17.416402675192277; 2025-08-14 08:52:29,200 - INFO - Evaluation: Curr mae: 75.1845; Best mae: 68.6601; 71.3423; 72.9707; 73.0319; 73.1352; Curr rmse: 569.3394; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5526; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 08:52:29,200 - INFO - Epoch: 0292 / 1300 lr: 2.220e-05 2025-08-14 08:54:07,407 - INFO - Training: cls_zice: 56.76788405572234; reg_zipnll: 210.242453744295; aux_mae_loss_1: 127.19300828556169; aux_mae_loss_2: 19.556978189546836; aux_mae_loss_4: 3.1281928743372234; cnt_loss: 15.564256157850545; 2025-08-14 08:54:07,409 - INFO - Evaluation: Curr mae: 75.5858; Best mae: 68.6601; 71.3423; 72.9707; 73.0319; 73.1352; Curr rmse: 565.5743; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4493; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 08:54:07,409 - INFO - Epoch: 0293 / 1300 lr: 2.140e-05 2025-08-14 08:55:45,926 - INFO - Training: cls_zice: 58.05078074178996; reg_zipnll: 218.46812249700943; aux_mae_loss_1: 126.41227470633304; aux_mae_loss_2: 19.326999428339665; aux_mae_loss_4: 3.072047337774752; cnt_loss: 14.374628833143142; 2025-08-14 08:55:45,928 - INFO - Evaluation: Curr mae: 76.5736; Best mae: 68.6601; 71.3423; 72.9707; 73.0319; 73.1352; Curr rmse: 575.4721; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4493; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 08:55:45,928 - INFO - Epoch: 0294 / 1300 lr: 2.062e-05 2025-08-14 08:57:24,849 - INFO - Training: cls_zice: 57.98242899400103; reg_zipnll: 217.35902971596215; aux_mae_loss_1: 127.0981570736608; aux_mae_loss_2: 19.444883966813663; aux_mae_loss_4: 3.0812722648323962; cnt_loss: 14.866676933048318; 2025-08-14 08:57:25,051 - INFO - Evaluation: Curr mae: 70.8922; Best mae: 68.6601; 70.8922; 71.3423; 72.9707; 73.0319; Curr rmse: 511.6661; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5118; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 08:57:25,051 - INFO - Epoch: 0295 / 1300 lr: 1.985e-05 2025-08-14 08:59:03,760 - INFO - Training: cls_zice: 60.77795892260528; reg_zipnll: 220.0117452273332; aux_mae_loss_1: 128.0092045310837; aux_mae_loss_2: 19.485293368753858; aux_mae_loss_4: 3.082343491766324; cnt_loss: 14.695379134621902; 2025-08-14 08:59:03,962 - INFO - Evaluation: Curr mae: 72.9779; Best mae: 68.6601; 70.8922; 71.3423; 72.9707; 72.9779; Curr rmse: 535.3739; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5487; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 08:59:03,962 - INFO - Epoch: 0296 / 1300 lr: 1.910e-05 2025-08-14 09:00:41,858 - INFO - Training: cls_zice: 56.55232862917501; reg_zipnll: 217.67130954713014; aux_mae_loss_1: 124.77710864108755; aux_mae_loss_2: 19.053190725321635; aux_mae_loss_4: 3.009555846682551; cnt_loss: 14.614459732197858; 2025-08-14 09:00:41,859 - INFO - Evaluation: Curr mae: 73.0015; Best mae: 68.6601; 70.8922; 71.3423; 72.9707; 72.9779; Curr rmse: 573.2728; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3856; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 09:00:41,859 - INFO - Epoch: 0297 / 1300 lr: 1.835e-05 2025-08-14 09:02:20,490 - INFO - Training: cls_zice: 58.60732313404506; reg_zipnll: 216.3168457148927; aux_mae_loss_1: 127.55084735017203; aux_mae_loss_2: 19.43547578213454; aux_mae_loss_4: 3.06067739277695; cnt_loss: 13.916481592967761; 2025-08-14 09:02:20,491 - INFO - Evaluation: Curr mae: 76.2685; Best mae: 68.6601; 70.8922; 71.3423; 72.9707; 72.9779; Curr rmse: 567.1496; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4560; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 09:02:20,492 - INFO - Epoch: 0298 / 1300 lr: 1.762e-05 2025-08-14 09:03:59,033 - INFO - Training: cls_zice: 56.76482510945944; reg_zipnll: 212.66831290629958; aux_mae_loss_1: 126.3046259941356; aux_mae_loss_2: 19.33512093352781; aux_mae_loss_4: 3.067832538891574; cnt_loss: 15.27140719602531; 2025-08-14 09:03:59,035 - INFO - Evaluation: Curr mae: 75.2848; Best mae: 68.6601; 70.8922; 71.3423; 72.9707; 72.9779; Curr rmse: 575.8817; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4689; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 09:03:59,035 - INFO - Epoch: 0299 / 1300 lr: 1.690e-05 2025-08-14 09:05:38,772 - INFO - Training: cls_zice: 57.209992495899336; reg_zipnll: 213.56997981230828; aux_mae_loss_1: 125.91128894050814; aux_mae_loss_2: 19.271791975418523; aux_mae_loss_4: 3.0698510373159666; cnt_loss: 14.905388971220864; 2025-08-14 09:05:38,978 - INFO - Evaluation: Curr mae: 72.8363; Best mae: 68.6601; 70.8922; 71.3423; 72.8363; 72.9707; Curr rmse: 553.6654; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4654; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 09:05:38,978 - INFO - Epoch: 0300 / 1300 lr: 1.619e-05 2025-08-14 09:07:16,621 - INFO - Training: cls_zice: 56.835505682275965; reg_zipnll: 215.6638922213282; aux_mae_loss_1: 125.62890606367803; aux_mae_loss_2: 19.182089928183274; aux_mae_loss_4: 3.0306023414459817; cnt_loss: 14.299624617118148; 2025-08-14 09:07:16,826 - INFO - Evaluation: Curr mae: 70.7552; Best mae: 68.6601; 70.7552; 70.8922; 71.3423; 72.8363; Curr rmse: 552.9318; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4891; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 09:07:17,405 - INFO - Epoch: 0301 / 1300 lr: 1.550e-05 2025-08-14 09:08:55,873 - INFO - Training: cls_zice: 59.588143353290604; reg_zipnll: 211.83794136341555; aux_mae_loss_1: 128.1093957111584; aux_mae_loss_2: 19.62848278182944; aux_mae_loss_4: 3.1200232976200035; cnt_loss: 14.127073385721614; 2025-08-14 09:08:55,875 - INFO - Evaluation: Curr mae: 75.0731; Best mae: 68.6601; 70.7552; 70.8922; 71.3423; 72.8363; Curr rmse: 483.2535; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5232; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 09:08:55,875 - INFO - Epoch: 0302 / 1300 lr: 1.482e-05 2025-08-14 09:10:33,698 - INFO - Training: cls_zice: 59.671066841881505; reg_zipnll: 215.81110526724768; aux_mae_loss_1: 128.5292419296304; aux_mae_loss_2: 19.7365382281551; aux_mae_loss_4: 3.130379440545423; cnt_loss: 14.906647695673769; 2025-08-14 09:10:33,699 - INFO - Evaluation: Curr mae: 72.9589; Best mae: 68.6601; 70.7552; 70.8922; 71.3423; 72.8363; Curr rmse: 538.0992; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4135; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 09:10:33,699 - INFO - Epoch: 0303 / 1300 lr: 1.415e-05 2025-08-14 09:12:12,119 - INFO - Training: cls_zice: 58.63051809194309; reg_zipnll: 206.3943485073688; aux_mae_loss_1: 128.0609239293861; aux_mae_loss_2: 19.659778415390644; aux_mae_loss_4: 3.121981503264763; cnt_loss: 15.07844200508147; 2025-08-14 09:12:12,322 - INFO - Evaluation: Curr mae: 71.8172; Best mae: 68.6601; 70.7552; 70.8922; 71.3423; 71.8172; Curr rmse: 541.2857; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4524; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 09:12:12,322 - INFO - Epoch: 0304 / 1300 lr: 1.350e-05 2025-08-14 09:13:50,950 - INFO - Training: cls_zice: 62.335266895113385; reg_zipnll: 210.7860677665181; aux_mae_loss_1: 129.2391839113211; aux_mae_loss_2: 19.673393004351226; aux_mae_loss_4: 3.109111117673104; cnt_loss: 14.681830495672545; 2025-08-14 09:13:50,951 - INFO - Evaluation: Curr mae: 73.4371; Best mae: 68.6601; 70.7552; 70.8922; 71.3423; 71.8172; Curr rmse: 561.2254; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5713; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 09:13:50,951 - INFO - Epoch: 0305 / 1300 lr: 1.286e-05 2025-08-14 09:15:29,394 - INFO - Training: cls_zice: 58.50419400314439; reg_zipnll: 215.37338079339742; aux_mae_loss_1: 128.07593232868263; aux_mae_loss_2: 19.623812920023667; aux_mae_loss_4: 3.1322452431319614; cnt_loss: 14.31452061921588; 2025-08-14 09:15:29,598 - INFO - Evaluation: Curr mae: 70.5870; Best mae: 68.6601; 70.5870; 70.7552; 70.8922; 71.3423; Curr rmse: 485.0051; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5085; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 09:15:29,598 - INFO - Epoch: 0306 / 1300 lr: 1.224e-05 2025-08-14 09:17:09,442 - INFO - Training: cls_zice: 56.279351682351916; reg_zipnll: 212.00011506852883; aux_mae_loss_1: 124.23681097349348; aux_mae_loss_2: 18.8923680224578; aux_mae_loss_4: 2.979117556985056; cnt_loss: 13.595841457114428; 2025-08-14 09:17:09,444 - INFO - Evaluation: Curr mae: 75.1160; Best mae: 68.6601; 70.5870; 70.7552; 70.8922; 71.3423; Curr rmse: 538.8116; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5262; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 09:17:09,444 - INFO - Epoch: 0307 / 1300 lr: 1.163e-05 2025-08-14 09:18:48,287 - INFO - Training: cls_zice: 59.21317311194378; reg_zipnll: 211.59509233214862; aux_mae_loss_1: 126.24927056908301; aux_mae_loss_2: 19.229080225324264; aux_mae_loss_4: 3.0308709605800463; cnt_loss: 13.723661213117271; 2025-08-14 09:18:48,288 - INFO - Evaluation: Curr mae: 75.5539; Best mae: 68.6601; 70.5870; 70.7552; 70.8922; 71.3423; Curr rmse: 469.5704; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5269; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 09:18:48,288 - INFO - Epoch: 0308 / 1300 lr: 1.103e-05 2025-08-14 09:20:27,203 - INFO - Training: cls_zice: 59.00401279276625; reg_zipnll: 216.0209497191912; aux_mae_loss_1: 126.32014497693217; aux_mae_loss_2: 19.172014955996243; aux_mae_loss_4: 3.0098798569186487; cnt_loss: 13.349106417217108; 2025-08-14 09:20:27,205 - INFO - Evaluation: Curr mae: 71.8900; Best mae: 68.6601; 70.5870; 70.7552; 70.8922; 71.3423; Curr rmse: 437.5848; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4760; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 09:20:27,205 - INFO - Epoch: 0309 / 1300 lr: 1.045e-05 2025-08-14 09:22:05,904 - INFO - Training: cls_zice: 57.39670706071094; reg_zipnll: 210.68520865158433; aux_mae_loss_1: 125.94393913543622; aux_mae_loss_2: 19.28544670511947; aux_mae_loss_4: 3.0559026128528664; cnt_loss: 13.565178540801021; 2025-08-14 09:22:05,906 - INFO - Evaluation: Curr mae: 73.3454; Best mae: 68.6601; 70.5870; 70.7552; 70.8922; 71.3423; Curr rmse: 565.3551; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4154; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 09:22:05,906 - INFO - Epoch: 0310 / 1300 lr: 9.890e-06 2025-08-14 09:23:45,562 - INFO - Training: cls_zice: 56.57365416124425; reg_zipnll: 214.95118428012094; aux_mae_loss_1: 122.23875368407576; aux_mae_loss_2: 18.602212570626815; aux_mae_loss_4: 2.918287624277002; cnt_loss: 13.039545625065164; 2025-08-14 09:23:45,763 - INFO - Evaluation: Curr mae: 71.1532; Best mae: 68.6601; 70.5870; 70.7552; 70.8922; 71.1532; Curr rmse: 534.6274; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4460; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 09:23:45,763 - INFO - Epoch: 0311 / 1300 lr: 9.342e-06 2025-08-14 09:25:24,277 - INFO - Training: cls_zice: 57.42602745365055; reg_zipnll: 205.59859592074906; aux_mae_loss_1: 125.23404058147518; aux_mae_loss_2: 19.06697764188281; aux_mae_loss_4: 3.0139644117618896; cnt_loss: 13.840257417879865; 2025-08-14 09:25:24,278 - INFO - Evaluation: Curr mae: 71.7801; Best mae: 68.6601; 70.5870; 70.7552; 70.8922; 71.1532; Curr rmse: 528.8597; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4684; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 09:25:24,278 - INFO - Epoch: 0312 / 1300 lr: 8.810e-06 2025-08-14 09:27:02,282 - INFO - Training: cls_zice: 56.70102962430155; reg_zipnll: 207.3234362173203; aux_mae_loss_1: 125.13782073170483; aux_mae_loss_2: 19.011618777228506; aux_mae_loss_4: 2.9825531084923633; cnt_loss: 13.35515222819115; 2025-08-14 09:27:02,283 - INFO - Evaluation: Curr mae: 78.2645; Best mae: 68.6601; 70.5870; 70.7552; 70.8922; 71.1532; Curr rmse: 537.1135; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4803; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 09:27:02,284 - INFO - Epoch: 0313 / 1300 lr: 8.294e-06 2025-08-14 09:28:40,486 - INFO - Training: cls_zice: 56.68076244372022; reg_zipnll: 215.47599294314347; aux_mae_loss_1: 124.98015240960991; aux_mae_loss_2: 19.01711221832236; aux_mae_loss_4: 2.994415017510441; cnt_loss: 14.064165518645456; 2025-08-14 09:28:40,487 - INFO - Evaluation: Curr mae: 74.1404; Best mae: 68.6601; 70.5870; 70.7552; 70.8922; 71.1532; Curr rmse: 566.8477; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4590; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 09:28:40,487 - INFO - Epoch: 0314 / 1300 lr: 7.795e-06 2025-08-14 09:30:18,875 - INFO - Training: cls_zice: 53.81684101788581; reg_zipnll: 216.74785625781377; aux_mae_loss_1: 120.82269013510265; aux_mae_loss_2: 18.33210923432691; aux_mae_loss_4: 2.8714896213732524; cnt_loss: 12.242748738867459; 2025-08-14 09:30:18,876 - INFO - Evaluation: Curr mae: 76.8822; Best mae: 68.6601; 70.5870; 70.7552; 70.8922; 71.1532; Curr rmse: 562.7454; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5552; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 09:30:18,876 - INFO - Epoch: 0315 / 1300 lr: 7.311e-06 2025-08-14 09:31:58,214 - INFO - Training: cls_zice: 56.94481304563716; reg_zipnll: 214.33709118605273; aux_mae_loss_1: 126.41878839997828; aux_mae_loss_2: 19.249961808898455; aux_mae_loss_4: 3.034185431763568; cnt_loss: 13.518109733463866; 2025-08-14 09:31:58,215 - INFO - Evaluation: Curr mae: 75.2263; Best mae: 68.6601; 70.5870; 70.7552; 70.8922; 71.1532; Curr rmse: 544.5013; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5498; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 09:31:58,215 - INFO - Epoch: 0316 / 1300 lr: 6.845e-06 2025-08-14 09:33:36,522 - INFO - Training: cls_zice: 57.01967856942994; reg_zipnll: 207.0067492487498; aux_mae_loss_1: 125.40130494125091; aux_mae_loss_2: 19.112482380437974; aux_mae_loss_4: 3.0082239076533477; cnt_loss: 13.546265846506182; 2025-08-14 09:33:36,728 - INFO - Evaluation: Curr mae: 70.0050; Best mae: 68.6601; 70.0050; 70.5870; 70.7552; 70.8922; Curr rmse: 502.3779; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4833; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 09:33:36,729 - INFO - Epoch: 0317 / 1300 lr: 6.395e-06 2025-08-14 09:35:14,933 - INFO - Training: cls_zice: 56.552457320965964; reg_zipnll: 211.93050579669236; aux_mae_loss_1: 124.24133486122582; aux_mae_loss_2: 18.920755413933094; aux_mae_loss_4: 2.9713948966604886; cnt_loss: 13.176342023981874; 2025-08-14 09:35:14,934 - INFO - Evaluation: Curr mae: 73.2412; Best mae: 68.6601; 70.0050; 70.5870; 70.7552; 70.8922; Curr rmse: 554.8278; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4960; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 09:35:14,934 - INFO - Epoch: 0318 / 1300 lr: 5.962e-06 2025-08-14 09:36:54,185 - INFO - Training: cls_zice: 56.29772921209164; reg_zipnll: 209.83217727739583; aux_mae_loss_1: 125.68791902831404; aux_mae_loss_2: 19.232761603088182; aux_mae_loss_4: 3.0259068560784153; cnt_loss: 13.636441113709791; 2025-08-14 09:36:54,187 - INFO - Evaluation: Curr mae: 72.7217; Best mae: 68.6601; 70.0050; 70.5870; 70.7552; 70.8922; Curr rmse: 496.4865; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5686; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 09:36:54,187 - INFO - Epoch: 0319 / 1300 lr: 5.547e-06 2025-08-14 09:38:33,066 - INFO - Training: cls_zice: 60.5800192727681; reg_zipnll: 218.8559130984897; aux_mae_loss_1: 127.08190880214035; aux_mae_loss_2: 19.2800682614579; aux_mae_loss_4: 3.028624847646238; cnt_loss: 13.232098044650414; 2025-08-14 09:38:33,067 - INFO - Evaluation: Curr mae: 71.8420; Best mae: 68.6601; 70.0050; 70.5870; 70.7552; 70.8922; Curr rmse: 513.6937; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5287; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 09:38:33,067 - INFO - Epoch: 0320 / 1300 lr: 5.149e-06 2025-08-14 09:40:11,075 - INFO - Training: cls_zice: 58.563847043596994; reg_zipnll: 209.80890702588394; aux_mae_loss_1: 125.72858328439276; aux_mae_loss_2: 19.135886041548073; aux_mae_loss_4: 3.0098260777468546; cnt_loss: 13.187865956583488; 2025-08-14 09:40:11,279 - INFO - Evaluation: Curr mae: 66.3033; Best mae: 66.3033; 68.6601; 70.0050; 70.5870; 70.7552; Curr rmse: 463.6273; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5060; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 09:40:11,279 - INFO - Epoch: 0321 / 1300 lr: 4.768e-06 2025-08-14 09:41:50,343 - INFO - Training: cls_zice: 54.5908340379251; reg_zipnll: 218.08234927219107; aux_mae_loss_1: 122.44170260000351; aux_mae_loss_2: 18.63052375396297; aux_mae_loss_4: 2.9302599123633613; cnt_loss: 13.110743691191882; 2025-08-14 09:41:50,344 - INFO - Evaluation: Curr mae: 72.2185; Best mae: 66.3033; 68.6601; 70.0050; 70.5870; 70.7552; Curr rmse: 544.1099; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5195; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 09:41:50,344 - INFO - Epoch: 0322 / 1300 lr: 4.405e-06 2025-08-14 09:43:29,017 - INFO - Training: cls_zice: 56.33065483851267; reg_zipnll: 213.81407461681218; aux_mae_loss_1: 124.87420283123889; aux_mae_loss_2: 19.019775031464878; aux_mae_loss_4: 2.978944541096381; cnt_loss: 13.417038929799528; 2025-08-14 09:43:29,019 - INFO - Evaluation: Curr mae: 70.8619; Best mae: 66.3033; 68.6601; 70.0050; 70.5870; 70.7552; Curr rmse: 543.0621; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4951; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 09:43:29,019 - INFO - Epoch: 0323 / 1300 lr: 4.060e-06 2025-08-14 09:45:07,784 - INFO - Training: cls_zice: 57.328807253266056; reg_zipnll: 213.87861192011894; aux_mae_loss_1: 125.31229726698221; aux_mae_loss_2: 19.0336959337514; aux_mae_loss_4: 2.980557706025082; cnt_loss: 12.240481317809431; 2025-08-14 09:45:07,984 - INFO - Evaluation: Curr mae: 70.1557; Best mae: 66.3033; 68.6601; 70.0050; 70.1557; 70.5870; Curr rmse: 547.4080; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4533; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 09:45:07,984 - INFO - Epoch: 0324 / 1300 lr: 3.732e-06 2025-08-14 09:46:47,039 - INFO - Training: cls_zice: 60.57664757246836; reg_zipnll: 214.01604554830908; aux_mae_loss_1: 125.80323349234378; aux_mae_loss_2: 19.05899382985956; aux_mae_loss_4: 2.972783201764359; cnt_loss: 12.733312548892357; 2025-08-14 09:46:47,041 - INFO - Evaluation: Curr mae: 72.0224; Best mae: 66.3033; 68.6601; 70.0050; 70.1557; 70.5870; Curr rmse: 544.6683; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5156; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 09:46:47,041 - INFO - Epoch: 0325 / 1300 lr: 3.423e-06 2025-08-14 09:48:25,319 - INFO - Training: cls_zice: 59.6154932346013; reg_zipnll: 206.62843704713953; aux_mae_loss_1: 127.48666337707049; aux_mae_loss_2: 19.45839637165511; aux_mae_loss_4: 3.0801030544511456; cnt_loss: 13.64074344193721; 2025-08-14 09:48:25,523 - INFO - Evaluation: Curr mae: 70.2353; Best mae: 66.3033; 68.6601; 70.0050; 70.1557; 70.2353; Curr rmse: 517.9471; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4440; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 09:48:25,523 - INFO - Epoch: 0326 / 1300 lr: 3.131e-06 2025-08-14 09:50:04,032 - INFO - Training: cls_zice: 55.08630459688623; reg_zipnll: 213.56825005793632; aux_mae_loss_1: 124.73601593762866; aux_mae_loss_2: 18.943607604902017; aux_mae_loss_4: 2.974833238400653; cnt_loss: 13.157896609416659; 2025-08-14 09:50:04,033 - INFO - Evaluation: Curr mae: 70.4224; Best mae: 66.3033; 68.6601; 70.0050; 70.1557; 70.2353; Curr rmse: 525.4611; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4783; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 09:50:04,033 - INFO - Epoch: 0327 / 1300 lr: 2.858e-06 2025-08-14 09:51:41,714 - INFO - Training: cls_zice: 57.98155812532246; reg_zipnll: 212.32404719649367; aux_mae_loss_1: 124.98709599217902; aux_mae_loss_2: 18.991399943981808; aux_mae_loss_4: 2.972929375950046; cnt_loss: 12.794910080022248; 2025-08-14 09:51:41,715 - INFO - Evaluation: Curr mae: 74.1503; Best mae: 66.3033; 68.6601; 70.0050; 70.1557; 70.2353; Curr rmse: 568.5890; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5570; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 09:51:41,715 - INFO - Epoch: 0328 / 1300 lr: 2.604e-06 2025-08-14 09:53:19,481 - INFO - Training: cls_zice: 56.04702768308185; reg_zipnll: 216.86147037692425; aux_mae_loss_1: 124.11557767078625; aux_mae_loss_2: 18.87080571369524; aux_mae_loss_4: 2.9574998031468502; cnt_loss: 12.557642711771791; 2025-08-14 09:53:19,482 - INFO - Evaluation: Curr mae: 70.8224; Best mae: 66.3033; 68.6601; 70.0050; 70.1557; 70.2353; Curr rmse: 561.8988; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5049; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 09:53:19,482 - INFO - Epoch: 0329 / 1300 lr: 2.368e-06 2025-08-14 09:54:57,843 - INFO - Training: cls_zice: 57.11067785058353; reg_zipnll: 212.70672089642915; aux_mae_loss_1: 125.59630411143168; aux_mae_loss_2: 19.096568629183928; aux_mae_loss_4: 2.999673497401044; cnt_loss: 13.077014010485769; 2025-08-14 09:54:58,047 - INFO - Evaluation: Curr mae: 67.0553; Best mae: 66.3033; 67.0553; 68.6601; 70.0050; 70.1557; Curr rmse: 487.0032; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4860; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 09:54:58,047 - INFO - Epoch: 0330 / 1300 lr: 2.150e-06 2025-08-14 09:56:36,496 - INFO - Training: cls_zice: 57.51854018120042; reg_zipnll: 215.56854391220602; aux_mae_loss_1: 124.97652172490686; aux_mae_loss_2: 18.96543304227618; aux_mae_loss_4: 2.9629564000279247; cnt_loss: 12.191028300165211; 2025-08-14 09:56:36,497 - INFO - Evaluation: Curr mae: 70.2891; Best mae: 66.3033; 67.0553; 68.6601; 70.0050; 70.1557; Curr rmse: 558.3190; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4676; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 09:56:36,497 - INFO - Epoch: 0331 / 1300 lr: 1.951e-06 2025-08-14 09:58:15,135 - INFO - Training: cls_zice: 58.3459563382104; reg_zipnll: 214.00211085145455; aux_mae_loss_1: 125.59085930282475; aux_mae_loss_2: 19.079759615552454; aux_mae_loss_4: 2.9909898115460853; cnt_loss: 12.349732106020028; 2025-08-14 09:58:15,136 - INFO - Evaluation: Curr mae: 71.1932; Best mae: 66.3033; 67.0553; 68.6601; 70.0050; 70.1557; Curr rmse: 527.6119; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4759; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 09:58:15,136 - INFO - Epoch: 0332 / 1300 lr: 1.771e-06 2025-08-14 09:59:54,599 - INFO - Training: cls_zice: 58.7484336401549; reg_zipnll: 213.3545295156366; aux_mae_loss_1: 125.13868580011598; aux_mae_loss_2: 19.115170948303145; aux_mae_loss_4: 3.0055433427460088; cnt_loss: 12.311341448737293; 2025-08-14 09:59:54,600 - INFO - Evaluation: Curr mae: 71.9647; Best mae: 66.3033; 67.0553; 68.6601; 70.0050; 70.1557; Curr rmse: 546.1467; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4793; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 09:59:54,600 - INFO - Epoch: 0333 / 1300 lr: 1.609e-06 2025-08-14 10:01:33,104 - INFO - Training: cls_zice: 56.01948511351503; reg_zipnll: 208.50668496766863; aux_mae_loss_1: 124.81789799275926; aux_mae_loss_2: 19.03839594416876; aux_mae_loss_4: 2.9772749572302812; cnt_loss: 12.460010487500071; 2025-08-14 10:01:33,106 - INFO - Evaluation: Curr mae: 73.5239; Best mae: 66.3033; 67.0553; 68.6601; 70.0050; 70.1557; Curr rmse: 534.1936; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5182; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 10:01:33,106 - INFO - Epoch: 0334 / 1300 lr: 1.467e-06 2025-08-14 10:03:10,595 - INFO - Training: cls_zice: 57.02134720889186; reg_zipnll: 211.54073339624085; aux_mae_loss_1: 125.67516167059655; aux_mae_loss_2: 19.063126671896494; aux_mae_loss_4: 2.983133141976089; cnt_loss: 12.969493539903342; 2025-08-14 10:03:10,596 - INFO - Evaluation: Curr mae: 71.8269; Best mae: 66.3033; 67.0553; 68.6601; 70.0050; 70.1557; Curr rmse: 554.4780; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4898; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 10:03:10,597 - INFO - Epoch: 0335 / 1300 lr: 1.343e-06 2025-08-14 10:04:49,456 - INFO - Training: cls_zice: 58.114168082993565; reg_zipnll: 214.0107457766496; aux_mae_loss_1: 124.52513305938642; aux_mae_loss_2: 18.891370890992466; aux_mae_loss_4: 2.9705784095590095; cnt_loss: 12.761233153563845; 2025-08-14 10:04:49,457 - INFO - Evaluation: Curr mae: 71.8915; Best mae: 66.3033; 67.0553; 68.6601; 70.0050; 70.1557; Curr rmse: 562.3985; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4864; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 10:04:49,458 - INFO - Epoch: 0336 / 1300 lr: 1.238e-06 2025-08-14 10:06:27,184 - INFO - Training: cls_zice: 56.65353926954968; reg_zipnll: 216.86883728301925; aux_mae_loss_1: 125.01608920158641; aux_mae_loss_2: 18.90549159172568; aux_mae_loss_4: 2.9568253300490293; cnt_loss: 12.694671699504314; 2025-08-14 10:06:27,384 - INFO - Evaluation: Curr mae: 68.1149; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 509.7302; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4926; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 10:06:27,384 - INFO - Epoch: 0337 / 1300 lr: 1.153e-06 2025-08-14 10:08:05,249 - INFO - Training: cls_zice: 55.676206945453636; reg_zipnll: 215.13952914240429; aux_mae_loss_1: 123.88184677359378; aux_mae_loss_2: 18.726516795955156; aux_mae_loss_4: 2.9203321164555294; cnt_loss: 12.632683386226546; 2025-08-14 10:08:05,250 - INFO - Evaluation: Curr mae: 74.0107; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 564.8762; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5047; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 10:08:05,250 - INFO - Epoch: 0338 / 1300 lr: 1.086e-06 2025-08-14 10:09:44,365 - INFO - Training: cls_zice: 56.78225463667075; reg_zipnll: 214.99489488577169; aux_mae_loss_1: 123.67947359256695; aux_mae_loss_2: 18.765805484703083; aux_mae_loss_4: 2.9146079332172716; cnt_loss: 12.446077311559938; 2025-08-14 10:09:44,367 - INFO - Evaluation: Curr mae: 73.9013; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 561.9222; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5196; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 10:09:44,367 - INFO - Epoch: 0339 / 1300 lr: 1.038e-06 2025-08-14 10:11:22,371 - INFO - Training: cls_zice: 56.24239501422199; reg_zipnll: 209.8287804856092; aux_mae_loss_1: 122.51220840414877; aux_mae_loss_2: 18.598848251573223; aux_mae_loss_4: 2.9021818326800526; cnt_loss: 12.471720345835452; 2025-08-14 10:11:22,372 - INFO - Evaluation: Curr mae: 71.5220; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 505.9362; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5300; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 10:11:22,372 - INFO - Epoch: 0340 / 1300 lr: 1.010e-06 2025-08-14 10:13:01,492 - INFO - Training: cls_zice: 55.77620059834042; reg_zipnll: 210.81587468321342; aux_mae_loss_1: 124.43209356881658; aux_mae_loss_2: 18.860295130232; aux_mae_loss_4: 2.9454806869930965; cnt_loss: 11.788887885358463; 2025-08-14 10:13:01,494 - INFO - Evaluation: Curr mae: 73.7901; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 576.5179; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5103; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 10:13:01,494 - INFO - Epoch: 0341 / 1300 lr: 1.000e-04 2025-08-14 10:14:40,228 - INFO - Training: cls_zice: 61.72079017838813; reg_zipnll: 223.11025395920467; aux_mae_loss_1: 131.31840034131832; aux_mae_loss_2: 20.759959154692897; aux_mae_loss_4: 3.4833073956188016; cnt_loss: 23.52654495674418; 2025-08-14 10:14:40,230 - INFO - Evaluation: Curr mae: 87.9057; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 590.9252; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5203; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 10:14:40,230 - INFO - Epoch: 0342 / 1300 lr: 1.000e-04 2025-08-14 10:16:18,258 - INFO - Training: cls_zice: 60.88485452651518; reg_zipnll: 216.6988008298114; aux_mae_loss_1: 132.54036744517347; aux_mae_loss_2: 21.086486734277486; aux_mae_loss_4: 3.5769364689799996; cnt_loss: 24.73666539290264; 2025-08-14 10:16:18,260 - INFO - Evaluation: Curr mae: 89.7268; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 540.0759; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3760; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 10:16:18,260 - INFO - Epoch: 0343 / 1300 lr: 9.999e-05 2025-08-14 10:17:56,577 - INFO - Training: cls_zice: 62.30896441148149; reg_zipnll: 219.41881031732632; aux_mae_loss_1: 133.8683978132233; aux_mae_loss_2: 21.355702727496777; aux_mae_loss_4: 3.624949847671244; cnt_loss: 24.085381402454523; 2025-08-14 10:17:56,578 - INFO - Evaluation: Curr mae: 81.7724; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 553.1111; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.6561; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 10:17:56,578 - INFO - Epoch: 0344 / 1300 lr: 9.998e-05 2025-08-14 10:19:34,837 - INFO - Training: cls_zice: 57.655769910136655; reg_zipnll: 223.20796996952635; aux_mae_loss_1: 130.09147820558525; aux_mae_loss_2: 20.55036072252955; aux_mae_loss_4: 3.435635825049295; cnt_loss: 22.3608390978492; 2025-08-14 10:19:34,838 - INFO - Evaluation: Curr mae: 89.4473; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 577.8892; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.6062; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 10:19:34,838 - INFO - Epoch: 0345 / 1300 lr: 9.996e-05 2025-08-14 10:21:13,408 - INFO - Training: cls_zice: 62.31781722800591; reg_zipnll: 228.63255747424913; aux_mae_loss_1: 135.09978028128265; aux_mae_loss_2: 21.658649434773658; aux_mae_loss_4: 3.70205200545892; cnt_loss: 25.996580780931488; 2025-08-14 10:21:13,409 - INFO - Evaluation: Curr mae: 87.1415; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 518.3181; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3731; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 10:21:13,409 - INFO - Epoch: 0346 / 1300 lr: 9.994e-05 2025-08-14 10:22:52,231 - INFO - Training: cls_zice: 61.005024068536365; reg_zipnll: 221.30803330330738; aux_mae_loss_1: 134.51752545962296; aux_mae_loss_2: 21.6329922958021; aux_mae_loss_4: 3.7266180001984526; cnt_loss: 27.536048526935527; 2025-08-14 10:22:52,232 - INFO - Evaluation: Curr mae: 80.7271; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 532.3573; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.6978; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 10:22:52,233 - INFO - Epoch: 0347 / 1300 lr: 9.991e-05 2025-08-14 10:24:31,126 - INFO - Training: cls_zice: 59.9822131958826; reg_zipnll: 222.457918230856; aux_mae_loss_1: 132.27917547152404; aux_mae_loss_2: 20.93175621081747; aux_mae_loss_4: 3.5306426942501705; cnt_loss: 24.11208606103392; 2025-08-14 10:24:31,127 - INFO - Evaluation: Curr mae: 98.1307; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 604.8372; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4119; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 10:24:31,127 - INFO - Epoch: 0348 / 1300 lr: 9.988e-05 2025-08-14 10:26:08,901 - INFO - Training: cls_zice: 62.48508962215065; reg_zipnll: 225.4793880874516; aux_mae_loss_1: 133.94001335595138; aux_mae_loss_2: 21.062162583162362; aux_mae_loss_4: 3.51404249744734; cnt_loss: 21.725049720018873; 2025-08-14 10:26:08,902 - INFO - Evaluation: Curr mae: 100.6045; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 528.4048; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2909; Best nae: 0.1953; 0.1974; 0.2180; 0.2596; 0.2669; 2025-08-14 10:26:08,902 - INFO - Epoch: 0349 / 1300 lr: 9.985e-05 2025-08-14 10:27:47,981 - INFO - Training: cls_zice: 63.50234774651442; reg_zipnll: 231.85669232640598; aux_mae_loss_1: 133.536963367217; aux_mae_loss_2: 21.19365475171636; aux_mae_loss_4: 3.590937727980871; cnt_loss: 25.206521756238374; 2025-08-14 10:27:48,181 - INFO - Evaluation: Curr mae: 75.1043; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 584.7156; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2410; Best nae: 0.1953; 0.1974; 0.2180; 0.2410; 0.2596; 2025-08-14 10:27:48,181 - INFO - Epoch: 0350 / 1300 lr: 9.981e-05 2025-08-14 10:29:26,420 - INFO - Training: cls_zice: 58.68882430480807; reg_zipnll: 214.66057672966414; aux_mae_loss_1: 132.05342263366384; aux_mae_loss_2: 20.91068481111894; aux_mae_loss_4: 3.519951455850528; cnt_loss: 22.89512495945536; 2025-08-14 10:29:26,625 - INFO - Evaluation: Curr mae: 90.7669; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 597.9740; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2456; Best nae: 0.1953; 0.1974; 0.2180; 0.2410; 0.2456; 2025-08-14 10:29:27,206 - INFO - Epoch: 0351 / 1300 lr: 9.976e-05 2025-08-14 10:31:06,053 - INFO - Training: cls_zice: 60.15282528290099; reg_zipnll: 224.1829361216881; aux_mae_loss_1: 132.45600712146123; aux_mae_loss_2: 21.16793971686866; aux_mae_loss_4: 3.6061196710272743; cnt_loss: 25.470472645943453; 2025-08-14 10:31:06,055 - INFO - Evaluation: Curr mae: 90.2347; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 572.9112; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4833; Best nae: 0.1953; 0.1974; 0.2180; 0.2410; 0.2456; 2025-08-14 10:31:06,056 - INFO - Epoch: 0352 / 1300 lr: 9.971e-05 2025-08-14 10:32:44,398 - INFO - Training: cls_zice: 61.79247951875309; reg_zipnll: 221.58847770592854; aux_mae_loss_1: 133.835840955798; aux_mae_loss_2: 21.125905098829293; aux_mae_loss_4: 3.532130314942191; cnt_loss: 22.322156504064722; 2025-08-14 10:32:44,399 - INFO - Evaluation: Curr mae: 82.2946; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 526.0113; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3699; Best nae: 0.1953; 0.1974; 0.2180; 0.2410; 0.2456; 2025-08-14 10:32:44,399 - INFO - Epoch: 0353 / 1300 lr: 9.966e-05 2025-08-14 10:34:23,194 - INFO - Training: cls_zice: 56.79610218613344; reg_zipnll: 219.31799215400127; aux_mae_loss_1: 127.60185818316697; aux_mae_loss_2: 20.066242461952267; aux_mae_loss_4: 3.312216517704618; cnt_loss: 19.849503480376804; 2025-08-14 10:34:23,195 - INFO - Evaluation: Curr mae: 81.1795; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 580.1243; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4058; Best nae: 0.1953; 0.1974; 0.2180; 0.2410; 0.2456; 2025-08-14 10:34:23,195 - INFO - Epoch: 0354 / 1300 lr: 9.960e-05 2025-08-14 10:36:01,473 - INFO - Training: cls_zice: 59.421143014051; reg_zipnll: 233.83038688993085; aux_mae_loss_1: 134.0698495487321; aux_mae_loss_2: 21.755968737418364; aux_mae_loss_4: 3.7739439379893107; cnt_loss: 26.95714756731509; 2025-08-14 10:36:01,677 - INFO - Evaluation: Curr mae: 79.1721; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 495.0440; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2454; Best nae: 0.1953; 0.1974; 0.2180; 0.2410; 0.2454; 2025-08-14 10:36:01,678 - INFO - Epoch: 0355 / 1300 lr: 9.953e-05 2025-08-14 10:37:39,867 - INFO - Training: cls_zice: 60.05186446719733; reg_zipnll: 223.2427300205574; aux_mae_loss_1: 131.3453653722925; aux_mae_loss_2: 20.8893473178991; aux_mae_loss_4: 3.5383706080576447; cnt_loss: 23.684865143734264; 2025-08-14 10:37:39,869 - INFO - Evaluation: Curr mae: 77.0464; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 581.8926; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3933; Best nae: 0.1953; 0.1974; 0.2180; 0.2410; 0.2454; 2025-08-14 10:37:39,869 - INFO - Epoch: 0356 / 1300 lr: 9.946e-05 2025-08-14 10:39:18,195 - INFO - Training: cls_zice: 59.57463914416443; reg_zipnll: 219.09670867037343; aux_mae_loss_1: 130.9132000449997; aux_mae_loss_2: 20.72965067395208; aux_mae_loss_4: 3.4565453699438002; cnt_loss: 21.482702629118776; 2025-08-14 10:39:18,196 - INFO - Evaluation: Curr mae: 84.2819; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 479.3962; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4378; Best nae: 0.1953; 0.1974; 0.2180; 0.2410; 0.2454; 2025-08-14 10:39:18,196 - INFO - Epoch: 0357 / 1300 lr: 9.939e-05 2025-08-14 10:40:56,432 - INFO - Training: cls_zice: 58.21938077837305; reg_zipnll: 226.92495065605732; aux_mae_loss_1: 130.45019199793015; aux_mae_loss_2: 20.58598370049484; aux_mae_loss_4: 3.459639535771544; cnt_loss: 23.382398337508842; 2025-08-14 10:40:56,434 - INFO - Evaluation: Curr mae: 86.1755; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 554.2809; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5915; Best nae: 0.1953; 0.1974; 0.2180; 0.2410; 0.2454; 2025-08-14 10:40:56,434 - INFO - Epoch: 0358 / 1300 lr: 9.931e-05 2025-08-14 10:42:34,886 - INFO - Training: cls_zice: 60.83177595327017; reg_zipnll: 228.74508850372237; aux_mae_loss_1: 133.1873656471468; aux_mae_loss_2: 21.33964048375814; aux_mae_loss_4: 3.6537308636238763; cnt_loss: 25.172903046203455; 2025-08-14 10:42:34,887 - INFO - Evaluation: Curr mae: 81.2332; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 518.1847; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3461; Best nae: 0.1953; 0.1974; 0.2180; 0.2410; 0.2454; 2025-08-14 10:42:34,888 - INFO - Epoch: 0359 / 1300 lr: 9.923e-05 2025-08-14 10:44:13,351 - INFO - Training: cls_zice: 59.98938829844439; reg_zipnll: 225.3691054493725; aux_mae_loss_1: 131.00001071841675; aux_mae_loss_2: 20.669605598351644; aux_mae_loss_4: 3.4431339198948483; cnt_loss: 22.086957677164545; 2025-08-14 10:44:13,353 - INFO - Evaluation: Curr mae: 80.8837; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 442.9131; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5643; Best nae: 0.1953; 0.1974; 0.2180; 0.2410; 0.2454; 2025-08-14 10:44:13,353 - INFO - Epoch: 0360 / 1300 lr: 9.914e-05 2025-08-14 10:45:52,147 - INFO - Training: cls_zice: 60.70899009133826; reg_zipnll: 222.32460737841294; aux_mae_loss_1: 132.9658559049003; aux_mae_loss_2: 20.989141744942163; aux_mae_loss_4: 3.527883222599569; cnt_loss: 24.54320561977769; 2025-08-14 10:45:52,348 - INFO - Evaluation: Curr mae: 86.8208; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 608.7550; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.1918; Best nae: 0.1918; 0.1953; 0.1974; 0.2180; 0.2410; 2025-08-14 10:45:52,348 - INFO - Epoch: 0361 / 1300 lr: 9.905e-05 2025-08-14 10:47:30,490 - INFO - Training: cls_zice: 60.659333790827226; reg_zipnll: 222.45690043236112; aux_mae_loss_1: 133.54512198480052; aux_mae_loss_2: 21.41285582373259; aux_mae_loss_4: 3.6748450804492196; cnt_loss: 25.775295461051567; 2025-08-14 10:47:30,491 - INFO - Evaluation: Curr mae: 76.1489; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 527.7956; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2725; Best nae: 0.1918; 0.1953; 0.1974; 0.2180; 0.2410; 2025-08-14 10:47:30,492 - INFO - Epoch: 0362 / 1300 lr: 9.895e-05 2025-08-14 10:49:09,570 - INFO - Training: cls_zice: 63.504607383765105; reg_zipnll: 224.22575380379251; aux_mae_loss_1: 133.34592976116582; aux_mae_loss_2: 21.00858168246507; aux_mae_loss_4: 3.5032597153536154; cnt_loss: 22.330400226048763; 2025-08-14 10:49:09,572 - INFO - Evaluation: Curr mae: 90.2894; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 429.9439; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.7127; Best nae: 0.1918; 0.1953; 0.1974; 0.2180; 0.2410; 2025-08-14 10:49:09,572 - INFO - Epoch: 0363 / 1300 lr: 9.885e-05 2025-08-14 10:50:48,220 - INFO - Training: cls_zice: 61.03479028874314; reg_zipnll: 228.48284400214266; aux_mae_loss_1: 132.14284260659107; aux_mae_loss_2: 20.947849443455283; aux_mae_loss_4: 3.5347056335226124; cnt_loss: 23.308200071280904; 2025-08-14 10:50:48,421 - INFO - Evaluation: Curr mae: 89.5462; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 552.0837; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2268; Best nae: 0.1918; 0.1953; 0.1974; 0.2180; 0.2268; 2025-08-14 10:50:48,421 - INFO - Epoch: 0364 / 1300 lr: 9.874e-05 2025-08-14 10:52:27,224 - INFO - Training: cls_zice: 58.66849791543956; reg_zipnll: 227.18475897820872; aux_mae_loss_1: 133.23909122104203; aux_mae_loss_2: 21.14440702104936; aux_mae_loss_4: 3.5666442715723288; cnt_loss: 24.46075919232209; 2025-08-14 10:52:27,225 - INFO - Evaluation: Curr mae: 121.8139; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 486.7193; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 1.3828; Best nae: 0.1918; 0.1953; 0.1974; 0.2180; 0.2268; 2025-08-14 10:52:27,225 - INFO - Epoch: 0365 / 1300 lr: 9.863e-05 2025-08-14 10:54:06,809 - INFO - Training: cls_zice: 57.11315390291435; reg_zipnll: 217.17905365225587; aux_mae_loss_1: 131.20412680422433; aux_mae_loss_2: 20.965257728620788; aux_mae_loss_4: 3.5420668206362; cnt_loss: 23.4201253588218; 2025-08-14 10:54:06,811 - INFO - Evaluation: Curr mae: 85.8756; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 513.8461; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.6724; Best nae: 0.1918; 0.1953; 0.1974; 0.2180; 0.2268; 2025-08-14 10:54:06,811 - INFO - Epoch: 0366 / 1300 lr: 9.852e-05 2025-08-14 10:55:45,483 - INFO - Training: cls_zice: 59.06916122793538; reg_zipnll: 216.06156205518081; aux_mae_loss_1: 129.9956401025728; aux_mae_loss_2: 20.52335764387273; aux_mae_loss_4: 3.430944774941491; cnt_loss: 21.535906602913432; 2025-08-14 10:55:45,484 - INFO - Evaluation: Curr mae: 84.8863; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 501.2696; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.8967; Best nae: 0.1918; 0.1953; 0.1974; 0.2180; 0.2268; 2025-08-14 10:55:45,484 - INFO - Epoch: 0367 / 1300 lr: 9.840e-05 2025-08-14 10:57:25,803 - INFO - Training: cls_zice: 63.23344912125243; reg_zipnll: 222.77977443783325; aux_mae_loss_1: 132.8545382286405; aux_mae_loss_2: 20.885076430891964; aux_mae_loss_4: 3.486770371851394; cnt_loss: 21.98298416958983; 2025-08-14 10:57:25,804 - INFO - Evaluation: Curr mae: 81.5082; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 557.6552; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5049; Best nae: 0.1918; 0.1953; 0.1974; 0.2180; 0.2268; 2025-08-14 10:57:25,804 - INFO - Epoch: 0368 / 1300 lr: 9.827e-05 2025-08-14 10:59:04,789 - INFO - Training: cls_zice: 62.0576196189941; reg_zipnll: 214.901712942246; aux_mae_loss_1: 131.5538452609339; aux_mae_loss_2: 20.627341728896898; aux_mae_loss_4: 3.4223616217433026; cnt_loss: 20.504302639581244; 2025-08-14 10:59:04,790 - INFO - Evaluation: Curr mae: 97.1605; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 582.4325; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.9994; Best nae: 0.1918; 0.1953; 0.1974; 0.2180; 0.2268; 2025-08-14 10:59:04,790 - INFO - Epoch: 0369 / 1300 lr: 9.814e-05 2025-08-14 11:00:44,740 - INFO - Training: cls_zice: 60.39386610617828; reg_zipnll: 220.88615303726002; aux_mae_loss_1: 130.2231234278348; aux_mae_loss_2: 20.500000712804134; aux_mae_loss_4: 3.421649931329075; cnt_loss: 21.616515687927794; 2025-08-14 11:00:44,741 - INFO - Evaluation: Curr mae: 79.2782; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 588.2870; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4187; Best nae: 0.1918; 0.1953; 0.1974; 0.2180; 0.2268; 2025-08-14 11:00:44,741 - INFO - Epoch: 0370 / 1300 lr: 9.801e-05 2025-08-14 11:02:22,848 - INFO - Training: cls_zice: 58.596891150070036; reg_zipnll: 227.15664077601886; aux_mae_loss_1: 129.24440120118442; aux_mae_loss_2: 20.43762854990432; aux_mae_loss_4: 3.4297637879695255; cnt_loss: 21.833690807568075; 2025-08-14 11:02:22,850 - INFO - Evaluation: Curr mae: 90.1992; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 597.3576; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3818; Best nae: 0.1918; 0.1953; 0.1974; 0.2180; 0.2268; 2025-08-14 11:02:22,850 - INFO - Epoch: 0371 / 1300 lr: 9.787e-05 2025-08-14 11:04:00,772 - INFO - Training: cls_zice: 60.17906235177597; reg_zipnll: 219.27438951703147; aux_mae_loss_1: 131.75106320712132; aux_mae_loss_2: 20.81858164363165; aux_mae_loss_4: 3.4807441991521646; cnt_loss: 22.495442792505102; 2025-08-14 11:04:00,773 - INFO - Evaluation: Curr mae: 96.6193; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 587.4435; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.6396; Best nae: 0.1918; 0.1953; 0.1974; 0.2180; 0.2268; 2025-08-14 11:04:00,773 - INFO - Epoch: 0372 / 1300 lr: 9.773e-05 2025-08-14 11:05:38,497 - INFO - Training: cls_zice: 60.24565308462532; reg_zipnll: 224.3888759564005; aux_mae_loss_1: 132.24451961370238; aux_mae_loss_2: 20.870545736621768; aux_mae_loss_4: 3.488666255860218; cnt_loss: 22.869234956015656; 2025-08-14 11:05:38,498 - INFO - Evaluation: Curr mae: 119.9338; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 597.2158; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 1.0393; Best nae: 0.1918; 0.1953; 0.1974; 0.2180; 0.2268; 2025-08-14 11:05:38,498 - INFO - Epoch: 0373 / 1300 lr: 9.758e-05 2025-08-14 11:07:17,243 - INFO - Training: cls_zice: 58.90410762856736; reg_zipnll: 224.37103809856816; aux_mae_loss_1: 129.10929430787544; aux_mae_loss_2: 20.352308295379874; aux_mae_loss_4: 3.3993721829588432; cnt_loss: 21.245530679477213; 2025-08-14 11:07:17,244 - INFO - Evaluation: Curr mae: 111.9702; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 598.9033; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.6584; Best nae: 0.1918; 0.1953; 0.1974; 0.2180; 0.2268; 2025-08-14 11:07:17,244 - INFO - Epoch: 0374 / 1300 lr: 9.742e-05 2025-08-14 11:08:55,650 - INFO - Training: cls_zice: 59.083935646977096; reg_zipnll: 216.2747799204064; aux_mae_loss_1: 129.01996341891643; aux_mae_loss_2: 20.391981606618298; aux_mae_loss_4: 3.41312155089219; cnt_loss: 22.015522583591295; 2025-08-14 11:08:55,651 - INFO - Evaluation: Curr mae: 152.7138; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 625.9860; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 1.0945; Best nae: 0.1918; 0.1953; 0.1974; 0.2180; 0.2268; 2025-08-14 11:08:55,651 - INFO - Epoch: 0375 / 1300 lr: 9.727e-05 2025-08-14 11:10:34,527 - INFO - Training: cls_zice: 63.71764106209603; reg_zipnll: 218.57252621099084; aux_mae_loss_1: 136.20978064647372; aux_mae_loss_2: 21.915151251618845; aux_mae_loss_4: 3.771970512321492; cnt_loss: 27.532423251085845; 2025-08-14 11:10:34,528 - INFO - Evaluation: Curr mae: 78.2625; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 450.9533; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.6562; Best nae: 0.1918; 0.1953; 0.1974; 0.2180; 0.2268; 2025-08-14 11:10:34,528 - INFO - Epoch: 0376 / 1300 lr: 9.711e-05 2025-08-14 11:12:12,646 - INFO - Training: cls_zice: 59.319596764399336; reg_zipnll: 221.06813082658232; aux_mae_loss_1: 131.7387526102728; aux_mae_loss_2: 20.774641324437983; aux_mae_loss_4: 3.4569127604097205; cnt_loss: 22.045184051469544; 2025-08-14 11:12:12,648 - INFO - Evaluation: Curr mae: 88.8191; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 569.6056; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3669; Best nae: 0.1918; 0.1953; 0.1974; 0.2180; 0.2268; 2025-08-14 11:12:12,648 - INFO - Epoch: 0377 / 1300 lr: 9.694e-05 2025-08-14 11:13:50,867 - INFO - Training: cls_zice: 59.90385175617005; reg_zipnll: 221.12941704678965; aux_mae_loss_1: 129.68025396783432; aux_mae_loss_2: 20.587366696801467; aux_mae_loss_4: 3.463130735646177; cnt_loss: 22.76115149489405; 2025-08-14 11:13:50,868 - INFO - Evaluation: Curr mae: 95.7737; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 594.6855; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4463; Best nae: 0.1918; 0.1953; 0.1974; 0.2180; 0.2268; 2025-08-14 11:13:50,869 - INFO - Epoch: 0378 / 1300 lr: 9.677e-05 2025-08-14 11:15:28,876 - INFO - Training: cls_zice: 63.43519346576883; reg_zipnll: 226.92508960321814; aux_mae_loss_1: 133.685215560207; aux_mae_loss_2: 21.13010474771338; aux_mae_loss_4: 3.5293170959906592; cnt_loss: 22.5295414890912; 2025-08-14 11:15:28,877 - INFO - Evaluation: Curr mae: 81.8576; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 580.5909; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4866; Best nae: 0.1918; 0.1953; 0.1974; 0.2180; 0.2268; 2025-08-14 11:15:28,877 - INFO - Epoch: 0379 / 1300 lr: 9.660e-05 2025-08-14 11:17:06,458 - INFO - Training: cls_zice: 60.058746682954016; reg_zipnll: 222.38296827497703; aux_mae_loss_1: 132.08332104425503; aux_mae_loss_2: 20.706114092338975; aux_mae_loss_4: 3.4367139112673564; cnt_loss: 21.489941655823383; 2025-08-14 11:17:06,459 - INFO - Evaluation: Curr mae: 101.4811; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 585.7989; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5784; Best nae: 0.1918; 0.1953; 0.1974; 0.2180; 0.2268; 2025-08-14 11:17:06,459 - INFO - Epoch: 0380 / 1300 lr: 9.642e-05 2025-08-14 11:18:44,954 - INFO - Training: cls_zice: 59.55677369413155; reg_zipnll: 221.25083983159004; aux_mae_loss_1: 129.6810296164074; aux_mae_loss_2: 20.31980336172109; aux_mae_loss_4: 3.375462036819262; cnt_loss: 21.805021780622035; 2025-08-14 11:18:44,955 - INFO - Evaluation: Curr mae: 92.2614; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 525.5236; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.6046; Best nae: 0.1918; 0.1953; 0.1974; 0.2180; 0.2268; 2025-08-14 11:18:44,955 - INFO - Epoch: 0381 / 1300 lr: 9.623e-05 2025-08-14 11:20:23,390 - INFO - Training: cls_zice: 59.00443723177236; reg_zipnll: 223.82386944533008; aux_mae_loss_1: 129.8280877307019; aux_mae_loss_2: 20.370436388300135; aux_mae_loss_4: 3.3769526478563914; cnt_loss: 20.71665104802286; 2025-08-14 11:20:23,391 - INFO - Evaluation: Curr mae: 81.4217; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 459.1620; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.7790; Best nae: 0.1918; 0.1953; 0.1974; 0.2180; 0.2268; 2025-08-14 11:20:23,391 - INFO - Epoch: 0382 / 1300 lr: 9.604e-05 2025-08-14 11:22:00,986 - INFO - Training: cls_zice: 56.09225008726733; reg_zipnll: 216.08331672452715; aux_mae_loss_1: 129.71347290078288; aux_mae_loss_2: 20.573230554634623; aux_mae_loss_4: 3.4509121619337324; cnt_loss: 22.58617797670144; 2025-08-14 11:22:00,987 - INFO - Evaluation: Curr mae: 81.0183; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 588.5333; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4165; Best nae: 0.1918; 0.1953; 0.1974; 0.2180; 0.2268; 2025-08-14 11:22:00,987 - INFO - Epoch: 0383 / 1300 lr: 9.585e-05 2025-08-14 11:23:40,006 - INFO - Training: cls_zice: 59.79285378191036; reg_zipnll: 228.09591871913725; aux_mae_loss_1: 128.75165029295306; aux_mae_loss_2: 20.27858273658164; aux_mae_loss_4: 3.4090110521696526; cnt_loss: 22.959587786988305; 2025-08-14 11:23:40,007 - INFO - Evaluation: Curr mae: 77.8715; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 586.2379; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3082; Best nae: 0.1918; 0.1953; 0.1974; 0.2180; 0.2268; 2025-08-14 11:23:40,007 - INFO - Epoch: 0384 / 1300 lr: 9.565e-05 2025-08-14 11:25:17,772 - INFO - Training: cls_zice: 59.0335603560151; reg_zipnll: 228.56576632227566; aux_mae_loss_1: 131.4736364899074; aux_mae_loss_2: 20.821079981051252; aux_mae_loss_4: 3.4859508349533868; cnt_loss: 22.58533922014016; 2025-08-14 11:25:17,773 - INFO - Evaluation: Curr mae: 83.4665; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 555.5863; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2811; Best nae: 0.1918; 0.1953; 0.1974; 0.2180; 0.2268; 2025-08-14 11:25:17,773 - INFO - Epoch: 0385 / 1300 lr: 9.545e-05 2025-08-14 11:26:55,098 - INFO - Training: cls_zice: 58.58121354877949; reg_zipnll: 222.93189813177506; aux_mae_loss_1: 128.06384953006068; aux_mae_loss_2: 20.111254348240045; aux_mae_loss_4: 3.343074331553246; cnt_loss: 20.74938963250207; 2025-08-14 11:26:55,099 - INFO - Evaluation: Curr mae: 83.2034; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 589.2270; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3129; Best nae: 0.1918; 0.1953; 0.1974; 0.2180; 0.2268; 2025-08-14 11:26:55,099 - INFO - Epoch: 0386 / 1300 lr: 9.525e-05 2025-08-14 11:28:33,503 - INFO - Training: cls_zice: 60.55116353270174; reg_zipnll: 219.55866754330827; aux_mae_loss_1: 130.19025920779663; aux_mae_loss_2: 20.52022503580716; aux_mae_loss_4: 3.4243978438156737; cnt_loss: 21.79835452947641; 2025-08-14 11:28:33,505 - INFO - Evaluation: Curr mae: 81.3828; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 549.7859; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3084; Best nae: 0.1918; 0.1953; 0.1974; 0.2180; 0.2268; 2025-08-14 11:28:33,505 - INFO - Epoch: 0387 / 1300 lr: 9.504e-05 2025-08-14 11:30:12,340 - INFO - Training: cls_zice: 56.71030928826577; reg_zipnll: 216.88786895477372; aux_mae_loss_1: 128.36478191660117; aux_mae_loss_2: 20.098243894797672; aux_mae_loss_4: 3.326102076428715; cnt_loss: 20.590681114662583; 2025-08-14 11:30:12,341 - INFO - Evaluation: Curr mae: 80.7619; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 563.6505; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3161; Best nae: 0.1918; 0.1953; 0.1974; 0.2180; 0.2268; 2025-08-14 11:30:12,341 - INFO - Epoch: 0388 / 1300 lr: 9.482e-05 2025-08-14 11:31:51,083 - INFO - Training: cls_zice: 63.713418727975274; reg_zipnll: 220.077184466286; aux_mae_loss_1: 135.8636764634238; aux_mae_loss_2: 21.659226527250823; aux_mae_loss_4: 3.6606818921768265; cnt_loss: 24.86238325009922; 2025-08-14 11:31:51,085 - INFO - Evaluation: Curr mae: 80.6968; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 523.9559; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3507; Best nae: 0.1918; 0.1953; 0.1974; 0.2180; 0.2268; 2025-08-14 11:31:51,085 - INFO - Epoch: 0389 / 1300 lr: 9.460e-05 2025-08-14 11:33:29,533 - INFO - Training: cls_zice: 56.592601834118824; reg_zipnll: 223.0967733976467; aux_mae_loss_1: 126.04712555402348; aux_mae_loss_2: 19.780097456395165; aux_mae_loss_4: 3.2709810330812608; cnt_loss: 20.317394505429696; 2025-08-14 11:33:29,534 - INFO - Evaluation: Curr mae: 82.3731; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 558.2018; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3656; Best nae: 0.1918; 0.1953; 0.1974; 0.2180; 0.2268; 2025-08-14 11:33:29,534 - INFO - Epoch: 0390 / 1300 lr: 9.438e-05 2025-08-14 11:35:08,893 - INFO - Training: cls_zice: 61.788030368733224; reg_zipnll: 224.57953170639078; aux_mae_loss_1: 137.91297629192127; aux_mae_loss_2: 22.486814346901863; aux_mae_loss_4: 3.923744730440694; cnt_loss: 29.240232372345226; 2025-08-14 11:35:08,895 - INFO - Evaluation: Curr mae: 81.1351; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 583.9236; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3338; Best nae: 0.1918; 0.1953; 0.1974; 0.2180; 0.2268; 2025-08-14 11:35:08,895 - INFO - Epoch: 0391 / 1300 lr: 9.416e-05 2025-08-14 11:36:46,817 - INFO - Training: cls_zice: 60.565720260411425; reg_zipnll: 219.08389824521572; aux_mae_loss_1: 132.51080634109772; aux_mae_loss_2: 21.080339748019732; aux_mae_loss_4: 3.540492713757836; cnt_loss: 22.007391225402948; 2025-08-14 11:36:46,819 - INFO - Evaluation: Curr mae: 77.5784; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 579.9738; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4491; Best nae: 0.1918; 0.1953; 0.1974; 0.2180; 0.2268; 2025-08-14 11:36:46,819 - INFO - Epoch: 0392 / 1300 lr: 9.392e-05 2025-08-14 11:38:25,048 - INFO - Training: cls_zice: 59.16297444540308; reg_zipnll: 223.0686382989957; aux_mae_loss_1: 130.27622027262316; aux_mae_loss_2: 20.48582485647618; aux_mae_loss_4: 3.4122400581070575; cnt_loss: 21.52005475345798; 2025-08-14 11:38:25,049 - INFO - Evaluation: Curr mae: 75.7825; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 580.5321; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.6711; Best nae: 0.1918; 0.1953; 0.1974; 0.2180; 0.2268; 2025-08-14 11:38:25,049 - INFO - Epoch: 0393 / 1300 lr: 9.369e-05 2025-08-14 11:40:03,891 - INFO - Training: cls_zice: 59.157943988750404; reg_zipnll: 224.74146867962912; aux_mae_loss_1: 127.00344905019726; aux_mae_loss_2: 19.690688347755177; aux_mae_loss_4: 3.2097328403308643; cnt_loss: 18.128597720729662; 2025-08-14 11:40:03,892 - INFO - Evaluation: Curr mae: 83.8925; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 585.0616; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.6619; Best nae: 0.1918; 0.1953; 0.1974; 0.2180; 0.2268; 2025-08-14 11:40:03,892 - INFO - Epoch: 0394 / 1300 lr: 9.345e-05 2025-08-14 11:41:43,121 - INFO - Training: cls_zice: 56.90793296813505; reg_zipnll: 227.9373445878605; aux_mae_loss_1: 127.57501618843764; aux_mae_loss_2: 19.766913952128746; aux_mae_loss_4: 3.2402650730775377; cnt_loss: 19.617765048782132; 2025-08-14 11:41:43,123 - INFO - Evaluation: Curr mae: 88.1372; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 588.5511; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5371; Best nae: 0.1918; 0.1953; 0.1974; 0.2180; 0.2268; 2025-08-14 11:41:43,123 - INFO - Epoch: 0395 / 1300 lr: 9.321e-05 2025-08-14 11:43:20,822 - INFO - Training: cls_zice: 57.75149961133849; reg_zipnll: 216.95370100948068; aux_mae_loss_1: 126.69330651839779; aux_mae_loss_2: 19.74342376897758; aux_mae_loss_4: 3.233995272904864; cnt_loss: 19.625303825866286; 2025-08-14 11:43:20,823 - INFO - Evaluation: Curr mae: 76.7244; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 572.1475; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5609; Best nae: 0.1918; 0.1953; 0.1974; 0.2180; 0.2268; 2025-08-14 11:43:20,824 - INFO - Epoch: 0396 / 1300 lr: 9.296e-05 2025-08-14 11:45:00,063 - INFO - Training: cls_zice: 61.38494474783655; reg_zipnll: 218.46249353364684; aux_mae_loss_1: 132.05692609478086; aux_mae_loss_2: 20.647831315552974; aux_mae_loss_4: 3.41020513025225; cnt_loss: 20.728364973570816; 2025-08-14 11:45:00,065 - INFO - Evaluation: Curr mae: 90.0531; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 598.2694; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4152; Best nae: 0.1918; 0.1953; 0.1974; 0.2180; 0.2268; 2025-08-14 11:45:00,065 - INFO - Epoch: 0397 / 1300 lr: 9.271e-05 2025-08-14 11:46:38,389 - INFO - Training: cls_zice: 60.18917556650994; reg_zipnll: 218.04526460936873; aux_mae_loss_1: 128.82761523288443; aux_mae_loss_2: 20.09266948454791; aux_mae_loss_4: 3.305360539406921; cnt_loss: 20.205050703185996; 2025-08-14 11:46:38,391 - INFO - Evaluation: Curr mae: 78.2940; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 570.0668; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2638; Best nae: 0.1918; 0.1953; 0.1974; 0.2180; 0.2268; 2025-08-14 11:46:38,391 - INFO - Epoch: 0398 / 1300 lr: 9.245e-05 2025-08-14 11:48:16,576 - INFO - Training: cls_zice: 60.022934209948026; reg_zipnll: 216.77645334180033; aux_mae_loss_1: 129.62624924961275; aux_mae_loss_2: 20.397344134460685; aux_mae_loss_4: 3.417614923804462; cnt_loss: 21.486711473881737; 2025-08-14 11:48:16,577 - INFO - Evaluation: Curr mae: 76.8968; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 576.0727; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3503; Best nae: 0.1918; 0.1953; 0.1974; 0.2180; 0.2268; 2025-08-14 11:48:16,578 - INFO - Epoch: 0399 / 1300 lr: 9.219e-05 2025-08-14 11:49:55,175 - INFO - Training: cls_zice: 58.420378299789135; reg_zipnll: 216.01682005443425; aux_mae_loss_1: 127.60437347588625; aux_mae_loss_2: 20.04451689376929; aux_mae_loss_4: 3.31102505180707; cnt_loss: 20.700718183443907; 2025-08-14 11:49:55,176 - INFO - Evaluation: Curr mae: 87.0299; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 577.8274; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.7130; Best nae: 0.1918; 0.1953; 0.1974; 0.2180; 0.2268; 2025-08-14 11:49:55,176 - INFO - Epoch: 0400 / 1300 lr: 9.193e-05 2025-08-14 11:51:34,270 - INFO - Training: cls_zice: 57.41965290023; reg_zipnll: 220.31537882160097; aux_mae_loss_1: 126.60054529969673; aux_mae_loss_2: 19.783962398077957; aux_mae_loss_4: 3.262527629771392; cnt_loss: 20.06058124711397; 2025-08-14 11:51:34,271 - INFO - Evaluation: Curr mae: 74.5690; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 552.8204; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4235; Best nae: 0.1918; 0.1953; 0.1974; 0.2180; 0.2268; 2025-08-14 11:51:34,854 - INFO - Epoch: 0401 / 1300 lr: 9.166e-05 2025-08-14 11:53:13,204 - INFO - Training: cls_zice: 59.82186147704682; reg_zipnll: 218.20102963288215; aux_mae_loss_1: 128.36654305151617; aux_mae_loss_2: 20.07336602419385; aux_mae_loss_4: 3.3242769678025135; cnt_loss: 19.830127454355626; 2025-08-14 11:53:13,206 - INFO - Evaluation: Curr mae: 90.2695; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 586.4117; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4088; Best nae: 0.1918; 0.1953; 0.1974; 0.2180; 0.2268; 2025-08-14 11:53:13,206 - INFO - Epoch: 0402 / 1300 lr: 9.139e-05 2025-08-14 11:54:51,498 - INFO - Training: cls_zice: 58.6580049424674; reg_zipnll: 212.9166321448005; aux_mae_loss_1: 131.15297607284586; aux_mae_loss_2: 20.7121447168463; aux_mae_loss_4: 3.4581329565121766; cnt_loss: 22.365945130816463; 2025-08-14 11:54:51,704 - INFO - Evaluation: Curr mae: 76.1541; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 590.9710; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.1854; Best nae: 0.1854; 0.1918; 0.1953; 0.1974; 0.2180; 2025-08-14 11:54:51,704 - INFO - Epoch: 0403 / 1300 lr: 9.111e-05 2025-08-14 11:56:29,820 - INFO - Training: cls_zice: 56.46517983630568; reg_zipnll: 224.45637104750293; aux_mae_loss_1: 125.26216292932898; aux_mae_loss_2: 19.603531000240295; aux_mae_loss_4: 3.240941038015263; cnt_loss: 19.774608617883107; 2025-08-14 11:56:29,822 - INFO - Evaluation: Curr mae: 90.4786; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 594.4224; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3348; Best nae: 0.1854; 0.1918; 0.1953; 0.1974; 0.2180; 2025-08-14 11:56:29,822 - INFO - Epoch: 0404 / 1300 lr: 9.083e-05 2025-08-14 11:58:08,660 - INFO - Training: cls_zice: 61.958293501699494; reg_zipnll: 224.73399735477713; aux_mae_loss_1: 133.78490630887774; aux_mae_loss_2: 21.0741380823915; aux_mae_loss_4: 3.50063856018846; cnt_loss: 22.844996441299322; 2025-08-14 11:58:08,661 - INFO - Evaluation: Curr mae: 102.5640; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 595.0162; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3956; Best nae: 0.1854; 0.1918; 0.1953; 0.1974; 0.2180; 2025-08-14 11:58:08,662 - INFO - Epoch: 0405 / 1300 lr: 9.055e-05 2025-08-14 11:59:46,997 - INFO - Training: cls_zice: 59.76890249209416; reg_zipnll: 211.0146027003585; aux_mae_loss_1: 128.31421363261794; aux_mae_loss_2: 20.27322321195529; aux_mae_loss_4: 3.4144358628819718; cnt_loss: 23.31159829265967; 2025-08-14 11:59:46,999 - INFO - Evaluation: Curr mae: 75.1779; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 577.4916; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3569; Best nae: 0.1854; 0.1918; 0.1953; 0.1974; 0.2180; 2025-08-14 11:59:46,999 - INFO - Epoch: 0406 / 1300 lr: 9.026e-05 2025-08-14 12:01:25,799 - INFO - Training: cls_zice: 60.9803504261995; reg_zipnll: 209.11332383928078; aux_mae_loss_1: 132.19474317849756; aux_mae_loss_2: 20.85166034477842; aux_mae_loss_4: 3.498263777374915; cnt_loss: 22.634032449256484; 2025-08-14 12:01:25,800 - INFO - Evaluation: Curr mae: 83.5189; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 585.1593; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2865; Best nae: 0.1854; 0.1918; 0.1953; 0.1974; 0.2180; 2025-08-14 12:01:25,800 - INFO - Epoch: 0407 / 1300 lr: 8.997e-05 2025-08-14 12:03:04,205 - INFO - Training: cls_zice: 59.55902720447678; reg_zipnll: 213.45445008265634; aux_mae_loss_1: 130.77864912175275; aux_mae_loss_2: 20.499480199078363; aux_mae_loss_4: 3.4064792478911983; cnt_loss: 20.87755914273789; 2025-08-14 12:03:04,206 - INFO - Evaluation: Curr mae: 77.4975; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 564.5583; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2340; Best nae: 0.1854; 0.1918; 0.1953; 0.1974; 0.2180; 2025-08-14 12:03:04,206 - INFO - Epoch: 0408 / 1300 lr: 8.967e-05 2025-08-14 12:04:43,257 - INFO - Training: cls_zice: 60.93181315903339; reg_zipnll: 217.67977468642601; aux_mae_loss_1: 128.95865899309095; aux_mae_loss_2: 20.122710823706306; aux_mae_loss_4: 3.2999521834071928; cnt_loss: 19.42781650989405; 2025-08-14 12:04:43,259 - INFO - Evaluation: Curr mae: 82.2001; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 379.6795; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5686; Best nae: 0.1854; 0.1918; 0.1953; 0.1974; 0.2180; 2025-08-14 12:04:43,259 - INFO - Epoch: 0409 / 1300 lr: 8.937e-05 2025-08-14 12:06:21,352 - INFO - Training: cls_zice: 56.446676445191194; reg_zipnll: 220.9557234070295; aux_mae_loss_1: 126.24372550454422; aux_mae_loss_2: 19.93546135076214; aux_mae_loss_4: 3.3542166502432837; cnt_loss: 22.30474692169376; 2025-08-14 12:06:21,552 - INFO - Evaluation: Curr mae: 82.4932; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 576.9294; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2155; Best nae: 0.1854; 0.1918; 0.1953; 0.1974; 0.2155; 2025-08-14 12:06:21,552 - INFO - Epoch: 0410 / 1300 lr: 8.907e-05 2025-08-14 12:08:00,547 - INFO - Training: cls_zice: 58.85727963958577; reg_zipnll: 222.21167615875794; aux_mae_loss_1: 129.46607273954965; aux_mae_loss_2: 20.236420811601654; aux_mae_loss_4: 3.3166871588763356; cnt_loss: 20.57750456192193; 2025-08-14 12:08:00,549 - INFO - Evaluation: Curr mae: 74.5377; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 561.4554; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2327; Best nae: 0.1854; 0.1918; 0.1953; 0.1974; 0.2155; 2025-08-14 12:08:00,549 - INFO - Epoch: 0411 / 1300 lr: 8.876e-05 2025-08-14 12:09:39,001 - INFO - Training: cls_zice: 57.526879244835946; reg_zipnll: 215.44569896119418; aux_mae_loss_1: 125.9797678802804; aux_mae_loss_2: 19.615989159189336; aux_mae_loss_4: 3.201236853409549; cnt_loss: 18.807748376557026; 2025-08-14 12:09:39,002 - INFO - Evaluation: Curr mae: 83.4090; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 501.6391; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2860; Best nae: 0.1854; 0.1918; 0.1953; 0.1974; 0.2155; 2025-08-14 12:09:39,002 - INFO - Epoch: 0412 / 1300 lr: 8.845e-05 2025-08-14 12:11:18,053 - INFO - Training: cls_zice: 61.44874112863467; reg_zipnll: 214.54047721333245; aux_mae_loss_1: 129.66321535772406; aux_mae_loss_2: 20.332686760125245; aux_mae_loss_4: 3.3786274691167404; cnt_loss: 19.788929793399525; 2025-08-14 12:11:18,054 - INFO - Evaluation: Curr mae: 87.1068; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 566.4742; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3258; Best nae: 0.1854; 0.1918; 0.1953; 0.1974; 0.2155; 2025-08-14 12:11:18,054 - INFO - Epoch: 0413 / 1300 lr: 8.814e-05 2025-08-14 12:12:57,890 - INFO - Training: cls_zice: 56.509424167151316; reg_zipnll: 220.01281273456956; aux_mae_loss_1: 126.6914957237734; aux_mae_loss_2: 19.75305771521247; aux_mae_loss_4: 3.2283091606395105; cnt_loss: 19.202177652663007; 2025-08-14 12:12:57,891 - INFO - Evaluation: Curr mae: 76.6556; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 568.8074; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4009; Best nae: 0.1854; 0.1918; 0.1953; 0.1974; 0.2155; 2025-08-14 12:12:57,891 - INFO - Epoch: 0414 / 1300 lr: 8.782e-05 2025-08-14 12:14:36,119 - INFO - Training: cls_zice: 58.25889610190778; reg_zipnll: 214.64709347134078; aux_mae_loss_1: 129.13627259712905; aux_mae_loss_2: 20.12698894907699; aux_mae_loss_4: 3.3086470201573213; cnt_loss: 19.95084673794499; 2025-08-14 12:14:36,120 - INFO - Evaluation: Curr mae: 83.1728; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 448.0457; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3886; Best nae: 0.1854; 0.1918; 0.1953; 0.1974; 0.2155; 2025-08-14 12:14:36,120 - INFO - Epoch: 0415 / 1300 lr: 8.750e-05 2025-08-14 12:16:14,399 - INFO - Training: cls_zice: 61.1100520914885; reg_zipnll: 217.83655055813435; aux_mae_loss_1: 130.594602751548; aux_mae_loss_2: 20.406964762351812; aux_mae_loss_4: 3.360426544989902; cnt_loss: 20.723461662895577; 2025-08-14 12:16:14,400 - INFO - Evaluation: Curr mae: 79.3345; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 537.7480; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3257; Best nae: 0.1854; 0.1918; 0.1953; 0.1974; 0.2155; 2025-08-14 12:16:14,400 - INFO - Epoch: 0416 / 1300 lr: 8.718e-05 2025-08-14 12:17:53,044 - INFO - Training: cls_zice: 59.18902434289915; reg_zipnll: 224.32199582097462; aux_mae_loss_1: 129.29619067616204; aux_mae_loss_2: 20.248557750241; aux_mae_loss_4: 3.3596742998971423; cnt_loss: 20.150204217832314; 2025-08-14 12:17:53,045 - INFO - Evaluation: Curr mae: 82.7420; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 524.9597; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3605; Best nae: 0.1854; 0.1918; 0.1953; 0.1974; 0.2155; 2025-08-14 12:17:53,046 - INFO - Epoch: 0417 / 1300 lr: 8.685e-05 2025-08-14 12:19:32,009 - INFO - Training: cls_zice: 58.229423652692745; reg_zipnll: 210.59309145969107; aux_mae_loss_1: 128.66796463620693; aux_mae_loss_2: 20.035943593341464; aux_mae_loss_4: 3.2938306826552264; cnt_loss: 19.104164783629784; 2025-08-14 12:19:32,011 - INFO - Evaluation: Curr mae: 81.8941; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 591.4899; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2583; Best nae: 0.1854; 0.1918; 0.1953; 0.1974; 0.2155; 2025-08-14 12:19:32,011 - INFO - Epoch: 0418 / 1300 lr: 8.652e-05 2025-08-14 12:21:11,069 - INFO - Training: cls_zice: 59.77612285852279; reg_zipnll: 208.6058499304372; aux_mae_loss_1: 127.27428112177125; aux_mae_loss_2: 19.786527894762916; aux_mae_loss_4: 3.2302105341748284; cnt_loss: 17.91926795596635; 2025-08-14 12:21:11,070 - INFO - Evaluation: Curr mae: 78.8725; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 582.6181; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2758; Best nae: 0.1854; 0.1918; 0.1953; 0.1974; 0.2155; 2025-08-14 12:21:11,070 - INFO - Epoch: 0419 / 1300 lr: 8.618e-05 2025-08-14 12:22:48,884 - INFO - Training: cls_zice: 57.89452277457193; reg_zipnll: 210.23034171763913; aux_mae_loss_1: 127.04301360456374; aux_mae_loss_2: 19.691001230156512; aux_mae_loss_4: 3.213781603351044; cnt_loss: 17.975513923443987; 2025-08-14 12:22:48,885 - INFO - Evaluation: Curr mae: 93.7789; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 602.3991; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2654; Best nae: 0.1854; 0.1918; 0.1953; 0.1974; 0.2155; 2025-08-14 12:22:48,885 - INFO - Epoch: 0420 / 1300 lr: 8.584e-05 2025-08-14 12:24:27,524 - INFO - Training: cls_zice: 58.16566300541545; reg_zipnll: 219.6767097414306; aux_mae_loss_1: 127.26466492699474; aux_mae_loss_2: 19.994650900210697; aux_mae_loss_4: 3.3254720705027445; cnt_loss: 21.601032783562236; 2025-08-14 12:24:27,525 - INFO - Evaluation: Curr mae: 109.3654; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 599.9662; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2779; Best nae: 0.1854; 0.1918; 0.1953; 0.1974; 0.2155; 2025-08-14 12:24:27,526 - INFO - Epoch: 0421 / 1300 lr: 8.550e-05 2025-08-14 12:26:06,237 - INFO - Training: cls_zice: 60.25530533120994; reg_zipnll: 220.6820050511691; aux_mae_loss_1: 127.54382257535096; aux_mae_loss_2: 19.886150665945138; aux_mae_loss_4: 3.251745306434239; cnt_loss: 18.88923825580234; 2025-08-14 12:26:06,238 - INFO - Evaluation: Curr mae: 90.2530; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 576.9060; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5487; Best nae: 0.1854; 0.1918; 0.1953; 0.1974; 0.2155; 2025-08-14 12:26:06,238 - INFO - Epoch: 0422 / 1300 lr: 8.516e-05 2025-08-14 12:27:44,891 - INFO - Training: cls_zice: 56.87275018579396; reg_zipnll: 210.97985271561728; aux_mae_loss_1: 126.76354768159763; aux_mae_loss_2: 19.772481565303853; aux_mae_loss_4: 3.251630453799868; cnt_loss: 19.71696685273727; 2025-08-14 12:27:44,892 - INFO - Evaluation: Curr mae: 91.5091; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 586.4287; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3116; Best nae: 0.1854; 0.1918; 0.1953; 0.1974; 0.2155; 2025-08-14 12:27:44,892 - INFO - Epoch: 0423 / 1300 lr: 8.481e-05 2025-08-14 12:29:23,614 - INFO - Training: cls_zice: 57.89613495855221; reg_zipnll: 215.73806381225586; aux_mae_loss_1: 126.37412375227038; aux_mae_loss_2: 19.833068201658353; aux_mae_loss_4: 3.2960705355690805; cnt_loss: 21.27739487791429; 2025-08-14 12:29:23,616 - INFO - Evaluation: Curr mae: 84.2998; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 595.4950; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2480; Best nae: 0.1854; 0.1918; 0.1953; 0.1974; 0.2155; 2025-08-14 12:29:23,616 - INFO - Epoch: 0424 / 1300 lr: 8.446e-05 2025-08-14 12:31:01,816 - INFO - Training: cls_zice: 59.777272295369585; reg_zipnll: 216.83985839098463; aux_mae_loss_1: 127.95637767664265; aux_mae_loss_2: 19.84915169345689; aux_mae_loss_4: 3.2538430627943002; cnt_loss: 18.789339825549284; 2025-08-14 12:31:01,818 - INFO - Evaluation: Curr mae: 75.5804; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 580.3871; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3648; Best nae: 0.1854; 0.1918; 0.1953; 0.1974; 0.2155; 2025-08-14 12:31:01,818 - INFO - Epoch: 0425 / 1300 lr: 8.410e-05 2025-08-14 12:32:40,521 - INFO - Training: cls_zice: 56.29267425992189; reg_zipnll: 213.2859709673492; aux_mae_loss_1: 126.7891581959467; aux_mae_loss_2: 19.772358655316665; aux_mae_loss_4: 3.2318468147500927; cnt_loss: 18.490330873540863; 2025-08-14 12:32:40,522 - INFO - Evaluation: Curr mae: 71.4265; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 527.5063; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3266; Best nae: 0.1854; 0.1918; 0.1953; 0.1974; 0.2155; 2025-08-14 12:32:40,522 - INFO - Epoch: 0426 / 1300 lr: 8.374e-05 2025-08-14 12:34:18,496 - INFO - Training: cls_zice: 58.357212147246905; reg_zipnll: 209.17910600873068; aux_mae_loss_1: 128.07853904174962; aux_mae_loss_2: 19.926324561812883; aux_mae_loss_4: 3.229028806128661; cnt_loss: 18.18626847824891; 2025-08-14 12:34:18,497 - INFO - Evaluation: Curr mae: 79.9962; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 586.3109; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3202; Best nae: 0.1854; 0.1918; 0.1953; 0.1974; 0.2155; 2025-08-14 12:34:18,497 - INFO - Epoch: 0427 / 1300 lr: 8.338e-05 2025-08-14 12:35:57,201 - INFO - Training: cls_zice: 60.58559958456721; reg_zipnll: 215.3496540089193; aux_mae_loss_1: 129.8651844554205; aux_mae_loss_2: 20.246378819556348; aux_mae_loss_4: 3.309965638237931; cnt_loss: 19.702058894468763; 2025-08-14 12:35:57,202 - INFO - Evaluation: Curr mae: 79.2155; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 591.3539; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3701; Best nae: 0.1854; 0.1918; 0.1953; 0.1974; 0.2155; 2025-08-14 12:35:57,202 - INFO - Epoch: 0428 / 1300 lr: 8.302e-05 2025-08-14 12:37:35,320 - INFO - Training: cls_zice: 58.29905180966333; reg_zipnll: 210.5302243171437; aux_mae_loss_1: 127.45318167375109; aux_mae_loss_2: 19.87664820357276; aux_mae_loss_4: 3.2644065091419954; cnt_loss: 19.053203948665708; 2025-08-14 12:37:35,321 - INFO - Evaluation: Curr mae: 84.8565; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 592.5979; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3704; Best nae: 0.1854; 0.1918; 0.1953; 0.1974; 0.2155; 2025-08-14 12:37:35,321 - INFO - Epoch: 0429 / 1300 lr: 8.265e-05 2025-08-14 12:39:13,305 - INFO - Training: cls_zice: 57.56811237411818; reg_zipnll: 213.04761298211497; aux_mae_loss_1: 128.29727109600157; aux_mae_loss_2: 20.256418936050338; aux_mae_loss_4: 3.3972851372010298; cnt_loss: 22.45551487535315; 2025-08-14 12:39:13,307 - INFO - Evaluation: Curr mae: 84.0759; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 579.3961; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3485; Best nae: 0.1854; 0.1918; 0.1953; 0.1974; 0.2155; 2025-08-14 12:39:13,307 - INFO - Epoch: 0430 / 1300 lr: 8.228e-05 2025-08-14 12:40:51,353 - INFO - Training: cls_zice: 57.85038522736272; reg_zipnll: 211.80635141897324; aux_mae_loss_1: 125.76879075253837; aux_mae_loss_2: 19.56303246162238; aux_mae_loss_4: 3.188404236477261; cnt_loss: 18.336903086664744; 2025-08-14 12:40:51,553 - INFO - Evaluation: Curr mae: 83.7266; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 582.0541; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.1999; Best nae: 0.1854; 0.1918; 0.1953; 0.1974; 0.1999; 2025-08-14 12:40:51,554 - INFO - Epoch: 0431 / 1300 lr: 8.190e-05 2025-08-14 12:42:30,175 - INFO - Training: cls_zice: 59.12215838207837; reg_zipnll: 214.5703992475887; aux_mae_loss_1: 129.51937538186198; aux_mae_loss_2: 20.32126573793073; aux_mae_loss_4: 3.346076780235859; cnt_loss: 19.735913537768287; 2025-08-14 12:42:30,176 - INFO - Evaluation: Curr mae: 71.8356; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 581.8856; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2465; Best nae: 0.1854; 0.1918; 0.1953; 0.1974; 0.1999; 2025-08-14 12:42:30,176 - INFO - Epoch: 0432 / 1300 lr: 8.153e-05 2025-08-14 12:44:09,363 - INFO - Training: cls_zice: 57.11904608211205; reg_zipnll: 213.87732020870885; aux_mae_loss_1: 125.58973577641582; aux_mae_loss_2: 19.503106963052236; aux_mae_loss_4: 3.150922927727736; cnt_loss: 17.06918686490439; 2025-08-14 12:44:09,564 - INFO - Evaluation: Curr mae: 72.1175; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 580.2816; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.1956; Best nae: 0.1854; 0.1918; 0.1953; 0.1956; 0.1974; 2025-08-14 12:44:09,565 - INFO - Epoch: 0433 / 1300 lr: 8.115e-05 2025-08-14 12:45:48,049 - INFO - Training: cls_zice: 55.92473326742189; reg_zipnll: 211.0571400561492; aux_mae_loss_1: 125.75477425543386; aux_mae_loss_2: 19.569487814425198; aux_mae_loss_4: 3.209526390067103; cnt_loss: 19.81659329152046; 2025-08-14 12:45:48,050 - INFO - Evaluation: Curr mae: 73.7306; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 539.9819; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2701; Best nae: 0.1854; 0.1918; 0.1953; 0.1956; 0.1974; 2025-08-14 12:45:48,050 - INFO - Epoch: 0434 / 1300 lr: 8.076e-05 2025-08-14 12:47:25,700 - INFO - Training: cls_zice: 55.72041437435885; reg_zipnll: 216.1419207957839; aux_mae_loss_1: 123.86585449865974; aux_mae_loss_2: 19.197965902657007; aux_mae_loss_4: 3.131997980005024; cnt_loss: 18.094395108884896; 2025-08-14 12:47:25,701 - INFO - Evaluation: Curr mae: 77.6677; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 594.0562; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2043; Best nae: 0.1854; 0.1918; 0.1953; 0.1956; 0.1974; 2025-08-14 12:47:25,701 - INFO - Epoch: 0435 / 1300 lr: 8.038e-05 2025-08-14 12:49:04,187 - INFO - Training: cls_zice: 61.862941207187035; reg_zipnll: 217.05254972992336; aux_mae_loss_1: 130.07674021586047; aux_mae_loss_2: 20.318691524564453; aux_mae_loss_4: 3.3559226703214766; cnt_loss: 21.23652204449808; 2025-08-14 12:49:04,189 - INFO - Evaluation: Curr mae: 73.0484; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 583.2832; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2505; Best nae: 0.1854; 0.1918; 0.1953; 0.1956; 0.1974; 2025-08-14 12:49:04,189 - INFO - Epoch: 0436 / 1300 lr: 7.999e-05 2025-08-14 12:50:43,520 - INFO - Training: cls_zice: 58.84214463653785; reg_zipnll: 207.56568404641433; aux_mae_loss_1: 126.64265461997692; aux_mae_loss_2: 19.751263008019613; aux_mae_loss_4: 3.2431070668225424; cnt_loss: 18.907986214044467; 2025-08-14 12:50:43,522 - INFO - Evaluation: Curr mae: 85.8882; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 585.6229; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3207; Best nae: 0.1854; 0.1918; 0.1953; 0.1956; 0.1974; 2025-08-14 12:50:43,522 - INFO - Epoch: 0437 / 1300 lr: 7.960e-05 2025-08-14 12:52:22,042 - INFO - Training: cls_zice: 57.36754302592388; reg_zipnll: 214.9053103586702; aux_mae_loss_1: 126.77085275331316; aux_mae_loss_2: 19.882578562954706; aux_mae_loss_4: 3.2996948693895707; cnt_loss: 20.94431913787724; 2025-08-14 12:52:22,043 - INFO - Evaluation: Curr mae: 87.1688; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 586.2917; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3066; Best nae: 0.1854; 0.1918; 0.1953; 0.1956; 0.1974; 2025-08-14 12:52:22,043 - INFO - Epoch: 0438 / 1300 lr: 7.920e-05 2025-08-14 12:54:00,037 - INFO - Training: cls_zice: 58.55406302267298; reg_zipnll: 218.65545230659544; aux_mae_loss_1: 125.14711715384436; aux_mae_loss_2: 19.312868456607614; aux_mae_loss_4: 3.129293983730375; cnt_loss: 17.896047024616546; 2025-08-14 12:54:00,239 - INFO - Evaluation: Curr mae: 75.9007; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 590.2259; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.1941; Best nae: 0.1854; 0.1918; 0.1941; 0.1953; 0.1956; 2025-08-14 12:54:00,239 - INFO - Epoch: 0439 / 1300 lr: 7.880e-05 2025-08-14 12:55:39,426 - INFO - Training: cls_zice: 58.93315065190541; reg_zipnll: 206.44565564623835; aux_mae_loss_1: 126.73414558126258; aux_mae_loss_2: 19.647764175287556; aux_mae_loss_4: 3.186826731674469; cnt_loss: 17.553591119599528; 2025-08-14 12:55:39,427 - INFO - Evaluation: Curr mae: 80.9571; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 582.2791; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3142; Best nae: 0.1854; 0.1918; 0.1941; 0.1953; 0.1956; 2025-08-14 12:55:39,428 - INFO - Epoch: 0440 / 1300 lr: 7.840e-05 2025-08-14 12:57:17,683 - INFO - Training: cls_zice: 56.04748824208132; reg_zipnll: 215.22997621276386; aux_mae_loss_1: 124.90607265089962; aux_mae_loss_2: 19.329150394792727; aux_mae_loss_4: 3.144768142148584; cnt_loss: 19.283382627835312; 2025-08-14 12:57:17,684 - INFO - Evaluation: Curr mae: 86.2817; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 591.3270; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4783; Best nae: 0.1854; 0.1918; 0.1941; 0.1953; 0.1956; 2025-08-14 12:57:17,684 - INFO - Epoch: 0441 / 1300 lr: 7.800e-05 2025-08-14 12:58:56,762 - INFO - Training: cls_zice: 55.93861193154343; reg_zipnll: 216.7517411739477; aux_mae_loss_1: 125.04432770893322; aux_mae_loss_2: 19.49352532180845; aux_mae_loss_4: 3.1928471282392663; cnt_loss: 19.249444026567023; 2025-08-14 12:58:56,764 - INFO - Evaluation: Curr mae: 78.8745; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 589.9561; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4282; Best nae: 0.1854; 0.1918; 0.1941; 0.1953; 0.1956; 2025-08-14 12:58:56,764 - INFO - Epoch: 0442 / 1300 lr: 7.760e-05 2025-08-14 13:00:35,375 - INFO - Training: cls_zice: 55.75232188530017; reg_zipnll: 216.01538267846587; aux_mae_loss_1: 123.04972530453249; aux_mae_loss_2: 19.001815436125415; aux_mae_loss_4: 3.0728770198736215; cnt_loss: 16.429415558175133; 2025-08-14 13:00:35,377 - INFO - Evaluation: Curr mae: 83.2494; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 586.1350; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3080; Best nae: 0.1854; 0.1918; 0.1941; 0.1953; 0.1956; 2025-08-14 13:00:35,377 - INFO - Epoch: 0443 / 1300 lr: 7.719e-05 2025-08-14 13:02:13,436 - INFO - Training: cls_zice: 59.70798753661637; reg_zipnll: 218.02174083248815; aux_mae_loss_1: 125.61410144423458; aux_mae_loss_2: 19.29384586437196; aux_mae_loss_4: 3.1068216196062632; cnt_loss: 17.40147032805151; 2025-08-14 13:02:13,437 - INFO - Evaluation: Curr mae: 73.5435; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 559.4255; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2816; Best nae: 0.1854; 0.1918; 0.1941; 0.1953; 0.1956; 2025-08-14 13:02:13,438 - INFO - Epoch: 0444 / 1300 lr: 7.678e-05 2025-08-14 13:03:52,424 - INFO - Training: cls_zice: 59.84146039705043; reg_zipnll: 218.3457527454837; aux_mae_loss_1: 127.54894635609918; aux_mae_loss_2: 19.643551613187423; aux_mae_loss_4: 3.1710020660741165; cnt_loss: 17.139846622484203; 2025-08-14 13:03:52,426 - INFO - Evaluation: Curr mae: 70.7096; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 572.6788; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2361; Best nae: 0.1854; 0.1918; 0.1941; 0.1953; 0.1956; 2025-08-14 13:03:52,426 - INFO - Epoch: 0445 / 1300 lr: 7.636e-05 2025-08-14 13:05:31,365 - INFO - Training: cls_zice: 58.37933986961535; reg_zipnll: 218.30609443684165; aux_mae_loss_1: 126.48634970402657; aux_mae_loss_2: 19.66092567578686; aux_mae_loss_4: 3.203296137652851; cnt_loss: 18.9002059535686; 2025-08-14 13:05:31,366 - INFO - Evaluation: Curr mae: 70.8623; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 532.1174; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2656; Best nae: 0.1854; 0.1918; 0.1941; 0.1953; 0.1956; 2025-08-14 13:05:31,366 - INFO - Epoch: 0446 / 1300 lr: 7.595e-05 2025-08-14 13:07:10,987 - INFO - Training: cls_zice: 56.59647036763267; reg_zipnll: 219.70281884357678; aux_mae_loss_1: 124.37120039971751; aux_mae_loss_2: 19.21371336338759; aux_mae_loss_4: 3.120756740894906; cnt_loss: 17.321853479260344; 2025-08-14 13:07:10,989 - INFO - Evaluation: Curr mae: 75.4809; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 584.8048; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3112; Best nae: 0.1854; 0.1918; 0.1941; 0.1953; 0.1956; 2025-08-14 13:07:10,989 - INFO - Epoch: 0447 / 1300 lr: 7.553e-05 2025-08-14 13:08:50,031 - INFO - Training: cls_zice: 55.5978152487992; reg_zipnll: 220.47232070864013; aux_mae_loss_1: 125.21416278976402; aux_mae_loss_2: 19.32884048741397; aux_mae_loss_4: 3.136948311696629; cnt_loss: 18.469182370560947; 2025-08-14 13:08:50,032 - INFO - Evaluation: Curr mae: 73.9493; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 590.5937; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2797; Best nae: 0.1854; 0.1918; 0.1941; 0.1953; 0.1956; 2025-08-14 13:08:50,032 - INFO - Epoch: 0448 / 1300 lr: 7.511e-05 2025-08-14 13:10:29,161 - INFO - Training: cls_zice: 56.1126704709772; reg_zipnll: 217.65172430788644; aux_mae_loss_1: 122.77188385421636; aux_mae_loss_2: 18.971896256763095; aux_mae_loss_4: 3.0774547330518; cnt_loss: 17.64233025732261; 2025-08-14 13:10:29,163 - INFO - Evaluation: Curr mae: 77.0499; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 532.1684; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4701; Best nae: 0.1854; 0.1918; 0.1941; 0.1953; 0.1956; 2025-08-14 13:10:29,163 - INFO - Epoch: 0449 / 1300 lr: 7.469e-05 2025-08-14 13:12:07,817 - INFO - Training: cls_zice: 60.81581593904367; reg_zipnll: 215.05544429082798; aux_mae_loss_1: 129.12447298339217; aux_mae_loss_2: 19.930254264478513; aux_mae_loss_4: 3.2421044727217567; cnt_loss: 18.532856255693115; 2025-08-14 13:12:07,819 - INFO - Evaluation: Curr mae: 83.7288; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 560.6209; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5077; Best nae: 0.1854; 0.1918; 0.1941; 0.1953; 0.1956; 2025-08-14 13:12:07,819 - INFO - Epoch: 0450 / 1300 lr: 7.426e-05 2025-08-14 13:13:46,059 - INFO - Training: cls_zice: 60.641865689949086; reg_zipnll: 207.29786556606734; aux_mae_loss_1: 129.19968973762886; aux_mae_loss_2: 19.967758535419453; aux_mae_loss_4: 3.2466688035079936; cnt_loss: 17.9048869229834; 2025-08-14 13:13:46,061 - INFO - Evaluation: Curr mae: 77.6618; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 559.8540; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3627; Best nae: 0.1854; 0.1918; 0.1941; 0.1953; 0.1956; 2025-08-14 13:13:46,892 - INFO - Epoch: 0451 / 1300 lr: 7.383e-05 2025-08-14 13:15:26,100 - INFO - Training: cls_zice: 61.613453381931876; reg_zipnll: 209.53058877273207; aux_mae_loss_1: 130.17581412602206; aux_mae_loss_2: 20.23342159290853; aux_mae_loss_4: 3.32473023599708; cnt_loss: 20.28368216921554; 2025-08-14 13:15:26,101 - INFO - Evaluation: Curr mae: 74.9997; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 568.4284; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4104; Best nae: 0.1854; 0.1918; 0.1941; 0.1953; 0.1956; 2025-08-14 13:15:26,101 - INFO - Epoch: 0452 / 1300 lr: 7.340e-05 2025-08-14 13:17:06,000 - INFO - Training: cls_zice: 57.16269153923486; reg_zipnll: 209.88026398803396; aux_mae_loss_1: 125.47803255586207; aux_mae_loss_2: 19.364288056724174; aux_mae_loss_4: 3.1208738496187105; cnt_loss: 17.766728661973556; 2025-08-14 13:17:06,001 - INFO - Evaluation: Curr mae: 72.7723; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 568.5980; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2937; Best nae: 0.1854; 0.1918; 0.1941; 0.1953; 0.1956; 2025-08-14 13:17:06,001 - INFO - Epoch: 0453 / 1300 lr: 7.297e-05 2025-08-14 13:18:45,421 - INFO - Training: cls_zice: 58.99470515641118; reg_zipnll: 212.99826010579008; aux_mae_loss_1: 127.00333091471066; aux_mae_loss_2: 19.63233132963009; aux_mae_loss_4: 3.1867508045505435; cnt_loss: 18.91608367113344; 2025-08-14 13:18:45,422 - INFO - Evaluation: Curr mae: 86.1488; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 565.9466; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5158; Best nae: 0.1854; 0.1918; 0.1941; 0.1953; 0.1956; 2025-08-14 13:18:45,423 - INFO - Epoch: 0454 / 1300 lr: 7.254e-05 2025-08-14 13:20:24,168 - INFO - Training: cls_zice: 56.23245713643366; reg_zipnll: 211.82886897383742; aux_mae_loss_1: 124.93129681682832; aux_mae_loss_2: 19.25910894791081; aux_mae_loss_4: 3.092526434013347; cnt_loss: 17.061474132047522; 2025-08-14 13:20:24,169 - INFO - Evaluation: Curr mae: 84.0357; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 563.0998; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3427; Best nae: 0.1854; 0.1918; 0.1941; 0.1953; 0.1956; 2025-08-14 13:20:24,169 - INFO - Epoch: 0455 / 1300 lr: 7.210e-05 2025-08-14 13:22:03,063 - INFO - Training: cls_zice: 61.00309605934779; reg_zipnll: 205.082246628396; aux_mae_loss_1: 127.65873252947104; aux_mae_loss_2: 19.736952711806506; aux_mae_loss_4: 3.2144891308634937; cnt_loss: 17.75783600874609; 2025-08-14 13:22:03,064 - INFO - Evaluation: Curr mae: 74.9810; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 585.4631; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2527; Best nae: 0.1854; 0.1918; 0.1941; 0.1953; 0.1956; 2025-08-14 13:22:03,064 - INFO - Epoch: 0456 / 1300 lr: 7.166e-05 2025-08-14 13:23:41,186 - INFO - Training: cls_zice: 55.81820852893637; reg_zipnll: 211.62370826897708; aux_mae_loss_1: 124.44913917580729; aux_mae_loss_2: 19.166038761408593; aux_mae_loss_4: 3.0732967775401234; cnt_loss: 16.92435682800558; 2025-08-14 13:23:41,188 - INFO - Evaluation: Curr mae: 81.9529; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 582.0819; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3495; Best nae: 0.1854; 0.1918; 0.1941; 0.1953; 0.1956; 2025-08-14 13:23:41,188 - INFO - Epoch: 0457 / 1300 lr: 7.122e-05 2025-08-14 13:25:20,319 - INFO - Training: cls_zice: 56.70286842809085; reg_zipnll: 209.35264953181797; aux_mae_loss_1: 124.39981727305906; aux_mae_loss_2: 19.16094498401436; aux_mae_loss_4: 3.110636943869848; cnt_loss: 17.32047563377567; 2025-08-14 13:25:20,321 - INFO - Evaluation: Curr mae: 77.4073; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 591.8398; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3604; Best nae: 0.1854; 0.1918; 0.1941; 0.1953; 0.1956; 2025-08-14 13:25:20,321 - INFO - Epoch: 0458 / 1300 lr: 7.078e-05 2025-08-14 13:26:59,384 - INFO - Training: cls_zice: 57.36895364484628; reg_zipnll: 219.469589105915; aux_mae_loss_1: 124.69726705673727; aux_mae_loss_2: 19.225825368591938; aux_mae_loss_4: 3.103486277450326; cnt_loss: 17.90001091736448; 2025-08-14 13:26:59,386 - INFO - Evaluation: Curr mae: 70.1791; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 536.1914; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3000; Best nae: 0.1854; 0.1918; 0.1941; 0.1953; 0.1956; 2025-08-14 13:26:59,386 - INFO - Epoch: 0459 / 1300 lr: 7.034e-05 2025-08-14 13:28:38,559 - INFO - Training: cls_zice: 56.885938397907964; reg_zipnll: 220.32763460056336; aux_mae_loss_1: 125.91491884560082; aux_mae_loss_2: 19.448449506244806; aux_mae_loss_4: 3.1437204939847128; cnt_loss: 17.572869206455497; 2025-08-14 13:28:38,561 - INFO - Evaluation: Curr mae: 80.0302; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 590.2514; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3549; Best nae: 0.1854; 0.1918; 0.1941; 0.1953; 0.1956; 2025-08-14 13:28:38,561 - INFO - Epoch: 0460 / 1300 lr: 6.989e-05 2025-08-14 13:30:17,231 - INFO - Training: cls_zice: 57.84936055498902; reg_zipnll: 214.35021564709191; aux_mae_loss_1: 124.10839499054347; aux_mae_loss_2: 19.130866910007743; aux_mae_loss_4: 3.0946693872424813; cnt_loss: 18.233087646930567; 2025-08-14 13:30:17,233 - INFO - Evaluation: Curr mae: 70.8417; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 561.1358; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.1987; Best nae: 0.1854; 0.1918; 0.1941; 0.1953; 0.1956; 2025-08-14 13:30:17,233 - INFO - Epoch: 0461 / 1300 lr: 6.944e-05 2025-08-14 13:31:55,692 - INFO - Training: cls_zice: 58.52765538974409; reg_zipnll: 212.50697855226178; aux_mae_loss_1: 127.48768933940976; aux_mae_loss_2: 19.721014359922826; aux_mae_loss_4: 3.205793070762507; cnt_loss: 18.381044156447167; 2025-08-14 13:31:55,694 - INFO - Evaluation: Curr mae: 76.7134; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 583.0466; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3298; Best nae: 0.1854; 0.1918; 0.1941; 0.1953; 0.1956; 2025-08-14 13:31:55,694 - INFO - Epoch: 0462 / 1300 lr: 6.899e-05 2025-08-14 13:33:33,577 - INFO - Training: cls_zice: 57.73530989984927; reg_zipnll: 209.80774814242875; aux_mae_loss_1: 126.53511929941055; aux_mae_loss_2: 19.4963435636388; aux_mae_loss_4: 3.1528512129133954; cnt_loss: 17.286630946137297; 2025-08-14 13:33:33,579 - INFO - Evaluation: Curr mae: 77.3595; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 577.1505; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3756; Best nae: 0.1854; 0.1918; 0.1941; 0.1953; 0.1956; 2025-08-14 13:33:33,579 - INFO - Epoch: 0463 / 1300 lr: 6.854e-05 2025-08-14 13:35:12,415 - INFO - Training: cls_zice: 59.692094516669876; reg_zipnll: 214.5948844654701; aux_mae_loss_1: 127.17261545823595; aux_mae_loss_2: 19.560138442522454; aux_mae_loss_4: 3.156775798466641; cnt_loss: 17.255187920862113; 2025-08-14 13:35:12,416 - INFO - Evaluation: Curr mae: 89.6506; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 592.5153; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4301; Best nae: 0.1854; 0.1918; 0.1941; 0.1953; 0.1956; 2025-08-14 13:35:12,417 - INFO - Epoch: 0464 / 1300 lr: 6.809e-05 2025-08-14 13:36:50,383 - INFO - Training: cls_zice: 60.05879243537975; reg_zipnll: 214.46301795155347; aux_mae_loss_1: 126.24482503464412; aux_mae_loss_2: 19.42878322920027; aux_mae_loss_4: 3.123334705676395; cnt_loss: 17.480471086379495; 2025-08-14 13:36:50,384 - INFO - Evaluation: Curr mae: 79.4938; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 547.6912; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4170; Best nae: 0.1854; 0.1918; 0.1941; 0.1953; 0.1956; 2025-08-14 13:36:50,385 - INFO - Epoch: 0465 / 1300 lr: 6.763e-05 2025-08-14 13:38:29,631 - INFO - Training: cls_zice: 59.832484879576455; reg_zipnll: 212.33548035413256; aux_mae_loss_1: 127.21455027327745; aux_mae_loss_2: 19.566271358406635; aux_mae_loss_4: 3.1700725423646157; cnt_loss: 17.85263670900487; 2025-08-14 13:38:29,632 - INFO - Evaluation: Curr mae: 76.1072; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 70.0050; Curr rmse: 570.1795; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3611; Best nae: 0.1854; 0.1918; 0.1941; 0.1953; 0.1956; 2025-08-14 13:38:29,632 - INFO - Epoch: 0466 / 1300 lr: 6.718e-05 2025-08-14 13:40:08,909 - INFO - Training: cls_zice: 58.85338895061175; reg_zipnll: 213.6949729625241; aux_mae_loss_1: 126.04262140661402; aux_mae_loss_2: 19.469210476985626; aux_mae_loss_4: 3.1727114191092074; cnt_loss: 18.64443725117681; 2025-08-14 13:40:09,110 - INFO - Evaluation: Curr mae: 69.6769; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 69.6769; Curr rmse: 580.7965; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2961; Best nae: 0.1854; 0.1918; 0.1941; 0.1953; 0.1956; 2025-08-14 13:40:09,110 - INFO - Epoch: 0467 / 1300 lr: 6.672e-05 2025-08-14 13:41:47,033 - INFO - Training: cls_zice: 55.767525956685866; reg_zipnll: 217.48327000282111; aux_mae_loss_1: 124.50866792379738; aux_mae_loss_2: 19.186650270667972; aux_mae_loss_4: 3.087311716956161; cnt_loss: 17.354223451761477; 2025-08-14 13:41:47,034 - INFO - Evaluation: Curr mae: 95.9344; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 69.6769; Curr rmse: 593.9722; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4018; Best nae: 0.1854; 0.1918; 0.1941; 0.1953; 0.1956; 2025-08-14 13:41:47,035 - INFO - Epoch: 0468 / 1300 lr: 6.626e-05 2025-08-14 13:43:25,166 - INFO - Training: cls_zice: 58.163477096888585; reg_zipnll: 222.33373048679383; aux_mae_loss_1: 126.65875708964919; aux_mae_loss_2: 19.336498288691505; aux_mae_loss_4: 3.090995136753759; cnt_loss: 16.959431747544393; 2025-08-14 13:43:25,167 - INFO - Evaluation: Curr mae: 77.9084; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 69.6769; Curr rmse: 555.3999; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2611; Best nae: 0.1854; 0.1918; 0.1941; 0.1953; 0.1956; 2025-08-14 13:43:25,167 - INFO - Epoch: 0469 / 1300 lr: 6.580e-05 2025-08-14 13:45:03,665 - INFO - Training: cls_zice: 58.67265583329611; reg_zipnll: 213.73021430282787; aux_mae_loss_1: 127.80038611012436; aux_mae_loss_2: 19.712389540243272; aux_mae_loss_4: 3.2006300836418466; cnt_loss: 18.17602415624192; 2025-08-14 13:45:03,667 - INFO - Evaluation: Curr mae: 88.2899; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 69.6769; Curr rmse: 494.7121; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4343; Best nae: 0.1854; 0.1918; 0.1941; 0.1953; 0.1956; 2025-08-14 13:45:03,667 - INFO - Epoch: 0470 / 1300 lr: 6.533e-05 2025-08-14 13:46:42,834 - INFO - Training: cls_zice: 59.877438258925565; reg_zipnll: 221.5558329633698; aux_mae_loss_1: 127.21600243242356; aux_mae_loss_2: 19.516727690218655; aux_mae_loss_4: 3.1398591687256387; cnt_loss: 17.02789553455951; 2025-08-14 13:46:42,835 - INFO - Evaluation: Curr mae: 83.7972; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 69.6769; Curr rmse: 549.9050; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5339; Best nae: 0.1854; 0.1918; 0.1941; 0.1953; 0.1956; 2025-08-14 13:46:42,835 - INFO - Epoch: 0471 / 1300 lr: 6.487e-05 2025-08-14 13:48:21,712 - INFO - Training: cls_zice: 59.22459187084728; reg_zipnll: 209.1287713823098; aux_mae_loss_1: 125.31295569942053; aux_mae_loss_2: 19.233114531843093; aux_mae_loss_4: 3.0976663711444883; cnt_loss: 16.814437402244707; 2025-08-14 13:48:21,714 - INFO - Evaluation: Curr mae: 74.8432; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 69.6769; Curr rmse: 541.2924; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2879; Best nae: 0.1854; 0.1918; 0.1941; 0.1953; 0.1956; 2025-08-14 13:48:21,714 - INFO - Epoch: 0472 / 1300 lr: 6.440e-05 2025-08-14 13:50:00,521 - INFO - Training: cls_zice: 55.626258117680685; reg_zipnll: 213.78697979297002; aux_mae_loss_1: 124.44725687767362; aux_mae_loss_2: 19.15241721724483; aux_mae_loss_4: 3.064758918738917; cnt_loss: 16.361473419672418; 2025-08-14 13:50:00,522 - INFO - Evaluation: Curr mae: 78.2919; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 69.6769; Curr rmse: 538.7185; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2727; Best nae: 0.1854; 0.1918; 0.1941; 0.1953; 0.1956; 2025-08-14 13:50:00,522 - INFO - Epoch: 0473 / 1300 lr: 6.394e-05 2025-08-14 13:51:38,313 - INFO - Training: cls_zice: 56.647513726108485; reg_zipnll: 211.08145665264374; aux_mae_loss_1: 124.12971073435021; aux_mae_loss_2: 19.090340622286565; aux_mae_loss_4: 3.0650885512712374; cnt_loss: 16.559760455913594; 2025-08-14 13:51:38,315 - INFO - Evaluation: Curr mae: 76.3491; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 69.6769; Curr rmse: 539.5263; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2159; Best nae: 0.1854; 0.1918; 0.1941; 0.1953; 0.1956; 2025-08-14 13:51:38,315 - INFO - Epoch: 0474 / 1300 lr: 6.347e-05 2025-08-14 13:53:17,070 - INFO - Training: cls_zice: 58.68693544328749; reg_zipnll: 215.5483370489204; aux_mae_loss_1: 125.78622984211978; aux_mae_loss_2: 19.326357858652933; aux_mae_loss_4: 3.1149983868807323; cnt_loss: 17.72112756492546; 2025-08-14 13:53:17,273 - INFO - Evaluation: Curr mae: 74.3316; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 69.6769; Curr rmse: 569.4674; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.1879; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 13:53:17,273 - INFO - Epoch: 0475 / 1300 lr: 6.300e-05 2025-08-14 13:54:55,647 - INFO - Training: cls_zice: 58.098377151477; reg_zipnll: 222.99741720969388; aux_mae_loss_1: 125.75552301480408; aux_mae_loss_2: 19.354746685542914; aux_mae_loss_4: 3.109560769443953; cnt_loss: 17.84398378473934; 2025-08-14 13:54:55,648 - INFO - Evaluation: Curr mae: 78.5182; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 69.6769; Curr rmse: 567.8019; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3610; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 13:54:55,648 - INFO - Epoch: 0476 / 1300 lr: 6.253e-05 2025-08-14 13:56:33,013 - INFO - Training: cls_zice: 58.757731244236155; reg_zipnll: 208.39964623684136; aux_mae_loss_1: 125.11536431496431; aux_mae_loss_2: 19.181331287006486; aux_mae_loss_4: 3.0806497706239204; cnt_loss: 16.386499553842224; 2025-08-14 13:56:33,014 - INFO - Evaluation: Curr mae: 72.9997; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 69.6769; Curr rmse: 519.9446; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2547; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 13:56:33,014 - INFO - Epoch: 0477 / 1300 lr: 6.206e-05 2025-08-14 13:58:11,191 - INFO - Training: cls_zice: 56.18253531404663; reg_zipnll: 220.0025434812727; aux_mae_loss_1: 123.4201574497174; aux_mae_loss_2: 18.809929971523335; aux_mae_loss_4: 2.9791814041321567; cnt_loss: 16.000161670167525; 2025-08-14 13:58:11,192 - INFO - Evaluation: Curr mae: 71.1112; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 69.6769; Curr rmse: 527.2097; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2245; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 13:58:11,192 - INFO - Epoch: 0478 / 1300 lr: 6.158e-05 2025-08-14 13:59:49,043 - INFO - Training: cls_zice: 55.0441766122313; reg_zipnll: 216.73696846459396; aux_mae_loss_1: 123.1271169461444; aux_mae_loss_2: 18.814749212068886; aux_mae_loss_4: 2.973259441190636; cnt_loss: 15.412645784319214; 2025-08-14 13:59:49,044 - INFO - Evaluation: Curr mae: 77.1155; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 69.6769; Curr rmse: 549.1292; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2212; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 13:59:49,044 - INFO - Epoch: 0479 / 1300 lr: 6.111e-05 2025-08-14 14:01:28,139 - INFO - Training: cls_zice: 56.859957967097166; reg_zipnll: 215.64162308759126; aux_mae_loss_1: 123.28491264382487; aux_mae_loss_2: 18.877282259090393; aux_mae_loss_4: 3.0077870814536714; cnt_loss: 15.310616639708492; 2025-08-14 14:01:28,140 - INFO - Evaluation: Curr mae: 74.2931; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 69.6769; Curr rmse: 580.0205; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3850; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 14:01:28,140 - INFO - Epoch: 0480 / 1300 lr: 6.063e-05 2025-08-14 14:03:06,246 - INFO - Training: cls_zice: 60.521752460603544; reg_zipnll: 210.72793119180477; aux_mae_loss_1: 128.89252047305854; aux_mae_loss_2: 19.817454304364162; aux_mae_loss_4: 3.1841690322733784; cnt_loss: 17.116334155163607; 2025-08-14 14:03:06,247 - INFO - Evaluation: Curr mae: 79.4392; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 69.6769; Curr rmse: 579.1281; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3296; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 14:03:06,247 - INFO - Epoch: 0481 / 1300 lr: 6.016e-05 2025-08-14 14:04:43,617 - INFO - Training: cls_zice: 55.78939000266224; reg_zipnll: 214.69123686371242; aux_mae_loss_1: 122.67841886309547; aux_mae_loss_2: 18.82085176298735; aux_mae_loss_4: 3.002703572759898; cnt_loss: 16.789603098805582; 2025-08-14 14:04:43,618 - INFO - Evaluation: Curr mae: 73.7223; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 69.6769; Curr rmse: 583.3634; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4255; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 14:04:43,618 - INFO - Epoch: 0482 / 1300 lr: 5.968e-05 2025-08-14 14:06:22,034 - INFO - Training: cls_zice: 55.49568675048553; reg_zipnll: 206.36159188827082; aux_mae_loss_1: 123.38388115949067; aux_mae_loss_2: 18.974453517894204; aux_mae_loss_4: 3.057366662742546; cnt_loss: 16.980927618119896; 2025-08-14 14:06:22,035 - INFO - Evaluation: Curr mae: 76.3596; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 69.6769; Curr rmse: 572.8663; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3949; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 14:06:22,035 - INFO - Epoch: 0483 / 1300 lr: 5.920e-05 2025-08-14 14:08:00,690 - INFO - Training: cls_zice: 57.609509396790536; reg_zipnll: 209.9074341742116; aux_mae_loss_1: 124.51853066177172; aux_mae_loss_2: 18.99678277295169; aux_mae_loss_4: 3.0217106833402787; cnt_loss: 15.341783290810328; 2025-08-14 14:08:00,692 - INFO - Evaluation: Curr mae: 75.3902; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 69.6769; Curr rmse: 505.8000; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4113; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 14:08:00,692 - INFO - Epoch: 0484 / 1300 lr: 5.872e-05 2025-08-14 14:09:38,872 - INFO - Training: cls_zice: 56.87121316690984; reg_zipnll: 212.2428430395445; aux_mae_loss_1: 123.54562042059813; aux_mae_loss_2: 19.0023922883453; aux_mae_loss_4: 3.0361182545634957; cnt_loss: 16.100659943791467; 2025-08-14 14:09:38,874 - INFO - Evaluation: Curr mae: 81.4623; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 69.6769; Curr rmse: 545.5292; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4895; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 14:09:38,874 - INFO - Epoch: 0485 / 1300 lr: 5.824e-05 2025-08-14 14:11:16,658 - INFO - Training: cls_zice: 55.92791338142362; reg_zipnll: 206.57505252122266; aux_mae_loss_1: 124.89686106409695; aux_mae_loss_2: 19.175204122587463; aux_mae_loss_4: 3.0703120559530577; cnt_loss: 16.199934223010793; 2025-08-14 14:11:16,660 - INFO - Evaluation: Curr mae: 74.1294; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 69.6769; Curr rmse: 532.9857; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3722; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 14:11:16,660 - INFO - Epoch: 0486 / 1300 lr: 5.776e-05 2025-08-14 14:12:56,615 - INFO - Training: cls_zice: 55.35166363092498; reg_zipnll: 209.7814589159654; aux_mae_loss_1: 123.5376058151912; aux_mae_loss_2: 18.830424705936853; aux_mae_loss_4: 2.9828537825140673; cnt_loss: 14.815358652860157; 2025-08-14 14:12:56,616 - INFO - Evaluation: Curr mae: 70.3476; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 69.6769; Curr rmse: 545.1510; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2844; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 14:12:56,616 - INFO - Epoch: 0487 / 1300 lr: 5.728e-05 2025-08-14 14:14:35,136 - INFO - Training: cls_zice: 55.64183742267613; reg_zipnll: 206.28609380256242; aux_mae_loss_1: 122.29844653269319; aux_mae_loss_2: 18.865774209211295; aux_mae_loss_4: 3.01623181328369; cnt_loss: 16.56032886541901; 2025-08-14 14:14:35,137 - INFO - Evaluation: Curr mae: 75.6550; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 69.6769; Curr rmse: 539.2045; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3223; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 14:14:35,137 - INFO - Epoch: 0488 / 1300 lr: 5.680e-05 2025-08-14 14:16:13,558 - INFO - Training: cls_zice: 58.81098879609439; reg_zipnll: 204.94972362371215; aux_mae_loss_1: 126.41638913191376; aux_mae_loss_2: 19.531779683341096; aux_mae_loss_4: 3.141195415837599; cnt_loss: 16.50295059417391; 2025-08-14 14:16:13,560 - INFO - Evaluation: Curr mae: 79.0874; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 69.6769; Curr rmse: 568.3105; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4292; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 14:16:13,560 - INFO - Epoch: 0489 / 1300 lr: 5.632e-05 2025-08-14 14:17:51,583 - INFO - Training: cls_zice: 59.62846515793114; reg_zipnll: 210.55913229895742; aux_mae_loss_1: 124.41571443062514; aux_mae_loss_2: 18.91875958381398; aux_mae_loss_4: 2.998956159025354; cnt_loss: 14.69492248734962; 2025-08-14 14:17:51,584 - INFO - Evaluation: Curr mae: 76.5571; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 69.6769; Curr rmse: 529.4570; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3861; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 14:17:51,584 - INFO - Epoch: 0490 / 1300 lr: 5.584e-05 2025-08-14 14:19:29,672 - INFO - Training: cls_zice: 56.80117055689461; reg_zipnll: 203.32002534351497; aux_mae_loss_1: 123.00691019171002; aux_mae_loss_2: 18.812424445213573; aux_mae_loss_4: 2.999275337761043; cnt_loss: 16.09687162089164; 2025-08-14 14:19:29,673 - INFO - Evaluation: Curr mae: 80.2719; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 69.6769; Curr rmse: 471.1564; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4178; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 14:19:29,673 - INFO - Epoch: 0491 / 1300 lr: 5.535e-05 2025-08-14 14:21:08,039 - INFO - Training: cls_zice: 56.58273520720955; reg_zipnll: 208.67324735940576; aux_mae_loss_1: 123.78467746626748; aux_mae_loss_2: 19.058639795430828; aux_mae_loss_4: 3.0617509825983515; cnt_loss: 16.75249854059636; 2025-08-14 14:21:08,040 - INFO - Evaluation: Curr mae: 79.4141; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 69.6769; Curr rmse: 555.7031; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.8019; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 14:21:08,041 - INFO - Epoch: 0492 / 1300 lr: 5.487e-05 2025-08-14 14:22:45,750 - INFO - Training: cls_zice: 58.08238066051031; reg_zipnll: 212.10067000793615; aux_mae_loss_1: 123.19828216336992; aux_mae_loss_2: 18.88645222989943; aux_mae_loss_4: 3.0113592722422053; cnt_loss: 16.442017181979967; 2025-08-14 14:22:45,752 - INFO - Evaluation: Curr mae: 84.1953; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 69.6769; Curr rmse: 567.3440; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4309; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 14:22:45,752 - INFO - Epoch: 0493 / 1300 lr: 5.438e-05 2025-08-14 14:24:23,880 - INFO - Training: cls_zice: 55.57519402088727; reg_zipnll: 214.89937153205773; aux_mae_loss_1: 120.90260730243281; aux_mae_loss_2: 18.34556819111645; aux_mae_loss_4: 2.8903533006541835; cnt_loss: 13.83907871289241; 2025-08-14 14:24:23,882 - INFO - Evaluation: Curr mae: 70.5050; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 69.6769; Curr rmse: 520.9073; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5237; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 14:24:23,882 - INFO - Epoch: 0494 / 1300 lr: 5.390e-05 2025-08-14 14:26:01,540 - INFO - Training: cls_zice: 57.939750427452026; reg_zipnll: 208.98198214533397; aux_mae_loss_1: 123.92150085076575; aux_mae_loss_2: 18.899143401638707; aux_mae_loss_4: 3.011801960382486; cnt_loss: 15.413917547020016; 2025-08-14 14:26:01,542 - INFO - Evaluation: Curr mae: 80.4913; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 69.6769; Curr rmse: 513.8516; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4967; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 14:26:01,542 - INFO - Epoch: 0495 / 1300 lr: 5.341e-05 2025-08-14 14:27:39,437 - INFO - Training: cls_zice: 58.886089148742066; reg_zipnll: 209.61145999192578; aux_mae_loss_1: 126.01649387820521; aux_mae_loss_2: 19.28050366404124; aux_mae_loss_4: 3.0904105676476936; cnt_loss: 17.11497818228518; 2025-08-14 14:27:39,439 - INFO - Evaluation: Curr mae: 71.3822; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 69.6769; Curr rmse: 568.1656; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3413; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 14:27:39,439 - INFO - Epoch: 0496 / 1300 lr: 5.293e-05 2025-08-14 14:29:18,169 - INFO - Training: cls_zice: 56.63753706124877; reg_zipnll: 203.9035212558462; aux_mae_loss_1: 122.97645524718767; aux_mae_loss_2: 18.771210718277487; aux_mae_loss_4: 2.9763304934403583; cnt_loss: 14.340305007821797; 2025-08-14 14:29:18,171 - INFO - Evaluation: Curr mae: 70.8617; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 69.6769; Curr rmse: 473.1952; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2720; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 14:29:18,171 - INFO - Epoch: 0497 / 1300 lr: 5.244e-05 2025-08-14 14:30:56,187 - INFO - Training: cls_zice: 55.13484564090296; reg_zipnll: 209.62749676348923; aux_mae_loss_1: 122.73394541997835; aux_mae_loss_2: 18.73118720814624; aux_mae_loss_4: 2.9714520737567107; cnt_loss: 14.788564735942144; 2025-08-14 14:30:56,188 - INFO - Evaluation: Curr mae: 75.6980; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 69.6769; Curr rmse: 558.1144; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4518; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 14:30:56,188 - INFO - Epoch: 0498 / 1300 lr: 5.196e-05 2025-08-14 14:32:33,935 - INFO - Training: cls_zice: 56.85449145538948; reg_zipnll: 216.77510982797813; aux_mae_loss_1: 121.84895909905127; aux_mae_loss_2: 18.562411189385735; aux_mae_loss_4: 2.9411564083975814; cnt_loss: 14.778858582893804; 2025-08-14 14:32:33,937 - INFO - Evaluation: Curr mae: 77.3792; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 69.6769; Curr rmse: 501.6530; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4984; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 14:32:33,937 - INFO - Epoch: 0499 / 1300 lr: 5.147e-05 2025-08-14 14:34:12,869 - INFO - Training: cls_zice: 57.02918131557559; reg_zipnll: 209.1264742922354; aux_mae_loss_1: 125.89059692912359; aux_mae_loss_2: 19.261743162468957; aux_mae_loss_4: 3.0811289935001676; cnt_loss: 17.045254393530996; 2025-08-14 14:34:12,870 - INFO - Evaluation: Curr mae: 77.6096; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 69.6769; Curr rmse: 537.7058; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3571; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 14:34:12,870 - INFO - Epoch: 0500 / 1300 lr: 5.099e-05 2025-08-14 14:35:51,060 - INFO - Training: cls_zice: 56.60584302675601; reg_zipnll: 204.04304128808656; aux_mae_loss_1: 120.41665020822559; aux_mae_loss_2: 18.384312418248783; aux_mae_loss_4: 2.90171346811525; cnt_loss: 14.430523506167003; 2025-08-14 14:35:51,263 - INFO - Evaluation: Curr mae: 69.5598; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 69.5598; Curr rmse: 537.9006; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3214; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 14:35:51,847 - INFO - Epoch: 0501 / 1300 lr: 5.050e-05 2025-08-14 14:37:30,016 - INFO - Training: cls_zice: 56.74003668885994; reg_zipnll: 209.88532655220718; aux_mae_loss_1: 123.74872564104957; aux_mae_loss_2: 18.915828804736886; aux_mae_loss_4: 3.0073203081336914; cnt_loss: 14.989682288280184; 2025-08-14 14:37:30,017 - INFO - Evaluation: Curr mae: 77.1543; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 69.5598; Curr rmse: 496.0101; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5630; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 14:37:30,018 - INFO - Epoch: 0502 / 1300 lr: 5.001e-05 2025-08-14 14:39:07,771 - INFO - Training: cls_zice: 58.11004223082703; reg_zipnll: 201.81780538583476; aux_mae_loss_1: 125.18466335826177; aux_mae_loss_2: 19.236856990117953; aux_mae_loss_4: 3.0628770300998784; cnt_loss: 15.90103943458253; 2025-08-14 14:39:07,773 - INFO - Evaluation: Curr mae: 75.6775; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 69.5598; Curr rmse: 545.1311; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2778; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 14:39:07,773 - INFO - Epoch: 0503 / 1300 lr: 4.953e-05 2025-08-14 14:40:45,735 - INFO - Training: cls_zice: 56.57771578998063; reg_zipnll: 214.59290103863322; aux_mae_loss_1: 122.23897174943076; aux_mae_loss_2: 18.59367142667501; aux_mae_loss_4: 2.9228805769378545; cnt_loss: 14.043766056663886; 2025-08-14 14:40:45,737 - INFO - Evaluation: Curr mae: 70.9346; Best mae: 66.3033; 67.0553; 68.1149; 68.6601; 69.5598; Curr rmse: 508.4834; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2785; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 14:40:45,737 - INFO - Epoch: 0504 / 1300 lr: 4.904e-05 2025-08-14 14:42:24,785 - INFO - Training: cls_zice: 58.24743841339506; reg_zipnll: 208.80335810251898; aux_mae_loss_1: 121.70081129785062; aux_mae_loss_2: 18.500741875876496; aux_mae_loss_4: 2.921357951771018; cnt_loss: 14.757671560910183; 2025-08-14 14:42:24,989 - INFO - Evaluation: Curr mae: 66.6064; Best mae: 66.3033; 66.6064; 67.0553; 68.1149; 68.6601; Curr rmse: 494.0868; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2610; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 14:42:24,990 - INFO - Epoch: 0505 / 1300 lr: 4.856e-05 2025-08-14 14:44:04,611 - INFO - Training: cls_zice: 57.5818943911086; reg_zipnll: 211.499250358052; aux_mae_loss_1: 123.5774391095865; aux_mae_loss_2: 18.886085120448723; aux_mae_loss_4: 2.9990706809995107; cnt_loss: 15.450859406919896; 2025-08-14 14:44:04,612 - INFO - Evaluation: Curr mae: 74.8129; Best mae: 66.3033; 66.6064; 67.0553; 68.1149; 68.6601; Curr rmse: 516.0497; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3949; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 14:44:04,613 - INFO - Epoch: 0506 / 1300 lr: 4.807e-05 2025-08-14 14:45:43,092 - INFO - Training: cls_zice: 57.30636287187549; reg_zipnll: 210.41254554983888; aux_mae_loss_1: 121.82285167135126; aux_mae_loss_2: 18.455070722378924; aux_mae_loss_4: 2.896415703247629; cnt_loss: 14.58118230579445; 2025-08-14 14:45:43,093 - INFO - Evaluation: Curr mae: 82.3143; Best mae: 66.3033; 66.6064; 67.0553; 68.1149; 68.6601; Curr rmse: 541.2988; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3780; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 14:45:43,094 - INFO - Epoch: 0507 / 1300 lr: 4.759e-05 2025-08-14 14:47:21,323 - INFO - Training: cls_zice: 56.39231193548303; reg_zipnll: 209.0487312866054; aux_mae_loss_1: 122.95440504177064; aux_mae_loss_2: 18.7638845161791; aux_mae_loss_4: 2.9844607534629213; cnt_loss: 14.877570128992469; 2025-08-14 14:47:21,325 - INFO - Evaluation: Curr mae: 78.6431; Best mae: 66.3033; 66.6064; 67.0553; 68.1149; 68.6601; Curr rmse: 540.1193; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3045; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 14:47:21,325 - INFO - Epoch: 0508 / 1300 lr: 4.710e-05 2025-08-14 14:48:59,454 - INFO - Training: cls_zice: 57.739110503527684; reg_zipnll: 215.20732079434825; aux_mae_loss_1: 123.53283038298697; aux_mae_loss_2: 18.701709230025813; aux_mae_loss_4: 2.937924510715553; cnt_loss: 14.480507282793981; 2025-08-14 14:48:59,455 - INFO - Evaluation: Curr mae: 69.5971; Best mae: 66.3033; 66.6064; 67.0553; 68.1149; 68.6601; Curr rmse: 541.2144; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3141; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 14:48:59,455 - INFO - Epoch: 0509 / 1300 lr: 4.662e-05 2025-08-14 14:50:38,275 - INFO - Training: cls_zice: 55.87218745757651; reg_zipnll: 206.3508798849307; aux_mae_loss_1: 121.87945048177764; aux_mae_loss_2: 18.53021219334443; aux_mae_loss_4: 2.902620472914149; cnt_loss: 12.97406902104846; 2025-08-14 14:50:38,276 - INFO - Evaluation: Curr mae: 76.4602; Best mae: 66.3033; 66.6064; 67.0553; 68.1149; 68.6601; Curr rmse: 552.9624; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3201; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 14:50:38,276 - INFO - Epoch: 0510 / 1300 lr: 4.613e-05 2025-08-14 14:52:16,879 - INFO - Training: cls_zice: 59.70649948957494; reg_zipnll: 206.67991542571002; aux_mae_loss_1: 126.53284340591235; aux_mae_loss_2: 19.29778867147882; aux_mae_loss_4: 3.064939041064147; cnt_loss: 15.940640029686582; 2025-08-14 14:52:16,880 - INFO - Evaluation: Curr mae: 72.6535; Best mae: 66.3033; 66.6064; 67.0553; 68.1149; 68.6601; Curr rmse: 531.5087; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3533; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 14:52:16,880 - INFO - Epoch: 0511 / 1300 lr: 4.565e-05 2025-08-14 14:53:54,286 - INFO - Training: cls_zice: 54.38837241655297; reg_zipnll: 201.82835757885616; aux_mae_loss_1: 121.12369512347145; aux_mae_loss_2: 18.526868877803146; aux_mae_loss_4: 2.938517741495049; cnt_loss: 14.933732349645815; 2025-08-14 14:53:54,287 - INFO - Evaluation: Curr mae: 73.0263; Best mae: 66.3033; 66.6064; 67.0553; 68.1149; 68.6601; Curr rmse: 533.8206; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4092; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 14:53:54,287 - INFO - Epoch: 0512 / 1300 lr: 4.516e-05 2025-08-14 14:55:32,988 - INFO - Training: cls_zice: 54.4844125357186; reg_zipnll: 201.43220511684075; aux_mae_loss_1: 122.27287605795578; aux_mae_loss_2: 18.640840654201558; aux_mae_loss_4: 2.9183618948821235; cnt_loss: 13.447168853105188; 2025-08-14 14:55:32,989 - INFO - Evaluation: Curr mae: 70.6707; Best mae: 66.3033; 66.6064; 67.0553; 68.1149; 68.6601; Curr rmse: 527.2961; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2745; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 14:55:32,989 - INFO - Epoch: 0513 / 1300 lr: 4.468e-05 2025-08-14 14:57:12,434 - INFO - Training: cls_zice: 57.690007395525214; reg_zipnll: 208.1578748354875; aux_mae_loss_1: 122.76173589162164; aux_mae_loss_2: 18.70404375672034; aux_mae_loss_4: 2.9609216051726843; cnt_loss: 13.958593218369472; 2025-08-14 14:57:12,436 - INFO - Evaluation: Curr mae: 72.0988; Best mae: 66.3033; 66.6064; 67.0553; 68.1149; 68.6601; Curr rmse: 554.4886; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3918; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 14:57:12,436 - INFO - Epoch: 0514 / 1300 lr: 4.420e-05 2025-08-14 14:58:50,473 - INFO - Training: cls_zice: 57.684954602146824; reg_zipnll: 215.9025245999922; aux_mae_loss_1: 124.56053929463756; aux_mae_loss_2: 18.86639250458666; aux_mae_loss_4: 2.981359072546726; cnt_loss: 14.745527406278184; 2025-08-14 14:58:50,475 - INFO - Evaluation: Curr mae: 71.0704; Best mae: 66.3033; 66.6064; 67.0553; 68.1149; 68.6601; Curr rmse: 469.3916; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4800; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 14:58:50,475 - INFO - Epoch: 0515 / 1300 lr: 4.372e-05 2025-08-14 15:00:29,224 - INFO - Training: cls_zice: 56.44986800512342; reg_zipnll: 213.98351624201993; aux_mae_loss_1: 123.60458351468672; aux_mae_loss_2: 18.728291493148607; aux_mae_loss_4: 2.949133301302216; cnt_loss: 14.310539343976117; 2025-08-14 15:00:29,225 - INFO - Evaluation: Curr mae: 71.5116; Best mae: 66.3033; 66.6064; 67.0553; 68.1149; 68.6601; Curr rmse: 509.9129; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3312; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 15:00:29,225 - INFO - Epoch: 0516 / 1300 lr: 4.324e-05 2025-08-14 15:02:06,692 - INFO - Training: cls_zice: 55.277448405107066; reg_zipnll: 207.04117510680368; aux_mae_loss_1: 120.30610885718181; aux_mae_loss_2: 18.228476113096303; aux_mae_loss_4: 2.864275693586982; cnt_loss: 13.998128816523712; 2025-08-14 15:02:06,694 - INFO - Evaluation: Curr mae: 71.8198; Best mae: 66.3033; 66.6064; 67.0553; 68.1149; 68.6601; Curr rmse: 515.1460; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3356; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 15:02:06,694 - INFO - Epoch: 0517 / 1300 lr: 4.276e-05 2025-08-14 15:03:45,616 - INFO - Training: cls_zice: 58.411654308783056; reg_zipnll: 204.54228682138006; aux_mae_loss_1: 124.00657340003163; aux_mae_loss_2: 18.792844881435286; aux_mae_loss_4: 2.948529245307942; cnt_loss: 14.273558029172353; 2025-08-14 15:03:45,847 - INFO - Evaluation: Curr mae: 68.3622; Best mae: 66.3033; 66.6064; 67.0553; 68.1149; 68.3622; Curr rmse: 463.0839; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3841; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 15:03:45,848 - INFO - Epoch: 0518 / 1300 lr: 4.228e-05 2025-08-14 15:05:24,176 - INFO - Training: cls_zice: 55.77503434585881; reg_zipnll: 213.32378826778773; aux_mae_loss_1: 123.48956695988123; aux_mae_loss_2: 18.627861885914154; aux_mae_loss_4: 2.912007977539592; cnt_loss: 13.4205947798751; 2025-08-14 15:05:24,178 - INFO - Evaluation: Curr mae: 74.2030; Best mae: 66.3033; 66.6064; 67.0553; 68.1149; 68.3622; Curr rmse: 547.9607; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5649; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 15:05:24,178 - INFO - Epoch: 0519 / 1300 lr: 4.180e-05 2025-08-14 15:07:01,904 - INFO - Training: cls_zice: 55.338693936372174; reg_zipnll: 215.60176579688692; aux_mae_loss_1: 121.8136923870881; aux_mae_loss_2: 18.411786275535132; aux_mae_loss_4: 2.8665876190889157; cnt_loss: 13.320378457978942; 2025-08-14 15:07:01,906 - INFO - Evaluation: Curr mae: 70.4264; Best mae: 66.3033; 66.6064; 67.0553; 68.1149; 68.3622; Curr rmse: 570.5365; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3262; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 15:07:01,906 - INFO - Epoch: 0520 / 1300 lr: 4.132e-05 2025-08-14 15:08:39,671 - INFO - Training: cls_zice: 55.29221212059489; reg_zipnll: 207.9903065306362; aux_mae_loss_1: 121.03458069651782; aux_mae_loss_2: 18.35070084667451; aux_mae_loss_4: 2.8917705386034323; cnt_loss: 14.081366847597234; 2025-08-14 15:08:39,672 - INFO - Evaluation: Curr mae: 75.4553; Best mae: 66.3033; 66.6064; 67.0553; 68.1149; 68.3622; Curr rmse: 557.7822; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3630; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 15:08:39,672 - INFO - Epoch: 0521 / 1300 lr: 4.084e-05 2025-08-14 15:10:18,157 - INFO - Training: cls_zice: 55.38905114747565; reg_zipnll: 211.63744393964046; aux_mae_loss_1: 121.72744125326986; aux_mae_loss_2: 18.533722427632938; aux_mae_loss_4: 2.9160891113979956; cnt_loss: 13.85952085271899; 2025-08-14 15:10:18,158 - INFO - Evaluation: Curr mae: 70.8733; Best mae: 66.3033; 66.6064; 67.0553; 68.1149; 68.3622; Curr rmse: 545.3924; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3530; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 15:10:18,158 - INFO - Epoch: 0522 / 1300 lr: 4.037e-05 2025-08-14 15:11:57,297 - INFO - Training: cls_zice: 55.69513235323055; reg_zipnll: 214.0836329472402; aux_mae_loss_1: 122.17606009554434; aux_mae_loss_2: 18.540775726877325; aux_mae_loss_4: 2.925912275718846; cnt_loss: 14.122456520872435; 2025-08-14 15:11:57,299 - INFO - Evaluation: Curr mae: 69.1303; Best mae: 66.3033; 66.6064; 67.0553; 68.1149; 68.3622; Curr rmse: 466.4805; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4363; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 15:11:57,299 - INFO - Epoch: 0523 / 1300 lr: 3.989e-05 2025-08-14 15:13:35,420 - INFO - Training: cls_zice: 56.585959966047874; reg_zipnll: 205.3194257005628; aux_mae_loss_1: 122.4003766851744; aux_mae_loss_2: 18.54720132087374; aux_mae_loss_4: 2.910112057829271; cnt_loss: 13.434572353154651; 2025-08-14 15:13:35,421 - INFO - Evaluation: Curr mae: 69.7340; Best mae: 66.3033; 66.6064; 67.0553; 68.1149; 68.3622; Curr rmse: 479.2888; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3818; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 15:13:35,421 - INFO - Epoch: 0524 / 1300 lr: 3.942e-05 2025-08-14 15:15:13,344 - INFO - Training: cls_zice: 57.74952143457524; reg_zipnll: 213.0457717385574; aux_mae_loss_1: 123.23541337726661; aux_mae_loss_2: 18.740664381600897; aux_mae_loss_4: 2.9598327373324445; cnt_loss: 14.887632637526504; 2025-08-14 15:15:13,346 - INFO - Evaluation: Curr mae: 70.4935; Best mae: 66.3033; 66.6064; 67.0553; 68.1149; 68.3622; Curr rmse: 547.0320; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3104; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 15:15:13,346 - INFO - Epoch: 0525 / 1300 lr: 3.894e-05 2025-08-14 15:16:51,714 - INFO - Training: cls_zice: 55.69801719862115; reg_zipnll: 211.07528615426895; aux_mae_loss_1: 120.0743434582394; aux_mae_loss_2: 18.15559845779733; aux_mae_loss_4: 2.837176505964642; cnt_loss: 13.341801220163282; 2025-08-14 15:16:51,715 - INFO - Evaluation: Curr mae: 70.2407; Best mae: 66.3033; 66.6064; 67.0553; 68.1149; 68.3622; Curr rmse: 543.2482; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3082; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 15:16:51,715 - INFO - Epoch: 0526 / 1300 lr: 3.847e-05 2025-08-14 15:18:29,850 - INFO - Training: cls_zice: 57.34437336625201; reg_zipnll: 208.6317555640841; aux_mae_loss_1: 123.79306158247215; aux_mae_loss_2: 18.75480291592125; aux_mae_loss_4: 2.9383753484502857; cnt_loss: 14.192374555801058; 2025-08-14 15:18:29,851 - INFO - Evaluation: Curr mae: 71.7181; Best mae: 66.3033; 66.6064; 67.0553; 68.1149; 68.3622; Curr rmse: 509.9731; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3787; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 15:18:29,851 - INFO - Epoch: 0527 / 1300 lr: 3.800e-05 2025-08-14 15:20:08,085 - INFO - Training: cls_zice: 54.12244696214144; reg_zipnll: 210.92632240256185; aux_mae_loss_1: 118.16393462919024; aux_mae_loss_2: 17.822704040605796; aux_mae_loss_4: 2.7703788677340606; cnt_loss: 12.016773385376428; 2025-08-14 15:20:08,086 - INFO - Evaluation: Curr mae: 71.5482; Best mae: 66.3033; 66.6064; 67.0553; 68.1149; 68.3622; Curr rmse: 524.6404; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4011; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 15:20:08,087 - INFO - Epoch: 0528 / 1300 lr: 3.753e-05 2025-08-14 15:21:46,160 - INFO - Training: cls_zice: 58.047927667671736; reg_zipnll: 206.92020688878233; aux_mae_loss_1: 122.36727627261439; aux_mae_loss_2: 18.501837761052776; aux_mae_loss_4: 2.8987454005869004; cnt_loss: 14.203035463710677; 2025-08-14 15:21:46,162 - INFO - Evaluation: Curr mae: 68.4833; Best mae: 66.3033; 66.6064; 67.0553; 68.1149; 68.3622; Curr rmse: 524.5800; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3725; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 15:21:46,162 - INFO - Epoch: 0529 / 1300 lr: 3.706e-05 2025-08-14 15:23:24,011 - INFO - Training: cls_zice: 58.15850962568218; reg_zipnll: 206.88063023819714; aux_mae_loss_1: 121.71251822130846; aux_mae_loss_2: 18.472516966969312; aux_mae_loss_4: 2.8961177891201717; cnt_loss: 14.196496594227984; 2025-08-14 15:23:24,012 - INFO - Evaluation: Curr mae: 73.5877; Best mae: 66.3033; 66.6064; 67.0553; 68.1149; 68.3622; Curr rmse: 473.2443; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3931; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 15:23:24,013 - INFO - Epoch: 0530 / 1300 lr: 3.660e-05 2025-08-14 15:25:02,710 - INFO - Training: cls_zice: 57.13227177355774; reg_zipnll: 214.33827862580208; aux_mae_loss_1: 122.63306190176917; aux_mae_loss_2: 18.533110784687544; aux_mae_loss_4: 2.9023197155378777; cnt_loss: 14.35522885402248; 2025-08-14 15:25:02,712 - INFO - Evaluation: Curr mae: 72.8703; Best mae: 66.3033; 66.6064; 67.0553; 68.1149; 68.3622; Curr rmse: 550.0628; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4412; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 15:25:02,712 - INFO - Epoch: 0531 / 1300 lr: 3.613e-05 2025-08-14 15:26:41,967 - INFO - Training: cls_zice: 59.89348280992943; reg_zipnll: 203.27200531653082; aux_mae_loss_1: 125.4771794169605; aux_mae_loss_2: 18.983503862027952; aux_mae_loss_4: 2.9746206366004553; cnt_loss: 14.772817067744493; 2025-08-14 15:26:41,968 - INFO - Evaluation: Curr mae: 75.0789; Best mae: 66.3033; 66.6064; 67.0553; 68.1149; 68.3622; Curr rmse: 531.4008; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3942; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 15:26:41,968 - INFO - Epoch: 0532 / 1300 lr: 3.567e-05 2025-08-14 15:28:19,786 - INFO - Training: cls_zice: 54.74524865389483; reg_zipnll: 205.46009209836356; aux_mae_loss_1: 120.45273986757567; aux_mae_loss_2: 18.312470423838167; aux_mae_loss_4: 2.8578506829193135; cnt_loss: 13.723969106809033; 2025-08-14 15:28:19,787 - INFO - Evaluation: Curr mae: 71.6515; Best mae: 66.3033; 66.6064; 67.0553; 68.1149; 68.3622; Curr rmse: 554.6294; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3699; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 15:28:19,787 - INFO - Epoch: 0533 / 1300 lr: 3.520e-05 2025-08-14 15:29:57,625 - INFO - Training: cls_zice: 55.356173747954145; reg_zipnll: 214.06395536094215; aux_mae_loss_1: 119.6466607875873; aux_mae_loss_2: 17.997432511998937; aux_mae_loss_4: 2.7951952334694505; cnt_loss: 12.380012140482433; 2025-08-14 15:29:57,627 - INFO - Evaluation: Curr mae: 70.3238; Best mae: 66.3033; 66.6064; 67.0553; 68.1149; 68.3622; Curr rmse: 504.4517; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4371; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 15:29:57,627 - INFO - Epoch: 0534 / 1300 lr: 3.474e-05 2025-08-14 15:31:36,043 - INFO - Training: cls_zice: 52.648345036073025; reg_zipnll: 207.60222608080866; aux_mae_loss_1: 119.1892836798739; aux_mae_loss_2: 17.975141975138058; aux_mae_loss_4: 2.8024804887857413; cnt_loss: 13.075010289876197; 2025-08-14 15:31:36,250 - INFO - Evaluation: Curr mae: 67.2969; Best mae: 66.3033; 66.6064; 67.0553; 67.2969; 68.1149; Curr rmse: 460.9735; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5005; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 15:31:36,250 - INFO - Epoch: 0535 / 1300 lr: 3.428e-05 2025-08-14 15:33:15,321 - INFO - Training: cls_zice: 58.43895835262798; reg_zipnll: 202.99299978535709; aux_mae_loss_1: 123.16613136036537; aux_mae_loss_2: 18.61988098394595; aux_mae_loss_4: 2.9029467988443254; cnt_loss: 13.427229240498383; 2025-08-14 15:33:15,322 - INFO - Evaluation: Curr mae: 68.4435; Best mae: 66.3033; 66.6064; 67.0553; 67.2969; 68.1149; Curr rmse: 482.5561; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.5223; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 15:33:15,322 - INFO - Epoch: 0536 / 1300 lr: 3.382e-05 2025-08-14 15:34:54,010 - INFO - Training: cls_zice: 55.02878843745873; reg_zipnll: 215.67713046625525; aux_mae_loss_1: 119.28062893002077; aux_mae_loss_2: 17.93248415912638; aux_mae_loss_4: 2.7757971058467974; cnt_loss: 12.267407449474678; 2025-08-14 15:34:54,011 - INFO - Evaluation: Curr mae: 68.4123; Best mae: 66.3033; 66.6064; 67.0553; 67.2969; 68.1149; Curr rmse: 445.9960; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3607; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 15:34:54,011 - INFO - Epoch: 0537 / 1300 lr: 3.337e-05 2025-08-14 15:36:32,771 - INFO - Training: cls_zice: 54.07089777807956; reg_zipnll: 205.42883134072116; aux_mae_loss_1: 120.44123143585911; aux_mae_loss_2: 18.219908570875546; aux_mae_loss_4: 2.853631286817222; cnt_loss: 13.3744685487453; 2025-08-14 15:36:32,773 - INFO - Evaluation: Curr mae: 70.5327; Best mae: 66.3033; 66.6064; 67.0553; 67.2969; 68.1149; Curr rmse: 495.0476; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3589; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 15:36:32,773 - INFO - Epoch: 0538 / 1300 lr: 3.291e-05 2025-08-14 15:38:10,052 - INFO - Training: cls_zice: 54.40287504165617; reg_zipnll: 212.6982261687134; aux_mae_loss_1: 121.93175033186886; aux_mae_loss_2: 18.40461186332997; aux_mae_loss_4: 2.8727336317530634; cnt_loss: 12.543770530842878; 2025-08-14 15:38:10,254 - INFO - Evaluation: Curr mae: 67.6904; Best mae: 66.3033; 66.6064; 67.0553; 67.2969; 67.6904; Curr rmse: 463.4994; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4237; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 15:38:10,254 - INFO - Epoch: 0539 / 1300 lr: 3.246e-05 2025-08-14 15:39:48,691 - INFO - Training: cls_zice: 55.42370028897239; reg_zipnll: 198.1001744405163; aux_mae_loss_1: 121.23812870623826; aux_mae_loss_2: 18.471681073269686; aux_mae_loss_4: 2.9332459717605905; cnt_loss: 14.591932535477959; 2025-08-14 15:39:48,692 - INFO - Evaluation: Curr mae: 68.8540; Best mae: 66.3033; 66.6064; 67.0553; 67.2969; 67.6904; Curr rmse: 506.9222; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3579; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 15:39:48,692 - INFO - Epoch: 0540 / 1300 lr: 3.201e-05 2025-08-14 15:41:27,730 - INFO - Training: cls_zice: 56.71427320028179; reg_zipnll: 208.01408535288047; aux_mae_loss_1: 124.1677803441614; aux_mae_loss_2: 18.73463001471865; aux_mae_loss_4: 2.9102681412488454; cnt_loss: 12.444949248456098; 2025-08-14 15:41:27,731 - INFO - Evaluation: Curr mae: 73.2493; Best mae: 66.3033; 66.6064; 67.0553; 67.2969; 67.6904; Curr rmse: 445.7537; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.4535; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 15:41:27,731 - INFO - Epoch: 0541 / 1300 lr: 3.156e-05 2025-08-14 15:43:05,994 - INFO - Training: cls_zice: 55.10602443318594; reg_zipnll: 208.53958465262366; aux_mae_loss_1: 120.32534791019704; aux_mae_loss_2: 18.164480623671817; aux_mae_loss_4: 2.8110657168844364; cnt_loss: 12.385789685966422; 2025-08-14 15:43:06,198 - INFO - Evaluation: Curr mae: 66.2729; Best mae: 66.2729; 66.3033; 66.6064; 67.0553; 67.2969; Curr rmse: 461.0436; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.3784; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 15:43:06,199 - INFO - Epoch: 0542 / 1300 lr: 3.111e-05 2025-08-14 15:44:45,698 - INFO - Training: cls_zice: 55.49940815024021; reg_zipnll: 209.00987066156148; aux_mae_loss_1: 122.26163094822117; aux_mae_loss_2: 18.543730157200045; aux_mae_loss_4: 2.917671489684931; cnt_loss: 13.683975543031963; 2025-08-14 15:44:45,700 - INFO - Evaluation: Curr mae: 78.7074; Best mae: 66.2729; 66.3033; 66.6064; 67.0553; 67.2969; Curr rmse: 531.6758; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 377.7788; Curr nae: 0.2345; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 15:44:45,700 - INFO - Epoch: 0543 / 1300 lr: 3.066e-05 2025-08-14 15:46:24,457 - INFO - Training: cls_zice: 57.510073890263136; reg_zipnll: 207.83381213014107; aux_mae_loss_1: 123.83115531975322; aux_mae_loss_2: 18.69110810511523; aux_mae_loss_4: 2.913763941023834; cnt_loss: 14.108980389977482; 2025-08-14 15:46:24,860 - INFO - Evaluation: Curr mae: 61.0657; Best mae: 61.0657; 66.2729; 66.3033; 66.6064; 67.0553; Curr rmse: 375.3155; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.2387; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 15:46:24,860 - INFO - Epoch: 0544 / 1300 lr: 3.022e-05 2025-08-14 15:48:02,602 - INFO - Training: cls_zice: 59.90740774361211; reg_zipnll: 208.54836912571923; aux_mae_loss_1: 123.63965678276317; aux_mae_loss_2: 18.561173533412667; aux_mae_loss_4: 2.871596608033217; cnt_loss: 12.377124429974886; 2025-08-14 15:48:02,803 - INFO - Evaluation: Curr mae: 65.5158; Best mae: 61.0657; 65.5158; 66.2729; 66.3033; 66.6064; Curr rmse: 475.2687; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.2959; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 15:48:02,803 - INFO - Epoch: 0545 / 1300 lr: 2.978e-05 2025-08-14 15:49:40,857 - INFO - Training: cls_zice: 58.29821881165388; reg_zipnll: 201.1444589472675; aux_mae_loss_1: 122.07001692960685; aux_mae_loss_2: 18.421286351883012; aux_mae_loss_4: 2.874827572190057; cnt_loss: 12.579543149256768; 2025-08-14 15:49:41,058 - INFO - Evaluation: Curr mae: 65.9815; Best mae: 61.0657; 65.5158; 65.9815; 66.2729; 66.3033; Curr rmse: 477.9195; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3069; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 15:49:41,059 - INFO - Epoch: 0546 / 1300 lr: 2.934e-05 2025-08-14 15:51:19,580 - INFO - Training: cls_zice: 57.405665946190645; reg_zipnll: 212.0504399767878; aux_mae_loss_1: 121.13645409924818; aux_mae_loss_2: 18.340485241235374; aux_mae_loss_4: 2.868848265902855; cnt_loss: 13.790002674860329; 2025-08-14 15:51:19,581 - INFO - Evaluation: Curr mae: 71.0611; Best mae: 61.0657; 65.5158; 65.9815; 66.2729; 66.3033; Curr rmse: 531.9249; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.2437; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 15:51:19,581 - INFO - Epoch: 0547 / 1300 lr: 2.890e-05 2025-08-14 15:52:58,486 - INFO - Training: cls_zice: 55.85506805325535; reg_zipnll: 210.72218922906794; aux_mae_loss_1: 121.02894700646094; aux_mae_loss_2: 18.176659278820598; aux_mae_loss_4: 2.8196607769914643; cnt_loss: 12.397384716489935; 2025-08-14 15:52:58,487 - INFO - Evaluation: Curr mae: 67.0729; Best mae: 61.0657; 65.5158; 65.9815; 66.2729; 66.3033; Curr rmse: 502.6113; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.2512; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 15:52:58,487 - INFO - Epoch: 0548 / 1300 lr: 2.846e-05 2025-08-14 15:54:35,982 - INFO - Training: cls_zice: 57.16882977058158; reg_zipnll: 207.05504159020273; aux_mae_loss_1: 121.65275920387406; aux_mae_loss_2: 18.31689320738334; aux_mae_loss_4: 2.838861660203468; cnt_loss: 12.185197119847668; 2025-08-14 15:54:35,983 - INFO - Evaluation: Curr mae: 68.9360; Best mae: 61.0657; 65.5158; 65.9815; 66.2729; 66.3033; Curr rmse: 502.9515; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3026; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 15:54:35,983 - INFO - Epoch: 0549 / 1300 lr: 2.803e-05 2025-08-14 15:56:15,238 - INFO - Training: cls_zice: 58.17670919610173; reg_zipnll: 204.19831399010508; aux_mae_loss_1: 122.7034970800797; aux_mae_loss_2: 18.449639031084153; aux_mae_loss_4: 2.855959160162428; cnt_loss: 12.099709464988855; 2025-08-14 15:56:15,239 - INFO - Evaluation: Curr mae: 67.0877; Best mae: 61.0657; 65.5158; 65.9815; 66.2729; 66.3033; Curr rmse: 511.0805; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.2749; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 15:56:15,239 - INFO - Epoch: 0550 / 1300 lr: 2.760e-05 2025-08-14 15:57:53,558 - INFO - Training: cls_zice: 60.21679410411184; reg_zipnll: 208.11331883310353; aux_mae_loss_1: 125.03257519543018; aux_mae_loss_2: 18.70364465750275; aux_mae_loss_4: 2.891403398047989; cnt_loss: 12.744909450143652; 2025-08-14 15:57:53,559 - INFO - Evaluation: Curr mae: 68.8140; Best mae: 61.0657; 65.5158; 65.9815; 66.2729; 66.3033; Curr rmse: 488.8194; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3321; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 15:57:54,141 - INFO - Epoch: 0551 / 1300 lr: 2.717e-05 2025-08-14 15:59:33,067 - INFO - Training: cls_zice: 56.23430841977308; reg_zipnll: 209.58222003828897; aux_mae_loss_1: 120.74233896995878; aux_mae_loss_2: 18.20453867262617; aux_mae_loss_4: 2.836541905347976; cnt_loss: 12.795619016441403; 2025-08-14 15:59:33,068 - INFO - Evaluation: Curr mae: 68.5531; Best mae: 61.0657; 65.5158; 65.9815; 66.2729; 66.3033; Curr rmse: 533.5858; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.2829; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 15:59:33,068 - INFO - Epoch: 0552 / 1300 lr: 2.674e-05 2025-08-14 16:01:11,230 - INFO - Training: cls_zice: 58.887261020225544; reg_zipnll: 207.94890920545876; aux_mae_loss_1: 122.15228385729165; aux_mae_loss_2: 18.38308091948149; aux_mae_loss_4: 2.851148909498916; cnt_loss: 12.336746417158366; 2025-08-14 16:01:11,232 - INFO - Evaluation: Curr mae: 71.8742; Best mae: 61.0657; 65.5158; 65.9815; 66.2729; 66.3033; Curr rmse: 543.5942; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3350; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 16:01:11,232 - INFO - Epoch: 0553 / 1300 lr: 2.631e-05 2025-08-14 16:02:50,612 - INFO - Training: cls_zice: 54.39673845427815; reg_zipnll: 216.91567433707817; aux_mae_loss_1: 120.81445240913136; aux_mae_loss_2: 18.10847106384434; aux_mae_loss_4: 2.792650627293133; cnt_loss: 11.929681293455678; 2025-08-14 16:02:50,614 - INFO - Evaluation: Curr mae: 69.6565; Best mae: 61.0657; 65.5158; 65.9815; 66.2729; 66.3033; Curr rmse: 543.5915; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3315; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 16:02:50,614 - INFO - Epoch: 0554 / 1300 lr: 2.589e-05 2025-08-14 16:04:28,619 - INFO - Training: cls_zice: 53.87617837903892; reg_zipnll: 207.75742279288087; aux_mae_loss_1: 118.8396987915039; aux_mae_loss_2: 17.83336696649272; aux_mae_loss_4: 2.7449844407544957; cnt_loss: 11.013289722195015; 2025-08-14 16:04:28,621 - INFO - Evaluation: Curr mae: 73.6767; Best mae: 61.0657; 65.5158; 65.9815; 66.2729; 66.3033; Curr rmse: 527.3375; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3310; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 16:04:28,621 - INFO - Epoch: 0555 / 1300 lr: 2.547e-05 2025-08-14 16:06:07,392 - INFO - Training: cls_zice: 56.78630411900714; reg_zipnll: 211.03599636597622; aux_mae_loss_1: 121.23553973788773; aux_mae_loss_2: 18.223094303994067; aux_mae_loss_4: 2.830413789399792; cnt_loss: 12.848838817644241; 2025-08-14 16:06:07,394 - INFO - Evaluation: Curr mae: 68.6451; Best mae: 61.0657; 65.5158; 65.9815; 66.2729; 66.3033; Curr rmse: 515.7330; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3674; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 16:06:07,394 - INFO - Epoch: 0556 / 1300 lr: 2.505e-05 2025-08-14 16:07:46,317 - INFO - Training: cls_zice: 55.22825692306754; reg_zipnll: 211.24088615868575; aux_mae_loss_1: 119.90188448594591; aux_mae_loss_2: 18.016394246206797; aux_mae_loss_4: 2.7949656822687556; cnt_loss: 12.289219409303984; 2025-08-14 16:07:46,319 - INFO - Evaluation: Curr mae: 69.2387; Best mae: 61.0657; 65.5158; 65.9815; 66.2729; 66.3033; Curr rmse: 526.4671; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3537; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 16:07:46,319 - INFO - Epoch: 0557 / 1300 lr: 2.464e-05 2025-08-14 16:09:24,677 - INFO - Training: cls_zice: 56.15460411622009; reg_zipnll: 206.01533040534562; aux_mae_loss_1: 121.11240848354937; aux_mae_loss_2: 18.19774082938932; aux_mae_loss_4: 2.8205951176449693; cnt_loss: 11.790872294676028; 2025-08-14 16:09:25,039 - INFO - Evaluation: Curr mae: 64.5186; Best mae: 61.0657; 64.5186; 65.5158; 65.9815; 66.2729; Curr rmse: 454.4265; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3686; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 16:09:25,039 - INFO - Epoch: 0558 / 1300 lr: 2.422e-05 2025-08-14 16:11:03,223 - INFO - Training: cls_zice: 56.466409046691304; reg_zipnll: 206.22762213758455; aux_mae_loss_1: 121.35451181075874; aux_mae_loss_2: 18.22037113785437; aux_mae_loss_4: 2.823607674677758; cnt_loss: 12.192649065375635; 2025-08-14 16:11:03,224 - INFO - Evaluation: Curr mae: 67.5453; Best mae: 61.0657; 64.5186; 65.5158; 65.9815; 66.2729; Curr rmse: 498.9186; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3454; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 16:11:03,224 - INFO - Epoch: 0559 / 1300 lr: 2.381e-05 2025-08-14 16:12:41,613 - INFO - Training: cls_zice: 54.891350654717584; reg_zipnll: 200.7335545458953; aux_mae_loss_1: 119.34879660912834; aux_mae_loss_2: 18.001017457108876; aux_mae_loss_4: 2.7969794314747296; cnt_loss: 12.13870224640118; 2025-08-14 16:12:41,614 - INFO - Evaluation: Curr mae: 67.0585; Best mae: 61.0657; 64.5186; 65.5158; 65.9815; 66.2729; Curr rmse: 533.2725; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3143; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 16:12:41,614 - INFO - Epoch: 0560 / 1300 lr: 2.340e-05 2025-08-14 16:14:19,306 - INFO - Training: cls_zice: 56.119781701148014; reg_zipnll: 209.12364186970925; aux_mae_loss_1: 120.62777861470121; aux_mae_loss_2: 18.193787771509363; aux_mae_loss_4: 2.8160267410977027; cnt_loss: 12.162094232662172; 2025-08-14 16:14:19,307 - INFO - Evaluation: Curr mae: 72.5861; Best mae: 61.0657; 64.5186; 65.5158; 65.9815; 66.2729; Curr rmse: 534.2439; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3058; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 16:14:19,307 - INFO - Epoch: 0561 / 1300 lr: 2.300e-05 2025-08-14 16:15:58,001 - INFO - Training: cls_zice: 54.908958184535216; reg_zipnll: 210.06735159866608; aux_mae_loss_1: 119.95058420568628; aux_mae_loss_2: 18.0199530467889; aux_mae_loss_4: 2.781567001557289; cnt_loss: 11.713481656076976; 2025-08-14 16:15:58,003 - INFO - Evaluation: Curr mae: 68.7005; Best mae: 61.0657; 64.5186; 65.5158; 65.9815; 66.2729; Curr rmse: 528.7396; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.2947; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 16:15:58,003 - INFO - Epoch: 0562 / 1300 lr: 2.260e-05 2025-08-14 16:17:36,119 - INFO - Training: cls_zice: 56.86081451748361; reg_zipnll: 212.6532076955761; aux_mae_loss_1: 120.86124887441915; aux_mae_loss_2: 18.056167624603507; aux_mae_loss_4: 2.7787162767277893; cnt_loss: 11.776812002714005; 2025-08-14 16:17:36,120 - INFO - Evaluation: Curr mae: 70.1177; Best mae: 61.0657; 64.5186; 65.5158; 65.9815; 66.2729; Curr rmse: 543.6164; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.2939; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 16:17:36,121 - INFO - Epoch: 0563 / 1300 lr: 2.220e-05 2025-08-14 16:19:14,946 - INFO - Training: cls_zice: 55.576936557505924; reg_zipnll: 199.69225169086212; aux_mae_loss_1: 120.99966973449393; aux_mae_loss_2: 18.26823046765168; aux_mae_loss_4: 2.844186233830636; cnt_loss: 12.333366195156518; 2025-08-14 16:19:14,948 - INFO - Evaluation: Curr mae: 69.9415; Best mae: 61.0657; 64.5186; 65.5158; 65.9815; 66.2729; Curr rmse: 559.3861; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3006; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 16:19:14,948 - INFO - Epoch: 0564 / 1300 lr: 2.180e-05 2025-08-14 16:20:52,771 - INFO - Training: cls_zice: 56.00720941403684; reg_zipnll: 205.51343611886384; aux_mae_loss_1: 120.84881710454553; aux_mae_loss_2: 18.190126698550344; aux_mae_loss_4: 2.8113246259775138; cnt_loss: 11.848247686051465; 2025-08-14 16:20:52,773 - INFO - Evaluation: Curr mae: 68.7139; Best mae: 61.0657; 64.5186; 65.5158; 65.9815; 66.2729; Curr rmse: 544.7459; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.2961; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 16:20:52,773 - INFO - Epoch: 0565 / 1300 lr: 2.140e-05 2025-08-14 16:22:30,857 - INFO - Training: cls_zice: 54.95049180542442; reg_zipnll: 208.41371875557005; aux_mae_loss_1: 118.53982116875734; aux_mae_loss_2: 17.769778669646588; aux_mae_loss_4: 2.7233220098257678; cnt_loss: 11.808430394966988; 2025-08-14 16:22:31,115 - INFO - Evaluation: Curr mae: 65.6666; Best mae: 61.0657; 64.5186; 65.5158; 65.6666; 65.9815; Curr rmse: 505.1730; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.2923; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 16:22:31,115 - INFO - Epoch: 0566 / 1300 lr: 2.101e-05 2025-08-14 16:24:09,431 - INFO - Training: cls_zice: 56.335776002402476; reg_zipnll: 208.0198216671196; aux_mae_loss_1: 119.8096625271677; aux_mae_loss_2: 17.883047684912203; aux_mae_loss_4: 2.7487072020692507; cnt_loss: 11.550148699308115; 2025-08-14 16:24:09,797 - INFO - Evaluation: Curr mae: 64.8891; Best mae: 61.0657; 64.5186; 64.8891; 65.5158; 65.6666; Curr rmse: 491.2080; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3023; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 16:24:09,797 - INFO - Epoch: 0567 / 1300 lr: 2.062e-05 2025-08-14 16:25:47,165 - INFO - Training: cls_zice: 55.295085426927535; reg_zipnll: 204.91260545235366; aux_mae_loss_1: 117.67085391145133; aux_mae_loss_2: 17.64657076955761; aux_mae_loss_4: 2.725807390513334; cnt_loss: 11.930824962250677; 2025-08-14 16:25:47,368 - INFO - Evaluation: Curr mae: 63.7961; Best mae: 61.0657; 63.7961; 64.5186; 64.8891; 65.5158; Curr rmse: 533.7687; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.2758; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 16:25:47,368 - INFO - Epoch: 0568 / 1300 lr: 2.024e-05 2025-08-14 16:27:26,481 - INFO - Training: cls_zice: 57.65601908149327; reg_zipnll: 214.1034523245608; aux_mae_loss_1: 123.70855569716898; aux_mae_loss_2: 18.49480685109038; aux_mae_loss_4: 2.8392113986542413; cnt_loss: 12.1350588823039; 2025-08-14 16:27:26,483 - INFO - Evaluation: Curr mae: 72.8403; Best mae: 61.0657; 63.7961; 64.5186; 64.8891; 65.5158; Curr rmse: 554.5303; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.2972; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 16:27:26,483 - INFO - Epoch: 0569 / 1300 lr: 1.985e-05 2025-08-14 16:29:05,376 - INFO - Training: cls_zice: 57.116034195325064; reg_zipnll: 205.51586648308526; aux_mae_loss_1: 121.46685911144266; aux_mae_loss_2: 18.173019528695427; aux_mae_loss_4: 2.809910199942503; cnt_loss: 11.944657562630955; 2025-08-14 16:29:05,378 - INFO - Evaluation: Curr mae: 68.0471; Best mae: 61.0657; 63.7961; 64.5186; 64.8891; 65.5158; Curr rmse: 526.4386; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3251; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 16:29:05,378 - INFO - Epoch: 0570 / 1300 lr: 1.947e-05 2025-08-14 16:30:44,287 - INFO - Training: cls_zice: 58.62865615036616; reg_zipnll: 205.13582058982556; aux_mae_loss_1: 121.3092584438373; aux_mae_loss_2: 18.085857043229524; aux_mae_loss_4: 2.7689439571608614; cnt_loss: 11.419453162307297; 2025-08-14 16:30:44,289 - INFO - Evaluation: Curr mae: 69.9589; Best mae: 61.0657; 63.7961; 64.5186; 64.8891; 65.5158; Curr rmse: 543.7497; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.2907; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 16:30:44,289 - INFO - Epoch: 0571 / 1300 lr: 1.910e-05 2025-08-14 16:32:22,294 - INFO - Training: cls_zice: 54.27102499495435; reg_zipnll: 208.2158044751322; aux_mae_loss_1: 118.82864905997229; aux_mae_loss_2: 17.845464147454976; aux_mae_loss_4: 2.751005734606696; cnt_loss: 12.552345295185296; 2025-08-14 16:32:22,295 - INFO - Evaluation: Curr mae: 68.2207; Best mae: 61.0657; 63.7961; 64.5186; 64.8891; 65.5158; Curr rmse: 544.0121; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3020; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 16:32:22,295 - INFO - Epoch: 0572 / 1300 lr: 1.872e-05 2025-08-14 16:34:00,936 - INFO - Training: cls_zice: 58.22505818640665; reg_zipnll: 207.43498748740072; aux_mae_loss_1: 123.05913280153642; aux_mae_loss_2: 18.472611229340032; aux_mae_loss_4: 2.8516383788579533; cnt_loss: 12.477100650571613; 2025-08-14 16:34:00,937 - INFO - Evaluation: Curr mae: 69.5276; Best mae: 61.0657; 63.7961; 64.5186; 64.8891; 65.5158; Curr rmse: 551.0043; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3077; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 16:34:00,938 - INFO - Epoch: 0573 / 1300 lr: 1.835e-05 2025-08-14 16:35:39,728 - INFO - Training: cls_zice: 57.5798234120969; reg_zipnll: 200.0385269420006; aux_mae_loss_1: 122.18612592937401; aux_mae_loss_2: 18.386780279767542; aux_mae_loss_4: 2.840509834969871; cnt_loss: 11.612237040978165; 2025-08-14 16:35:39,729 - INFO - Evaluation: Curr mae: 65.8774; Best mae: 61.0657; 63.7961; 64.5186; 64.8891; 65.5158; Curr rmse: 554.5364; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.2730; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 16:35:39,729 - INFO - Epoch: 0574 / 1300 lr: 1.798e-05 2025-08-14 16:37:19,356 - INFO - Training: cls_zice: 54.98028996977524; reg_zipnll: 204.68839577721445; aux_mae_loss_1: 118.96419807081051; aux_mae_loss_2: 17.852924165505062; aux_mae_loss_4: 2.751581145436108; cnt_loss: 11.164239241868488; 2025-08-14 16:37:19,357 - INFO - Evaluation: Curr mae: 72.9951; Best mae: 61.0657; 63.7961; 64.5186; 64.8891; 65.5158; Curr rmse: 553.1076; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.2911; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 16:37:19,357 - INFO - Epoch: 0575 / 1300 lr: 1.762e-05 2025-08-14 16:38:58,202 - INFO - Training: cls_zice: 52.73801276846226; reg_zipnll: 213.8401399823265; aux_mae_loss_1: 119.59551201258957; aux_mae_loss_2: 17.91862845727288; aux_mae_loss_4: 2.7686390611690235; cnt_loss: 11.317043482797617; 2025-08-14 16:38:58,204 - INFO - Evaluation: Curr mae: 69.1676; Best mae: 61.0657; 63.7961; 64.5186; 64.8891; 65.5158; Curr rmse: 544.7681; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.2844; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 16:38:58,204 - INFO - Epoch: 0576 / 1300 lr: 1.726e-05 2025-08-14 16:40:36,378 - INFO - Training: cls_zice: 57.48762588965249; reg_zipnll: 206.054033303935; aux_mae_loss_1: 122.2263913142344; aux_mae_loss_2: 18.319054701027955; aux_mae_loss_4: 2.8058302235480754; cnt_loss: 10.735396144935589; 2025-08-14 16:40:36,578 - INFO - Evaluation: Curr mae: 65.4512; Best mae: 61.0657; 63.7961; 64.5186; 64.8891; 65.4512; Curr rmse: 514.4885; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.2789; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 16:40:36,578 - INFO - Epoch: 0577 / 1300 lr: 1.690e-05 2025-08-14 16:42:16,279 - INFO - Training: cls_zice: 53.93136899786161; reg_zipnll: 210.35477027795002; aux_mae_loss_1: 117.96230781476724; aux_mae_loss_2: 17.682031838630344; aux_mae_loss_4: 2.7133820945622067; cnt_loss: 11.408263222110914; 2025-08-14 16:42:16,280 - INFO - Evaluation: Curr mae: 67.0292; Best mae: 61.0657; 63.7961; 64.5186; 64.8891; 65.4512; Curr rmse: 484.3740; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3078; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 16:42:16,281 - INFO - Epoch: 0578 / 1300 lr: 1.654e-05 2025-08-14 16:43:53,754 - INFO - Training: cls_zice: 53.477033548459296; reg_zipnll: 205.73674445164542; aux_mae_loss_1: 118.71503731401536; aux_mae_loss_2: 17.846146478751017; aux_mae_loss_4: 2.7513887078565924; cnt_loss: 11.527050029189544; 2025-08-14 16:43:54,036 - INFO - Evaluation: Curr mae: 64.0684; Best mae: 61.0657; 63.7961; 64.0684; 64.5186; 64.8891; Curr rmse: 483.6909; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.2920; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 16:43:54,036 - INFO - Epoch: 0579 / 1300 lr: 1.619e-05 2025-08-14 16:45:32,502 - INFO - Training: cls_zice: 55.009331314606655; reg_zipnll: 210.0002684703523; aux_mae_loss_1: 119.07443356452687; aux_mae_loss_2: 17.81846773471195; aux_mae_loss_4: 2.7247099635840075; cnt_loss: 10.816550020080605; 2025-08-14 16:45:32,503 - INFO - Evaluation: Curr mae: 68.9429; Best mae: 61.0657; 63.7961; 64.0684; 64.5186; 64.8891; Curr rmse: 526.3724; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.2915; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 16:45:32,503 - INFO - Epoch: 0580 / 1300 lr: 1.584e-05 2025-08-14 16:47:11,265 - INFO - Training: cls_zice: 54.01971850143913; reg_zipnll: 204.7996837057001; aux_mae_loss_1: 119.44043303148912; aux_mae_loss_2: 17.939701763707138; aux_mae_loss_4: 2.7624827073288456; cnt_loss: 10.936038617609706; 2025-08-14 16:47:11,267 - INFO - Evaluation: Curr mae: 67.8396; Best mae: 61.0657; 63.7961; 64.0684; 64.5186; 64.8891; Curr rmse: 538.2678; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3279; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 16:47:11,267 - INFO - Epoch: 0581 / 1300 lr: 1.550e-05 2025-08-14 16:48:49,805 - INFO - Training: cls_zice: 53.1379831177793; reg_zipnll: 207.75263392097847; aux_mae_loss_1: 117.31135769920056; aux_mae_loss_2: 17.617068892579457; aux_mae_loss_4: 2.716418992814184; cnt_loss: 10.858243260714573; 2025-08-14 16:48:49,807 - INFO - Evaluation: Curr mae: 66.7559; Best mae: 61.0657; 63.7961; 64.0684; 64.5186; 64.8891; Curr rmse: 520.9010; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.2953; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 16:48:49,808 - INFO - Epoch: 0582 / 1300 lr: 1.516e-05 2025-08-14 16:50:27,656 - INFO - Training: cls_zice: 55.84011930859334; reg_zipnll: 208.41430254154156; aux_mae_loss_1: 119.42412371500599; aux_mae_loss_2: 17.886224260060523; aux_mae_loss_4: 2.7337543633419323; cnt_loss: 11.089653419651532; 2025-08-14 16:50:27,658 - INFO - Evaluation: Curr mae: 67.7779; Best mae: 61.0657; 63.7961; 64.0684; 64.5186; 64.8891; Curr rmse: 537.3376; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.2878; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 16:50:27,658 - INFO - Epoch: 0583 / 1300 lr: 1.482e-05 2025-08-14 16:52:05,783 - INFO - Training: cls_zice: 59.94392369181914; reg_zipnll: 203.98341156339276; aux_mae_loss_1: 123.4855988902114; aux_mae_loss_2: 18.39170164130341; aux_mae_loss_4: 2.8067219401386527; cnt_loss: 11.118593037588125; 2025-08-14 16:52:05,785 - INFO - Evaluation: Curr mae: 65.9811; Best mae: 61.0657; 63.7961; 64.0684; 64.5186; 64.8891; Curr rmse: 521.7872; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.2773; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 16:52:05,785 - INFO - Epoch: 0584 / 1300 lr: 1.448e-05 2025-08-14 16:53:44,432 - INFO - Training: cls_zice: 55.80759534086544; reg_zipnll: 208.2755344900803; aux_mae_loss_1: 120.62662885611958; aux_mae_loss_2: 18.050479839883916; aux_mae_loss_4: 2.7614645274561904; cnt_loss: 11.30268573868244; 2025-08-14 16:53:44,634 - INFO - Evaluation: Curr mae: 63.4451; Best mae: 61.0657; 63.4451; 63.7961; 64.0684; 64.5186; Curr rmse: 449.2124; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.2749; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 16:53:44,635 - INFO - Epoch: 0585 / 1300 lr: 1.415e-05 2025-08-14 16:55:21,973 - INFO - Training: cls_zice: 56.785765690025144; reg_zipnll: 207.13365544022508; aux_mae_loss_1: 122.10050385286385; aux_mae_loss_2: 18.362141433902142; aux_mae_loss_4: 2.827419952132708; cnt_loss: 11.191754562995735; 2025-08-14 16:55:21,974 - INFO - Evaluation: Curr mae: 64.9121; Best mae: 61.0657; 63.4451; 63.7961; 64.0684; 64.5186; Curr rmse: 500.4038; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3252; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 16:55:21,974 - INFO - Epoch: 0586 / 1300 lr: 1.382e-05 2025-08-14 16:56:59,998 - INFO - Training: cls_zice: 54.55259373665316; reg_zipnll: 210.64390613977585; aux_mae_loss_1: 119.74167735043406; aux_mae_loss_2: 17.877099323395285; aux_mae_loss_4: 2.729057095044683; cnt_loss: 10.672900089874366; 2025-08-14 16:57:00,000 - INFO - Evaluation: Curr mae: 66.2362; Best mae: 61.0657; 63.4451; 63.7961; 64.0684; 64.5186; Curr rmse: 512.1034; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3004; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 16:57:00,000 - INFO - Epoch: 0587 / 1300 lr: 1.350e-05 2025-08-14 16:58:38,185 - INFO - Training: cls_zice: 56.923298632271184; reg_zipnll: 209.63700318520358; aux_mae_loss_1: 121.86009320746963; aux_mae_loss_2: 18.26611382366759; aux_mae_loss_4: 2.8045076825931323; cnt_loss: 11.900802964722896; 2025-08-14 16:58:38,187 - INFO - Evaluation: Curr mae: 65.5315; Best mae: 61.0657; 63.4451; 63.7961; 64.0684; 64.5186; Curr rmse: 530.5977; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3390; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 16:58:38,187 - INFO - Epoch: 0588 / 1300 lr: 1.318e-05 2025-08-14 17:00:16,602 - INFO - Training: cls_zice: 56.531195525759905; reg_zipnll: 199.95930208828884; aux_mae_loss_1: 121.65041096106286; aux_mae_loss_2: 18.203085149161918; aux_mae_loss_4: 2.796339538992217; cnt_loss: 11.839206419291411; 2025-08-14 17:00:16,603 - INFO - Evaluation: Curr mae: 67.6737; Best mae: 61.0657; 63.4451; 63.7961; 64.0684; 64.5186; Curr rmse: 511.0160; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3865; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 17:00:16,603 - INFO - Epoch: 0589 / 1300 lr: 1.286e-05 2025-08-14 17:01:54,556 - INFO - Training: cls_zice: 55.739872265022946; reg_zipnll: 204.90796999698432; aux_mae_loss_1: 119.99975019126441; aux_mae_loss_2: 17.966225713568054; aux_mae_loss_4: 2.754119492894886; cnt_loss: 10.894075757127188; 2025-08-14 17:01:54,557 - INFO - Evaluation: Curr mae: 69.2263; Best mae: 61.0657; 63.4451; 63.7961; 64.0684; 64.5186; Curr rmse: 540.8075; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3481; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 17:01:54,557 - INFO - Epoch: 0590 / 1300 lr: 1.255e-05 2025-08-14 17:03:33,019 - INFO - Training: cls_zice: 56.737818667353885; reg_zipnll: 207.89748459058433; aux_mae_loss_1: 119.21546416294912; aux_mae_loss_2: 17.765817039730003; aux_mae_loss_4: 2.7319393571667314; cnt_loss: 11.476095669067304; 2025-08-14 17:03:33,020 - INFO - Evaluation: Curr mae: 70.1176; Best mae: 61.0657; 63.4451; 63.7961; 64.0684; 64.5186; Curr rmse: 555.6387; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3990; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 17:03:33,020 - INFO - Epoch: 0591 / 1300 lr: 1.224e-05 2025-08-14 17:05:10,731 - INFO - Training: cls_zice: 55.49813254005192; reg_zipnll: 193.2073597895762; aux_mae_loss_1: 119.92899747127738; aux_mae_loss_2: 18.073423793199435; aux_mae_loss_4: 2.7901164159983165; cnt_loss: 11.329374265854646; 2025-08-14 17:05:10,732 - INFO - Evaluation: Curr mae: 65.2614; Best mae: 61.0657; 63.4451; 63.7961; 64.0684; 64.5186; Curr rmse: 493.9205; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3983; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 17:05:10,732 - INFO - Epoch: 0592 / 1300 lr: 1.193e-05 2025-08-14 17:06:48,380 - INFO - Training: cls_zice: 56.0294949824522; reg_zipnll: 210.11637325335897; aux_mae_loss_1: 119.60999159825185; aux_mae_loss_2: 17.81529187175486; aux_mae_loss_4: 2.717816645811027; cnt_loss: 10.416039273794022; 2025-08-14 17:06:48,382 - INFO - Evaluation: Curr mae: 67.2214; Best mae: 61.0657; 63.4451; 63.7961; 64.0684; 64.5186; Curr rmse: 516.5963; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3696; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 17:06:48,382 - INFO - Epoch: 0593 / 1300 lr: 1.163e-05 2025-08-14 17:08:27,198 - INFO - Training: cls_zice: 55.05032137871402; reg_zipnll: 204.5971906608052; aux_mae_loss_1: 118.881643153095; aux_mae_loss_2: 17.769502833447298; aux_mae_loss_4: 2.7077439666407273; cnt_loss: 10.539505863557437; 2025-08-14 17:08:27,200 - INFO - Evaluation: Curr mae: 67.1734; Best mae: 61.0657; 63.4451; 63.7961; 64.0684; 64.5186; Curr rmse: 529.8528; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3513; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 17:08:27,200 - INFO - Epoch: 0594 / 1300 lr: 1.133e-05 2025-08-14 17:10:05,580 - INFO - Training: cls_zice: 55.41158168017864; reg_zipnll: 200.17385701471247; aux_mae_loss_1: 120.36344822881155; aux_mae_loss_2: 17.973017133599996; aux_mae_loss_4: 2.7550594777558333; cnt_loss: 11.029656644652006; 2025-08-14 17:10:05,782 - INFO - Evaluation: Curr mae: 61.9244; Best mae: 61.0657; 61.9244; 63.4451; 63.7961; 64.0684; Curr rmse: 465.1347; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3232; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 17:10:05,782 - INFO - Epoch: 0595 / 1300 lr: 1.103e-05 2025-08-14 17:11:44,449 - INFO - Training: cls_zice: 56.781558305829535; reg_zipnll: 203.45361056977495; aux_mae_loss_1: 120.6935774893871; aux_mae_loss_2: 17.92229755249612; aux_mae_loss_4: 2.7369576190002167; cnt_loss: 11.040461752285994; 2025-08-14 17:11:44,450 - INFO - Evaluation: Curr mae: 67.1764; Best mae: 61.0657; 61.9244; 63.4451; 63.7961; 64.0684; Curr rmse: 506.3017; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3621; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 17:11:44,450 - INFO - Epoch: 0596 / 1300 lr: 1.074e-05 2025-08-14 17:13:23,177 - INFO - Training: cls_zice: 53.72338127913696; reg_zipnll: 206.02059899259044; aux_mae_loss_1: 117.90071505568635; aux_mae_loss_2: 17.631599492462865; aux_mae_loss_4: 2.6830511788782547; cnt_loss: 10.094430840413796; 2025-08-14 17:13:23,178 - INFO - Evaluation: Curr mae: 65.9520; Best mae: 61.0657; 61.9244; 63.4451; 63.7961; 64.0684; Curr rmse: 518.7801; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3182; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 17:13:23,178 - INFO - Epoch: 0597 / 1300 lr: 1.045e-05 2025-08-14 17:15:02,156 - INFO - Training: cls_zice: 55.59522490892895; reg_zipnll: 207.96149145484276; aux_mae_loss_1: 120.44273689779953; aux_mae_loss_2: 17.95240339276723; aux_mae_loss_4: 2.7499078309934366; cnt_loss: 10.590151860658798; 2025-08-14 17:15:02,158 - INFO - Evaluation: Curr mae: 65.6568; Best mae: 61.0657; 61.9244; 63.4451; 63.7961; 64.0684; Curr rmse: 502.1443; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3465; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 17:15:02,158 - INFO - Epoch: 0598 / 1300 lr: 1.017e-05 2025-08-14 17:16:39,092 - INFO - Training: cls_zice: 56.54505595921091; reg_zipnll: 204.3522726269798; aux_mae_loss_1: 119.00231263079803; aux_mae_loss_2: 17.730899485340462; aux_mae_loss_4: 2.7113296335950916; cnt_loss: 10.898717279759042; 2025-08-14 17:16:39,093 - INFO - Evaluation: Curr mae: 68.6987; Best mae: 61.0657; 61.9244; 63.4451; 63.7961; 64.0684; Curr rmse: 527.6262; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3726; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 17:16:39,093 - INFO - Epoch: 0599 / 1300 lr: 9.890e-06 2025-08-14 17:18:16,563 - INFO - Training: cls_zice: 55.34216700632192; reg_zipnll: 200.62350225571188; aux_mae_loss_1: 117.6249230637342; aux_mae_loss_2: 17.58906829265212; aux_mae_loss_4: 2.693706951901355; cnt_loss: 10.452272477677058; 2025-08-14 17:18:16,564 - INFO - Evaluation: Curr mae: 64.6480; Best mae: 61.0657; 61.9244; 63.4451; 63.7961; 64.0684; Curr rmse: 470.0818; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3998; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 17:18:16,564 - INFO - Epoch: 0600 / 1300 lr: 9.614e-06 2025-08-14 17:19:54,683 - INFO - Training: cls_zice: 53.643264060193594; reg_zipnll: 212.1445892255533; aux_mae_loss_1: 117.5171801657787; aux_mae_loss_2: 17.50696451192037; aux_mae_loss_4: 2.6590626285744206; cnt_loss: 10.353463191299635; 2025-08-14 17:19:54,684 - INFO - Evaluation: Curr mae: 67.8180; Best mae: 61.0657; 61.9244; 63.4451; 63.7961; 64.0684; Curr rmse: 452.8393; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.4017; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 17:19:55,272 - INFO - Epoch: 0601 / 1300 lr: 9.342e-06 2025-08-14 17:21:33,475 - INFO - Training: cls_zice: 55.65361384656711; reg_zipnll: 215.04398917661536; aux_mae_loss_1: 118.33966401303641; aux_mae_loss_2: 17.629712642924645; aux_mae_loss_4: 2.6833171928756343; cnt_loss: 10.672208388237843; 2025-08-14 17:21:33,675 - INFO - Evaluation: Curr mae: 61.3705; Best mae: 61.0657; 61.3705; 61.9244; 63.4451; 63.7961; Curr rmse: 453.3521; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3444; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 17:21:33,675 - INFO - Epoch: 0602 / 1300 lr: 9.074e-06 2025-08-14 17:23:12,956 - INFO - Training: cls_zice: 55.09033923743623; reg_zipnll: 204.6684079599258; aux_mae_loss_1: 119.03558210358216; aux_mae_loss_2: 17.727247453900414; aux_mae_loss_4: 2.714608744054956; cnt_loss: 10.398742543701035; 2025-08-14 17:23:12,957 - INFO - Evaluation: Curr mae: 67.1031; Best mae: 61.0657; 61.3705; 61.9244; 63.4451; 63.7961; Curr rmse: 465.9323; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3717; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 17:23:12,958 - INFO - Epoch: 0603 / 1300 lr: 8.810e-06 2025-08-14 17:24:51,291 - INFO - Training: cls_zice: 58.69741972541595; reg_zipnll: 205.4722182805863; aux_mae_loss_1: 123.01912152307506; aux_mae_loss_2: 18.37799725128017; aux_mae_loss_4: 2.8261421751087306; cnt_loss: 11.64150672338922; 2025-08-14 17:24:51,292 - INFO - Evaluation: Curr mae: 65.3639; Best mae: 61.0657; 61.3705; 61.9244; 63.4451; 63.7961; Curr rmse: 515.2568; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3510; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 17:24:51,292 - INFO - Epoch: 0604 / 1300 lr: 8.550e-06 2025-08-14 17:26:29,995 - INFO - Training: cls_zice: 56.335206049381924; reg_zipnll: 204.60277970223316; aux_mae_loss_1: 120.03825723603943; aux_mae_loss_2: 17.889422060591397; aux_mae_loss_4: 2.728659778450326; cnt_loss: 10.573586981829763; 2025-08-14 17:26:29,996 - INFO - Evaluation: Curr mae: 69.4063; Best mae: 61.0657; 61.3705; 61.9244; 63.4451; 63.7961; Curr rmse: 553.6503; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3196; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 17:26:29,996 - INFO - Epoch: 0605 / 1300 lr: 8.294e-06 2025-08-14 17:28:07,899 - INFO - Training: cls_zice: 52.923047212984386; reg_zipnll: 206.98921777288834; aux_mae_loss_1: 117.72501427226324; aux_mae_loss_2: 17.541087675217184; aux_mae_loss_4: 2.6716837509125853; cnt_loss: 10.168900219517687; 2025-08-14 17:28:07,900 - INFO - Evaluation: Curr mae: 69.4787; Best mae: 61.0657; 61.3705; 61.9244; 63.4451; 63.7961; Curr rmse: 519.4787; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3643; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 17:28:07,900 - INFO - Epoch: 0606 / 1300 lr: 8.042e-06 2025-08-14 17:29:46,007 - INFO - Training: cls_zice: 57.190044546150304; reg_zipnll: 203.73933183625914; aux_mae_loss_1: 121.84002685056554; aux_mae_loss_2: 18.228168525548703; aux_mae_loss_4: 2.791989768072388; cnt_loss: 10.816067297844777; 2025-08-14 17:29:46,008 - INFO - Evaluation: Curr mae: 65.7639; Best mae: 61.0657; 61.3705; 61.9244; 63.4451; 63.7961; Curr rmse: 537.1605; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3373; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 17:29:46,008 - INFO - Epoch: 0607 / 1300 lr: 7.795e-06 2025-08-14 17:31:24,100 - INFO - Training: cls_zice: 53.08215453983273; reg_zipnll: 203.28444912868784; aux_mae_loss_1: 118.65171225089341; aux_mae_loss_2: 17.822080281215953; aux_mae_loss_4: 2.732744969561658; cnt_loss: 10.639842275788668; 2025-08-14 17:31:24,101 - INFO - Evaluation: Curr mae: 68.6391; Best mae: 61.0657; 61.3705; 61.9244; 63.4451; 63.7961; Curr rmse: 524.8789; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3805; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 17:31:24,101 - INFO - Epoch: 0608 / 1300 lr: 7.551e-06 2025-08-14 17:33:03,054 - INFO - Training: cls_zice: 56.33580458363408; reg_zipnll: 206.72440909358713; aux_mae_loss_1: 120.47187264351734; aux_mae_loss_2: 17.967690214093363; aux_mae_loss_4: 2.7268214322300985; cnt_loss: 9.788853942581804; 2025-08-14 17:33:03,055 - INFO - Evaluation: Curr mae: 68.4008; Best mae: 61.0657; 61.3705; 61.9244; 63.4451; 63.7961; Curr rmse: 524.5520; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3680; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 17:33:03,056 - INFO - Epoch: 0609 / 1300 lr: 7.311e-06 2025-08-14 17:34:40,308 - INFO - Training: cls_zice: 56.204167138105184; reg_zipnll: 211.91654722120583; aux_mae_loss_1: 118.76757368759509; aux_mae_loss_2: 17.617484113551043; aux_mae_loss_4: 2.679576522433666; cnt_loss: 10.415359866956205; 2025-08-14 17:34:40,309 - INFO - Evaluation: Curr mae: 65.4728; Best mae: 61.0657; 61.3705; 61.9244; 63.4451; 63.7961; Curr rmse: 523.4800; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3422; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 17:34:40,309 - INFO - Epoch: 0610 / 1300 lr: 7.076e-06 2025-08-14 17:36:19,599 - INFO - Training: cls_zice: 58.00854134107617; reg_zipnll: 202.75520915053497; aux_mae_loss_1: 120.11514143465723; aux_mae_loss_2: 17.978850974521784; aux_mae_loss_4: 2.748302852203423; cnt_loss: 10.813884429116483; 2025-08-14 17:36:19,600 - INFO - Evaluation: Curr mae: 64.3003; Best mae: 61.0657; 61.3705; 61.9244; 63.4451; 63.7961; Curr rmse: 489.3190; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3607; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 17:36:19,600 - INFO - Epoch: 0611 / 1300 lr: 6.845e-06 2025-08-14 17:37:56,864 - INFO - Training: cls_zice: 56.81630790896312; reg_zipnll: 211.95149995857767; aux_mae_loss_1: 121.70950180583257; aux_mae_loss_2: 18.129121628396003; aux_mae_loss_4: 2.7750116183702622; cnt_loss: 10.595021444605065; 2025-08-14 17:37:56,866 - INFO - Evaluation: Curr mae: 69.0299; Best mae: 61.0657; 61.3705; 61.9244; 63.4451; 63.7961; Curr rmse: 524.8395; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3639; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 17:37:56,866 - INFO - Epoch: 0612 / 1300 lr: 6.618e-06 2025-08-14 17:39:35,009 - INFO - Training: cls_zice: 55.81699826757981; reg_zipnll: 208.87752127463528; aux_mae_loss_1: 120.06898922662809; aux_mae_loss_2: 17.921931692751023; aux_mae_loss_4: 2.7243595307161383; cnt_loss: 9.963231532003702; 2025-08-14 17:39:35,011 - INFO - Evaluation: Curr mae: 70.2212; Best mae: 61.0657; 61.3705; 61.9244; 63.4451; 63.7961; Curr rmse: 551.8274; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3638; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 17:39:35,011 - INFO - Epoch: 0613 / 1300 lr: 6.395e-06 2025-08-14 17:41:13,820 - INFO - Training: cls_zice: 58.182956927999435; reg_zipnll: 210.4522906109729; aux_mae_loss_1: 123.32551302578885; aux_mae_loss_2: 18.31893482796637; aux_mae_loss_4: 2.780057184340715; cnt_loss: 10.5090831407851; 2025-08-14 17:41:13,822 - INFO - Evaluation: Curr mae: 68.1808; Best mae: 61.0657; 61.3705; 61.9244; 63.4451; 63.7961; Curr rmse: 547.8183; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3113; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 17:41:13,822 - INFO - Epoch: 0614 / 1300 lr: 6.177e-06 2025-08-14 17:42:52,143 - INFO - Training: cls_zice: 56.134585923354855; reg_zipnll: 203.04195769832188; aux_mae_loss_1: 120.99706138865807; aux_mae_loss_2: 18.159318615047976; aux_mae_loss_4: 2.7810259035436538; cnt_loss: 10.282588049807709; 2025-08-14 17:42:52,144 - INFO - Evaluation: Curr mae: 68.7538; Best mae: 61.0657; 61.3705; 61.9244; 63.4451; 63.7961; Curr rmse: 538.8641; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3342; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 17:42:52,144 - INFO - Epoch: 0615 / 1300 lr: 5.962e-06 2025-08-14 17:44:30,789 - INFO - Training: cls_zice: 54.56641205647304; reg_zipnll: 211.64463307986222; aux_mae_loss_1: 118.23083763809008; aux_mae_loss_2: 17.60495829949955; aux_mae_loss_4: 2.663972303539438; cnt_loss: 9.771574533690524; 2025-08-14 17:44:30,791 - INFO - Evaluation: Curr mae: 68.7239; Best mae: 61.0657; 61.3705; 61.9244; 63.4451; 63.7961; Curr rmse: 549.4837; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3058; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 17:44:30,791 - INFO - Epoch: 0616 / 1300 lr: 5.753e-06 2025-08-14 17:46:09,244 - INFO - Training: cls_zice: 54.78959201490818; reg_zipnll: 209.51488149687074; aux_mae_loss_1: 118.39277371894424; aux_mae_loss_2: 17.61848273926958; aux_mae_loss_4: 2.6662182892196284; cnt_loss: 9.737101560999617; 2025-08-14 17:46:09,245 - INFO - Evaluation: Curr mae: 66.7911; Best mae: 61.0657; 61.3705; 61.9244; 63.4451; 63.7961; Curr rmse: 516.1307; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3367; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 17:46:09,246 - INFO - Epoch: 0617 / 1300 lr: 5.547e-06 2025-08-14 17:47:47,669 - INFO - Training: cls_zice: 54.739775911011854; reg_zipnll: 206.7917020694762; aux_mae_loss_1: 118.58689447907985; aux_mae_loss_2: 17.701402064154266; aux_mae_loss_4: 2.686723742816013; cnt_loss: 9.73840973953355; 2025-08-14 17:47:47,670 - INFO - Evaluation: Curr mae: 65.3299; Best mae: 61.0657; 61.3705; 61.9244; 63.4451; 63.7961; Curr rmse: 492.6165; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3488; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 17:47:47,670 - INFO - Epoch: 0618 / 1300 lr: 5.346e-06 2025-08-14 17:49:26,469 - INFO - Training: cls_zice: 55.30518677497431; reg_zipnll: 204.53123689862326; aux_mae_loss_1: 119.49165515850626; aux_mae_loss_2: 17.878696224683356; aux_mae_loss_4: 2.7219844480406654; cnt_loss: 9.784092952169306; 2025-08-14 17:49:26,470 - INFO - Evaluation: Curr mae: 65.9987; Best mae: 61.0657; 61.3705; 61.9244; 63.4451; 63.7961; Curr rmse: 516.8045; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3199; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 17:49:26,470 - INFO - Epoch: 0619 / 1300 lr: 5.149e-06 2025-08-14 17:51:05,031 - INFO - Training: cls_zice: 55.07682137172142; reg_zipnll: 197.2080467832119; aux_mae_loss_1: 118.53208391341575; aux_mae_loss_2: 17.702962654721766; aux_mae_loss_4: 2.68647560975239; cnt_loss: 9.738085546346435; 2025-08-14 17:51:05,032 - INFO - Evaluation: Curr mae: 64.8980; Best mae: 61.0657; 61.3705; 61.9244; 63.4451; 63.7961; Curr rmse: 489.9525; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.2993; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 17:51:05,032 - INFO - Epoch: 0620 / 1300 lr: 4.956e-06 2025-08-14 17:52:43,255 - INFO - Training: cls_zice: 56.57409208515003; reg_zipnll: 205.74165641863118; aux_mae_loss_1: 118.99129232097714; aux_mae_loss_2: 17.675534149062052; aux_mae_loss_4: 2.6763819810050924; cnt_loss: 9.790899376329849; 2025-08-14 17:52:43,256 - INFO - Evaluation: Curr mae: 65.9983; Best mae: 61.0657; 61.3705; 61.9244; 63.4451; 63.7961; Curr rmse: 507.2264; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3128; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 17:52:43,257 - INFO - Epoch: 0621 / 1300 lr: 4.768e-06 2025-08-14 17:54:21,180 - INFO - Training: cls_zice: 58.05456708291196; reg_zipnll: 200.02532589282353; aux_mae_loss_1: 119.52330790326037; aux_mae_loss_2: 17.832541425307795; aux_mae_loss_4: 2.721225250962461; cnt_loss: 9.936170363181049; 2025-08-14 17:54:21,383 - INFO - Evaluation: Curr mae: 63.3657; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 486.6865; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3312; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 17:54:21,383 - INFO - Epoch: 0622 / 1300 lr: 4.584e-06 2025-08-14 17:55:59,243 - INFO - Training: cls_zice: 55.150521596477084; reg_zipnll: 202.80493081443413; aux_mae_loss_1: 119.80285847524138; aux_mae_loss_2: 17.80259275313821; aux_mae_loss_4: 2.71346476359968; cnt_loss: 10.028549094433037; 2025-08-14 17:55:59,245 - INFO - Evaluation: Curr mae: 65.1029; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 484.9882; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3186; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 17:55:59,245 - INFO - Epoch: 0623 / 1300 lr: 4.405e-06 2025-08-14 17:57:37,662 - INFO - Training: cls_zice: 54.452740037502544; reg_zipnll: 199.2269057639154; aux_mae_loss_1: 118.6161629105595; aux_mae_loss_2: 17.670619620762018; aux_mae_loss_4: 2.6830005719300103; cnt_loss: 9.77537629322405; 2025-08-14 17:57:37,663 - INFO - Evaluation: Curr mae: 67.2081; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 537.4708; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3192; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 17:57:37,663 - INFO - Epoch: 0624 / 1300 lr: 4.230e-06 2025-08-14 17:59:16,820 - INFO - Training: cls_zice: 57.03426747112164; reg_zipnll: 209.4887448975237; aux_mae_loss_1: 120.71802836028347; aux_mae_loss_2: 17.989981776338002; aux_mae_loss_4: 2.7347828430197847; cnt_loss: 10.0574211185573; 2025-08-14 17:59:16,822 - INFO - Evaluation: Curr mae: 65.9689; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 515.2301; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3200; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 17:59:16,822 - INFO - Epoch: 0625 / 1300 lr: 4.060e-06 2025-08-14 18:00:54,886 - INFO - Training: cls_zice: 56.96682509695656; reg_zipnll: 201.18426198885803; aux_mae_loss_1: 121.24421682578432; aux_mae_loss_2: 18.1131323579038; aux_mae_loss_4: 2.7736682251363916; cnt_loss: 10.464535373648518; 2025-08-14 18:00:54,888 - INFO - Evaluation: Curr mae: 66.0141; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 518.2269; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3258; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 18:00:54,888 - INFO - Epoch: 0626 / 1300 lr: 3.894e-06 2025-08-14 18:02:32,806 - INFO - Training: cls_zice: 55.36728253887827; reg_zipnll: 203.7062472806798; aux_mae_loss_1: 118.80567841909846; aux_mae_loss_2: 17.687242784353025; aux_mae_loss_4: 2.7013289150051714; cnt_loss: 9.716211247566733; 2025-08-14 18:02:32,807 - INFO - Evaluation: Curr mae: 66.9255; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 482.6642; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3283; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 18:02:32,807 - INFO - Epoch: 0627 / 1300 lr: 3.732e-06 2025-08-14 18:04:10,218 - INFO - Training: cls_zice: 53.26194751163068; reg_zipnll: 204.69740479280526; aux_mae_loss_1: 117.43683287417062; aux_mae_loss_2: 17.49987108174204; aux_mae_loss_4: 2.6559666159220403; cnt_loss: 9.757908462252287; 2025-08-14 18:04:10,219 - INFO - Evaluation: Curr mae: 66.2434; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 511.8106; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3254; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 18:04:10,219 - INFO - Epoch: 0628 / 1300 lr: 3.575e-06 2025-08-14 18:05:48,602 - INFO - Training: cls_zice: 56.55534884337441; reg_zipnll: 203.22448616714283; aux_mae_loss_1: 119.84018266476825; aux_mae_loss_2: 17.86312023962065; aux_mae_loss_4: 2.7296770265598838; cnt_loss: 10.006785094891232; 2025-08-14 18:05:48,603 - INFO - Evaluation: Curr mae: 67.1424; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 532.2141; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3169; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 18:05:48,603 - INFO - Epoch: 0629 / 1300 lr: 3.423e-06 2025-08-14 18:07:26,938 - INFO - Training: cls_zice: 55.95896368536974; reg_zipnll: 203.28169659415983; aux_mae_loss_1: 117.83202273802769; aux_mae_loss_2: 17.57107753189793; aux_mae_loss_4: 2.67530697836974; cnt_loss: 9.80438988282319; 2025-08-14 18:07:26,939 - INFO - Evaluation: Curr mae: 68.2396; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 528.7231; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3409; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 18:07:26,939 - INFO - Epoch: 0630 / 1300 lr: 3.275e-06 2025-08-14 18:09:05,419 - INFO - Training: cls_zice: 57.21619245241418; reg_zipnll: 207.132677544052; aux_mae_loss_1: 121.03391820667335; aux_mae_loss_2: 18.001843555727472; aux_mae_loss_4: 2.7445522270962632; cnt_loss: 10.343302249908447; 2025-08-14 18:09:05,420 - INFO - Evaluation: Curr mae: 67.6229; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 512.4341; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.2999; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 18:09:05,420 - INFO - Epoch: 0631 / 1300 lr: 3.131e-06 2025-08-14 18:10:44,032 - INFO - Training: cls_zice: 57.70926137264713; reg_zipnll: 197.68473192229675; aux_mae_loss_1: 122.89415305561762; aux_mae_loss_2: 18.387919812092132; aux_mae_loss_4: 2.820423142156135; cnt_loss: 10.725317066310303; 2025-08-14 18:10:44,033 - INFO - Evaluation: Curr mae: 65.8900; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 511.4376; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.2929; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 18:10:44,033 - INFO - Epoch: 0632 / 1300 lr: 2.993e-06 2025-08-14 18:12:21,637 - INFO - Training: cls_zice: 59.23625079494516; reg_zipnll: 206.0993872399808; aux_mae_loss_1: 122.35714524570652; aux_mae_loss_2: 18.161813235834508; aux_mae_loss_4: 2.7696433274175942; cnt_loss: 9.751971285876394; 2025-08-14 18:12:21,638 - INFO - Evaluation: Curr mae: 68.2958; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 536.8086; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3365; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 18:12:21,638 - INFO - Epoch: 0633 / 1300 lr: 2.858e-06 2025-08-14 18:14:00,643 - INFO - Training: cls_zice: 54.46352173510584; reg_zipnll: 204.44517102278292; aux_mae_loss_1: 120.92679257135465; aux_mae_loss_2: 18.083427785294834; aux_mae_loss_4: 2.7783828475021766; cnt_loss: 10.511486102805346; 2025-08-14 18:14:00,644 - INFO - Evaluation: Curr mae: 70.2998; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 552.6896; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3286; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 18:14:00,645 - INFO - Epoch: 0634 / 1300 lr: 2.729e-06 2025-08-14 18:15:38,923 - INFO - Training: cls_zice: 53.795532438319874; reg_zipnll: 211.86895208187153; aux_mae_loss_1: 116.59163661848916; aux_mae_loss_2: 17.28075203613634; aux_mae_loss_4: 2.619160629023623; cnt_loss: 9.559056871654441; 2025-08-14 18:15:38,925 - INFO - Evaluation: Curr mae: 66.4234; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 513.5136; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3176; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 18:15:38,925 - INFO - Epoch: 0635 / 1300 lr: 2.604e-06 2025-08-14 18:17:16,864 - INFO - Training: cls_zice: 58.96233378952144; reg_zipnll: 198.89724518646005; aux_mae_loss_1: 123.41745111323262; aux_mae_loss_2: 18.426442952266388; aux_mae_loss_4: 2.8155344389091725; cnt_loss: 10.306511405501084; 2025-08-14 18:17:16,865 - INFO - Evaluation: Curr mae: 65.7697; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 498.0800; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3137; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 18:17:16,865 - INFO - Epoch: 0636 / 1300 lr: 2.483e-06 2025-08-14 18:18:55,138 - INFO - Training: cls_zice: 54.6251037071787; reg_zipnll: 199.99467795796136; aux_mae_loss_1: 117.63383453486817; aux_mae_loss_2: 17.494237810909596; aux_mae_loss_4: 2.642925093137207; cnt_loss: 9.369654348393025; 2025-08-14 18:18:55,139 - INFO - Evaluation: Curr mae: 66.9078; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 534.6912; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3382; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 18:18:55,140 - INFO - Epoch: 0637 / 1300 lr: 2.368e-06 2025-08-14 18:20:32,778 - INFO - Training: cls_zice: 58.1338702622983; reg_zipnll: 201.4392422281378; aux_mae_loss_1: 120.80931111166593; aux_mae_loss_2: 18.059580923659023; aux_mae_loss_4: 2.755630599119363; cnt_loss: 9.591272681721685; 2025-08-14 18:20:32,779 - INFO - Evaluation: Curr mae: 68.9051; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 540.9500; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3029; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 18:20:32,779 - INFO - Epoch: 0638 / 1300 lr: 2.257e-06 2025-08-14 18:22:10,750 - INFO - Training: cls_zice: 58.2411244510072; reg_zipnll: 211.66612765844192; aux_mae_loss_1: 122.64406286107237; aux_mae_loss_2: 18.168195230488912; aux_mae_loss_4: 2.7440362736621062; cnt_loss: 10.056279147805162; 2025-08-14 18:22:10,752 - INFO - Evaluation: Curr mae: 66.8088; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 524.8514; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.2978; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 18:22:10,752 - INFO - Epoch: 0639 / 1300 lr: 2.150e-06 2025-08-14 18:23:49,000 - INFO - Training: cls_zice: 56.95885713168619; reg_zipnll: 202.4575376535136; aux_mae_loss_1: 121.42015204392852; aux_mae_loss_2: 18.187698719740528; aux_mae_loss_4: 2.7845945077107928; cnt_loss: 10.086800767094433; 2025-08-14 18:23:49,002 - INFO - Evaluation: Curr mae: 65.3874; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 508.0891; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3177; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 18:23:49,002 - INFO - Epoch: 0640 / 1300 lr: 2.048e-06 2025-08-14 18:25:27,536 - INFO - Training: cls_zice: 54.77162964929345; reg_zipnll: 209.57471675431515; aux_mae_loss_1: 117.47209435195727; aux_mae_loss_2: 17.45538203636601; aux_mae_loss_4: 2.643162067108105; cnt_loss: 9.70878696778746; 2025-08-14 18:25:27,537 - INFO - Evaluation: Curr mae: 67.2266; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 534.1015; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3037; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 18:25:27,537 - INFO - Epoch: 0641 / 1300 lr: 1.951e-06 2025-08-14 18:27:04,867 - INFO - Training: cls_zice: 54.53335318543917; reg_zipnll: 210.71355407832522; aux_mae_loss_1: 116.51567741776493; aux_mae_loss_2: 17.326420669996953; aux_mae_loss_4: 2.6268921388758484; cnt_loss: 9.412779214143141; 2025-08-14 18:27:04,868 - INFO - Evaluation: Curr mae: 66.9254; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 504.9903; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3538; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 18:27:04,868 - INFO - Epoch: 0642 / 1300 lr: 1.859e-06 2025-08-14 18:28:42,855 - INFO - Training: cls_zice: 56.079136592027155; reg_zipnll: 210.00153140972697; aux_mae_loss_1: 117.91680197973177; aux_mae_loss_2: 17.475575917177764; aux_mae_loss_4: 2.636879575283178; cnt_loss: 9.560390628701924; 2025-08-14 18:28:42,857 - INFO - Evaluation: Curr mae: 64.5433; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 488.0986; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3140; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 18:28:42,857 - INFO - Epoch: 0643 / 1300 lr: 1.771e-06 2025-08-14 18:30:21,764 - INFO - Training: cls_zice: 55.9965073109286; reg_zipnll: 208.6243833772321; aux_mae_loss_1: 120.60283244115834; aux_mae_loss_2: 17.88316261737696; aux_mae_loss_4: 2.710881908019588; cnt_loss: 10.125888394206227; 2025-08-14 18:30:21,765 - INFO - Evaluation: Curr mae: 66.4669; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 507.9080; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3469; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 18:30:21,765 - INFO - Epoch: 0644 / 1300 lr: 1.688e-06 2025-08-14 18:32:00,072 - INFO - Training: cls_zice: 54.36477470516699; reg_zipnll: 210.21584805486134; aux_mae_loss_1: 117.44223662329823; aux_mae_loss_2: 17.375702067328604; aux_mae_loss_4: 2.622884113868282; cnt_loss: 9.522073396067386; 2025-08-14 18:32:00,073 - INFO - Evaluation: Curr mae: 66.1176; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 506.2845; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3381; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 18:32:00,073 - INFO - Epoch: 0645 / 1300 lr: 1.609e-06 2025-08-14 18:33:38,506 - INFO - Training: cls_zice: 55.10387179715161; reg_zipnll: 205.7319058685499; aux_mae_loss_1: 119.41082123312668; aux_mae_loss_2: 17.82196000609116; aux_mae_loss_4: 2.7166853059839773; cnt_loss: 9.931034195086031; 2025-08-14 18:33:38,507 - INFO - Evaluation: Curr mae: 67.3997; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 536.3606; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3230; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 18:33:38,507 - INFO - Epoch: 0646 / 1300 lr: 1.536e-06 2025-08-14 18:35:15,864 - INFO - Training: cls_zice: 54.80879644501792; reg_zipnll: 201.4305362750448; aux_mae_loss_1: 119.25932346334187; aux_mae_loss_2: 17.796185785210223; aux_mae_loss_4: 2.7186547334672246; cnt_loss: 9.851852718539593; 2025-08-14 18:35:15,865 - INFO - Evaluation: Curr mae: 64.0839; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 473.7870; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3258; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 18:35:15,866 - INFO - Epoch: 0647 / 1300 lr: 1.467e-06 2025-08-14 18:36:53,938 - INFO - Training: cls_zice: 54.75233139948091; reg_zipnll: 211.51096746057348; aux_mae_loss_1: 119.22813522417319; aux_mae_loss_2: 17.74190476253284; aux_mae_loss_4: 2.692847865712673; cnt_loss: 9.673769456868307; 2025-08-14 18:36:53,940 - INFO - Evaluation: Curr mae: 64.6923; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 490.2907; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3197; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 18:36:53,940 - INFO - Epoch: 0648 / 1300 lr: 1.403e-06 2025-08-14 18:38:32,546 - INFO - Training: cls_zice: 55.518174716738315; reg_zipnll: 207.03738184637152; aux_mae_loss_1: 120.24428977083731; aux_mae_loss_2: 17.877045354990237; aux_mae_loss_4: 2.7055319150799653; cnt_loss: 9.734587050955216; 2025-08-14 18:38:32,547 - INFO - Evaluation: Curr mae: 65.0806; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 522.7093; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3224; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 18:38:32,547 - INFO - Epoch: 0649 / 1300 lr: 1.343e-06 2025-08-14 18:40:11,532 - INFO - Training: cls_zice: 56.587088527210575; reg_zipnll: 209.36095865833116; aux_mae_loss_1: 119.97042444126159; aux_mae_loss_2: 17.802927958628207; aux_mae_loss_4: 2.697591090876523; cnt_loss: 9.856782937417606; 2025-08-14 18:40:11,533 - INFO - Evaluation: Curr mae: 67.1362; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 535.7042; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3135; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 18:40:11,533 - INFO - Epoch: 0650 / 1300 lr: 1.288e-06 2025-08-14 18:41:50,149 - INFO - Training: cls_zice: 57.070572716334794; reg_zipnll: 203.101211371336; aux_mae_loss_1: 121.30744427335293; aux_mae_loss_2: 18.026242755679053; aux_mae_loss_4: 2.741730129963941; cnt_loss: 9.248547867821545; 2025-08-14 18:41:50,150 - INFO - Evaluation: Curr mae: 64.8560; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 504.5662; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3270; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 18:41:50,803 - INFO - Epoch: 0651 / 1300 lr: 1.238e-06 2025-08-14 18:43:30,348 - INFO - Training: cls_zice: 56.2973107589471; reg_zipnll: 198.78813981396988; aux_mae_loss_1: 120.53899985659092; aux_mae_loss_2: 17.975814246273284; aux_mae_loss_4: 2.7343386842229984; cnt_loss: 9.935653150388084; 2025-08-14 18:43:30,349 - INFO - Evaluation: Curr mae: 66.8434; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 523.8570; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3035; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 18:43:30,349 - INFO - Epoch: 0652 / 1300 lr: 1.193e-06 2025-08-14 18:45:08,133 - INFO - Training: cls_zice: 55.14623387392543; reg_zipnll: 200.65078502939414; aux_mae_loss_1: 119.51829813194765; aux_mae_loss_2: 17.826606309199395; aux_mae_loss_4: 2.7300992419603243; cnt_loss: 10.21817696385641; 2025-08-14 18:45:08,134 - INFO - Evaluation: Curr mae: 67.6696; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 528.4006; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3292; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 18:45:08,134 - INFO - Epoch: 0653 / 1300 lr: 1.153e-06 2025-08-14 18:46:46,637 - INFO - Training: cls_zice: 53.56923650890818; reg_zipnll: 211.15968924868076; aux_mae_loss_1: 117.14638711983257; aux_mae_loss_2: 17.346067402847016; aux_mae_loss_4: 2.6271997270363463; cnt_loss: 9.363175461102268; 2025-08-14 18:46:46,639 - INFO - Evaluation: Curr mae: 66.2741; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 521.4166; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.2952; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 18:46:46,639 - INFO - Epoch: 0654 / 1300 lr: 1.117e-06 2025-08-14 18:48:24,816 - INFO - Training: cls_zice: 57.7665815543776; reg_zipnll: 209.20316427471093; aux_mae_loss_1: 123.26250901994484; aux_mae_loss_2: 18.392178673977103; aux_mae_loss_4: 2.808146902558736; cnt_loss: 10.137889613529097; 2025-08-14 18:48:24,818 - INFO - Evaluation: Curr mae: 67.5990; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 536.6436; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3219; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 18:48:24,818 - INFO - Epoch: 0655 / 1300 lr: 1.086e-06 2025-08-14 18:50:02,973 - INFO - Training: cls_zice: 58.00157365352298; reg_zipnll: 202.71354171242996; aux_mae_loss_1: 120.41002832035173; aux_mae_loss_2: 17.952008792244683; aux_mae_loss_4: 2.7355799477327145; cnt_loss: 9.682718706621303; 2025-08-14 18:50:02,975 - INFO - Evaluation: Curr mae: 66.2744; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 510.7590; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3175; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 18:50:02,975 - INFO - Epoch: 0656 / 1300 lr: 1.060e-06 2025-08-14 18:51:40,441 - INFO - Training: cls_zice: 56.393328400572955; reg_zipnll: 208.86817181937798; aux_mae_loss_1: 119.26272613898034; aux_mae_loss_2: 17.760823910524422; aux_mae_loss_4: 2.7068606409744618; cnt_loss: 9.721441663935742; 2025-08-14 18:51:40,443 - INFO - Evaluation: Curr mae: 67.9625; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 522.2011; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3207; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 18:51:40,443 - INFO - Epoch: 0657 / 1300 lr: 1.038e-06 2025-08-14 18:53:18,476 - INFO - Training: cls_zice: 57.732149368654795; reg_zipnll: 193.47572578194823; aux_mae_loss_1: 120.97987385825817; aux_mae_loss_2: 18.112435740492952; aux_mae_loss_4: 2.7651375484650424; cnt_loss: 10.060918985418304; 2025-08-14 18:53:18,477 - INFO - Evaluation: Curr mae: 67.2092; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 514.5611; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3473; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 18:53:18,477 - INFO - Epoch: 0658 / 1300 lr: 1.021e-06 2025-08-14 18:54:56,383 - INFO - Training: cls_zice: 54.27014887463158; reg_zipnll: 202.78219329422114; aux_mae_loss_1: 117.84710398186142; aux_mae_loss_2: 17.568201681642115; aux_mae_loss_4: 2.664642204202539; cnt_loss: 9.292185570709503; 2025-08-14 18:54:56,385 - INFO - Evaluation: Curr mae: 64.2311; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 477.9112; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.2974; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 18:54:56,385 - INFO - Epoch: 0659 / 1300 lr: 1.010e-06 2025-08-14 18:56:34,434 - INFO - Training: cls_zice: 55.098079929621484; reg_zipnll: 206.14324479483088; aux_mae_loss_1: 119.04929180684617; aux_mae_loss_2: 17.774992517456603; aux_mae_loss_4: 2.6896438486778336; cnt_loss: 9.222739269004077; 2025-08-14 18:56:34,435 - INFO - Evaluation: Curr mae: 66.9648; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 514.5765; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3327; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 18:56:34,435 - INFO - Epoch: 0660 / 1300 lr: 1.002e-06 2025-08-14 18:58:13,585 - INFO - Training: cls_zice: 55.460781385169234; reg_zipnll: 202.80094259502343; aux_mae_loss_1: 117.89606234592154; aux_mae_loss_2: 17.506349570953446; aux_mae_loss_4: 2.6405486625387002; cnt_loss: 9.449264112658856; 2025-08-14 18:58:13,586 - INFO - Evaluation: Curr mae: 67.9177; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 539.4878; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3271; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 18:58:13,586 - INFO - Epoch: 0661 / 1300 lr: 1.000e-04 2025-08-14 18:59:52,131 - INFO - Training: cls_zice: 55.184401308203114; reg_zipnll: 210.9968387093826; aux_mae_loss_1: 121.96158190925814; aux_mae_loss_2: 18.670873336130057; aux_mae_loss_4: 2.996541407083791; cnt_loss: 18.552030370290606; 2025-08-14 18:59:52,133 - INFO - Evaluation: Curr mae: 67.1197; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 423.3565; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.4155; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 18:59:52,133 - INFO - Epoch: 0662 / 1300 lr: 1.000e-04 2025-08-14 19:01:29,843 - INFO - Training: cls_zice: 60.04057444229837; reg_zipnll: 211.20068441748924; aux_mae_loss_1: 126.23700056590887; aux_mae_loss_2: 19.587823048348906; aux_mae_loss_4: 3.2162730359785967; cnt_loss: 20.676594016484554; 2025-08-14 19:01:29,844 - INFO - Evaluation: Curr mae: 81.3054; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 446.6841; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3391; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 19:01:29,844 - INFO - Epoch: 0663 / 1300 lr: 1.000e-04 2025-08-14 19:03:08,001 - INFO - Training: cls_zice: 57.98102829649393; reg_zipnll: 203.6527017039321; aux_mae_loss_1: 125.1690742522095; aux_mae_loss_2: 19.41014841221905; aux_mae_loss_4: 3.1557207904315545; cnt_loss: 18.37138315583256; 2025-08-14 19:03:08,003 - INFO - Evaluation: Curr mae: 84.3459; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 436.6309; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3248; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 19:03:08,003 - INFO - Epoch: 0664 / 1300 lr: 9.999e-05 2025-08-14 19:04:46,165 - INFO - Training: cls_zice: 58.0216554881368; reg_zipnll: 214.6225760589835; aux_mae_loss_1: 127.13041019194537; aux_mae_loss_2: 19.914432182410074; aux_mae_loss_4: 3.2932332541151954; cnt_loss: 21.931039685148814; 2025-08-14 19:04:46,167 - INFO - Evaluation: Curr mae: 75.0810; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 470.5565; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.4091; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 19:04:46,167 - INFO - Epoch: 0665 / 1300 lr: 9.999e-05 2025-08-14 19:06:23,836 - INFO - Training: cls_zice: 60.017818633955365; reg_zipnll: 219.50079774243667; aux_mae_loss_1: 128.60458755493164; aux_mae_loss_2: 20.129758576194547; aux_mae_loss_4: 3.344980430020771; cnt_loss: 20.072170282084407; 2025-08-14 19:06:23,837 - INFO - Evaluation: Curr mae: 91.5897; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 554.4811; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3538; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 19:06:23,837 - INFO - Epoch: 0666 / 1300 lr: 9.999e-05 2025-08-14 19:08:02,138 - INFO - Training: cls_zice: 57.18003118118621; reg_zipnll: 207.12580138061838; aux_mae_loss_1: 124.90994529429929; aux_mae_loss_2: 19.545609655600895; aux_mae_loss_4: 3.2299144074972; cnt_loss: 19.761914907200477; 2025-08-14 19:08:02,139 - INFO - Evaluation: Curr mae: 79.6541; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 581.0978; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3837; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 19:08:02,140 - INFO - Epoch: 0667 / 1300 lr: 9.998e-05 2025-08-14 19:09:40,195 - INFO - Training: cls_zice: 59.19521949622196; reg_zipnll: 210.7768854862007; aux_mae_loss_1: 126.00906113180832; aux_mae_loss_2: 19.435226782428575; aux_mae_loss_4: 3.171239848614965; cnt_loss: 19.389255975696297; 2025-08-14 19:09:40,196 - INFO - Evaluation: Curr mae: 76.1748; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 578.7276; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3560; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 19:09:40,197 - INFO - Epoch: 0668 / 1300 lr: 9.997e-05 2025-08-14 19:11:18,671 - INFO - Training: cls_zice: 55.49613721151585; reg_zipnll: 208.44458726623066; aux_mae_loss_1: 120.81083421780701; aux_mae_loss_2: 18.53723800948469; aux_mae_loss_4: 2.9870111954549285; cnt_loss: 16.852634698075928; 2025-08-14 19:11:18,673 - INFO - Evaluation: Curr mae: 81.7502; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 535.6705; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.2632; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 19:11:18,673 - INFO - Epoch: 0669 / 1300 lr: 9.996e-05 2025-08-14 19:12:57,677 - INFO - Training: cls_zice: 57.474042237302946; reg_zipnll: 210.77449574016973; aux_mae_loss_1: 124.99419449166345; aux_mae_loss_2: 19.223787003740245; aux_mae_loss_4: 3.1037635974835003; cnt_loss: 17.979816361074278; 2025-08-14 19:12:57,678 - INFO - Evaluation: Curr mae: 69.0966; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 523.3890; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.1964; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 19:12:57,678 - INFO - Epoch: 0670 / 1300 lr: 9.995e-05 2025-08-14 19:14:35,519 - INFO - Training: cls_zice: 57.24020942551464; reg_zipnll: 212.4571730214097; aux_mae_loss_1: 122.83322865797498; aux_mae_loss_2: 18.81954422830616; aux_mae_loss_4: 3.0240297363472477; cnt_loss: 17.50492203634012; 2025-08-14 19:14:35,520 - INFO - Evaluation: Curr mae: 82.4960; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 578.7207; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.2317; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 19:14:35,520 - INFO - Epoch: 0671 / 1300 lr: 9.994e-05 2025-08-14 19:16:12,746 - INFO - Training: cls_zice: 58.8430076294739; reg_zipnll: 208.48362447547422; aux_mae_loss_1: 124.87913191042706; aux_mae_loss_2: 19.273565877066172; aux_mae_loss_4: 3.118797064133965; cnt_loss: 17.681810298125356; 2025-08-14 19:16:12,748 - INFO - Evaluation: Curr mae: 74.2359; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 511.5126; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.2827; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 19:16:12,748 - INFO - Epoch: 0672 / 1300 lr: 9.993e-05 2025-08-14 19:17:51,564 - INFO - Training: cls_zice: 57.4255985032317; reg_zipnll: 207.03629914899105; aux_mae_loss_1: 124.97515255749073; aux_mae_loss_2: 19.33793444621226; aux_mae_loss_4: 3.1385611533199302; cnt_loss: 18.134149677036355; 2025-08-14 19:17:51,565 - INFO - Evaluation: Curr mae: 71.2128; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 512.1006; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.2479; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 19:17:51,565 - INFO - Epoch: 0673 / 1300 lr: 9.991e-05 2025-08-14 19:19:30,083 - INFO - Training: cls_zice: 56.58868555000631; reg_zipnll: 210.66577525984658; aux_mae_loss_1: 124.63888952848538; aux_mae_loss_2: 19.230209588391617; aux_mae_loss_4: 3.1153971687687085; cnt_loss: 17.569511650766994; 2025-08-14 19:19:30,084 - INFO - Evaluation: Curr mae: 81.1231; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 576.4811; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3383; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 19:19:30,084 - INFO - Epoch: 0674 / 1300 lr: 9.990e-05 2025-08-14 19:21:08,243 - INFO - Training: cls_zice: 58.74326683745593; reg_zipnll: 212.3145252806362; aux_mae_loss_1: 124.67388650261651; aux_mae_loss_2: 19.287576806575903; aux_mae_loss_4: 3.149230654870943; cnt_loss: 18.983128869441604; 2025-08-14 19:21:08,245 - INFO - Evaluation: Curr mae: 81.0678; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 495.3550; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.5029; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 19:21:08,245 - INFO - Epoch: 0675 / 1300 lr: 9.988e-05 2025-08-14 19:22:47,164 - INFO - Training: cls_zice: 59.258558052364535; reg_zipnll: 207.62469725621085; aux_mae_loss_1: 125.53106493324731; aux_mae_loss_2: 19.478006633204483; aux_mae_loss_4: 3.187170869433788; cnt_loss: 19.8349996036; 2025-08-14 19:22:47,166 - INFO - Evaluation: Curr mae: 75.3790; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 584.2529; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.2597; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 19:22:47,166 - INFO - Epoch: 0676 / 1300 lr: 9.987e-05 2025-08-14 19:24:25,466 - INFO - Training: cls_zice: 58.382001477219454; reg_zipnll: 227.21258521386468; aux_mae_loss_1: 128.34550836950464; aux_mae_loss_2: 20.08819470001064; aux_mae_loss_4: 3.3273344548625015; cnt_loss: 21.530927857580405; 2025-08-14 19:24:25,468 - INFO - Evaluation: Curr mae: 80.2801; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 584.5096; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3655; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 19:24:25,468 - INFO - Epoch: 0677 / 1300 lr: 9.985e-05 2025-08-14 19:26:05,344 - INFO - Training: cls_zice: 57.48706647087185; reg_zipnll: 205.91163753911584; aux_mae_loss_1: 124.00341511998508; aux_mae_loss_2: 19.212132965078084; aux_mae_loss_4: 3.117588024059727; cnt_loss: 18.481468428682852; 2025-08-14 19:26:05,345 - INFO - Evaluation: Curr mae: 74.1055; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 578.2563; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3587; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 19:26:05,345 - INFO - Epoch: 0678 / 1300 lr: 9.983e-05 2025-08-14 19:27:44,386 - INFO - Training: cls_zice: 59.701876542255626; reg_zipnll: 213.04361909214205; aux_mae_loss_1: 128.6430041943234; aux_mae_loss_2: 20.035933053278985; aux_mae_loss_4: 3.2669396775853663; cnt_loss: 19.519212426747025; 2025-08-14 19:27:44,387 - INFO - Evaluation: Curr mae: 75.5801; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 421.5021; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.4348; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 19:27:44,387 - INFO - Epoch: 0679 / 1300 lr: 9.981e-05 2025-08-14 19:29:23,092 - INFO - Training: cls_zice: 54.710019674774614; reg_zipnll: 220.05091718658997; aux_mae_loss_1: 121.51767046224795; aux_mae_loss_2: 18.69552933035902; aux_mae_loss_4: 2.9966533885823425; cnt_loss: 16.425147625964833; 2025-08-14 19:29:23,093 - INFO - Evaluation: Curr mae: 74.3287; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 581.5687; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3181; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 19:29:23,093 - INFO - Epoch: 0680 / 1300 lr: 9.978e-05 2025-08-14 19:31:00,244 - INFO - Training: cls_zice: 56.96263590654248; reg_zipnll: 215.73829753846314; aux_mae_loss_1: 123.7528940509708; aux_mae_loss_2: 19.221501952884744; aux_mae_loss_4: 3.1361652920669028; cnt_loss: 19.097419989139684; 2025-08-14 19:31:00,246 - INFO - Evaluation: Curr mae: 78.2006; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 581.4366; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.2886; Best nae: 0.1854; 0.1879; 0.1918; 0.1941; 0.1953; 2025-08-14 19:31:00,246 - INFO - Epoch: 0681 / 1300 lr: 9.976e-05 2025-08-14 19:32:38,115 - INFO - Training: cls_zice: 57.788896647088016; reg_zipnll: 213.16342296453246; aux_mae_loss_1: 127.26700823962841; aux_mae_loss_2: 19.90595913668831; aux_mae_loss_4: 3.2803933228196094; cnt_loss: 20.268958681346824; 2025-08-14 19:32:38,318 - INFO - Evaluation: Curr mae: 78.9918; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 593.2572; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.1661; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 19:32:38,318 - INFO - Epoch: 0682 / 1300 lr: 9.974e-05 2025-08-14 19:34:16,957 - INFO - Training: cls_zice: 58.74846829964293; reg_zipnll: 214.7474015929705; aux_mae_loss_1: 126.40510654694623; aux_mae_loss_2: 19.690413191876253; aux_mae_loss_4: 3.2143428239846905; cnt_loss: 19.601848534262885; 2025-08-14 19:34:16,959 - INFO - Evaluation: Curr mae: 86.8861; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 592.6059; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.4919; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 19:34:16,959 - INFO - Epoch: 0683 / 1300 lr: 9.971e-05 2025-08-14 19:35:54,884 - INFO - Training: cls_zice: 55.16097142304124; reg_zipnll: 213.42191312735983; aux_mae_loss_1: 123.93642060738296; aux_mae_loss_2: 19.060001775354223; aux_mae_loss_4: 3.0741917112492656; cnt_loss: 17.352785797535912; 2025-08-14 19:35:54,885 - INFO - Evaluation: Curr mae: 78.6828; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 585.5057; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.4851; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 19:35:54,886 - INFO - Epoch: 0684 / 1300 lr: 9.968e-05 2025-08-14 19:37:33,400 - INFO - Training: cls_zice: 58.920720086152876; reg_zipnll: 213.10534261982974; aux_mae_loss_1: 125.92437881920821; aux_mae_loss_2: 19.32216680938603; aux_mae_loss_4: 3.1187153466256543; cnt_loss: 17.751113585150947; 2025-08-14 19:37:33,402 - INFO - Evaluation: Curr mae: 82.0155; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 511.0983; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.5459; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 19:37:33,402 - INFO - Epoch: 0685 / 1300 lr: 9.966e-05 2025-08-14 19:39:10,916 - INFO - Training: cls_zice: 59.09161296781813; reg_zipnll: 197.72948018444228; aux_mae_loss_1: 127.88343844376983; aux_mae_loss_2: 19.893186914890162; aux_mae_loss_4: 3.259326522638375; cnt_loss: 19.039607334259543; 2025-08-14 19:39:10,917 - INFO - Evaluation: Curr mae: 78.2586; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 518.8502; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.4933; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 19:39:10,917 - INFO - Epoch: 0686 / 1300 lr: 9.963e-05 2025-08-14 19:40:49,236 - INFO - Training: cls_zice: 57.69676689382231; reg_zipnll: 217.80772289580122; aux_mae_loss_1: 126.64165795921973; aux_mae_loss_2: 19.746239440300165; aux_mae_loss_4: 3.245087185525036; cnt_loss: 20.79127301838833; 2025-08-14 19:40:49,237 - INFO - Evaluation: Curr mae: 83.8805; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 519.4341; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.4894; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 19:40:49,238 - INFO - Epoch: 0687 / 1300 lr: 9.960e-05 2025-08-14 19:42:27,452 - INFO - Training: cls_zice: 57.658959026967956; reg_zipnll: 203.51095695789797; aux_mae_loss_1: 124.43121260419909; aux_mae_loss_2: 19.50252642361854; aux_mae_loss_4: 3.21545366594295; cnt_loss: 19.221239319497332; 2025-08-14 19:42:27,454 - INFO - Evaluation: Curr mae: 91.7405; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 566.8878; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.5077; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 19:42:27,454 - INFO - Epoch: 0688 / 1300 lr: 9.957e-05 2025-08-14 19:44:07,182 - INFO - Training: cls_zice: 56.549948112440596; reg_zipnll: 212.47391002037224; aux_mae_loss_1: 124.0914785831324; aux_mae_loss_2: 19.2033780497573; aux_mae_loss_4: 3.1050093897204167; cnt_loss: 16.59858701498772; 2025-08-14 19:44:07,184 - INFO - Evaluation: Curr mae: 81.8638; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 497.5924; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.5114; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 19:44:07,184 - INFO - Epoch: 0689 / 1300 lr: 9.953e-05 2025-08-14 19:45:45,099 - INFO - Training: cls_zice: 56.207752019090336; reg_zipnll: 206.53160330568917; aux_mae_loss_1: 123.7256207208707; aux_mae_loss_2: 19.25289731160534; aux_mae_loss_4: 3.1246772708807016; cnt_loss: 18.495722834432645; 2025-08-14 19:45:45,100 - INFO - Evaluation: Curr mae: 94.1120; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 547.4662; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.8978; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 19:45:45,100 - INFO - Epoch: 0690 / 1300 lr: 9.950e-05 2025-08-14 19:47:23,682 - INFO - Training: cls_zice: 59.88044889106542; reg_zipnll: 216.33586173560136; aux_mae_loss_1: 125.9311661315761; aux_mae_loss_2: 19.371850499150685; aux_mae_loss_4: 3.1393140604992453; cnt_loss: 18.296522427647158; 2025-08-14 19:47:23,683 - INFO - Evaluation: Curr mae: 70.2306; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 480.1750; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3206; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 19:47:23,683 - INFO - Epoch: 0691 / 1300 lr: 9.946e-05 2025-08-14 19:49:00,896 - INFO - Training: cls_zice: 58.7097575687121; reg_zipnll: 217.8826234420345; aux_mae_loss_1: 124.96938023407846; aux_mae_loss_2: 19.16323176447714; aux_mae_loss_4: 3.0639661375845; cnt_loss: 16.914826617755743; 2025-08-14 19:49:00,898 - INFO - Evaluation: Curr mae: 97.2023; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 594.0685; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.6270; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 19:49:00,898 - INFO - Epoch: 0692 / 1300 lr: 9.943e-05 2025-08-14 19:50:38,968 - INFO - Training: cls_zice: 57.09299809349687; reg_zipnll: 212.215264249277; aux_mae_loss_1: 123.66923131673073; aux_mae_loss_2: 19.031830730045975; aux_mae_loss_4: 3.055938969081349; cnt_loss: 17.401735579140084; 2025-08-14 19:50:38,969 - INFO - Evaluation: Curr mae: 81.3866; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 416.4161; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.6732; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 19:50:38,969 - INFO - Epoch: 0693 / 1300 lr: 9.939e-05 2025-08-14 19:52:17,234 - INFO - Training: cls_zice: 59.50143980056737; reg_zipnll: 208.1279776016667; aux_mae_loss_1: 124.85034029158957; aux_mae_loss_2: 19.517175130795085; aux_mae_loss_4: 3.219559219625125; cnt_loss: 20.299250347755255; 2025-08-14 19:52:17,235 - INFO - Evaluation: Curr mae: 99.0985; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 534.8469; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.4496; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 19:52:17,236 - INFO - Epoch: 0694 / 1300 lr: 9.935e-05 2025-08-14 19:53:55,329 - INFO - Training: cls_zice: 60.085253080549464; reg_zipnll: 209.14639800005523; aux_mae_loss_1: 126.64627538058322; aux_mae_loss_2: 19.58316553405134; aux_mae_loss_4: 3.2026638825325855; cnt_loss: 19.409947861436095; 2025-08-14 19:53:55,330 - INFO - Evaluation: Curr mae: 85.1232; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 468.9575; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.5189; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 19:53:55,330 - INFO - Epoch: 0695 / 1300 lr: 9.931e-05 2025-08-14 19:55:32,873 - INFO - Training: cls_zice: 57.446603906836486; reg_zipnll: 212.226122093691; aux_mae_loss_1: 123.078514050089; aux_mae_loss_2: 18.969445770994252; aux_mae_loss_4: 3.055603611438624; cnt_loss: 16.497480373762567; 2025-08-14 19:55:32,874 - INFO - Evaluation: Curr mae: 67.2963; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 495.0293; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3208; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 19:55:32,874 - INFO - Epoch: 0696 / 1300 lr: 9.927e-05 2025-08-14 19:57:10,825 - INFO - Training: cls_zice: 59.42617753764811; reg_zipnll: 201.6915561411252; aux_mae_loss_1: 127.28385456055786; aux_mae_loss_2: 19.725658599392613; aux_mae_loss_4: 3.2316852500015787; cnt_loss: 19.557453204243227; 2025-08-14 19:57:10,826 - INFO - Evaluation: Curr mae: 86.7317; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 563.9408; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3908; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 19:57:10,826 - INFO - Epoch: 0697 / 1300 lr: 9.923e-05 2025-08-14 19:58:47,951 - INFO - Training: cls_zice: 58.15920355199695; reg_zipnll: 211.69405062462187; aux_mae_loss_1: 123.81921852523686; aux_mae_loss_2: 19.071565100956697; aux_mae_loss_4: 3.088407381487996; cnt_loss: 17.90760002834938; 2025-08-14 19:58:47,952 - INFO - Evaluation: Curr mae: 84.8823; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 515.9251; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.4691; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 19:58:47,952 - INFO - Epoch: 0698 / 1300 lr: 9.919e-05 2025-08-14 20:00:25,242 - INFO - Training: cls_zice: 58.9522666753411; reg_zipnll: 213.89772074878368; aux_mae_loss_1: 124.77429263450799; aux_mae_loss_2: 19.157710761827797; aux_mae_loss_4: 3.069160164321909; cnt_loss: 17.419156797440927; 2025-08-14 20:00:25,243 - INFO - Evaluation: Curr mae: 89.1456; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 598.5755; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.4502; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 20:00:25,244 - INFO - Epoch: 0699 / 1300 lr: 9.914e-05 2025-08-14 20:02:03,275 - INFO - Training: cls_zice: 57.01650799761088; reg_zipnll: 214.0568128061172; aux_mae_loss_1: 123.33104335618204; aux_mae_loss_2: 19.03735848196368; aux_mae_loss_4: 3.0957288654727004; cnt_loss: 18.729634820648823; 2025-08-14 20:02:03,277 - INFO - Evaluation: Curr mae: 86.0876; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 474.7833; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 1.5548; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 20:02:03,277 - INFO - Epoch: 0700 / 1300 lr: 9.910e-05 2025-08-14 20:03:42,031 - INFO - Training: cls_zice: 58.1351218778822; reg_zipnll: 204.9204482738034; aux_mae_loss_1: 123.70691692675906; aux_mae_loss_2: 19.175448084858207; aux_mae_loss_4: 3.1114722041360516; cnt_loss: 17.919238865222294; 2025-08-14 20:03:42,033 - INFO - Evaluation: Curr mae: 78.3305; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 464.1937; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.5872; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 20:03:42,621 - INFO - Epoch: 0701 / 1300 lr: 9.905e-05 2025-08-14 20:05:21,876 - INFO - Training: cls_zice: 57.323466485294404; reg_zipnll: 214.51282187415273; aux_mae_loss_1: 123.67320214200448; aux_mae_loss_2: 19.128444316148144; aux_mae_loss_4: 3.129607947289484; cnt_loss: 19.00595105092752; 2025-08-14 20:05:21,877 - INFO - Evaluation: Curr mae: 74.2655; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 521.5815; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3013; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 20:05:21,877 - INFO - Epoch: 0702 / 1300 lr: 9.900e-05 2025-08-14 20:07:00,482 - INFO - Training: cls_zice: 56.80428295565295; reg_zipnll: 212.8144051029627; aux_mae_loss_1: 123.58900423221539; aux_mae_loss_2: 18.855142785834776; aux_mae_loss_4: 3.0095461977784614; cnt_loss: 17.020359602869323; 2025-08-14 20:07:00,483 - INFO - Evaluation: Curr mae: 78.0354; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 565.2412; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3504; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 20:07:00,483 - INFO - Epoch: 0703 / 1300 lr: 9.895e-05 2025-08-14 20:08:38,613 - INFO - Training: cls_zice: 54.60801623750162; reg_zipnll: 212.80100173754067; aux_mae_loss_1: 121.64987908782567; aux_mae_loss_2: 18.624876126532076; aux_mae_loss_4: 2.981939056385452; cnt_loss: 17.062409205730898; 2025-08-14 20:08:38,614 - INFO - Evaluation: Curr mae: 74.5734; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 584.1998; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.2531; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 20:08:38,614 - INFO - Epoch: 0704 / 1300 lr: 9.890e-05 2025-08-14 20:10:17,008 - INFO - Training: cls_zice: 56.9123449237457; reg_zipnll: 216.73960900980893; aux_mae_loss_1: 123.29127792221108; aux_mae_loss_2: 19.084247328015405; aux_mae_loss_4: 3.0965044644007644; cnt_loss: 18.39418822327739; 2025-08-14 20:10:17,009 - INFO - Evaluation: Curr mae: 71.6126; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 478.3609; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3549; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 20:10:17,009 - INFO - Epoch: 0705 / 1300 lr: 9.885e-05 2025-08-14 20:11:55,669 - INFO - Training: cls_zice: 59.28727587712761; reg_zipnll: 212.5218271584008; aux_mae_loss_1: 126.08148018805105; aux_mae_loss_2: 19.499894758729518; aux_mae_loss_4: 3.1828459170299817; cnt_loss: 18.833452688084776; 2025-08-14 20:11:55,671 - INFO - Evaluation: Curr mae: 71.6307; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 409.6121; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.4086; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 20:11:55,671 - INFO - Epoch: 0706 / 1300 lr: 9.880e-05 2025-08-14 20:13:34,560 - INFO - Training: cls_zice: 56.661862564040945; reg_zipnll: 209.30019286481763; aux_mae_loss_1: 123.60440431707623; aux_mae_loss_2: 18.946762214895998; aux_mae_loss_4: 3.0247635704999105; cnt_loss: 16.143592868795125; 2025-08-14 20:13:34,561 - INFO - Evaluation: Curr mae: 73.9251; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 509.4739; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.2996; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 20:13:34,561 - INFO - Epoch: 0707 / 1300 lr: 9.874e-05 2025-08-14 20:15:13,423 - INFO - Training: cls_zice: 58.24084794908226; reg_zipnll: 211.5262089903373; aux_mae_loss_1: 124.70733288076053; aux_mae_loss_2: 19.30664842815203; aux_mae_loss_4: 3.131072231307434; cnt_loss: 18.701175513794613; 2025-08-14 20:15:13,424 - INFO - Evaluation: Curr mae: 71.5045; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 501.8356; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.2769; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 20:15:13,425 - INFO - Epoch: 0708 / 1300 lr: 9.869e-05 2025-08-14 20:16:51,974 - INFO - Training: cls_zice: 57.0594441391202; reg_zipnll: 211.7565082363727; aux_mae_loss_1: 123.89916602382317; aux_mae_loss_2: 19.17669936010954; aux_mae_loss_4: 3.1023931523215187; cnt_loss: 18.359514720948617; 2025-08-14 20:16:51,976 - INFO - Evaluation: Curr mae: 84.9324; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 531.9679; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.2749; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 20:16:51,976 - INFO - Epoch: 0709 / 1300 lr: 9.863e-05 2025-08-14 20:18:29,735 - INFO - Training: cls_zice: 53.632272579522855; reg_zipnll: 213.03867564777482; aux_mae_loss_1: 120.62599866617002; aux_mae_loss_2: 18.608128610184384; aux_mae_loss_4: 3.010087243082591; cnt_loss: 17.300811489320967; 2025-08-14 20:18:29,736 - INFO - Evaluation: Curr mae: 82.3517; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 440.2160; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3256; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 20:18:29,737 - INFO - Epoch: 0710 / 1300 lr: 9.858e-05 2025-08-14 20:20:07,445 - INFO - Training: cls_zice: 58.450463635219705; reg_zipnll: 209.23526473645992; aux_mae_loss_1: 125.99262516051148; aux_mae_loss_2: 19.488105338765905; aux_mae_loss_4: 3.157504578329297; cnt_loss: 18.946006960304967; 2025-08-14 20:20:07,447 - INFO - Evaluation: Curr mae: 71.7395; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 553.3762; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.5072; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 20:20:07,447 - INFO - Epoch: 0711 / 1300 lr: 9.852e-05 2025-08-14 20:21:45,658 - INFO - Training: cls_zice: 58.64196600996743; reg_zipnll: 213.60151060442692; aux_mae_loss_1: 125.59982129172985; aux_mae_loss_2: 19.360514605259834; aux_mae_loss_4: 3.1227160264716356; cnt_loss: 17.781708690378537; 2025-08-14 20:21:45,660 - INFO - Evaluation: Curr mae: 73.7581; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 503.0106; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.5376; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 20:21:45,660 - INFO - Epoch: 0712 / 1300 lr: 9.846e-05 2025-08-14 20:23:24,292 - INFO - Training: cls_zice: 58.29977588324896; reg_zipnll: 206.49663460346605; aux_mae_loss_1: 125.7575642799044; aux_mae_loss_2: 19.396478242310277; aux_mae_loss_4: 3.142206811353296; cnt_loss: 17.14997140975109; 2025-08-14 20:23:24,294 - INFO - Evaluation: Curr mae: 80.0121; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 522.5741; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.6054; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 20:23:24,294 - INFO - Epoch: 0713 / 1300 lr: 9.840e-05 2025-08-14 20:25:02,709 - INFO - Training: cls_zice: 53.85975500397327; reg_zipnll: 208.7037275848781; aux_mae_loss_1: 120.59558151068602; aux_mae_loss_2: 18.501693137200753; aux_mae_loss_4: 2.9670246773636433; cnt_loss: 16.72326113816092; 2025-08-14 20:25:02,710 - INFO - Evaluation: Curr mae: 70.9201; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 534.3843; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3811; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 20:25:02,710 - INFO - Epoch: 0714 / 1300 lr: 9.833e-05 2025-08-14 20:26:41,007 - INFO - Training: cls_zice: 57.58112749449698; reg_zipnll: 206.43104079572583; aux_mae_loss_1: 122.84231707124293; aux_mae_loss_2: 18.978272145082528; aux_mae_loss_4: 3.0901419846748017; cnt_loss: 18.595145483862773; 2025-08-14 20:26:41,008 - INFO - Evaluation: Curr mae: 72.8414; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 551.2161; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3047; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 20:26:41,008 - INFO - Epoch: 0715 / 1300 lr: 9.827e-05 2025-08-14 20:28:19,741 - INFO - Training: cls_zice: 55.95645087972705; reg_zipnll: 212.63309375792358; aux_mae_loss_1: 123.53453218906274; aux_mae_loss_2: 19.122473022931647; aux_mae_loss_4: 3.1284913506483356; cnt_loss: 18.42717946556356; 2025-08-14 20:28:19,742 - INFO - Evaluation: Curr mae: 90.6803; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 513.3713; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3164; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 20:28:19,743 - INFO - Epoch: 0716 / 1300 lr: 9.821e-05 2025-08-14 20:29:57,689 - INFO - Training: cls_zice: 58.44782776770524; reg_zipnll: 216.10657119260657; aux_mae_loss_1: 123.45610693610419; aux_mae_loss_2: 19.12501836803701; aux_mae_loss_4: 3.1135639854752313; cnt_loss: 18.841525679688832; 2025-08-14 20:29:57,690 - INFO - Evaluation: Curr mae: 77.0034; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 540.0547; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.2823; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 20:29:57,690 - INFO - Epoch: 0717 / 1300 lr: 9.814e-05 2025-08-14 20:31:34,923 - INFO - Training: cls_zice: 55.61886066792097; reg_zipnll: 221.01827896039714; aux_mae_loss_1: 123.91065147419515; aux_mae_loss_2: 19.196526329437688; aux_mae_loss_4: 3.1299034784569533; cnt_loss: 19.525001260492672; 2025-08-14 20:31:34,925 - INFO - Evaluation: Curr mae: 146.2327; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 614.9603; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 2.5367; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 20:31:34,925 - INFO - Epoch: 0718 / 1300 lr: 9.808e-05 2025-08-14 20:33:13,210 - INFO - Training: cls_zice: 57.68998538386699; reg_zipnll: 213.81300637899756; aux_mae_loss_1: 127.5664448676808; aux_mae_loss_2: 20.238223382930215; aux_mae_loss_4: 3.3918696133213975; cnt_loss: 22.369955363800717; 2025-08-14 20:33:13,211 - INFO - Evaluation: Curr mae: 82.0298; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 590.2187; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.4180; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 20:33:13,211 - INFO - Epoch: 0719 / 1300 lr: 9.801e-05 2025-08-14 20:34:51,312 - INFO - Training: cls_zice: 56.30156847627733; reg_zipnll: 205.2222254834016; aux_mae_loss_1: 121.84882655793413; aux_mae_loss_2: 18.69416369018947; aux_mae_loss_4: 2.9986225728204134; cnt_loss: 16.8907678721803; 2025-08-14 20:34:51,313 - INFO - Evaluation: Curr mae: 69.9207; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 545.3887; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.2158; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 20:34:51,314 - INFO - Epoch: 0720 / 1300 lr: 9.794e-05 2025-08-14 20:36:30,361 - INFO - Training: cls_zice: 56.224113676534216; reg_zipnll: 219.54919147246295; aux_mae_loss_1: 125.01232911136891; aux_mae_loss_2: 19.17106883323591; aux_mae_loss_4: 3.0912302694161324; cnt_loss: 16.997371339859264; 2025-08-14 20:36:30,362 - INFO - Evaluation: Curr mae: 74.7558; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 556.5888; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.2369; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 20:36:30,362 - INFO - Epoch: 0721 / 1300 lr: 9.787e-05 2025-08-14 20:38:08,893 - INFO - Training: cls_zice: 59.45234801710265; reg_zipnll: 214.82151433557348; aux_mae_loss_1: 128.1621408388976; aux_mae_loss_2: 19.894697256137288; aux_mae_loss_4: 3.2615587293029136; cnt_loss: 19.820766502603465; 2025-08-14 20:38:08,894 - INFO - Evaluation: Curr mae: 79.3663; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 576.3872; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3822; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 20:38:08,894 - INFO - Epoch: 0722 / 1300 lr: 9.780e-05 2025-08-14 20:39:48,699 - INFO - Training: cls_zice: 58.40749927175382; reg_zipnll: 217.64220261757663; aux_mae_loss_1: 125.80364925512005; aux_mae_loss_2: 19.3494669018184; aux_mae_loss_4: 3.1122951349746293; cnt_loss: 17.557907013782806; 2025-08-14 20:39:48,700 - INFO - Evaluation: Curr mae: 72.7046; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 525.6437; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3056; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 20:39:48,700 - INFO - Epoch: 0723 / 1300 lr: 9.773e-05 2025-08-14 20:41:26,680 - INFO - Training: cls_zice: 57.150853510189485; reg_zipnll: 207.5284351162555; aux_mae_loss_1: 123.40208501251927; aux_mae_loss_2: 18.984115174006682; aux_mae_loss_4: 3.056919283303013; cnt_loss: 16.689486656213482; 2025-08-14 20:41:26,681 - INFO - Evaluation: Curr mae: 75.4832; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 581.4323; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3905; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 20:41:26,682 - INFO - Epoch: 0724 / 1300 lr: 9.765e-05 2025-08-14 20:43:04,830 - INFO - Training: cls_zice: 56.54543003462887; reg_zipnll: 211.05539799472055; aux_mae_loss_1: 123.9275977764767; aux_mae_loss_2: 18.947146596516312; aux_mae_loss_4: 3.0332091472142766; cnt_loss: 16.305469234682295; 2025-08-14 20:43:04,831 - INFO - Evaluation: Curr mae: 67.7754; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 397.6276; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.4862; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 20:43:04,831 - INFO - Epoch: 0725 / 1300 lr: 9.758e-05 2025-08-14 20:44:43,606 - INFO - Training: cls_zice: 57.482531785275455; reg_zipnll: 210.2649756286935; aux_mae_loss_1: 124.11305883059465; aux_mae_loss_2: 19.04078462620321; aux_mae_loss_4: 3.049628395347791; cnt_loss: 16.593836760153195; 2025-08-14 20:44:43,608 - INFO - Evaluation: Curr mae: 79.5678; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 585.3145; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3836; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 20:44:43,608 - INFO - Epoch: 0726 / 1300 lr: 9.750e-05 2025-08-14 20:46:21,932 - INFO - Training: cls_zice: 56.1596814416981; reg_zipnll: 211.81602539807787; aux_mae_loss_1: 123.74575081459967; aux_mae_loss_2: 19.01161699307302; aux_mae_loss_4: 3.04041405432022; cnt_loss: 17.222300268384057; 2025-08-14 20:46:21,933 - INFO - Evaluation: Curr mae: 109.5189; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 540.1947; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.6070; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 20:46:21,933 - INFO - Epoch: 0727 / 1300 lr: 9.742e-05 2025-08-14 20:47:59,829 - INFO - Training: cls_zice: 63.024793471231256; reg_zipnll: 212.19319996674446; aux_mae_loss_1: 128.22359003689724; aux_mae_loss_2: 19.607706039301227; aux_mae_loss_4: 3.1464336496085923; cnt_loss: 17.754090742464236; 2025-08-14 20:47:59,830 - INFO - Evaluation: Curr mae: 80.3244; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 579.5579; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3703; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 20:47:59,830 - INFO - Epoch: 0728 / 1300 lr: 9.735e-05 2025-08-14 20:49:38,059 - INFO - Training: cls_zice: 54.63193759789504; reg_zipnll: 210.834899814086; aux_mae_loss_1: 122.29943059220106; aux_mae_loss_2: 18.687448268071545; aux_mae_loss_4: 2.9838967871849826; cnt_loss: 16.014847309240032; 2025-08-14 20:49:38,060 - INFO - Evaluation: Curr mae: 73.0294; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 443.7228; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.6692; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 20:49:38,060 - INFO - Epoch: 0729 / 1300 lr: 9.727e-05 2025-08-14 20:51:16,723 - INFO - Training: cls_zice: 56.71227096867745; reg_zipnll: 213.29328495800343; aux_mae_loss_1: 122.50764684995832; aux_mae_loss_2: 18.91583123121286; aux_mae_loss_4: 3.050428463744627; cnt_loss: 17.299525337231497; 2025-08-14 20:51:16,725 - INFO - Evaluation: Curr mae: 70.9692; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 500.3626; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.5582; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 20:51:16,725 - INFO - Epoch: 0730 / 1300 lr: 9.719e-05 2025-08-14 20:52:55,201 - INFO - Training: cls_zice: 55.51160680588843; reg_zipnll: 211.61509390784414; aux_mae_loss_1: 120.96751590620889; aux_mae_loss_2: 18.59296535648846; aux_mae_loss_4: 3.001985585321804; cnt_loss: 17.689308418712763; 2025-08-14 20:52:55,202 - INFO - Evaluation: Curr mae: 72.2398; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 543.1157; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3115; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 20:52:55,202 - INFO - Epoch: 0731 / 1300 lr: 9.711e-05 2025-08-14 20:54:33,774 - INFO - Training: cls_zice: 57.36429528240833; reg_zipnll: 209.73494450782442; aux_mae_loss_1: 124.0146498839469; aux_mae_loss_2: 19.2131735812729; aux_mae_loss_4: 3.091798928065901; cnt_loss: 17.853204320819334; 2025-08-14 20:54:33,775 - INFO - Evaluation: Curr mae: 74.6731; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 532.7960; Best rmse: 292.5326; 337.9605; 352.0079; 364.5541; 375.3155; Curr nae: 0.3857; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 20:54:33,776 - INFO - Epoch: 0732 / 1300 lr: 9.702e-05 2025-08-14 20:56:11,541 - INFO - Training: cls_zice: 60.08926419423448; reg_zipnll: 208.96099919218636; aux_mae_loss_1: 126.63997723204311; aux_mae_loss_2: 19.574987333047666; aux_mae_loss_4: 3.1896761950000085; cnt_loss: 19.4318110654777; 2025-08-14 20:56:11,743 - INFO - Evaluation: Curr mae: 63.8887; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 322.9281; Best rmse: 292.5326; 322.9281; 337.9605; 352.0079; 364.5541; Curr nae: 0.4824; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 20:56:11,744 - INFO - Epoch: 0733 / 1300 lr: 9.694e-05 2025-08-14 20:57:50,627 - INFO - Training: cls_zice: 58.16719693500922; reg_zipnll: 202.2813140947592; aux_mae_loss_1: 124.84123138535605; aux_mae_loss_2: 19.374040477992942; aux_mae_loss_4: 3.1452120124221152; cnt_loss: 18.38075510977473; 2025-08-14 20:57:50,628 - INFO - Evaluation: Curr mae: 76.6824; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 555.7033; Best rmse: 292.5326; 322.9281; 337.9605; 352.0079; 364.5541; Curr nae: 0.3054; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 20:57:50,629 - INFO - Epoch: 0734 / 1300 lr: 9.686e-05 2025-08-14 20:59:28,948 - INFO - Training: cls_zice: 56.5116695510008; reg_zipnll: 211.70759644299974; aux_mae_loss_1: 123.57589631215465; aux_mae_loss_2: 18.986046950430982; aux_mae_loss_4: 3.0482636811187764; cnt_loss: 17.13023924459835; 2025-08-14 20:59:28,950 - INFO - Evaluation: Curr mae: 75.2077; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 525.6234; Best rmse: 292.5326; 322.9281; 337.9605; 352.0079; 364.5541; Curr nae: 0.3124; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 20:59:28,950 - INFO - Epoch: 0735 / 1300 lr: 9.677e-05 2025-08-14 21:01:08,411 - INFO - Training: cls_zice: 56.07006097797563; reg_zipnll: 206.34804453518825; aux_mae_loss_1: 122.516658199477; aux_mae_loss_2: 18.868299750252064; aux_mae_loss_4: 3.0337779803876703; cnt_loss: 16.829103879266654; 2025-08-14 21:01:08,412 - INFO - Evaluation: Curr mae: 75.9897; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 487.1101; Best rmse: 292.5326; 322.9281; 337.9605; 352.0079; 364.5541; Curr nae: 0.2077; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 21:01:08,412 - INFO - Epoch: 0736 / 1300 lr: 9.668e-05 2025-08-14 21:02:47,327 - INFO - Training: cls_zice: 57.0515947057686; reg_zipnll: 214.1923781740635; aux_mae_loss_1: 123.74492825701795; aux_mae_loss_2: 18.928283769857607; aux_mae_loss_4: 3.0124468342963713; cnt_loss: 16.55674696428304; 2025-08-14 21:02:47,328 - INFO - Evaluation: Curr mae: 80.0344; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 487.2707; Best rmse: 292.5326; 322.9281; 337.9605; 352.0079; 364.5541; Curr nae: 0.2529; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 21:02:47,328 - INFO - Epoch: 0737 / 1300 lr: 9.660e-05 2025-08-14 21:04:25,787 - INFO - Training: cls_zice: 57.38741233791668; reg_zipnll: 210.95814517102082; aux_mae_loss_1: 124.91029186297811; aux_mae_loss_2: 19.277408431918577; aux_mae_loss_4: 3.1254452198820433; cnt_loss: 17.839249404966065; 2025-08-14 21:04:25,789 - INFO - Evaluation: Curr mae: 76.6051; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 492.7000; Best rmse: 292.5326; 322.9281; 337.9605; 352.0079; 364.5541; Curr nae: 0.3360; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 21:04:25,789 - INFO - Epoch: 0738 / 1300 lr: 9.651e-05 2025-08-14 21:06:04,561 - INFO - Training: cls_zice: 55.233855433206635; reg_zipnll: 213.41355951892686; aux_mae_loss_1: 124.68870267892558; aux_mae_loss_2: 19.33708703180818; aux_mae_loss_4: 3.139867722528453; cnt_loss: 18.840626451227536; 2025-08-14 21:06:04,563 - INFO - Evaluation: Curr mae: 80.2763; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 583.5408; Best rmse: 292.5326; 322.9281; 337.9605; 352.0079; 364.5541; Curr nae: 0.3774; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 21:06:04,563 - INFO - Epoch: 0739 / 1300 lr: 9.642e-05 2025-08-14 21:07:42,515 - INFO - Training: cls_zice: 59.13687976267773; reg_zipnll: 208.20161359536922; aux_mae_loss_1: 126.93549026744225; aux_mae_loss_2: 19.6210162670263; aux_mae_loss_4: 3.207599577070202; cnt_loss: 19.563900847974352; 2025-08-14 21:07:42,517 - INFO - Evaluation: Curr mae: 79.9272; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 492.6492; Best rmse: 292.5326; 322.9281; 337.9605; 352.0079; 364.5541; Curr nae: 0.5099; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 21:07:42,517 - INFO - Epoch: 0740 / 1300 lr: 9.632e-05 2025-08-14 21:09:20,662 - INFO - Training: cls_zice: 55.18886102747488; reg_zipnll: 208.80402009468764; aux_mae_loss_1: 121.58633204168403; aux_mae_loss_2: 18.625455488582503; aux_mae_loss_4: 2.9787889679936947; cnt_loss: 16.642782258190657; 2025-08-14 21:09:20,664 - INFO - Evaluation: Curr mae: 73.0699; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 474.5288; Best rmse: 292.5326; 322.9281; 337.9605; 352.0079; 364.5541; Curr nae: 0.4503; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 21:09:20,664 - INFO - Epoch: 0741 / 1300 lr: 9.623e-05 2025-08-14 21:10:59,527 - INFO - Training: cls_zice: 58.48751462210726; reg_zipnll: 210.0748182997912; aux_mae_loss_1: 124.57660202379398; aux_mae_loss_2: 19.293406853026166; aux_mae_loss_4: 3.152931852175215; cnt_loss: 18.441850562634997; 2025-08-14 21:10:59,529 - INFO - Evaluation: Curr mae: 73.5995; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 581.1164; Best rmse: 292.5326; 322.9281; 337.9605; 352.0079; 364.5541; Curr nae: 0.2610; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 21:10:59,529 - INFO - Epoch: 0742 / 1300 lr: 9.614e-05 2025-08-14 21:12:38,419 - INFO - Training: cls_zice: 60.99766385723815; reg_zipnll: 213.5946553482801; aux_mae_loss_1: 125.29604692140398; aux_mae_loss_2: 19.238765671198042; aux_mae_loss_4: 3.101826166432437; cnt_loss: 17.78652642318706; 2025-08-14 21:12:38,420 - INFO - Evaluation: Curr mae: 81.3810; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 540.7102; Best rmse: 292.5326; 322.9281; 337.9605; 352.0079; 364.5541; Curr nae: 0.3915; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 21:12:38,420 - INFO - Epoch: 0743 / 1300 lr: 9.604e-05 2025-08-14 21:14:16,530 - INFO - Training: cls_zice: 59.22447484953851; reg_zipnll: 214.535389152468; aux_mae_loss_1: 126.45814111606627; aux_mae_loss_2: 19.552730436496685; aux_mae_loss_4: 3.1575622132627394; cnt_loss: 18.214647638460665; 2025-08-14 21:14:16,531 - INFO - Evaluation: Curr mae: 80.6427; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 545.9504; Best rmse: 292.5326; 322.9281; 337.9605; 352.0079; 364.5541; Curr nae: 0.2230; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 21:14:16,531 - INFO - Epoch: 0744 / 1300 lr: 9.595e-05 2025-08-14 21:15:53,978 - INFO - Training: cls_zice: 56.90177343820238; reg_zipnll: 211.390052324702; aux_mae_loss_1: 125.29542864625435; aux_mae_loss_2: 19.321639152909306; aux_mae_loss_4: 3.111529872932287; cnt_loss: 17.587617912451833; 2025-08-14 21:15:53,980 - INFO - Evaluation: Curr mae: 77.8893; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 577.8790; Best rmse: 292.5326; 322.9281; 337.9605; 352.0079; 364.5541; Curr nae: 0.3501; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 21:15:53,980 - INFO - Epoch: 0745 / 1300 lr: 9.585e-05 2025-08-14 21:17:32,464 - INFO - Training: cls_zice: 59.93795121612463; reg_zipnll: 205.81873327907377; aux_mae_loss_1: 124.16258682015622; aux_mae_loss_2: 19.077727958904745; aux_mae_loss_4: 3.054438861139636; cnt_loss: 15.881886403480962; 2025-08-14 21:17:32,466 - INFO - Evaluation: Curr mae: 70.2046; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 523.9764; Best rmse: 292.5326; 322.9281; 337.9605; 352.0079; 364.5541; Curr nae: 0.2323; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 21:17:32,466 - INFO - Epoch: 0746 / 1300 lr: 9.575e-05 2025-08-14 21:19:10,443 - INFO - Training: cls_zice: 57.337976595583186; reg_zipnll: 212.06696685359532; aux_mae_loss_1: 124.75853390436247; aux_mae_loss_2: 19.281512883757564; aux_mae_loss_4: 3.1311868790795687; cnt_loss: 18.493622578508138; 2025-08-14 21:19:10,444 - INFO - Evaluation: Curr mae: 82.9654; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 571.2757; Best rmse: 292.5326; 322.9281; 337.9605; 352.0079; 364.5541; Curr nae: 0.3329; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 21:19:10,444 - INFO - Epoch: 0747 / 1300 lr: 9.565e-05 2025-08-14 21:20:49,109 - INFO - Training: cls_zice: 56.8493794139216; reg_zipnll: 203.48028934155147; aux_mae_loss_1: 125.08969135333456; aux_mae_loss_2: 19.25002541946568; aux_mae_loss_4: 3.1061587126825034; cnt_loss: 17.554800971001768; 2025-08-14 21:20:49,110 - INFO - Evaluation: Curr mae: 75.4560; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 560.8231; Best rmse: 292.5326; 322.9281; 337.9605; 352.0079; 364.5541; Curr nae: 0.3016; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 21:20:49,110 - INFO - Epoch: 0748 / 1300 lr: 9.555e-05 2025-08-14 21:22:26,794 - INFO - Training: cls_zice: 55.34790845456651; reg_zipnll: 206.27470441587786; aux_mae_loss_1: 120.58511526112692; aux_mae_loss_2: 18.48685133426539; aux_mae_loss_4: 2.953500201585667; cnt_loss: 16.109136976435742; 2025-08-14 21:22:26,795 - INFO - Evaluation: Curr mae: 70.1181; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 570.6874; Best rmse: 292.5326; 322.9281; 337.9605; 352.0079; 364.5541; Curr nae: 0.2712; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 21:22:26,796 - INFO - Epoch: 0749 / 1300 lr: 9.545e-05 2025-08-14 21:24:04,746 - INFO - Training: cls_zice: 57.51170833236454; reg_zipnll: 211.33401175942703; aux_mae_loss_1: 124.67715285921464; aux_mae_loss_2: 19.23946474389123; aux_mae_loss_4: 3.130282315772726; cnt_loss: 18.480428493421304; 2025-08-14 21:24:04,747 - INFO - Evaluation: Curr mae: 69.6305; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 497.6078; Best rmse: 292.5326; 322.9281; 337.9605; 352.0079; 364.5541; Curr nae: 0.4148; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 21:24:04,747 - INFO - Epoch: 0750 / 1300 lr: 9.535e-05 2025-08-14 21:25:43,270 - INFO - Training: cls_zice: 59.420885588025676; reg_zipnll: 212.05722314594337; aux_mae_loss_1: 126.53503493478182; aux_mae_loss_2: 19.461230928916244; aux_mae_loss_4: 3.1542642582351568; cnt_loss: 18.3745684252913; 2025-08-14 21:25:43,271 - INFO - Evaluation: Curr mae: 92.6831; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 566.4082; Best rmse: 292.5326; 322.9281; 337.9605; 352.0079; 364.5541; Curr nae: 0.5323; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 21:25:44,130 - INFO - Epoch: 0751 / 1300 lr: 9.525e-05 2025-08-14 21:27:21,588 - INFO - Training: cls_zice: 55.274065115917615; reg_zipnll: 211.16849431525773; aux_mae_loss_1: 121.33980582367178; aux_mae_loss_2: 18.552042856927397; aux_mae_loss_4: 2.959206855542249; cnt_loss: 16.01736151344672; 2025-08-14 21:27:21,589 - INFO - Evaluation: Curr mae: 77.3145; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 588.8540; Best rmse: 292.5326; 322.9281; 337.9605; 352.0079; 364.5541; Curr nae: 0.4608; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 21:27:21,589 - INFO - Epoch: 0752 / 1300 lr: 9.514e-05 2025-08-14 21:28:59,568 - INFO - Training: cls_zice: 58.129072925540356; reg_zipnll: 209.62058627758663; aux_mae_loss_1: 123.34711034622781; aux_mae_loss_2: 19.04307727029207; aux_mae_loss_4: 3.096577469364843; cnt_loss: 17.793915223339837; 2025-08-14 21:28:59,570 - INFO - Evaluation: Curr mae: 77.5134; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 531.8203; Best rmse: 292.5326; 322.9281; 337.9605; 352.0079; 364.5541; Curr nae: 0.3613; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 21:28:59,570 - INFO - Epoch: 0753 / 1300 lr: 9.504e-05 2025-08-14 21:30:37,333 - INFO - Training: cls_zice: 57.938216515172726; reg_zipnll: 211.78256761261613; aux_mae_loss_1: 125.19487413832951; aux_mae_loss_2: 19.279881157421514; aux_mae_loss_4: 3.097186204093894; cnt_loss: 17.92110135377526; 2025-08-14 21:30:37,334 - INFO - Evaluation: Curr mae: 79.5327; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 583.0007; Best rmse: 292.5326; 322.9281; 337.9605; 352.0079; 364.5541; Curr nae: 0.2631; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 21:30:37,334 - INFO - Epoch: 0754 / 1300 lr: 9.493e-05 2025-08-14 21:32:15,531 - INFO - Training: cls_zice: 60.362656484532785; reg_zipnll: 212.4071615165181; aux_mae_loss_1: 126.26737569107802; aux_mae_loss_2: 19.3816080191448; aux_mae_loss_4: 3.1080861755079354; cnt_loss: 17.020200831724623; 2025-08-14 21:32:15,532 - INFO - Evaluation: Curr mae: 79.1533; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 567.2350; Best rmse: 292.5326; 322.9281; 337.9605; 352.0079; 364.5541; Curr nae: 0.3293; Best nae: 0.1661; 0.1854; 0.1879; 0.1918; 0.1941; 2025-08-14 21:32:15,532 - INFO - Epoch: 0755 / 1300 lr: 9.482e-05 2025-08-14 21:33:53,092 - INFO - Training: cls_zice: 56.768542615107826; reg_zipnll: 209.18685305087917; aux_mae_loss_1: 120.3692733990196; aux_mae_loss_2: 18.402895443850127; aux_mae_loss_4: 2.9260581111999895; cnt_loss: 16.177120552577826; 2025-08-14 21:33:53,293 - INFO - Evaluation: Curr mae: 77.8210; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 586.8127; Best rmse: 292.5326; 322.9281; 337.9605; 352.0079; 364.5541; Curr nae: 0.1873; Best nae: 0.1661; 0.1854; 0.1873; 0.1879; 0.1918; 2025-08-14 21:33:53,293 - INFO - Epoch: 0756 / 1300 lr: 9.471e-05 2025-08-14 21:35:31,387 - INFO - Training: cls_zice: 58.28068269421478; reg_zipnll: 223.2259523494691; aux_mae_loss_1: 124.17037936409213; aux_mae_loss_2: 19.040847621417598; aux_mae_loss_4: 3.0614226678036784; cnt_loss: 16.899116860104098; 2025-08-14 21:35:31,389 - INFO - Evaluation: Curr mae: 74.8873; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 540.2081; Best rmse: 292.5326; 322.9281; 337.9605; 352.0079; 364.5541; Curr nae: 0.3275; Best nae: 0.1661; 0.1854; 0.1873; 0.1879; 0.1918; 2025-08-14 21:35:31,389 - INFO - Epoch: 0757 / 1300 lr: 9.460e-05 2025-08-14 21:37:10,472 - INFO - Training: cls_zice: 56.18745828440992; reg_zipnll: 210.2375439543344; aux_mae_loss_1: 123.21544272121243; aux_mae_loss_2: 19.08077540924739; aux_mae_loss_4: 3.100037437631416; cnt_loss: 17.643197870499677; 2025-08-14 21:37:10,473 - INFO - Evaluation: Curr mae: 79.6229; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 580.4293; Best rmse: 292.5326; 322.9281; 337.9605; 352.0079; 364.5541; Curr nae: 0.4027; Best nae: 0.1661; 0.1854; 0.1873; 0.1879; 0.1918; 2025-08-14 21:37:10,473 - INFO - Epoch: 0758 / 1300 lr: 9.449e-05 2025-08-14 21:38:48,784 - INFO - Training: cls_zice: 55.941224089012046; reg_zipnll: 220.11317653705038; aux_mae_loss_1: 122.4423419540523; aux_mae_loss_2: 18.77211951841732; aux_mae_loss_4: 3.0057712353593584; cnt_loss: 16.967140352817918; 2025-08-14 21:38:48,785 - INFO - Evaluation: Curr mae: 67.4887; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 551.0546; Best rmse: 292.5326; 322.9281; 337.9605; 352.0079; 364.5541; Curr nae: 0.4263; Best nae: 0.1661; 0.1854; 0.1873; 0.1879; 0.1918; 2025-08-14 21:38:48,785 - INFO - Epoch: 0759 / 1300 lr: 9.438e-05 2025-08-14 21:40:26,651 - INFO - Training: cls_zice: 57.56579255444838; reg_zipnll: 211.8963114485949; aux_mae_loss_1: 124.4836590480069; aux_mae_loss_2: 18.973187195917635; aux_mae_loss_4: 3.0277583004576383; cnt_loss: 16.325599281217873; 2025-08-14 21:40:26,652 - INFO - Evaluation: Curr mae: 75.1850; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 585.0934; Best rmse: 292.5326; 322.9281; 337.9605; 352.0079; 364.5541; Curr nae: 0.3558; Best nae: 0.1661; 0.1854; 0.1873; 0.1879; 0.1918; 2025-08-14 21:40:26,653 - INFO - Epoch: 0760 / 1300 lr: 9.427e-05 2025-08-14 21:42:04,647 - INFO - Training: cls_zice: 57.5677715520013; reg_zipnll: 213.8526282862097; aux_mae_loss_1: 122.67304252781415; aux_mae_loss_2: 18.800436634024496; aux_mae_loss_4: 3.02012174831258; cnt_loss: 16.81765635277128; 2025-08-14 21:42:04,648 - INFO - Evaluation: Curr mae: 81.7687; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 527.2604; Best rmse: 292.5326; 322.9281; 337.9605; 352.0079; 364.5541; Curr nae: 0.4040; Best nae: 0.1661; 0.1854; 0.1873; 0.1879; 0.1918; 2025-08-14 21:42:04,648 - INFO - Epoch: 0761 / 1300 lr: 9.416e-05 2025-08-14 21:43:42,987 - INFO - Training: cls_zice: 56.76781716766578; reg_zipnll: 202.028104934104; aux_mae_loss_1: 123.33733810679772; aux_mae_loss_2: 18.96669858709399; aux_mae_loss_4: 3.047875907703047; cnt_loss: 16.52207100881709; 2025-08-14 21:43:42,988 - INFO - Evaluation: Curr mae: 81.5623; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 575.6510; Best rmse: 292.5326; 322.9281; 337.9605; 352.0079; 364.5541; Curr nae: 0.3384; Best nae: 0.1661; 0.1854; 0.1873; 0.1879; 0.1918; 2025-08-14 21:43:42,988 - INFO - Epoch: 0762 / 1300 lr: 9.404e-05 2025-08-14 21:45:21,270 - INFO - Training: cls_zice: 56.60396249465894; reg_zipnll: 207.70890212855792; aux_mae_loss_1: 122.70564257761507; aux_mae_loss_2: 18.818444668787; aux_mae_loss_4: 3.0259246213270643; cnt_loss: 16.752599932540658; 2025-08-14 21:45:21,271 - INFO - Evaluation: Curr mae: 73.4090; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 570.1874; Best rmse: 292.5326; 322.9281; 337.9605; 352.0079; 364.5541; Curr nae: 0.2066; Best nae: 0.1661; 0.1854; 0.1873; 0.1879; 0.1918; 2025-08-14 21:45:21,272 - INFO - Epoch: 0763 / 1300 lr: 9.392e-05 2025-08-14 21:46:59,184 - INFO - Training: cls_zice: 56.648630636440146; reg_zipnll: 209.4525682405212; aux_mae_loss_1: 122.05547691188312; aux_mae_loss_2: 18.653551473715616; aux_mae_loss_4: 2.98391187175687; cnt_loss: 15.843110181678536; 2025-08-14 21:46:59,185 - INFO - Evaluation: Curr mae: 73.0652; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 551.4593; Best rmse: 292.5326; 322.9281; 337.9605; 352.0079; 364.5541; Curr nae: 0.3162; Best nae: 0.1661; 0.1854; 0.1873; 0.1879; 0.1918; 2025-08-14 21:46:59,185 - INFO - Epoch: 0764 / 1300 lr: 9.381e-05 2025-08-14 21:48:37,091 - INFO - Training: cls_zice: 58.55172542867593; reg_zipnll: 204.13382595425094; aux_mae_loss_1: 124.42426347119643; aux_mae_loss_2: 19.08655259909544; aux_mae_loss_4: 3.0703542903640275; cnt_loss: 17.091041645537917; 2025-08-14 21:48:37,092 - INFO - Evaluation: Curr mae: 76.9089; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 564.4352; Best rmse: 292.5326; 322.9281; 337.9605; 352.0079; 364.5541; Curr nae: 0.2127; Best nae: 0.1661; 0.1854; 0.1873; 0.1879; 0.1918; 2025-08-14 21:48:37,093 - INFO - Epoch: 0765 / 1300 lr: 9.369e-05 2025-08-14 21:50:15,447 - INFO - Training: cls_zice: 56.827807109314556; reg_zipnll: 204.95405426123455; aux_mae_loss_1: 121.81106119719753; aux_mae_loss_2: 18.62173146147348; aux_mae_loss_4: 2.9734250279502574; cnt_loss: 16.509173468023462; 2025-08-14 21:50:15,448 - INFO - Evaluation: Curr mae: 76.7097; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 544.3982; Best rmse: 292.5326; 322.9281; 337.9605; 352.0079; 364.5541; Curr nae: 0.2881; Best nae: 0.1661; 0.1854; 0.1873; 0.1879; 0.1918; 2025-08-14 21:50:15,448 - INFO - Epoch: 0766 / 1300 lr: 9.357e-05 2025-08-14 21:51:54,029 - INFO - Training: cls_zice: 59.4990475880686; reg_zipnll: 213.97944547952295; aux_mae_loss_1: 125.35036478312279; aux_mae_loss_2: 19.1391639881085; aux_mae_loss_4: 3.0563991783823634; cnt_loss: 17.09808151029376; 2025-08-14 21:51:54,030 - INFO - Evaluation: Curr mae: 96.5880; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 510.9724; Best rmse: 292.5326; 322.9281; 337.9605; 352.0079; 364.5541; Curr nae: 0.4679; Best nae: 0.1661; 0.1854; 0.1873; 0.1879; 0.1918; 2025-08-14 21:51:54,030 - INFO - Epoch: 0767 / 1300 lr: 9.345e-05 2025-08-14 21:53:32,409 - INFO - Training: cls_zice: 57.754064687803044; reg_zipnll: 212.78742743641675; aux_mae_loss_1: 124.9660917738103; aux_mae_loss_2: 19.17435678418314; aux_mae_loss_4: 3.063995302642832; cnt_loss: 16.935998757271655; 2025-08-14 21:53:32,411 - INFO - Evaluation: Curr mae: 69.8225; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 444.8697; Best rmse: 292.5326; 322.9281; 337.9605; 352.0079; 364.5541; Curr nae: 0.3485; Best nae: 0.1661; 0.1854; 0.1873; 0.1879; 0.1918; 2025-08-14 21:53:32,411 - INFO - Epoch: 0768 / 1300 lr: 9.333e-05 2025-08-14 21:55:10,343 - INFO - Training: cls_zice: 60.61415728566579; reg_zipnll: 213.98164301482447; aux_mae_loss_1: 125.69448843222963; aux_mae_loss_2: 19.357706192526535; aux_mae_loss_4: 3.138263182345883; cnt_loss: 17.398385458862872; 2025-08-14 21:55:10,344 - INFO - Evaluation: Curr mae: 76.7193; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 496.5144; Best rmse: 292.5326; 322.9281; 337.9605; 352.0079; 364.5541; Curr nae: 0.3533; Best nae: 0.1661; 0.1854; 0.1873; 0.1879; 0.1918; 2025-08-14 21:55:10,345 - INFO - Epoch: 0769 / 1300 lr: 9.321e-05 2025-08-14 21:56:48,021 - INFO - Training: cls_zice: 55.88854271920451; reg_zipnll: 209.1885953476619; aux_mae_loss_1: 120.48552129201227; aux_mae_loss_2: 18.54216774938039; aux_mae_loss_4: 2.995754019766663; cnt_loss: 16.996016534557686; 2025-08-14 21:56:48,023 - INFO - Evaluation: Curr mae: 111.3513; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 536.5825; Best rmse: 292.5326; 322.9281; 337.9605; 352.0079; 364.5541; Curr nae: 0.9164; Best nae: 0.1661; 0.1854; 0.1873; 0.1879; 0.1918; 2025-08-14 21:56:48,023 - INFO - Epoch: 0770 / 1300 lr: 9.308e-05 2025-08-14 21:58:26,208 - INFO - Training: cls_zice: 56.050814042590886; reg_zipnll: 224.7052931503649; aux_mae_loss_1: 127.26302433259076; aux_mae_loss_2: 20.152518447076755; aux_mae_loss_4: 3.3967430787711645; cnt_loss: 22.783580947351332; 2025-08-14 21:58:26,406 - INFO - Evaluation: Curr mae: 74.0954; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 339.0178; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.4405; Best nae: 0.1661; 0.1854; 0.1873; 0.1879; 0.1918; 2025-08-14 21:58:26,406 - INFO - Epoch: 0771 / 1300 lr: 9.296e-05 2025-08-14 22:00:04,807 - INFO - Training: cls_zice: 61.12235842648999; reg_zipnll: 216.26201448219908; aux_mae_loss_1: 126.02609247045835; aux_mae_loss_2: 19.332183624600997; aux_mae_loss_4: 3.120091577575262; cnt_loss: 18.245078474206604; 2025-08-14 22:00:04,809 - INFO - Evaluation: Curr mae: 75.0931; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 501.4474; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2298; Best nae: 0.1661; 0.1854; 0.1873; 0.1879; 0.1918; 2025-08-14 22:00:04,809 - INFO - Epoch: 0772 / 1300 lr: 9.283e-05 2025-08-14 22:01:43,578 - INFO - Training: cls_zice: 59.771171348337035; reg_zipnll: 210.4750835350056; aux_mae_loss_1: 122.66377247023398; aux_mae_loss_2: 18.741476148443542; aux_mae_loss_4: 2.986780631511561; cnt_loss: 15.657678695754711; 2025-08-14 22:01:43,580 - INFO - Evaluation: Curr mae: 66.7252; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 477.1611; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3900; Best nae: 0.1661; 0.1854; 0.1873; 0.1879; 0.1918; 2025-08-14 22:01:43,580 - INFO - Epoch: 0773 / 1300 lr: 9.271e-05 2025-08-14 22:03:21,936 - INFO - Training: cls_zice: 56.706050053583624; reg_zipnll: 214.74033078191212; aux_mae_loss_1: 122.25029763954771; aux_mae_loss_2: 18.778249370408243; aux_mae_loss_4: 3.016590989340853; cnt_loss: 16.834314011669402; 2025-08-14 22:03:21,937 - INFO - Evaluation: Curr mae: 78.1320; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 466.2026; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.4132; Best nae: 0.1661; 0.1854; 0.1873; 0.1879; 0.1918; 2025-08-14 22:03:21,938 - INFO - Epoch: 0774 / 1300 lr: 9.258e-05 2025-08-14 22:04:59,989 - INFO - Training: cls_zice: 56.96150660078139; reg_zipnll: 214.73564713779635; aux_mae_loss_1: 122.19859880775903; aux_mae_loss_2: 18.69390401251825; aux_mae_loss_4: 2.9894574974067414; cnt_loss: 16.544230777990542; 2025-08-14 22:04:59,991 - INFO - Evaluation: Curr mae: 73.7599; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 562.1636; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2434; Best nae: 0.1661; 0.1854; 0.1873; 0.1879; 0.1918; 2025-08-14 22:04:59,991 - INFO - Epoch: 0775 / 1300 lr: 9.245e-05 2025-08-14 22:06:38,209 - INFO - Training: cls_zice: 57.76078368470571; reg_zipnll: 211.1273034103119; aux_mae_loss_1: 122.82159006074646; aux_mae_loss_2: 18.734769598070944; aux_mae_loss_4: 2.9693690622680293; cnt_loss: 15.574397519192535; 2025-08-14 22:06:38,210 - INFO - Evaluation: Curr mae: 79.5141; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 578.7620; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3681; Best nae: 0.1661; 0.1854; 0.1873; 0.1879; 0.1918; 2025-08-14 22:06:38,210 - INFO - Epoch: 0776 / 1300 lr: 9.232e-05 2025-08-14 22:08:16,372 - INFO - Training: cls_zice: 57.502042814169876; reg_zipnll: 212.35641407905322; aux_mae_loss_1: 125.51053429630544; aux_mae_loss_2: 19.31675962801151; aux_mae_loss_4: 3.136838736295087; cnt_loss: 18.26169893429028; 2025-08-14 22:08:16,374 - INFO - Evaluation: Curr mae: 79.9980; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 552.8278; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2665; Best nae: 0.1661; 0.1854; 0.1873; 0.1879; 0.1918; 2025-08-14 22:08:16,374 - INFO - Epoch: 0777 / 1300 lr: 9.219e-05 2025-08-14 22:09:53,727 - INFO - Training: cls_zice: 56.57731179192011; reg_zipnll: 207.92500574852323; aux_mae_loss_1: 124.2554703739431; aux_mae_loss_2: 19.035098447897745; aux_mae_loss_4: 3.0550780909226916; cnt_loss: 16.900680848136354; 2025-08-14 22:09:53,728 - INFO - Evaluation: Curr mae: 71.7583; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 376.4867; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3656; Best nae: 0.1661; 0.1854; 0.1873; 0.1879; 0.1918; 2025-08-14 22:09:53,728 - INFO - Epoch: 0778 / 1300 lr: 9.206e-05 2025-08-14 22:11:31,943 - INFO - Training: cls_zice: 58.07981115322953; reg_zipnll: 199.2922736513584; aux_mae_loss_1: 125.19362001002294; aux_mae_loss_2: 19.245448015649398; aux_mae_loss_4: 3.0692906260183968; cnt_loss: 16.59828981182569; 2025-08-14 22:11:31,944 - INFO - Evaluation: Curr mae: 70.1017; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 509.6677; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2509; Best nae: 0.1661; 0.1854; 0.1873; 0.1879; 0.1918; 2025-08-14 22:11:31,944 - INFO - Epoch: 0779 / 1300 lr: 9.193e-05 2025-08-14 22:13:10,789 - INFO - Training: cls_zice: 57.818178912629506; reg_zipnll: 213.01025523992308; aux_mae_loss_1: 124.43976346876444; aux_mae_loss_2: 19.045876077024367; aux_mae_loss_4: 3.029377300206064; cnt_loss: 15.736739838337837; 2025-08-14 22:13:10,791 - INFO - Evaluation: Curr mae: 72.2070; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 517.4339; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2688; Best nae: 0.1661; 0.1854; 0.1873; 0.1879; 0.1918; 2025-08-14 22:13:10,791 - INFO - Epoch: 0780 / 1300 lr: 9.179e-05 2025-08-14 22:14:49,553 - INFO - Training: cls_zice: 58.839767804182586; reg_zipnll: 208.6815321316756; aux_mae_loss_1: 123.60580366374901; aux_mae_loss_2: 18.81799655279341; aux_mae_loss_4: 2.9859145577891626; cnt_loss: 15.301551867266854; 2025-08-14 22:14:49,554 - INFO - Evaluation: Curr mae: 76.8866; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 546.7273; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2737; Best nae: 0.1661; 0.1854; 0.1873; 0.1879; 0.1918; 2025-08-14 22:14:49,554 - INFO - Epoch: 0781 / 1300 lr: 9.166e-05 2025-08-14 22:16:27,288 - INFO - Training: cls_zice: 55.73875330913343; reg_zipnll: 210.393029887143; aux_mae_loss_1: 121.08168764285992; aux_mae_loss_2: 18.384141028999977; aux_mae_loss_4: 2.916610635797898; cnt_loss: 15.035751082290414; 2025-08-14 22:16:27,289 - INFO - Evaluation: Curr mae: 97.2932; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 586.3392; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3827; Best nae: 0.1661; 0.1854; 0.1873; 0.1879; 0.1918; 2025-08-14 22:16:27,289 - INFO - Epoch: 0782 / 1300 lr: 9.152e-05 2025-08-14 22:18:06,349 - INFO - Training: cls_zice: 60.02077029166614; reg_zipnll: 202.43826871053113; aux_mae_loss_1: 124.98833418260197; aux_mae_loss_2: 19.13966818946799; aux_mae_loss_4: 3.074719624531606; cnt_loss: 16.788748457683084; 2025-08-14 22:18:06,351 - INFO - Evaluation: Curr mae: 80.4335; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 562.9435; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2915; Best nae: 0.1661; 0.1854; 0.1873; 0.1879; 0.1918; 2025-08-14 22:18:06,351 - INFO - Epoch: 0783 / 1300 lr: 9.139e-05 2025-08-14 22:19:44,130 - INFO - Training: cls_zice: 55.87310869187346; reg_zipnll: 205.48741906957946; aux_mae_loss_1: 123.66628517896167; aux_mae_loss_2: 18.803658440057905; aux_mae_loss_4: 2.99499899118296; cnt_loss: 15.741427240763961; 2025-08-14 22:19:44,131 - INFO - Evaluation: Curr mae: 70.3282; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 550.2861; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2891; Best nae: 0.1661; 0.1854; 0.1873; 0.1879; 0.1918; 2025-08-14 22:19:44,132 - INFO - Epoch: 0784 / 1300 lr: 9.125e-05 2025-08-14 22:21:23,294 - INFO - Training: cls_zice: 60.09625831238715; reg_zipnll: 208.13256792789252; aux_mae_loss_1: 124.64924374950576; aux_mae_loss_2: 18.99771500737011; aux_mae_loss_4: 3.0447177143820148; cnt_loss: 16.507441137321198; 2025-08-14 22:21:23,296 - INFO - Evaluation: Curr mae: 73.7168; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 573.8145; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2243; Best nae: 0.1661; 0.1854; 0.1873; 0.1879; 0.1918; 2025-08-14 22:21:23,296 - INFO - Epoch: 0785 / 1300 lr: 9.111e-05 2025-08-14 22:23:01,451 - INFO - Training: cls_zice: 53.89943630089337; reg_zipnll: 211.84842515175632; aux_mae_loss_1: 121.88802725490383; aux_mae_loss_2: 18.62709864859103; aux_mae_loss_4: 2.9633698097231456; cnt_loss: 16.003402667670752; 2025-08-14 22:23:01,452 - INFO - Evaluation: Curr mae: 77.7096; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 577.3899; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2849; Best nae: 0.1661; 0.1854; 0.1873; 0.1879; 0.1918; 2025-08-14 22:23:01,452 - INFO - Epoch: 0786 / 1300 lr: 9.097e-05 2025-08-14 22:24:39,454 - INFO - Training: cls_zice: 54.80738274787569; reg_zipnll: 204.36817722271525; aux_mae_loss_1: 121.99106034521579; aux_mae_loss_2: 18.664332104219568; aux_mae_loss_4: 2.971049898464453; cnt_loss: 15.560230287304268; 2025-08-14 22:24:39,455 - INFO - Evaluation: Curr mae: 72.9595; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 565.5349; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2174; Best nae: 0.1661; 0.1854; 0.1873; 0.1879; 0.1918; 2025-08-14 22:24:39,455 - INFO - Epoch: 0787 / 1300 lr: 9.083e-05 2025-08-14 22:26:19,132 - INFO - Training: cls_zice: 60.7322215358595; reg_zipnll: 208.55651473508703; aux_mae_loss_1: 124.67653097039936; aux_mae_loss_2: 19.15366224335521; aux_mae_loss_4: 3.0967371244663444; cnt_loss: 17.977410847852653; 2025-08-14 22:26:19,133 - INFO - Evaluation: Curr mae: 75.8394; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 561.9253; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3592; Best nae: 0.1661; 0.1854; 0.1873; 0.1879; 0.1918; 2025-08-14 22:26:19,133 - INFO - Epoch: 0788 / 1300 lr: 9.069e-05 2025-08-14 22:27:58,417 - INFO - Training: cls_zice: 54.57202273614915; reg_zipnll: 205.8879894168334; aux_mae_loss_1: 119.73832667333608; aux_mae_loss_2: 18.353806064796938; aux_mae_loss_4: 2.939893447035076; cnt_loss: 15.882883355059784; 2025-08-14 22:27:58,419 - INFO - Evaluation: Curr mae: 76.0677; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 559.1256; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2209; Best nae: 0.1661; 0.1854; 0.1873; 0.1879; 0.1918; 2025-08-14 22:27:58,419 - INFO - Epoch: 0789 / 1300 lr: 9.055e-05 2025-08-14 22:29:37,071 - INFO - Training: cls_zice: 56.376906818473245; reg_zipnll: 214.09283689484192; aux_mae_loss_1: 122.34700549598831; aux_mae_loss_2: 18.750728594306807; aux_mae_loss_4: 2.9940995586255523; cnt_loss: 16.23497118894729; 2025-08-14 22:29:37,072 - INFO - Evaluation: Curr mae: 71.9785; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 575.7941; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1938; Best nae: 0.1661; 0.1854; 0.1873; 0.1879; 0.1918; 2025-08-14 22:29:37,072 - INFO - Epoch: 0790 / 1300 lr: 9.040e-05 2025-08-14 22:31:15,328 - INFO - Training: cls_zice: 57.466927736920994; reg_zipnll: 210.69895051500177; aux_mae_loss_1: 121.60379115107126; aux_mae_loss_2: 18.640854657768898; aux_mae_loss_4: 2.9842221556102095; cnt_loss: 16.936863874102006; 2025-08-14 22:31:15,330 - INFO - Evaluation: Curr mae: 79.4413; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 588.7500; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2483; Best nae: 0.1661; 0.1854; 0.1873; 0.1879; 0.1918; 2025-08-14 22:31:15,330 - INFO - Epoch: 0791 / 1300 lr: 9.026e-05 2025-08-14 22:32:53,547 - INFO - Training: cls_zice: 58.404393726878425; reg_zipnll: 202.27883886616763; aux_mae_loss_1: 121.67585001751819; aux_mae_loss_2: 18.528201518757484; aux_mae_loss_4: 2.9595717066051415; cnt_loss: 16.801691983230317; 2025-08-14 22:32:53,548 - INFO - Evaluation: Curr mae: 81.3944; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 592.2562; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3954; Best nae: 0.1661; 0.1854; 0.1873; 0.1879; 0.1918; 2025-08-14 22:32:53,548 - INFO - Epoch: 0792 / 1300 lr: 9.011e-05 2025-08-14 22:34:31,626 - INFO - Training: cls_zice: 57.51537816509949; reg_zipnll: 204.95495802577787; aux_mae_loss_1: 121.7310604889779; aux_mae_loss_2: 18.567817062829025; aux_mae_loss_4: 2.958913677762284; cnt_loss: 16.335920663756394; 2025-08-14 22:34:31,825 - INFO - Evaluation: Curr mae: 72.9249; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 585.6451; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1842; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 22:34:31,825 - INFO - Epoch: 0793 / 1300 lr: 8.997e-05 2025-08-14 22:36:10,405 - INFO - Training: cls_zice: 54.406392984188; reg_zipnll: 209.05558989654776; aux_mae_loss_1: 120.30996647714649; aux_mae_loss_2: 18.314274600967956; aux_mae_loss_4: 2.9192322827396784; cnt_loss: 15.52176775417475; 2025-08-14 22:36:10,406 - INFO - Evaluation: Curr mae: 72.5170; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 570.9010; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3086; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 22:36:10,406 - INFO - Epoch: 0794 / 1300 lr: 8.982e-05 2025-08-14 22:37:49,016 - INFO - Training: cls_zice: 56.131339209245226; reg_zipnll: 208.08332889429403; aux_mae_loss_1: 120.4803574275235; aux_mae_loss_2: 18.36897743514387; aux_mae_loss_4: 2.9080028020630766; cnt_loss: 15.860509673550073; 2025-08-14 22:37:49,018 - INFO - Evaluation: Curr mae: 76.1350; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 572.3912; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3426; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 22:37:49,018 - INFO - Epoch: 0795 / 1300 lr: 8.967e-05 2025-08-14 22:39:26,459 - INFO - Training: cls_zice: 58.774638770172096; reg_zipnll: 209.36621587993554; aux_mae_loss_1: 123.95239310276845; aux_mae_loss_2: 18.99643077948406; aux_mae_loss_4: 3.0391553234318534; cnt_loss: 17.014955193953526; 2025-08-14 22:39:26,461 - INFO - Evaluation: Curr mae: 83.9465; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 584.9273; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3470; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 22:39:26,461 - INFO - Epoch: 0796 / 1300 lr: 8.952e-05 2025-08-14 22:41:04,250 - INFO - Training: cls_zice: 54.777728655995624; reg_zipnll: 213.2613267579851; aux_mae_loss_1: 120.75643942962881; aux_mae_loss_2: 18.397407787930995; aux_mae_loss_4: 2.905210302850581; cnt_loss: 15.351164406859782; 2025-08-14 22:41:04,251 - INFO - Evaluation: Curr mae: 91.5246; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 592.8130; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.4602; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 22:41:04,251 - INFO - Epoch: 0797 / 1300 lr: 8.937e-05 2025-08-14 22:42:42,219 - INFO - Training: cls_zice: 57.50692366998269; reg_zipnll: 209.8636909033768; aux_mae_loss_1: 121.25459770065346; aux_mae_loss_2: 18.458865488096496; aux_mae_loss_4: 2.939641071009452; cnt_loss: 16.14547307463722; 2025-08-14 22:42:42,220 - INFO - Evaluation: Curr mae: 72.1997; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 581.1016; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3259; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 22:42:42,220 - INFO - Epoch: 0798 / 1300 lr: 8.922e-05 2025-08-14 22:44:20,313 - INFO - Training: cls_zice: 57.515988559909836; reg_zipnll: 213.04698226261874; aux_mae_loss_1: 122.69966476558106; aux_mae_loss_2: 18.65135941468658; aux_mae_loss_4: 2.9588392203755123; cnt_loss: 16.33167522609387; 2025-08-14 22:44:20,314 - INFO - Evaluation: Curr mae: 78.6548; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 575.4186; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3400; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 22:44:20,314 - INFO - Epoch: 0799 / 1300 lr: 8.907e-05 2025-08-14 22:45:57,746 - INFO - Training: cls_zice: 53.666385466764396; reg_zipnll: 212.25818513904562; aux_mae_loss_1: 117.9836346643443; aux_mae_loss_2: 17.86983956530652; aux_mae_loss_4: 2.8185840946236738; cnt_loss: 14.089084832098306; 2025-08-14 22:45:57,747 - INFO - Evaluation: Curr mae: 72.8610; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 577.6907; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2909; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 22:45:57,747 - INFO - Epoch: 0800 / 1300 lr: 8.892e-05 2025-08-14 22:47:35,703 - INFO - Training: cls_zice: 57.47988422735951; reg_zipnll: 210.10118812031487; aux_mae_loss_1: 122.00321940346058; aux_mae_loss_2: 18.66891616536903; aux_mae_loss_4: 2.9740917164746166; cnt_loss: 16.654704904494984; 2025-08-14 22:47:35,704 - INFO - Evaluation: Curr mae: 76.0454; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 543.3028; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3626; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 22:47:36,299 - INFO - Epoch: 0801 / 1300 lr: 8.876e-05 2025-08-14 22:49:14,524 - INFO - Training: cls_zice: 58.138314356457606; reg_zipnll: 215.02506972952796; aux_mae_loss_1: 123.35267571495861; aux_mae_loss_2: 18.879653920244742; aux_mae_loss_4: 3.0313036354464553; cnt_loss: 17.203769711111995; 2025-08-14 22:49:14,525 - INFO - Evaluation: Curr mae: 70.4305; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 570.8357; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2657; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 22:49:14,525 - INFO - Epoch: 0802 / 1300 lr: 8.861e-05 2025-08-14 22:50:52,983 - INFO - Training: cls_zice: 56.72703210660915; reg_zipnll: 209.02457168108393; aux_mae_loss_1: 119.9668835637502; aux_mae_loss_2: 18.23808655395606; aux_mae_loss_4: 2.8841569791416277; cnt_loss: 15.081790436509335; 2025-08-14 22:50:52,985 - INFO - Evaluation: Curr mae: 72.2316; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 560.9368; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2967; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 22:50:52,985 - INFO - Epoch: 0803 / 1300 lr: 8.845e-05 2025-08-14 22:52:30,664 - INFO - Training: cls_zice: 55.77058449498639; reg_zipnll: 206.37187800860957; aux_mae_loss_1: 121.07349536474077; aux_mae_loss_2: 18.323532216040213; aux_mae_loss_4: 2.8972784443195803; cnt_loss: 15.015417891173865; 2025-08-14 22:52:30,665 - INFO - Evaluation: Curr mae: 69.9240; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 580.5474; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3204; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 22:52:30,665 - INFO - Epoch: 0804 / 1300 lr: 8.830e-05 2025-08-14 22:54:08,273 - INFO - Training: cls_zice: 56.52760008992603; reg_zipnll: 200.69457677336155; aux_mae_loss_1: 121.26851044583749; aux_mae_loss_2: 18.53214179519516; aux_mae_loss_4: 2.9585572475026383; cnt_loss: 15.774604231961895; 2025-08-14 22:54:08,274 - INFO - Evaluation: Curr mae: 70.9868; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 538.6863; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.4399; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 22:54:08,274 - INFO - Epoch: 0805 / 1300 lr: 8.814e-05 2025-08-14 22:55:46,507 - INFO - Training: cls_zice: 57.330717395464376; reg_zipnll: 208.53967555813435; aux_mae_loss_1: 121.50563702914279; aux_mae_loss_2: 18.56699317831613; aux_mae_loss_4: 2.9564571048116317; cnt_loss: 16.551144337899274; 2025-08-14 22:55:46,508 - INFO - Evaluation: Curr mae: 74.6822; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 572.8648; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2189; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 22:55:46,508 - INFO - Epoch: 0806 / 1300 lr: 8.798e-05 2025-08-14 22:57:25,138 - INFO - Training: cls_zice: 57.775679233639586; reg_zipnll: 207.8441195843459; aux_mae_loss_1: 122.9320649634903; aux_mae_loss_2: 18.85150919352828; aux_mae_loss_4: 3.033006446067349; cnt_loss: 16.599981186322506; 2025-08-14 22:57:25,140 - INFO - Evaluation: Curr mae: 72.2061; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 537.7455; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3141; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 22:57:25,140 - INFO - Epoch: 0807 / 1300 lr: 8.782e-05 2025-08-14 22:59:03,188 - INFO - Training: cls_zice: 56.855861815166655; reg_zipnll: 203.1593906824264; aux_mae_loss_1: 122.6462101776986; aux_mae_loss_2: 18.84971391327277; aux_mae_loss_4: 3.006356896502193; cnt_loss: 15.444829009186027; 2025-08-14 22:59:03,189 - INFO - Evaluation: Curr mae: 76.1824; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 557.1329; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2363; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 22:59:03,189 - INFO - Epoch: 0808 / 1300 lr: 8.766e-05 2025-08-14 23:00:41,635 - INFO - Training: cls_zice: 55.037903225743676; reg_zipnll: 204.21019380074233; aux_mae_loss_1: 120.4152596677177; aux_mae_loss_2: 18.47834073485936; aux_mae_loss_4: 2.950427409309348; cnt_loss: 16.06198696550796; 2025-08-14 23:00:41,636 - INFO - Evaluation: Curr mae: 73.5967; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 556.0441; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.4313; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 23:00:41,636 - INFO - Epoch: 0809 / 1300 lr: 8.750e-05 2025-08-14 23:02:20,411 - INFO - Training: cls_zice: 58.29298283799449; reg_zipnll: 208.11077607260265; aux_mae_loss_1: 123.34164725355133; aux_mae_loss_2: 18.863821795789626; aux_mae_loss_4: 3.032622364308963; cnt_loss: 17.520730447953035; 2025-08-14 23:02:20,413 - INFO - Evaluation: Curr mae: 72.6622; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 559.1839; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2663; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 23:02:20,413 - INFO - Epoch: 0810 / 1300 lr: 8.734e-05 2025-08-14 23:03:59,143 - INFO - Training: cls_zice: 55.92066172171374; reg_zipnll: 204.54295041199515; aux_mae_loss_1: 124.11073072771794; aux_mae_loss_2: 19.164129981651403; aux_mae_loss_4: 3.10105167333142; cnt_loss: 17.994671599723993; 2025-08-14 23:03:59,144 - INFO - Evaluation: Curr mae: 79.5471; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 577.4916; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2264; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 23:03:59,145 - INFO - Epoch: 0811 / 1300 lr: 8.718e-05 2025-08-14 23:05:37,080 - INFO - Training: cls_zice: 56.66547393840965; reg_zipnll: 199.57091298140108; aux_mae_loss_1: 121.1134557748515; aux_mae_loss_2: 18.571437351501388; aux_mae_loss_4: 2.9781295441110216; cnt_loss: 15.931724038712469; 2025-08-14 23:05:37,082 - INFO - Evaluation: Curr mae: 74.2355; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 558.0366; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2346; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 23:05:37,082 - INFO - Epoch: 0812 / 1300 lr: 8.701e-05 2025-08-14 23:07:15,118 - INFO - Training: cls_zice: 54.24862903341229; reg_zipnll: 207.01979543494687; aux_mae_loss_1: 120.40491420383012; aux_mae_loss_2: 18.44735536844994; aux_mae_loss_4: 2.9235538333118116; cnt_loss: 15.35320761792151; 2025-08-14 23:07:15,120 - INFO - Evaluation: Curr mae: 72.6765; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 574.9473; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2382; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 23:07:15,120 - INFO - Epoch: 0813 / 1300 lr: 8.685e-05 2025-08-14 23:08:54,456 - INFO - Training: cls_zice: 57.241809535340664; reg_zipnll: 213.1606927984478; aux_mae_loss_1: 122.83905879513463; aux_mae_loss_2: 18.66472408765386; aux_mae_loss_4: 2.9701186159582553; cnt_loss: 15.52091670526637; 2025-08-14 23:08:54,457 - INFO - Evaluation: Curr mae: 78.1210; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 573.6594; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3568; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 23:08:54,457 - INFO - Epoch: 0814 / 1300 lr: 8.668e-05 2025-08-14 23:10:33,261 - INFO - Training: cls_zice: 58.12782877970937; reg_zipnll: 212.8964452081597; aux_mae_loss_1: 122.5085552235189; aux_mae_loss_2: 18.60179853990942; aux_mae_loss_4: 2.951398176828203; cnt_loss: 15.0308737865144; 2025-08-14 23:10:33,262 - INFO - Evaluation: Curr mae: 73.8845; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 565.7575; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3359; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 23:10:33,263 - INFO - Epoch: 0815 / 1300 lr: 8.652e-05 2025-08-14 23:12:13,053 - INFO - Training: cls_zice: 57.612101272476366; reg_zipnll: 206.89905776585283; aux_mae_loss_1: 120.69265670580239; aux_mae_loss_2: 18.249460743141665; aux_mae_loss_4: 2.8941817456774968; cnt_loss: 14.812767575516492; 2025-08-14 23:12:13,054 - INFO - Evaluation: Curr mae: 81.1820; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 567.8130; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.4401; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 23:12:13,054 - INFO - Epoch: 0816 / 1300 lr: 8.635e-05 2025-08-14 23:13:51,084 - INFO - Training: cls_zice: 53.13417466716472; reg_zipnll: 200.29342763160372; aux_mae_loss_1: 117.98878687390325; aux_mae_loss_2: 17.999945961111308; aux_mae_loss_4: 2.851762900468929; cnt_loss: 14.104732771459153; 2025-08-14 23:13:51,085 - INFO - Evaluation: Curr mae: 86.7433; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 566.8213; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.4008; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 23:13:51,085 - INFO - Epoch: 0817 / 1300 lr: 8.618e-05 2025-08-14 23:15:29,429 - INFO - Training: cls_zice: 56.80133939015375; reg_zipnll: 209.3845103442822; aux_mae_loss_1: 120.39467437959883; aux_mae_loss_2: 18.166299754365856; aux_mae_loss_4: 2.8508121899896537; cnt_loss: 14.45258216257267; 2025-08-14 23:15:29,431 - INFO - Evaluation: Curr mae: 73.3621; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 578.7510; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2231; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 23:15:29,431 - INFO - Epoch: 0818 / 1300 lr: 8.601e-05 2025-08-14 23:17:07,908 - INFO - Training: cls_zice: 53.84903832549914; reg_zipnll: 205.87835841436313; aux_mae_loss_1: 119.81530435655294; aux_mae_loss_2: 18.236336060845147; aux_mae_loss_4: 2.893289609249576; cnt_loss: 15.517306123110814; 2025-08-14 23:17:07,909 - INFO - Evaluation: Curr mae: 74.2994; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 526.9489; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2439; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 23:17:07,909 - INFO - Epoch: 0819 / 1300 lr: 8.584e-05 2025-08-14 23:18:46,546 - INFO - Training: cls_zice: 56.13884096081275; reg_zipnll: 211.24964858694983; aux_mae_loss_1: 122.95524159311329; aux_mae_loss_2: 18.712422909650826; aux_mae_loss_4: 2.954848312167092; cnt_loss: 15.134228310425668; 2025-08-14 23:18:46,548 - INFO - Evaluation: Curr mae: 74.4629; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 542.8309; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2750; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 23:18:46,548 - INFO - Epoch: 0820 / 1300 lr: 8.567e-05 2025-08-14 23:20:24,900 - INFO - Training: cls_zice: 55.55290146413377; reg_zipnll: 217.32088420446243; aux_mae_loss_1: 121.2970216059746; aux_mae_loss_2: 18.370696889097708; aux_mae_loss_4: 2.8824398473173303; cnt_loss: 15.459510980351112; 2025-08-14 23:20:24,901 - INFO - Evaluation: Curr mae: 77.1829; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 561.0809; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2865; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 23:20:24,901 - INFO - Epoch: 0821 / 1300 lr: 8.550e-05 2025-08-14 23:22:03,401 - INFO - Training: cls_zice: 56.39618102221685; reg_zipnll: 208.76740135447838; aux_mae_loss_1: 120.86750371780984; aux_mae_loss_2: 18.35383630595661; aux_mae_loss_4: 2.907222253497891; cnt_loss: 15.297855335519982; 2025-08-14 23:22:03,402 - INFO - Evaluation: Curr mae: 70.2870; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 520.4461; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3062; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 23:22:03,403 - INFO - Epoch: 0822 / 1300 lr: 8.533e-05 2025-08-14 23:23:41,649 - INFO - Training: cls_zice: 56.80286610115004; reg_zipnll: 198.99556718448747; aux_mae_loss_1: 123.07166609972485; aux_mae_loss_2: 18.87056359778946; aux_mae_loss_4: 3.0189762359106753; cnt_loss: 16.510010792541014; 2025-08-14 23:23:41,650 - INFO - Evaluation: Curr mae: 70.8837; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 529.5961; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2371; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 23:23:41,651 - INFO - Epoch: 0823 / 1300 lr: 8.516e-05 2025-08-14 23:25:19,635 - INFO - Training: cls_zice: 56.673420854774726; reg_zipnll: 202.59156883651616; aux_mae_loss_1: 121.77922349356135; aux_mae_loss_2: 18.554307427688247; aux_mae_loss_4: 2.9425868942069515; cnt_loss: 15.351365250915979; 2025-08-14 23:25:19,636 - INFO - Evaluation: Curr mae: 72.1691; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 554.4967; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3219; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 23:25:19,636 - INFO - Epoch: 0824 / 1300 lr: 8.498e-05 2025-08-14 23:26:57,848 - INFO - Training: cls_zice: 56.83236897573986; reg_zipnll: 206.20841524962594; aux_mae_loss_1: 119.97887965891232; aux_mae_loss_2: 18.25949159134323; aux_mae_loss_4: 2.904266455639297; cnt_loss: 16.029950425373556; 2025-08-14 23:26:57,849 - INFO - Evaluation: Curr mae: 71.8140; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 536.2562; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2518; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 23:26:57,849 - INFO - Epoch: 0825 / 1300 lr: 8.481e-05 2025-08-14 23:28:37,320 - INFO - Training: cls_zice: 57.61432369340661; reg_zipnll: 212.92386270243588; aux_mae_loss_1: 121.58341511233607; aux_mae_loss_2: 18.416922998305765; aux_mae_loss_4: 2.9079286336592354; cnt_loss: 15.210335631296996; 2025-08-14 23:28:37,321 - INFO - Evaluation: Curr mae: 67.3766; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 522.4387; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3223; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 23:28:37,321 - INFO - Epoch: 0826 / 1300 lr: 8.463e-05 2025-08-14 23:30:16,395 - INFO - Training: cls_zice: 55.213713818045385; reg_zipnll: 202.04080623832644; aux_mae_loss_1: 120.47472092302415; aux_mae_loss_2: 18.415023622905075; aux_mae_loss_4: 2.938069774742911; cnt_loss: 16.143250379280442; 2025-08-14 23:30:16,396 - INFO - Evaluation: Curr mae: 69.3692; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 571.2847; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2354; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 23:30:16,396 - INFO - Epoch: 0827 / 1300 lr: 8.446e-05 2025-08-14 23:31:54,307 - INFO - Training: cls_zice: 62.336324611635625; reg_zipnll: 211.60259806772737; aux_mae_loss_1: 124.19958612299824; aux_mae_loss_2: 18.931531113033735; aux_mae_loss_4: 3.028457342352536; cnt_loss: 16.780127726054744; 2025-08-14 23:31:54,309 - INFO - Evaluation: Curr mae: 73.4475; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 532.1778; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3408; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 23:31:54,309 - INFO - Epoch: 0828 / 1300 lr: 8.428e-05 2025-08-14 23:33:31,876 - INFO - Training: cls_zice: 54.37557604269227; reg_zipnll: 212.90600554556957; aux_mae_loss_1: 120.48348026226603; aux_mae_loss_2: 18.299566316727194; aux_mae_loss_4: 2.8973738739606962; cnt_loss: 14.796779744422834; 2025-08-14 23:33:31,877 - INFO - Evaluation: Curr mae: 75.1716; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 556.8280; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2899; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 23:33:31,878 - INFO - Epoch: 0829 / 1300 lr: 8.410e-05 2025-08-14 23:35:10,014 - INFO - Training: cls_zice: 56.33948939272555; reg_zipnll: 215.80973678137772; aux_mae_loss_1: 120.17886746511974; aux_mae_loss_2: 18.139899660198733; aux_mae_loss_4: 2.812414561568312; cnt_loss: 13.526766857635087; 2025-08-14 23:35:10,016 - INFO - Evaluation: Curr mae: 74.7310; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 560.2125; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2536; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 23:35:10,016 - INFO - Epoch: 0830 / 1300 lr: 8.392e-05 2025-08-14 23:36:48,241 - INFO - Training: cls_zice: 55.99264641546652; reg_zipnll: 209.4620707592805; aux_mae_loss_1: 120.51858781848898; aux_mae_loss_2: 18.352636402860707; aux_mae_loss_4: 2.906412752704326; cnt_loss: 14.753812906674677; 2025-08-14 23:36:48,243 - INFO - Evaluation: Curr mae: 73.9678; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 560.1703; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3701; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 23:36:48,243 - INFO - Epoch: 0831 / 1300 lr: 8.374e-05 2025-08-14 23:38:27,080 - INFO - Training: cls_zice: 58.88874492528046; reg_zipnll: 205.89191473051332; aux_mae_loss_1: 122.11572656901146; aux_mae_loss_2: 18.6672320972678; aux_mae_loss_4: 2.9857773676629544; cnt_loss: 17.076631842664703; 2025-08-14 23:38:27,081 - INFO - Evaluation: Curr mae: 75.9028; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 580.0215; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2146; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 23:38:27,081 - INFO - Epoch: 0832 / 1300 lr: 8.356e-05 2025-08-14 23:40:05,668 - INFO - Training: cls_zice: 56.23232098551979; reg_zipnll: 211.9244181772737; aux_mae_loss_1: 121.33366529861881; aux_mae_loss_2: 18.37502291269964; aux_mae_loss_4: 2.8980464244256594; cnt_loss: 14.667153293338718; 2025-08-14 23:40:05,669 - INFO - Evaluation: Curr mae: 69.8096; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 542.5441; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3132; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 23:40:05,669 - INFO - Epoch: 0833 / 1300 lr: 8.338e-05 2025-08-14 23:41:44,708 - INFO - Training: cls_zice: 55.284710301991296; reg_zipnll: 203.455481404204; aux_mae_loss_1: 119.38267080704166; aux_mae_loss_2: 18.148769910660377; aux_mae_loss_4: 2.852632577590893; cnt_loss: 14.269709947176642; 2025-08-14 23:41:44,709 - INFO - Evaluation: Curr mae: 78.3368; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 560.9362; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3185; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 23:41:44,709 - INFO - Epoch: 0834 / 1300 lr: 8.320e-05 2025-08-14 23:43:22,649 - INFO - Training: cls_zice: 56.825048659332; reg_zipnll: 205.583919279986; aux_mae_loss_1: 120.0421632752014; aux_mae_loss_2: 18.35313369804912; aux_mae_loss_4: 2.916959842097177; cnt_loss: 16.10287288804287; 2025-08-14 23:43:22,650 - INFO - Evaluation: Curr mae: 72.4698; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 563.1157; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.4007; Best nae: 0.1661; 0.1842; 0.1854; 0.1873; 0.1879; 2025-08-14 23:43:22,650 - INFO - Epoch: 0835 / 1300 lr: 8.302e-05 2025-08-14 23:45:01,339 - INFO - Training: cls_zice: 55.48930565725562; reg_zipnll: 209.0699006107595; aux_mae_loss_1: 118.87969210215277; aux_mae_loss_2: 18.0383932290163; aux_mae_loss_4: 2.842501320615219; cnt_loss: 14.351521969760904; 2025-08-14 23:45:01,539 - INFO - Evaluation: Curr mae: 70.1509; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 587.2888; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1842; Best nae: 0.1661; 0.1842; 0.1842; 0.1854; 0.1873; 2025-08-14 23:45:01,539 - INFO - Epoch: 0836 / 1300 lr: 8.283e-05 2025-08-14 23:46:39,657 - INFO - Training: cls_zice: 56.95572607640589; reg_zipnll: 209.86069988652795; aux_mae_loss_1: 120.53686313089797; aux_mae_loss_2: 18.24308739774944; aux_mae_loss_4: 2.8783964979005043; cnt_loss: 14.81207061917126; 2025-08-14 23:46:39,659 - INFO - Evaluation: Curr mae: 81.3398; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 568.7637; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2550; Best nae: 0.1661; 0.1842; 0.1842; 0.1854; 0.1873; 2025-08-14 23:46:39,659 - INFO - Epoch: 0837 / 1300 lr: 8.265e-05 2025-08-14 23:48:18,033 - INFO - Training: cls_zice: 58.67877242467091; reg_zipnll: 206.55774555353395; aux_mae_loss_1: 124.1075333445728; aux_mae_loss_2: 18.862746953351333; aux_mae_loss_4: 2.971046318431746; cnt_loss: 15.367658017533603; 2025-08-14 23:48:18,035 - INFO - Evaluation: Curr mae: 70.1481; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 543.2776; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3751; Best nae: 0.1661; 0.1842; 0.1842; 0.1854; 0.1873; 2025-08-14 23:48:18,035 - INFO - Epoch: 0838 / 1300 lr: 8.246e-05 2025-08-14 23:49:57,323 - INFO - Training: cls_zice: 57.71045027677075; reg_zipnll: 207.28862982114973; aux_mae_loss_1: 122.65747117383314; aux_mae_loss_2: 18.708814035651002; aux_mae_loss_4: 2.9822928070409134; cnt_loss: 16.606798512770155; 2025-08-14 23:49:57,324 - INFO - Evaluation: Curr mae: 72.0300; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 568.9446; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2526; Best nae: 0.1661; 0.1842; 0.1842; 0.1854; 0.1873; 2025-08-14 23:49:57,325 - INFO - Epoch: 0839 / 1300 lr: 8.228e-05 2025-08-14 23:51:34,677 - INFO - Training: cls_zice: 56.75463240524721; reg_zipnll: 203.48248948045745; aux_mae_loss_1: 121.74663720216726; aux_mae_loss_2: 18.666756811362614; aux_mae_loss_4: 2.9899848291990385; cnt_loss: 15.95007477995669; 2025-08-14 23:51:34,679 - INFO - Evaluation: Curr mae: 77.0321; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 437.4155; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3379; Best nae: 0.1661; 0.1842; 0.1842; 0.1854; 0.1873; 2025-08-14 23:51:34,679 - INFO - Epoch: 0840 / 1300 lr: 8.209e-05 2025-08-14 23:53:11,753 - INFO - Training: cls_zice: 55.67838535624482; reg_zipnll: 211.47751151626704; aux_mae_loss_1: 118.80890069584001; aux_mae_loss_2: 17.913712401010077; aux_mae_loss_4: 2.8063255689444455; cnt_loss: 13.635031550892828; 2025-08-14 23:53:11,755 - INFO - Evaluation: Curr mae: 72.8098; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 470.7825; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2740; Best nae: 0.1661; 0.1842; 0.1842; 0.1854; 0.1873; 2025-08-14 23:53:11,755 - INFO - Epoch: 0841 / 1300 lr: 8.190e-05 2025-08-14 23:54:51,212 - INFO - Training: cls_zice: 54.69188050803152; reg_zipnll: 207.35643220131686; aux_mae_loss_1: 118.79893620645478; aux_mae_loss_2: 17.992818217657526; aux_mae_loss_4: 2.817862742970719; cnt_loss: 13.668724983087849; 2025-08-14 23:54:51,214 - INFO - Evaluation: Curr mae: 70.5575; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 542.9917; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2193; Best nae: 0.1661; 0.1842; 0.1842; 0.1854; 0.1873; 2025-08-14 23:54:51,214 - INFO - Epoch: 0842 / 1300 lr: 8.171e-05 2025-08-14 23:56:28,747 - INFO - Training: cls_zice: 55.78517660824223; reg_zipnll: 207.04128528192908; aux_mae_loss_1: 121.04896590519687; aux_mae_loss_2: 18.29871427491882; aux_mae_loss_4: 2.8774361061865994; cnt_loss: 14.756039073963704; 2025-08-14 23:56:28,748 - INFO - Evaluation: Curr mae: 66.8696; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 532.8704; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2293; Best nae: 0.1661; 0.1842; 0.1842; 0.1854; 0.1873; 2025-08-14 23:56:28,749 - INFO - Epoch: 0843 / 1300 lr: 8.153e-05 2025-08-14 23:58:06,395 - INFO - Training: cls_zice: 53.958628779128766; reg_zipnll: 208.95391545626683; aux_mae_loss_1: 118.07904027237684; aux_mae_loss_2: 17.800036510648948; aux_mae_loss_4: 2.7811149067621304; cnt_loss: 13.882100021011725; 2025-08-14 23:58:06,397 - INFO - Evaluation: Curr mae: 74.2430; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 556.9793; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2665; Best nae: 0.1661; 0.1842; 0.1842; 0.1854; 0.1873; 2025-08-14 23:58:06,397 - INFO - Epoch: 0844 / 1300 lr: 8.134e-05 2025-08-14 23:59:44,168 - INFO - Training: cls_zice: 54.0181894706883; reg_zipnll: 205.3456995358504; aux_mae_loss_1: 118.94346433311011; aux_mae_loss_2: 18.069128838173835; aux_mae_loss_4: 2.8381847619703926; cnt_loss: 14.455759012300742; 2025-08-14 23:59:44,169 - INFO - Evaluation: Curr mae: 74.5698; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 543.9580; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3539; Best nae: 0.1661; 0.1842; 0.1842; 0.1854; 0.1873; 2025-08-14 23:59:44,169 - INFO - Epoch: 0845 / 1300 lr: 8.115e-05 2025-08-15 00:01:22,148 - INFO - Training: cls_zice: 54.76817158994607; reg_zipnll: 204.80152548861074; aux_mae_loss_1: 118.46608895446464; aux_mae_loss_2: 18.00472534530267; aux_mae_loss_4: 2.828341279514038; cnt_loss: 13.780313132967619; 2025-08-15 00:01:22,150 - INFO - Evaluation: Curr mae: 77.5451; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 555.9052; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3337; Best nae: 0.1661; 0.1842; 0.1842; 0.1854; 0.1873; 2025-08-15 00:01:22,150 - INFO - Epoch: 0846 / 1300 lr: 8.095e-05 2025-08-15 00:03:00,588 - INFO - Training: cls_zice: 56.83179144005849; reg_zipnll: 205.24922902908912; aux_mae_loss_1: 121.78179153991542; aux_mae_loss_2: 18.618572901943963; aux_mae_loss_4: 2.979950547371548; cnt_loss: 16.68605035803925; 2025-08-15 00:03:00,589 - INFO - Evaluation: Curr mae: 75.3319; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 552.2168; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3043; Best nae: 0.1661; 0.1842; 0.1842; 0.1854; 0.1873; 2025-08-15 00:03:00,589 - INFO - Epoch: 0847 / 1300 lr: 8.076e-05 2025-08-15 00:04:38,050 - INFO - Training: cls_zice: 54.53780969050366; reg_zipnll: 204.03309063065635; aux_mae_loss_1: 119.70248886245689; aux_mae_loss_2: 18.38793730919649; aux_mae_loss_4: 2.9332863329921715; cnt_loss: 16.12363307181851; 2025-08-15 00:04:38,052 - INFO - Evaluation: Curr mae: 69.8719; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 526.0327; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2425; Best nae: 0.1661; 0.1842; 0.1842; 0.1854; 0.1873; 2025-08-15 00:04:38,052 - INFO - Epoch: 0848 / 1300 lr: 8.057e-05 2025-08-15 00:06:16,676 - INFO - Training: cls_zice: 55.92765540359566; reg_zipnll: 207.1467704625853; aux_mae_loss_1: 121.11156002231; aux_mae_loss_2: 18.391303518437482; aux_mae_loss_4: 2.9130697245769452; cnt_loss: 15.672475489981684; 2025-08-15 00:06:16,678 - INFO - Evaluation: Curr mae: 68.5056; Best mae: 61.0657; 61.3705; 61.9244; 63.3657; 63.4451; Curr rmse: 516.3936; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2859; Best nae: 0.1661; 0.1842; 0.1842; 0.1854; 0.1873; 2025-08-15 00:06:16,678 - INFO - Epoch: 0849 / 1300 lr: 8.038e-05 2025-08-15 00:07:54,649 - INFO - Training: cls_zice: 54.79917213182829; reg_zipnll: 202.8311687999029; aux_mae_loss_1: 120.23708473440921; aux_mae_loss_2: 18.203598836393773; aux_mae_loss_4: 2.870370736925032; cnt_loss: 14.727513659582653; 2025-08-15 00:07:54,849 - INFO - Evaluation: Curr mae: 60.1580; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 412.2735; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2372; Best nae: 0.1661; 0.1842; 0.1842; 0.1854; 0.1873; 2025-08-15 00:07:54,850 - INFO - Epoch: 0850 / 1300 lr: 8.018e-05 2025-08-15 00:09:32,358 - INFO - Training: cls_zice: 52.729611483323545; reg_zipnll: 202.91835733918728; aux_mae_loss_1: 119.32394016922899; aux_mae_loss_2: 18.15930237990725; aux_mae_loss_4: 2.8561980306029624; cnt_loss: 14.14224661898184; 2025-08-15 00:09:32,359 - INFO - Evaluation: Curr mae: 66.8568; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 484.0783; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3587; Best nae: 0.1661; 0.1842; 0.1842; 0.1854; 0.1873; 2025-08-15 00:09:33,054 - INFO - Epoch: 0851 / 1300 lr: 7.999e-05 2025-08-15 00:11:10,741 - INFO - Training: cls_zice: 57.25893264189171; reg_zipnll: 209.93874631504167; aux_mae_loss_1: 120.2928208569328; aux_mae_loss_2: 18.173327888498576; aux_mae_loss_4: 2.873133909809559; cnt_loss: 15.643086727603237; 2025-08-15 00:11:10,742 - INFO - Evaluation: Curr mae: 79.4835; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 555.1510; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3239; Best nae: 0.1661; 0.1842; 0.1842; 0.1854; 0.1873; 2025-08-15 00:11:10,743 - INFO - Epoch: 0852 / 1300 lr: 7.979e-05 2025-08-15 00:12:48,509 - INFO - Training: cls_zice: 58.04397940896164; reg_zipnll: 206.25696912338924; aux_mae_loss_1: 120.80568205973177; aux_mae_loss_2: 18.387583242896895; aux_mae_loss_4: 2.912886017392411; cnt_loss: 15.46628648854773; 2025-08-15 00:12:48,713 - INFO - Evaluation: Curr mae: 73.9550; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 563.0283; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1742; Best nae: 0.1661; 0.1742; 0.1842; 0.1842; 0.1854; 2025-08-15 00:12:48,713 - INFO - Epoch: 0853 / 1300 lr: 7.960e-05 2025-08-15 00:14:27,142 - INFO - Training: cls_zice: 57.34499907558712; reg_zipnll: 208.1682283161232; aux_mae_loss_1: 121.25182417793567; aux_mae_loss_2: 18.367274540555506; aux_mae_loss_4: 2.886635630173671; cnt_loss: 14.487743142331475; 2025-08-15 00:14:27,143 - INFO - Evaluation: Curr mae: 65.3066; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 450.4737; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2084; Best nae: 0.1661; 0.1742; 0.1842; 0.1842; 0.1854; 2025-08-15 00:14:27,143 - INFO - Epoch: 0854 / 1300 lr: 7.940e-05 2025-08-15 00:16:06,369 - INFO - Training: cls_zice: 54.687902825963526; reg_zipnll: 209.487706284903; aux_mae_loss_1: 117.93456797121729; aux_mae_loss_2: 17.794472726267838; aux_mae_loss_4: 2.787893605416109; cnt_loss: 13.888491545360928; 2025-08-15 00:16:06,570 - INFO - Evaluation: Curr mae: 70.5813; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 571.0935; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1543; Best nae: 0.1543; 0.1661; 0.1742; 0.1842; 0.1842; 2025-08-15 00:16:06,570 - INFO - Epoch: 0855 / 1300 lr: 7.920e-05 2025-08-15 00:17:44,768 - INFO - Training: cls_zice: 57.318728343380144; reg_zipnll: 204.56955272802043; aux_mae_loss_1: 121.3502426686814; aux_mae_loss_2: 18.405230992863906; aux_mae_loss_4: 2.905011107651924; cnt_loss: 14.913940502929197; 2025-08-15 00:17:44,769 - INFO - Evaluation: Curr mae: 71.2763; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 548.7583; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2955; Best nae: 0.1543; 0.1661; 0.1742; 0.1842; 0.1842; 2025-08-15 00:17:44,769 - INFO - Epoch: 0856 / 1300 lr: 7.900e-05 2025-08-15 00:19:22,604 - INFO - Training: cls_zice: 56.00426261759049; reg_zipnll: 214.69938980828215; aux_mae_loss_1: 122.10367518035183; aux_mae_loss_2: 18.634442575793035; aux_mae_loss_4: 2.9567532348602166; cnt_loss: 15.305622666231464; 2025-08-15 00:19:22,605 - INFO - Evaluation: Curr mae: 76.5749; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 548.3126; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3307; Best nae: 0.1543; 0.1661; 0.1742; 0.1842; 0.1842; 2025-08-15 00:19:22,606 - INFO - Epoch: 0857 / 1300 lr: 7.880e-05 2025-08-15 00:21:00,398 - INFO - Training: cls_zice: 57.33652038447042; reg_zipnll: 203.40125418812573; aux_mae_loss_1: 121.42475633694764; aux_mae_loss_2: 18.503438618618297; aux_mae_loss_4: 2.935523693696392; cnt_loss: 15.12102733479674; 2025-08-15 00:21:00,399 - INFO - Evaluation: Curr mae: 69.3145; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 467.8686; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3514; Best nae: 0.1543; 0.1661; 0.1742; 0.1842; 0.1842; 2025-08-15 00:21:00,399 - INFO - Epoch: 0858 / 1300 lr: 7.860e-05 2025-08-15 00:22:37,408 - INFO - Training: cls_zice: 58.91171323130707; reg_zipnll: 203.02671800235856; aux_mae_loss_1: 122.59763658322528; aux_mae_loss_2: 18.517005493217997; aux_mae_loss_4: 2.9104781382954212; cnt_loss: 14.754289655268652; 2025-08-15 00:22:37,409 - INFO - Evaluation: Curr mae: 80.9891; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 546.9487; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.5422; Best nae: 0.1543; 0.1661; 0.1742; 0.1842; 0.1842; 2025-08-15 00:22:37,409 - INFO - Epoch: 0859 / 1300 lr: 7.840e-05 2025-08-15 00:24:16,223 - INFO - Training: cls_zice: 57.49424403545789; reg_zipnll: 202.91322488466082; aux_mae_loss_1: 122.224976929417; aux_mae_loss_2: 18.548227731856713; aux_mae_loss_4: 2.9405934340236732; cnt_loss: 14.947749091604376; 2025-08-15 00:24:16,225 - INFO - Evaluation: Curr mae: 75.4934; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 488.6297; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3927; Best nae: 0.1543; 0.1661; 0.1742; 0.1842; 0.1842; 2025-08-15 00:24:16,225 - INFO - Epoch: 0860 / 1300 lr: 7.820e-05 2025-08-15 00:25:53,818 - INFO - Training: cls_zice: 58.38712035636669; reg_zipnll: 202.26650871041502; aux_mae_loss_1: 123.88144097904313; aux_mae_loss_2: 18.80334424849954; aux_mae_loss_4: 2.982198707855146; cnt_loss: 15.983343121631593; 2025-08-15 00:25:53,819 - INFO - Evaluation: Curr mae: 72.0063; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 546.9327; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2923; Best nae: 0.1543; 0.1661; 0.1742; 0.1842; 0.1842; 2025-08-15 00:25:53,819 - INFO - Epoch: 0861 / 1300 lr: 7.800e-05 2025-08-15 00:27:32,772 - INFO - Training: cls_zice: 57.98473538868225; reg_zipnll: 207.44299687088915; aux_mae_loss_1: 122.16464457965449; aux_mae_loss_2: 18.428974329352684; aux_mae_loss_4: 2.8589956135247236; cnt_loss: 12.985291874500657; 2025-08-15 00:27:32,773 - INFO - Evaluation: Curr mae: 70.8074; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 534.5897; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.4115; Best nae: 0.1543; 0.1661; 0.1742; 0.1842; 0.1842; 2025-08-15 00:27:32,773 - INFO - Epoch: 0862 / 1300 lr: 7.780e-05 2025-08-15 00:29:10,859 - INFO - Training: cls_zice: 54.46528580934192; reg_zipnll: 204.53775429419196; aux_mae_loss_1: 119.98052435730294; aux_mae_loss_2: 18.146528896758365; aux_mae_loss_4: 2.8642598326224595; cnt_loss: 15.113302998493754; 2025-08-15 00:29:10,860 - INFO - Evaluation: Curr mae: 75.7962; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 564.9451; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3929; Best nae: 0.1543; 0.1661; 0.1742; 0.1842; 0.1842; 2025-08-15 00:29:10,861 - INFO - Epoch: 0863 / 1300 lr: 7.760e-05 2025-08-15 00:30:48,782 - INFO - Training: cls_zice: 57.528387738951984; reg_zipnll: 204.60086336601668; aux_mae_loss_1: 123.41263082646465; aux_mae_loss_2: 18.706847251534157; aux_mae_loss_4: 2.9725559585198646; cnt_loss: 15.465600047136027; 2025-08-15 00:30:48,784 - INFO - Evaluation: Curr mae: 84.0146; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 577.0970; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3553; Best nae: 0.1543; 0.1661; 0.1742; 0.1842; 0.1842; 2025-08-15 00:30:48,784 - INFO - Epoch: 0864 / 1300 lr: 7.739e-05 2025-08-15 00:32:27,046 - INFO - Training: cls_zice: 56.37445659077412; reg_zipnll: 198.8026176884119; aux_mae_loss_1: 119.3170095360371; aux_mae_loss_2: 18.094547641920858; aux_mae_loss_4: 2.829864240703975; cnt_loss: 14.178170248291487; 2025-08-15 00:32:27,047 - INFO - Evaluation: Curr mae: 69.2069; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 571.6181; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2384; Best nae: 0.1543; 0.1661; 0.1742; 0.1842; 0.1842; 2025-08-15 00:32:27,048 - INFO - Epoch: 0865 / 1300 lr: 7.719e-05 2025-08-15 00:34:05,688 - INFO - Training: cls_zice: 57.490441860837; reg_zipnll: 197.04292061518888; aux_mae_loss_1: 122.65441303204142; aux_mae_loss_2: 18.69946115305001; aux_mae_loss_4: 2.989124223091915; cnt_loss: 16.146987722588076; 2025-08-15 00:34:05,689 - INFO - Evaluation: Curr mae: 68.4749; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 490.4874; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3331; Best nae: 0.1543; 0.1661; 0.1742; 0.1842; 0.1842; 2025-08-15 00:34:05,689 - INFO - Epoch: 0866 / 1300 lr: 7.698e-05 2025-08-15 00:35:44,215 - INFO - Training: cls_zice: 55.4159348193738; reg_zipnll: 197.6791531383838; aux_mae_loss_1: 119.004984029461; aux_mae_loss_2: 18.018585585076888; aux_mae_loss_4: 2.8286288256510366; cnt_loss: 14.24600838542291; 2025-08-15 00:35:44,216 - INFO - Evaluation: Curr mae: 66.8099; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 450.7633; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3837; Best nae: 0.1543; 0.1661; 0.1742; 0.1842; 0.1842; 2025-08-15 00:35:44,216 - INFO - Epoch: 0867 / 1300 lr: 7.678e-05 2025-08-15 00:37:21,925 - INFO - Training: cls_zice: 55.16048560182356; reg_zipnll: 203.432889786355; aux_mae_loss_1: 119.45170010270067; aux_mae_loss_2: 17.98490262889617; aux_mae_loss_4: 2.813985641940394; cnt_loss: 13.9132242300823; 2025-08-15 00:37:21,926 - INFO - Evaluation: Curr mae: 65.7333; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 561.8979; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2807; Best nae: 0.1543; 0.1661; 0.1742; 0.1842; 0.1842; 2025-08-15 00:37:21,926 - INFO - Epoch: 0868 / 1300 lr: 7.657e-05 2025-08-15 00:38:59,315 - INFO - Training: cls_zice: 57.66014410880967; reg_zipnll: 203.67983544945412; aux_mae_loss_1: 121.66675472504681; aux_mae_loss_2: 18.33940407365637; aux_mae_loss_4: 2.862620951277431; cnt_loss: 14.021239942327563; 2025-08-15 00:38:59,316 - INFO - Evaluation: Curr mae: 77.6332; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 521.4028; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2780; Best nae: 0.1543; 0.1661; 0.1742; 0.1842; 0.1842; 2025-08-15 00:38:59,316 - INFO - Epoch: 0869 / 1300 lr: 7.636e-05 2025-08-15 00:40:37,641 - INFO - Training: cls_zice: 56.13827937918028; reg_zipnll: 204.92737399888222; aux_mae_loss_1: 121.68068080696165; aux_mae_loss_2: 18.470655046575786; aux_mae_loss_4: 2.909653239507602; cnt_loss: 14.095179180559585; 2025-08-15 00:40:37,642 - INFO - Evaluation: Curr mae: 76.4025; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 581.5775; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.4233; Best nae: 0.1543; 0.1661; 0.1742; 0.1842; 0.1842; 2025-08-15 00:40:37,642 - INFO - Epoch: 0870 / 1300 lr: 7.616e-05 2025-08-15 00:42:15,331 - INFO - Training: cls_zice: 55.62048256925875; reg_zipnll: 197.24887779255454; aux_mae_loss_1: 119.40471779104983; aux_mae_loss_2: 18.095737245824466; aux_mae_loss_4: 2.8392427223507113; cnt_loss: 14.201124167381032; 2025-08-15 00:42:15,332 - INFO - Evaluation: Curr mae: 77.1219; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 546.4687; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.4661; Best nae: 0.1543; 0.1661; 0.1742; 0.1842; 0.1842; 2025-08-15 00:42:15,333 - INFO - Epoch: 0871 / 1300 lr: 7.595e-05 2025-08-15 00:43:53,748 - INFO - Training: cls_zice: 57.2590307650039; reg_zipnll: 209.31864610490578; aux_mae_loss_1: 121.21625916449148; aux_mae_loss_2: 18.291849769479512; aux_mae_loss_4: 2.849905724084163; cnt_loss: 14.017031344932272; 2025-08-15 00:43:53,749 - INFO - Evaluation: Curr mae: 76.5538; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 553.7413; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.5458; Best nae: 0.1543; 0.1661; 0.1742; 0.1842; 0.1842; 2025-08-15 00:43:53,749 - INFO - Epoch: 0872 / 1300 lr: 7.574e-05 2025-08-15 00:45:31,453 - INFO - Training: cls_zice: 54.05704106735233; reg_zipnll: 210.44783194573802; aux_mae_loss_1: 116.94862600586409; aux_mae_loss_2: 17.57187535217305; aux_mae_loss_4: 2.7217842498291427; cnt_loss: 12.814936871853464; 2025-08-15 00:45:31,454 - INFO - Evaluation: Curr mae: 78.6240; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 545.5270; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.4375; Best nae: 0.1543; 0.1661; 0.1742; 0.1842; 0.1842; 2025-08-15 00:45:31,454 - INFO - Epoch: 0873 / 1300 lr: 7.553e-05 2025-08-15 00:47:08,844 - INFO - Training: cls_zice: 56.08385738209464; reg_zipnll: 207.87984282682365; aux_mae_loss_1: 120.73890826266958; aux_mae_loss_2: 18.274403914081407; aux_mae_loss_4: 2.8753226828452556; cnt_loss: 15.481142409356517; 2025-08-15 00:47:08,846 - INFO - Evaluation: Curr mae: 70.9980; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 453.5791; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.5579; Best nae: 0.1543; 0.1661; 0.1742; 0.1842; 0.1842; 2025-08-15 00:47:08,846 - INFO - Epoch: 0874 / 1300 lr: 7.532e-05 2025-08-15 00:48:46,999 - INFO - Training: cls_zice: 54.83101826664874; reg_zipnll: 200.94857459570878; aux_mae_loss_1: 119.54087862931671; aux_mae_loss_2: 18.124453116198737; aux_mae_loss_4: 2.851750062792957; cnt_loss: 14.668595680464202; 2025-08-15 00:48:47,000 - INFO - Evaluation: Curr mae: 75.6327; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 522.1594; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.4337; Best nae: 0.1543; 0.1661; 0.1742; 0.1842; 0.1842; 2025-08-15 00:48:47,001 - INFO - Epoch: 0875 / 1300 lr: 7.511e-05 2025-08-15 00:50:25,336 - INFO - Training: cls_zice: 54.939153950479465; reg_zipnll: 208.1406105159181; aux_mae_loss_1: 119.23988456529946; aux_mae_loss_2: 18.07461767086333; aux_mae_loss_4: 2.8403743528461702; cnt_loss: 15.129228674660611; 2025-08-15 00:50:25,337 - INFO - Evaluation: Curr mae: 71.8960; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 539.3736; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3720; Best nae: 0.1543; 0.1661; 0.1742; 0.1842; 0.1842; 2025-08-15 00:50:25,338 - INFO - Epoch: 0876 / 1300 lr: 7.490e-05 2025-08-15 00:52:02,928 - INFO - Training: cls_zice: 56.25403025888079; reg_zipnll: 197.17500619961854; aux_mae_loss_1: 118.31808018132776; aux_mae_loss_2: 17.91562108392887; aux_mae_loss_4: 2.8038005646519304; cnt_loss: 14.277953840773026; 2025-08-15 00:52:02,929 - INFO - Evaluation: Curr mae: 73.2693; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 567.2513; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3097; Best nae: 0.1543; 0.1661; 0.1742; 0.1842; 0.1842; 2025-08-15 00:52:02,930 - INFO - Epoch: 0877 / 1300 lr: 7.469e-05 2025-08-15 00:53:41,371 - INFO - Training: cls_zice: 56.048673330320185; reg_zipnll: 207.34584278802944; aux_mae_loss_1: 119.54746063938484; aux_mae_loss_2: 18.091887710639934; aux_mae_loss_4: 2.828648761795848; cnt_loss: 14.073438162362361; 2025-08-15 00:53:41,373 - INFO - Evaluation: Curr mae: 74.5896; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 562.1955; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.4484; Best nae: 0.1543; 0.1661; 0.1742; 0.1842; 0.1842; 2025-08-15 00:53:41,373 - INFO - Epoch: 0878 / 1300 lr: 7.447e-05 2025-08-15 00:55:18,910 - INFO - Training: cls_zice: 53.19611938676981; reg_zipnll: 201.77470128762997; aux_mae_loss_1: 117.1367662228778; aux_mae_loss_2: 17.72797441482544; aux_mae_loss_4: 2.767175210012568; cnt_loss: 13.3666126299027; 2025-08-15 00:55:18,911 - INFO - Evaluation: Curr mae: 73.1083; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 557.7002; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.4902; Best nae: 0.1543; 0.1661; 0.1742; 0.1842; 0.1842; 2025-08-15 00:55:18,912 - INFO - Epoch: 0879 / 1300 lr: 7.426e-05 2025-08-15 00:56:56,419 - INFO - Training: cls_zice: 56.78406317543554; reg_zipnll: 204.93420124789438; aux_mae_loss_1: 119.91264969401617; aux_mae_loss_2: 18.209433149862413; aux_mae_loss_4: 2.8617024358869516; cnt_loss: 15.113287329060865; 2025-08-15 00:56:56,421 - INFO - Evaluation: Curr mae: 69.2189; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 488.9765; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3573; Best nae: 0.1543; 0.1661; 0.1742; 0.1842; 0.1842; 2025-08-15 00:56:56,421 - INFO - Epoch: 0880 / 1300 lr: 7.405e-05 2025-08-15 00:58:34,007 - INFO - Training: cls_zice: 58.5669174279759; reg_zipnll: 202.86701955525612; aux_mae_loss_1: 122.10246167023568; aux_mae_loss_2: 18.415255779472293; aux_mae_loss_4: 2.899433602097715; cnt_loss: 15.48439287005476; 2025-08-15 00:58:34,009 - INFO - Evaluation: Curr mae: 70.6292; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 523.3386; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3182; Best nae: 0.1543; 0.1661; 0.1742; 0.1842; 0.1842; 2025-08-15 00:58:34,009 - INFO - Epoch: 0881 / 1300 lr: 7.383e-05 2025-08-15 01:00:11,873 - INFO - Training: cls_zice: 59.597224098704466; reg_zipnll: 210.58428098977686; aux_mae_loss_1: 121.75209642621117; aux_mae_loss_2: 18.42678845204547; aux_mae_loss_4: 2.9117702759783186; cnt_loss: 14.757229350526412; 2025-08-15 01:00:11,874 - INFO - Evaluation: Curr mae: 71.6500; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 516.8001; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3081; Best nae: 0.1543; 0.1661; 0.1742; 0.1842; 0.1842; 2025-08-15 01:00:11,875 - INFO - Epoch: 0882 / 1300 lr: 7.362e-05 2025-08-15 01:01:50,134 - INFO - Training: cls_zice: 56.334350288067505; reg_zipnll: 208.17642045204929; aux_mae_loss_1: 120.29418033070307; aux_mae_loss_2: 18.08474626700492; aux_mae_loss_4: 2.818988079889881; cnt_loss: 13.692534128620569; 2025-08-15 01:01:50,334 - INFO - Evaluation: Curr mae: 72.3823; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 527.4356; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1801; Best nae: 0.1543; 0.1661; 0.1742; 0.1801; 0.1842; 2025-08-15 01:01:50,335 - INFO - Epoch: 0883 / 1300 lr: 7.340e-05 2025-08-15 01:03:27,389 - INFO - Training: cls_zice: 53.94490554461442; reg_zipnll: 202.0585078457634; aux_mae_loss_1: 116.69862937436925; aux_mae_loss_2: 17.594094873394024; aux_mae_loss_4: 2.7258674742936475; cnt_loss: 12.62961624888344; 2025-08-15 01:03:27,390 - INFO - Evaluation: Curr mae: 66.3079; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 496.6464; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1957; Best nae: 0.1543; 0.1661; 0.1742; 0.1801; 0.1842; 2025-08-15 01:03:27,391 - INFO - Epoch: 0884 / 1300 lr: 7.319e-05 2025-08-15 01:05:05,701 - INFO - Training: cls_zice: 55.23567296656514; reg_zipnll: 212.33112767668186; aux_mae_loss_1: 119.49967417189885; aux_mae_loss_2: 17.982459762102533; aux_mae_loss_4: 2.7969571207973214; cnt_loss: 13.953417160823596; 2025-08-15 01:05:05,703 - INFO - Evaluation: Curr mae: 83.1204; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 525.0130; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2413; Best nae: 0.1543; 0.1661; 0.1742; 0.1801; 0.1842; 2025-08-15 01:05:05,703 - INFO - Epoch: 0885 / 1300 lr: 7.297e-05 2025-08-15 01:06:43,846 - INFO - Training: cls_zice: 56.7383075680555; reg_zipnll: 210.3101314554484; aux_mae_loss_1: 119.40889929744456; aux_mae_loss_2: 17.966874017200617; aux_mae_loss_4: 2.809568420014222; cnt_loss: 13.338301396002194; 2025-08-15 01:06:43,847 - INFO - Evaluation: Curr mae: 66.9660; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 540.3886; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3548; Best nae: 0.1543; 0.1661; 0.1742; 0.1801; 0.1842; 2025-08-15 01:06:43,847 - INFO - Epoch: 0886 / 1300 lr: 7.276e-05 2025-08-15 01:08:21,194 - INFO - Training: cls_zice: 55.92291370838651; reg_zipnll: 205.97800108215802; aux_mae_loss_1: 119.47816933090093; aux_mae_loss_2: 17.995433120310768; aux_mae_loss_4: 2.805587307959412; cnt_loss: 13.434497297576277; 2025-08-15 01:08:21,196 - INFO - Evaluation: Curr mae: 79.2362; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 509.4684; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.4545; Best nae: 0.1543; 0.1661; 0.1742; 0.1801; 0.1842; 2025-08-15 01:08:21,196 - INFO - Epoch: 0887 / 1300 lr: 7.254e-05 2025-08-15 01:09:59,406 - INFO - Training: cls_zice: 55.34277731046119; reg_zipnll: 205.1054363005572; aux_mae_loss_1: 120.25241076118841; aux_mae_loss_2: 18.178767438412937; aux_mae_loss_4: 2.8616496186636406; cnt_loss: 14.639840222263091; 2025-08-15 01:09:59,408 - INFO - Evaluation: Curr mae: 71.8965; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 521.9828; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2661; Best nae: 0.1543; 0.1661; 0.1742; 0.1801; 0.1842; 2025-08-15 01:09:59,408 - INFO - Epoch: 0888 / 1300 lr: 7.232e-05 2025-08-15 01:11:36,678 - INFO - Training: cls_zice: 57.53526782185069; reg_zipnll: 207.25228409166508; aux_mae_loss_1: 120.99896205421585; aux_mae_loss_2: 18.248689337683828; aux_mae_loss_4: 2.853712765677116; cnt_loss: 14.591947071043569; 2025-08-15 01:11:36,679 - INFO - Evaluation: Curr mae: 71.2401; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 521.3621; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2415; Best nae: 0.1543; 0.1661; 0.1742; 0.1801; 0.1842; 2025-08-15 01:11:36,679 - INFO - Epoch: 0889 / 1300 lr: 7.210e-05 2025-08-15 01:13:14,813 - INFO - Training: cls_zice: 55.594691151403524; reg_zipnll: 207.66257646457703; aux_mae_loss_1: 117.12895140856274; aux_mae_loss_2: 17.664076964469068; aux_mae_loss_4: 2.7596095921447774; cnt_loss: 14.04144060213339; 2025-08-15 01:13:14,815 - INFO - Evaluation: Curr mae: 70.0167; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 551.1847; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2725; Best nae: 0.1543; 0.1661; 0.1742; 0.1801; 0.1842; 2025-08-15 01:13:14,815 - INFO - Epoch: 0890 / 1300 lr: 7.188e-05 2025-08-15 01:14:52,684 - INFO - Training: cls_zice: 56.17770707837107; reg_zipnll: 209.63830605141607; aux_mae_loss_1: 119.53717759826189; aux_mae_loss_2: 17.976162590526982; aux_mae_loss_4: 2.794674451522778; cnt_loss: 13.579584866379099; 2025-08-15 01:14:52,686 - INFO - Evaluation: Curr mae: 70.3741; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 585.7089; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2169; Best nae: 0.1543; 0.1661; 0.1742; 0.1801; 0.1842; 2025-08-15 01:14:52,686 - INFO - Epoch: 0891 / 1300 lr: 7.166e-05 2025-08-15 01:16:31,826 - INFO - Training: cls_zice: 54.26424056624845; reg_zipnll: 209.27430624091534; aux_mae_loss_1: 117.69553557643547; aux_mae_loss_2: 17.77778002290309; aux_mae_loss_4: 2.7727090840474498; cnt_loss: 13.667912316812648; 2025-08-15 01:16:31,827 - INFO - Evaluation: Curr mae: 68.0699; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 504.6018; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2780; Best nae: 0.1543; 0.1661; 0.1742; 0.1801; 0.1842; 2025-08-15 01:16:31,827 - INFO - Epoch: 0892 / 1300 lr: 7.144e-05 2025-08-15 01:18:10,791 - INFO - Training: cls_zice: 57.26129401477107; reg_zipnll: 207.6985351935144; aux_mae_loss_1: 119.67199784256805; aux_mae_loss_2: 17.97832207814587; aux_mae_loss_4: 2.782862404854561; cnt_loss: 13.258738735187942; 2025-08-15 01:18:10,793 - INFO - Evaluation: Curr mae: 72.5575; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 568.5980; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2836; Best nae: 0.1543; 0.1661; 0.1742; 0.1801; 0.1842; 2025-08-15 01:18:10,793 - INFO - Epoch: 0893 / 1300 lr: 7.122e-05 2025-08-15 01:19:49,187 - INFO - Training: cls_zice: 55.16695874228422; reg_zipnll: 207.93476391083783; aux_mae_loss_1: 120.38293628153274; aux_mae_loss_2: 18.04077701703442; aux_mae_loss_4: 2.7948596131219348; cnt_loss: 13.251276999635378; 2025-08-15 01:19:49,189 - INFO - Evaluation: Curr mae: 71.5562; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 563.8095; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3194; Best nae: 0.1543; 0.1661; 0.1742; 0.1801; 0.1842; 2025-08-15 01:19:49,189 - INFO - Epoch: 0894 / 1300 lr: 7.100e-05 2025-08-15 01:21:27,217 - INFO - Training: cls_zice: 56.20693836064296; reg_zipnll: 206.86249492223587; aux_mae_loss_1: 119.40420039453973; aux_mae_loss_2: 17.89390589951856; aux_mae_loss_4: 2.775430297637047; cnt_loss: 13.090309641661559; 2025-08-15 01:21:27,218 - INFO - Evaluation: Curr mae: 74.7012; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 552.1933; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3033; Best nae: 0.1543; 0.1661; 0.1742; 0.1801; 0.1842; 2025-08-15 01:21:27,219 - INFO - Epoch: 0895 / 1300 lr: 7.078e-05 2025-08-15 01:23:05,057 - INFO - Training: cls_zice: 54.297428614384515; reg_zipnll: 196.95238608137194; aux_mae_loss_1: 119.59993698296633; aux_mae_loss_2: 18.123028000706572; aux_mae_loss_4: 2.848069763735205; cnt_loss: 14.250948682235874; 2025-08-15 01:23:05,058 - INFO - Evaluation: Curr mae: 71.5817; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 525.0129; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2214; Best nae: 0.1543; 0.1661; 0.1742; 0.1801; 0.1842; 2025-08-15 01:23:05,059 - INFO - Epoch: 0896 / 1300 lr: 7.056e-05 2025-08-15 01:24:43,373 - INFO - Training: cls_zice: 58.000698343800394; reg_zipnll: 211.22298962904432; aux_mae_loss_1: 119.78322285551644; aux_mae_loss_2: 18.007388988926355; aux_mae_loss_4: 2.807622954747364; cnt_loss: 13.844772957897431; 2025-08-15 01:24:43,374 - INFO - Evaluation: Curr mae: 74.8038; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 533.9873; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3415; Best nae: 0.1543; 0.1661; 0.1742; 0.1801; 0.1842; 2025-08-15 01:24:43,374 - INFO - Epoch: 0897 / 1300 lr: 7.034e-05 2025-08-15 01:26:21,387 - INFO - Training: cls_zice: 56.217573336433325; reg_zipnll: 207.84487870910175; aux_mae_loss_1: 120.68371187322857; aux_mae_loss_2: 18.227273009430167; aux_mae_loss_4: 2.8466668128967285; cnt_loss: 14.352732647660458; 2025-08-15 01:26:21,389 - INFO - Evaluation: Curr mae: 74.7181; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 503.8637; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2926; Best nae: 0.1543; 0.1661; 0.1742; 0.1801; 0.1842; 2025-08-15 01:26:21,389 - INFO - Epoch: 0898 / 1300 lr: 7.011e-05 2025-08-15 01:28:00,115 - INFO - Training: cls_zice: 53.52901965379715; reg_zipnll: 210.87530852957678; aux_mae_loss_1: 117.05067082971411; aux_mae_loss_2: 17.58398916175862; aux_mae_loss_4: 2.7348910231516723; cnt_loss: 13.728790304348218; 2025-08-15 01:28:00,116 - INFO - Evaluation: Curr mae: 67.2817; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 532.8363; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2826; Best nae: 0.1543; 0.1661; 0.1742; 0.1801; 0.1842; 2025-08-15 01:28:00,116 - INFO - Epoch: 0899 / 1300 lr: 6.989e-05 2025-08-15 01:29:37,827 - INFO - Training: cls_zice: 54.34535555621959; reg_zipnll: 209.10639287757382; aux_mae_loss_1: 117.26124728185658; aux_mae_loss_2: 17.5795629704826; aux_mae_loss_4: 2.7239345673730258; cnt_loss: 13.13590332260475; 2025-08-15 01:29:37,828 - INFO - Evaluation: Curr mae: 74.3131; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 539.2115; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.4819; Best nae: 0.1543; 0.1661; 0.1742; 0.1801; 0.1842; 2025-08-15 01:29:37,828 - INFO - Epoch: 0900 / 1300 lr: 6.967e-05 2025-08-15 01:31:15,407 - INFO - Training: cls_zice: 53.99107480225342; reg_zipnll: 204.86697030741635; aux_mae_loss_1: 118.18061576097973; aux_mae_loss_2: 17.846209089676336; aux_mae_loss_4: 2.790712179438927; cnt_loss: 13.785641178986713; 2025-08-15 01:31:15,409 - INFO - Evaluation: Curr mae: 80.7456; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 554.4261; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3740; Best nae: 0.1543; 0.1661; 0.1742; 0.1801; 0.1842; 2025-08-15 01:31:15,996 - INFO - Epoch: 0901 / 1300 lr: 6.944e-05 2025-08-15 01:32:53,785 - INFO - Training: cls_zice: 57.73932936758875; reg_zipnll: 203.24850506034792; aux_mae_loss_1: 121.9570512550962; aux_mae_loss_2: 18.36787490550534; aux_mae_loss_4: 2.8567110925223345; cnt_loss: 14.332258577824865; 2025-08-15 01:32:53,787 - INFO - Evaluation: Curr mae: 71.6402; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 548.0330; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2843; Best nae: 0.1543; 0.1661; 0.1742; 0.1801; 0.1842; 2025-08-15 01:32:53,787 - INFO - Epoch: 0902 / 1300 lr: 6.922e-05 2025-08-15 01:34:32,726 - INFO - Training: cls_zice: 57.26720414446681; reg_zipnll: 202.83700938089953; aux_mae_loss_1: 120.59359037600323; aux_mae_loss_2: 18.170347188003266; aux_mae_loss_4: 2.816109549263756; cnt_loss: 13.240190369610922; 2025-08-15 01:34:32,727 - INFO - Evaluation: Curr mae: 69.6126; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 502.1097; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2792; Best nae: 0.1543; 0.1661; 0.1742; 0.1801; 0.1842; 2025-08-15 01:34:32,727 - INFO - Epoch: 0903 / 1300 lr: 6.899e-05 2025-08-15 01:36:10,388 - INFO - Training: cls_zice: 54.85326423038247; reg_zipnll: 202.03370386040302; aux_mae_loss_1: 119.29559614725775; aux_mae_loss_2: 17.98190367528283; aux_mae_loss_4: 2.8059928873817226; cnt_loss: 13.602136161762521; 2025-08-15 01:36:10,389 - INFO - Evaluation: Curr mae: 69.0968; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 542.3007; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2815; Best nae: 0.1543; 0.1661; 0.1742; 0.1801; 0.1842; 2025-08-15 01:36:10,389 - INFO - Epoch: 0904 / 1300 lr: 6.877e-05 2025-08-15 01:37:48,088 - INFO - Training: cls_zice: 57.61889982074116; reg_zipnll: 209.48563305087444; aux_mae_loss_1: 120.59785340316498; aux_mae_loss_2: 18.191436371031028; aux_mae_loss_4: 2.8361945287120984; cnt_loss: 13.976716539547192; 2025-08-15 01:37:48,090 - INFO - Evaluation: Curr mae: 68.0810; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 539.2374; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.4372; Best nae: 0.1543; 0.1661; 0.1742; 0.1801; 0.1842; 2025-08-15 01:37:48,090 - INFO - Epoch: 0905 / 1300 lr: 6.854e-05 2025-08-15 01:39:27,441 - INFO - Training: cls_zice: 56.59780946274343; reg_zipnll: 209.24423569823904; aux_mae_loss_1: 119.07123004746622; aux_mae_loss_2: 17.915520649642747; aux_mae_loss_4: 2.7789057168372184; cnt_loss: 13.221063497133917; 2025-08-15 01:39:27,442 - INFO - Evaluation: Curr mae: 72.7929; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 538.4968; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3406; Best nae: 0.1543; 0.1661; 0.1742; 0.1801; 0.1842; 2025-08-15 01:39:27,443 - INFO - Epoch: 0906 / 1300 lr: 6.831e-05 2025-08-15 01:41:05,954 - INFO - Training: cls_zice: 58.6554923722554; reg_zipnll: 214.0660077906513; aux_mae_loss_1: 119.98000100339286; aux_mae_loss_2: 17.95738411378738; aux_mae_loss_4: 2.776835950297378; cnt_loss: 14.068821759334261; 2025-08-15 01:41:05,955 - INFO - Evaluation: Curr mae: 77.0225; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 574.7700; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2985; Best nae: 0.1543; 0.1661; 0.1742; 0.1801; 0.1842; 2025-08-15 01:41:05,955 - INFO - Epoch: 0907 / 1300 lr: 6.809e-05 2025-08-15 01:42:44,993 - INFO - Training: cls_zice: 54.12428479988348; reg_zipnll: 207.52852657092566; aux_mae_loss_1: 117.85158031826461; aux_mae_loss_2: 17.78601458998143; aux_mae_loss_4: 2.755404394665843; cnt_loss: 13.444031708651153; 2025-08-15 01:42:44,995 - INFO - Evaluation: Curr mae: 69.8147; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 556.2889; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3377; Best nae: 0.1543; 0.1661; 0.1742; 0.1801; 0.1842; 2025-08-15 01:42:44,995 - INFO - Epoch: 0908 / 1300 lr: 6.786e-05 2025-08-15 01:44:22,980 - INFO - Training: cls_zice: 55.26705031958828; reg_zipnll: 204.62472609198798; aux_mae_loss_1: 118.42338251638535; aux_mae_loss_2: 17.903898176619816; aux_mae_loss_4: 2.785928843949938; cnt_loss: 13.90869062418803; 2025-08-15 01:44:22,982 - INFO - Evaluation: Curr mae: 81.4789; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 524.4763; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.5039; Best nae: 0.1543; 0.1661; 0.1742; 0.1801; 0.1842; 2025-08-15 01:44:22,982 - INFO - Epoch: 0909 / 1300 lr: 6.763e-05 2025-08-15 01:46:01,153 - INFO - Training: cls_zice: 56.583281736064386; reg_zipnll: 204.76027030748696; aux_mae_loss_1: 119.662799494432; aux_mae_loss_2: 18.02970740972877; aux_mae_loss_4: 2.822045777404829; cnt_loss: 13.854333160775486; 2025-08-15 01:46:01,155 - INFO - Evaluation: Curr mae: 75.8139; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 569.6287; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3667; Best nae: 0.1543; 0.1661; 0.1742; 0.1801; 0.1842; 2025-08-15 01:46:01,155 - INFO - Epoch: 0910 / 1300 lr: 6.740e-05 2025-08-15 01:47:39,566 - INFO - Training: cls_zice: 56.593053837668315; reg_zipnll: 199.56438308755045; aux_mae_loss_1: 121.163440057122; aux_mae_loss_2: 18.371512096767866; aux_mae_loss_4: 2.903697080201539; cnt_loss: 14.978385255698374; 2025-08-15 01:47:39,568 - INFO - Evaluation: Curr mae: 68.1761; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 561.9611; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2727; Best nae: 0.1543; 0.1661; 0.1742; 0.1801; 0.1842; 2025-08-15 01:47:39,568 - INFO - Epoch: 0911 / 1300 lr: 6.718e-05 2025-08-15 01:49:17,203 - INFO - Training: cls_zice: 53.61628301039453; reg_zipnll: 207.03915248370723; aux_mae_loss_1: 118.8201204633345; aux_mae_loss_2: 17.87756834912729; aux_mae_loss_4: 2.783810944054611; cnt_loss: 12.64847898789727; 2025-08-15 01:49:17,205 - INFO - Evaluation: Curr mae: 71.4242; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 545.5918; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3585; Best nae: 0.1543; 0.1661; 0.1742; 0.1801; 0.1842; 2025-08-15 01:49:17,205 - INFO - Epoch: 0912 / 1300 lr: 6.695e-05 2025-08-15 01:50:55,982 - INFO - Training: cls_zice: 58.5658761047229; reg_zipnll: 205.142983296843; aux_mae_loss_1: 121.65227226120034; aux_mae_loss_2: 18.268413465249814; aux_mae_loss_4: 2.835969330872239; cnt_loss: 12.79195064505452; 2025-08-15 01:50:55,983 - INFO - Evaluation: Curr mae: 70.2413; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 555.5387; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3495; Best nae: 0.1543; 0.1661; 0.1742; 0.1801; 0.1842; 2025-08-15 01:50:55,983 - INFO - Epoch: 0913 / 1300 lr: 6.672e-05 2025-08-15 01:52:35,112 - INFO - Training: cls_zice: 56.07389756558334; reg_zipnll: 207.46299645588147; aux_mae_loss_1: 117.4139540655141; aux_mae_loss_2: 17.618184907883787; aux_mae_loss_4: 2.7304726975436076; cnt_loss: 13.087155179683224; 2025-08-15 01:52:35,113 - INFO - Evaluation: Curr mae: 71.1342; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 533.3386; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.4256; Best nae: 0.1543; 0.1661; 0.1742; 0.1801; 0.1842; 2025-08-15 01:52:35,113 - INFO - Epoch: 0914 / 1300 lr: 6.649e-05 2025-08-15 01:54:13,779 - INFO - Training: cls_zice: 55.00425999521596; reg_zipnll: 207.37904018608035; aux_mae_loss_1: 117.69531585869875; aux_mae_loss_2: 17.620544743108873; aux_mae_loss_4: 2.715744660415502; cnt_loss: 12.258143201585295; 2025-08-15 01:54:13,780 - INFO - Evaluation: Curr mae: 66.8975; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 487.0479; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2894; Best nae: 0.1543; 0.1661; 0.1742; 0.1801; 0.1842; 2025-08-15 01:54:13,780 - INFO - Epoch: 0915 / 1300 lr: 6.626e-05 2025-08-15 01:55:51,412 - INFO - Training: cls_zice: 54.136801684538625; reg_zipnll: 208.893095168479; aux_mae_loss_1: 117.37953364266835; aux_mae_loss_2: 17.666977951643094; aux_mae_loss_4: 2.732287660509271; cnt_loss: 13.238950628854315; 2025-08-15 01:55:51,614 - INFO - Evaluation: Curr mae: 73.8271; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 569.0989; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1797; Best nae: 0.1543; 0.1661; 0.1742; 0.1797; 0.1801; 2025-08-15 01:55:51,614 - INFO - Epoch: 0916 / 1300 lr: 6.603e-05 2025-08-15 01:57:30,086 - INFO - Training: cls_zice: 54.432223224241504; reg_zipnll: 202.96264746501697; aux_mae_loss_1: 118.2992865506052; aux_mae_loss_2: 17.841517753650106; aux_mae_loss_4: 2.77264366335305; cnt_loss: 13.365362288099941; 2025-08-15 01:57:30,087 - INFO - Evaluation: Curr mae: 74.1657; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 488.8299; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2720; Best nae: 0.1543; 0.1661; 0.1742; 0.1797; 0.1801; 2025-08-15 01:57:30,087 - INFO - Epoch: 0917 / 1300 lr: 6.580e-05 2025-08-15 01:59:08,915 - INFO - Training: cls_zice: 53.698714601694775; reg_zipnll: 199.3793734866733; aux_mae_loss_1: 117.49102961679964; aux_mae_loss_2: 17.725363320127553; aux_mae_loss_4: 2.766382026028817; cnt_loss: 13.988223577832809; 2025-08-15 01:59:08,916 - INFO - Evaluation: Curr mae: 64.9676; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 471.8333; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2982; Best nae: 0.1543; 0.1661; 0.1742; 0.1797; 0.1801; 2025-08-15 01:59:08,916 - INFO - Epoch: 0918 / 1300 lr: 6.557e-05 2025-08-15 02:00:47,051 - INFO - Training: cls_zice: 54.889628237960885; reg_zipnll: 205.51373245415775; aux_mae_loss_1: 117.61143849135058; aux_mae_loss_2: 17.603173075727447; aux_mae_loss_4: 2.7224423624862437; cnt_loss: 13.0112458948611; 2025-08-15 02:00:47,052 - INFO - Evaluation: Curr mae: 67.3340; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 520.6885; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2434; Best nae: 0.1543; 0.1661; 0.1742; 0.1797; 0.1801; 2025-08-15 02:00:47,052 - INFO - Epoch: 0919 / 1300 lr: 6.533e-05 2025-08-15 02:02:25,688 - INFO - Training: cls_zice: 56.54517443838187; reg_zipnll: 205.3879081020012; aux_mae_loss_1: 120.05636366228825; aux_mae_loss_2: 18.010878612572245; aux_mae_loss_4: 2.770149557786613; cnt_loss: 12.217840294758275; 2025-08-15 02:02:25,690 - INFO - Evaluation: Curr mae: 64.0639; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 478.0548; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2166; Best nae: 0.1543; 0.1661; 0.1742; 0.1797; 0.1801; 2025-08-15 02:02:25,690 - INFO - Epoch: 0920 / 1300 lr: 6.510e-05 2025-08-15 02:04:04,384 - INFO - Training: cls_zice: 55.97980360778714; reg_zipnll: 198.5048523096315; aux_mae_loss_1: 119.81089678276474; aux_mae_loss_2: 18.08069760756505; aux_mae_loss_4: 2.8119916945006365; cnt_loss: 12.79818851751656; 2025-08-15 02:04:04,386 - INFO - Evaluation: Curr mae: 71.6533; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 518.2155; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2421; Best nae: 0.1543; 0.1661; 0.1742; 0.1797; 0.1801; 2025-08-15 02:04:04,386 - INFO - Epoch: 0921 / 1300 lr: 6.487e-05 2025-08-15 02:05:43,110 - INFO - Training: cls_zice: 55.390570212146; reg_zipnll: 211.14890345203233; aux_mae_loss_1: 117.64241795674694; aux_mae_loss_2: 17.654297519772097; aux_mae_loss_4: 2.7257060110569; cnt_loss: 12.732512970203606; 2025-08-15 02:05:43,313 - INFO - Evaluation: Curr mae: 75.6751; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 541.6474; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1795; Best nae: 0.1543; 0.1661; 0.1742; 0.1795; 0.1797; 2025-08-15 02:05:43,313 - INFO - Epoch: 0922 / 1300 lr: 6.464e-05 2025-08-15 02:07:22,096 - INFO - Training: cls_zice: 56.76931765338449; reg_zipnll: 195.73796482625534; aux_mae_loss_1: 119.46201730448666; aux_mae_loss_2: 18.14583322198961; aux_mae_loss_4: 2.8636967702206118; cnt_loss: 13.762543362333107; 2025-08-15 02:07:22,300 - INFO - Evaluation: Curr mae: 66.7230; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 540.5848; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1600; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 02:07:22,300 - INFO - Epoch: 0923 / 1300 lr: 6.440e-05 2025-08-15 02:09:00,315 - INFO - Training: cls_zice: 56.05812074267006; reg_zipnll: 205.87647461094403; aux_mae_loss_1: 119.46069752220016; aux_mae_loss_2: 17.966910408824145; aux_mae_loss_4: 2.8088060751519044; cnt_loss: 13.76285165441067; 2025-08-15 02:09:00,316 - INFO - Evaluation: Curr mae: 71.4777; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 554.1401; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1898; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 02:09:00,316 - INFO - Epoch: 0924 / 1300 lr: 6.417e-05 2025-08-15 02:10:38,080 - INFO - Training: cls_zice: 56.20356092580946; reg_zipnll: 200.10573290552762; aux_mae_loss_1: 118.91817364043013; aux_mae_loss_2: 17.927786573346292; aux_mae_loss_4: 2.7912599681888572; cnt_loss: 12.682772290124378; 2025-08-15 02:10:38,081 - INFO - Evaluation: Curr mae: 72.5267; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 506.4809; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3085; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 02:10:38,081 - INFO - Epoch: 0925 / 1300 lr: 6.394e-05 2025-08-15 02:12:16,563 - INFO - Training: cls_zice: 55.74045021621305; reg_zipnll: 200.26639262692174; aux_mae_loss_1: 120.9719499524271; aux_mae_loss_2: 18.242019290482784; aux_mae_loss_4: 2.853517143156351; cnt_loss: 13.63332269706579; 2025-08-15 02:12:16,564 - INFO - Evaluation: Curr mae: 69.4784; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 508.3588; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2220; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 02:12:16,564 - INFO - Epoch: 0926 / 1300 lr: 6.370e-05 2025-08-15 02:13:54,748 - INFO - Training: cls_zice: 56.29958614343083; reg_zipnll: 200.44762988936318; aux_mae_loss_1: 121.22394963340466; aux_mae_loss_2: 18.327469335423643; aux_mae_loss_4: 2.8722946487539533; cnt_loss: 14.11922024669255; 2025-08-15 02:13:54,749 - INFO - Evaluation: Curr mae: 68.5695; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 512.7769; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2025; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 02:13:54,749 - INFO - Epoch: 0927 / 1300 lr: 6.347e-05 2025-08-15 02:15:32,453 - INFO - Training: cls_zice: 53.78440916921302; reg_zipnll: 205.76431685057887; aux_mae_loss_1: 116.05651512734381; aux_mae_loss_2: 17.377136611693317; aux_mae_loss_4: 2.6889701194505764; cnt_loss: 12.248673153720356; 2025-08-15 02:15:32,454 - INFO - Evaluation: Curr mae: 72.7919; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 543.8909; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2451; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 02:15:32,454 - INFO - Epoch: 0928 / 1300 lr: 6.323e-05 2025-08-15 02:17:09,603 - INFO - Training: cls_zice: 55.66080051963158; reg_zipnll: 206.38527929507063; aux_mae_loss_1: 117.4642846565933; aux_mae_loss_2: 17.57640888513207; aux_mae_loss_4: 2.7143566188591612; cnt_loss: 12.965367285941744; 2025-08-15 02:17:09,604 - INFO - Evaluation: Curr mae: 81.2570; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 547.1580; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3537; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 02:17:09,604 - INFO - Epoch: 0929 / 1300 lr: 6.300e-05 2025-08-15 02:18:47,952 - INFO - Training: cls_zice: 53.36218849858772; reg_zipnll: 198.79317990182912; aux_mae_loss_1: 118.27899025767505; aux_mae_loss_2: 17.882775979054312; aux_mae_loss_4: 2.797691681237944; cnt_loss: 13.930073281180276; 2025-08-15 02:18:47,954 - INFO - Evaluation: Curr mae: 72.0660; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 567.5257; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2628; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 02:18:47,954 - INFO - Epoch: 0930 / 1300 lr: 6.276e-05 2025-08-15 02:20:26,453 - INFO - Training: cls_zice: 54.18312524492759; reg_zipnll: 203.81378851451726; aux_mae_loss_1: 118.02351773122282; aux_mae_loss_2: 17.607387719240165; aux_mae_loss_4: 2.72066478971344; cnt_loss: 12.329746505748338; 2025-08-15 02:20:26,454 - INFO - Evaluation: Curr mae: 76.6754; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 537.8039; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2628; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 02:20:26,454 - INFO - Epoch: 0931 / 1300 lr: 6.253e-05 2025-08-15 02:22:04,983 - INFO - Training: cls_zice: 56.50826651635544; reg_zipnll: 206.130156906834; aux_mae_loss_1: 118.39371871457921; aux_mae_loss_2: 17.756281085982728; aux_mae_loss_4: 2.7683095293057303; cnt_loss: 13.196861326694489; 2025-08-15 02:22:04,985 - INFO - Evaluation: Curr mae: 79.2580; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 524.6958; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2992; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 02:22:04,985 - INFO - Epoch: 0932 / 1300 lr: 6.229e-05 2025-08-15 02:23:42,941 - INFO - Training: cls_zice: 56.05432313343553; reg_zipnll: 202.75084455828434; aux_mae_loss_1: 118.96237253958891; aux_mae_loss_2: 17.82754327153792; aux_mae_loss_4: 2.7732282578179035; cnt_loss: 13.249190591294845; 2025-08-15 02:23:42,943 - INFO - Evaluation: Curr mae: 71.7934; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 509.2122; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2906; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 02:23:42,943 - INFO - Epoch: 0933 / 1300 lr: 6.206e-05 2025-08-15 02:25:21,626 - INFO - Training: cls_zice: 56.7108259329376; reg_zipnll: 201.81281975792734; aux_mae_loss_1: 118.18706440864308; aux_mae_loss_2: 17.70207063704346; aux_mae_loss_4: 2.739615566626306; cnt_loss: 12.93048709247903; 2025-08-15 02:25:21,627 - INFO - Evaluation: Curr mae: 80.6887; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 571.5531; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3110; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 02:25:21,627 - INFO - Epoch: 0934 / 1300 lr: 6.182e-05 2025-08-15 02:26:59,862 - INFO - Training: cls_zice: 57.41245914340632; reg_zipnll: 201.1639184338881; aux_mae_loss_1: 119.7708590931635; aux_mae_loss_2: 18.028521883457056; aux_mae_loss_4: 2.8196840799559664; cnt_loss: 14.044520301959816; 2025-08-15 02:26:59,863 - INFO - Evaluation: Curr mae: 70.2147; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 521.4319; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.4132; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 02:26:59,863 - INFO - Epoch: 0935 / 1300 lr: 6.158e-05 2025-08-15 02:28:38,891 - INFO - Training: cls_zice: 56.487214029831264; reg_zipnll: 206.5751682958137; aux_mae_loss_1: 119.6083983345326; aux_mae_loss_2: 17.99416932961628; aux_mae_loss_4: 2.795406332052765; cnt_loss: 13.456761291523518; 2025-08-15 02:28:38,893 - INFO - Evaluation: Curr mae: 70.3944; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 541.9719; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2434; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 02:28:38,893 - INFO - Epoch: 0936 / 1300 lr: 6.135e-05 2025-08-15 02:30:17,166 - INFO - Training: cls_zice: 56.50283219785954; reg_zipnll: 205.05051563331585; aux_mae_loss_1: 118.66236544023137; aux_mae_loss_2: 17.79222244958951; aux_mae_loss_4: 2.7485218184466227; cnt_loss: 12.443364408451364; 2025-08-15 02:30:17,167 - INFO - Evaluation: Curr mae: 69.7722; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 488.8829; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3461; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 02:30:17,167 - INFO - Epoch: 0937 / 1300 lr: 6.111e-05 2025-08-15 02:31:54,478 - INFO - Training: cls_zice: 55.84517861025499; reg_zipnll: 205.26784188827082; aux_mae_loss_1: 118.0935674191747; aux_mae_loss_2: 17.684151813732626; aux_mae_loss_4: 2.747307527494308; cnt_loss: 13.935695019509922; 2025-08-15 02:31:54,479 - INFO - Evaluation: Curr mae: 74.6630; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 507.4465; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3732; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 02:31:54,479 - INFO - Epoch: 0938 / 1300 lr: 6.087e-05 2025-08-15 02:33:32,179 - INFO - Training: cls_zice: 52.920307486559864; reg_zipnll: 203.19928726745448; aux_mae_loss_1: 115.95534544800118; aux_mae_loss_2: 17.340241444447965; aux_mae_loss_4: 2.68610334993941; cnt_loss: 13.148073087621164; 2025-08-15 02:33:32,180 - INFO - Evaluation: Curr mae: 67.8116; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 487.4992; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2975; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 02:33:32,180 - INFO - Epoch: 0939 / 1300 lr: 6.063e-05 2025-08-15 02:35:10,216 - INFO - Training: cls_zice: 59.11598612483026; reg_zipnll: 198.18461811879607; aux_mae_loss_1: 122.69317907661889; aux_mae_loss_2: 18.48981290672616; aux_mae_loss_4: 2.8820747005295937; cnt_loss: 14.061842041947235; 2025-08-15 02:35:10,217 - INFO - Evaluation: Curr mae: 76.1745; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 567.3618; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2426; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 02:35:10,217 - INFO - Epoch: 0940 / 1300 lr: 6.040e-05 2025-08-15 02:36:47,642 - INFO - Training: cls_zice: 54.19094787522729; reg_zipnll: 202.1051537481862; aux_mae_loss_1: 118.45956108563969; aux_mae_loss_2: 17.799253130326846; aux_mae_loss_4: 2.732762287545633; cnt_loss: 11.826538465323363; 2025-08-15 02:36:47,643 - INFO - Evaluation: Curr mae: 67.8825; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 481.0363; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3719; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 02:36:47,643 - INFO - Epoch: 0941 / 1300 lr: 6.016e-05 2025-08-15 02:38:25,729 - INFO - Training: cls_zice: 51.341101036586615; reg_zipnll: 206.25218613533863; aux_mae_loss_1: 114.69142873612039; aux_mae_loss_2: 17.188425586891665; aux_mae_loss_4: 2.6305190424379776; cnt_loss: 11.943506115812875; 2025-08-15 02:38:25,730 - INFO - Evaluation: Curr mae: 73.6122; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 578.3453; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2234; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 02:38:25,730 - INFO - Epoch: 0942 / 1300 lr: 5.992e-05 2025-08-15 02:40:03,734 - INFO - Training: cls_zice: 56.571059525664175; reg_zipnll: 205.25150989444214; aux_mae_loss_1: 118.59686230264776; aux_mae_loss_2: 17.689025562649213; aux_mae_loss_4: 2.7259277689119843; cnt_loss: 11.87752148577977; 2025-08-15 02:40:03,736 - INFO - Evaluation: Curr mae: 73.0687; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 547.4465; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3062; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 02:40:03,736 - INFO - Epoch: 0943 / 1300 lr: 5.968e-05 2025-08-15 02:41:42,196 - INFO - Training: cls_zice: 54.410006286169384; reg_zipnll: 203.78843247675957; aux_mae_loss_1: 116.55951395500595; aux_mae_loss_2: 17.48721803000776; aux_mae_loss_4: 2.715885663706723; cnt_loss: 11.989718621371644; 2025-08-15 02:41:42,198 - INFO - Evaluation: Curr mae: 66.6217; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 527.2709; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2100; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 02:41:42,198 - INFO - Epoch: 0944 / 1300 lr: 5.944e-05 2025-08-15 02:43:20,702 - INFO - Training: cls_zice: 56.36978615058112; reg_zipnll: 199.94542110609825; aux_mae_loss_1: 118.36015283540466; aux_mae_loss_2: 17.749711806486076; aux_mae_loss_4: 2.7481240777246136; cnt_loss: 13.265823032065345; 2025-08-15 02:43:20,704 - INFO - Evaluation: Curr mae: 66.5885; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 477.1078; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3135; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 02:43:20,704 - INFO - Epoch: 0945 / 1300 lr: 5.920e-05 2025-08-15 02:44:58,148 - INFO - Training: cls_zice: 53.27723997835175; reg_zipnll: 201.18333798876765; aux_mae_loss_1: 118.27841667038003; aux_mae_loss_2: 17.782659337575762; aux_mae_loss_4: 2.756171594855105; cnt_loss: 12.971731627201972; 2025-08-15 02:44:58,149 - INFO - Evaluation: Curr mae: 71.2175; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 529.5854; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2661; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 02:44:58,150 - INFO - Epoch: 0946 / 1300 lr: 5.896e-05 2025-08-15 02:46:36,212 - INFO - Training: cls_zice: 53.8725926318328; reg_zipnll: 209.4784228243987; aux_mae_loss_1: 116.95610827222887; aux_mae_loss_2: 17.445861629471374; aux_mae_loss_4: 2.686392542022666; cnt_loss: 12.11990927163617; 2025-08-15 02:46:36,214 - INFO - Evaluation: Curr mae: 64.9327; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 482.2567; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2109; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 02:46:36,214 - INFO - Epoch: 0947 / 1300 lr: 5.872e-05 2025-08-15 02:48:14,009 - INFO - Training: cls_zice: 55.62574974924402; reg_zipnll: 202.90698853127446; aux_mae_loss_1: 116.45404505790965; aux_mae_loss_2: 17.400257662819712; aux_mae_loss_4: 2.671351609009397; cnt_loss: 12.459511227043858; 2025-08-15 02:48:14,011 - INFO - Evaluation: Curr mae: 70.1266; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 484.9800; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2253; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 02:48:14,011 - INFO - Epoch: 0948 / 1300 lr: 5.848e-05 2025-08-15 02:49:53,119 - INFO - Training: cls_zice: 56.554169134493044; reg_zipnll: 204.5738577756906; aux_mae_loss_1: 118.73910091468791; aux_mae_loss_2: 17.79942049158876; aux_mae_loss_4: 2.7418393252134936; cnt_loss: 12.398807630287651; 2025-08-15 02:49:53,121 - INFO - Evaluation: Curr mae: 76.1242; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 534.0286; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2047; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 02:49:53,121 - INFO - Epoch: 0949 / 1300 lr: 5.824e-05 2025-08-15 02:51:32,388 - INFO - Training: cls_zice: 53.76213439831697; reg_zipnll: 205.5548382344773; aux_mae_loss_1: 118.68179480153061; aux_mae_loss_2: 17.726974880174378; aux_mae_loss_4: 2.7166671364503534; cnt_loss: 12.33388030958053; 2025-08-15 02:51:32,389 - INFO - Evaluation: Curr mae: 74.1623; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 517.4142; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2100; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 02:51:32,389 - INFO - Epoch: 0950 / 1300 lr: 5.800e-05 2025-08-15 02:53:10,823 - INFO - Training: cls_zice: 56.315636771197184; reg_zipnll: 208.23460328364433; aux_mae_loss_1: 120.04079395578576; aux_mae_loss_2: 18.056916860810894; aux_mae_loss_4: 2.8266544171960923; cnt_loss: 15.096832279987384; 2025-08-15 02:53:10,825 - INFO - Evaluation: Curr mae: 64.0990; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 428.5939; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2061; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 02:53:11,413 - INFO - Epoch: 0951 / 1300 lr: 5.776e-05 2025-08-15 02:54:50,642 - INFO - Training: cls_zice: 56.6459835665085; reg_zipnll: 201.4983914333628; aux_mae_loss_1: 120.4087281852271; aux_mae_loss_2: 17.94972357713165; aux_mae_loss_4: 2.760959120213526; cnt_loss: 12.286463245941006; 2025-08-15 02:54:50,644 - INFO - Evaluation: Curr mae: 70.3679; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 544.9104; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2270; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 02:54:50,644 - INFO - Epoch: 0952 / 1300 lr: 5.752e-05 2025-08-15 02:56:29,945 - INFO - Training: cls_zice: 57.924388660027006; reg_zipnll: 197.82637526995111; aux_mae_loss_1: 120.34331122645989; aux_mae_loss_2: 18.021513225486775; aux_mae_loss_4: 2.8116592980902113; cnt_loss: 13.016055088423212; 2025-08-15 02:56:29,946 - INFO - Evaluation: Curr mae: 71.0136; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 501.1103; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2721; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 02:56:29,946 - INFO - Epoch: 0953 / 1300 lr: 5.728e-05 2025-08-15 02:58:07,978 - INFO - Training: cls_zice: 55.131529466313694; reg_zipnll: 204.3649969517725; aux_mae_loss_1: 116.49983373215389; aux_mae_loss_2: 17.453111128206423; aux_mae_loss_4: 2.7020982502358737; cnt_loss: 12.599327310191942; 2025-08-15 02:58:07,979 - INFO - Evaluation: Curr mae: 73.3691; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 511.6500; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.4027; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 02:58:07,979 - INFO - Epoch: 0954 / 1300 lr: 5.704e-05 2025-08-15 02:59:46,273 - INFO - Training: cls_zice: 57.328586454563094; reg_zipnll: 204.2391563062496; aux_mae_loss_1: 119.69153526816086; aux_mae_loss_2: 17.955147216130037; aux_mae_loss_4: 2.8081707616544933; cnt_loss: 14.090608444495802; 2025-08-15 02:59:46,275 - INFO - Evaluation: Curr mae: 75.1463; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 590.0544; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1962; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 02:59:46,275 - INFO - Epoch: 0955 / 1300 lr: 5.680e-05 2025-08-15 03:01:24,120 - INFO - Training: cls_zice: 54.46581550727773; reg_zipnll: 196.77844884524308; aux_mae_loss_1: 118.83542057419804; aux_mae_loss_2: 17.81632457233027; aux_mae_loss_4: 2.742434645832964; cnt_loss: 12.460218962329826; 2025-08-15 03:01:24,122 - INFO - Evaluation: Curr mae: 71.6432; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 576.2232; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2979; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 03:01:24,122 - INFO - Epoch: 0956 / 1300 lr: 5.656e-05 2025-08-15 03:03:01,328 - INFO - Training: cls_zice: 57.36397270302846; reg_zipnll: 205.23187518671423; aux_mae_loss_1: 118.21303966786991; aux_mae_loss_2: 17.70441836317891; aux_mae_loss_4: 2.7549593099285214; cnt_loss: 13.208357388378722; 2025-08-15 03:03:01,330 - INFO - Evaluation: Curr mae: 79.2235; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 560.9593; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2092; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 03:03:01,330 - INFO - Epoch: 0957 / 1300 lr: 5.632e-05 2025-08-15 03:04:39,709 - INFO - Training: cls_zice: 54.7816870370377; reg_zipnll: 204.77553925109706; aux_mae_loss_1: 118.01795142107574; aux_mae_loss_2: 17.671949877530565; aux_mae_loss_4: 2.7195156746780964; cnt_loss: 11.800472303343922; 2025-08-15 03:04:39,710 - INFO - Evaluation: Curr mae: 67.1643; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 533.4743; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2205; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 03:04:39,710 - INFO - Epoch: 0958 / 1300 lr: 5.608e-05 2025-08-15 03:06:18,327 - INFO - Training: cls_zice: 56.761114210733105; reg_zipnll: 198.1635385429951; aux_mae_loss_1: 119.53286121927374; aux_mae_loss_2: 17.880594260894853; aux_mae_loss_4: 2.762778066577519; cnt_loss: 13.263895571385067; 2025-08-15 03:06:18,329 - INFO - Evaluation: Curr mae: 68.8078; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 525.3812; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2585; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 03:06:18,329 - INFO - Epoch: 0959 / 1300 lr: 5.584e-05 2025-08-15 03:07:56,555 - INFO - Training: cls_zice: 58.60230808944506; reg_zipnll: 202.50934911693582; aux_mae_loss_1: 121.11267051598713; aux_mae_loss_2: 18.141350937992872; aux_mae_loss_4: 2.8123350595447274; cnt_loss: 13.743343333965095; 2025-08-15 03:07:56,556 - INFO - Evaluation: Curr mae: 75.0023; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 525.0985; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1952; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 03:07:56,556 - INFO - Epoch: 0960 / 1300 lr: 5.559e-05 2025-08-15 03:09:35,421 - INFO - Training: cls_zice: 54.34168362372332; reg_zipnll: 203.41200325973236; aux_mae_loss_1: 117.58775184945154; aux_mae_loss_2: 17.598235224696847; aux_mae_loss_4: 2.702262020203019; cnt_loss: 11.666486582290238; 2025-08-15 03:09:35,422 - INFO - Evaluation: Curr mae: 68.1881; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 526.9845; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2581; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 03:09:35,423 - INFO - Epoch: 0961 / 1300 lr: 5.535e-05 2025-08-15 03:11:13,448 - INFO - Training: cls_zice: 55.30641830147538; reg_zipnll: 201.75015318608223; aux_mae_loss_1: 116.95846738545632; aux_mae_loss_2: 17.512048131702493; aux_mae_loss_4: 2.7031316337364806; cnt_loss: 13.506388744842118; 2025-08-15 03:11:13,450 - INFO - Evaluation: Curr mae: 75.7023; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 583.8385; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2032; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 03:11:13,450 - INFO - Epoch: 0962 / 1300 lr: 5.511e-05 2025-08-15 03:12:51,497 - INFO - Training: cls_zice: 55.09208684140735; reg_zipnll: 202.10954581802486; aux_mae_loss_1: 117.14774790766306; aux_mae_loss_2: 17.518755196912124; aux_mae_loss_4: 2.6972055694131436; cnt_loss: 12.446608966451072; 2025-08-15 03:12:51,498 - INFO - Evaluation: Curr mae: 73.0986; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 550.1592; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2366; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 03:12:51,498 - INFO - Epoch: 0963 / 1300 lr: 5.487e-05 2025-08-15 03:14:29,303 - INFO - Training: cls_zice: 57.950074973173805; reg_zipnll: 196.34842631872024; aux_mae_loss_1: 120.28636840192702; aux_mae_loss_2: 18.055424761343126; aux_mae_loss_4: 2.829500518605151; cnt_loss: 13.400194466880171; 2025-08-15 03:14:29,304 - INFO - Evaluation: Curr mae: 72.8388; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 553.9658; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2202; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 03:14:29,305 - INFO - Epoch: 0964 / 1300 lr: 5.463e-05 2025-08-15 03:16:07,845 - INFO - Training: cls_zice: 55.52613450077322; reg_zipnll: 195.58153391742462; aux_mae_loss_1: 118.08261165765992; aux_mae_loss_2: 17.68128146610407; aux_mae_loss_4: 2.7361867562664197; cnt_loss: 12.237219215052294; 2025-08-15 03:16:07,846 - INFO - Evaluation: Curr mae: 72.5883; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 577.7970; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2994; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 03:16:07,846 - INFO - Epoch: 0965 / 1300 lr: 5.438e-05 2025-08-15 03:17:45,859 - INFO - Training: cls_zice: 58.34112649022154; reg_zipnll: 204.9019714198566; aux_mae_loss_1: 120.70723997964345; aux_mae_loss_2: 18.165909819247485; aux_mae_loss_4: 2.8379216721247893; cnt_loss: 14.033157325495791; 2025-08-15 03:17:45,860 - INFO - Evaluation: Curr mae: 74.2569; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 578.3198; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2457; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 03:17:45,861 - INFO - Epoch: 0966 / 1300 lr: 5.414e-05 2025-08-15 03:19:23,818 - INFO - Training: cls_zice: 58.009296410034736; reg_zipnll: 204.25694725017007; aux_mae_loss_1: 120.29203679200003; aux_mae_loss_2: 17.993062015670738; aux_mae_loss_4: 2.7990848221325324; cnt_loss: 13.792837837667882; 2025-08-15 03:19:23,819 - INFO - Evaluation: Curr mae: 68.2057; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 554.4354; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2531; Best nae: 0.1543; 0.1600; 0.1661; 0.1742; 0.1795; 2025-08-15 03:19:23,819 - INFO - Epoch: 0967 / 1300 lr: 5.390e-05 2025-08-15 03:21:03,082 - INFO - Training: cls_zice: 55.08774164583352; reg_zipnll: 203.0649959495564; aux_mae_loss_1: 116.38928969905432; aux_mae_loss_2: 17.40262879074999; aux_mae_loss_4: 2.6709247628337005; cnt_loss: 11.345603702920261; 2025-08-15 03:21:03,284 - INFO - Evaluation: Curr mae: 72.6549; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 581.6577; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1615; Best nae: 0.1543; 0.1600; 0.1615; 0.1661; 0.1742; 2025-08-15 03:21:03,284 - INFO - Epoch: 0968 / 1300 lr: 5.366e-05 2025-08-15 03:22:42,123 - INFO - Training: cls_zice: 57.12084450543999; reg_zipnll: 200.16867780317685; aux_mae_loss_1: 119.73010391196127; aux_mae_loss_2: 17.972899876400867; aux_mae_loss_4: 2.7853402575061375; cnt_loss: 13.527295754930353; 2025-08-15 03:22:42,124 - INFO - Evaluation: Curr mae: 74.4318; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 567.1868; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2093; Best nae: 0.1543; 0.1600; 0.1615; 0.1661; 0.1742; 2025-08-15 03:22:42,124 - INFO - Epoch: 0969 / 1300 lr: 5.341e-05 2025-08-15 03:24:20,476 - INFO - Training: cls_zice: 58.86921199152586; reg_zipnll: 205.7479263933275; aux_mae_loss_1: 119.36466156731534; aux_mae_loss_2: 17.80949103249989; aux_mae_loss_4: 2.748332780706852; cnt_loss: 12.614194116279828; 2025-08-15 03:24:20,477 - INFO - Evaluation: Curr mae: 72.9700; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 567.6172; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3014; Best nae: 0.1543; 0.1600; 0.1615; 0.1661; 0.1742; 2025-08-15 03:24:20,478 - INFO - Epoch: 0970 / 1300 lr: 5.317e-05 2025-08-15 03:25:59,083 - INFO - Training: cls_zice: 55.81418916000805; reg_zipnll: 200.06312161913874; aux_mae_loss_1: 118.79988211899; aux_mae_loss_2: 17.734791832901823; aux_mae_loss_4: 2.723622521428645; cnt_loss: 12.79787882281453; 2025-08-15 03:25:59,085 - INFO - Evaluation: Curr mae: 72.0226; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 582.9568; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2185; Best nae: 0.1543; 0.1600; 0.1615; 0.1661; 0.1742; 2025-08-15 03:25:59,085 - INFO - Epoch: 0971 / 1300 lr: 5.293e-05 2025-08-15 03:27:38,071 - INFO - Training: cls_zice: 54.07915910197408; reg_zipnll: 207.61292209968468; aux_mae_loss_1: 118.26762360227139; aux_mae_loss_2: 17.6891399618899; aux_mae_loss_4: 2.724000389900796; cnt_loss: 11.661420132016769; 2025-08-15 03:27:38,072 - INFO - Evaluation: Curr mae: 68.7042; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 505.9036; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1766; Best nae: 0.1543; 0.1600; 0.1615; 0.1661; 0.1742; 2025-08-15 03:27:38,072 - INFO - Epoch: 0972 / 1300 lr: 5.269e-05 2025-08-15 03:29:15,221 - INFO - Training: cls_zice: 54.82468326853296; reg_zipnll: 208.35103439487958; aux_mae_loss_1: 117.11668670575845; aux_mae_loss_2: 17.38544490343501; aux_mae_loss_4: 2.6509382298029482; cnt_loss: 11.272171976020832; 2025-08-15 03:29:15,422 - INFO - Evaluation: Curr mae: 70.1304; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 573.9692; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1712; Best nae: 0.1543; 0.1600; 0.1615; 0.1661; 0.1712; 2025-08-15 03:29:15,423 - INFO - Epoch: 0973 / 1300 lr: 5.244e-05 2025-08-15 03:30:52,939 - INFO - Training: cls_zice: 56.222771470451725; reg_zipnll: 201.2635326826787; aux_mae_loss_1: 120.69227032305955; aux_mae_loss_2: 18.117346078387264; aux_mae_loss_4: 2.795928277362588; cnt_loss: 12.816735883604897; 2025-08-15 03:30:52,941 - INFO - Evaluation: Curr mae: 65.1693; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 524.5152; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2592; Best nae: 0.1543; 0.1600; 0.1615; 0.1661; 0.1712; 2025-08-15 03:30:52,941 - INFO - Epoch: 0974 / 1300 lr: 5.220e-05 2025-08-15 03:32:30,237 - INFO - Training: cls_zice: 54.98386516263062; reg_zipnll: 201.54815712073162; aux_mae_loss_1: 118.94777623546767; aux_mae_loss_2: 17.812657245939985; aux_mae_loss_4: 2.748997343076838; cnt_loss: 12.506407910876531; 2025-08-15 03:32:30,238 - INFO - Evaluation: Curr mae: 66.8068; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 523.3972; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2254; Best nae: 0.1543; 0.1600; 0.1615; 0.1661; 0.1712; 2025-08-15 03:32:30,238 - INFO - Epoch: 0975 / 1300 lr: 5.196e-05 2025-08-15 03:34:08,279 - INFO - Training: cls_zice: 55.665824040962065; reg_zipnll: 197.3934438161188; aux_mae_loss_1: 118.32486109010358; aux_mae_loss_2: 17.720063927853936; aux_mae_loss_4: 2.7253517883908778; cnt_loss: 11.848148122238316; 2025-08-15 03:34:08,280 - INFO - Evaluation: Curr mae: 69.3423; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 485.4311; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3112; Best nae: 0.1543; 0.1600; 0.1615; 0.1661; 0.1712; 2025-08-15 03:34:08,280 - INFO - Epoch: 0976 / 1300 lr: 5.171e-05 2025-08-15 03:35:46,610 - INFO - Training: cls_zice: 55.080626882018954; reg_zipnll: 203.47754577009107; aux_mae_loss_1: 117.18521824226282; aux_mae_loss_2: 17.43423477665624; aux_mae_loss_4: 2.658028882849186; cnt_loss: 11.392574359641284; 2025-08-15 03:35:46,810 - INFO - Evaluation: Curr mae: 70.7886; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 570.2112; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1693; Best nae: 0.1543; 0.1600; 0.1615; 0.1661; 0.1693; 2025-08-15 03:35:46,810 - INFO - Epoch: 0977 / 1300 lr: 5.147e-05 2025-08-15 03:37:25,563 - INFO - Training: cls_zice: 56.72557360010466; reg_zipnll: 203.24760952829396; aux_mae_loss_1: 119.76400314566409; aux_mae_loss_2: 17.833030446329584; aux_mae_loss_4: 2.7289694225880052; cnt_loss: 12.120236335805878; 2025-08-15 03:37:25,564 - INFO - Evaluation: Curr mae: 65.7899; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 506.7716; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1808; Best nae: 0.1543; 0.1600; 0.1615; 0.1661; 0.1693; 2025-08-15 03:37:25,564 - INFO - Epoch: 0978 / 1300 lr: 5.123e-05 2025-08-15 03:39:03,749 - INFO - Training: cls_zice: 56.24565369327455; reg_zipnll: 198.68343679825261; aux_mae_loss_1: 117.89477771474647; aux_mae_loss_2: 17.59333264061602; aux_mae_loss_4: 2.702383121671897; cnt_loss: 12.102294481199014; 2025-08-15 03:39:03,750 - INFO - Evaluation: Curr mae: 68.8844; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 563.3427; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1944; Best nae: 0.1543; 0.1600; 0.1615; 0.1661; 0.1693; 2025-08-15 03:39:03,750 - INFO - Epoch: 0979 / 1300 lr: 5.099e-05 2025-08-15 03:40:41,665 - INFO - Training: cls_zice: 54.98888320542853; reg_zipnll: 203.19883779020725; aux_mae_loss_1: 116.41142926547091; aux_mae_loss_2: 17.37100912182374; aux_mae_loss_4: 2.6601221743770003; cnt_loss: 12.246323539236212; 2025-08-15 03:40:41,666 - INFO - Evaluation: Curr mae: 64.5723; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 498.6789; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2540; Best nae: 0.1543; 0.1600; 0.1615; 0.1661; 0.1693; 2025-08-15 03:40:41,666 - INFO - Epoch: 0980 / 1300 lr: 5.074e-05 2025-08-15 03:42:18,847 - INFO - Training: cls_zice: 54.60010962188244; reg_zipnll: 211.46073395795258; aux_mae_loss_1: 117.77494667367029; aux_mae_loss_2: 17.417351005622844; aux_mae_loss_4: 2.652380192954007; cnt_loss: 12.201199565571194; 2025-08-15 03:42:18,848 - INFO - Evaluation: Curr mae: 65.4755; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 529.1446; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2092; Best nae: 0.1543; 0.1600; 0.1615; 0.1661; 0.1693; 2025-08-15 03:42:18,848 - INFO - Epoch: 0981 / 1300 lr: 5.050e-05 2025-08-15 03:43:56,963 - INFO - Training: cls_zice: 53.734397443983426; reg_zipnll: 202.9388524719866; aux_mae_loss_1: 115.50385303791506; aux_mae_loss_2: 17.23379558094976; aux_mae_loss_4: 2.6367474762210503; cnt_loss: 11.564059023991955; 2025-08-15 03:43:56,964 - INFO - Evaluation: Curr mae: 75.4434; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 533.9071; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3463; Best nae: 0.1543; 0.1600; 0.1615; 0.1661; 0.1693; 2025-08-15 03:43:56,964 - INFO - Epoch: 0982 / 1300 lr: 5.026e-05 2025-08-15 03:45:35,234 - INFO - Training: cls_zice: 54.12762455730328; reg_zipnll: 209.6715946834927; aux_mae_loss_1: 115.8361137115557; aux_mae_loss_2: 17.222316075106818; aux_mae_loss_4: 2.632161959661003; cnt_loss: 11.43717249561398; 2025-08-15 03:45:35,236 - INFO - Evaluation: Curr mae: 72.9157; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 567.6175; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1948; Best nae: 0.1543; 0.1600; 0.1615; 0.1661; 0.1693; 2025-08-15 03:45:35,236 - INFO - Epoch: 0983 / 1300 lr: 5.001e-05 2025-08-15 03:47:13,548 - INFO - Training: cls_zice: 56.304771240082374; reg_zipnll: 199.88800571510296; aux_mae_loss_1: 119.20408409236329; aux_mae_loss_2: 17.838505453805997; aux_mae_loss_4: 2.734622670936094; cnt_loss: 12.119083204428764; 2025-08-15 03:47:13,549 - INFO - Evaluation: Curr mae: 70.2308; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 552.2060; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2564; Best nae: 0.1543; 0.1600; 0.1615; 0.1661; 0.1693; 2025-08-15 03:47:13,549 - INFO - Epoch: 0984 / 1300 lr: 4.977e-05 2025-08-15 03:48:51,746 - INFO - Training: cls_zice: 55.90283003595004; reg_zipnll: 201.91926550190982; aux_mae_loss_1: 116.19109179979732; aux_mae_loss_2: 17.278718597784753; aux_mae_loss_4: 2.634459651144734; cnt_loss: 11.903946177818474; 2025-08-15 03:48:51,747 - INFO - Evaluation: Curr mae: 70.2423; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 504.6464; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3305; Best nae: 0.1543; 0.1600; 0.1615; 0.1661; 0.1693; 2025-08-15 03:48:51,748 - INFO - Epoch: 0985 / 1300 lr: 4.953e-05 2025-08-15 03:50:29,837 - INFO - Training: cls_zice: 53.533901713884276; reg_zipnll: 202.5472509094866; aux_mae_loss_1: 117.34825641269242; aux_mae_loss_2: 17.50301639463724; aux_mae_loss_4: 2.6875692950729233; cnt_loss: 12.509764598696888; 2025-08-15 03:50:29,838 - INFO - Evaluation: Curr mae: 67.6051; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 516.3039; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2195; Best nae: 0.1543; 0.1600; 0.1615; 0.1661; 0.1693; 2025-08-15 03:50:29,838 - INFO - Epoch: 0986 / 1300 lr: 4.929e-05 2025-08-15 03:52:07,086 - INFO - Training: cls_zice: 56.810730750808986; reg_zipnll: 200.6959212580193; aux_mae_loss_1: 119.07028517195988; aux_mae_loss_2: 17.75802933403643; aux_mae_loss_4: 2.7193543007717036; cnt_loss: 11.517852944549373; 2025-08-15 03:52:07,087 - INFO - Evaluation: Curr mae: 70.9642; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 530.3319; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1968; Best nae: 0.1543; 0.1600; 0.1615; 0.1661; 0.1693; 2025-08-15 03:52:07,088 - INFO - Epoch: 0987 / 1300 lr: 4.904e-05 2025-08-15 03:53:45,639 - INFO - Training: cls_zice: 52.60906425022681; reg_zipnll: 198.7484839961584; aux_mae_loss_1: 114.15528626920019; aux_mae_loss_2: 16.98260237809012; aux_mae_loss_4: 2.6077555444062828; cnt_loss: 12.45924535539279; 2025-08-15 03:53:45,640 - INFO - Evaluation: Curr mae: 71.1346; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 527.9118; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1933; Best nae: 0.1543; 0.1600; 0.1615; 0.1661; 0.1693; 2025-08-15 03:53:45,640 - INFO - Epoch: 0988 / 1300 lr: 4.880e-05 2025-08-15 03:55:23,242 - INFO - Training: cls_zice: 55.13344193113954; reg_zipnll: 202.49818847970056; aux_mae_loss_1: 116.13794652355361; aux_mae_loss_2: 17.324226182653234; aux_mae_loss_4: 2.643030334101238; cnt_loss: 11.055293645221347; 2025-08-15 03:55:23,243 - INFO - Evaluation: Curr mae: 76.4092; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 568.3570; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1787; Best nae: 0.1543; 0.1600; 0.1615; 0.1661; 0.1693; 2025-08-15 03:55:23,243 - INFO - Epoch: 0989 / 1300 lr: 4.856e-05 2025-08-15 03:57:02,545 - INFO - Training: cls_zice: 52.62598566875666; reg_zipnll: 198.5407075367121; aux_mae_loss_1: 115.03063919243898; aux_mae_loss_2: 17.151957237322105; aux_mae_loss_4: 2.626804516217396; cnt_loss: 11.623837706668825; 2025-08-15 03:57:02,546 - INFO - Evaluation: Curr mae: 68.0137; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 555.2980; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1841; Best nae: 0.1543; 0.1600; 0.1615; 0.1661; 0.1693; 2025-08-15 03:57:02,546 - INFO - Epoch: 0990 / 1300 lr: 4.831e-05 2025-08-15 03:58:40,678 - INFO - Training: cls_zice: 54.409005604282136; reg_zipnll: 194.0795861712458; aux_mae_loss_1: 116.80768530779449; aux_mae_loss_2: 17.48279357017772; aux_mae_loss_4: 2.6960623861891446; cnt_loss: 12.325360724735996; 2025-08-15 03:58:40,679 - INFO - Evaluation: Curr mae: 68.0115; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 556.4016; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1843; Best nae: 0.1543; 0.1600; 0.1615; 0.1661; 0.1693; 2025-08-15 03:58:40,679 - INFO - Epoch: 0991 / 1300 lr: 4.807e-05 2025-08-15 04:00:18,995 - INFO - Training: cls_zice: 54.6200925059674; reg_zipnll: 202.29314622658384; aux_mae_loss_1: 118.20288634606682; aux_mae_loss_2: 17.6263073416173; aux_mae_loss_4: 2.6899840863933906; cnt_loss: 12.016638339331953; 2025-08-15 04:00:18,996 - INFO - Evaluation: Curr mae: 72.1631; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 551.7014; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2048; Best nae: 0.1543; 0.1600; 0.1615; 0.1661; 0.1693; 2025-08-15 04:00:18,996 - INFO - Epoch: 0992 / 1300 lr: 4.783e-05 2025-08-15 04:01:57,690 - INFO - Training: cls_zice: 56.00223325847966; reg_zipnll: 206.20853532923525; aux_mae_loss_1: 118.05824478365156; aux_mae_loss_2: 17.604301745603507; aux_mae_loss_4: 2.7141474203462774; cnt_loss: 12.104535226650286; 2025-08-15 04:01:57,691 - INFO - Evaluation: Curr mae: 73.6396; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 536.9392; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2367; Best nae: 0.1543; 0.1600; 0.1615; 0.1661; 0.1693; 2025-08-15 04:01:57,691 - INFO - Epoch: 0993 / 1300 lr: 4.759e-05 2025-08-15 04:03:35,622 - INFO - Training: cls_zice: 55.27006606661875; reg_zipnll: 204.4692981102166; aux_mae_loss_1: 116.73425863702377; aux_mae_loss_2: 17.333702798980674; aux_mae_loss_4: 2.6499683646279313; cnt_loss: 11.500036998395748; 2025-08-15 04:03:35,623 - INFO - Evaluation: Curr mae: 65.5292; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 497.1642; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1796; Best nae: 0.1543; 0.1600; 0.1615; 0.1661; 0.1693; 2025-08-15 04:03:35,623 - INFO - Epoch: 0994 / 1300 lr: 4.734e-05 2025-08-15 04:05:13,795 - INFO - Training: cls_zice: 52.834271213274384; reg_zipnll: 208.79679037550116; aux_mae_loss_1: 114.52727563460873; aux_mae_loss_2: 17.022712752874224; aux_mae_loss_4: 2.5965096467871285; cnt_loss: 11.367925014164882; 2025-08-15 04:05:13,797 - INFO - Evaluation: Curr mae: 66.8039; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 515.2471; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2149; Best nae: 0.1543; 0.1600; 0.1615; 0.1661; 0.1693; 2025-08-15 04:05:13,797 - INFO - Epoch: 0995 / 1300 lr: 4.710e-05 2025-08-15 04:06:51,228 - INFO - Training: cls_zice: 56.52726456239475; reg_zipnll: 204.05721019166293; aux_mae_loss_1: 119.47915243428287; aux_mae_loss_2: 17.853434859940204; aux_mae_loss_4: 2.7435490251506813; cnt_loss: 12.38704515775249; 2025-08-15 04:06:51,434 - INFO - Evaluation: Curr mae: 66.4807; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 532.1797; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1588; Best nae: 0.1543; 0.1588; 0.1600; 0.1615; 0.1661; 2025-08-15 04:06:51,434 - INFO - Epoch: 0996 / 1300 lr: 4.686e-05 2025-08-15 04:08:29,235 - INFO - Training: cls_zice: 54.88289523921466; reg_zipnll: 203.06699222280312; aux_mae_loss_1: 116.01048273905384; aux_mae_loss_2: 17.216593501500423; aux_mae_loss_4: 2.618760300249551; cnt_loss: 11.142420403142209; 2025-08-15 04:08:29,237 - INFO - Evaluation: Curr mae: 70.4552; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 528.7999; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2718; Best nae: 0.1543; 0.1588; 0.1600; 0.1615; 0.1661; 2025-08-15 04:08:29,237 - INFO - Epoch: 0997 / 1300 lr: 4.662e-05 2025-08-15 04:10:06,333 - INFO - Training: cls_zice: 57.16245578838498; reg_zipnll: 198.69145184985163; aux_mae_loss_1: 118.02578627235785; aux_mae_loss_2: 17.59331526854351; aux_mae_loss_4: 2.697943980099303; cnt_loss: 11.55163319926029; 2025-08-15 04:10:06,334 - INFO - Evaluation: Curr mae: 65.6548; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 497.3054; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2530; Best nae: 0.1543; 0.1588; 0.1600; 0.1615; 0.1661; 2025-08-15 04:10:06,334 - INFO - Epoch: 0998 / 1300 lr: 4.637e-05 2025-08-15 04:11:43,816 - INFO - Training: cls_zice: 53.8319462782926; reg_zipnll: 195.95754289014175; aux_mae_loss_1: 115.89041163682325; aux_mae_loss_2: 17.264785701634032; aux_mae_loss_4: 2.628720547821957; cnt_loss: 10.44371764166496; 2025-08-15 04:11:43,818 - INFO - Evaluation: Curr mae: 71.0887; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 553.5793; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2610; Best nae: 0.1543; 0.1588; 0.1600; 0.1615; 0.1661; 2025-08-15 04:11:43,818 - INFO - Epoch: 0999 / 1300 lr: 4.613e-05 2025-08-15 04:13:22,008 - INFO - Training: cls_zice: 53.04927791896394; reg_zipnll: 205.73738444311147; aux_mae_loss_1: 114.07411661123555; aux_mae_loss_2: 16.939730187001757; aux_mae_loss_4: 2.5839143914857683; cnt_loss: 11.436903514102063; 2025-08-15 04:13:22,009 - INFO - Evaluation: Curr mae: 77.9812; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 533.9198; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2849; Best nae: 0.1543; 0.1588; 0.1600; 0.1615; 0.1661; 2025-08-15 04:13:22,009 - INFO - Epoch: 1000 / 1300 lr: 4.589e-05 2025-08-15 04:15:00,040 - INFO - Training: cls_zice: 54.271757676584556; reg_zipnll: 203.73230295254822; aux_mae_loss_1: 115.9881213612299; aux_mae_loss_2: 17.178251113254184; aux_mae_loss_4: 2.608505272160459; cnt_loss: 11.501829515079606; 2025-08-15 04:15:00,042 - INFO - Evaluation: Curr mae: 64.0547; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 545.1669; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2521; Best nae: 0.1543; 0.1588; 0.1600; 0.1615; 0.1661; 2025-08-15 04:15:00,632 - INFO - Epoch: 1001 / 1300 lr: 4.565e-05 2025-08-15 04:16:39,486 - INFO - Training: cls_zice: 55.96920564429772; reg_zipnll: 201.81200556031843; aux_mae_loss_1: 118.1939813667827; aux_mae_loss_2: 17.57036123300273; aux_mae_loss_4: 2.684750176334136; cnt_loss: 11.493367048033098; 2025-08-15 04:16:39,487 - INFO - Evaluation: Curr mae: 70.5543; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 471.3436; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3529; Best nae: 0.1543; 0.1588; 0.1600; 0.1615; 0.1661; 2025-08-15 04:16:39,487 - INFO - Epoch: 1002 / 1300 lr: 4.541e-05 2025-08-15 04:18:17,582 - INFO - Training: cls_zice: 54.777149977291764; reg_zipnll: 197.53570003558553; aux_mae_loss_1: 116.20347452531438; aux_mae_loss_2: 17.26863579762319; aux_mae_loss_4: 2.6345663933337193; cnt_loss: 11.056836100654309; 2025-08-15 04:18:17,584 - INFO - Evaluation: Curr mae: 65.5308; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 523.7360; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1962; Best nae: 0.1543; 0.1588; 0.1600; 0.1615; 0.1661; 2025-08-15 04:18:17,584 - INFO - Epoch: 1003 / 1300 lr: 4.516e-05 2025-08-15 04:19:55,398 - INFO - Training: cls_zice: 55.60021799170726; reg_zipnll: 199.58809957038468; aux_mae_loss_1: 116.53739689432257; aux_mae_loss_2: 17.325175950950094; aux_mae_loss_4: 2.6261957960447493; cnt_loss: 10.919701520458897; 2025-08-15 04:19:55,599 - INFO - Evaluation: Curr mae: 66.5451; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 515.2864; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1614; Best nae: 0.1543; 0.1588; 0.1600; 0.1614; 0.1615; 2025-08-15 04:19:55,599 - INFO - Epoch: 1004 / 1300 lr: 4.492e-05 2025-08-15 04:21:32,930 - INFO - Training: cls_zice: 56.689991831741175; reg_zipnll: 197.09264835171345; aux_mae_loss_1: 118.08480476168556; aux_mae_loss_2: 17.59833674749556; aux_mae_loss_4: 2.697500717670568; cnt_loss: 12.450795487756901; 2025-08-15 04:21:32,932 - INFO - Evaluation: Curr mae: 64.7901; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 517.7008; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1705; Best nae: 0.1543; 0.1588; 0.1600; 0.1614; 0.1615; 2025-08-15 04:21:32,932 - INFO - Epoch: 1005 / 1300 lr: 4.468e-05 2025-08-15 04:23:11,630 - INFO - Training: cls_zice: 55.2692522042668; reg_zipnll: 200.17623660129263; aux_mae_loss_1: 117.24294453598846; aux_mae_loss_2: 17.485600131336398; aux_mae_loss_4: 2.68699080173338; cnt_loss: 12.288106879109282; 2025-08-15 04:23:11,631 - INFO - Evaluation: Curr mae: 66.6976; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 465.4481; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2417; Best nae: 0.1543; 0.1588; 0.1600; 0.1614; 0.1615; 2025-08-15 04:23:11,631 - INFO - Epoch: 1006 / 1300 lr: 4.444e-05 2025-08-15 04:24:49,775 - INFO - Training: cls_zice: 57.02453025788605; reg_zipnll: 190.8456763926999; aux_mae_loss_1: 117.53823371043855; aux_mae_loss_2: 17.48514787458209; aux_mae_loss_4: 2.6854006266532644; cnt_loss: 11.378054585585557; 2025-08-15 04:24:49,776 - INFO - Evaluation: Curr mae: 65.6290; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 495.5895; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2696; Best nae: 0.1543; 0.1588; 0.1600; 0.1614; 0.1615; 2025-08-15 04:24:49,776 - INFO - Epoch: 1007 / 1300 lr: 4.420e-05 2025-08-15 04:26:27,754 - INFO - Training: cls_zice: 53.16572225553517; reg_zipnll: 203.48232018733086; aux_mae_loss_1: 115.84730391514638; aux_mae_loss_2: 17.246970916468563; aux_mae_loss_4: 2.6335842860695022; cnt_loss: 11.638582891241137; 2025-08-15 04:26:27,755 - INFO - Evaluation: Curr mae: 73.8441; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 507.3384; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2995; Best nae: 0.1543; 0.1588; 0.1600; 0.1614; 0.1615; 2025-08-15 04:26:27,755 - INFO - Epoch: 1008 / 1300 lr: 4.396e-05 2025-08-15 04:28:06,571 - INFO - Training: cls_zice: 56.04375148225566; reg_zipnll: 196.51438930776249; aux_mae_loss_1: 118.4603732778358; aux_mae_loss_2: 17.650053099065943; aux_mae_loss_4: 2.71179841661821; cnt_loss: 11.745933383779844; 2025-08-15 04:28:06,573 - INFO - Evaluation: Curr mae: 66.9418; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 500.4213; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1989; Best nae: 0.1543; 0.1588; 0.1600; 0.1614; 0.1615; 2025-08-15 04:28:06,573 - INFO - Epoch: 1009 / 1300 lr: 4.372e-05 2025-08-15 04:29:44,744 - INFO - Training: cls_zice: 55.06247416004577; reg_zipnll: 207.27843798953649; aux_mae_loss_1: 116.20857966405873; aux_mae_loss_2: 17.311664041945743; aux_mae_loss_4: 2.649882769216915; cnt_loss: 11.516831690977043; 2025-08-15 04:29:44,745 - INFO - Evaluation: Curr mae: 63.4928; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 487.1517; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1720; Best nae: 0.1543; 0.1588; 0.1600; 0.1614; 0.1615; 2025-08-15 04:29:44,746 - INFO - Epoch: 1010 / 1300 lr: 4.348e-05 2025-08-15 04:31:22,089 - INFO - Training: cls_zice: 51.9732702596635; reg_zipnll: 200.13529588262955; aux_mae_loss_1: 115.97323681946585; aux_mae_loss_2: 17.245561012572065; aux_mae_loss_4: 2.6030139913902186; cnt_loss: 11.236572517527406; 2025-08-15 04:31:22,090 - INFO - Evaluation: Curr mae: 70.7755; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 538.2909; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2575; Best nae: 0.1543; 0.1588; 0.1600; 0.1614; 0.1615; 2025-08-15 04:31:22,090 - INFO - Epoch: 1011 / 1300 lr: 4.324e-05 2025-08-15 04:33:00,386 - INFO - Training: cls_zice: 53.58114962413869; reg_zipnll: 211.00689689420489; aux_mae_loss_1: 116.48631209640699; aux_mae_loss_2: 17.225776785137107; aux_mae_loss_4: 2.606104427867193; cnt_loss: 10.935995169960748; 2025-08-15 04:33:00,388 - INFO - Evaluation: Curr mae: 65.4654; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 527.4890; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2671; Best nae: 0.1543; 0.1588; 0.1600; 0.1614; 0.1615; 2025-08-15 04:33:00,388 - INFO - Epoch: 1012 / 1300 lr: 4.300e-05 2025-08-15 04:34:38,965 - INFO - Training: cls_zice: 53.799900856874594; reg_zipnll: 199.4997702453927; aux_mae_loss_1: 116.7163504475493; aux_mae_loss_2: 17.411732734322243; aux_mae_loss_4: 2.6729690907546977; cnt_loss: 11.88280860838363; 2025-08-15 04:34:38,967 - INFO - Evaluation: Curr mae: 73.0320; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 568.6353; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1912; Best nae: 0.1543; 0.1588; 0.1600; 0.1614; 0.1615; 2025-08-15 04:34:38,967 - INFO - Epoch: 1013 / 1300 lr: 4.276e-05 2025-08-15 04:36:17,094 - INFO - Training: cls_zice: 55.360064912118155; reg_zipnll: 202.82230728267092; aux_mae_loss_1: 116.86519551706192; aux_mae_loss_2: 17.339035758016042; aux_mae_loss_4: 2.652935926742603; cnt_loss: 11.21072222242625; 2025-08-15 04:36:17,296 - INFO - Evaluation: Curr mae: 64.9894; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 545.6974; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1531; Best nae: 0.1531; 0.1543; 0.1588; 0.1600; 0.1614; 2025-08-15 04:36:17,296 - INFO - Epoch: 1014 / 1300 lr: 4.252e-05 2025-08-15 04:37:54,438 - INFO - Training: cls_zice: 54.66446735428354; reg_zipnll: 197.37084862382983; aux_mae_loss_1: 115.79796340961995; aux_mae_loss_2: 17.232235236768553; aux_mae_loss_4: 2.6291177054450565; cnt_loss: 10.92037974991345; 2025-08-15 04:37:54,440 - INFO - Evaluation: Curr mae: 63.8362; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 480.1026; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2102; Best nae: 0.1531; 0.1543; 0.1588; 0.1600; 0.1614; 2025-08-15 04:37:54,440 - INFO - Epoch: 1015 / 1300 lr: 4.228e-05 2025-08-15 04:39:33,223 - INFO - Training: cls_zice: 54.96836294766257; reg_zipnll: 198.81930165915992; aux_mae_loss_1: 117.66076951897236; aux_mae_loss_2: 17.57325386204266; aux_mae_loss_4: 2.697335405184248; cnt_loss: 11.291707825231674; 2025-08-15 04:39:33,224 - INFO - Evaluation: Curr mae: 64.0762; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 471.3882; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2595; Best nae: 0.1531; 0.1543; 0.1588; 0.1600; 0.1614; 2025-08-15 04:39:33,224 - INFO - Epoch: 1016 / 1300 lr: 4.204e-05 2025-08-15 04:41:11,109 - INFO - Training: cls_zice: 54.075473418693925; reg_zipnll: 200.49363383903602; aux_mae_loss_1: 117.01236182558506; aux_mae_loss_2: 17.439141810400013; aux_mae_loss_4: 2.669848918914795; cnt_loss: 11.347687550252997; 2025-08-15 04:41:11,110 - INFO - Evaluation: Curr mae: 67.6725; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 519.0170; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1814; Best nae: 0.1531; 0.1543; 0.1588; 0.1600; 0.1614; 2025-08-15 04:41:11,110 - INFO - Epoch: 1017 / 1300 lr: 4.180e-05 2025-08-15 04:42:50,078 - INFO - Training: cls_zice: 55.70684760314793; reg_zipnll: 196.65839874346028; aux_mae_loss_1: 119.33496234472123; aux_mae_loss_2: 17.735351281791235; aux_mae_loss_4: 2.705511411848289; cnt_loss: 10.855437621819023; 2025-08-15 04:42:50,079 - INFO - Evaluation: Curr mae: 72.6941; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 514.6149; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2672; Best nae: 0.1531; 0.1543; 0.1588; 0.1600; 0.1614; 2025-08-15 04:42:50,079 - INFO - Epoch: 1018 / 1300 lr: 4.156e-05 2025-08-15 04:44:28,177 - INFO - Training: cls_zice: 54.79482973158206; reg_zipnll: 196.9609268404218; aux_mae_loss_1: 118.07349251107263; aux_mae_loss_2: 17.576493782371973; aux_mae_loss_4: 2.6969033986100195; cnt_loss: 10.961553122819543; 2025-08-15 04:44:28,179 - INFO - Evaluation: Curr mae: 68.1200; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 505.9230; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1637; Best nae: 0.1531; 0.1543; 0.1588; 0.1600; 0.1614; 2025-08-15 04:44:28,179 - INFO - Epoch: 1019 / 1300 lr: 4.132e-05 2025-08-15 04:46:06,668 - INFO - Training: cls_zice: 53.33918147221935; reg_zipnll: 204.92258211150573; aux_mae_loss_1: 114.51876870280367; aux_mae_loss_2: 17.043402941490505; aux_mae_loss_4: 2.5914374022986406; cnt_loss: 10.643700587718836; 2025-08-15 04:46:06,868 - INFO - Evaluation: Curr mae: 64.4349; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 493.9354; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1513; Best nae: 0.1513; 0.1531; 0.1543; 0.1588; 0.1600; 2025-08-15 04:46:06,869 - INFO - Epoch: 1020 / 1300 lr: 4.108e-05 2025-08-15 04:47:44,422 - INFO - Training: cls_zice: 54.537795916276295; reg_zipnll: 203.45720181305794; aux_mae_loss_1: 115.76835190790172; aux_mae_loss_2: 17.074807023634335; aux_mae_loss_4: 2.583504880455282; cnt_loss: 10.417020039264218; 2025-08-15 04:47:44,423 - INFO - Evaluation: Curr mae: 72.2263; Best mae: 60.1580; 61.0657; 61.3705; 61.9244; 63.3657; Curr rmse: 468.7724; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3390; Best nae: 0.1513; 0.1531; 0.1543; 0.1588; 0.1600; 2025-08-15 04:47:44,423 - INFO - Epoch: 1021 / 1300 lr: 4.084e-05 2025-08-15 04:49:22,962 - INFO - Training: cls_zice: 58.42978733222558; reg_zipnll: 199.85456404695168; aux_mae_loss_1: 120.15538143805183; aux_mae_loss_2: 17.792545872666228; aux_mae_loss_4: 2.71686430225642; cnt_loss: 11.588586724049634; 2025-08-15 04:49:23,363 - INFO - Evaluation: Curr mae: 60.5032; Best mae: 60.1580; 60.5032; 61.0657; 61.3705; 61.9244; Curr rmse: 485.6724; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1453; Best nae: 0.1453; 0.1513; 0.1531; 0.1543; 0.1588; 2025-08-15 04:49:23,363 - INFO - Epoch: 1022 / 1300 lr: 4.060e-05 2025-08-15 04:51:01,125 - INFO - Training: cls_zice: 56.011310881544816; reg_zipnll: 199.2934409193024; aux_mae_loss_1: 115.48403656084311; aux_mae_loss_2: 17.15199379197736; aux_mae_loss_4: 2.6220451293077445; cnt_loss: 11.638964866764441; 2025-08-15 04:51:01,328 - INFO - Evaluation: Curr mae: 67.1856; Best mae: 60.1580; 60.5032; 61.0657; 61.3705; 61.9244; Curr rmse: 523.9914; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1406; Best nae: 0.1406; 0.1453; 0.1513; 0.1531; 0.1543; 2025-08-15 04:51:01,329 - INFO - Epoch: 1023 / 1300 lr: 4.037e-05 2025-08-15 04:52:40,609 - INFO - Training: cls_zice: 53.120200066877516; reg_zipnll: 201.83493412674852; aux_mae_loss_1: 114.70272651123204; aux_mae_loss_2: 16.9766897959084; aux_mae_loss_4: 2.577753612651923; cnt_loss: 10.533583004707543; 2025-08-15 04:52:40,610 - INFO - Evaluation: Curr mae: 64.3388; Best mae: 60.1580; 60.5032; 61.0657; 61.3705; 61.9244; Curr rmse: 555.4316; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2120; Best nae: 0.1406; 0.1453; 0.1513; 0.1531; 0.1543; 2025-08-15 04:52:40,610 - INFO - Epoch: 1024 / 1300 lr: 4.013e-05 2025-08-15 04:54:19,827 - INFO - Training: cls_zice: 54.358382197992356; reg_zipnll: 204.75170966101797; aux_mae_loss_1: 114.83151774173531; aux_mae_loss_2: 17.010984080003283; aux_mae_loss_4: 2.5721484560586494; cnt_loss: 10.263786799650266; 2025-08-15 04:54:19,828 - INFO - Evaluation: Curr mae: 69.0112; Best mae: 60.1580; 60.5032; 61.0657; 61.3705; 61.9244; Curr rmse: 511.0853; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2169; Best nae: 0.1406; 0.1453; 0.1513; 0.1531; 0.1543; 2025-08-15 04:54:19,829 - INFO - Epoch: 1025 / 1300 lr: 3.989e-05 2025-08-15 04:55:58,282 - INFO - Training: cls_zice: 54.21276326937203; reg_zipnll: 203.22030444500686; aux_mae_loss_1: 116.39368650049047; aux_mae_loss_2: 17.22101208238185; aux_mae_loss_4: 2.6156146796013213; cnt_loss: 10.932685942760164; 2025-08-15 04:55:58,283 - INFO - Evaluation: Curr mae: 65.1864; Best mae: 60.1580; 60.5032; 61.0657; 61.3705; 61.9244; Curr rmse: 528.2321; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2188; Best nae: 0.1406; 0.1453; 0.1513; 0.1531; 0.1543; 2025-08-15 04:55:58,283 - INFO - Epoch: 1026 / 1300 lr: 3.965e-05 2025-08-15 04:57:36,526 - INFO - Training: cls_zice: 55.132025788214946; reg_zipnll: 204.17019165941252; aux_mae_loss_1: 116.10024258042363; aux_mae_loss_2: 17.13462880950967; aux_mae_loss_4: 2.5832384380399414; cnt_loss: 10.42545768886728; 2025-08-15 04:57:36,527 - INFO - Evaluation: Curr mae: 63.3868; Best mae: 60.1580; 60.5032; 61.0657; 61.3705; 61.9244; Curr rmse: 476.6785; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2133; Best nae: 0.1406; 0.1453; 0.1513; 0.1531; 0.1543; 2025-08-15 04:57:36,528 - INFO - Epoch: 1027 / 1300 lr: 3.942e-05 2025-08-15 04:59:15,131 - INFO - Training: cls_zice: 57.947812707036505; reg_zipnll: 201.67607872774178; aux_mae_loss_1: 119.84275290776034; aux_mae_loss_2: 17.85934564448261; aux_mae_loss_4: 2.7424752455597363; cnt_loss: 12.082949579834631; 2025-08-15 04:59:15,132 - INFO - Evaluation: Curr mae: 70.2239; Best mae: 60.1580; 60.5032; 61.0657; 61.3705; 61.9244; Curr rmse: 492.3465; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3079; Best nae: 0.1406; 0.1453; 0.1513; 0.1531; 0.1543; 2025-08-15 04:59:15,132 - INFO - Epoch: 1028 / 1300 lr: 3.918e-05 2025-08-15 05:00:53,422 - INFO - Training: cls_zice: 52.7729298645166; reg_zipnll: 197.71276768681935; aux_mae_loss_1: 113.68534169037729; aux_mae_loss_2: 16.829378384857375; aux_mae_loss_4: 2.560344669690169; cnt_loss: 10.85032634042529; 2025-08-15 05:00:53,423 - INFO - Evaluation: Curr mae: 64.1027; Best mae: 60.1580; 60.5032; 61.0657; 61.3705; 61.9244; Curr rmse: 500.5323; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1874; Best nae: 0.1406; 0.1453; 0.1513; 0.1531; 0.1543; 2025-08-15 05:00:53,423 - INFO - Epoch: 1029 / 1300 lr: 3.894e-05 2025-08-15 05:02:31,750 - INFO - Training: cls_zice: 54.57897877394387; reg_zipnll: 205.03754721202702; aux_mae_loss_1: 117.05090878739149; aux_mae_loss_2: 17.34790768598836; aux_mae_loss_4: 2.629452632448054; cnt_loss: 11.062619866932572; 2025-08-15 05:02:31,751 - INFO - Evaluation: Curr mae: 70.0028; Best mae: 60.1580; 60.5032; 61.0657; 61.3705; 61.9244; Curr rmse: 522.3576; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2564; Best nae: 0.1406; 0.1453; 0.1513; 0.1531; 0.1543; 2025-08-15 05:02:31,751 - INFO - Epoch: 1030 / 1300 lr: 3.871e-05 2025-08-15 05:04:09,851 - INFO - Training: cls_zice: 55.9107789084277; reg_zipnll: 201.93273789962336; aux_mae_loss_1: 116.10699491329243; aux_mae_loss_2: 17.210486300500314; aux_mae_loss_4: 2.6152690480484755; cnt_loss: 10.632344173894749; 2025-08-15 05:04:09,852 - INFO - Evaluation: Curr mae: 65.8592; Best mae: 60.1580; 60.5032; 61.0657; 61.3705; 61.9244; Curr rmse: 537.6910; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2759; Best nae: 0.1406; 0.1453; 0.1513; 0.1531; 0.1543; 2025-08-15 05:04:09,853 - INFO - Epoch: 1031 / 1300 lr: 3.847e-05 2025-08-15 05:05:48,763 - INFO - Training: cls_zice: 56.30775711185522; reg_zipnll: 207.91870534450658; aux_mae_loss_1: 117.35284463053804; aux_mae_loss_2: 17.32040512531153; aux_mae_loss_4: 2.626628908675863; cnt_loss: 10.872339433446948; 2025-08-15 05:05:48,764 - INFO - Evaluation: Curr mae: 64.7128; Best mae: 60.1580; 60.5032; 61.0657; 61.3705; 61.9244; Curr rmse: 518.1920; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2350; Best nae: 0.1406; 0.1453; 0.1513; 0.1531; 0.1543; 2025-08-15 05:05:48,765 - INFO - Epoch: 1032 / 1300 lr: 3.824e-05 2025-08-15 05:07:26,824 - INFO - Training: cls_zice: 56.06392903794513; reg_zipnll: 207.2457862010652; aux_mae_loss_1: 115.80856882698431; aux_mae_loss_2: 17.177265815685832; aux_mae_loss_4: 2.6078442808594984; cnt_loss: 11.428323822340193; 2025-08-15 05:07:26,825 - INFO - Evaluation: Curr mae: 72.0697; Best mae: 60.1580; 60.5032; 61.0657; 61.3705; 61.9244; Curr rmse: 513.1175; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1651; Best nae: 0.1406; 0.1453; 0.1513; 0.1531; 0.1543; 2025-08-15 05:07:26,825 - INFO - Epoch: 1033 / 1300 lr: 3.800e-05 2025-08-15 05:09:04,975 - INFO - Training: cls_zice: 55.819025888541056; reg_zipnll: 199.45177707819215; aux_mae_loss_1: 116.38255393413161; aux_mae_loss_2: 17.29519135418772; aux_mae_loss_4: 2.616477830091295; cnt_loss: 11.051267455047078; 2025-08-15 05:09:05,181 - INFO - Evaluation: Curr mae: 62.9688; Best mae: 60.1580; 60.5032; 61.0657; 61.3705; 61.9244; Curr rmse: 439.2610; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1444; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 05:09:05,181 - INFO - Epoch: 1034 / 1300 lr: 3.777e-05 2025-08-15 05:10:43,115 - INFO - Training: cls_zice: 54.69899094212025; reg_zipnll: 199.432005591748; aux_mae_loss_1: 115.81225283409452; aux_mae_loss_2: 17.16943904305485; aux_mae_loss_4: 2.6048713537905086; cnt_loss: 10.588622032829912; 2025-08-15 05:10:43,117 - INFO - Evaluation: Curr mae: 65.8403; Best mae: 60.1580; 60.5032; 61.0657; 61.3705; 61.9244; Curr rmse: 510.6777; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1869; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 05:10:43,117 - INFO - Epoch: 1035 / 1300 lr: 3.753e-05 2025-08-15 05:12:22,482 - INFO - Training: cls_zice: 54.83834087592011; reg_zipnll: 202.5380778717198; aux_mae_loss_1: 115.93990775061756; aux_mae_loss_2: 17.155134837854185; aux_mae_loss_4: 2.5877611300019803; cnt_loss: 10.306770279812016; 2025-08-15 05:12:22,687 - INFO - Evaluation: Curr mae: 61.4730; Best mae: 60.1580; 60.5032; 61.0657; 61.3705; 61.4730; Curr rmse: 464.1387; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2175; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 05:12:22,688 - INFO - Epoch: 1036 / 1300 lr: 3.730e-05 2025-08-15 05:14:00,676 - INFO - Training: cls_zice: 54.83593727307332; reg_zipnll: 204.03939688910555; aux_mae_loss_1: 116.04942814059613; aux_mae_loss_2: 17.148518498575168; aux_mae_loss_4: 2.598361313802724; cnt_loss: 10.513985089287353; 2025-08-15 05:14:00,678 - INFO - Evaluation: Curr mae: 68.8447; Best mae: 60.1580; 60.5032; 61.0657; 61.3705; 61.4730; Curr rmse: 520.5408; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1793; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 05:14:00,678 - INFO - Epoch: 1037 / 1300 lr: 3.706e-05 2025-08-15 05:15:39,205 - INFO - Training: cls_zice: 55.603127421327606; reg_zipnll: 199.06442013620412; aux_mae_loss_1: 117.76202675738494; aux_mae_loss_2: 17.560626654514618; aux_mae_loss_4: 2.705735247821612; cnt_loss: 12.110061797507319; 2025-08-15 05:15:39,206 - INFO - Evaluation: Curr mae: 68.6105; Best mae: 60.1580; 60.5032; 61.0657; 61.3705; 61.4730; Curr rmse: 536.5338; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2333; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 05:15:39,206 - INFO - Epoch: 1038 / 1300 lr: 3.683e-05 2025-08-15 05:17:17,440 - INFO - Training: cls_zice: 57.859030104196776; reg_zipnll: 204.31783557489783; aux_mae_loss_1: 117.50280909550527; aux_mae_loss_2: 17.422076934407485; aux_mae_loss_4: 2.665065017794582; cnt_loss: 11.815709373638379; 2025-08-15 05:17:17,442 - INFO - Evaluation: Curr mae: 66.6973; Best mae: 60.1580; 60.5032; 61.0657; 61.3705; 61.4730; Curr rmse: 521.8344; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1869; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 05:17:17,442 - INFO - Epoch: 1039 / 1300 lr: 3.660e-05 2025-08-15 05:18:56,090 - INFO - Training: cls_zice: 54.822883668472954; reg_zipnll: 204.35084175757086; aux_mae_loss_1: 115.24923101979233; aux_mae_loss_2: 17.022264817686498; aux_mae_loss_4: 2.5893030420979986; cnt_loss: 10.264313719879386; 2025-08-15 05:18:56,091 - INFO - Evaluation: Curr mae: 69.1505; Best mae: 60.1580; 60.5032; 61.0657; 61.3705; 61.4730; Curr rmse: 480.4074; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2098; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 05:18:56,091 - INFO - Epoch: 1040 / 1300 lr: 3.636e-05 2025-08-15 05:20:33,683 - INFO - Training: cls_zice: 51.76286100406573; reg_zipnll: 204.13187502588895; aux_mae_loss_1: 113.44801764010157; aux_mae_loss_2: 16.90921822918105; aux_mae_loss_4: 2.566155663492747; cnt_loss: 10.708292172623171; 2025-08-15 05:20:33,685 - INFO - Evaluation: Curr mae: 63.9962; Best mae: 60.1580; 60.5032; 61.0657; 61.3705; 61.4730; Curr rmse: 458.7943; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1931; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 05:20:33,685 - INFO - Epoch: 1041 / 1300 lr: 3.613e-05 2025-08-15 05:22:11,779 - INFO - Training: cls_zice: 54.3003925140995; reg_zipnll: 200.5642375946045; aux_mae_loss_1: 114.03094697672788; aux_mae_loss_2: 16.78674264554806; aux_mae_loss_4: 2.5312841628082; cnt_loss: 10.410029499880146; 2025-08-15 05:22:11,781 - INFO - Evaluation: Curr mae: 61.6262; Best mae: 60.1580; 60.5032; 61.0657; 61.3705; 61.4730; Curr rmse: 463.0827; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2667; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 05:22:11,781 - INFO - Epoch: 1042 / 1300 lr: 3.590e-05 2025-08-15 05:23:49,751 - INFO - Training: cls_zice: 52.91219959915604; reg_zipnll: 196.53181962059824; aux_mae_loss_1: 114.04221132175475; aux_mae_loss_2: 16.862058082399148; aux_mae_loss_4: 2.5343978023467764; cnt_loss: 10.110629661377414; 2025-08-15 05:23:49,752 - INFO - Evaluation: Curr mae: 64.0839; Best mae: 60.1580; 60.5032; 61.0657; 61.3705; 61.4730; Curr rmse: 456.5486; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2564; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 05:23:49,752 - INFO - Epoch: 1043 / 1300 lr: 3.567e-05 2025-08-15 05:25:27,790 - INFO - Training: cls_zice: 55.11431650599048; reg_zipnll: 199.71980948558505; aux_mae_loss_1: 117.27969046055811; aux_mae_loss_2: 17.41126475236103; aux_mae_loss_4: 2.6453626609400183; cnt_loss: 11.26334736616875; 2025-08-15 05:25:27,994 - INFO - Evaluation: Curr mae: 61.3069; Best mae: 60.1580; 60.5032; 61.0657; 61.3069; 61.3705; Curr rmse: 462.8143; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2541; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 05:25:27,995 - INFO - Epoch: 1044 / 1300 lr: 3.543e-05 2025-08-15 05:27:06,670 - INFO - Training: cls_zice: 52.65897395716535; reg_zipnll: 196.84939027506772; aux_mae_loss_1: 114.36156275339789; aux_mae_loss_2: 16.93820845100138; aux_mae_loss_4: 2.568696592185062; cnt_loss: 10.215242443783424; 2025-08-15 05:27:06,671 - INFO - Evaluation: Curr mae: 66.2051; Best mae: 60.1580; 60.5032; 61.0657; 61.3069; 61.3705; Curr rmse: 531.0578; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1844; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 05:27:06,671 - INFO - Epoch: 1045 / 1300 lr: 3.520e-05 2025-08-15 05:28:44,602 - INFO - Training: cls_zice: 54.88509529277414; reg_zipnll: 201.6962433253585; aux_mae_loss_1: 115.21773252021377; aux_mae_loss_2: 17.006804213732252; aux_mae_loss_4: 2.575138445685026; cnt_loss: 10.727388919472387; 2025-08-15 05:28:44,603 - INFO - Evaluation: Curr mae: 67.8966; Best mae: 60.1580; 60.5032; 61.0657; 61.3069; 61.3705; Curr rmse: 506.4298; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1903; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 05:28:44,603 - INFO - Epoch: 1046 / 1300 lr: 3.497e-05 2025-08-15 05:30:22,888 - INFO - Training: cls_zice: 54.16434476277516; reg_zipnll: 202.6252856413932; aux_mae_loss_1: 114.93486727050154; aux_mae_loss_2: 17.046806010611565; aux_mae_loss_4: 2.5847974794995814; cnt_loss: 10.879240015785001; 2025-08-15 05:30:22,889 - INFO - Evaluation: Curr mae: 64.4870; Best mae: 60.1580; 60.5032; 61.0657; 61.3069; 61.3705; Curr rmse: 504.0172; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2486; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 05:30:22,889 - INFO - Epoch: 1047 / 1300 lr: 3.474e-05 2025-08-15 05:32:00,897 - INFO - Training: cls_zice: 57.610189395614334; reg_zipnll: 193.7820776324039; aux_mae_loss_1: 121.23127045913343; aux_mae_loss_2: 17.993479565054102; aux_mae_loss_4: 2.731676791811357; cnt_loss: 10.740792278765406; 2025-08-15 05:32:00,898 - INFO - Evaluation: Curr mae: 68.0303; Best mae: 60.1580; 60.5032; 61.0657; 61.3069; 61.3705; Curr rmse: 552.3591; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2073; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 05:32:00,898 - INFO - Epoch: 1048 / 1300 lr: 3.451e-05 2025-08-15 05:33:39,392 - INFO - Training: cls_zice: 54.27546936311881; reg_zipnll: 196.28773461270762; aux_mae_loss_1: 116.27102164927976; aux_mae_loss_2: 17.320036894251572; aux_mae_loss_4: 2.6113357620557966; cnt_loss: 10.25720164585849; 2025-08-15 05:33:39,393 - INFO - Evaluation: Curr mae: 66.0412; Best mae: 60.1580; 60.5032; 61.0657; 61.3069; 61.3705; Curr rmse: 545.1307; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1942; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 05:33:39,393 - INFO - Epoch: 1049 / 1300 lr: 3.428e-05 2025-08-15 05:35:17,315 - INFO - Training: cls_zice: 56.3495064064439; reg_zipnll: 197.1489966424388; aux_mae_loss_1: 119.1377311402544; aux_mae_loss_2: 17.66345972389672; aux_mae_loss_4: 2.694310191664414; cnt_loss: 11.363761955790777; 2025-08-15 05:35:17,317 - INFO - Evaluation: Curr mae: 66.0101; Best mae: 60.1580; 60.5032; 61.0657; 61.3069; 61.3705; Curr rmse: 497.5102; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2224; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 05:35:17,317 - INFO - Epoch: 1050 / 1300 lr: 3.405e-05 2025-08-15 05:36:55,133 - INFO - Training: cls_zice: 55.44977926166015; reg_zipnll: 200.26042328273115; aux_mae_loss_1: 117.47229357918002; aux_mae_loss_2: 17.36164081066004; aux_mae_loss_4: 2.6248180449468617; cnt_loss: 10.937128907763865; 2025-08-15 05:36:55,134 - INFO - Evaluation: Curr mae: 67.2795; Best mae: 60.1580; 60.5032; 61.0657; 61.3069; 61.3705; Curr rmse: 520.9108; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2368; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 05:36:55,727 - INFO - Epoch: 1051 / 1300 lr: 3.382e-05 2025-08-15 05:38:33,898 - INFO - Training: cls_zice: 58.74798628369916; reg_zipnll: 205.90246075529672; aux_mae_loss_1: 119.6023067140947; aux_mae_loss_2: 17.565479179274455; aux_mae_loss_4: 2.6483531009721877; cnt_loss: 10.483678611201308; 2025-08-15 05:38:33,899 - INFO - Evaluation: Curr mae: 64.8234; Best mae: 60.1580; 60.5032; 61.0657; 61.3069; 61.3705; Curr rmse: 493.6633; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3325; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 05:38:33,899 - INFO - Epoch: 1052 / 1300 lr: 3.360e-05 2025-08-15 05:40:12,469 - INFO - Training: cls_zice: 55.31539184912312; reg_zipnll: 201.28020186044256; aux_mae_loss_1: 115.4078288580887; aux_mae_loss_2: 17.01407623413596; aux_mae_loss_4: 2.5581405289988286; cnt_loss: 9.705391793447166; 2025-08-15 05:40:12,471 - INFO - Evaluation: Curr mae: 68.2669; Best mae: 60.1580; 60.5032; 61.0657; 61.3069; 61.3705; Curr rmse: 511.8675; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2652; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 05:40:12,471 - INFO - Epoch: 1053 / 1300 lr: 3.337e-05 2025-08-15 05:41:51,316 - INFO - Training: cls_zice: 55.17290857798183; reg_zipnll: 192.03006364876322; aux_mae_loss_1: 117.24842202939227; aux_mae_loss_2: 17.427926520761915; aux_mae_loss_4: 2.648451950372338; cnt_loss: 10.879023690150145; 2025-08-15 05:41:51,317 - INFO - Evaluation: Curr mae: 66.1182; Best mae: 60.1580; 60.5032; 61.0657; 61.3069; 61.3705; Curr rmse: 496.9915; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2718; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 05:41:51,317 - INFO - Epoch: 1054 / 1300 lr: 3.314e-05 2025-08-15 05:43:30,081 - INFO - Training: cls_zice: 55.69336136478385; reg_zipnll: 199.64868127778746; aux_mae_loss_1: 117.48069783777075; aux_mae_loss_2: 17.374097372388473; aux_mae_loss_4: 2.636253875141585; cnt_loss: 10.719700527375032; 2025-08-15 05:43:30,082 - INFO - Evaluation: Curr mae: 67.4461; Best mae: 60.1580; 60.5032; 61.0657; 61.3069; 61.3705; Curr rmse: 490.9169; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2751; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 05:43:30,082 - INFO - Epoch: 1055 / 1300 lr: 3.291e-05 2025-08-15 05:45:08,063 - INFO - Training: cls_zice: 54.103944959171635; reg_zipnll: 202.27978648011666; aux_mae_loss_1: 114.35157609660092; aux_mae_loss_2: 16.849051362138173; aux_mae_loss_4: 2.5445783076985022; cnt_loss: 10.496939358184148; 2025-08-15 05:45:08,064 - INFO - Evaluation: Curr mae: 62.8075; Best mae: 60.1580; 60.5032; 61.0657; 61.3069; 61.3705; Curr rmse: 539.4758; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1995; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 05:45:08,064 - INFO - Epoch: 1056 / 1300 lr: 3.269e-05 2025-08-15 05:46:46,292 - INFO - Training: cls_zice: 53.919737526146186; reg_zipnll: 195.24747694059633; aux_mae_loss_1: 116.13315333437491; aux_mae_loss_2: 17.205681355875992; aux_mae_loss_4: 2.61521711953195; cnt_loss: 10.126706507334672; 2025-08-15 05:46:46,293 - INFO - Evaluation: Curr mae: 63.9853; Best mae: 60.1580; 60.5032; 61.0657; 61.3069; 61.3705; Curr rmse: 541.4344; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1999; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 05:46:46,293 - INFO - Epoch: 1057 / 1300 lr: 3.246e-05 2025-08-15 05:48:24,458 - INFO - Training: cls_zice: 56.21102179935475; reg_zipnll: 203.16394825030721; aux_mae_loss_1: 117.70036660613621; aux_mae_loss_2: 17.331821230812366; aux_mae_loss_4: 2.615135032750647; cnt_loss: 10.18781465521815; 2025-08-15 05:48:24,460 - INFO - Evaluation: Curr mae: 65.9358; Best mae: 60.1580; 60.5032; 61.0657; 61.3069; 61.3705; Curr rmse: 520.4744; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2494; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 05:48:24,460 - INFO - Epoch: 1058 / 1300 lr: 3.223e-05 2025-08-15 05:50:02,803 - INFO - Training: cls_zice: 55.45291517019885; reg_zipnll: 193.60680174153384; aux_mae_loss_1: 116.40475123584423; aux_mae_loss_2: 17.230041930485505; aux_mae_loss_4: 2.618324734098194; cnt_loss: 10.853524879195696; 2025-08-15 05:50:02,804 - INFO - Evaluation: Curr mae: 64.6191; Best mae: 60.1580; 60.5032; 61.0657; 61.3069; 61.3705; Curr rmse: 502.3508; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2356; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 05:50:02,804 - INFO - Epoch: 1059 / 1300 lr: 3.201e-05 2025-08-15 05:51:40,822 - INFO - Training: cls_zice: 52.60873868812479; reg_zipnll: 197.80046113904154; aux_mae_loss_1: 114.21244659521892; aux_mae_loss_2: 16.803298340971487; aux_mae_loss_4: 2.529219008350127; cnt_loss: 9.892040471491287; 2025-08-15 05:51:40,823 - INFO - Evaluation: Curr mae: 67.2310; Best mae: 60.1580; 60.5032; 61.0657; 61.3069; 61.3705; Curr rmse: 535.8910; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2344; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 05:51:40,823 - INFO - Epoch: 1060 / 1300 lr: 3.178e-05 2025-08-15 05:53:18,559 - INFO - Training: cls_zice: 54.01774183390686; reg_zipnll: 201.4746731755666; aux_mae_loss_1: 115.6033142305585; aux_mae_loss_2: 17.147007720329462; aux_mae_loss_4: 2.607213807443114; cnt_loss: 11.22860237749193; 2025-08-15 05:53:18,560 - INFO - Evaluation: Curr mae: 63.5211; Best mae: 60.1580; 60.5032; 61.0657; 61.3069; 61.3705; Curr rmse: 515.5852; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1745; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 05:53:18,561 - INFO - Epoch: 1061 / 1300 lr: 3.156e-05 2025-08-15 05:54:56,118 - INFO - Training: cls_zice: 54.31173403970993; reg_zipnll: 204.8594654249961; aux_mae_loss_1: 114.88160176510063; aux_mae_loss_2: 16.90485419957374; aux_mae_loss_4: 2.550719320620853; cnt_loss: 10.212152342256973; 2025-08-15 05:54:56,119 - INFO - Evaluation: Curr mae: 69.4634; Best mae: 60.1580; 60.5032; 61.0657; 61.3069; 61.3705; Curr rmse: 533.1300; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2184; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 05:54:56,119 - INFO - Epoch: 1062 / 1300 lr: 3.133e-05 2025-08-15 05:56:34,705 - INFO - Training: cls_zice: 54.710458776178584; reg_zipnll: 194.98798691031251; aux_mae_loss_1: 116.66955564444966; aux_mae_loss_2: 17.352554672481467; aux_mae_loss_4: 2.651527883001342; cnt_loss: 11.362202575090306; 2025-08-15 05:56:34,706 - INFO - Evaluation: Curr mae: 68.1940; Best mae: 60.1580; 60.5032; 61.0657; 61.3069; 61.3705; Curr rmse: 550.3429; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2296; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 05:56:34,706 - INFO - Epoch: 1063 / 1300 lr: 3.111e-05 2025-08-15 05:58:12,721 - INFO - Training: cls_zice: 50.78412112237402; reg_zipnll: 201.25868341794052; aux_mae_loss_1: 113.29890885635022; aux_mae_loss_2: 16.743501851368684; aux_mae_loss_4: 2.526036717897822; cnt_loss: 10.326761577000655; 2025-08-15 05:58:12,722 - INFO - Evaluation: Curr mae: 65.8972; Best mae: 60.1580; 60.5032; 61.0657; 61.3069; 61.3705; Curr rmse: 519.0422; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2568; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 05:58:12,722 - INFO - Epoch: 1064 / 1300 lr: 3.089e-05 2025-08-15 05:59:50,836 - INFO - Training: cls_zice: 54.93835406480381; reg_zipnll: 206.6709445668983; aux_mae_loss_1: 116.22573839790716; aux_mae_loss_2: 17.111078467038112; aux_mae_loss_4: 2.585253840393763; cnt_loss: 10.387592981284566; 2025-08-15 05:59:50,837 - INFO - Evaluation: Curr mae: 66.9271; Best mae: 60.1580; 60.5032; 61.0657; 61.3069; 61.3705; Curr rmse: 561.5731; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2185; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 05:59:50,838 - INFO - Epoch: 1065 / 1300 lr: 3.066e-05 2025-08-15 06:01:28,815 - INFO - Training: cls_zice: 54.0358143620442; reg_zipnll: 196.06482898545448; aux_mae_loss_1: 116.03316776305054; aux_mae_loss_2: 17.21918212846496; aux_mae_loss_4: 2.627834772236243; cnt_loss: 10.43717962671981; 2025-08-15 06:01:28,816 - INFO - Evaluation: Curr mae: 66.8132; Best mae: 60.1580; 60.5032; 61.0657; 61.3069; 61.3705; Curr rmse: 538.7446; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2143; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 06:01:28,817 - INFO - Epoch: 1066 / 1300 lr: 3.044e-05 2025-08-15 06:03:07,040 - INFO - Training: cls_zice: 54.66765312341001; reg_zipnll: 196.42989673957726; aux_mae_loss_1: 115.25936601339698; aux_mae_loss_2: 17.079194583132825; aux_mae_loss_4: 2.591261073372358; cnt_loss: 10.07504401629872; 2025-08-15 06:03:07,041 - INFO - Evaluation: Curr mae: 68.1931; Best mae: 60.1580; 60.5032; 61.0657; 61.3069; 61.3705; Curr rmse: 495.8995; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3432; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 06:03:07,042 - INFO - Epoch: 1067 / 1300 lr: 3.022e-05 2025-08-15 06:04:45,624 - INFO - Training: cls_zice: 56.22154257881304; reg_zipnll: 197.49026681463639; aux_mae_loss_1: 115.9045101646286; aux_mae_loss_2: 17.032135278829266; aux_mae_loss_4: 2.5663858745582306; cnt_loss: 9.810716746092455; 2025-08-15 06:04:45,625 - INFO - Evaluation: Curr mae: 67.4569; Best mae: 60.1580; 60.5032; 61.0657; 61.3069; 61.3705; Curr rmse: 544.3912; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2928; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 06:04:45,625 - INFO - Epoch: 1068 / 1300 lr: 3.000e-05 2025-08-15 06:06:24,118 - INFO - Training: cls_zice: 54.2668610741516; reg_zipnll: 199.77059951233068; aux_mae_loss_1: 116.5070768910386; aux_mae_loss_2: 17.285326800799922; aux_mae_loss_4: 2.6197189328603083; cnt_loss: 10.694033620290094; 2025-08-15 06:06:24,120 - INFO - Evaluation: Curr mae: 70.5262; Best mae: 60.1580; 60.5032; 61.0657; 61.3069; 61.3705; Curr rmse: 565.0798; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3252; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 06:06:24,120 - INFO - Epoch: 1069 / 1300 lr: 2.978e-05 2025-08-15 06:08:01,923 - INFO - Training: cls_zice: 55.53669495589476; reg_zipnll: 196.9028094470654; aux_mae_loss_1: 114.83247608881071; aux_mae_loss_2: 16.9795798716018; aux_mae_loss_4: 2.544676082606181; cnt_loss: 9.746963394944649; 2025-08-15 06:08:01,924 - INFO - Evaluation: Curr mae: 68.2458; Best mae: 60.1580; 60.5032; 61.0657; 61.3069; 61.3705; Curr rmse: 525.4980; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3101; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 06:08:01,925 - INFO - Epoch: 1070 / 1300 lr: 2.956e-05 2025-08-15 06:09:40,079 - INFO - Training: cls_zice: 54.88071784553307; reg_zipnll: 204.5124933590926; aux_mae_loss_1: 116.27336862951441; aux_mae_loss_2: 17.17068573196627; aux_mae_loss_4: 2.581547402171059; cnt_loss: 10.638672937770735; 2025-08-15 06:09:40,081 - INFO - Evaluation: Curr mae: 73.1719; Best mae: 60.1580; 60.5032; 61.0657; 61.3069; 61.3705; Curr rmse: 543.8109; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2556; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 06:09:40,081 - INFO - Epoch: 1071 / 1300 lr: 2.934e-05 2025-08-15 06:11:17,831 - INFO - Training: cls_zice: 51.8443857735564; reg_zipnll: 202.27786051399605; aux_mae_loss_1: 113.37425686951468; aux_mae_loss_2: 16.70416865312042; aux_mae_loss_4: 2.5079237852427525; cnt_loss: 9.70816209506253; 2025-08-15 06:11:17,832 - INFO - Evaluation: Curr mae: 67.6304; Best mae: 60.1580; 60.5032; 61.0657; 61.3069; 61.3705; Curr rmse: 529.8109; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3005; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 06:11:17,833 - INFO - Epoch: 1072 / 1300 lr: 2.912e-05 2025-08-15 06:12:56,116 - INFO - Training: cls_zice: 54.81791812097199; reg_zipnll: 200.9498170592791; aux_mae_loss_1: 115.54852231670468; aux_mae_loss_2: 17.04846294925268; aux_mae_loss_4: 2.5627408942404015; cnt_loss: 9.601950789478567; 2025-08-15 06:12:56,117 - INFO - Evaluation: Curr mae: 63.7027; Best mae: 60.1580; 60.5032; 61.0657; 61.3069; 61.3705; Curr rmse: 493.8049; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1941; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 06:12:56,117 - INFO - Epoch: 1073 / 1300 lr: 2.890e-05 2025-08-15 06:14:34,598 - INFO - Training: cls_zice: 53.377379504987694; reg_zipnll: 199.42427726882894; aux_mae_loss_1: 115.25407644531721; aux_mae_loss_2: 17.039847779090117; aux_mae_loss_4: 2.571480153152446; cnt_loss: 10.119825486965228; 2025-08-15 06:14:34,599 - INFO - Evaluation: Curr mae: 66.7041; Best mae: 60.1580; 60.5032; 61.0657; 61.3069; 61.3705; Curr rmse: 521.6612; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1996; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 06:14:34,599 - INFO - Epoch: 1074 / 1300 lr: 2.868e-05 2025-08-15 06:16:13,104 - INFO - Training: cls_zice: 57.64382722164602; reg_zipnll: 201.4947800918226; aux_mae_loss_1: 117.00928466914552; aux_mae_loss_2: 17.21932010846763; aux_mae_loss_4: 2.5898100185210415; cnt_loss: 9.794958448348744; 2025-08-15 06:16:13,106 - INFO - Evaluation: Curr mae: 66.1712; Best mae: 60.1580; 60.5032; 61.0657; 61.3069; 61.3705; Curr rmse: 530.9550; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2362; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 06:16:13,106 - INFO - Epoch: 1075 / 1300 lr: 2.846e-05 2025-08-15 06:17:51,344 - INFO - Training: cls_zice: 52.69584216529882; reg_zipnll: 192.33692437885352; aux_mae_loss_1: 114.62157836364904; aux_mae_loss_2: 16.928609905635177; aux_mae_loss_4: 2.5473643915205813; cnt_loss: 9.15977014827238; 2025-08-15 06:17:51,345 - INFO - Evaluation: Curr mae: 66.1254; Best mae: 60.1580; 60.5032; 61.0657; 61.3069; 61.3705; Curr rmse: 521.2629; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2078; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 06:17:51,345 - INFO - Epoch: 1076 / 1300 lr: 2.824e-05 2025-08-15 06:19:30,109 - INFO - Training: cls_zice: 54.829345827237496; reg_zipnll: 202.28487656110357; aux_mae_loss_1: 115.64024232408381; aux_mae_loss_2: 17.088251154343084; aux_mae_loss_4: 2.5740415424798018; cnt_loss: 10.103658296455148; 2025-08-15 06:19:30,307 - INFO - Evaluation: Curr mae: 60.6672; Best mae: 60.1580; 60.5032; 60.6672; 61.0657; 61.3069; Curr rmse: 471.9212; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2322; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 06:19:30,307 - INFO - Epoch: 1077 / 1300 lr: 2.803e-05 2025-08-15 06:21:09,611 - INFO - Training: cls_zice: 56.85380846583751; reg_zipnll: 193.38575603416461; aux_mae_loss_1: 118.73798869998411; aux_mae_loss_2: 17.583665351941224; aux_mae_loss_4: 2.6733732289397625; cnt_loss: 10.881010571145154; 2025-08-15 06:21:09,612 - INFO - Evaluation: Curr mae: 62.6868; Best mae: 60.1580; 60.5032; 60.6672; 61.0657; 61.3069; Curr rmse: 525.2548; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2224; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 06:21:09,612 - INFO - Epoch: 1078 / 1300 lr: 2.781e-05 2025-08-15 06:22:48,229 - INFO - Training: cls_zice: 52.83939791694858; reg_zipnll: 194.55744706573094; aux_mae_loss_1: 115.0410190572469; aux_mae_loss_2: 16.9428716907158; aux_mae_loss_4: 2.556039928164151; cnt_loss: 9.41943086894435; 2025-08-15 06:22:48,230 - INFO - Evaluation: Curr mae: 66.0938; Best mae: 60.1580; 60.5032; 60.6672; 61.0657; 61.3069; Curr rmse: 523.3530; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2169; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 06:22:48,231 - INFO - Epoch: 1079 / 1300 lr: 2.760e-05 2025-08-15 06:24:26,771 - INFO - Training: cls_zice: 53.14735097275295; reg_zipnll: 203.95885746031615; aux_mae_loss_1: 114.3093567237756; aux_mae_loss_2: 16.85533579578743; aux_mae_loss_4: 2.5319807803722765; cnt_loss: 10.21176924497119; 2025-08-15 06:24:26,772 - INFO - Evaluation: Curr mae: 68.8865; Best mae: 60.1580; 60.5032; 60.6672; 61.0657; 61.3069; Curr rmse: 532.0234; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2349; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 06:24:26,772 - INFO - Epoch: 1080 / 1300 lr: 2.738e-05 2025-08-15 06:26:05,560 - INFO - Training: cls_zice: 54.24722067509948; reg_zipnll: 194.30028870786063; aux_mae_loss_1: 114.91613477299943; aux_mae_loss_2: 17.018719591027974; aux_mae_loss_4: 2.563594039347607; cnt_loss: 10.46781038747655; 2025-08-15 06:26:05,561 - INFO - Evaluation: Curr mae: 65.9843; Best mae: 60.1580; 60.5032; 60.6672; 61.0657; 61.3069; Curr rmse: 536.0477; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1606; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 06:26:05,561 - INFO - Epoch: 1081 / 1300 lr: 2.717e-05 2025-08-15 06:27:44,149 - INFO - Training: cls_zice: 57.20844335057282; reg_zipnll: 195.54104989598528; aux_mae_loss_1: 116.34750284817655; aux_mae_loss_2: 17.076705966939656; aux_mae_loss_4: 2.5868495462179797; cnt_loss: 9.992959070175043; 2025-08-15 06:27:44,150 - INFO - Evaluation: Curr mae: 63.5696; Best mae: 60.1580; 60.5032; 60.6672; 61.0657; 61.3069; Curr rmse: 512.5529; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.1941; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 06:27:44,150 - INFO - Epoch: 1082 / 1300 lr: 2.695e-05 2025-08-15 06:29:22,514 - INFO - Training: cls_zice: 53.09227604382602; reg_zipnll: 210.3559442436787; aux_mae_loss_1: 114.00235077531907; aux_mae_loss_2: 16.76345058517162; aux_mae_loss_4: 2.5026956919226366; cnt_loss: 9.015434865167025; 2025-08-15 06:29:22,516 - INFO - Evaluation: Curr mae: 70.5023; Best mae: 60.1580; 60.5032; 60.6672; 61.0657; 61.3069; Curr rmse: 506.4290; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.3118; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 06:29:22,516 - INFO - Epoch: 1083 / 1300 lr: 2.674e-05 2025-08-15 06:31:00,313 - INFO - Training: cls_zice: 55.134264246127294; reg_zipnll: 200.435086561659; aux_mae_loss_1: 117.13473330304065; aux_mae_loss_2: 17.31513693767832; aux_mae_loss_4: 2.6108559399153703; cnt_loss: 10.31044209248609; 2025-08-15 06:31:00,314 - INFO - Evaluation: Curr mae: 69.5053; Best mae: 60.1580; 60.5032; 60.6672; 61.0657; 61.3069; Curr rmse: 493.4561; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2973; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 06:31:00,314 - INFO - Epoch: 1084 / 1300 lr: 2.653e-05 2025-08-15 06:32:38,859 - INFO - Training: cls_zice: 57.48844339516598; reg_zipnll: 205.34905594970388; aux_mae_loss_1: 118.77000832006067; aux_mae_loss_2: 17.584057608729463; aux_mae_loss_4: 2.671916335974377; cnt_loss: 11.237300787915913; 2025-08-15 06:32:38,861 - INFO - Evaluation: Curr mae: 66.9853; Best mae: 60.1580; 60.5032; 60.6672; 61.0657; 61.3069; Curr rmse: 534.3614; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2512; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 06:32:38,861 - INFO - Epoch: 1085 / 1300 lr: 2.631e-05 2025-08-15 06:34:17,289 - INFO - Training: cls_zice: 54.55833638756318; reg_zipnll: 196.317856070315; aux_mae_loss_1: 116.40869710377984; aux_mae_loss_2: 17.296211883770468; aux_mae_loss_4: 2.628955544879933; cnt_loss: 9.986985903779155; 2025-08-15 06:34:17,290 - INFO - Evaluation: Curr mae: 67.8606; Best mae: 60.1580; 60.5032; 60.6672; 61.0657; 61.3069; Curr rmse: 513.5483; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2597; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 06:34:17,290 - INFO - Epoch: 1086 / 1300 lr: 2.610e-05 2025-08-15 06:35:56,049 - INFO - Training: cls_zice: 56.828695535008585; reg_zipnll: 196.55838580487014; aux_mae_loss_1: 118.13962651034554; aux_mae_loss_2: 17.462042528436854; aux_mae_loss_4: 2.6523637716445334; cnt_loss: 10.631346727551408; 2025-08-15 06:35:56,051 - INFO - Evaluation: Curr mae: 67.5403; Best mae: 60.1580; 60.5032; 60.6672; 61.0657; 61.3069; Curr rmse: 526.5128; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2200; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 06:35:56,051 - INFO - Epoch: 1087 / 1300 lr: 2.589e-05 2025-08-15 06:37:33,968 - INFO - Training: cls_zice: 50.741861177115176; reg_zipnll: 195.78241390434206; aux_mae_loss_1: 112.1190347794089; aux_mae_loss_2: 16.5553438841224; aux_mae_loss_4: 2.4884115831404543; cnt_loss: 9.301500785320155; 2025-08-15 06:37:33,969 - INFO - Evaluation: Curr mae: 66.1007; Best mae: 60.1580; 60.5032; 60.6672; 61.0657; 61.3069; Curr rmse: 505.1723; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 352.0079; Curr nae: 0.2352; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 06:37:33,969 - INFO - Epoch: 1088 / 1300 lr: 2.568e-05 2025-08-15 06:39:12,478 - INFO - Training: cls_zice: 53.350269741026786; reg_zipnll: 199.2102179637605; aux_mae_loss_1: 112.8378569865288; aux_mae_loss_2: 16.695960180924914; aux_mae_loss_4: 2.5142402732433573; cnt_loss: 10.105020656070856; 2025-08-15 06:39:12,878 - INFO - Evaluation: Curr mae: 57.7004; Best mae: 57.7004; 60.1580; 60.5032; 60.6672; 61.0657; Curr rmse: 341.8725; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.3042; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 06:39:12,878 - INFO - Epoch: 1089 / 1300 lr: 2.547e-05 2025-08-15 06:40:50,668 - INFO - Training: cls_zice: 53.90863135943529; reg_zipnll: 199.51538292852956; aux_mae_loss_1: 113.9239984674135; aux_mae_loss_2: 16.746466627464198; aux_mae_loss_4: 2.501422471895929; cnt_loss: 9.588912451481757; 2025-08-15 06:40:50,669 - INFO - Evaluation: Curr mae: 62.9704; Best mae: 57.7004; 60.1580; 60.5032; 60.6672; 61.0657; Curr rmse: 445.7314; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2580; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 06:40:50,670 - INFO - Epoch: 1090 / 1300 lr: 2.526e-05 2025-08-15 06:42:29,517 - INFO - Training: cls_zice: 52.19867241336631; reg_zipnll: 199.05263090746567; aux_mae_loss_1: 113.21945108791243; aux_mae_loss_2: 16.754317497532902; aux_mae_loss_4: 2.517281592658369; cnt_loss: 10.07455362482978; 2025-08-15 06:42:29,719 - INFO - Evaluation: Curr mae: 60.6109; Best mae: 57.7004; 60.1580; 60.5032; 60.6109; 60.6672; Curr rmse: 406.9505; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2397; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 06:42:29,719 - INFO - Epoch: 1091 / 1300 lr: 2.505e-05 2025-08-15 06:44:08,657 - INFO - Training: cls_zice: 55.29988992670048; reg_zipnll: 195.47977209213767; aux_mae_loss_1: 117.54497118658149; aux_mae_loss_2: 17.3799646728143; aux_mae_loss_4: 2.6299923869821895; cnt_loss: 9.870922059510239; 2025-08-15 06:44:08,864 - INFO - Evaluation: Curr mae: 59.1228; Best mae: 57.7004; 59.1228; 60.1580; 60.5032; 60.6109; Curr rmse: 407.7774; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.1975; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 06:44:08,864 - INFO - Epoch: 1092 / 1300 lr: 2.484e-05 2025-08-15 06:45:47,382 - INFO - Training: cls_zice: 51.65609848683169; reg_zipnll: 195.4932092014499; aux_mae_loss_1: 112.04026796394878; aux_mae_loss_2: 16.503901697369653; aux_mae_loss_4: 2.473444527249716; cnt_loss: 9.007847622305079; 2025-08-15 06:45:47,589 - INFO - Evaluation: Curr mae: 59.6888; Best mae: 57.7004; 59.1228; 59.6888; 60.1580; 60.5032; Curr rmse: 390.2168; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2396; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 06:45:47,589 - INFO - Epoch: 1093 / 1300 lr: 2.464e-05 2025-08-15 06:47:24,776 - INFO - Training: cls_zice: 52.602334764898586; reg_zipnll: 204.11433392992976; aux_mae_loss_1: 114.08741626396277; aux_mae_loss_2: 16.80361169898418; aux_mae_loss_4: 2.520336448686595; cnt_loss: 10.116694793603108; 2025-08-15 06:47:24,777 - INFO - Evaluation: Curr mae: 63.9126; Best mae: 57.7004; 59.1228; 59.6888; 60.1580; 60.5032; Curr rmse: 472.5825; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2441; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 06:47:24,777 - INFO - Epoch: 1094 / 1300 lr: 2.443e-05 2025-08-15 06:49:03,336 - INFO - Training: cls_zice: 54.812222008763364; reg_zipnll: 194.8581770869944; aux_mae_loss_1: 115.20484600214235; aux_mae_loss_2: 17.01863199028074; aux_mae_loss_4: 2.566973950685143; cnt_loss: 9.887556869143998; 2025-08-15 06:49:03,338 - INFO - Evaluation: Curr mae: 61.2357; Best mae: 57.7004; 59.1228; 59.6888; 60.1580; 60.5032; Curr rmse: 384.7780; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2732; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 06:49:03,338 - INFO - Epoch: 1095 / 1300 lr: 2.422e-05 2025-08-15 06:50:41,545 - INFO - Training: cls_zice: 54.50438626643012; reg_zipnll: 204.45565233745427; aux_mae_loss_1: 115.0739642047637; aux_mae_loss_2: 16.973620952861168; aux_mae_loss_4: 2.5421926302591142; cnt_loss: 9.893346757692665; 2025-08-15 06:50:41,546 - INFO - Evaluation: Curr mae: 66.1210; Best mae: 57.7004; 59.1228; 59.6888; 60.1580; 60.5032; Curr rmse: 462.0575; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2698; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 06:50:41,546 - INFO - Epoch: 1096 / 1300 lr: 2.402e-05 2025-08-15 06:52:19,737 - INFO - Training: cls_zice: 52.39862336689525; reg_zipnll: 193.9387962517824; aux_mae_loss_1: 113.47138585284314; aux_mae_loss_2: 16.812856598807485; aux_mae_loss_4: 2.52662560535274; cnt_loss: 9.965944809288477; 2025-08-15 06:52:19,739 - INFO - Evaluation: Curr mae: 66.4289; Best mae: 57.7004; 59.1228; 59.6888; 60.1580; 60.5032; Curr rmse: 477.4791; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2429; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 06:52:19,739 - INFO - Epoch: 1097 / 1300 lr: 2.381e-05 2025-08-15 06:53:56,850 - INFO - Training: cls_zice: 55.33557750434066; reg_zipnll: 205.606387788042; aux_mae_loss_1: 116.58209716875326; aux_mae_loss_2: 17.107567903008743; aux_mae_loss_4: 2.548290797554742; cnt_loss: 9.672338562636877; 2025-08-15 06:53:56,851 - INFO - Evaluation: Curr mae: 65.6522; Best mae: 57.7004; 59.1228; 59.6888; 60.1580; 60.5032; Curr rmse: 512.6679; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2334; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 06:53:56,851 - INFO - Epoch: 1098 / 1300 lr: 2.361e-05 2025-08-15 06:55:35,042 - INFO - Training: cls_zice: 56.089209751443875; reg_zipnll: 199.0886550844482; aux_mae_loss_1: 116.38490504286897; aux_mae_loss_2: 17.123106603450825; aux_mae_loss_4: 2.56289780224197; cnt_loss: 9.409358093701782; 2025-08-15 06:55:35,244 - INFO - Evaluation: Curr mae: 59.7328; Best mae: 57.7004; 59.1228; 59.6888; 59.7328; 60.1580; Curr rmse: 447.7223; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2076; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 06:55:35,245 - INFO - Epoch: 1099 / 1300 lr: 2.340e-05 2025-08-15 06:57:14,018 - INFO - Training: cls_zice: 53.9840144033527; reg_zipnll: 193.77189292025136; aux_mae_loss_1: 114.43453151340043; aux_mae_loss_2: 16.817587095545008; aux_mae_loss_4: 2.52858809349163; cnt_loss: 9.634174957679905; 2025-08-15 06:57:14,020 - INFO - Evaluation: Curr mae: 64.7233; Best mae: 57.7004; 59.1228; 59.6888; 59.7328; 60.1580; Curr rmse: 513.9134; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2614; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 06:57:14,020 - INFO - Epoch: 1100 / 1300 lr: 2.320e-05 2025-08-15 06:58:52,981 - INFO - Training: cls_zice: 53.78817941773214; reg_zipnll: 200.7582808251859; aux_mae_loss_1: 114.10747759507677; aux_mae_loss_2: 16.876032379415165; aux_mae_loss_4: 2.538406294231856; cnt_loss: 9.892540206026602; 2025-08-15 06:58:53,187 - INFO - Evaluation: Curr mae: 56.2711; Best mae: 56.2711; 57.7004; 59.1228; 59.6888; 59.7328; Curr rmse: 409.4654; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.1917; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 06:58:53,782 - INFO - Epoch: 1101 / 1300 lr: 2.300e-05 2025-08-15 07:00:32,078 - INFO - Training: cls_zice: 53.61058900530203; reg_zipnll: 199.69681833458438; aux_mae_loss_1: 113.00117489733856; aux_mae_loss_2: 16.598905749676465; aux_mae_loss_4: 2.4861555105616318; cnt_loss: 9.559565525281705; 2025-08-15 07:00:32,079 - INFO - Evaluation: Curr mae: 62.4571; Best mae: 56.2711; 57.7004; 59.1228; 59.6888; 59.7328; Curr rmse: 475.2813; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2198; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 07:00:32,079 - INFO - Epoch: 1102 / 1300 lr: 2.280e-05 2025-08-15 07:02:09,608 - INFO - Training: cls_zice: 57.68275132591436; reg_zipnll: 200.29517782745754; aux_mae_loss_1: 118.21071887077586; aux_mae_loss_2: 17.298431552161286; aux_mae_loss_4: 2.5816138469468046; cnt_loss: 9.739436683893816; 2025-08-15 07:02:09,808 - INFO - Evaluation: Curr mae: 59.1859; Best mae: 56.2711; 57.7004; 59.1228; 59.1859; 59.6888; Curr rmse: 465.2975; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.1911; Best nae: 0.1406; 0.1444; 0.1453; 0.1513; 0.1531; 2025-08-15 07:02:09,808 - INFO - Epoch: 1103 / 1300 lr: 2.260e-05 2025-08-15 07:03:47,171 - INFO - Training: cls_zice: 53.65796564714768; reg_zipnll: 203.60582001595387; aux_mae_loss_1: 115.29875025222111; aux_mae_loss_2: 16.94760556515201; aux_mae_loss_4: 2.525472386177524; cnt_loss: 9.569634255222919; 2025-08-15 07:03:47,568 - INFO - Evaluation: Curr mae: 58.6172; Best mae: 56.2711; 57.7004; 58.6172; 59.1228; 59.1859; Curr rmse: 445.1349; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.1499; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 07:03:47,568 - INFO - Epoch: 1104 / 1300 lr: 2.240e-05 2025-08-15 07:05:25,977 - INFO - Training: cls_zice: 53.19461200215822; reg_zipnll: 204.64069525809398; aux_mae_loss_1: 113.88758030035808; aux_mae_loss_2: 16.791060316532008; aux_mae_loss_4: 2.514767728611865; cnt_loss: 9.320822532195358; 2025-08-15 07:05:25,978 - INFO - Evaluation: Curr mae: 64.5494; Best mae: 56.2711; 57.7004; 58.6172; 59.1228; 59.1859; Curr rmse: 442.6815; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2775; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 07:05:25,978 - INFO - Epoch: 1105 / 1300 lr: 2.220e-05 2025-08-15 07:07:04,906 - INFO - Training: cls_zice: 53.31586623620864; reg_zipnll: 201.39097550105313; aux_mae_loss_1: 113.57559082011637; aux_mae_loss_2: 16.689421279877806; aux_mae_loss_4: 2.491397514671164; cnt_loss: 9.418329855010565; 2025-08-15 07:07:04,907 - INFO - Evaluation: Curr mae: 64.7019; Best mae: 56.2711; 57.7004; 58.6172; 59.1228; 59.1859; Curr rmse: 524.2309; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2374; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 07:07:04,908 - INFO - Epoch: 1106 / 1300 lr: 2.200e-05 2025-08-15 07:08:43,049 - INFO - Training: cls_zice: 53.669505784015115; reg_zipnll: 202.53244190167032; aux_mae_loss_1: 112.86262498478044; aux_mae_loss_2: 16.57826216361823; aux_mae_loss_4: 2.470560610830631; cnt_loss: 9.086560910955493; 2025-08-15 07:08:43,051 - INFO - Evaluation: Curr mae: 63.8467; Best mae: 56.2711; 57.7004; 58.6172; 59.1228; 59.1859; Curr rmse: 496.0222; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2191; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 07:08:43,051 - INFO - Epoch: 1107 / 1300 lr: 2.180e-05 2025-08-15 07:10:21,447 - INFO - Training: cls_zice: 52.900850308891435; reg_zipnll: 204.04184655236094; aux_mae_loss_1: 113.45079366100478; aux_mae_loss_2: 16.673919453412523; aux_mae_loss_4: 2.4801378959555245; cnt_loss: 8.945704988311679; 2025-08-15 07:10:21,449 - INFO - Evaluation: Curr mae: 64.3943; Best mae: 56.2711; 57.7004; 58.6172; 59.1228; 59.1859; Curr rmse: 487.8170; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2008; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 07:10:21,449 - INFO - Epoch: 1108 / 1300 lr: 2.160e-05 2025-08-15 07:11:59,489 - INFO - Training: cls_zice: 52.488128651536826; reg_zipnll: 197.0313458969783; aux_mae_loss_1: 111.67387447749435; aux_mae_loss_2: 16.441179826510904; aux_mae_loss_4: 2.4585078168650827; cnt_loss: 8.74797890823727; 2025-08-15 07:11:59,490 - INFO - Evaluation: Curr mae: 66.1332; Best mae: 56.2711; 57.7004; 58.6172; 59.1228; 59.1859; Curr rmse: 497.1787; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2602; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 07:11:59,491 - INFO - Epoch: 1109 / 1300 lr: 2.140e-05 2025-08-15 07:13:37,674 - INFO - Training: cls_zice: 52.73569666550215; reg_zipnll: 193.9585602865734; aux_mae_loss_1: 114.6652130430952; aux_mae_loss_2: 16.98818406654201; aux_mae_loss_4: 2.5479820815027527; cnt_loss: 9.225448145658008; 2025-08-15 07:13:37,676 - INFO - Evaluation: Curr mae: 66.2707; Best mae: 56.2711; 57.7004; 58.6172; 59.1228; 59.1859; Curr rmse: 503.0647; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2335; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 07:13:37,676 - INFO - Epoch: 1110 / 1300 lr: 2.121e-05 2025-08-15 07:15:16,160 - INFO - Training: cls_zice: 52.069498141427886; reg_zipnll: 200.48710723523922; aux_mae_loss_1: 112.86063733627986; aux_mae_loss_2: 16.63229514700588; aux_mae_loss_4: 2.4812380287671765; cnt_loss: 9.530789935956577; 2025-08-15 07:15:16,161 - INFO - Evaluation: Curr mae: 69.3458; Best mae: 56.2711; 57.7004; 58.6172; 59.1228; 59.1859; Curr rmse: 519.5018; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2358; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 07:15:16,161 - INFO - Epoch: 1111 / 1300 lr: 2.101e-05 2025-08-15 07:16:54,081 - INFO - Training: cls_zice: 52.74285772052093; reg_zipnll: 202.18244895836995; aux_mae_loss_1: 110.50811851913335; aux_mae_loss_2: 16.222790658014294; aux_mae_loss_4: 2.4160218392055874; cnt_loss: 8.629103525745226; 2025-08-15 07:16:54,082 - INFO - Evaluation: Curr mae: 66.0356; Best mae: 56.2711; 57.7004; 58.6172; 59.1228; 59.1859; Curr rmse: 475.3193; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.1945; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 07:16:54,082 - INFO - Epoch: 1112 / 1300 lr: 2.082e-05 2025-08-15 07:18:31,467 - INFO - Training: cls_zice: 56.00375454564481; reg_zipnll: 201.90045207202587; aux_mae_loss_1: 117.66435269892675; aux_mae_loss_2: 17.34041514249571; aux_mae_loss_4: 2.5944475297143343; cnt_loss: 9.547232991165858; 2025-08-15 07:18:31,469 - INFO - Evaluation: Curr mae: 60.3452; Best mae: 56.2711; 57.7004; 58.6172; 59.1228; 59.1859; Curr rmse: 376.8260; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2591; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 07:18:31,469 - INFO - Epoch: 1113 / 1300 lr: 2.062e-05 2025-08-15 07:20:08,856 - INFO - Training: cls_zice: 52.88697524663721; reg_zipnll: 194.53404862470063; aux_mae_loss_1: 114.10318653136109; aux_mae_loss_2: 16.794661555008286; aux_mae_loss_4: 2.5164372087444313; cnt_loss: 8.975651489431877; 2025-08-15 07:20:08,857 - INFO - Evaluation: Curr mae: 63.1421; Best mae: 56.2711; 57.7004; 58.6172; 59.1228; 59.1859; Curr rmse: 513.7685; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2065; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 07:20:08,857 - INFO - Epoch: 1114 / 1300 lr: 2.043e-05 2025-08-15 07:21:47,180 - INFO - Training: cls_zice: 55.45864101926435; reg_zipnll: 193.52867394670423; aux_mae_loss_1: 116.26956314047689; aux_mae_loss_2: 17.143226434761576; aux_mae_loss_4: 2.58404011415332; cnt_loss: 9.310937741421796; 2025-08-15 07:21:47,182 - INFO - Evaluation: Curr mae: 62.3307; Best mae: 56.2711; 57.7004; 58.6172; 59.1228; 59.1859; Curr rmse: 460.2877; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2006; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 07:21:47,182 - INFO - Epoch: 1115 / 1300 lr: 2.024e-05 2025-08-15 07:23:25,664 - INFO - Training: cls_zice: 54.45599771783254; reg_zipnll: 197.3256557140988; aux_mae_loss_1: 114.79991383049972; aux_mae_loss_2: 16.872844840076713; aux_mae_loss_4: 2.5268835397796336; cnt_loss: 8.851785167477125; 2025-08-15 07:23:25,665 - INFO - Evaluation: Curr mae: 62.8519; Best mae: 56.2711; 57.7004; 58.6172; 59.1228; 59.1859; Curr rmse: 485.1807; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2256; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 07:23:25,665 - INFO - Epoch: 1116 / 1300 lr: 2.005e-05 2025-08-15 07:25:03,803 - INFO - Training: cls_zice: 53.87067212028415; reg_zipnll: 201.56290887866965; aux_mae_loss_1: 112.81481816407035; aux_mae_loss_2: 16.528910364773708; aux_mae_loss_4: 2.4528148884485192; cnt_loss: 9.363891012870868; 2025-08-15 07:25:04,006 - INFO - Evaluation: Curr mae: 56.6699; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 410.8644; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2572; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 07:25:04,006 - INFO - Epoch: 1117 / 1300 lr: 1.985e-05 2025-08-15 07:26:42,198 - INFO - Training: cls_zice: 51.71346182113748; reg_zipnll: 203.46390489318378; aux_mae_loss_1: 111.39784175019645; aux_mae_loss_2: 16.3232287998984; aux_mae_loss_4: 2.4356126195360885; cnt_loss: 8.93930253026418; 2025-08-15 07:26:42,199 - INFO - Evaluation: Curr mae: 64.8326; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 489.7185; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2556; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 07:26:42,199 - INFO - Epoch: 1118 / 1300 lr: 1.966e-05 2025-08-15 07:28:20,396 - INFO - Training: cls_zice: 53.63841841502024; reg_zipnll: 203.07958121410067; aux_mae_loss_1: 112.6567027035593; aux_mae_loss_2: 16.549027982285214; aux_mae_loss_4: 2.473394065252613; cnt_loss: 9.136015357578934; 2025-08-15 07:28:20,398 - INFO - Evaluation: Curr mae: 65.6097; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 527.6203; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2548; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 07:28:20,398 - INFO - Epoch: 1119 / 1300 lr: 1.947e-05 2025-08-15 07:29:59,154 - INFO - Training: cls_zice: 54.94441966961466; reg_zipnll: 193.0579229957953; aux_mae_loss_1: 114.79215835728192; aux_mae_loss_2: 16.899937031201656; aux_mae_loss_4: 2.5338764628132084; cnt_loss: 9.510033946723741; 2025-08-15 07:29:59,155 - INFO - Evaluation: Curr mae: 66.3606; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 519.8978; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.1747; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 07:29:59,155 - INFO - Epoch: 1120 / 1300 lr: 1.929e-05 2025-08-15 07:31:37,696 - INFO - Training: cls_zice: 52.41771468075811; reg_zipnll: 201.6003989830115; aux_mae_loss_1: 115.05098901861432; aux_mae_loss_2: 16.998394368546787; aux_mae_loss_4: 2.547612274826952; cnt_loss: 9.43692669770405; 2025-08-15 07:31:37,698 - INFO - Evaluation: Curr mae: 67.5208; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 540.6724; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2157; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 07:31:37,698 - INFO - Epoch: 1121 / 1300 lr: 1.910e-05 2025-08-15 07:33:16,499 - INFO - Training: cls_zice: 55.87769074155769; reg_zipnll: 200.99033339532298; aux_mae_loss_1: 115.99395293257844; aux_mae_loss_2: 17.02052580053825; aux_mae_loss_4: 2.5475429209155105; cnt_loss: 9.077187648162743; 2025-08-15 07:33:16,501 - INFO - Evaluation: Curr mae: 67.1713; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 543.8463; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.1798; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 07:33:16,501 - INFO - Epoch: 1122 / 1300 lr: 1.891e-05 2025-08-15 07:34:55,175 - INFO - Training: cls_zice: 57.248492527666926; reg_zipnll: 200.54304127828016; aux_mae_loss_1: 117.75799085671001; aux_mae_loss_2: 17.25480563965432; aux_mae_loss_4: 2.573145979244482; cnt_loss: 9.292055786268877; 2025-08-15 07:34:55,177 - INFO - Evaluation: Curr mae: 67.4174; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 519.0022; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2273; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 07:34:55,177 - INFO - Epoch: 1123 / 1300 lr: 1.872e-05 2025-08-15 07:36:33,121 - INFO - Training: cls_zice: 54.510361939362205; reg_zipnll: 198.18023695369612; aux_mae_loss_1: 114.98662346003907; aux_mae_loss_2: 16.959336529660654; aux_mae_loss_4: 2.5392692641458043; cnt_loss: 9.228220029324676; 2025-08-15 07:36:33,122 - INFO - Evaluation: Curr mae: 64.9593; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 541.0732; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2010; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 07:36:33,122 - INFO - Epoch: 1124 / 1300 lr: 1.854e-05 2025-08-15 07:38:10,809 - INFO - Training: cls_zice: 56.378852435471465; reg_zipnll: 202.5013828865973; aux_mae_loss_1: 114.99699242255988; aux_mae_loss_2: 16.787061573607144; aux_mae_loss_4: 2.4906687371835; cnt_loss: 8.819742287798835; 2025-08-15 07:38:10,811 - INFO - Evaluation: Curr mae: 64.7423; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 514.8367; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2222; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 07:38:10,811 - INFO - Epoch: 1125 / 1300 lr: 1.835e-05 2025-08-15 07:39:49,105 - INFO - Training: cls_zice: 51.41952532422573; reg_zipnll: 204.25073774185768; aux_mae_loss_1: 113.23131039577768; aux_mae_loss_2: 16.606626169847033; aux_mae_loss_4: 2.476488475015047; cnt_loss: 8.73672823259334; 2025-08-15 07:39:49,106 - INFO - Evaluation: Curr mae: 69.3603; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 520.4218; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2074; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 07:39:49,106 - INFO - Epoch: 1126 / 1300 lr: 1.817e-05 2025-08-15 07:41:27,484 - INFO - Training: cls_zice: 56.22355090081692; reg_zipnll: 200.4203704990887; aux_mae_loss_1: 114.22731696915811; aux_mae_loss_2: 16.757447566348667; aux_mae_loss_4: 2.4963451722746948; cnt_loss: 9.117094662471418; 2025-08-15 07:41:27,485 - INFO - Evaluation: Curr mae: 68.7368; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 543.5721; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2450; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 07:41:27,485 - INFO - Epoch: 1127 / 1300 lr: 1.798e-05 2025-08-15 07:43:05,545 - INFO - Training: cls_zice: 53.281724538012455; reg_zipnll: 204.66682735139116; aux_mae_loss_1: 113.47122964638365; aux_mae_loss_2: 16.58920989061076; aux_mae_loss_4: 2.460775132504098; cnt_loss: 8.44962964419534; 2025-08-15 07:43:05,547 - INFO - Evaluation: Curr mae: 68.3611; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 522.7811; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2129; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 07:43:05,547 - INFO - Epoch: 1128 / 1300 lr: 1.780e-05 2025-08-15 07:44:42,685 - INFO - Training: cls_zice: 54.19931606860271; reg_zipnll: 194.71379594386084; aux_mae_loss_1: 114.78133739481243; aux_mae_loss_2: 16.84631463065552; aux_mae_loss_4: 2.516455946131047; cnt_loss: 9.41850953665981; 2025-08-15 07:44:42,687 - INFO - Evaluation: Curr mae: 65.1692; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 508.0111; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2720; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 07:44:42,687 - INFO - Epoch: 1129 / 1300 lr: 1.762e-05 2025-08-15 07:46:19,824 - INFO - Training: cls_zice: 51.4886078200564; reg_zipnll: 199.14753447584138; aux_mae_loss_1: 111.8671720254697; aux_mae_loss_2: 16.385396504157; aux_mae_loss_4: 2.4377057084617393; cnt_loss: 8.731559283016274; 2025-08-15 07:46:19,826 - INFO - Evaluation: Curr mae: 62.9504; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 474.2328; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2620; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 07:46:19,826 - INFO - Epoch: 1130 / 1300 lr: 1.744e-05 2025-08-15 07:47:59,372 - INFO - Training: cls_zice: 55.35834788942858; reg_zipnll: 203.0539329450357; aux_mae_loss_1: 115.62145099786989; aux_mae_loss_2: 17.027433734933023; aux_mae_loss_4: 2.550211174629035; cnt_loss: 8.85553866272414; 2025-08-15 07:47:59,373 - INFO - Evaluation: Curr mae: 66.7952; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 494.5793; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2755; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 07:47:59,373 - INFO - Epoch: 1131 / 1300 lr: 1.726e-05 2025-08-15 07:49:37,330 - INFO - Training: cls_zice: 54.14858389513658; reg_zipnll: 198.7515505910839; aux_mae_loss_1: 115.40854569265959; aux_mae_loss_2: 17.06436266322982; aux_mae_loss_4: 2.5622434333388173; cnt_loss: 9.094971397542096; 2025-08-15 07:49:37,331 - INFO - Evaluation: Curr mae: 68.5960; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 515.3816; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.3066; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 07:49:37,331 - INFO - Epoch: 1132 / 1300 lr: 1.708e-05 2025-08-15 07:51:14,781 - INFO - Training: cls_zice: 54.00862117199787; reg_zipnll: 202.27269621312158; aux_mae_loss_1: 113.35253631425088; aux_mae_loss_2: 16.583072478483146; aux_mae_loss_4: 2.471903512977389; cnt_loss: 9.193969236241514; 2025-08-15 07:51:14,782 - INFO - Evaluation: Curr mae: 66.5962; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 515.3775; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.1855; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 07:51:14,782 - INFO - Epoch: 1133 / 1300 lr: 1.690e-05 2025-08-15 07:52:52,706 - INFO - Training: cls_zice: 52.918875313510014; reg_zipnll: 205.58057679124846; aux_mae_loss_1: 113.6357618493715; aux_mae_loss_2: 16.65073316753064; aux_mae_loss_4: 2.4731280049811906; cnt_loss: 8.591371744641302; 2025-08-15 07:52:52,707 - INFO - Evaluation: Curr mae: 63.5995; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 536.8130; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.1719; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 07:52:52,707 - INFO - Epoch: 1134 / 1300 lr: 1.672e-05 2025-08-15 07:54:30,634 - INFO - Training: cls_zice: 55.515482773357924; reg_zipnll: 202.45905326509845; aux_mae_loss_1: 115.36058236149098; aux_mae_loss_2: 16.897385612551535; aux_mae_loss_4: 2.513402373134937; cnt_loss: 9.22630091743175; 2025-08-15 07:54:30,636 - INFO - Evaluation: Curr mae: 66.2917; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 534.7858; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.1894; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 07:54:30,636 - INFO - Epoch: 1135 / 1300 lr: 1.654e-05 2025-08-15 07:56:08,370 - INFO - Training: cls_zice: 49.996297181955036; reg_zipnll: 200.79660043986107; aux_mae_loss_1: 111.24749646027475; aux_mae_loss_2: 16.43500076284139; aux_mae_loss_4: 2.4386313710850125; cnt_loss: 8.583534186787348; 2025-08-15 07:56:08,372 - INFO - Evaluation: Curr mae: 63.2282; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 509.0076; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.1896; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 07:56:08,372 - INFO - Epoch: 1136 / 1300 lr: 1.637e-05 2025-08-15 07:57:45,747 - INFO - Training: cls_zice: 53.791065494398225; reg_zipnll: 201.62269145112418; aux_mae_loss_1: 114.567604359134; aux_mae_loss_2: 16.808887230399947; aux_mae_loss_4: 2.50702802909677; cnt_loss: 9.103411493387197; 2025-08-15 07:57:45,749 - INFO - Evaluation: Curr mae: 63.7382; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 507.9301; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.1729; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 07:57:45,749 - INFO - Epoch: 1137 / 1300 lr: 1.619e-05 2025-08-15 07:59:23,195 - INFO - Training: cls_zice: 55.359539729770475; reg_zipnll: 198.9197455114448; aux_mae_loss_1: 115.8254177122925; aux_mae_loss_2: 16.9780132114734; aux_mae_loss_4: 2.5196971772262553; cnt_loss: 8.508009127908624; 2025-08-15 07:59:23,196 - INFO - Evaluation: Curr mae: 64.5532; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 536.9591; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2273; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 07:59:23,196 - INFO - Epoch: 1138 / 1300 lr: 1.602e-05 2025-08-15 08:01:01,638 - INFO - Training: cls_zice: 54.15816928086213; reg_zipnll: 195.62481877246063; aux_mae_loss_1: 114.59570922949626; aux_mae_loss_2: 16.816371377145725; aux_mae_loss_4: 2.5012990201040526; cnt_loss: 9.186831725593704; 2025-08-15 08:01:01,639 - INFO - Evaluation: Curr mae: 66.5980; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 537.0068; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2537; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 08:01:01,639 - INFO - Epoch: 1139 / 1300 lr: 1.584e-05 2025-08-15 08:02:39,657 - INFO - Training: cls_zice: 55.10668405407805; reg_zipnll: 199.2861247123973; aux_mae_loss_1: 114.69701823845007; aux_mae_loss_2: 16.803287490780985; aux_mae_loss_4: 2.5009268005893284; cnt_loss: 8.890568605731875; 2025-08-15 08:02:39,658 - INFO - Evaluation: Curr mae: 66.1840; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 497.6637; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2407; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 08:02:39,658 - INFO - Epoch: 1140 / 1300 lr: 1.567e-05 2025-08-15 08:04:17,531 - INFO - Training: cls_zice: 52.50420948518273; reg_zipnll: 206.47931579942875; aux_mae_loss_1: 112.88475561264548; aux_mae_loss_2: 16.467626876880086; aux_mae_loss_4: 2.4304921743495913; cnt_loss: 8.398806513428381; 2025-08-15 08:04:17,533 - INFO - Evaluation: Curr mae: 67.3642; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 544.9509; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2591; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 08:04:17,533 - INFO - Epoch: 1141 / 1300 lr: 1.550e-05 2025-08-15 08:05:56,320 - INFO - Training: cls_zice: 52.1531050273799; reg_zipnll: 193.3938761223251; aux_mae_loss_1: 115.0976682432513; aux_mae_loss_2: 17.124459658919385; aux_mae_loss_4: 2.5615111148909; cnt_loss: 9.339203079745825; 2025-08-15 08:05:56,321 - INFO - Evaluation: Curr mae: 63.2031; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 490.2311; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2572; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 08:05:56,321 - INFO - Epoch: 1142 / 1300 lr: 1.533e-05 2025-08-15 08:07:34,498 - INFO - Training: cls_zice: 55.40831477602987; reg_zipnll: 197.3959577310361; aux_mae_loss_1: 116.46459043056616; aux_mae_loss_2: 17.165293008931805; aux_mae_loss_4: 2.57971661309963; cnt_loss: 9.068813373006709; 2025-08-15 08:07:34,499 - INFO - Evaluation: Curr mae: 63.2142; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 458.7015; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.3155; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 08:07:34,500 - INFO - Epoch: 1143 / 1300 lr: 1.516e-05 2025-08-15 08:09:12,011 - INFO - Training: cls_zice: 53.2143075411378; reg_zipnll: 200.763784038377; aux_mae_loss_1: 114.59351822036705; aux_mae_loss_2: 16.898105370661288; aux_mae_loss_4: 2.537101974677304; cnt_loss: 9.275397448276186; 2025-08-15 08:09:12,013 - INFO - Evaluation: Curr mae: 65.1468; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 490.6130; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2791; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 08:09:12,013 - INFO - Epoch: 1144 / 1300 lr: 1.499e-05 2025-08-15 08:10:50,059 - INFO - Training: cls_zice: 54.77091715502095; reg_zipnll: 200.20527671480548; aux_mae_loss_1: 114.83841052705034; aux_mae_loss_2: 16.917491690971552; aux_mae_loss_4: 2.5345696220054723; cnt_loss: 9.256376576913967; 2025-08-15 08:10:50,060 - INFO - Evaluation: Curr mae: 67.9257; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 549.8459; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2083; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 08:10:50,060 - INFO - Epoch: 1145 / 1300 lr: 1.482e-05 2025-08-15 08:12:28,922 - INFO - Training: cls_zice: 53.16176691310418; reg_zipnll: 198.71213637403474; aux_mae_loss_1: 114.10253774353654; aux_mae_loss_2: 16.704136465386437; aux_mae_loss_4: 2.472148258306067; cnt_loss: 8.280127110701907; 2025-08-15 08:12:28,923 - INFO - Evaluation: Curr mae: 65.7647; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 497.7298; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2291; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 08:12:28,923 - INFO - Epoch: 1146 / 1300 lr: 1.465e-05 2025-08-15 08:14:06,834 - INFO - Training: cls_zice: 54.00964035970999; reg_zipnll: 202.24916971005632; aux_mae_loss_1: 115.41911273750364; aux_mae_loss_2: 16.86308611573168; aux_mae_loss_4: 2.4868461227662153; cnt_loss: 8.634395604268445; 2025-08-15 08:14:06,835 - INFO - Evaluation: Curr mae: 64.4391; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 498.8080; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2765; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 08:14:06,835 - INFO - Epoch: 1147 / 1300 lr: 1.448e-05 2025-08-15 08:15:45,516 - INFO - Training: cls_zice: 54.40602740561135; reg_zipnll: 191.49112376823524; aux_mae_loss_1: 115.5796036806082; aux_mae_loss_2: 16.98004714198468; aux_mae_loss_4: 2.5397296973856065; cnt_loss: 8.999520675075697; 2025-08-15 08:15:45,517 - INFO - Evaluation: Curr mae: 66.0542; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 502.8748; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2494; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 08:15:45,517 - INFO - Epoch: 1148 / 1300 lr: 1.432e-05 2025-08-15 08:17:23,822 - INFO - Training: cls_zice: 55.85884630063352; reg_zipnll: 195.9885651017216; aux_mae_loss_1: 116.40753616587975; aux_mae_loss_2: 17.031192056930465; aux_mae_loss_4: 2.5428652332803585; cnt_loss: 8.016561314808373; 2025-08-15 08:17:23,824 - INFO - Evaluation: Curr mae: 67.5736; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 536.0748; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2562; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 08:17:23,824 - INFO - Epoch: 1149 / 1300 lr: 1.415e-05 2025-08-15 08:19:02,171 - INFO - Training: cls_zice: 52.10212040100735; reg_zipnll: 189.74604495325553; aux_mae_loss_1: 113.4312867554417; aux_mae_loss_2: 16.761965321391283; aux_mae_loss_4: 2.5132920061714543; cnt_loss: 8.737454301440623; 2025-08-15 08:19:02,173 - INFO - Evaluation: Curr mae: 63.8798; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 509.0141; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2015; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 08:19:02,173 - INFO - Epoch: 1150 / 1300 lr: 1.399e-05 2025-08-15 08:20:40,132 - INFO - Training: cls_zice: 53.05516236514849; reg_zipnll: 202.7029458955505; aux_mae_loss_1: 111.2292050506278; aux_mae_loss_2: 16.317328078887762; aux_mae_loss_4: 2.4172596395935066; cnt_loss: 8.249073299773249; 2025-08-15 08:20:40,134 - INFO - Evaluation: Curr mae: 64.0152; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 506.6263; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2137; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 08:20:40,919 - INFO - Epoch: 1151 / 1300 lr: 1.382e-05 2025-08-15 08:22:19,445 - INFO - Training: cls_zice: 52.80699671973453; reg_zipnll: 197.23758942670258; aux_mae_loss_1: 114.1837862843413; aux_mae_loss_2: 16.802200746413675; aux_mae_loss_4: 2.51407924417052; cnt_loss: 8.662885238088496; 2025-08-15 08:22:19,447 - INFO - Evaluation: Curr mae: 67.4844; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 527.2750; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2283; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 08:22:19,447 - INFO - Epoch: 1152 / 1300 lr: 1.366e-05 2025-08-15 08:23:57,689 - INFO - Training: cls_zice: 53.88032705082072; reg_zipnll: 197.96396235880326; aux_mae_loss_1: 116.08724161653102; aux_mae_loss_2: 17.131736071373318; aux_mae_loss_4: 2.5632644953029016; cnt_loss: 8.663763372634554; 2025-08-15 08:23:57,690 - INFO - Evaluation: Curr mae: 66.7879; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 517.0029; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2037; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 08:23:57,690 - INFO - Epoch: 1153 / 1300 lr: 1.350e-05 2025-08-15 08:25:36,491 - INFO - Training: cls_zice: 54.22787812516898; reg_zipnll: 200.12454538418885; aux_mae_loss_1: 116.05817518258769; aux_mae_loss_2: 17.081524189456264; aux_mae_loss_4: 2.557764343247009; cnt_loss: 8.530481559911546; 2025-08-15 08:25:36,493 - INFO - Evaluation: Curr mae: 62.4930; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 492.6902; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2023; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 08:25:36,493 - INFO - Epoch: 1154 / 1300 lr: 1.334e-05 2025-08-15 08:27:13,809 - INFO - Training: cls_zice: 50.71023380185614; reg_zipnll: 203.05726219510663; aux_mae_loss_1: 112.19236520997663; aux_mae_loss_2: 16.442404913105513; aux_mae_loss_4: 2.430301286950516; cnt_loss: 8.279105174204378; 2025-08-15 08:27:13,810 - INFO - Evaluation: Curr mae: 65.4569; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 545.5602; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2143; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 08:27:13,811 - INFO - Epoch: 1155 / 1300 lr: 1.318e-05 2025-08-15 08:28:51,152 - INFO - Training: cls_zice: 54.08509133706362; reg_zipnll: 198.47477786400017; aux_mae_loss_1: 115.54265859746074; aux_mae_loss_2: 16.979855026867824; aux_mae_loss_4: 2.5311970703859257; cnt_loss: 8.550595245201974; 2025-08-15 08:28:51,153 - INFO - Evaluation: Curr mae: 65.1580; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 526.9935; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2174; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 08:28:51,153 - INFO - Epoch: 1156 / 1300 lr: 1.302e-05 2025-08-15 08:30:29,256 - INFO - Training: cls_zice: 57.48807959963393; reg_zipnll: 205.34450694773068; aux_mae_loss_1: 118.36830019521835; aux_mae_loss_2: 17.25672031184395; aux_mae_loss_4: 2.5552993367754095; cnt_loss: 8.902775263418576; 2025-08-15 08:30:29,257 - INFO - Evaluation: Curr mae: 65.8545; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 517.4602; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2228; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 08:30:29,257 - INFO - Epoch: 1157 / 1300 lr: 1.286e-05 2025-08-15 08:32:08,274 - INFO - Training: cls_zice: 55.62192230052997; reg_zipnll: 201.81728316946936; aux_mae_loss_1: 114.79165139970559; aux_mae_loss_2: 16.7516076650595; aux_mae_loss_4: 2.485356271496775; cnt_loss: 8.061042158493345; 2025-08-15 08:32:08,275 - INFO - Evaluation: Curr mae: 63.7966; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 512.0652; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.1929; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 08:32:08,275 - INFO - Epoch: 1158 / 1300 lr: 1.270e-05 2025-08-15 08:33:47,067 - INFO - Training: cls_zice: 51.463727459541325; reg_zipnll: 197.03610098086165; aux_mae_loss_1: 110.26011122284328; aux_mae_loss_2: 16.185516517389097; aux_mae_loss_4: 2.396946162674911; cnt_loss: 8.424471011198579; 2025-08-15 08:33:47,069 - INFO - Evaluation: Curr mae: 63.6957; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 507.1712; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.1841; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 08:33:47,069 - INFO - Epoch: 1159 / 1300 lr: 1.255e-05 2025-08-15 08:35:25,211 - INFO - Training: cls_zice: 55.877378741427684; reg_zipnll: 195.9772296307326; aux_mae_loss_1: 117.10389466763769; aux_mae_loss_2: 17.214398990253557; aux_mae_loss_4: 2.569740351950295; cnt_loss: 8.317998950309802; 2025-08-15 08:35:25,212 - INFO - Evaluation: Curr mae: 63.8861; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 501.3190; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2605; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 08:35:25,212 - INFO - Epoch: 1160 / 1300 lr: 1.239e-05 2025-08-15 08:37:02,941 - INFO - Training: cls_zice: 54.17899602873773; reg_zipnll: 197.399710049666; aux_mae_loss_1: 115.61547348002848; aux_mae_loss_2: 17.004919188188097; aux_mae_loss_4: 2.547237668674832; cnt_loss: 8.900264838360883; 2025-08-15 08:37:02,942 - INFO - Evaluation: Curr mae: 64.3532; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 522.2151; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.1883; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 08:37:02,942 - INFO - Epoch: 1161 / 1300 lr: 1.224e-05 2025-08-15 08:38:41,335 - INFO - Training: cls_zice: 53.46101591944848; reg_zipnll: 196.71401429360202; aux_mae_loss_1: 113.89679233580445; aux_mae_loss_2: 16.710678063811862; aux_mae_loss_4: 2.4738990195612676; cnt_loss: 8.241822676670889; 2025-08-15 08:38:41,336 - INFO - Evaluation: Curr mae: 63.2210; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 499.4548; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.1738; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 08:38:41,336 - INFO - Epoch: 1162 / 1300 lr: 1.208e-05 2025-08-15 08:40:19,440 - INFO - Training: cls_zice: 51.97303414697206; reg_zipnll: 195.982304933445; aux_mae_loss_1: 111.65824823453065; aux_mae_loss_2: 16.341391162578123; aux_mae_loss_4: 2.4193026382083453; cnt_loss: 7.875915206489955; 2025-08-15 08:40:19,441 - INFO - Evaluation: Curr mae: 64.2206; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 464.5318; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2357; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 08:40:19,441 - INFO - Epoch: 1163 / 1300 lr: 1.193e-05 2025-08-15 08:41:58,175 - INFO - Training: cls_zice: 54.689883981158616; reg_zipnll: 200.42021709726524; aux_mae_loss_1: 114.6072418855211; aux_mae_loss_2: 16.755651372257418; aux_mae_loss_4: 2.4852955543596518; cnt_loss: 8.652337016667069; 2025-08-15 08:41:58,177 - INFO - Evaluation: Curr mae: 65.5111; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 515.5764; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2061; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 08:41:58,177 - INFO - Epoch: 1164 / 1300 lr: 1.178e-05 2025-08-15 08:43:36,981 - INFO - Training: cls_zice: 54.21165376200621; reg_zipnll: 193.99218154750324; aux_mae_loss_1: 113.63349170733846; aux_mae_loss_2: 16.674012347174795; aux_mae_loss_4: 2.4724931412000584; cnt_loss: 8.477489779111965; 2025-08-15 08:43:36,982 - INFO - Evaluation: Curr mae: 63.3445; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 465.3276; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2259; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 08:43:36,982 - INFO - Epoch: 1165 / 1300 lr: 1.163e-05 2025-08-15 08:45:14,836 - INFO - Training: cls_zice: 52.86880759756945; reg_zipnll: 198.91323231792694; aux_mae_loss_1: 114.31673520880064; aux_mae_loss_2: 16.69926705090736; aux_mae_loss_4: 2.483849544145148; cnt_loss: 8.263662608546278; 2025-08-15 08:45:14,838 - INFO - Evaluation: Curr mae: 64.8479; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 526.8178; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.1779; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 08:45:14,838 - INFO - Epoch: 1166 / 1300 lr: 1.148e-05 2025-08-15 08:46:53,144 - INFO - Training: cls_zice: 53.82110942984455; reg_zipnll: 200.25785829598001; aux_mae_loss_1: 114.3020890390352; aux_mae_loss_2: 16.792257777216502; aux_mae_loss_4: 2.499484125783327; cnt_loss: 9.099543626020377; 2025-08-15 08:46:53,146 - INFO - Evaluation: Curr mae: 63.0772; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 508.7720; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2468; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 08:46:53,146 - INFO - Epoch: 1167 / 1300 lr: 1.133e-05 2025-08-15 08:48:31,510 - INFO - Training: cls_zice: 55.639714139516066; reg_zipnll: 202.0707536614033; aux_mae_loss_1: 115.53860865889601; aux_mae_loss_2: 16.845692752872456; aux_mae_loss_4: 2.5085355467845356; cnt_loss: 8.764264850199682; 2025-08-15 08:48:31,511 - INFO - Evaluation: Curr mae: 64.5578; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 524.6480; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2274; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 08:48:31,512 - INFO - Epoch: 1168 / 1300 lr: 1.118e-05 2025-08-15 08:50:08,919 - INFO - Training: cls_zice: 56.306048941029985; reg_zipnll: 198.09137421831068; aux_mae_loss_1: 116.67002827955702; aux_mae_loss_2: 17.093438441465324; aux_mae_loss_4: 2.556846522733301; cnt_loss: 8.598762495352247; 2025-08-15 08:50:08,921 - INFO - Evaluation: Curr mae: 64.9581; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 494.8083; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2457; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 08:50:08,921 - INFO - Epoch: 1169 / 1300 lr: 1.103e-05 2025-08-15 08:51:46,737 - INFO - Training: cls_zice: 54.34867189498977; reg_zipnll: 199.13237823741295; aux_mae_loss_1: 114.82933257968382; aux_mae_loss_2: 16.922601704732312; aux_mae_loss_4: 2.524654161654279; cnt_loss: 9.138946506541922; 2025-08-15 08:51:46,739 - INFO - Evaluation: Curr mae: 63.5612; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 514.8307; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.1848; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 08:51:46,739 - INFO - Epoch: 1170 / 1300 lr: 1.089e-05 2025-08-15 08:53:24,180 - INFO - Training: cls_zice: 56.98679174501976; reg_zipnll: 193.9828037664026; aux_mae_loss_1: 116.99402620859809; aux_mae_loss_2: 17.206817862307197; aux_mae_loss_4: 2.5847656297806294; cnt_loss: 9.153825092438254; 2025-08-15 08:53:24,182 - INFO - Evaluation: Curr mae: 64.9595; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 541.6569; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.1586; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 08:53:24,182 - INFO - Epoch: 1171 / 1300 lr: 1.074e-05 2025-08-15 08:55:01,503 - INFO - Training: cls_zice: 50.79540580989922; reg_zipnll: 201.17873726773692; aux_mae_loss_1: 112.56542847150395; aux_mae_loss_2: 16.553300354964936; aux_mae_loss_4: 2.460285434992577; cnt_loss: 8.267433725469829; 2025-08-15 08:55:01,504 - INFO - Evaluation: Curr mae: 67.6386; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 552.9234; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.1966; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 08:55:01,504 - INFO - Epoch: 1172 / 1300 lr: 1.060e-05 2025-08-15 08:56:38,953 - INFO - Training: cls_zice: 54.65783871097399; reg_zipnll: 204.0779175353847; aux_mae_loss_1: 114.74823441787366; aux_mae_loss_2: 16.813191999200072; aux_mae_loss_4: 2.5021778339745144; cnt_loss: 8.195842619267099; 2025-08-15 08:56:38,954 - INFO - Evaluation: Curr mae: 63.8960; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 531.7160; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2114; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 08:56:38,955 - INFO - Epoch: 1173 / 1300 lr: 1.045e-05 2025-08-15 08:58:16,587 - INFO - Training: cls_zice: 54.53339747483136; reg_zipnll: 203.12733976761297; aux_mae_loss_1: 115.10878746797616; aux_mae_loss_2: 16.84335335361314; aux_mae_loss_4: 2.4881193993330615; cnt_loss: 8.46479394717817; 2025-08-15 08:58:16,588 - INFO - Evaluation: Curr mae: 64.2331; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 520.3900; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2032; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 08:58:16,588 - INFO - Epoch: 1174 / 1300 lr: 1.031e-05 2025-08-15 08:59:54,356 - INFO - Training: cls_zice: 53.16779112762228; reg_zipnll: 203.101431025331; aux_mae_loss_1: 113.81990670054614; aux_mae_loss_2: 16.753904251941986; aux_mae_loss_4: 2.493064069119701; cnt_loss: 8.737176454159165; 2025-08-15 08:59:54,357 - INFO - Evaluation: Curr mae: 64.0736; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 517.2424; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2070; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 08:59:54,357 - INFO - Epoch: 1175 / 1300 lr: 1.017e-05 2025-08-15 09:01:32,426 - INFO - Training: cls_zice: 53.45994870291884; reg_zipnll: 198.49916200221045; aux_mae_loss_1: 113.42274382917311; aux_mae_loss_2: 16.626871769103417; aux_mae_loss_4: 2.465754815422784; cnt_loss: 8.382951365951401; 2025-08-15 09:01:32,428 - INFO - Evaluation: Curr mae: 65.6119; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 524.9509; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2205; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 09:01:32,428 - INFO - Epoch: 1176 / 1300 lr: 1.003e-05 2025-08-15 09:03:11,147 - INFO - Training: cls_zice: 56.1840436115746; reg_zipnll: 198.78864838960544; aux_mae_loss_1: 114.61939286817928; aux_mae_loss_2: 16.766265481174145; aux_mae_loss_4: 2.476754736777749; cnt_loss: 8.3276666513139; 2025-08-15 09:03:11,148 - INFO - Evaluation: Curr mae: 60.9638; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 454.3208; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2965; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 09:03:11,148 - INFO - Epoch: 1177 / 1300 lr: 9.890e-06 2025-08-15 09:04:49,585 - INFO - Training: cls_zice: 54.374169727179265; reg_zipnll: 205.1415164182609; aux_mae_loss_1: 114.49041828949838; aux_mae_loss_2: 16.713768399466584; aux_mae_loss_4: 2.4597340375568075; cnt_loss: 8.608924335869542; 2025-08-15 09:04:49,586 - INFO - Evaluation: Curr mae: 64.3806; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 514.4675; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2234; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 09:04:49,586 - INFO - Epoch: 1178 / 1300 lr: 9.752e-06 2025-08-15 09:06:27,432 - INFO - Training: cls_zice: 53.11754110987971; reg_zipnll: 199.86782792785175; aux_mae_loss_1: 112.63683500510561; aux_mae_loss_2: 16.445382747674664; aux_mae_loss_4: 2.4177628654440753; cnt_loss: 7.782195410875551; 2025-08-15 09:06:27,433 - INFO - Evaluation: Curr mae: 64.1643; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 514.3090; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2536; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 09:06:27,433 - INFO - Epoch: 1179 / 1300 lr: 9.614e-06 2025-08-15 09:08:05,793 - INFO - Training: cls_zice: 54.030389826218084; reg_zipnll: 194.54605726227356; aux_mae_loss_1: 115.36606355681823; aux_mae_loss_2: 17.00411372013141; aux_mae_loss_4: 2.5316818715061196; cnt_loss: 8.95717583278764; 2025-08-15 09:08:05,795 - INFO - Evaluation: Curr mae: 63.7727; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 500.7508; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2385; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 09:08:05,795 - INFO - Epoch: 1180 / 1300 lr: 9.478e-06 2025-08-15 09:09:44,007 - INFO - Training: cls_zice: 52.124767994972615; reg_zipnll: 193.66251222272152; aux_mae_loss_1: 112.15224241536197; aux_mae_loss_2: 16.4409428513142; aux_mae_loss_4: 2.4417493364804814; cnt_loss: 8.226171424578885; 2025-08-15 09:09:44,008 - INFO - Evaluation: Curr mae: 64.5745; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 510.0750; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2133; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 09:09:44,009 - INFO - Epoch: 1181 / 1300 lr: 9.342e-06 2025-08-15 09:11:22,138 - INFO - Training: cls_zice: 54.84205288821137; reg_zipnll: 202.6267714316557; aux_mae_loss_1: 114.87611783378229; aux_mae_loss_2: 16.809825611604822; aux_mae_loss_4: 2.4903774693569978; cnt_loss: 8.382628920145697; 2025-08-15 09:11:22,140 - INFO - Evaluation: Curr mae: 67.8411; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 544.8054; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2239; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 09:11:22,140 - INFO - Epoch: 1182 / 1300 lr: 9.208e-06 2025-08-15 09:13:00,339 - INFO - Training: cls_zice: 54.02265728247809; reg_zipnll: 197.0135652203793; aux_mae_loss_1: 113.73649311801155; aux_mae_loss_2: 16.652577926689677; aux_mae_loss_4: 2.469491749618844; cnt_loss: 8.236214242435054; 2025-08-15 09:13:00,340 - INFO - Evaluation: Curr mae: 65.7697; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 529.9615; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2257; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 09:13:00,340 - INFO - Epoch: 1183 / 1300 lr: 9.074e-06 2025-08-15 09:14:38,354 - INFO - Training: cls_zice: 54.72524683993396; reg_zipnll: 206.55768757798066; aux_mae_loss_1: 114.3680327349273; aux_mae_loss_2: 16.662140664220775; aux_mae_loss_4: 2.460141196042529; cnt_loss: 8.215756658723238; 2025-08-15 09:14:38,355 - INFO - Evaluation: Curr mae: 64.9282; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 535.9918; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2296; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 09:14:38,355 - INFO - Epoch: 1184 / 1300 lr: 8.942e-06 2025-08-15 09:16:16,185 - INFO - Training: cls_zice: 54.615886424378445; reg_zipnll: 191.41898115496403; aux_mae_loss_1: 116.41638419928465; aux_mae_loss_2: 17.185738802569077; aux_mae_loss_4: 2.565654245011298; cnt_loss: 8.749416512358158; 2025-08-15 09:16:16,186 - INFO - Evaluation: Curr mae: 68.0708; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 533.7677; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2384; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 09:16:16,187 - INFO - Epoch: 1185 / 1300 lr: 8.810e-06 2025-08-15 09:17:54,319 - INFO - Training: cls_zice: 54.943628331497884; reg_zipnll: 200.91309936248857; aux_mae_loss_1: 114.1704244393003; aux_mae_loss_2: 16.70608550723843; aux_mae_loss_4: 2.4626265307625035; cnt_loss: 8.138380924043435; 2025-08-15 09:17:54,320 - INFO - Evaluation: Curr mae: 66.5503; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 541.9212; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.3017; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 09:17:54,321 - INFO - Epoch: 1186 / 1300 lr: 8.680e-06 2025-08-15 09:19:32,174 - INFO - Training: cls_zice: 54.2743291428892; reg_zipnll: 202.53023708510216; aux_mae_loss_1: 114.2378681128926; aux_mae_loss_2: 16.71004646235076; aux_mae_loss_4: 2.475674950256752; cnt_loss: 8.477080850184423; 2025-08-15 09:19:32,175 - INFO - Evaluation: Curr mae: 67.1615; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 545.0119; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2395; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 09:19:32,175 - INFO - Epoch: 1187 / 1300 lr: 8.550e-06 2025-08-15 09:21:10,224 - INFO - Training: cls_zice: 52.294615338999385; reg_zipnll: 204.01330234949265; aux_mae_loss_1: 111.4807847520686; aux_mae_loss_2: 16.3025015791768; aux_mae_loss_4: 2.4049198422150013; cnt_loss: 7.811790050761559; 2025-08-15 09:21:10,225 - INFO - Evaluation: Curr mae: 64.5587; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 533.1262; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2169; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 09:21:10,225 - INFO - Epoch: 1188 / 1300 lr: 8.422e-06 2025-08-15 09:22:48,235 - INFO - Training: cls_zice: 51.164016402281035; reg_zipnll: 198.9796098253108; aux_mae_loss_1: 111.76981337088853; aux_mae_loss_2: 16.439863629083707; aux_mae_loss_4: 2.4338057321570528; cnt_loss: 8.355248454297417; 2025-08-15 09:22:48,236 - INFO - Evaluation: Curr mae: 65.5452; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 520.6118; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2368; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 09:22:48,236 - INFO - Epoch: 1189 / 1300 lr: 8.294e-06 2025-08-15 09:24:25,946 - INFO - Training: cls_zice: 52.04777060406987; reg_zipnll: 199.79463309064928; aux_mae_loss_1: 113.6690673337804; aux_mae_loss_2: 16.7371159335335; aux_mae_loss_4: 2.476877034323381; cnt_loss: 7.938581484755391; 2025-08-15 09:24:25,948 - INFO - Evaluation: Curr mae: 65.8244; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 526.2974; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2800; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 09:24:25,948 - INFO - Epoch: 1190 / 1300 lr: 8.168e-06 2025-08-15 09:26:03,642 - INFO - Training: cls_zice: 50.708439508333306; reg_zipnll: 194.87896970979352; aux_mae_loss_1: 113.6542023705333; aux_mae_loss_2: 16.70147007412653; aux_mae_loss_4: 2.498281969202821; cnt_loss: 8.091639119279415; 2025-08-15 09:26:03,644 - INFO - Evaluation: Curr mae: 66.7378; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 529.5729; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2541; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 09:26:03,644 - INFO - Epoch: 1191 / 1300 lr: 8.042e-06 2025-08-15 09:27:42,387 - INFO - Training: cls_zice: 51.31642701501711; reg_zipnll: 202.03243332105308; aux_mae_loss_1: 112.6390341045311; aux_mae_loss_2: 16.473517221166418; aux_mae_loss_4: 2.4542403667016015; cnt_loss: 7.927133079666098; 2025-08-15 09:27:42,389 - INFO - Evaluation: Curr mae: 62.9028; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 487.2352; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2836; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 09:27:42,389 - INFO - Epoch: 1192 / 1300 lr: 7.918e-06 2025-08-15 09:29:20,671 - INFO - Training: cls_zice: 54.72795020189414; reg_zipnll: 200.7469852221962; aux_mae_loss_1: 114.12595566747122; aux_mae_loss_2: 16.683565800478036; aux_mae_loss_4: 2.476138867035623; cnt_loss: 8.444205789455717; 2025-08-15 09:29:20,673 - INFO - Evaluation: Curr mae: 63.1088; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 510.1045; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2600; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 09:29:20,673 - INFO - Epoch: 1193 / 1300 lr: 7.795e-06 2025-08-15 09:30:58,626 - INFO - Training: cls_zice: 52.56492251341631; reg_zipnll: 200.19635336319402; aux_mae_loss_1: 112.02781390898639; aux_mae_loss_2: 16.354062072109134; aux_mae_loss_4: 2.43972544379743; cnt_loss: 8.656047251659677; 2025-08-15 09:30:58,628 - INFO - Evaluation: Curr mae: 68.6570; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 540.5252; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2667; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 09:30:58,628 - INFO - Epoch: 1194 / 1300 lr: 7.672e-06 2025-08-15 09:32:36,715 - INFO - Training: cls_zice: 52.75995594649971; reg_zipnll: 191.03071495683764; aux_mae_loss_1: 113.19575416643393; aux_mae_loss_2: 16.589248089680023; aux_mae_loss_4: 2.461241069826798; cnt_loss: 7.950411007459489; 2025-08-15 09:32:36,716 - INFO - Evaluation: Curr mae: 66.2160; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 519.8064; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2663; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 09:32:36,716 - INFO - Epoch: 1195 / 1300 lr: 7.551e-06 2025-08-15 09:34:14,764 - INFO - Training: cls_zice: 54.72507073969645; reg_zipnll: 197.86436681085505; aux_mae_loss_1: 114.29642002625454; aux_mae_loss_2: 16.75509096908079; aux_mae_loss_4: 2.4939848123295447; cnt_loss: 8.092477737937918; 2025-08-15 09:34:14,766 - INFO - Evaluation: Curr mae: 63.3912; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 496.3313; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2164; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 09:34:14,766 - INFO - Epoch: 1196 / 1300 lr: 7.431e-06 2025-08-15 09:35:52,963 - INFO - Training: cls_zice: 53.69877207800172; reg_zipnll: 194.22677423531107; aux_mae_loss_1: 114.74086047076933; aux_mae_loss_2: 16.75526923262981; aux_mae_loss_4: 2.4777872595351886; cnt_loss: 8.20699500669857; 2025-08-15 09:35:52,964 - INFO - Evaluation: Curr mae: 64.6470; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 490.0720; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2940; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 09:35:52,965 - INFO - Epoch: 1197 / 1300 lr: 7.311e-06 2025-08-15 09:37:30,641 - INFO - Training: cls_zice: 52.914811413016906; reg_zipnll: 195.2427620777434; aux_mae_loss_1: 113.59881054405075; aux_mae_loss_2: 16.660522879549042; aux_mae_loss_4: 2.4782753050480526; cnt_loss: 7.517674015849292; 2025-08-15 09:37:30,643 - INFO - Evaluation: Curr mae: 65.8059; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 521.7428; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2393; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 09:37:30,643 - INFO - Epoch: 1198 / 1300 lr: 7.193e-06 2025-08-15 09:39:08,337 - INFO - Training: cls_zice: 53.335184612548446; reg_zipnll: 202.4554112490774; aux_mae_loss_1: 114.11138353127134; aux_mae_loss_2: 16.759975646332787; aux_mae_loss_4: 2.4901455984017535; cnt_loss: 7.81527535038926; 2025-08-15 09:39:08,338 - INFO - Evaluation: Curr mae: 65.5434; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 551.7789; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2640; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 09:39:08,338 - INFO - Epoch: 1199 / 1300 lr: 7.076e-06 2025-08-15 09:40:46,468 - INFO - Training: cls_zice: 54.22168914180795; reg_zipnll: 196.78326870052857; aux_mae_loss_1: 113.71938218065277; aux_mae_loss_2: 16.6280645478354; aux_mae_loss_4: 2.451807016042327; cnt_loss: 7.805372803560566; 2025-08-15 09:40:46,470 - INFO - Evaluation: Curr mae: 64.1887; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 519.4869; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2562; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 09:40:46,470 - INFO - Epoch: 1200 / 1300 lr: 6.960e-06 2025-08-15 09:42:23,947 - INFO - Training: cls_zice: 52.18631118750511; reg_zipnll: 194.47991758998685; aux_mae_loss_1: 112.85271691172778; aux_mae_loss_2: 16.662003588247423; aux_mae_loss_4: 2.4799316517798022; cnt_loss: 7.934726943087149; 2025-08-15 09:42:23,948 - INFO - Evaluation: Curr mae: 66.4179; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 553.2315; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2195; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 09:42:24,541 - INFO - Epoch: 1201 / 1300 lr: 6.845e-06 2025-08-15 09:44:01,810 - INFO - Training: cls_zice: 52.78002821027773; reg_zipnll: 193.74085959309477; aux_mae_loss_1: 113.97558945310146; aux_mae_loss_2: 16.744014681764618; aux_mae_loss_4: 2.4868278406119897; cnt_loss: 7.980764116220425; 2025-08-15 09:44:01,812 - INFO - Evaluation: Curr mae: 62.0555; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 482.0830; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2478; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 09:44:01,812 - INFO - Epoch: 1202 / 1300 lr: 6.731e-06 2025-08-15 09:45:39,454 - INFO - Training: cls_zice: 53.671193321673606; reg_zipnll: 195.68587766514952; aux_mae_loss_1: 114.4921769482924; aux_mae_loss_2: 16.83193592914885; aux_mae_loss_4: 2.5117020816147173; cnt_loss: 8.274940475859802; 2025-08-15 09:45:39,456 - INFO - Evaluation: Curr mae: 66.4966; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 527.5235; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2726; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 09:45:39,456 - INFO - Epoch: 1203 / 1300 lr: 6.618e-06 2025-08-15 09:47:17,646 - INFO - Training: cls_zice: 52.493784516781645; reg_zipnll: 193.10187711446022; aux_mae_loss_1: 114.04645903128892; aux_mae_loss_2: 16.736833406904363; aux_mae_loss_4: 2.490373656958112; cnt_loss: 8.26431265189899; 2025-08-15 09:47:17,647 - INFO - Evaluation: Curr mae: 64.5341; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 508.4808; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2549; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 09:47:17,648 - INFO - Epoch: 1204 / 1300 lr: 6.506e-06 2025-08-15 09:48:56,068 - INFO - Training: cls_zice: 53.76850199163113; reg_zipnll: 199.84484434740708; aux_mae_loss_1: 114.20048123582777; aux_mae_loss_2: 16.65465935030449; aux_mae_loss_4: 2.4570846926124053; cnt_loss: 7.683046492328987; 2025-08-15 09:48:56,070 - INFO - Evaluation: Curr mae: 63.1275; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 506.2323; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2574; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 09:48:56,070 - INFO - Epoch: 1205 / 1300 lr: 6.395e-06 2025-08-15 09:50:33,331 - INFO - Training: cls_zice: 52.58377266056586; reg_zipnll: 192.1963620124562; aux_mae_loss_1: 114.23495098496464; aux_mae_loss_2: 16.78765868650304; aux_mae_loss_4: 2.509798643904664; cnt_loss: 8.434852753322964; 2025-08-15 09:50:33,332 - INFO - Evaluation: Curr mae: 67.0413; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 526.3907; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2066; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 09:50:33,332 - INFO - Epoch: 1206 / 1300 lr: 6.285e-06 2025-08-15 09:52:11,369 - INFO - Training: cls_zice: 52.05893329394967; reg_zipnll: 194.11170020017647; aux_mae_loss_1: 113.89274828599474; aux_mae_loss_2: 16.793249510860687; aux_mae_loss_4: 2.5195646270688212; cnt_loss: 8.071161651059716; 2025-08-15 09:52:11,370 - INFO - Evaluation: Curr mae: 64.4790; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 523.8084; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2115; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 09:52:11,370 - INFO - Epoch: 1207 / 1300 lr: 6.177e-06 2025-08-15 09:53:49,903 - INFO - Training: cls_zice: 54.41151013667755; reg_zipnll: 196.39155467310417; aux_mae_loss_1: 115.50557091180953; aux_mae_loss_2: 16.877502514954397; aux_mae_loss_4: 2.5006729786530864; cnt_loss: 8.673680277134276; 2025-08-15 09:53:49,904 - INFO - Evaluation: Curr mae: 64.8515; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 520.8414; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2100; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 09:53:49,904 - INFO - Epoch: 1208 / 1300 lr: 6.069e-06 2025-08-15 09:55:28,677 - INFO - Training: cls_zice: 55.27819391587093; reg_zipnll: 204.33129643535858; aux_mae_loss_1: 113.87785111846532; aux_mae_loss_2: 16.564199089697517; aux_mae_loss_4: 2.447799259868563; cnt_loss: 7.909364967389094; 2025-08-15 09:55:28,679 - INFO - Evaluation: Curr mae: 63.5287; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 520.8990; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2070; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 09:55:28,679 - INFO - Epoch: 1209 / 1300 lr: 5.962e-06 2025-08-15 09:57:06,362 - INFO - Training: cls_zice: 53.69249537364989; reg_zipnll: 202.02258224781497; aux_mae_loss_1: 114.26678354635949; aux_mae_loss_2: 16.730836899237644; aux_mae_loss_4: 2.492647203044597; cnt_loss: 7.957153681617776; 2025-08-15 09:57:06,363 - INFO - Evaluation: Curr mae: 65.1864; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 557.1724; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.1957; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 09:57:06,363 - INFO - Epoch: 1210 / 1300 lr: 5.857e-06 2025-08-15 09:58:44,445 - INFO - Training: cls_zice: 54.842446535480974; reg_zipnll: 189.83229269895577; aux_mae_loss_1: 114.88155224758432; aux_mae_loss_2: 16.757110858637752; aux_mae_loss_4: 2.461598786949192; cnt_loss: 8.212582569349088; 2025-08-15 09:58:44,447 - INFO - Evaluation: Curr mae: 64.6240; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 529.2977; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2379; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 09:58:44,447 - INFO - Epoch: 1211 / 1300 lr: 5.753e-06 2025-08-15 10:00:22,539 - INFO - Training: cls_zice: 51.93924209774307; reg_zipnll: 195.6498273050264; aux_mae_loss_1: 113.66665451324384; aux_mae_loss_2: 16.746966766514326; aux_mae_loss_4: 2.501461590623488; cnt_loss: 7.648605239268747; 2025-08-15 10:00:22,541 - INFO - Evaluation: Curr mae: 65.5806; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 550.0563; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2108; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 10:00:22,541 - INFO - Epoch: 1212 / 1300 lr: 5.649e-06 2025-08-15 10:01:59,981 - INFO - Training: cls_zice: 56.63248906546969; reg_zipnll: 199.67759992898584; aux_mae_loss_1: 117.09223851446627; aux_mae_loss_2: 17.13645581353293; aux_mae_loss_4: 2.553075449325738; cnt_loss: 8.671378220874423; 2025-08-15 10:01:59,983 - INFO - Evaluation: Curr mae: 63.4912; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 531.0703; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2163; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 10:01:59,983 - INFO - Epoch: 1213 / 1300 lr: 5.547e-06 2025-08-15 10:03:37,817 - INFO - Training: cls_zice: 52.28811447801198; reg_zipnll: 196.75000788436145; aux_mae_loss_1: 113.95201443767793; aux_mae_loss_2: 16.682308013151115; aux_mae_loss_4: 2.4679408229715105; cnt_loss: 8.15114036930251; 2025-08-15 10:03:37,819 - INFO - Evaluation: Curr mae: 64.9432; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 534.6831; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2316; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 10:03:37,819 - INFO - Epoch: 1214 / 1300 lr: 5.446e-06 2025-08-15 10:05:15,117 - INFO - Training: cls_zice: 54.37724793558715; reg_zipnll: 204.088616388316; aux_mae_loss_1: 114.20433089052804; aux_mae_loss_2: 16.68443107972721; aux_mae_loss_4: 2.466612284624791; cnt_loss: 7.990989554510631; 2025-08-15 10:05:15,118 - INFO - Evaluation: Curr mae: 62.3240; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 503.3416; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2418; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 10:05:15,118 - INFO - Epoch: 1215 / 1300 lr: 5.346e-06 2025-08-15 10:06:53,368 - INFO - Training: cls_zice: 52.329367447328444; reg_zipnll: 197.25167908950453; aux_mae_loss_1: 113.72583885487063; aux_mae_loss_2: 16.71554495436367; aux_mae_loss_4: 2.4749041781940315; cnt_loss: 7.658158863111756; 2025-08-15 10:06:53,369 - INFO - Evaluation: Curr mae: 66.4201; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 528.5928; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2685; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 10:06:53,369 - INFO - Epoch: 1216 / 1300 lr: 5.247e-06 2025-08-15 10:08:30,438 - INFO - Training: cls_zice: 54.3731251959246; reg_zipnll: 198.53861316984907; aux_mae_loss_1: 113.68348940969433; aux_mae_loss_2: 16.6309686068704; aux_mae_loss_4: 2.462552520870243; cnt_loss: 8.059735503325426; 2025-08-15 10:08:30,440 - INFO - Evaluation: Curr mae: 64.3826; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 512.3692; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2660; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 10:08:30,440 - INFO - Epoch: 1217 / 1300 lr: 5.149e-06 2025-08-15 10:10:08,728 - INFO - Training: cls_zice: 51.07621952799415; reg_zipnll: 192.47051926934014; aux_mae_loss_1: 110.95587834846084; aux_mae_loss_2: 16.291859964478597; aux_mae_loss_4: 2.4123225387540144; cnt_loss: 7.788919360441536; 2025-08-15 10:10:08,729 - INFO - Evaluation: Curr mae: 61.3737; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 469.3740; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2111; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 10:10:08,729 - INFO - Epoch: 1218 / 1300 lr: 5.052e-06 2025-08-15 10:11:46,136 - INFO - Training: cls_zice: 53.27752930067652; reg_zipnll: 206.27551726265247; aux_mae_loss_1: 112.00213440157148; aux_mae_loss_2: 16.266026993337206; aux_mae_loss_4: 2.392601298335892; cnt_loss: 7.7371157337276975; 2025-08-15 10:11:46,137 - INFO - Evaluation: Curr mae: 65.4573; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 514.5262; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2458; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 10:11:46,137 - INFO - Epoch: 1219 / 1300 lr: 4.956e-06 2025-08-15 10:13:23,155 - INFO - Training: cls_zice: 53.074161389876146; reg_zipnll: 206.40258576263193; aux_mae_loss_1: 114.80317223654308; aux_mae_loss_2: 16.72284416367891; aux_mae_loss_4: 2.4631585155477254; cnt_loss: 7.641968304516417; 2025-08-15 10:13:23,156 - INFO - Evaluation: Curr mae: 65.4830; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 516.5622; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2504; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 10:13:23,157 - INFO - Epoch: 1220 / 1300 lr: 4.861e-06 2025-08-15 10:15:01,570 - INFO - Training: cls_zice: 56.26382584911998; reg_zipnll: 194.0897447689027; aux_mae_loss_1: 117.79026024139326; aux_mae_loss_2: 17.28212770704745; aux_mae_loss_4: 2.5762785752818638; cnt_loss: 8.049072745220213; 2025-08-15 10:15:01,571 - INFO - Evaluation: Curr mae: 62.5371; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 508.7566; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2294; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 10:15:01,571 - INFO - Epoch: 1221 / 1300 lr: 4.768e-06 2025-08-15 10:16:38,534 - INFO - Training: cls_zice: 56.76390216463176; reg_zipnll: 195.85665295853406; aux_mae_loss_1: 116.56113958481345; aux_mae_loss_2: 17.017196240339302; aux_mae_loss_4: 2.528936061577196; cnt_loss: 8.434875271927115; 2025-08-15 10:16:38,535 - INFO - Evaluation: Curr mae: 65.9686; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 533.3052; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2371; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 10:16:38,536 - INFO - Epoch: 1222 / 1300 lr: 4.676e-06 2025-08-15 10:18:17,226 - INFO - Training: cls_zice: 53.349931533355026; reg_zipnll: 200.2780888515757; aux_mae_loss_1: 114.01517557668808; aux_mae_loss_2: 16.670672422816025; aux_mae_loss_4: 2.466511674665853; cnt_loss: 8.312866362630555; 2025-08-15 10:18:17,227 - INFO - Evaluation: Curr mae: 63.6108; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 510.9043; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2221; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 10:18:17,228 - INFO - Epoch: 1223 / 1300 lr: 4.584e-06 2025-08-15 10:19:54,969 - INFO - Training: cls_zice: 52.95919608288375; reg_zipnll: 199.4374476484284; aux_mae_loss_1: 112.68709781911502; aux_mae_loss_2: 16.40699791479233; aux_mae_loss_4: 2.4181532708875317; cnt_loss: 7.637062688872869; 2025-08-15 10:19:54,970 - INFO - Evaluation: Curr mae: 64.4015; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 496.7585; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2344; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 10:19:54,970 - INFO - Epoch: 1224 / 1300 lr: 4.494e-06 2025-08-15 10:21:33,954 - INFO - Training: cls_zice: 56.59024112424538; reg_zipnll: 193.40326621048249; aux_mae_loss_1: 114.88450918222148; aux_mae_loss_2: 16.73203190801076; aux_mae_loss_4: 2.474404490392435; cnt_loss: 7.812691097854036; 2025-08-15 10:21:33,955 - INFO - Evaluation: Curr mae: 64.9771; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 515.8012; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2162; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 10:21:33,955 - INFO - Epoch: 1225 / 1300 lr: 4.405e-06 2025-08-15 10:23:12,196 - INFO - Training: cls_zice: 55.49652394721318; reg_zipnll: 197.19851532570806; aux_mae_loss_1: 116.40249915723629; aux_mae_loss_2: 17.087781032743674; aux_mae_loss_4: 2.535583730375246; cnt_loss: 8.435597566528614; 2025-08-15 10:23:12,198 - INFO - Evaluation: Curr mae: 64.8494; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 517.6153; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2512; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 10:23:12,198 - INFO - Epoch: 1226 / 1300 lr: 4.317e-06 2025-08-15 10:24:49,622 - INFO - Training: cls_zice: 50.99980451132154; reg_zipnll: 196.47400466212883; aux_mae_loss_1: 112.4835037339316; aux_mae_loss_2: 16.5715725170616; aux_mae_loss_4: 2.4621506488108698; cnt_loss: 8.365779279436735; 2025-08-15 10:24:49,623 - INFO - Evaluation: Curr mae: 65.9620; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 545.8552; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2120; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 10:24:49,623 - INFO - Epoch: 1227 / 1300 lr: 4.230e-06 2025-08-15 10:26:26,725 - INFO - Training: cls_zice: 54.38194924167772; reg_zipnll: 199.14252345421014; aux_mae_loss_1: 112.72864036265867; aux_mae_loss_2: 16.44235820451555; aux_mae_loss_4: 2.4181108031910306; cnt_loss: 7.8912283123918545; 2025-08-15 10:26:26,726 - INFO - Evaluation: Curr mae: 66.4249; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 554.4159; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.1947; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 10:26:26,726 - INFO - Epoch: 1228 / 1300 lr: 4.144e-06 2025-08-15 10:28:05,251 - INFO - Training: cls_zice: 55.09117631518443; reg_zipnll: 194.13839954091836; aux_mae_loss_1: 115.17141996741601; aux_mae_loss_2: 16.76350401115908; aux_mae_loss_4: 2.484984439718693; cnt_loss: 7.6228160686541955; 2025-08-15 10:28:05,252 - INFO - Evaluation: Curr mae: 65.1112; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 523.8767; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2152; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 10:28:05,252 - INFO - Epoch: 1229 / 1300 lr: 4.060e-06 2025-08-15 10:29:43,172 - INFO - Training: cls_zice: 57.76925392261201; reg_zipnll: 196.73482763981758; aux_mae_loss_1: 116.54934259919703; aux_mae_loss_2: 16.93930581909219; aux_mae_loss_4: 2.5021174956103525; cnt_loss: 8.038301247863966; 2025-08-15 10:29:43,174 - INFO - Evaluation: Curr mae: 64.1613; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 506.7471; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.1965; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 10:29:43,174 - INFO - Epoch: 1230 / 1300 lr: 3.976e-06 2025-08-15 10:31:21,830 - INFO - Training: cls_zice: 54.12563635814925; reg_zipnll: 196.6652063698266; aux_mae_loss_1: 114.46901482726737; aux_mae_loss_2: 16.777422623646597; aux_mae_loss_4: 2.490941551320044; cnt_loss: 8.078698009482386; 2025-08-15 10:31:21,831 - INFO - Evaluation: Curr mae: 63.7862; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 524.4715; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.1908; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 10:31:21,831 - INFO - Epoch: 1231 / 1300 lr: 3.894e-06 2025-08-15 10:33:00,156 - INFO - Training: cls_zice: 53.75118417880835; reg_zipnll: 196.84671339706773; aux_mae_loss_1: 114.43856584504822; aux_mae_loss_2: 16.692738012053972; aux_mae_loss_4: 2.469450259116744; cnt_loss: 7.704501853504034; 2025-08-15 10:33:00,157 - INFO - Evaluation: Curr mae: 62.4440; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 480.9295; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2342; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 10:33:00,157 - INFO - Epoch: 1232 / 1300 lr: 3.812e-06 2025-08-15 10:34:37,821 - INFO - Training: cls_zice: 50.684346336402136; reg_zipnll: 197.2358096841062; aux_mae_loss_1: 112.34981090182816; aux_mae_loss_2: 16.555022063169503; aux_mae_loss_4: 2.459758677488734; cnt_loss: 8.30482810199414; 2025-08-15 10:34:37,822 - INFO - Evaluation: Curr mae: 64.4738; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 519.1306; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.1936; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 10:34:37,822 - INFO - Epoch: 1233 / 1300 lr: 3.732e-06 2025-08-15 10:36:15,339 - INFO - Training: cls_zice: 54.66976106672483; reg_zipnll: 200.67614643126342; aux_mae_loss_1: 113.5861576099935; aux_mae_loss_2: 16.566634738353347; aux_mae_loss_4: 2.461916038953247; cnt_loss: 8.580008622000333; 2025-08-15 10:36:15,340 - INFO - Evaluation: Curr mae: 65.4072; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 536.7946; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2232; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 10:36:15,340 - INFO - Epoch: 1234 / 1300 lr: 3.653e-06 2025-08-15 10:37:52,612 - INFO - Training: cls_zice: 54.13583647342911; reg_zipnll: 192.110331959467; aux_mae_loss_1: 114.45088361529274; aux_mae_loss_2: 16.76984453630325; aux_mae_loss_4: 2.4900143734900073; cnt_loss: 8.0006484830594; 2025-08-15 10:37:52,614 - INFO - Evaluation: Curr mae: 62.8824; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 489.9700; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2290; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 10:37:52,614 - INFO - Epoch: 1235 / 1300 lr: 3.575e-06 2025-08-15 10:39:31,235 - INFO - Training: cls_zice: 52.2160810392666; reg_zipnll: 196.32380747856396; aux_mae_loss_1: 112.89462687239855; aux_mae_loss_2: 16.568895566739275; aux_mae_loss_4: 2.4528230695307713; cnt_loss: 8.17896260240697; 2025-08-15 10:39:31,237 - INFO - Evaluation: Curr mae: 61.9396; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 478.9569; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2410; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 10:39:31,237 - INFO - Epoch: 1236 / 1300 lr: 3.498e-06 2025-08-15 10:41:09,225 - INFO - Training: cls_zice: 53.17998332401934; reg_zipnll: 204.14438390854392; aux_mae_loss_1: 112.64968011556984; aux_mae_loss_2: 16.366453817387168; aux_mae_loss_4: 2.40855001269392; cnt_loss: 7.368918098490158; 2025-08-15 10:41:09,227 - INFO - Evaluation: Curr mae: 65.7569; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 517.0346; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.1959; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 10:41:09,227 - INFO - Epoch: 1237 / 1300 lr: 3.423e-06 2025-08-15 10:42:46,910 - INFO - Training: cls_zice: 54.213362432690694; reg_zipnll: 196.01505130973757; aux_mae_loss_1: 113.82706187623326; aux_mae_loss_2: 16.611742707941403; aux_mae_loss_4: 2.449822032206469; cnt_loss: 8.188665154660576; 2025-08-15 10:42:46,912 - INFO - Evaluation: Curr mae: 65.7809; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 543.0308; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2244; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 10:42:46,912 - INFO - Epoch: 1238 / 1300 lr: 3.348e-06 2025-08-15 10:44:25,083 - INFO - Training: cls_zice: 50.224876913704115; reg_zipnll: 197.0072280815144; aux_mae_loss_1: 111.38341354036699; aux_mae_loss_2: 16.323823230738505; aux_mae_loss_4: 2.4111208869742855; cnt_loss: 7.603033438286622; 2025-08-15 10:44:25,084 - INFO - Evaluation: Curr mae: 66.2262; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 546.4000; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.1951; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 10:44:25,084 - INFO - Epoch: 1239 / 1300 lr: 3.275e-06 2025-08-15 10:46:03,557 - INFO - Training: cls_zice: 51.83386812035406; reg_zipnll: 197.17878261262163; aux_mae_loss_1: 112.27240998334321; aux_mae_loss_2: 16.406160383420616; aux_mae_loss_4: 2.417051980611904; cnt_loss: 7.704975023367718; 2025-08-15 10:46:03,558 - INFO - Evaluation: Curr mae: 64.7695; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 516.2313; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2172; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 10:46:03,558 - INFO - Epoch: 1240 / 1300 lr: 3.203e-06 2025-08-15 10:47:40,738 - INFO - Training: cls_zice: 55.460935977438425; reg_zipnll: 195.1186799659827; aux_mae_loss_1: 116.08280172568666; aux_mae_loss_2: 16.884592145757995; aux_mae_loss_4: 2.4892964608258636; cnt_loss: 7.500352336079419; 2025-08-15 10:47:40,740 - INFO - Evaluation: Curr mae: 64.9078; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 529.4994; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2276; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 10:47:40,740 - INFO - Epoch: 1241 / 1300 lr: 3.131e-06 2025-08-15 10:49:18,572 - INFO - Training: cls_zice: 54.84150805521594; reg_zipnll: 198.70247013709846; aux_mae_loss_1: 112.99305268118498; aux_mae_loss_2: 16.46322060244249; aux_mae_loss_4: 2.4221283974255265; cnt_loss: 7.349584928515025; 2025-08-15 10:49:18,573 - INFO - Evaluation: Curr mae: 65.8800; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 543.5979; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2137; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 10:49:18,573 - INFO - Epoch: 1242 / 1300 lr: 3.061e-06 2025-08-15 10:50:56,332 - INFO - Training: cls_zice: 52.604519952232245; reg_zipnll: 199.76217873972914; aux_mae_loss_1: 112.08383548412961; aux_mae_loss_2: 16.319214491120952; aux_mae_loss_4: 2.3820711921297186; cnt_loss: 7.517641555374263; 2025-08-15 10:50:56,333 - INFO - Evaluation: Curr mae: 65.0905; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 505.0678; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2516; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 10:50:56,333 - INFO - Epoch: 1243 / 1300 lr: 2.993e-06 2025-08-15 10:52:34,674 - INFO - Training: cls_zice: 54.13970252220306; reg_zipnll: 191.52986042052123; aux_mae_loss_1: 116.22733783967084; aux_mae_loss_2: 17.10050351944558; aux_mae_loss_4: 2.559512594978117; cnt_loss: 8.8250176811586; 2025-08-15 10:52:34,675 - INFO - Evaluation: Curr mae: 66.7528; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 531.0819; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2364; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 10:52:34,675 - INFO - Epoch: 1244 / 1300 lr: 2.925e-06 2025-08-15 10:54:12,825 - INFO - Training: cls_zice: 53.90020411984473; reg_zipnll: 203.0636641249865; aux_mae_loss_1: 112.20453170148757; aux_mae_loss_2: 16.29174709197488; aux_mae_loss_4: 2.3981162885773766; cnt_loss: 7.724292704869052; 2025-08-15 10:54:12,827 - INFO - Evaluation: Curr mae: 65.1719; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 537.2073; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2403; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 10:54:12,827 - INFO - Epoch: 1245 / 1300 lr: 2.858e-06 2025-08-15 10:55:50,442 - INFO - Training: cls_zice: 53.12352482319491; reg_zipnll: 189.6770916230268; aux_mae_loss_1: 114.22575789797276; aux_mae_loss_2: 16.7293863884894; aux_mae_loss_4: 2.4860945504857828; cnt_loss: 8.205926379691666; 2025-08-15 10:55:50,443 - INFO - Evaluation: Curr mae: 63.7074; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 495.5901; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2535; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 10:55:50,443 - INFO - Epoch: 1246 / 1300 lr: 2.793e-06 2025-08-15 10:57:27,575 - INFO - Training: cls_zice: 52.56413528736882; reg_zipnll: 197.50617511229527; aux_mae_loss_1: 112.67669707643955; aux_mae_loss_2: 16.48603265328395; aux_mae_loss_4: 2.421394435176506; cnt_loss: 7.323780357990902; 2025-08-15 10:57:27,576 - INFO - Evaluation: Curr mae: 64.2996; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 504.8497; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2241; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 10:57:27,576 - INFO - Epoch: 1247 / 1300 lr: 2.729e-06 2025-08-15 10:59:06,024 - INFO - Training: cls_zice: 52.540674117238176; reg_zipnll: 197.32332997947242; aux_mae_loss_1: 111.8564858718519; aux_mae_loss_2: 16.343201596816584; aux_mae_loss_4: 2.420066766076958; cnt_loss: 7.8351740167502575; 2025-08-15 10:59:06,026 - INFO - Evaluation: Curr mae: 64.4673; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 509.8469; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2451; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 10:59:06,026 - INFO - Epoch: 1248 / 1300 lr: 2.666e-06 2025-08-15 11:00:44,130 - INFO - Training: cls_zice: 53.07162674694564; reg_zipnll: 197.4295526862451; aux_mae_loss_1: 113.59607753165277; aux_mae_loss_2: 16.600591537578552; aux_mae_loss_4: 2.461151856076748; cnt_loss: 7.917603466841739; 2025-08-15 11:00:44,132 - INFO - Evaluation: Curr mae: 65.2969; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 524.7933; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2415; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 11:00:44,132 - INFO - Epoch: 1249 / 1300 lr: 2.604e-06 2025-08-15 11:02:22,965 - INFO - Training: cls_zice: 54.9105074622867; reg_zipnll: 197.7060951487877; aux_mae_loss_1: 113.00335126057995; aux_mae_loss_2: 16.495850349146785; aux_mae_loss_4: 2.432475348364725; cnt_loss: 7.814657037852663; 2025-08-15 11:02:22,966 - INFO - Evaluation: Curr mae: 64.4650; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 494.3456; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2429; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 11:02:22,967 - INFO - Epoch: 1250 / 1300 lr: 2.543e-06 2025-08-15 11:04:01,751 - INFO - Training: cls_zice: 50.61205332785615; reg_zipnll: 205.82224902273143; aux_mae_loss_1: 109.91650739243221; aux_mae_loss_2: 15.976266010867906; aux_mae_loss_4: 2.3449218758887067; cnt_loss: 6.9949071998767804; 2025-08-15 11:04:01,752 - INFO - Evaluation: Curr mae: 64.1494; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 506.6426; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2044; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 11:04:02,351 - INFO - Epoch: 1251 / 1300 lr: 2.483e-06 2025-08-15 11:05:39,810 - INFO - Training: cls_zice: 53.16189877301991; reg_zipnll: 197.75119186244464; aux_mae_loss_1: 113.09001649988954; aux_mae_loss_2: 16.58087138712866; aux_mae_loss_4: 2.451980978403729; cnt_loss: 8.264790911754176; 2025-08-15 11:05:39,811 - INFO - Evaluation: Curr mae: 64.0299; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 515.7876; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2038; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 11:05:39,812 - INFO - Epoch: 1252 / 1300 lr: 2.425e-06 2025-08-15 11:07:17,815 - INFO - Training: cls_zice: 52.87381682914603; reg_zipnll: 197.9851199495762; aux_mae_loss_1: 112.38438301282554; aux_mae_loss_2: 16.450852570006656; aux_mae_loss_4: 2.4404017658650417; cnt_loss: 8.063056919446028; 2025-08-15 11:07:17,816 - INFO - Evaluation: Curr mae: 64.3680; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 517.5908; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2291; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 11:07:17,816 - INFO - Epoch: 1253 / 1300 lr: 2.368e-06 2025-08-15 11:08:55,831 - INFO - Training: cls_zice: 55.08638747852382; reg_zipnll: 203.28840308691971; aux_mae_loss_1: 114.56700290199417; aux_mae_loss_2: 16.70759597351741; aux_mae_loss_4: 2.4522762165277965; cnt_loss: 7.906934332418564; 2025-08-15 11:08:55,832 - INFO - Evaluation: Curr mae: 65.6872; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 524.7579; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.1907; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 11:08:55,832 - INFO - Epoch: 1254 / 1300 lr: 2.312e-06 2025-08-15 11:10:34,831 - INFO - Training: cls_zice: 55.37166233353106; reg_zipnll: 193.25625090120997; aux_mae_loss_1: 114.3809679124533; aux_mae_loss_2: 16.683481922492884; aux_mae_loss_4: 2.457773139820001; cnt_loss: 7.467712487843472; 2025-08-15 11:10:34,833 - INFO - Evaluation: Curr mae: 64.3434; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 525.6658; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2191; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 11:10:34,833 - INFO - Epoch: 1255 / 1300 lr: 2.257e-06 2025-08-15 11:12:12,333 - INFO - Training: cls_zice: 52.955029723576835; reg_zipnll: 197.2220506741639; aux_mae_loss_1: 114.58862981085299; aux_mae_loss_2: 16.785025917165996; aux_mae_loss_4: 2.4874766390090737; cnt_loss: 7.715440859984616; 2025-08-15 11:12:12,335 - INFO - Evaluation: Curr mae: 63.5370; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 502.1860; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.1895; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 11:12:12,335 - INFO - Epoch: 1256 / 1300 lr: 2.203e-06 2025-08-15 11:13:50,318 - INFO - Training: cls_zice: 53.93670803231874; reg_zipnll: 192.73408374443153; aux_mae_loss_1: 113.53821743668504; aux_mae_loss_2: 16.580299656924367; aux_mae_loss_4: 2.443847248670681; cnt_loss: 7.510303965264543; 2025-08-15 11:13:50,320 - INFO - Evaluation: Curr mae: 65.7440; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 530.1029; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.1836; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 11:13:50,320 - INFO - Epoch: 1257 / 1300 lr: 2.150e-06 2025-08-15 11:15:28,818 - INFO - Training: cls_zice: 54.847152332567006; reg_zipnll: 193.75054858582797; aux_mae_loss_1: 115.0814182090269; aux_mae_loss_2: 16.84768835836327; aux_mae_loss_4: 2.4850914426971524; cnt_loss: 7.783008354488559; 2025-08-15 11:15:28,819 - INFO - Evaluation: Curr mae: 64.4942; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 516.2571; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2175; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 11:15:28,820 - INFO - Epoch: 1258 / 1300 lr: 2.099e-06 2025-08-15 11:17:07,546 - INFO - Training: cls_zice: 56.26354733504029; reg_zipnll: 194.95636939512121; aux_mae_loss_1: 116.88110773728869; aux_mae_loss_2: 17.128313313413095; aux_mae_loss_4: 2.5463158551096; cnt_loss: 7.797229682112108; 2025-08-15 11:17:07,548 - INFO - Evaluation: Curr mae: 65.6558; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 536.9936; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.1879; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 11:17:07,548 - INFO - Epoch: 1259 / 1300 lr: 2.048e-06 2025-08-15 11:18:45,582 - INFO - Training: cls_zice: 50.8807004470292; reg_zipnll: 197.97294960904551; aux_mae_loss_1: 110.57908771338377; aux_mae_loss_2: 16.131402718070845; aux_mae_loss_4: 2.3810553535397685; cnt_loss: 7.301423710538673; 2025-08-15 11:18:45,585 - INFO - Evaluation: Curr mae: 67.6431; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 540.9609; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2073; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 11:18:45,585 - INFO - Epoch: 1260 / 1300 lr: 1.999e-06 2025-08-15 11:20:22,871 - INFO - Training: cls_zice: 55.2994335555019; reg_zipnll: 190.24731829724152; aux_mae_loss_1: 117.62451148829913; aux_mae_loss_2: 17.264040867896192; aux_mae_loss_4: 2.566479422899016; cnt_loss: 7.7593555355439765; 2025-08-15 11:20:22,872 - INFO - Evaluation: Curr mae: 62.9083; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 516.5624; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2079; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 11:20:22,873 - INFO - Epoch: 1261 / 1300 lr: 1.951e-06 2025-08-15 11:22:02,057 - INFO - Training: cls_zice: 54.002133255829236; reg_zipnll: 195.93646858529138; aux_mae_loss_1: 113.34704496192442; aux_mae_loss_2: 16.50370125752182; aux_mae_loss_4: 2.4275536258683412; cnt_loss: 7.104277351368363; 2025-08-15 11:22:02,058 - INFO - Evaluation: Curr mae: 65.3352; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 530.5817; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.1893; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 11:22:02,058 - INFO - Epoch: 1262 / 1300 lr: 1.904e-06 2025-08-15 11:23:39,361 - INFO - Training: cls_zice: 54.22011758410073; reg_zipnll: 194.7777043908911; aux_mae_loss_1: 115.24588860460297; aux_mae_loss_2: 16.853370736987547; aux_mae_loss_4: 2.5019630336209864; cnt_loss: 8.029905861478232; 2025-08-15 11:23:39,362 - INFO - Evaluation: Curr mae: 65.9455; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 529.1515; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.1877; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 11:23:39,362 - INFO - Epoch: 1263 / 1300 lr: 1.859e-06 2025-08-15 11:25:17,632 - INFO - Training: cls_zice: 53.37370963386981; reg_zipnll: 199.96652556078598; aux_mae_loss_1: 111.6268933573235; aux_mae_loss_2: 16.236068300845385; aux_mae_loss_4: 2.3879041827276617; cnt_loss: 7.556686677479193; 2025-08-15 11:25:17,633 - INFO - Evaluation: Curr mae: 65.8029; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 530.2964; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2241; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 11:25:17,633 - INFO - Epoch: 1264 / 1300 lr: 1.814e-06 2025-08-15 11:26:55,977 - INFO - Training: cls_zice: 55.73444994337914; reg_zipnll: 192.82172914519714; aux_mae_loss_1: 114.44730248242847; aux_mae_loss_2: 16.691155577686576; aux_mae_loss_4: 2.4692569900600954; cnt_loss: 8.427857945694715; 2025-08-15 11:26:55,979 - INFO - Evaluation: Curr mae: 63.2390; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 515.0078; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2037; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 11:26:55,979 - INFO - Epoch: 1265 / 1300 lr: 1.771e-06 2025-08-15 11:28:34,426 - INFO - Training: cls_zice: 54.611457506458066; reg_zipnll: 201.4405528070994; aux_mae_loss_1: 114.33513271410239; aux_mae_loss_2: 16.734452970843083; aux_mae_loss_4: 2.4732615255145; cnt_loss: 7.048005128887441; 2025-08-15 11:28:34,428 - INFO - Evaluation: Curr mae: 66.0677; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 553.0521; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.1947; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 11:28:34,428 - INFO - Epoch: 1266 / 1300 lr: 1.729e-06 2025-08-15 11:30:12,486 - INFO - Training: cls_zice: 53.17672021702354; reg_zipnll: 194.57704177307286; aux_mae_loss_1: 113.31413575003263; aux_mae_loss_2: 16.584998743699572; aux_mae_loss_4: 2.441041147187927; cnt_loss: 7.975818644146074; 2025-08-15 11:30:12,487 - INFO - Evaluation: Curr mae: 67.3280; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 558.5097; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.1858; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 11:30:12,487 - INFO - Epoch: 1267 / 1300 lr: 1.688e-06 2025-08-15 11:31:51,111 - INFO - Training: cls_zice: 52.24287347258057; reg_zipnll: 195.11592511959125; aux_mae_loss_1: 111.48804704327816; aux_mae_loss_2: 16.288119797841443; aux_mae_loss_4: 2.396905025510371; cnt_loss: 7.302520344067355; 2025-08-15 11:31:51,112 - INFO - Evaluation: Curr mae: 66.3485; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 549.1495; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2015; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 11:31:51,112 - INFO - Epoch: 1268 / 1300 lr: 1.648e-06 2025-08-15 11:33:28,861 - INFO - Training: cls_zice: 52.824787524986085; reg_zipnll: 197.95998968501937; aux_mae_loss_1: 113.44166009407729; aux_mae_loss_2: 16.555951735047877; aux_mae_loss_4: 2.438723063560868; cnt_loss: 7.768921770902403; 2025-08-15 11:33:28,863 - INFO - Evaluation: Curr mae: 63.5333; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 509.3246; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2088; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 11:33:28,863 - INFO - Epoch: 1269 / 1300 lr: 1.609e-06 2025-08-15 11:35:06,933 - INFO - Training: cls_zice: 51.21841741251762; reg_zipnll: 195.18545298343452; aux_mae_loss_1: 112.36052405251942; aux_mae_loss_2: 16.413921612393885; aux_mae_loss_4: 2.419882905513891; cnt_loss: 7.453254243095614; 2025-08-15 11:35:06,935 - INFO - Evaluation: Curr mae: 65.3645; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 546.1113; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.1791; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 11:35:06,935 - INFO - Epoch: 1270 / 1300 lr: 1.572e-06 2025-08-15 11:36:44,915 - INFO - Training: cls_zice: 53.55860726646409; reg_zipnll: 192.36898793414196; aux_mae_loss_1: 113.01982243202033; aux_mae_loss_2: 16.552410459150693; aux_mae_loss_4: 2.4417760156114183; cnt_loss: 8.057180537049751; 2025-08-15 11:36:44,916 - INFO - Evaluation: Curr mae: 65.2123; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 532.9424; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.1924; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 11:36:44,916 - INFO - Epoch: 1271 / 1300 lr: 1.536e-06 2025-08-15 11:38:24,099 - INFO - Training: cls_zice: 53.38463173285701; reg_zipnll: 200.0822033918915; aux_mae_loss_1: 114.2937748720223; aux_mae_loss_2: 16.699486386806615; aux_mae_loss_4: 2.4789913534198753; cnt_loss: 7.908651852669017; 2025-08-15 11:38:24,100 - INFO - Evaluation: Curr mae: 64.8491; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 528.5839; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2366; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 11:38:24,100 - INFO - Epoch: 1272 / 1300 lr: 1.501e-06 2025-08-15 11:40:03,450 - INFO - Training: cls_zice: 53.1738017748438; reg_zipnll: 202.25883376996745; aux_mae_loss_1: 113.12888846360626; aux_mae_loss_2: 16.479698405474196; aux_mae_loss_4: 2.4238242217385064; cnt_loss: 7.395233293119004; 2025-08-15 11:40:03,451 - INFO - Evaluation: Curr mae: 64.3147; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 532.3047; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2174; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 11:40:03,451 - INFO - Epoch: 1273 / 1300 lr: 1.467e-06 2025-08-15 11:41:41,578 - INFO - Training: cls_zice: 53.832139129082464; reg_zipnll: 192.2202621204994; aux_mae_loss_1: 115.11038509064898; aux_mae_loss_2: 16.90164921277593; aux_mae_loss_4: 2.510838446396482; cnt_loss: 8.183111404085526; 2025-08-15 11:41:41,579 - INFO - Evaluation: Curr mae: 62.9164; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 506.7003; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2022; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 11:41:41,579 - INFO - Epoch: 1274 / 1300 lr: 1.434e-06 2025-08-15 11:43:20,174 - INFO - Training: cls_zice: 54.146662225185445; reg_zipnll: 192.71745619982252; aux_mae_loss_1: 113.90543241427306; aux_mae_loss_2: 16.693484935785015; aux_mae_loss_4: 2.472153842142738; cnt_loss: 7.892777080707501; 2025-08-15 11:43:20,176 - INFO - Evaluation: Curr mae: 64.7402; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 529.8717; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2129; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 11:43:20,176 - INFO - Epoch: 1275 / 1300 lr: 1.403e-06 2025-08-15 11:44:59,962 - INFO - Training: cls_zice: 53.591609794713534; reg_zipnll: 199.58580402482139; aux_mae_loss_1: 113.91076381899092; aux_mae_loss_2: 16.694130823360922; aux_mae_loss_4: 2.466165272925997; cnt_loss: 7.913357491971288; 2025-08-15 11:44:59,963 - INFO - Evaluation: Curr mae: 63.5712; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 511.0039; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2117; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 11:44:59,963 - INFO - Epoch: 1276 / 1300 lr: 1.372e-06 2025-08-15 11:46:38,038 - INFO - Training: cls_zice: 51.59580952867597; reg_zipnll: 198.03391700783854; aux_mae_loss_1: 112.6753304881118; aux_mae_loss_2: 16.556034108360507; aux_mae_loss_4: 2.4635980388192715; cnt_loss: 7.1795739955951134; 2025-08-15 11:46:38,039 - INFO - Evaluation: Curr mae: 63.4653; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 499.6870; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2465; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 11:46:38,039 - INFO - Epoch: 1277 / 1300 lr: 1.343e-06 2025-08-15 11:48:16,240 - INFO - Training: cls_zice: 52.628832690283694; reg_zipnll: 202.92629322356; aux_mae_loss_1: 111.867781577809; aux_mae_loss_2: 16.292402835002594; aux_mae_loss_4: 2.400176298189286; cnt_loss: 7.628436422899633; 2025-08-15 11:48:16,242 - INFO - Evaluation: Curr mae: 65.1711; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 520.4082; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2084; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 11:48:16,242 - INFO - Epoch: 1278 / 1300 lr: 1.315e-06 2025-08-15 11:49:54,013 - INFO - Training: cls_zice: 55.145908481510865; reg_zipnll: 195.85752301350965; aux_mae_loss_1: 113.8870060879038; aux_mae_loss_2: 16.600421797646963; aux_mae_loss_4: 2.4400450621748337; cnt_loss: 7.392078125231676; 2025-08-15 11:49:54,014 - INFO - Evaluation: Curr mae: 65.5669; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 543.2278; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.1763; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 11:49:54,014 - INFO - Epoch: 1279 / 1300 lr: 1.288e-06 2025-08-15 11:51:32,284 - INFO - Training: cls_zice: 55.34483763142693; reg_zipnll: 191.88446522494516; aux_mae_loss_1: 113.70184246249555; aux_mae_loss_2: 16.609808712201744; aux_mae_loss_4: 2.430791865967233; cnt_loss: 7.94368066426108; 2025-08-15 11:51:32,285 - INFO - Evaluation: Curr mae: 66.3632; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 558.0529; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.1977; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 11:51:32,285 - INFO - Epoch: 1280 / 1300 lr: 1.263e-06 2025-08-15 11:53:09,663 - INFO - Training: cls_zice: 54.45091862068691; reg_zipnll: 203.87402776213108; aux_mae_loss_1: 112.72293501709298; aux_mae_loss_2: 16.44146630451428; aux_mae_loss_4: 2.418614827268841; cnt_loss: 7.888300201427048; 2025-08-15 11:53:09,664 - INFO - Evaluation: Curr mae: 63.8822; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 529.6879; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.1968; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 11:53:09,664 - INFO - Epoch: 1281 / 1300 lr: 1.238e-06 2025-08-15 11:54:48,229 - INFO - Training: cls_zice: 54.03498962345344; reg_zipnll: 196.20020580046588; aux_mae_loss_1: 113.86638080430215; aux_mae_loss_2: 16.670679300180744; aux_mae_loss_4: 2.4538789828209766; cnt_loss: 7.749768264342703; 2025-08-15 11:54:48,230 - INFO - Evaluation: Curr mae: 64.2360; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 530.3195; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2017; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 11:54:48,230 - INFO - Epoch: 1282 / 1300 lr: 1.215e-06 2025-08-15 11:56:26,440 - INFO - Training: cls_zice: 52.92778287946718; reg_zipnll: 197.00881293132556; aux_mae_loss_1: 112.51734320731273; aux_mae_loss_2: 16.443015143313566; aux_mae_loss_4: 2.420683124377979; cnt_loss: 7.401312233396545; 2025-08-15 11:56:26,441 - INFO - Evaluation: Curr mae: 63.3099; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 498.3100; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2513; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 11:56:26,441 - INFO - Epoch: 1283 / 1300 lr: 1.193e-06 2025-08-15 11:58:04,613 - INFO - Training: cls_zice: 52.70302401471567; reg_zipnll: 195.41614180420237; aux_mae_loss_1: 113.77316338605317; aux_mae_loss_2: 16.682893870728794; aux_mae_loss_4: 2.475541544450892; cnt_loss: 7.781967100570012; 2025-08-15 11:58:04,615 - INFO - Evaluation: Curr mae: 65.1408; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 530.2139; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2548; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 11:58:04,615 - INFO - Epoch: 1284 / 1300 lr: 1.172e-06 2025-08-15 11:59:43,733 - INFO - Training: cls_zice: 56.2609646526048; reg_zipnll: 198.66748195932578; aux_mae_loss_1: 115.50827560817062; aux_mae_loss_2: 16.872380036008387; aux_mae_loss_4: 2.5133088044151854; cnt_loss: 7.510294851270004; 2025-08-15 11:59:43,734 - INFO - Evaluation: Curr mae: 64.9192; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 527.4673; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2137; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 11:59:43,734 - INFO - Epoch: 1285 / 1300 lr: 1.153e-06 2025-08-15 12:01:22,287 - INFO - Training: cls_zice: 53.1649563103378; reg_zipnll: 197.70010251435033; aux_mae_loss_1: 113.01605358957325; aux_mae_loss_2: 16.632100974992493; aux_mae_loss_4: 2.460465447072198; cnt_loss: 7.591267433448438; 2025-08-15 12:01:22,289 - INFO - Evaluation: Curr mae: 65.1421; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 523.9860; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2346; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 12:01:22,289 - INFO - Epoch: 1286 / 1300 lr: 1.134e-06 2025-08-15 12:03:00,276 - INFO - Training: cls_zice: 52.888928945734136; reg_zipnll: 201.70317012424027; aux_mae_loss_1: 114.54311169818006; aux_mae_loss_2: 16.772084369144586; aux_mae_loss_4: 2.468069727592419; cnt_loss: 7.540217251887971; 2025-08-15 12:03:00,277 - INFO - Evaluation: Curr mae: 65.6069; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 536.1357; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2157; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 12:03:00,277 - INFO - Epoch: 1287 / 1300 lr: 1.117e-06 2025-08-15 12:04:38,582 - INFO - Training: cls_zice: 53.49499203540519; reg_zipnll: 200.55636591776477; aux_mae_loss_1: 115.78112547808257; aux_mae_loss_2: 16.915774428139617; aux_mae_loss_4: 2.500544456559159; cnt_loss: 7.5801173662311925; 2025-08-15 12:04:38,583 - INFO - Evaluation: Curr mae: 66.2402; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 532.1314; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2408; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 12:04:38,584 - INFO - Epoch: 1288 / 1300 lr: 1.101e-06 2025-08-15 12:06:16,327 - INFO - Training: cls_zice: 52.55462927480436; reg_zipnll: 193.9117105184913; aux_mae_loss_1: 111.4425868448684; aux_mae_loss_2: 16.27429379963323; aux_mae_loss_4: 2.4009145870613255; cnt_loss: 7.636613551632604; 2025-08-15 12:06:16,329 - INFO - Evaluation: Curr mae: 64.6827; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 510.6124; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2219; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 12:06:16,329 - INFO - Epoch: 1289 / 1300 lr: 1.086e-06 2025-08-15 12:07:54,659 - INFO - Training: cls_zice: 53.90798469565828; reg_zipnll: 194.98991512210327; aux_mae_loss_1: 114.54469595960602; aux_mae_loss_2: 16.819026972763336; aux_mae_loss_4: 2.514643588991582; cnt_loss: 8.31379003880263; 2025-08-15 12:07:54,660 - INFO - Evaluation: Curr mae: 66.2123; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 548.6636; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2425; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 12:07:54,661 - INFO - Epoch: 1290 / 1300 lr: 1.072e-06 2025-08-15 12:09:33,238 - INFO - Training: cls_zice: 53.18788975953654; reg_zipnll: 196.67412094469242; aux_mae_loss_1: 113.58634935982123; aux_mae_loss_2: 16.556127130219135; aux_mae_loss_4: 2.4473156139905776; cnt_loss: 8.006798835830395; 2025-08-15 12:09:33,240 - INFO - Evaluation: Curr mae: 66.0264; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 546.0058; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2465; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 12:09:33,240 - INFO - Epoch: 1291 / 1300 lr: 1.060e-06 2025-08-15 12:11:11,530 - INFO - Training: cls_zice: 56.52419884299864; reg_zipnll: 194.01953666314367; aux_mae_loss_1: 116.12448559935112; aux_mae_loss_2: 16.926557725376824; aux_mae_loss_4: 2.5111712421120593; cnt_loss: 7.943263476949118; 2025-08-15 12:11:11,531 - INFO - Evaluation: Curr mae: 64.9718; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 503.8409; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2492; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 12:11:11,531 - INFO - Epoch: 1292 / 1300 lr: 1.048e-06 2025-08-15 12:12:49,144 - INFO - Training: cls_zice: 52.40458575097944; reg_zipnll: 201.32095605609962; aux_mae_loss_1: 113.89890322158146; aux_mae_loss_2: 16.673493475411423; aux_mae_loss_4: 2.4694559255418556; cnt_loss: 7.500212232680431; 2025-08-15 12:12:49,145 - INFO - Evaluation: Curr mae: 64.9394; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 534.8762; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2464; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 12:12:49,145 - INFO - Epoch: 1293 / 1300 lr: 1.038e-06 2025-08-15 12:14:28,471 - INFO - Training: cls_zice: 54.113538390566575; reg_zipnll: 194.99184153441598; aux_mae_loss_1: 114.11979375706846; aux_mae_loss_2: 16.71381289119279; aux_mae_loss_4: 2.477658431297096; cnt_loss: 8.008207222796344; 2025-08-15 12:14:28,472 - INFO - Evaluation: Curr mae: 64.9026; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 527.6332; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2413; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 12:14:28,472 - INFO - Epoch: 1294 / 1300 lr: 1.029e-06 2025-08-15 12:16:07,331 - INFO - Training: cls_zice: 54.4564091582378; reg_zipnll: 193.001940180526; aux_mae_loss_1: 115.34635529849093; aux_mae_loss_2: 16.89720466939833; aux_mae_loss_4: 2.497743153250309; cnt_loss: 7.961972781808947; 2025-08-15 12:16:07,332 - INFO - Evaluation: Curr mae: 64.9105; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 525.0196; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2329; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 12:16:07,332 - INFO - Epoch: 1295 / 1300 lr: 1.021e-06 2025-08-15 12:17:46,158 - INFO - Training: cls_zice: 55.51314459235472; reg_zipnll: 196.96653837287334; aux_mae_loss_1: 114.76818451476893; aux_mae_loss_2: 16.689023103076572; aux_mae_loss_4: 2.4595237257088365; cnt_loss: 7.817708460408189; 2025-08-15 12:17:46,160 - INFO - Evaluation: Curr mae: 64.4008; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 524.7978; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2453; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 12:17:46,160 - INFO - Epoch: 1296 / 1300 lr: 1.015e-06 2025-08-15 12:19:23,731 - INFO - Training: cls_zice: 53.624019926571904; reg_zipnll: 197.32781976538024; aux_mae_loss_1: 113.19064435002737; aux_mae_loss_2: 16.539070658941196; aux_mae_loss_4: 2.447229524351331; cnt_loss: 7.93084898430155; 2025-08-15 12:19:23,732 - INFO - Evaluation: Curr mae: 66.0022; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 529.0042; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2114; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 12:19:23,732 - INFO - Epoch: 1297 / 1300 lr: 1.010e-06 2025-08-15 12:21:01,674 - INFO - Training: cls_zice: 54.857043311497854; reg_zipnll: 201.1651633686762; aux_mae_loss_1: 114.55729968014597; aux_mae_loss_2: 16.709615614849376; aux_mae_loss_4: 2.4682244117584817; cnt_loss: 7.492341377894492; 2025-08-15 12:21:01,675 - INFO - Evaluation: Curr mae: 64.5698; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 517.3595; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2099; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 12:21:01,676 - INFO - Epoch: 1298 / 1300 lr: 1.005e-06 2025-08-15 12:22:40,302 - INFO - Training: cls_zice: 57.37845905163447; reg_zipnll: 203.85289443734374; aux_mae_loss_1: 115.71301124396238; aux_mae_loss_2: 16.817280705606418; aux_mae_loss_4: 2.49071166095513; cnt_loss: 8.089361949414398; 2025-08-15 12:22:40,303 - INFO - Evaluation: Curr mae: 63.4125; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 510.4173; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2338; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 12:22:40,303 - INFO - Epoch: 1299 / 1300 lr: 1.002e-06 2025-08-15 12:24:17,976 - INFO - Training: cls_zice: 49.45253890595736; reg_zipnll: 199.02226858457746; aux_mae_loss_1: 108.59076225604373; aux_mae_loss_2: 15.90308046647393; aux_mae_loss_4: 2.3325582720473372; cnt_loss: 7.622711587687691; 2025-08-15 12:24:17,977 - INFO - Evaluation: Curr mae: 63.9583; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 512.7153; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2292; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513; 2025-08-15 12:24:17,977 - INFO - Epoch: 1300 / 1300 lr: 1.001e-06 2025-08-15 12:25:55,348 - INFO - Training: cls_zice: 52.75835625762192; reg_zipnll: 194.84043485156062; aux_mae_loss_1: 113.18089552832753; aux_mae_loss_2: 16.525709812929207; aux_mae_loss_4: 2.450351141565563; cnt_loss: 7.894723726268905; 2025-08-15 12:25:55,350 - INFO - Evaluation: Curr mae: 62.7507; Best mae: 56.2711; 56.6699; 57.7004; 58.6172; 59.1228; Curr rmse: 504.6551; Best rmse: 292.5326; 322.9281; 337.9605; 339.0178; 341.8725; Curr nae: 0.2021; Best nae: 0.1406; 0.1444; 0.1453; 0.1499; 0.1513;