diff --git "a/checkpoints/sha/best_mae.log" "b/checkpoints/sha/best_mae.log" new file mode 100644--- /dev/null +++ "b/checkpoints/sha/best_mae.log" @@ -0,0 +1,11288 @@ +2025-07-05 01:34:12,787 - INFO - model_name : mobilenetv4_conv_medium +block_size : 8 +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 : sha +in_memory_dataset: False +input_size : 224 +batch_size : 8 +num_crops : 2 +aug_min_scale : 0.75 +aug_max_scale : 2.0 +aug_brightness : 0.15 +aug_contrast : 0.15 +aug_saturation : 0.1 +aug_hue : 0.0 +aug_kernel_size: None +aug_saltiness : 0.001 +aug_spiciness : 0.001 +aug_blur_prob : 0.0 +sliding_window : False +stride : 224 +max_input_size : 4096 +max_num_windows: 64 +resize_to_multiple: False +reg_loss : zipnll +aux_loss : msmae +weight_cls : 1.0 +weight_reg : 1.0 +weight_aux : 0.025 +numItermax : None +regularization : None +scales : [1, 2, 4] +min_scale_weight: 0.0 +max_scale_weight: 1.0 +alpha : 0.5 +optimizer : adam +lr : 0.0001 +vpt_lr : None +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 : ebc_t_8_224x2_msmae_1_2_4_t +total_epochs : 1300 +eval_start : 100 +eval_freq : 0.25 +save_freq : 50 +save_best_k : 5 +amp : True +num_workers : 8 +local_rank : 0 +seed : 42 +nprocs : 1 +ckpt_dir : /dcs/large/u2005387/CLIP-EBC-Dev/checkpoints/sha/ebc_t_8_224x2_msmae_1_2_4_t +bins : [(0.0, 0.0), (1.0, 1.0), (2.0, 2.0), (3.0, 3.0), (4.0, inf)] +bin_centers : [0.0, 1.0, 2.0, 3.0, 4.315517324699174] +bin_counts : [208176274, 9201723, 414603, 70943, 20693] +2025-07-05 01:34:12,787 - INFO - Total parameters: 12,396,998 +Trainable parameters: 12,396,998 +Non-trainable parameters: 0 + +2025-07-05 01:34:12,789 - INFO - Epoch: 0001 / 1300 lr: 1.000e-05 +2025-07-05 01:34:17,080 - INFO - Training: cls_zice: 864.5097415321752; reg_zipnll: 1610.1029116981908; aux_mae_loss_1: 1400.738110994038; aux_mae_loss_2: 343.97682270250823; aux_mae_loss_4: 84.76155652497944; cnt_loss: 1334.8032740542762; + + +2025-07-05 01:34:17,081 - INFO - Epoch: 0002 / 1300 lr: 1.096e-05 +2025-07-05 01:34:20,543 - INFO - Training: cls_zice: 731.4790352269223; reg_zipnll: 1391.294867264597; aux_mae_loss_1: 951.5476491827714; aux_mae_loss_2: 232.49577652780633; aux_mae_loss_4: 56.56074222765471; cnt_loss: 853.4545304147821; + + +2025-07-05 01:34:20,544 - INFO - Epoch: 0003 / 1300 lr: 1.202e-05 +2025-07-05 01:34:24,433 - INFO - Training: cls_zice: 556.8616638183594; reg_zipnll: 1161.2857971191406; aux_mae_loss_1: 683.0136831183182; aux_mae_loss_2: 165.48462395918997; aux_mae_loss_4: 39.696734077052064; cnt_loss: 572.6459543328536; + + +2025-07-05 01:34:24,433 - INFO - Epoch: 0004 / 1300 lr: 1.318e-05 +2025-07-05 01:34:27,852 - INFO - Training: cls_zice: 338.8739073903937; reg_zipnll: 973.6110631039268; aux_mae_loss_1: 508.9617518374794; aux_mae_loss_2: 121.70875208001388; aux_mae_loss_4: 28.783459964551422; cnt_loss: 399.2422702186986; + + +2025-07-05 01:34:27,852 - INFO - Epoch: 0005 / 1300 lr: 1.445e-05 +2025-07-05 01:34:31,222 - INFO - Training: cls_zice: 236.81129957500258; reg_zipnll: 772.033656873201; aux_mae_loss_1: 374.261150962428; aux_mae_loss_2: 87.8468515496505; aux_mae_loss_4: 20.31988763809204; cnt_loss: 261.27690164666427; + + +2025-07-05 01:34:31,222 - INFO - Epoch: 0006 / 1300 lr: 1.585e-05 +2025-07-05 01:34:34,640 - INFO - Training: cls_zice: 156.2661374744616; reg_zipnll: 645.6520289370889; aux_mae_loss_1: 295.42367593865646; aux_mae_loss_2: 67.58591410988255; aux_mae_loss_4: 15.328412332032856; cnt_loss: 185.71573317678352; + + +2025-07-05 01:34:34,641 - INFO - Epoch: 0007 / 1300 lr: 1.738e-05 +2025-07-05 01:34:38,116 - INFO - Training: cls_zice: 96.3272378821122; reg_zipnll: 541.9516071520353; aux_mae_loss_1: 240.59179607190583; aux_mae_loss_2: 53.93172264099121; aux_mae_loss_4: 12.026298497852526; cnt_loss: 136.20626429507607; + + +2025-07-05 01:34:38,116 - INFO - Epoch: 0008 / 1300 lr: 1.905e-05 +2025-07-05 01:34:41,978 - INFO - Training: cls_zice: 102.28998477835404; reg_zipnll: 508.1945881090666; aux_mae_loss_1: 227.17606795461555; aux_mae_loss_2: 50.19662375199167; aux_mae_loss_4: 11.158791993793688; cnt_loss: 121.7064017245644; + + +2025-07-05 01:34:41,978 - INFO - Epoch: 0009 / 1300 lr: 2.089e-05 +2025-07-05 01:34:45,430 - INFO - Training: cls_zice: 73.2212969880355; reg_zipnll: 437.8760640997636; aux_mae_loss_1: 202.22276747854133; aux_mae_loss_2: 43.40638662639417; aux_mae_loss_4: 9.441090458317808; cnt_loss: 101.94030711525365; + + +2025-07-05 01:34:45,430 - INFO - Epoch: 0010 / 1300 lr: 2.291e-05 +2025-07-05 01:34:48,864 - INFO - Training: cls_zice: 57.20769258549339; reg_zipnll: 401.00446158961245; aux_mae_loss_1: 180.14599368446753; aux_mae_loss_2: 38.05898264834755; aux_mae_loss_4: 8.169822680322747; cnt_loss: 88.91836306923314; + + +2025-07-05 01:34:48,865 - INFO - Epoch: 0011 / 1300 lr: 2.512e-05 +2025-07-05 01:34:52,291 - INFO - Training: cls_zice: 47.92129467663012; reg_zipnll: 369.6050860756322; aux_mae_loss_1: 166.8714485168457; aux_mae_loss_2: 34.441935338472064; aux_mae_loss_4: 7.260130129362407; cnt_loss: 76.54136216013055; + + +2025-07-05 01:34:52,292 - INFO - Epoch: 0012 / 1300 lr: 2.754e-05 +2025-07-05 01:34:55,634 - INFO - Training: cls_zice: 49.05495515622591; reg_zipnll: 347.4393414949116; aux_mae_loss_1: 163.4320122568231; aux_mae_loss_2: 33.184308303029916; aux_mae_loss_4: 6.946368844885575; cnt_loss: 74.0535858555844; + + +2025-07-05 01:34:55,634 - INFO - Epoch: 0013 / 1300 lr: 3.020e-05 +2025-07-05 01:34:59,706 - INFO - Training: cls_zice: 42.53030693844745; reg_zipnll: 313.8492319207442; aux_mae_loss_1: 144.91037589625307; aux_mae_loss_2: 28.198595649317692; aux_mae_loss_4: 5.579500631282204; cnt_loss: 52.15942121806898; + + +2025-07-05 01:34:59,706 - INFO - Epoch: 0014 / 1300 lr: 3.311e-05 +2025-07-05 01:35:03,057 - INFO - Training: cls_zice: 40.84875192767695; reg_zipnll: 304.1530902260228; aux_mae_loss_1: 147.33429296393143; aux_mae_loss_2: 28.242394698293584; aux_mae_loss_4: 5.554633560933564; cnt_loss: 55.06607989261025; + + +2025-07-05 01:35:03,057 - INFO - Epoch: 0015 / 1300 lr: 3.631e-05 +2025-07-05 01:35:06,457 - INFO - Training: cls_zice: 37.66521979005713; reg_zipnll: 290.99933744731703; aux_mae_loss_1: 140.27167952688117; aux_mae_loss_2: 26.40735269847669; aux_mae_loss_4: 5.039791609111585; cnt_loss: 48.6105308030781; + + +2025-07-05 01:35:06,458 - INFO - Epoch: 0016 / 1300 lr: 3.981e-05 +2025-07-05 01:35:09,736 - INFO - Training: cls_zice: 35.214292319197405; reg_zipnll: 278.6791140907689; aux_mae_loss_1: 137.7185018439042; aux_mae_loss_2: 25.176576940636885; aux_mae_loss_4: 4.7526306039408635; cnt_loss: 47.9539515846654; + + +2025-07-05 01:35:09,736 - INFO - Epoch: 0017 / 1300 lr: 4.365e-05 +2025-07-05 01:35:13,252 - INFO - Training: cls_zice: 43.399867484444066; reg_zipnll: 281.51953044690583; aux_mae_loss_1: 138.4162782367907; aux_mae_loss_2: 25.455860238326224; aux_mae_loss_4: 4.81111488844219; cnt_loss: 48.22111109683388; + + +2025-07-05 01:35:13,253 - INFO - Epoch: 0018 / 1300 lr: 4.786e-05 +2025-07-05 01:35:17,081 - INFO - Training: cls_zice: 37.52366729786522; reg_zipnll: 266.68855767501026; aux_mae_loss_1: 140.7191501416658; aux_mae_loss_2: 25.67460938503868; aux_mae_loss_4: 4.796030333167629; cnt_loss: 48.49289848929957; + + +2025-07-05 01:35:17,081 - INFO - Epoch: 0019 / 1300 lr: 5.248e-05 +2025-07-05 01:35:20,466 - INFO - Training: cls_zice: 35.2885183095932; reg_zipnll: 270.4014185855263; aux_mae_loss_1: 137.8123883699116; aux_mae_loss_2: 24.74169803920545; aux_mae_loss_4: 4.60301883597123; cnt_loss: 45.37899526796843; + + +2025-07-05 01:35:20,467 - INFO - Epoch: 0020 / 1300 lr: 5.754e-05 +2025-07-05 01:35:23,745 - INFO - Training: cls_zice: 35.60921617558128; reg_zipnll: 259.7671970568205; aux_mae_loss_1: 137.06087132504112; aux_mae_loss_2: 24.402160795111406; aux_mae_loss_4: 4.444425068403545; cnt_loss: 42.118114371048776; + + +2025-07-05 01:35:23,745 - INFO - Epoch: 0021 / 1300 lr: 6.310e-05 +2025-07-05 01:35:27,253 - INFO - Training: cls_zice: 33.33408118549146; reg_zipnll: 258.79150872481495; aux_mae_loss_1: 136.16167329487047; aux_mae_loss_2: 24.529030824962415; aux_mae_loss_4: 4.649059038413198; cnt_loss: 49.94079656349985; + + +2025-07-05 01:35:27,253 - INFO - Epoch: 0022 / 1300 lr: 6.918e-05 +2025-07-05 01:35:30,860 - INFO - Training: cls_zice: 33.83572321502786; reg_zipnll: 259.4443748875668; aux_mae_loss_1: 132.13496318616365; aux_mae_loss_2: 23.573928080107038; aux_mae_loss_4: 4.286357465543245; cnt_loss: 43.22210452431127; + + +2025-07-05 01:35:30,861 - INFO - Epoch: 0023 / 1300 lr: 7.586e-05 +2025-07-05 01:35:34,423 - INFO - Training: cls_zice: 35.45489441721063; reg_zipnll: 248.53686242354544; aux_mae_loss_1: 132.22449352866724; aux_mae_loss_2: 23.29021584360223; aux_mae_loss_4: 4.225759939143532; cnt_loss: 41.644965071427194; + + +2025-07-05 01:35:34,423 - INFO - Epoch: 0024 / 1300 lr: 8.318e-05 +2025-07-05 01:35:37,958 - INFO - Training: cls_zice: 34.04148049731003; reg_zipnll: 252.28964474326685; aux_mae_loss_1: 136.4544213947497; aux_mae_loss_2: 24.319510183836286; aux_mae_loss_4: 4.532084188963237; cnt_loss: 49.58945073579487; + + +2025-07-05 01:35:37,958 - INFO - Epoch: 0025 / 1300 lr: 9.120e-05 +2025-07-05 01:35:41,354 - INFO - Training: cls_zice: 34.27354197753103; reg_zipnll: 252.75360107421875; aux_mae_loss_1: 130.7158512316252; aux_mae_loss_2: 23.24182179099635; aux_mae_loss_4: 4.265747628713909; cnt_loss: 42.840120014391445; + + +2025-07-05 01:35:41,354 - INFO - Epoch: 0026 / 1300 lr: 1.000e-04 +2025-07-05 01:35:44,824 - INFO - Training: cls_zice: 31.440774603893882; reg_zipnll: 244.60541574578536; aux_mae_loss_1: 130.28220929597555; aux_mae_loss_2: 22.502657689546282; aux_mae_loss_4: 4.01015651853461; cnt_loss: 40.775351875706725; + + +2025-07-05 01:35:44,824 - INFO - Epoch: 0027 / 1300 lr: 9.055e-05 +2025-07-05 01:35:48,542 - INFO - Training: cls_zice: 33.97921936135543; reg_zipnll: 248.14895951120477; aux_mae_loss_1: 137.613373405055; aux_mae_loss_2: 23.598260126615827; aux_mae_loss_4: 4.212674768347489; cnt_loss: 42.047484397888184; + + +2025-07-05 01:35:48,542 - INFO - Epoch: 0028 / 1300 lr: 6.580e-05 +2025-07-05 01:35:51,906 - INFO - Training: cls_zice: 37.3600648704328; reg_zipnll: 247.39763119346216; aux_mae_loss_1: 135.08371373226768; aux_mae_loss_2: 23.872186008252594; aux_mae_loss_4: 4.420648443071466; cnt_loss: 47.70429791902241; + + +2025-07-05 01:35:51,906 - INFO - Epoch: 0029 / 1300 lr: 3.520e-05 +2025-07-05 01:35:55,397 - INFO - Training: cls_zice: 30.528352630765813; reg_zipnll: 244.6669851604261; aux_mae_loss_1: 133.43942963449578; aux_mae_loss_2: 22.826753616333008; aux_mae_loss_4: 4.039295434951782; cnt_loss: 39.99104555029618; + + +2025-07-05 01:35:55,397 - INFO - Epoch: 0030 / 1300 lr: 1.045e-05 +2025-07-05 01:35:58,800 - INFO - Training: cls_zice: 32.92057242518977; reg_zipnll: 242.5915382786801; aux_mae_loss_1: 134.84623939112612; aux_mae_loss_2: 22.740666414562025; aux_mae_loss_4: 3.945516492191114; cnt_loss: 38.23846164502596; + + +2025-07-05 01:35:58,800 - INFO - Epoch: 0031 / 1300 lr: 1.000e-04 +2025-07-05 01:36:02,222 - INFO - Training: cls_zice: 30.87867381698207; reg_zipnll: 245.19851644415604; aux_mae_loss_1: 131.47057201987818; aux_mae_loss_2: 22.419541885978298; aux_mae_loss_4: 3.9825787230541834; cnt_loss: 40.69080214751394; + + +2025-07-05 01:36:02,223 - INFO - Epoch: 0032 / 1300 lr: 9.758e-05 +2025-07-05 01:36:05,901 - INFO - Training: cls_zice: 30.411911475031; reg_zipnll: 236.62987116763466; aux_mae_loss_1: 129.18133324070982; aux_mae_loss_2: 22.03087231987401; aux_mae_loss_4: 3.830862421738474; cnt_loss: 39.453147888183594; + + +2025-07-05 01:36:05,901 - INFO - Epoch: 0033 / 1300 lr: 9.055e-05 +2025-07-05 01:36:09,299 - INFO - Training: cls_zice: 29.912833533788984; reg_zipnll: 239.26655016447367; aux_mae_loss_1: 123.34540838944285; aux_mae_loss_2: 21.073156457198294; aux_mae_loss_4: 3.617649479916221; cnt_loss: 36.93102753789801; + + +2025-07-05 01:36:09,299 - INFO - Epoch: 0034 / 1300 lr: 7.960e-05 +2025-07-05 01:36:12,663 - INFO - Training: cls_zice: 34.81621165338316; reg_zipnll: 247.03521929289164; aux_mae_loss_1: 136.41918824848375; aux_mae_loss_2: 23.5938364330091; aux_mae_loss_4: 4.259701678627415; cnt_loss: 46.526235354574105; + + +2025-07-05 01:36:12,664 - INFO - Epoch: 0035 / 1300 lr: 6.580e-05 +2025-07-05 01:36:16,126 - INFO - Training: cls_zice: 30.8618912320388; reg_zipnll: 237.53430697792456; aux_mae_loss_1: 131.823526081286; aux_mae_loss_2: 22.760572584051836; aux_mae_loss_4: 4.046763972232216; cnt_loss: 41.86961565519634; + + +2025-07-05 01:36:16,126 - INFO - Epoch: 0036 / 1300 lr: 5.050e-05 +2025-07-05 01:36:19,645 - INFO - Training: cls_zice: 28.888062652788665; reg_zipnll: 233.6784539473684; aux_mae_loss_1: 127.40099435103566; aux_mae_loss_2: 21.150824145266885; aux_mae_loss_4: 3.605966411138836; cnt_loss: 34.80295211390445; + + +2025-07-05 01:36:19,645 - INFO - Epoch: 0037 / 1300 lr: 3.520e-05 +2025-07-05 01:36:23,306 - INFO - Training: cls_zice: 31.15989270649458; reg_zipnll: 232.4730594032689; aux_mae_loss_1: 125.14786971242805; aux_mae_loss_2: 21.333789850536146; aux_mae_loss_4: 3.6726613358447424; cnt_loss: 36.417962074279785; + + +2025-07-05 01:36:23,307 - INFO - Epoch: 0038 / 1300 lr: 2.140e-05 +2025-07-05 01:36:26,815 - INFO - Training: cls_zice: 31.55615575062601; reg_zipnll: 240.59979027195982; aux_mae_loss_1: 127.77726645218699; aux_mae_loss_2: 21.634696533805446; aux_mae_loss_4: 3.7450842731877376; cnt_loss: 37.190328321958845; + + +2025-07-05 01:36:26,815 - INFO - Epoch: 0039 / 1300 lr: 1.045e-05 +2025-07-05 01:36:30,217 - INFO - Training: cls_zice: 31.035568930600817; reg_zipnll: 240.05691327546774; aux_mae_loss_1: 125.95125077900134; aux_mae_loss_2: 21.290776202553197; aux_mae_loss_4: 3.5990006798192073; cnt_loss: 33.63995850713629; + + +2025-07-05 01:36:30,217 - INFO - Epoch: 0040 / 1300 lr: 3.423e-06 +2025-07-05 01:36:33,657 - INFO - Training: cls_zice: 28.861504881005537; reg_zipnll: 230.27569178531044; aux_mae_loss_1: 130.2549111215692; aux_mae_loss_2: 21.342440504776803; aux_mae_loss_4: 3.5885333952150846; cnt_loss: 34.75580333408556; + + +2025-07-05 01:36:33,658 - INFO - Epoch: 0041 / 1300 lr: 1.000e-04 +2025-07-05 01:36:37,138 - INFO - Training: cls_zice: 32.85054523850742; reg_zipnll: 243.89046096801758; aux_mae_loss_1: 133.22243941457648; aux_mae_loss_2: 22.637722642798174; aux_mae_loss_4: 4.046804089295237; cnt_loss: 43.35736771633751; + + +2025-07-05 01:36:37,139 - INFO - Epoch: 0042 / 1300 lr: 9.939e-05 +2025-07-05 01:36:40,741 - INFO - Training: cls_zice: 27.76448394750294; reg_zipnll: 230.5426025390625; aux_mae_loss_1: 119.86682670994809; aux_mae_loss_2: 20.51646237624319; aux_mae_loss_4: 3.518393485169662; cnt_loss: 33.2191700182463; + + +2025-07-05 01:36:40,741 - INFO - Epoch: 0043 / 1300 lr: 9.758e-05 +2025-07-05 01:36:44,208 - INFO - Training: cls_zice: 29.42477251981434; reg_zipnll: 232.82859199925474; aux_mae_loss_1: 125.1262112667686; aux_mae_loss_2: 20.898530834599544; aux_mae_loss_4: 3.4953533599251196; cnt_loss: 32.909458210593776; + + +2025-07-05 01:36:44,209 - INFO - Epoch: 0044 / 1300 lr: 9.460e-05 +2025-07-05 01:36:47,601 - INFO - Training: cls_zice: 33.90534188245472; reg_zipnll: 234.1385736967388; aux_mae_loss_1: 132.66576285111276; aux_mae_loss_2: 22.889088279322575; aux_mae_loss_4: 4.023838325550682; cnt_loss: 41.35699493006656; + + +2025-07-05 01:36:47,602 - INFO - Epoch: 0045 / 1300 lr: 9.055e-05 +2025-07-05 01:36:51,063 - INFO - Training: cls_zice: 35.21116654496444; reg_zipnll: 241.88571990163703; aux_mae_loss_1: 135.49206302040503; aux_mae_loss_2: 23.32469307748895; aux_mae_loss_4: 4.182967273812545; cnt_loss: 44.93936287729364; + + +2025-07-05 01:36:51,064 - INFO - Epoch: 0046 / 1300 lr: 8.550e-05 +2025-07-05 01:36:54,547 - INFO - Training: cls_zice: 31.186009545075265; reg_zipnll: 236.52247760170386; aux_mae_loss_1: 130.0585060119629; aux_mae_loss_2: 21.706171663183916; aux_mae_loss_4: 3.7328124548259534; cnt_loss: 37.11735715364155; + + +2025-07-05 01:36:54,548 - INFO - Epoch: 0047 / 1300 lr: 7.960e-05 +2025-07-05 01:36:57,855 - INFO - Training: cls_zice: 32.1456672015943; reg_zipnll: 236.1736393978721; aux_mae_loss_1: 128.5747194792095; aux_mae_loss_2: 21.516643975910387; aux_mae_loss_4: 3.6137802098926746; cnt_loss: 33.5173020362854; + + +2025-07-05 01:36:57,855 - INFO - Epoch: 0048 / 1300 lr: 7.297e-05 +2025-07-05 01:37:01,890 - INFO - Training: cls_zice: 28.807673466833013; reg_zipnll: 236.79354256077818; aux_mae_loss_1: 127.52284039949116; aux_mae_loss_2: 20.639172052082262; aux_mae_loss_4: 3.3920636929963766; cnt_loss: 32.07015198155453; + + +2025-07-05 01:37:01,891 - INFO - Epoch: 0049 / 1300 lr: 6.580e-05 +2025-07-05 01:37:05,303 - INFO - Training: cls_zice: 25.753026824248465; reg_zipnll: 231.25687247828432; aux_mae_loss_1: 118.41519124884354; aux_mae_loss_2: 19.6665778912996; aux_mae_loss_4: 3.1755760719901636; cnt_loss: 28.34475989090769; + + +2025-07-05 01:37:05,303 - INFO - Epoch: 0050 / 1300 lr: 5.824e-05 +2025-07-05 01:37:08,658 - INFO - Training: cls_zice: 32.19223541962473; reg_zipnll: 237.3389727943822; aux_mae_loss_1: 131.85452431126646; aux_mae_loss_2: 21.72157147056178; aux_mae_loss_4: 3.5591425205531872; cnt_loss: 32.0732855796814; + + +2025-07-05 01:37:11,089 - INFO - Epoch: 0051 / 1300 lr: 5.050e-05 +2025-07-05 01:37:14,379 - INFO - Training: cls_zice: 32.380567149112096; reg_zipnll: 233.13899953741776; aux_mae_loss_1: 128.75831383153013; aux_mae_loss_2: 21.02651202051263; aux_mae_loss_4: 3.4998489179109273; cnt_loss: 32.58965803447523; + + +2025-07-05 01:37:14,379 - INFO - Epoch: 0052 / 1300 lr: 4.276e-05 +2025-07-05 01:37:18,376 - INFO - Training: cls_zice: 28.834101670666744; reg_zipnll: 235.41553939016242; aux_mae_loss_1: 127.30952272917095; aux_mae_loss_2: 20.807648859525983; aux_mae_loss_4: 3.437307539739107; cnt_loss: 32.484694957733154; + + +2025-07-05 01:37:18,376 - INFO - Epoch: 0053 / 1300 lr: 3.520e-05 +2025-07-05 01:37:21,835 - INFO - Training: cls_zice: 25.888735520212276; reg_zipnll: 232.41469774748148; aux_mae_loss_1: 120.92791145726254; aux_mae_loss_2: 19.700667582060163; aux_mae_loss_4: 3.229568660259247; cnt_loss: 29.7186884629099; + + +2025-07-05 01:37:21,836 - INFO - Epoch: 0054 / 1300 lr: 2.803e-05 +2025-07-05 01:37:25,166 - INFO - Training: cls_zice: 28.204699516296387; reg_zipnll: 232.28951584665398; aux_mae_loss_1: 126.06687365080181; aux_mae_loss_2: 20.885230892582943; aux_mae_loss_4: 3.4269875852685225; cnt_loss: 34.29658051540977; + + +2025-07-05 01:37:25,167 - INFO - Epoch: 0055 / 1300 lr: 2.140e-05 +2025-07-05 01:37:28,510 - INFO - Training: cls_zice: 28.13637056162483; reg_zipnll: 229.13839219745836; aux_mae_loss_1: 125.71259910181949; aux_mae_loss_2: 20.539689114219264; aux_mae_loss_4: 3.3352973084700737; cnt_loss: 31.818203198282344; + + +2025-07-05 01:37:28,510 - INFO - Epoch: 0056 / 1300 lr: 1.550e-05 +2025-07-05 01:37:32,129 - INFO - Training: cls_zice: 29.194088292749303; reg_zipnll: 223.09993502968237; aux_mae_loss_1: 124.26132101761668; aux_mae_loss_2: 20.276974226299085; aux_mae_loss_4: 3.2747673423666703; cnt_loss: 29.602124640816136; + + +2025-07-05 01:37:32,130 - INFO - Epoch: 0057 / 1300 lr: 1.045e-05 +2025-07-05 01:37:35,767 - INFO - Training: cls_zice: 27.692751671138563; reg_zipnll: 233.68598014429995; aux_mae_loss_1: 127.00182964927272; aux_mae_loss_2: 20.339759927046927; aux_mae_loss_4: 3.212957419847187; cnt_loss: 28.431736042625026; + + +2025-07-05 01:37:35,768 - INFO - Epoch: 0058 / 1300 lr: 6.395e-06 +2025-07-05 01:37:39,204 - INFO - Training: cls_zice: 30.916031520617636; reg_zipnll: 225.6778006302683; aux_mae_loss_1: 123.380909166838; aux_mae_loss_2: 20.3738021599619; aux_mae_loss_4: 3.387551891176324; cnt_loss: 33.46007517764443; + + +2025-07-05 01:37:39,204 - INFO - Epoch: 0059 / 1300 lr: 3.423e-06 +2025-07-05 01:37:42,402 - INFO - Training: cls_zice: 30.838338977412175; reg_zipnll: 237.3594243902909; aux_mae_loss_1: 129.81136562949732; aux_mae_loss_2: 21.06541681289673; aux_mae_loss_4: 3.454961011284276; cnt_loss: 32.81446567334627; + + +2025-07-05 01:37:42,402 - INFO - Epoch: 0060 / 1300 lr: 1.609e-06 +2025-07-05 01:37:45,786 - INFO - Training: cls_zice: 25.343568343865243; reg_zipnll: 218.54659291317589; aux_mae_loss_1: 120.23190347771896; aux_mae_loss_2: 19.390547225349827; aux_mae_loss_4: 3.079349116275185; cnt_loss: 26.18429382223832; + + +2025-07-05 01:37:45,787 - INFO - Epoch: 0061 / 1300 lr: 1.000e-04 +2025-07-05 01:37:49,427 - INFO - Training: cls_zice: 30.119404240658408; reg_zipnll: 232.966786836323; aux_mae_loss_1: 127.99308154457493; aux_mae_loss_2: 20.541202520069323; aux_mae_loss_4: 3.3076776768031872; cnt_loss: 29.574345513394004; + + +2025-07-05 01:37:49,428 - INFO - Epoch: 0062 / 1300 lr: 9.985e-05 +2025-07-05 01:37:52,984 - INFO - Training: cls_zice: 26.333778531927813; reg_zipnll: 225.16272534822164; aux_mae_loss_1: 122.18533746819747; aux_mae_loss_2: 19.930080890655518; aux_mae_loss_4: 3.2268545062918412; cnt_loss: 27.71535429201628; + + +2025-07-05 01:37:52,984 - INFO - Epoch: 0063 / 1300 lr: 9.939e-05 +2025-07-05 01:37:56,392 - INFO - Training: cls_zice: 34.14593177406412; reg_zipnll: 230.7619420101768; aux_mae_loss_1: 126.24319879632247; aux_mae_loss_2: 21.33505748447619; aux_mae_loss_4: 3.753444602614955; cnt_loss: 39.41145181655884; + + +2025-07-05 01:37:56,392 - INFO - Epoch: 0064 / 1300 lr: 9.863e-05 +2025-07-05 01:37:59,794 - INFO - Training: cls_zice: 29.94745767743964; reg_zipnll: 226.7424456947728; aux_mae_loss_1: 128.81378274214896; aux_mae_loss_2: 21.023685831772653; aux_mae_loss_4: 3.5073162003567346; cnt_loss: 34.023203699212324; + + +2025-07-05 01:37:59,795 - INFO - Epoch: 0065 / 1300 lr: 9.758e-05 +2025-07-05 01:38:03,398 - INFO - Training: cls_zice: 31.943871686333104; reg_zipnll: 228.7403504221063; aux_mae_loss_1: 124.18817158749229; aux_mae_loss_2: 20.391439864509984; aux_mae_loss_4: 3.3231235115151656; cnt_loss: 30.127427402295563; + + +2025-07-05 01:38:03,399 - INFO - Epoch: 0066 / 1300 lr: 9.623e-05 +2025-07-05 01:38:07,046 - INFO - Training: cls_zice: 29.539386103027745; reg_zipnll: 230.23131159732216; aux_mae_loss_1: 125.67057780215615; aux_mae_loss_2: 20.577978535702353; aux_mae_loss_4: 3.4522832945773474; cnt_loss: 33.69683303331074; + + +2025-07-05 01:38:07,047 - INFO - Epoch: 0067 / 1300 lr: 9.460e-05 +2025-07-05 01:38:10,593 - INFO - Training: cls_zice: 31.489879482670833; reg_zipnll: 221.16726202713815; aux_mae_loss_1: 124.12029748213918; aux_mae_loss_2: 20.459575000562165; aux_mae_loss_4: 3.4924881583765934; cnt_loss: 32.05960991508082; + + +2025-07-05 01:38:10,593 - INFO - Epoch: 0068 / 1300 lr: 9.271e-05 +2025-07-05 01:38:14,120 - INFO - Training: cls_zice: 28.512401819229126; reg_zipnll: 232.39307323255036; aux_mae_loss_1: 125.0759596573679; aux_mae_loss_2: 20.411634721254046; aux_mae_loss_4: 3.3795529886295923; cnt_loss: 32.69045127065558; + + +2025-07-05 01:38:14,121 - INFO - Epoch: 0069 / 1300 lr: 9.055e-05 +2025-07-05 01:38:17,529 - INFO - Training: cls_zice: 27.233714417407388; reg_zipnll: 222.0418909976357; aux_mae_loss_1: 121.63006892957185; aux_mae_loss_2: 19.55927494952553; aux_mae_loss_4: 3.1292551818646883; cnt_loss: 28.049871193735225; + + +2025-07-05 01:38:17,529 - INFO - Epoch: 0070 / 1300 lr: 8.814e-05 +2025-07-05 01:38:20,989 - INFO - Training: cls_zice: 30.09580575164996; reg_zipnll: 218.45587057816354; aux_mae_loss_1: 123.15363392076995; aux_mae_loss_2: 20.470198254836234; aux_mae_loss_4: 3.413774057438499; cnt_loss: 32.9135422706604; + + +2025-07-05 01:38:20,990 - INFO - Epoch: 0071 / 1300 lr: 8.550e-05 +2025-07-05 01:38:24,622 - INFO - Training: cls_zice: 33.13187516990461; reg_zipnll: 228.2495671322471; aux_mae_loss_1: 125.75100306460732; aux_mae_loss_2: 20.91171646118164; aux_mae_loss_4: 3.5143123363193713; cnt_loss: 34.82812019398338; + + +2025-07-05 01:38:24,623 - INFO - Epoch: 0072 / 1300 lr: 8.265e-05 +2025-07-05 01:38:28,056 - INFO - Training: cls_zice: 28.68660990187996; reg_zipnll: 226.86842587119654; aux_mae_loss_1: 123.2773736652575; aux_mae_loss_2: 20.459564861498382; aux_mae_loss_4: 3.416834417142366; cnt_loss: 33.63829640338295; + + +2025-07-05 01:38:28,057 - INFO - Epoch: 0073 / 1300 lr: 7.960e-05 +2025-07-05 01:38:31,505 - INFO - Training: cls_zice: 25.44252267636751; reg_zipnll: 221.59352955065276; aux_mae_loss_1: 123.16326301976254; aux_mae_loss_2: 19.725008688474958; aux_mae_loss_4: 3.141264645676864; cnt_loss: 27.102952304639313; + + +2025-07-05 01:38:31,506 - INFO - Epoch: 0074 / 1300 lr: 7.636e-05 +2025-07-05 01:38:34,960 - INFO - Training: cls_zice: 27.373697136577807; reg_zipnll: 220.73737214740953; aux_mae_loss_1: 121.80477905273438; aux_mae_loss_2: 19.705270215084678; aux_mae_loss_4: 3.1485501966978373; cnt_loss: 27.820798246484053; + + +2025-07-05 01:38:34,960 - INFO - Epoch: 0075 / 1300 lr: 7.297e-05 +2025-07-05 01:38:38,454 - INFO - Training: cls_zice: 30.39555092861778; reg_zipnll: 232.06337216025904; aux_mae_loss_1: 126.72801931280839; aux_mae_loss_2: 20.331006577140407; aux_mae_loss_4: 3.309668735453957; cnt_loss: 32.45868833441483; + + +2025-07-05 01:38:38,454 - INFO - Epoch: 0076 / 1300 lr: 6.944e-05 +2025-07-05 01:38:42,120 - INFO - Training: cls_zice: 26.356894411538775; reg_zipnll: 225.0519609953228; aux_mae_loss_1: 122.16122536910207; aux_mae_loss_2: 19.489138276953447; aux_mae_loss_4: 3.06725244459353; cnt_loss: 27.819449675710576; + + +2025-07-05 01:38:42,121 - INFO - Epoch: 0077 / 1300 lr: 6.580e-05 +2025-07-05 01:38:45,615 - INFO - Training: cls_zice: 25.946310545268812; reg_zipnll: 219.27745658472963; aux_mae_loss_1: 118.03165235017475; aux_mae_loss_2: 19.019844908463327; aux_mae_loss_4: 3.0065660445313704; cnt_loss: 26.289656488518965; + + +2025-07-05 01:38:45,615 - INFO - Epoch: 0078 / 1300 lr: 6.206e-05 +2025-07-05 01:38:49,024 - INFO - Training: cls_zice: 33.4125993377284; reg_zipnll: 239.6711973893015; aux_mae_loss_1: 134.51257745843185; aux_mae_loss_2: 21.64031121605321; aux_mae_loss_4: 3.536487776982157; cnt_loss: 33.314332259328744; + + +2025-07-05 01:38:49,024 - INFO - Epoch: 0079 / 1300 lr: 5.824e-05 +2025-07-05 01:38:52,425 - INFO - Training: cls_zice: 26.773745329756487; reg_zipnll: 225.9979248046875; aux_mae_loss_1: 121.4518958643863; aux_mae_loss_2: 19.192989550138776; aux_mae_loss_4: 3.014913885216964; cnt_loss: 26.36973072353162; + + +2025-07-05 01:38:52,426 - INFO - Epoch: 0080 / 1300 lr: 5.438e-05 +2025-07-05 01:38:55,819 - INFO - Training: cls_zice: 27.588042560376618; reg_zipnll: 227.79216445119758; aux_mae_loss_1: 120.40249192087273; aux_mae_loss_2: 19.3848046252602; aux_mae_loss_4: 3.0354802294781336; cnt_loss: 27.321003713105853; + + +2025-07-05 01:38:55,820 - INFO - Epoch: 0081 / 1300 lr: 5.050e-05 +2025-07-05 01:38:59,543 - INFO - Training: cls_zice: 29.179396779913652; reg_zipnll: 216.82731548108552; aux_mae_loss_1: 120.41246956273129; aux_mae_loss_2: 19.804605383622018; aux_mae_loss_4: 3.2507333975089225; cnt_loss: 32.39942809155113; + + +2025-07-05 01:38:59,544 - INFO - Epoch: 0082 / 1300 lr: 4.662e-05 +2025-07-05 01:39:02,987 - INFO - Training: cls_zice: 25.92537778302243; reg_zipnll: 215.9355424579821; aux_mae_loss_1: 116.56719649465461; aux_mae_loss_2: 18.63343728216071; aux_mae_loss_4: 2.852433919906616; cnt_loss: 23.462361636914704; + + +2025-07-05 01:39:02,987 - INFO - Epoch: 0083 / 1300 lr: 4.276e-05 +2025-07-05 01:39:06,407 - INFO - Training: cls_zice: 28.76593119847147; reg_zipnll: 219.77143538625617; aux_mae_loss_1: 123.8489297565661; aux_mae_loss_2: 19.995186278694554; aux_mae_loss_4: 3.182870554296594; cnt_loss: 28.205987302880537; + + +2025-07-05 01:39:06,408 - INFO - Epoch: 0084 / 1300 lr: 3.894e-05 +2025-07-05 01:39:09,887 - INFO - Training: cls_zice: 27.09416570004664; reg_zipnll: 222.50061958714537; aux_mae_loss_1: 115.81005036203484; aux_mae_loss_2: 18.57599253403513; aux_mae_loss_4: 2.889205703609868; cnt_loss: 25.47578101409109; + + +2025-07-05 01:39:09,887 - INFO - Epoch: 0085 / 1300 lr: 3.520e-05 +2025-07-05 01:39:13,350 - INFO - Training: cls_zice: 25.34676102588051; reg_zipnll: 223.55693536055716; aux_mae_loss_1: 121.67489724410207; aux_mae_loss_2: 18.89993785556994; aux_mae_loss_4: 2.8880364455674825; cnt_loss: 23.638416792217054; + + +2025-07-05 01:39:13,350 - INFO - Epoch: 0086 / 1300 lr: 3.156e-05 +2025-07-05 01:39:17,155 - INFO - Training: cls_zice: 24.774853383239947; reg_zipnll: 217.17649238987974; aux_mae_loss_1: 116.91479371723376; aux_mae_loss_2: 18.263402436908923; aux_mae_loss_4: 2.805245245757856; cnt_loss: 22.497847506874486; + + +2025-07-05 01:39:17,156 - INFO - Epoch: 0087 / 1300 lr: 2.803e-05 +2025-07-05 01:39:20,591 - INFO - Training: cls_zice: 28.32455820472617; reg_zipnll: 224.11220229299445; aux_mae_loss_1: 121.07807179501182; aux_mae_loss_2: 19.247233666871722; aux_mae_loss_4: 2.9296711589160718; cnt_loss: 23.370369961387233; + + +2025-07-05 01:39:20,591 - INFO - Epoch: 0088 / 1300 lr: 2.464e-05 +2025-07-05 01:39:23,987 - INFO - Training: cls_zice: 28.30595032164925; reg_zipnll: 217.92787612111945; aux_mae_loss_1: 118.05157169542815; aux_mae_loss_2: 18.897938703235827; aux_mae_loss_4: 2.9442909579528007; cnt_loss: 26.14914191396613; + + +2025-07-05 01:39:23,988 - INFO - Epoch: 0089 / 1300 lr: 2.140e-05 +2025-07-05 01:39:27,453 - INFO - Training: cls_zice: 29.04943041738711; reg_zipnll: 221.9834592718827; aux_mae_loss_1: 122.78553872359426; aux_mae_loss_2: 19.526021706430537; aux_mae_loss_4: 3.0803673832040084; cnt_loss: 27.26754032938104; + + +2025-07-05 01:39:27,454 - INFO - Epoch: 0090 / 1300 lr: 1.835e-05 +2025-07-05 01:39:30,966 - INFO - Training: cls_zice: 27.612852196944388; reg_zipnll: 223.3656194586503; aux_mae_loss_1: 122.8698750546104; aux_mae_loss_2: 19.056640424226458; aux_mae_loss_4: 2.883590892741555; cnt_loss: 21.477611014717503; + + +2025-07-05 01:39:30,967 - INFO - Epoch: 0091 / 1300 lr: 1.550e-05 +2025-07-05 01:39:34,903 - INFO - Training: cls_zice: 22.429648311514605; reg_zipnll: 216.12149409243935; aux_mae_loss_1: 114.02088064896434; aux_mae_loss_2: 17.84565265555131; aux_mae_loss_4: 2.6381540925879228; cnt_loss: 18.743712048781546; + + +2025-07-05 01:39:34,904 - INFO - Epoch: 0092 / 1300 lr: 1.286e-05 +2025-07-05 01:39:38,320 - INFO - Training: cls_zice: 24.317149413259404; reg_zipnll: 217.144491496839; aux_mae_loss_1: 114.82217728464227; aux_mae_loss_2: 17.9231252921255; aux_mae_loss_4: 2.696970450250726; cnt_loss: 20.88336221795333; + + +2025-07-05 01:39:38,320 - INFO - Epoch: 0093 / 1300 lr: 1.045e-05 +2025-07-05 01:39:41,661 - INFO - Training: cls_zice: 27.19105419359709; reg_zipnll: 219.46447713751542; aux_mae_loss_1: 120.58543998316715; aux_mae_loss_2: 18.770568872752943; aux_mae_loss_4: 2.8865954123045268; cnt_loss: 22.673742896632145; + + +2025-07-05 01:39:41,662 - INFO - Epoch: 0094 / 1300 lr: 8.294e-06 +2025-07-05 01:39:45,088 - INFO - Training: cls_zice: 29.40353308225933; reg_zipnll: 219.53468322753906; aux_mae_loss_1: 121.57674789428711; aux_mae_loss_2: 18.914049750880192; aux_mae_loss_4: 2.896776280905071; cnt_loss: 23.206359386444092; + + +2025-07-05 01:39:45,088 - INFO - Epoch: 0095 / 1300 lr: 6.395e-06 +2025-07-05 01:39:48,505 - INFO - Training: cls_zice: 27.022528246829385; reg_zipnll: 221.57418943706313; aux_mae_loss_1: 120.43187753777755; aux_mae_loss_2: 18.7223290393227; aux_mae_loss_4: 2.7649165737001518; cnt_loss: 19.327047322925768; + + +2025-07-05 01:39:48,505 - INFO - Epoch: 0096 / 1300 lr: 4.768e-06 +2025-07-05 01:39:52,651 - INFO - Training: cls_zice: 26.330447736539337; reg_zipnll: 217.48083255165503; aux_mae_loss_1: 118.2188825105366; aux_mae_loss_2: 18.670593738555908; aux_mae_loss_4: 2.8398101518028662; cnt_loss: 23.10677402897885; + + +2025-07-05 01:39:52,651 - INFO - Epoch: 0097 / 1300 lr: 3.423e-06 +2025-07-05 01:39:56,042 - INFO - Training: cls_zice: 27.93951328177201; reg_zipnll: 223.77515130293997; aux_mae_loss_1: 121.88985041568154; aux_mae_loss_2: 19.18744779887952; aux_mae_loss_4: 3.0030782348231266; cnt_loss: 25.962217029772308; + + +2025-07-05 01:39:56,043 - INFO - Epoch: 0098 / 1300 lr: 2.368e-06 +2025-07-05 01:39:59,347 - INFO - Training: cls_zice: 25.567275771969243; reg_zipnll: 218.28886012027138; aux_mae_loss_1: 119.6226487410696; aux_mae_loss_2: 18.691437671059056; aux_mae_loss_4: 2.840157195141441; cnt_loss: 22.66858605334633; + + +2025-07-05 01:39:59,347 - INFO - Epoch: 0099 / 1300 lr: 1.609e-06 +2025-07-05 01:40:02,772 - INFO - Training: cls_zice: 24.685376863730582; reg_zipnll: 219.1120918675473; aux_mae_loss_1: 119.44891257035106; aux_mae_loss_2: 18.52153697766756; aux_mae_loss_4: 2.769759840086887; cnt_loss: 20.479719889791387; + + +2025-07-05 01:40:02,772 - INFO - Epoch: 0100 / 1300 lr: 1.153e-06 +2025-07-05 01:40:23,926 - INFO - Training: cls_zice: 27.343642297543976; reg_zipnll: 222.7096270511025; aux_mae_loss_1: 122.45515361585115; aux_mae_loss_2: 19.22665084035773; aux_mae_loss_4: 2.92284830934123; cnt_loss: 22.40715870104338; +2025-07-05 01:40:26,220 - INFO - Evaluation: +Curr mae: 134.8266; Best mae: 134.8266; inf; inf; inf; inf; +Curr rmse: 168.9282; Best rmse: 168.9282; inf; inf; inf; inf; +Curr nae: 0.4220; Best nae: 0.4220; inf; inf; inf; inf; + + + +2025-07-05 01:40:28,550 - INFO - Epoch: 0101 / 1300 lr: 1.000e-04 +2025-07-05 01:40:47,498 - INFO - Training: cls_zice: 26.815155153211794; reg_zipnll: 214.28439009817023; aux_mae_loss_1: 119.51829087106805; aux_mae_loss_2: 19.5506689423009; aux_mae_loss_4: 3.1783475060211983; cnt_loss: 30.75458950745432; +2025-07-05 01:40:49,805 - INFO - Evaluation: +Curr mae: 135.8446; Best mae: 134.8266; 135.8446; inf; inf; inf; +Curr rmse: 174.6675; Best rmse: 168.9282; 174.6675; inf; inf; inf; +Curr nae: 0.4433; Best nae: 0.4220; 0.4433; inf; inf; inf; + + + +2025-07-05 01:40:49,805 - INFO - Epoch: 0102 / 1300 lr: 9.996e-05 +2025-07-05 01:41:09,333 - INFO - Training: cls_zice: 32.2166449584459; reg_zipnll: 232.49313756039268; aux_mae_loss_1: 125.4506287825735; aux_mae_loss_2: 19.786109849026328; aux_mae_loss_4: 3.150124656526666; cnt_loss: 28.87024332347669; +2025-07-05 01:41:11,403 - INFO - Evaluation: +Curr mae: 106.3450; Best mae: 106.3450; 134.8266; 135.8446; inf; inf; +Curr rmse: 148.7692; Best rmse: 148.7692; 168.9282; 174.6675; inf; inf; +Curr nae: 0.3147; Best nae: 0.3147; 0.4220; 0.4433; inf; inf; + + + +2025-07-05 01:41:11,403 - INFO - Epoch: 0103 / 1300 lr: 9.985e-05 +2025-07-05 01:41:30,331 - INFO - Training: cls_zice: 29.966233040157118; reg_zipnll: 221.85576308401008; aux_mae_loss_1: 122.15509735910516; aux_mae_loss_2: 19.522077761198346; aux_mae_loss_4: 3.0964922434405278; cnt_loss: 28.58808349308215; +2025-07-05 01:41:32,253 - INFO - Evaluation: +Curr mae: 105.6673; Best mae: 105.6673; 106.3450; 134.8266; 135.8446; inf; +Curr rmse: 146.6246; Best rmse: 146.6246; 148.7692; 168.9282; 174.6675; inf; +Curr nae: 0.3095; Best nae: 0.3095; 0.3147; 0.4220; 0.4433; inf; + + + +2025-07-05 01:41:32,254 - INFO - Epoch: 0104 / 1300 lr: 9.966e-05 +2025-07-05 01:41:51,245 - INFO - Training: cls_zice: 30.969170507631805; reg_zipnll: 226.49263582731547; aux_mae_loss_1: 123.9988734596654; aux_mae_loss_2: 20.120079140914115; aux_mae_loss_4: 3.255493989116267; cnt_loss: 30.32982906542326; +2025-07-05 01:41:53,406 - INFO - Evaluation: +Curr mae: 119.5401; Best mae: 105.6673; 106.3450; 119.5401; 134.8266; 135.8446; +Curr rmse: 170.8286; Best rmse: 146.6246; 148.7692; 168.9282; 170.8286; 174.6675; +Curr nae: 0.3533; Best nae: 0.3095; 0.3147; 0.3533; 0.4220; 0.4433; + + + +2025-07-05 01:41:53,407 - INFO - Epoch: 0105 / 1300 lr: 9.939e-05 +2025-07-05 01:42:13,154 - INFO - Training: cls_zice: 26.4467546437916; reg_zipnll: 222.6638892324347; aux_mae_loss_1: 120.89060713115491; aux_mae_loss_2: 19.310472915047093; aux_mae_loss_4: 3.062976071709081; cnt_loss: 29.510183710800973; +2025-07-05 01:42:14,467 - INFO - Evaluation: +Curr mae: 133.1535; Best mae: 105.6673; 106.3450; 119.5401; 133.1535; 134.8266; +Curr rmse: 186.3171; Best rmse: 146.6246; 148.7692; 168.9282; 170.8286; 174.6675; +Curr nae: 0.3706; Best nae: 0.3095; 0.3147; 0.3533; 0.3706; 0.4220; + + + +2025-07-05 01:42:14,467 - INFO - Epoch: 0106 / 1300 lr: 9.905e-05 +2025-07-05 01:42:33,377 - INFO - Training: cls_zice: 29.000902963312047; reg_zipnll: 228.18603154232628; aux_mae_loss_1: 123.89248436375668; aux_mae_loss_2: 20.067713637101022; aux_mae_loss_4: 3.321310877799988; cnt_loss: 32.68922574896561; +2025-07-05 01:42:35,887 - INFO - Evaluation: +Curr mae: 92.8607; Best mae: 92.8607; 105.6673; 106.3450; 119.5401; 133.1535; +Curr rmse: 138.9943; Best rmse: 138.9943; 146.6246; 148.7692; 168.9282; 170.8286; +Curr nae: 0.2785; Best nae: 0.2785; 0.3095; 0.3147; 0.3533; 0.3706; + + + +2025-07-05 01:42:35,887 - INFO - Epoch: 0107 / 1300 lr: 9.863e-05 +2025-07-05 01:42:54,839 - INFO - Training: cls_zice: 29.555860371966112; reg_zipnll: 225.32479697779604; aux_mae_loss_1: 123.9875373840332; aux_mae_loss_2: 19.796950817108154; aux_mae_loss_4: 3.219382166862488; cnt_loss: 30.52980671430889; +2025-07-05 01:42:56,935 - INFO - Evaluation: +Curr mae: 109.9991; Best mae: 92.8607; 105.6673; 106.3450; 109.9991; 119.5401; +Curr rmse: 155.9491; Best rmse: 138.9943; 146.6246; 148.7692; 155.9491; 168.9282; +Curr nae: 0.3583; Best nae: 0.2785; 0.3095; 0.3147; 0.3533; 0.3583; + + + +2025-07-05 01:42:56,935 - INFO - Epoch: 0108 / 1300 lr: 9.814e-05 +2025-07-05 01:43:16,761 - INFO - Training: cls_zice: 26.17873671807741; reg_zipnll: 220.38702231959292; aux_mae_loss_1: 118.5891207644814; aux_mae_loss_2: 19.02283871801276; aux_mae_loss_4: 2.9389935104470504; cnt_loss: 25.43312572178088; +2025-07-05 01:43:18,999 - INFO - Evaluation: +Curr mae: 111.5880; Best mae: 92.8607; 105.6673; 106.3450; 109.9991; 111.5880; +Curr rmse: 153.9235; Best rmse: 138.9943; 146.6246; 148.7692; 153.9235; 155.9491; +Curr nae: 0.3387; Best nae: 0.2785; 0.3095; 0.3147; 0.3387; 0.3533; + + + +2025-07-05 01:43:18,999 - INFO - Epoch: 0109 / 1300 lr: 9.758e-05 +2025-07-05 01:43:38,189 - INFO - Training: cls_zice: 28.242607831954956; reg_zipnll: 228.22580799303557; aux_mae_loss_1: 124.8863246315404; aux_mae_loss_2: 19.65695433867605; aux_mae_loss_4: 3.0349985486582707; cnt_loss: 25.907225784502533; +2025-07-05 01:43:38,887 - INFO - Evaluation: +Curr mae: 114.0780; Best mae: 92.8607; 105.6673; 106.3450; 109.9991; 111.5880; +Curr rmse: 156.3906; Best rmse: 138.9943; 146.6246; 148.7692; 153.9235; 155.9491; +Curr nae: 0.3418; Best nae: 0.2785; 0.3095; 0.3147; 0.3387; 0.3418; + + + +2025-07-05 01:43:38,887 - INFO - Epoch: 0110 / 1300 lr: 9.694e-05 +2025-07-05 01:43:58,100 - INFO - Training: cls_zice: 26.700262869659223; reg_zipnll: 219.4012081748561; aux_mae_loss_1: 119.56269374646638; aux_mae_loss_2: 18.97005874232242; aux_mae_loss_4: 2.9620360355628166; cnt_loss: 26.411044221175345; +2025-07-05 01:44:00,452 - INFO - Evaluation: +Curr mae: 102.3715; Best mae: 92.8607; 102.3715; 105.6673; 106.3450; 109.9991; +Curr rmse: 152.7137; Best rmse: 138.9943; 146.6246; 148.7692; 152.7137; 153.9235; +Curr nae: 0.2821; Best nae: 0.2785; 0.2821; 0.3095; 0.3147; 0.3387; + + + +2025-07-05 01:44:00,452 - INFO - Epoch: 0111 / 1300 lr: 9.623e-05 +2025-07-05 01:44:20,095 - INFO - Training: cls_zice: 26.15043207532481; reg_zipnll: 222.43700489244964; aux_mae_loss_1: 120.2396798384817; aux_mae_loss_2: 18.75111000161422; aux_mae_loss_4: 2.8537007727121053; cnt_loss: 22.99848074662058; +2025-07-05 01:44:22,146 - INFO - Evaluation: +Curr mae: 99.8044; Best mae: 92.8607; 99.8044; 102.3715; 105.6673; 106.3450; +Curr rmse: 151.2562; Best rmse: 138.9943; 146.6246; 148.7692; 151.2562; 152.7137; +Curr nae: 0.2689; Best nae: 0.2689; 0.2785; 0.2821; 0.3095; 0.3147; + + + +2025-07-05 01:44:22,146 - INFO - Epoch: 0112 / 1300 lr: 9.545e-05 +2025-07-05 01:44:41,270 - INFO - Training: cls_zice: 27.849675548704045; reg_zipnll: 219.40046370656867; aux_mae_loss_1: 122.10985986809982; aux_mae_loss_2: 19.1648900885331; aux_mae_loss_4: 3.014151350448006; cnt_loss: 26.769499552877324; +2025-07-05 01:44:41,270 - INFO - Evaluation: +Curr mae: 113.1182; Best mae: 92.8607; 99.8044; 102.3715; 105.6673; 106.3450; +Curr rmse: 156.1607; Best rmse: 138.9943; 146.6246; 148.7692; 151.2562; 152.7137; +Curr nae: 0.3662; Best nae: 0.2689; 0.2785; 0.2821; 0.3095; 0.3147; + + + +2025-07-05 01:44:41,270 - INFO - Epoch: 0113 / 1300 lr: 9.460e-05 +2025-07-05 01:45:00,259 - INFO - Training: cls_zice: 28.855303431812086; reg_zipnll: 219.736614628842; aux_mae_loss_1: 119.83768031471654; aux_mae_loss_2: 19.220300850115326; aux_mae_loss_4: 3.037917108912217; cnt_loss: 27.310489328284014; +2025-07-05 01:45:02,344 - INFO - Evaluation: +Curr mae: 88.2332; Best mae: 88.2332; 92.8607; 99.8044; 102.3715; 105.6673; +Curr rmse: 127.8141; Best rmse: 127.8141; 138.9943; 146.6246; 148.7692; 151.2562; +Curr nae: 0.2461; Best nae: 0.2461; 0.2689; 0.2785; 0.2821; 0.3095; + + + +2025-07-05 01:45:02,344 - INFO - Epoch: 0114 / 1300 lr: 9.369e-05 +2025-07-05 01:45:22,009 - INFO - Training: cls_zice: 27.461165396790754; reg_zipnll: 218.31103877017372; aux_mae_loss_1: 119.59843183818616; aux_mae_loss_2: 18.67791105571546; aux_mae_loss_4: 2.7919512140123466; cnt_loss: 22.57403285879838; +2025-07-05 01:45:23,049 - INFO - Evaluation: +Curr mae: 109.2090; Best mae: 88.2332; 92.8607; 99.8044; 102.3715; 105.6673; +Curr rmse: 147.8285; Best rmse: 127.8141; 138.9943; 146.6246; 147.8285; 148.7692; +Curr nae: 0.3262; Best nae: 0.2461; 0.2689; 0.2785; 0.2821; 0.3095; + + + +2025-07-05 01:45:23,050 - INFO - Epoch: 0115 / 1300 lr: 9.271e-05 +2025-07-05 01:45:42,036 - INFO - Training: cls_zice: 28.65267164456217; reg_zipnll: 221.27473008005242; aux_mae_loss_1: 123.61760892366108; aux_mae_loss_2: 19.536994658018415; aux_mae_loss_4: 3.0534260931767916; cnt_loss: 26.481210809004935; +2025-07-05 01:45:42,037 - INFO - Evaluation: +Curr mae: 118.1410; Best mae: 88.2332; 92.8607; 99.8044; 102.3715; 105.6673; +Curr rmse: 160.7043; Best rmse: 127.8141; 138.9943; 146.6246; 147.8285; 148.7692; +Curr nae: 0.3968; Best nae: 0.2461; 0.2689; 0.2785; 0.2821; 0.3095; + + + +2025-07-05 01:45:42,037 - INFO - Epoch: 0116 / 1300 lr: 9.166e-05 +2025-07-05 01:46:01,219 - INFO - Training: cls_zice: 24.967076753315173; reg_zipnll: 225.49888610839844; aux_mae_loss_1: 120.9351238451506; aux_mae_loss_2: 18.765893685190303; aux_mae_loss_4: 2.7732149958610535; cnt_loss: 21.677015856692666; +2025-07-05 01:46:01,220 - INFO - Evaluation: +Curr mae: 119.6137; Best mae: 88.2332; 92.8607; 99.8044; 102.3715; 105.6673; +Curr rmse: 163.5691; Best rmse: 127.8141; 138.9943; 146.6246; 147.8285; 148.7692; +Curr nae: 0.3566; Best nae: 0.2461; 0.2689; 0.2785; 0.2821; 0.3095; + + + +2025-07-05 01:46:01,220 - INFO - Epoch: 0117 / 1300 lr: 9.055e-05 +2025-07-05 01:46:20,545 - INFO - Training: cls_zice: 30.1843868682259; reg_zipnll: 225.51294126008688; aux_mae_loss_1: 122.52013618067691; aux_mae_loss_2: 19.600025528355648; aux_mae_loss_4: 3.188538626620644; cnt_loss: 31.364921444340755; +2025-07-05 01:46:20,546 - INFO - Evaluation: +Curr mae: 120.3523; Best mae: 88.2332; 92.8607; 99.8044; 102.3715; 105.6673; +Curr rmse: 169.3117; Best rmse: 127.8141; 138.9943; 146.6246; 147.8285; 148.7692; +Curr nae: 0.3696; Best nae: 0.2461; 0.2689; 0.2785; 0.2821; 0.3095; + + + +2025-07-05 01:46:20,546 - INFO - Epoch: 0118 / 1300 lr: 8.937e-05 +2025-07-05 01:46:40,392 - INFO - Training: cls_zice: 29.569780895584508; reg_zipnll: 223.35776800858346; aux_mae_loss_1: 121.92609525981702; aux_mae_loss_2: 19.092693153180573; aux_mae_loss_4: 2.8938018616877104; cnt_loss: 23.97741019098382; +2025-07-05 01:46:42,969 - INFO - Evaluation: +Curr mae: 94.5071; Best mae: 88.2332; 92.8607; 94.5071; 99.8044; 102.3715; +Curr rmse: 138.6656; Best rmse: 127.8141; 138.6656; 138.9943; 146.6246; 147.8285; +Curr nae: 0.2509; Best nae: 0.2461; 0.2509; 0.2689; 0.2785; 0.2821; + + + +2025-07-05 01:46:42,970 - INFO - Epoch: 0119 / 1300 lr: 8.814e-05 +2025-07-05 01:47:02,274 - INFO - Training: cls_zice: 29.96219189935609; reg_zipnll: 222.73176534552323; aux_mae_loss_1: 124.43380114906712; aux_mae_loss_2: 19.38258934020996; aux_mae_loss_4: 2.945944077090213; cnt_loss: 24.201663569400186; +2025-07-05 01:47:04,370 - INFO - Evaluation: +Curr mae: 94.0447; Best mae: 88.2332; 92.8607; 94.0447; 94.5071; 99.8044; +Curr rmse: 138.7570; Best rmse: 127.8141; 138.6656; 138.7570; 138.9943; 146.6246; +Curr nae: 0.2527; Best nae: 0.2461; 0.2509; 0.2527; 0.2689; 0.2785; + + + +2025-07-05 01:47:04,370 - INFO - Epoch: 0120 / 1300 lr: 8.685e-05 +2025-07-05 01:47:23,773 - INFO - Training: cls_zice: 27.010227128079062; reg_zipnll: 218.34861112895766; aux_mae_loss_1: 119.09717800742702; aux_mae_loss_2: 18.722723860489694; aux_mae_loss_4: 2.8814373330066076; cnt_loss: 26.150502593893755; +2025-07-05 01:47:25,860 - INFO - Evaluation: +Curr mae: 94.3242; Best mae: 88.2332; 92.8607; 94.0447; 94.3242; 94.5071; +Curr rmse: 146.0295; Best rmse: 127.8141; 138.6656; 138.7570; 138.9943; 146.0295; +Curr nae: 0.2324; Best nae: 0.2324; 0.2461; 0.2509; 0.2527; 0.2689; + + + +2025-07-05 01:47:25,860 - INFO - Epoch: 0121 / 1300 lr: 8.550e-05 +2025-07-05 01:47:45,617 - INFO - Training: cls_zice: 26.92429078252692; reg_zipnll: 214.07831573486328; aux_mae_loss_1: 118.75088300203022; aux_mae_loss_2: 18.785470385300485; aux_mae_loss_4: 2.897886326438502; cnt_loss: 25.638114377071982; +2025-07-05 01:47:47,962 - INFO - Evaluation: +Curr mae: 93.2938; Best mae: 88.2332; 92.8607; 93.2938; 94.0447; 94.3242; +Curr rmse: 143.0973; Best rmse: 127.8141; 138.6656; 138.7570; 138.9943; 143.0973; +Curr nae: 0.2457; Best nae: 0.2324; 0.2457; 0.2461; 0.2509; 0.2527; + + + +2025-07-05 01:47:47,963 - INFO - Epoch: 0122 / 1300 lr: 8.410e-05 +2025-07-05 01:48:06,979 - INFO - Training: cls_zice: 22.369638988846226; reg_zipnll: 214.5429647345292; aux_mae_loss_1: 115.31620105944182; aux_mae_loss_2: 17.649445358075592; aux_mae_loss_4: 2.613868453000721; cnt_loss: 20.129922214307282; +2025-07-05 01:48:07,674 - INFO - Evaluation: +Curr mae: 94.4418; Best mae: 88.2332; 92.8607; 93.2938; 94.0447; 94.3242; +Curr rmse: 142.9777; Best rmse: 127.8141; 138.6656; 138.7570; 138.9943; 142.9777; +Curr nae: 0.2548; Best nae: 0.2324; 0.2457; 0.2461; 0.2509; 0.2527; + + + +2025-07-05 01:48:07,674 - INFO - Epoch: 0123 / 1300 lr: 8.265e-05 +2025-07-05 01:48:26,961 - INFO - Training: cls_zice: 24.954270463240775; reg_zipnll: 215.39077558015524; aux_mae_loss_1: 114.25829616345857; aux_mae_loss_2: 17.74796051728098; aux_mae_loss_4: 2.6543444583290503; cnt_loss: 21.911518649051065; +2025-07-05 01:48:29,187 - INFO - Evaluation: +Curr mae: 87.6055; Best mae: 87.6055; 88.2332; 92.8607; 93.2938; 94.0447; +Curr rmse: 137.8428; Best rmse: 127.8141; 137.8428; 138.6656; 138.7570; 138.9943; +Curr nae: 0.2193; Best nae: 0.2193; 0.2324; 0.2457; 0.2461; 0.2509; + + + +2025-07-05 01:48:29,187 - INFO - Epoch: 0124 / 1300 lr: 8.115e-05 +2025-07-05 01:48:48,792 - INFO - Training: cls_zice: 27.527214779665595; reg_zipnll: 217.59855832551656; aux_mae_loss_1: 119.5102199755217; aux_mae_loss_2: 18.5620093596609; aux_mae_loss_4: 2.882017317571138; cnt_loss: 25.065591787037096; +2025-07-05 01:48:50,221 - INFO - Evaluation: +Curr mae: 85.7354; Best mae: 85.7354; 87.6055; 88.2332; 92.8607; 93.2938; +Curr rmse: 142.2165; Best rmse: 127.8141; 137.8428; 138.6656; 138.7570; 138.9943; +Curr nae: 0.2142; Best nae: 0.2142; 0.2193; 0.2324; 0.2457; 0.2461; + + + +2025-07-05 01:48:50,222 - INFO - Epoch: 0125 / 1300 lr: 7.960e-05 +2025-07-05 01:49:09,310 - INFO - Training: cls_zice: 27.222824811935425; reg_zipnll: 223.08441804584703; aux_mae_loss_1: 120.74044077019943; aux_mae_loss_2: 18.809418929250615; aux_mae_loss_4: 2.84936270274614; cnt_loss: 24.879564636632015; +2025-07-05 01:49:10,275 - INFO - Evaluation: +Curr mae: 95.3173; Best mae: 85.7354; 87.6055; 88.2332; 92.8607; 93.2938; +Curr rmse: 138.5527; Best rmse: 127.8141; 137.8428; 138.5527; 138.6656; 138.7570; +Curr nae: 0.2759; Best nae: 0.2142; 0.2193; 0.2324; 0.2457; 0.2461; + + + +2025-07-05 01:49:10,275 - INFO - Epoch: 0126 / 1300 lr: 7.800e-05 +2025-07-05 01:49:29,261 - INFO - Training: cls_zice: 24.327408087880986; reg_zipnll: 211.27394083926552; aux_mae_loss_1: 113.99162453099301; aux_mae_loss_2: 17.675469523982; aux_mae_loss_4: 2.6528100057652124; cnt_loss: 19.800507871728193; +2025-07-05 01:49:29,262 - INFO - Evaluation: +Curr mae: 94.4053; Best mae: 85.7354; 87.6055; 88.2332; 92.8607; 93.2938; +Curr rmse: 142.6869; Best rmse: 127.8141; 137.8428; 138.5527; 138.6656; 138.7570; +Curr nae: 0.2479; Best nae: 0.2142; 0.2193; 0.2324; 0.2457; 0.2461; + + + +2025-07-05 01:49:29,262 - INFO - Epoch: 0127 / 1300 lr: 7.636e-05 +2025-07-05 01:49:48,612 - INFO - Training: cls_zice: 25.377210046115675; reg_zipnll: 216.7867939597682; aux_mae_loss_1: 117.4048574347245; aux_mae_loss_2: 18.08256917250784; aux_mae_loss_4: 2.6621218794270565; cnt_loss: 21.58999081661827; +2025-07-05 01:49:50,072 - INFO - Evaluation: +Curr mae: 86.9933; Best mae: 85.7354; 86.9933; 87.6055; 88.2332; 92.8607; +Curr rmse: 140.0952; Best rmse: 127.8141; 137.8428; 138.5527; 138.6656; 138.7570; +Curr nae: 0.2245; Best nae: 0.2142; 0.2193; 0.2245; 0.2324; 0.2457; + + + +2025-07-05 01:49:50,072 - INFO - Epoch: 0128 / 1300 lr: 7.469e-05 +2025-07-05 01:50:09,199 - INFO - Training: cls_zice: 28.913341823377106; reg_zipnll: 218.98279772306742; aux_mae_loss_1: 119.95790602031506; aux_mae_loss_2: 18.503837234095524; aux_mae_loss_4: 2.7220969200134277; cnt_loss: 20.153074013559444; +2025-07-05 01:50:11,342 - INFO - Evaluation: +Curr mae: 87.3957; Best mae: 85.7354; 86.9933; 87.3957; 87.6055; 88.2332; +Curr rmse: 136.5612; Best rmse: 127.8141; 136.5612; 137.8428; 138.5527; 138.6656; +Curr nae: 0.2201; Best nae: 0.2142; 0.2193; 0.2201; 0.2245; 0.2324; + + + +2025-07-05 01:50:11,342 - INFO - Epoch: 0129 / 1300 lr: 7.297e-05 +2025-07-05 01:50:30,542 - INFO - Training: cls_zice: 26.21828024010909; reg_zipnll: 220.2281951904297; aux_mae_loss_1: 119.05498825876336; aux_mae_loss_2: 18.429086534600508; aux_mae_loss_4: 2.7652298525760046; cnt_loss: 21.504801662344683; +2025-07-05 01:50:30,543 - INFO - Evaluation: +Curr mae: 88.8787; Best mae: 85.7354; 86.9933; 87.3957; 87.6055; 88.2332; +Curr rmse: 139.9994; Best rmse: 127.8141; 136.5612; 137.8428; 138.5527; 138.6656; +Curr nae: 0.2328; Best nae: 0.2142; 0.2193; 0.2201; 0.2245; 0.2324; + + + +2025-07-05 01:50:30,543 - INFO - Epoch: 0130 / 1300 lr: 7.122e-05 +2025-07-05 01:50:49,555 - INFO - Training: cls_zice: 26.577533458408556; reg_zipnll: 215.52960968017578; aux_mae_loss_1: 116.40571614315635; aux_mae_loss_2: 18.26953807630037; aux_mae_loss_4: 2.821309077112298; cnt_loss: 24.3369273511987; +2025-07-05 01:50:50,255 - INFO - Evaluation: +Curr mae: 91.3130; Best mae: 85.7354; 86.9933; 87.3957; 87.6055; 88.2332; +Curr rmse: 145.7531; Best rmse: 127.8141; 136.5612; 137.8428; 138.5527; 138.6656; +Curr nae: 0.2255; Best nae: 0.2142; 0.2193; 0.2201; 0.2245; 0.2255; + + + +2025-07-05 01:50:50,255 - INFO - Epoch: 0131 / 1300 lr: 6.944e-05 +2025-07-05 01:51:09,272 - INFO - Training: cls_zice: 26.662665229094657; reg_zipnll: 222.3645567643015; aux_mae_loss_1: 122.78664920204564; aux_mae_loss_2: 18.92103772414358; aux_mae_loss_4: 2.8338262815224495; cnt_loss: 23.121233990317897; +2025-07-05 01:51:09,272 - INFO - Evaluation: +Curr mae: 95.5156; Best mae: 85.7354; 86.9933; 87.3957; 87.6055; 88.2332; +Curr rmse: 145.8281; Best rmse: 127.8141; 136.5612; 137.8428; 138.5527; 138.6656; +Curr nae: 0.2494; Best nae: 0.2142; 0.2193; 0.2201; 0.2245; 0.2255; + + + +2025-07-05 01:51:09,272 - INFO - Epoch: 0132 / 1300 lr: 6.763e-05 +2025-07-05 01:51:29,268 - INFO - Training: cls_zice: 25.430118896459277; reg_zipnll: 212.11292487696596; aux_mae_loss_1: 116.90684439006604; aux_mae_loss_2: 18.373336189671566; aux_mae_loss_4: 2.762711575156764; cnt_loss: 22.050132826754922; +2025-07-05 01:51:29,269 - INFO - Evaluation: +Curr mae: 94.2931; Best mae: 85.7354; 86.9933; 87.3957; 87.6055; 88.2332; +Curr rmse: 149.6610; Best rmse: 127.8141; 136.5612; 137.8428; 138.5527; 138.6656; +Curr nae: 0.2369; Best nae: 0.2142; 0.2193; 0.2201; 0.2245; 0.2255; + + + +2025-07-05 01:51:29,269 - INFO - Epoch: 0133 / 1300 lr: 6.580e-05 +2025-07-05 01:51:48,347 - INFO - Training: cls_zice: 27.35603306168004; reg_zipnll: 216.00258997866982; aux_mae_loss_1: 117.66291829159385; aux_mae_loss_2: 18.25605713693719; aux_mae_loss_4: 2.740695934546621; cnt_loss: 21.57358872263055; +2025-07-05 01:51:48,348 - INFO - Evaluation: +Curr mae: 90.3806; Best mae: 85.7354; 86.9933; 87.3957; 87.6055; 88.2332; +Curr rmse: 144.9137; Best rmse: 127.8141; 136.5612; 137.8428; 138.5527; 138.6656; +Curr nae: 0.2515; Best nae: 0.2142; 0.2193; 0.2201; 0.2245; 0.2255; + + + +2025-07-05 01:51:48,348 - INFO - Epoch: 0134 / 1300 lr: 6.394e-05 +2025-07-05 01:52:07,309 - INFO - Training: cls_zice: 23.980335643416957; reg_zipnll: 218.98867315995065; aux_mae_loss_1: 118.73980271188836; aux_mae_loss_2: 18.241402023716976; aux_mae_loss_4: 2.6382724391786674; cnt_loss: 19.359191819241172; +2025-07-05 01:52:07,309 - INFO - Evaluation: +Curr mae: 90.6392; Best mae: 85.7354; 86.9933; 87.3957; 87.6055; 88.2332; +Curr rmse: 140.3710; Best rmse: 127.8141; 136.5612; 137.8428; 138.5527; 138.6656; +Curr nae: 0.2491; Best nae: 0.2142; 0.2193; 0.2201; 0.2245; 0.2255; + + + +2025-07-05 01:52:07,309 - INFO - Epoch: 0135 / 1300 lr: 6.206e-05 +2025-07-05 01:52:26,402 - INFO - Training: cls_zice: 26.369149032392; reg_zipnll: 213.86192281622635; aux_mae_loss_1: 117.67000640066047; aux_mae_loss_2: 18.145554843701813; aux_mae_loss_4: 2.702877047814821; cnt_loss: 21.78443438128421; +2025-07-05 01:52:26,408 - INFO - Evaluation: +Curr mae: 93.5417; Best mae: 85.7354; 86.9933; 87.3957; 87.6055; 88.2332; +Curr rmse: 148.6796; Best rmse: 127.8141; 136.5612; 137.8428; 138.5527; 138.6656; +Curr nae: 0.2326; Best nae: 0.2142; 0.2193; 0.2201; 0.2245; 0.2255; + + + +2025-07-05 01:52:26,409 - INFO - Epoch: 0136 / 1300 lr: 6.016e-05 +2025-07-05 01:52:46,056 - INFO - Training: cls_zice: 26.932097736157868; reg_zipnll: 210.63592609606292; aux_mae_loss_1: 117.48901849043996; aux_mae_loss_2: 18.059827854758815; aux_mae_loss_4: 2.625478330411409; cnt_loss: 18.98803966923764; +2025-07-05 01:52:48,233 - INFO - Evaluation: +Curr mae: 86.8691; Best mae: 85.7354; 86.8691; 86.9933; 87.3957; 87.6055; +Curr rmse: 136.7033; Best rmse: 127.8141; 136.5612; 136.7033; 137.8428; 138.5527; +Curr nae: 0.2097; Best nae: 0.2097; 0.2142; 0.2193; 0.2201; 0.2245; + + + +2025-07-05 01:52:48,234 - INFO - Epoch: 0137 / 1300 lr: 5.824e-05 +2025-07-05 01:53:07,226 - INFO - Training: cls_zice: 24.643076043379935; reg_zipnll: 217.93114270662008; aux_mae_loss_1: 115.16417593705027; aux_mae_loss_2: 17.433819017912214; aux_mae_loss_4: 2.5341720079120837; cnt_loss: 18.76102311987626; +2025-07-05 01:53:08,613 - INFO - Evaluation: +Curr mae: 88.7709; Best mae: 85.7354; 86.8691; 86.9933; 87.3957; 87.6055; +Curr rmse: 136.2851; Best rmse: 127.8141; 136.2851; 136.5612; 136.7033; 137.8428; +Curr nae: 0.2114; Best nae: 0.2097; 0.2114; 0.2142; 0.2193; 0.2201; + + + +2025-07-05 01:53:08,613 - INFO - Epoch: 0138 / 1300 lr: 5.632e-05 +2025-07-05 01:53:27,733 - INFO - Training: cls_zice: 28.156824055470917; reg_zipnll: 220.21542398553146; aux_mae_loss_1: 120.1606644078305; aux_mae_loss_2: 18.25553389599449; aux_mae_loss_4: 2.6393049014242074; cnt_loss: 20.525897452705784; +2025-07-05 01:53:27,734 - INFO - Evaluation: +Curr mae: 94.0534; Best mae: 85.7354; 86.8691; 86.9933; 87.3957; 87.6055; +Curr rmse: 140.9794; Best rmse: 127.8141; 136.2851; 136.5612; 136.7033; 137.8428; +Curr nae: 0.2432; Best nae: 0.2097; 0.2114; 0.2142; 0.2193; 0.2201; + + + +2025-07-05 01:53:27,734 - INFO - Epoch: 0139 / 1300 lr: 5.438e-05 +2025-07-05 01:53:46,738 - INFO - Training: cls_zice: 28.957647549478633; reg_zipnll: 210.9002894351357; aux_mae_loss_1: 122.47073826036956; aux_mae_loss_2: 18.999627113342285; aux_mae_loss_4: 2.9096412909658333; cnt_loss: 25.76023254896465; +2025-07-05 01:53:47,663 - INFO - Evaluation: +Curr mae: 95.2118; Best mae: 85.7354; 86.8691; 86.9933; 87.3957; 87.6055; +Curr rmse: 148.9622; Best rmse: 127.8141; 136.2851; 136.5612; 136.7033; 137.8428; +Curr nae: 0.2169; Best nae: 0.2097; 0.2114; 0.2142; 0.2169; 0.2193; + + + +2025-07-05 01:53:47,664 - INFO - Epoch: 0140 / 1300 lr: 5.244e-05 +2025-07-05 01:54:07,221 - INFO - Training: cls_zice: 24.34781065112666; reg_zipnll: 214.41200918900338; aux_mae_loss_1: 113.02037690815173; aux_mae_loss_2: 17.522019185517962; aux_mae_loss_4: 2.5538430527636877; cnt_loss: 20.85514179028963; +2025-07-05 01:54:07,222 - INFO - Evaluation: +Curr mae: 88.0360; Best mae: 85.7354; 86.8691; 86.9933; 87.3957; 87.6055; +Curr rmse: 143.6749; Best rmse: 127.8141; 136.2851; 136.5612; 136.7033; 137.8428; +Curr nae: 0.2226; Best nae: 0.2097; 0.2114; 0.2142; 0.2169; 0.2193; + + + +2025-07-05 01:54:07,223 - INFO - Epoch: 0141 / 1300 lr: 5.050e-05 +2025-07-05 01:54:26,175 - INFO - Training: cls_zice: 23.19349751974407; reg_zipnll: 207.7681840595446; aux_mae_loss_1: 114.82235938624332; aux_mae_loss_2: 17.74668066125167; aux_mae_loss_4: 2.5895930465899015; cnt_loss: 19.821686769786634; +2025-07-05 01:54:26,176 - INFO - Evaluation: +Curr mae: 95.7805; Best mae: 85.7354; 86.8691; 86.9933; 87.3957; 87.6055; +Curr rmse: 147.2701; Best rmse: 127.8141; 136.2851; 136.5612; 136.7033; 137.8428; +Curr nae: 0.2307; Best nae: 0.2097; 0.2114; 0.2142; 0.2169; 0.2193; + + + +2025-07-05 01:54:26,176 - INFO - Epoch: 0142 / 1300 lr: 4.856e-05 +2025-07-05 01:54:45,413 - INFO - Training: cls_zice: 26.88663817706861; reg_zipnll: 212.1871048776727; aux_mae_loss_1: 116.93029544228001; aux_mae_loss_2: 17.84297503923115; aux_mae_loss_4: 2.533019219574175; cnt_loss: 17.554220450551885; +2025-07-05 01:54:45,414 - INFO - Evaluation: +Curr mae: 97.4571; Best mae: 85.7354; 86.8691; 86.9933; 87.3957; 87.6055; +Curr rmse: 145.2938; Best rmse: 127.8141; 136.2851; 136.5612; 136.7033; 137.8428; +Curr nae: 0.2656; Best nae: 0.2097; 0.2114; 0.2142; 0.2169; 0.2193; + + + +2025-07-05 01:54:45,414 - INFO - Epoch: 0143 / 1300 lr: 4.662e-05 +2025-07-05 01:55:04,805 - INFO - Training: cls_zice: 26.16563379764557; reg_zipnll: 217.61771493209037; aux_mae_loss_1: 117.2406369259483; aux_mae_loss_2: 18.160361164494564; aux_mae_loss_4: 2.6065639665252283; cnt_loss: 19.91383951588681; +2025-07-05 01:55:07,068 - INFO - Evaluation: +Curr mae: 85.4820; Best mae: 85.4820; 85.7354; 86.8691; 86.9933; 87.3957; +Curr rmse: 136.4029; Best rmse: 127.8141; 136.2851; 136.4029; 136.5612; 136.7033; +Curr nae: 0.2128; Best nae: 0.2097; 0.2114; 0.2128; 0.2142; 0.2169; + + + +2025-07-05 01:55:07,068 - INFO - Epoch: 0144 / 1300 lr: 4.468e-05 +2025-07-05 01:55:26,699 - INFO - Training: cls_zice: 29.884922316199855; reg_zipnll: 217.70344302528784; aux_mae_loss_1: 123.14599629452354; aux_mae_loss_2: 18.974899643345882; aux_mae_loss_4: 2.754114561959317; cnt_loss: 19.673487449947157; +2025-07-05 01:55:26,700 - INFO - Evaluation: +Curr mae: 96.4770; Best mae: 85.4820; 85.7354; 86.8691; 86.9933; 87.3957; +Curr rmse: 145.3854; Best rmse: 127.8141; 136.2851; 136.4029; 136.5612; 136.7033; +Curr nae: 0.2580; Best nae: 0.2097; 0.2114; 0.2128; 0.2142; 0.2169; + + + +2025-07-05 01:55:26,700 - INFO - Epoch: 0145 / 1300 lr: 4.276e-05 +2025-07-05 01:55:45,875 - INFO - Training: cls_zice: 27.62953211759266; reg_zipnll: 220.95180872866982; aux_mae_loss_1: 119.26332092285156; aux_mae_loss_2: 18.215798879924574; aux_mae_loss_4: 2.680256542406584; cnt_loss: 21.145209011278656; +2025-07-05 01:55:45,876 - INFO - Evaluation: +Curr mae: 94.4628; Best mae: 85.4820; 85.7354; 86.8691; 86.9933; 87.3957; +Curr rmse: 140.3631; Best rmse: 127.8141; 136.2851; 136.4029; 136.5612; 136.7033; +Curr nae: 0.2647; Best nae: 0.2097; 0.2114; 0.2128; 0.2142; 0.2169; + + + +2025-07-05 01:55:45,877 - INFO - Epoch: 0146 / 1300 lr: 4.084e-05 +2025-07-05 01:56:05,153 - INFO - Training: cls_zice: 25.255937504140956; reg_zipnll: 216.4915562679893; aux_mae_loss_1: 115.81290415713661; aux_mae_loss_2: 17.696017089642975; aux_mae_loss_4: 2.5326091207956014; cnt_loss: 18.885831832885742; +2025-07-05 01:56:05,850 - INFO - Evaluation: +Curr mae: 88.4264; Best mae: 85.4820; 85.7354; 86.8691; 86.9933; 87.3957; +Curr rmse: 131.7889; Best rmse: 127.8141; 131.7889; 136.2851; 136.4029; 136.5612; +Curr nae: 0.2311; Best nae: 0.2097; 0.2114; 0.2128; 0.2142; 0.2169; + + + +2025-07-05 01:56:05,850 - INFO - Epoch: 0147 / 1300 lr: 3.894e-05 +2025-07-05 01:56:24,932 - INFO - Training: cls_zice: 25.867700564233882; reg_zipnll: 217.32757728978208; aux_mae_loss_1: 116.418070943732; aux_mae_loss_2: 17.709272961867484; aux_mae_loss_4: 2.4463968245606673; cnt_loss: 16.019854495399876; +2025-07-05 01:56:26,421 - INFO - Evaluation: +Curr mae: 87.1405; Best mae: 85.4820; 85.7354; 86.8691; 86.9933; 87.1405; +Curr rmse: 135.1994; Best rmse: 127.8141; 131.7889; 135.1994; 136.2851; 136.4029; +Curr nae: 0.2215; Best nae: 0.2097; 0.2114; 0.2128; 0.2142; 0.2169; + + + +2025-07-05 01:56:26,421 - INFO - Epoch: 0148 / 1300 lr: 3.706e-05 +2025-07-05 01:56:45,557 - INFO - Training: cls_zice: 26.569804138258885; reg_zipnll: 216.2743562397204; aux_mae_loss_1: 118.95462959691098; aux_mae_loss_2: 18.020658518138685; aux_mae_loss_4: 2.5562538159521004; cnt_loss: 17.8622069986243; +2025-07-05 01:56:46,250 - INFO - Evaluation: +Curr mae: 88.7700; Best mae: 85.4820; 85.7354; 86.8691; 86.9933; 87.1405; +Curr rmse: 132.5822; Best rmse: 127.8141; 131.7889; 132.5822; 135.1994; 136.2851; +Curr nae: 0.2333; Best nae: 0.2097; 0.2114; 0.2128; 0.2142; 0.2169; + + + +2025-07-05 01:56:46,250 - INFO - Epoch: 0149 / 1300 lr: 3.520e-05 +2025-07-05 01:57:05,410 - INFO - Training: cls_zice: 25.251175572997646; reg_zipnll: 209.98365823846115; aux_mae_loss_1: 116.30200215389854; aux_mae_loss_2: 17.58865220923173; aux_mae_loss_4: 2.502372732287959; cnt_loss: 18.012718677520752; +2025-07-05 01:57:05,410 - INFO - Evaluation: +Curr mae: 97.0914; Best mae: 85.4820; 85.7354; 86.8691; 86.9933; 87.1405; +Curr rmse: 140.1036; Best rmse: 127.8141; 131.7889; 132.5822; 135.1994; 136.2851; +Curr nae: 0.2605; Best nae: 0.2097; 0.2114; 0.2128; 0.2142; 0.2169; + + + +2025-07-05 01:57:05,411 - INFO - Epoch: 0150 / 1300 lr: 3.337e-05 +2025-07-05 01:57:24,530 - INFO - Training: cls_zice: 25.23489564029794; reg_zipnll: 217.63355054353414; aux_mae_loss_1: 117.13024781879626; aux_mae_loss_2: 17.65242308064511; aux_mae_loss_4: 2.534170997770209; cnt_loss: 17.534980974699323; +2025-07-05 01:57:25,916 - INFO - Evaluation: +Curr mae: 85.2248; Best mae: 85.2248; 85.4820; 85.7354; 86.8691; 86.9933; +Curr rmse: 131.3335; Best rmse: 127.8141; 131.3335; 131.7889; 132.5822; 135.1994; +Curr nae: 0.2281; Best nae: 0.2097; 0.2114; 0.2128; 0.2142; 0.2169; + + + +2025-07-05 01:57:28,202 - INFO - Epoch: 0151 / 1300 lr: 3.156e-05 +2025-07-05 01:57:47,837 - INFO - Training: cls_zice: 27.100530699679727; reg_zipnll: 217.72513018156351; aux_mae_loss_1: 119.42324387399773; aux_mae_loss_2: 18.07676084418046; aux_mae_loss_4: 2.6197347829216406; cnt_loss: 18.37512119192826; +2025-07-05 01:57:48,528 - INFO - Evaluation: +Curr mae: 89.1788; Best mae: 85.2248; 85.4820; 85.7354; 86.8691; 86.9933; +Curr rmse: 134.9408; Best rmse: 127.8141; 131.3335; 131.7889; 132.5822; 134.9408; +Curr nae: 0.2387; Best nae: 0.2097; 0.2114; 0.2128; 0.2142; 0.2169; + + + +2025-07-05 01:57:48,528 - INFO - Epoch: 0152 / 1300 lr: 2.978e-05 +2025-07-05 01:58:07,518 - INFO - Training: cls_zice: 28.360424079393084; reg_zipnll: 213.59331512451172; aux_mae_loss_1: 119.06518695228978; aux_mae_loss_2: 17.95635037673147; aux_mae_loss_4: 2.482009784171456; cnt_loss: 17.169532073171514; +2025-07-05 01:58:07,519 - INFO - Evaluation: +Curr mae: 90.3997; Best mae: 85.2248; 85.4820; 85.7354; 86.8691; 86.9933; +Curr rmse: 141.7672; Best rmse: 127.8141; 131.3335; 131.7889; 132.5822; 134.9408; +Curr nae: 0.2392; Best nae: 0.2097; 0.2114; 0.2128; 0.2142; 0.2169; + + + +2025-07-05 01:58:07,519 - INFO - Epoch: 0153 / 1300 lr: 2.803e-05 +2025-07-05 01:58:26,641 - INFO - Training: cls_zice: 22.67441449667278; reg_zipnll: 214.01895984850432; aux_mae_loss_1: 113.42794880114104; aux_mae_loss_2: 16.913043222929304; aux_mae_loss_4: 2.3235810712764136; cnt_loss: 13.664700859471372; +2025-07-05 01:58:26,642 - INFO - Evaluation: +Curr mae: 90.8552; Best mae: 85.2248; 85.4820; 85.7354; 86.8691; 86.9933; +Curr rmse: 141.8675; Best rmse: 127.8141; 131.3335; 131.7889; 132.5822; 134.9408; +Curr nae: 0.2256; Best nae: 0.2097; 0.2114; 0.2128; 0.2142; 0.2169; + + + +2025-07-05 01:58:26,642 - INFO - Epoch: 0154 / 1300 lr: 2.631e-05 +2025-07-05 01:58:45,766 - INFO - Training: cls_zice: 24.549046055266732; reg_zipnll: 208.13860742669357; aux_mae_loss_1: 113.07414466456363; aux_mae_loss_2: 17.254067420959473; aux_mae_loss_4: 2.456200941612846; cnt_loss: 16.84893570448223; +2025-07-05 01:58:45,767 - INFO - Evaluation: +Curr mae: 90.2185; Best mae: 85.2248; 85.4820; 85.7354; 86.8691; 86.9933; +Curr rmse: 145.4718; Best rmse: 127.8141; 131.3335; 131.7889; 132.5822; 134.9408; +Curr nae: 0.2240; Best nae: 0.2097; 0.2114; 0.2128; 0.2142; 0.2169; + + + +2025-07-05 01:58:45,767 - INFO - Epoch: 0155 / 1300 lr: 2.464e-05 +2025-07-05 01:59:05,826 - INFO - Training: cls_zice: 26.880950864992645; reg_zipnll: 212.75421544125206; aux_mae_loss_1: 115.1642982081363; aux_mae_loss_2: 17.401069189372816; aux_mae_loss_4: 2.4875360790051912; cnt_loss: 16.251592987462093; +2025-07-05 01:59:07,156 - INFO - Evaluation: +Curr mae: 86.5221; Best mae: 85.2248; 85.4820; 85.7354; 86.5221; 86.8691; +Curr rmse: 136.8240; Best rmse: 127.8141; 131.3335; 131.7889; 132.5822; 134.9408; +Curr nae: 0.2109; Best nae: 0.2097; 0.2109; 0.2114; 0.2128; 0.2142; + + + +2025-07-05 01:59:07,156 - INFO - Epoch: 0156 / 1300 lr: 2.300e-05 +2025-07-05 01:59:26,440 - INFO - Training: cls_zice: 25.718890616768284; reg_zipnll: 208.16846907766242; aux_mae_loss_1: 115.68521760639392; aux_mae_loss_2: 17.57593207610281; aux_mae_loss_4: 2.5604522416466162; cnt_loss: 18.88417581508034; +2025-07-05 01:59:26,440 - INFO - Evaluation: +Curr mae: 89.8750; Best mae: 85.2248; 85.4820; 85.7354; 86.5221; 86.8691; +Curr rmse: 141.4396; Best rmse: 127.8141; 131.3335; 131.7889; 132.5822; 134.9408; +Curr nae: 0.2176; Best nae: 0.2097; 0.2109; 0.2114; 0.2128; 0.2142; + + + +2025-07-05 01:59:26,441 - INFO - Epoch: 0157 / 1300 lr: 2.140e-05 +2025-07-05 01:59:45,448 - INFO - Training: cls_zice: 25.761942499562313; reg_zipnll: 217.07528325131065; aux_mae_loss_1: 116.7632673163163; aux_mae_loss_2: 17.302244663238525; aux_mae_loss_4: 2.389803237036655; cnt_loss: 16.07524767674898; +2025-07-05 01:59:45,449 - INFO - Evaluation: +Curr mae: 94.8857; Best mae: 85.2248; 85.4820; 85.7354; 86.5221; 86.8691; +Curr rmse: 147.2414; Best rmse: 127.8141; 131.3335; 131.7889; 132.5822; 134.9408; +Curr nae: 0.2587; Best nae: 0.2097; 0.2109; 0.2114; 0.2128; 0.2142; + + + +2025-07-05 01:59:45,449 - INFO - Epoch: 0158 / 1300 lr: 1.985e-05 +2025-07-05 02:00:04,694 - INFO - Training: cls_zice: 24.83013259109698; reg_zipnll: 214.4664800543534; aux_mae_loss_1: 114.39476806239078; aux_mae_loss_2: 17.222296338332328; aux_mae_loss_4: 2.4057657718658447; cnt_loss: 16.418233043269108; +2025-07-05 02:00:06,079 - INFO - Evaluation: +Curr mae: 84.1110; Best mae: 84.1110; 85.2248; 85.4820; 85.7354; 86.5221; +Curr rmse: 133.6590; Best rmse: 127.8141; 131.3335; 131.7889; 132.5822; 133.6590; +Curr nae: 0.2166; Best nae: 0.2097; 0.2109; 0.2114; 0.2128; 0.2142; + + + +2025-07-05 02:00:06,079 - INFO - Epoch: 0159 / 1300 lr: 1.835e-05 +2025-07-05 02:00:25,669 - INFO - Training: cls_zice: 22.22570834661785; reg_zipnll: 204.11063184236227; aux_mae_loss_1: 111.19513622083161; aux_mae_loss_2: 16.799796355398076; aux_mae_loss_4: 2.364712103417045; cnt_loss: 15.948780360974764; +2025-07-05 02:00:25,670 - INFO - Evaluation: +Curr mae: 91.0897; Best mae: 84.1110; 85.2248; 85.4820; 85.7354; 86.5221; +Curr rmse: 139.2381; Best rmse: 127.8141; 131.3335; 131.7889; 132.5822; 133.6590; +Curr nae: 0.2483; Best nae: 0.2097; 0.2109; 0.2114; 0.2128; 0.2142; + + + +2025-07-05 02:00:25,671 - INFO - Epoch: 0160 / 1300 lr: 1.690e-05 +2025-07-05 02:00:44,926 - INFO - Training: cls_zice: 26.084807634353638; reg_zipnll: 210.68780718351664; aux_mae_loss_1: 114.85476604260896; aux_mae_loss_2: 17.34439912595247; aux_mae_loss_4: 2.475224711393055; cnt_loss: 16.88194581081993; +2025-07-05 02:00:44,927 - INFO - Evaluation: +Curr mae: 94.2042; Best mae: 84.1110; 85.2248; 85.4820; 85.7354; 86.5221; +Curr rmse: 142.4641; Best rmse: 127.8141; 131.3335; 131.7889; 132.5822; 133.6590; +Curr nae: 0.2639; Best nae: 0.2097; 0.2109; 0.2114; 0.2128; 0.2142; + + + +2025-07-05 02:00:44,928 - INFO - Epoch: 0161 / 1300 lr: 1.550e-05 +2025-07-05 02:01:04,048 - INFO - Training: cls_zice: 27.33398113595812; reg_zipnll: 213.0874396876285; aux_mae_loss_1: 117.7494569075735; aux_mae_loss_2: 17.699135554464238; aux_mae_loss_4: 2.5114091477896037; cnt_loss: 17.237339684837742; +2025-07-05 02:01:04,049 - INFO - Evaluation: +Curr mae: 95.1437; Best mae: 84.1110; 85.2248; 85.4820; 85.7354; 86.5221; +Curr rmse: 142.0280; Best rmse: 127.8141; 131.3335; 131.7889; 132.5822; 133.6590; +Curr nae: 0.2657; Best nae: 0.2097; 0.2109; 0.2114; 0.2128; 0.2142; + + + +2025-07-05 02:01:04,049 - INFO - Epoch: 0162 / 1300 lr: 1.415e-05 +2025-07-05 02:01:23,474 - INFO - Training: cls_zice: 25.60822638712431; reg_zipnll: 208.86380848131682; aux_mae_loss_1: 114.09322477641858; aux_mae_loss_2: 17.485139646028216; aux_mae_loss_4: 2.4188566333369206; cnt_loss: 14.347527943159404; +2025-07-05 02:01:24,165 - INFO - Evaluation: +Curr mae: 86.4192; Best mae: 84.1110; 85.2248; 85.4820; 85.7354; 86.4192; +Curr rmse: 134.1870; Best rmse: 127.8141; 131.3335; 131.7889; 132.5822; 133.6590; +Curr nae: 0.2331; Best nae: 0.2097; 0.2109; 0.2114; 0.2128; 0.2142; + + + +2025-07-05 02:01:24,165 - INFO - Epoch: 0163 / 1300 lr: 1.286e-05 +2025-07-05 02:01:44,198 - INFO - Training: cls_zice: 26.56497065644515; reg_zipnll: 215.53916288677016; aux_mae_loss_1: 118.09299328452663; aux_mae_loss_2: 17.83959920782792; aux_mae_loss_4: 2.408486494892522; cnt_loss: 14.782311351675736; +2025-07-05 02:01:44,199 - INFO - Evaluation: +Curr mae: 91.8151; Best mae: 84.1110; 85.2248; 85.4820; 85.7354; 86.4192; +Curr rmse: 139.5471; Best rmse: 127.8141; 131.3335; 131.7889; 132.5822; 133.6590; +Curr nae: 0.2565; Best nae: 0.2097; 0.2109; 0.2114; 0.2128; 0.2142; + + + +2025-07-05 02:01:44,199 - INFO - Epoch: 0164 / 1300 lr: 1.163e-05 +2025-07-05 02:02:03,783 - INFO - Training: cls_zice: 27.612400051794555; reg_zipnll: 214.82964927271792; aux_mae_loss_1: 116.80034717760589; aux_mae_loss_2: 17.336681014613102; aux_mae_loss_4: 2.387509170331453; cnt_loss: 14.918193917525443; +2025-07-05 02:02:03,783 - INFO - Evaluation: +Curr mae: 89.8048; Best mae: 84.1110; 85.2248; 85.4820; 85.7354; 86.4192; +Curr rmse: 135.1651; Best rmse: 127.8141; 131.3335; 131.7889; 132.5822; 133.6590; +Curr nae: 0.2456; Best nae: 0.2097; 0.2109; 0.2114; 0.2128; 0.2142; + + + +2025-07-05 02:02:03,783 - INFO - Epoch: 0165 / 1300 lr: 1.045e-05 +2025-07-05 02:02:23,168 - INFO - Training: cls_zice: 26.749139399904955; reg_zipnll: 211.82348070646586; aux_mae_loss_1: 114.52894301163523; aux_mae_loss_2: 17.05924664045635; aux_mae_loss_4: 2.36942174873854; cnt_loss: 15.044795914700156; +2025-07-05 02:02:23,862 - INFO - Evaluation: +Curr mae: 87.7985; Best mae: 84.1110; 85.2248; 85.4820; 85.7354; 86.4192; +Curr rmse: 133.2691; Best rmse: 127.8141; 131.3335; 131.7889; 132.5822; 133.2691; +Curr nae: 0.2430; Best nae: 0.2097; 0.2109; 0.2114; 0.2128; 0.2142; + + + +2025-07-05 02:02:23,862 - INFO - Epoch: 0166 / 1300 lr: 9.342e-06 +2025-07-05 02:02:42,458 - INFO - Training: cls_zice: 26.336688593814248; reg_zipnll: 216.64531105443052; aux_mae_loss_1: 117.86568611546566; aux_mae_loss_2: 17.646209691700182; aux_mae_loss_4: 2.4451036076796684; cnt_loss: 15.98496002899973; +2025-07-05 02:02:43,174 - INFO - Evaluation: +Curr mae: 90.1354; Best mae: 84.1110; 85.2248; 85.4820; 85.7354; 86.4192; +Curr rmse: 132.3580; Best rmse: 127.8141; 131.3335; 131.7889; 132.3580; 132.5822; +Curr nae: 0.2533; Best nae: 0.2097; 0.2109; 0.2114; 0.2128; 0.2142; + + + +2025-07-05 02:02:43,175 - INFO - Epoch: 0167 / 1300 lr: 8.294e-06 +2025-07-05 02:03:02,291 - INFO - Training: cls_zice: 24.51756847218463; reg_zipnll: 217.07899675871195; aux_mae_loss_1: 118.39622818796258; aux_mae_loss_2: 17.711697754107025; aux_mae_loss_4: 2.403468668460846; cnt_loss: 15.816283514625148; +2025-07-05 02:03:02,292 - INFO - Evaluation: +Curr mae: 107.1941; Best mae: 84.1110; 85.2248; 85.4820; 85.7354; 86.4192; +Curr rmse: 153.1767; Best rmse: 127.8141; 131.3335; 131.7889; 132.3580; 132.5822; +Curr nae: 0.3447; Best nae: 0.2097; 0.2109; 0.2114; 0.2128; 0.2142; + + + +2025-07-05 02:03:02,292 - INFO - Epoch: 0168 / 1300 lr: 7.311e-06 +2025-07-05 02:03:21,939 - INFO - Training: cls_zice: 26.81922117032503; reg_zipnll: 213.82412639417146; aux_mae_loss_1: 115.78361892700195; aux_mae_loss_2: 17.30229277359812; aux_mae_loss_4: 2.3764076734844006; cnt_loss: 14.213766788181506; +2025-07-05 02:03:21,940 - INFO - Evaluation: +Curr mae: 99.4215; Best mae: 84.1110; 85.2248; 85.4820; 85.7354; 86.4192; +Curr rmse: 150.1593; Best rmse: 127.8141; 131.3335; 131.7889; 132.3580; 132.5822; +Curr nae: 0.3094; Best nae: 0.2097; 0.2109; 0.2114; 0.2128; 0.2142; + + + +2025-07-05 02:03:21,940 - INFO - Epoch: 0169 / 1300 lr: 6.395e-06 +2025-07-05 02:03:41,051 - INFO - Training: cls_zice: 23.228672507562134; reg_zipnll: 206.42847603245787; aux_mae_loss_1: 111.85377873872456; aux_mae_loss_2: 16.82305760132639; aux_mae_loss_4: 2.3334782123565674; cnt_loss: 14.357645750045776; +2025-07-05 02:03:41,052 - INFO - Evaluation: +Curr mae: 99.8382; Best mae: 84.1110; 85.2248; 85.4820; 85.7354; 86.4192; +Curr rmse: 150.6125; Best rmse: 127.8141; 131.3335; 131.7889; 132.3580; 132.5822; +Curr nae: 0.3150; Best nae: 0.2097; 0.2109; 0.2114; 0.2128; 0.2142; + + + +2025-07-05 02:03:41,053 - INFO - Epoch: 0170 / 1300 lr: 5.547e-06 +2025-07-05 02:03:59,499 - INFO - Training: cls_zice: 27.173462442661588; reg_zipnll: 219.31435012817383; aux_mae_loss_1: 118.35499974300987; aux_mae_loss_2: 17.50445458763524; aux_mae_loss_4: 2.4346678351101123; cnt_loss: 15.022034180791755; +2025-07-05 02:03:59,500 - INFO - Evaluation: +Curr mae: 92.3246; Best mae: 84.1110; 85.2248; 85.4820; 85.7354; 86.4192; +Curr rmse: 140.8136; Best rmse: 127.8141; 131.3335; 131.7889; 132.3580; 132.5822; +Curr nae: 0.2723; Best nae: 0.2097; 0.2109; 0.2114; 0.2128; 0.2142; + + + +2025-07-05 02:03:59,500 - INFO - Epoch: 0171 / 1300 lr: 4.768e-06 +2025-07-05 02:04:18,448 - INFO - Training: cls_zice: 23.116543357309542; reg_zipnll: 209.3116051523309; aux_mae_loss_1: 110.51040910419665; aux_mae_loss_2: 16.67549833498503; aux_mae_loss_4: 2.2669245412475183; cnt_loss: 14.331618723116422; +2025-07-05 02:04:18,449 - INFO - Evaluation: +Curr mae: 95.6209; Best mae: 84.1110; 85.2248; 85.4820; 85.7354; 86.4192; +Curr rmse: 144.3456; Best rmse: 127.8141; 131.3335; 131.7889; 132.3580; 132.5822; +Curr nae: 0.2865; Best nae: 0.2097; 0.2109; 0.2114; 0.2128; 0.2142; + + + +2025-07-05 02:04:18,449 - INFO - Epoch: 0172 / 1300 lr: 4.060e-06 +2025-07-05 02:04:37,687 - INFO - Training: cls_zice: 25.124183792816964; reg_zipnll: 217.4824313113564; aux_mae_loss_1: 116.68233018172414; aux_mae_loss_2: 17.37781000137329; aux_mae_loss_4: 2.3831841349601746; cnt_loss: 13.772459394053408; +2025-07-05 02:04:37,687 - INFO - Evaluation: +Curr mae: 90.1346; Best mae: 84.1110; 85.2248; 85.4820; 85.7354; 86.4192; +Curr rmse: 138.3365; Best rmse: 127.8141; 131.3335; 131.7889; 132.3580; 132.5822; +Curr nae: 0.2514; Best nae: 0.2097; 0.2109; 0.2114; 0.2128; 0.2142; + + + +2025-07-05 02:04:37,687 - INFO - Epoch: 0173 / 1300 lr: 3.423e-06 +2025-07-05 02:04:56,822 - INFO - Training: cls_zice: 27.272916273066873; reg_zipnll: 214.72754930195055; aux_mae_loss_1: 116.48954612330387; aux_mae_loss_2: 17.15434644096776; aux_mae_loss_4: 2.337365134766227; cnt_loss: 13.115059112247668; +2025-07-05 02:04:56,824 - INFO - Evaluation: +Curr mae: 96.0420; Best mae: 84.1110; 85.2248; 85.4820; 85.7354; 86.4192; +Curr rmse: 144.4590; Best rmse: 127.8141; 131.3335; 131.7889; 132.3580; 132.5822; +Curr nae: 0.2934; Best nae: 0.2097; 0.2109; 0.2114; 0.2128; 0.2142; + + + +2025-07-05 02:04:56,824 - INFO - Epoch: 0174 / 1300 lr: 2.858e-06 +2025-07-05 02:05:15,811 - INFO - Training: cls_zice: 21.48775775809037; reg_zipnll: 211.52609152542917; aux_mae_loss_1: 112.67071733976665; aux_mae_loss_2: 16.787177085876465; aux_mae_loss_4: 2.294511399771038; cnt_loss: 13.628708939803275; +2025-07-05 02:05:15,812 - INFO - Evaluation: +Curr mae: 92.0574; Best mae: 84.1110; 85.2248; 85.4820; 85.7354; 86.4192; +Curr rmse: 138.7868; Best rmse: 127.8141; 131.3335; 131.7889; 132.3580; 132.5822; +Curr nae: 0.2684; Best nae: 0.2097; 0.2109; 0.2114; 0.2128; 0.2142; + + + +2025-07-05 02:05:15,813 - INFO - Epoch: 0175 / 1300 lr: 2.368e-06 +2025-07-05 02:05:35,578 - INFO - Training: cls_zice: 25.096069662194502; reg_zipnll: 214.22402713173315; aux_mae_loss_1: 114.53127630133378; aux_mae_loss_2: 17.311819377698395; aux_mae_loss_4: 2.3644006032692757; cnt_loss: 14.190656235343532; +2025-07-05 02:05:35,580 - INFO - Evaluation: +Curr mae: 109.3222; Best mae: 84.1110; 85.2248; 85.4820; 85.7354; 86.4192; +Curr rmse: 161.9384; Best rmse: 127.8141; 131.3335; 131.7889; 132.3580; 132.5822; +Curr nae: 0.3692; Best nae: 0.2097; 0.2109; 0.2114; 0.2128; 0.2142; + + + +2025-07-05 02:05:35,580 - INFO - Epoch: 0176 / 1300 lr: 1.951e-06 +2025-07-05 02:05:54,864 - INFO - Training: cls_zice: 26.72124373285394; reg_zipnll: 207.9872906333522; aux_mae_loss_1: 114.45710111919202; aux_mae_loss_2: 17.357615847336618; aux_mae_loss_4: 2.389813382374613; cnt_loss: 14.824838362242046; +2025-07-05 02:05:54,864 - INFO - Evaluation: +Curr mae: 97.0057; Best mae: 84.1110; 85.2248; 85.4820; 85.7354; 86.4192; +Curr rmse: 148.8330; Best rmse: 127.8141; 131.3335; 131.7889; 132.3580; 132.5822; +Curr nae: 0.2928; Best nae: 0.2097; 0.2109; 0.2114; 0.2128; 0.2142; + + + +2025-07-05 02:05:54,865 - INFO - Epoch: 0177 / 1300 lr: 1.609e-06 +2025-07-05 02:06:13,884 - INFO - Training: cls_zice: 25.361928638659027; reg_zipnll: 211.03577382940995; aux_mae_loss_1: 113.03951323659797; aux_mae_loss_2: 16.822003113596065; aux_mae_loss_4: 2.309580369999534; cnt_loss: 13.458061130423294; +2025-07-05 02:06:13,885 - INFO - Evaluation: +Curr mae: 92.5743; Best mae: 84.1110; 85.2248; 85.4820; 85.7354; 86.4192; +Curr rmse: 139.1841; Best rmse: 127.8141; 131.3335; 131.7889; 132.3580; 132.5822; +Curr nae: 0.2724; Best nae: 0.2097; 0.2109; 0.2114; 0.2128; 0.2142; + + + +2025-07-05 02:06:13,885 - INFO - Epoch: 0178 / 1300 lr: 1.343e-06 +2025-07-05 02:06:32,963 - INFO - Training: cls_zice: 27.19188394044575; reg_zipnll: 213.96673583984375; aux_mae_loss_1: 117.25167304591129; aux_mae_loss_2: 17.54816050278513; aux_mae_loss_4: 2.434666872024536; cnt_loss: 14.940301857496562; +2025-07-05 02:06:32,964 - INFO - Evaluation: +Curr mae: 90.2908; Best mae: 84.1110; 85.2248; 85.4820; 85.7354; 86.4192; +Curr rmse: 135.1557; Best rmse: 127.8141; 131.3335; 131.7889; 132.3580; 132.5822; +Curr nae: 0.2689; Best nae: 0.2097; 0.2109; 0.2114; 0.2128; 0.2142; + + + +2025-07-05 02:06:32,964 - INFO - Epoch: 0179 / 1300 lr: 1.153e-06 +2025-07-05 02:06:52,181 - INFO - Training: cls_zice: 22.735472942653455; reg_zipnll: 209.87785178736635; aux_mae_loss_1: 112.79234876130757; aux_mae_loss_2: 16.879384517669678; aux_mae_loss_4: 2.320256779068395; cnt_loss: 13.686040953585977; +2025-07-05 02:06:52,183 - INFO - Evaluation: +Curr mae: 100.1323; Best mae: 84.1110; 85.2248; 85.4820; 85.7354; 86.4192; +Curr rmse: 155.1997; Best rmse: 127.8141; 131.3335; 131.7889; 132.3580; 132.5822; +Curr nae: 0.3173; Best nae: 0.2097; 0.2109; 0.2114; 0.2128; 0.2142; + + + +2025-07-05 02:06:52,184 - INFO - Epoch: 0180 / 1300 lr: 1.038e-06 +2025-07-05 02:07:11,765 - INFO - Training: cls_zice: 23.944381836213562; reg_zipnll: 211.6918182373047; aux_mae_loss_1: 113.96518064800061; aux_mae_loss_2: 17.132816214310495; aux_mae_loss_4: 2.314821149173536; cnt_loss: 14.321222556264777; +2025-07-05 02:07:11,766 - INFO - Evaluation: +Curr mae: 92.9075; Best mae: 84.1110; 85.2248; 85.4820; 85.7354; 86.4192; +Curr rmse: 141.0627; Best rmse: 127.8141; 131.3335; 131.7889; 132.3580; 132.5822; +Curr nae: 0.2719; Best nae: 0.2097; 0.2109; 0.2114; 0.2128; 0.2142; + + + +2025-07-05 02:07:11,766 - INFO - Epoch: 0181 / 1300 lr: 1.000e-04 +2025-07-05 02:07:30,825 - INFO - Training: cls_zice: 25.327471083716343; reg_zipnll: 215.54646100495992; aux_mae_loss_1: 117.65154999180844; aux_mae_loss_2: 17.63796181427805; aux_mae_loss_4: 2.567515269706124; cnt_loss: 20.456359110380475; +2025-07-05 02:07:30,826 - INFO - Evaluation: +Curr mae: 102.7797; Best mae: 84.1110; 85.2248; 85.4820; 85.7354; 86.4192; +Curr rmse: 149.4228; Best rmse: 127.8141; 131.3335; 131.7889; 132.3580; 132.5822; +Curr nae: 0.2948; Best nae: 0.2097; 0.2109; 0.2114; 0.2128; 0.2142; + + + +2025-07-05 02:07:30,826 - INFO - Epoch: 0182 / 1300 lr: 9.999e-05 +2025-07-05 02:07:49,832 - INFO - Training: cls_zice: 24.435902143779554; reg_zipnll: 217.41414120322779; aux_mae_loss_1: 119.67260762264854; aux_mae_loss_2: 18.190159069864375; aux_mae_loss_4: 2.75533506117369; cnt_loss: 22.74968711953414; +2025-07-05 02:07:49,833 - INFO - Evaluation: +Curr mae: 88.8624; Best mae: 84.1110; 85.2248; 85.4820; 85.7354; 86.4192; +Curr rmse: 133.2404; Best rmse: 127.8141; 131.3335; 131.7889; 132.3580; 132.5822; +Curr nae: 0.2299; Best nae: 0.2097; 0.2109; 0.2114; 0.2128; 0.2142; + + + +2025-07-05 02:07:49,833 - INFO - Epoch: 0183 / 1300 lr: 9.996e-05 +2025-07-05 02:08:09,092 - INFO - Training: cls_zice: 28.066876060084294; reg_zipnll: 222.04121961091695; aux_mae_loss_1: 122.06444730256733; aux_mae_loss_2: 18.823555218546016; aux_mae_loss_4: 2.8533911955984017; cnt_loss: 24.28477094047948; +2025-07-05 02:08:09,093 - INFO - Evaluation: +Curr mae: 94.2473; Best mae: 84.1110; 85.2248; 85.4820; 85.7354; 86.4192; +Curr rmse: 139.5966; Best rmse: 127.8141; 131.3335; 131.7889; 132.3580; 132.5822; +Curr nae: 0.2445; Best nae: 0.2097; 0.2109; 0.2114; 0.2128; 0.2142; + + + +2025-07-05 02:08:09,093 - INFO - Epoch: 0184 / 1300 lr: 9.991e-05 +2025-07-05 02:08:28,502 - INFO - Training: cls_zice: 26.695865348765725; reg_zipnll: 219.17363217002466; aux_mae_loss_1: 118.67626571655273; aux_mae_loss_2: 18.2870871895238; aux_mae_loss_4: 2.763571196480801; cnt_loss: 23.18558248720671; +2025-07-05 02:08:28,506 - INFO - Evaluation: +Curr mae: 91.4090; Best mae: 84.1110; 85.2248; 85.4820; 85.7354; 86.4192; +Curr rmse: 151.1822; Best rmse: 127.8141; 131.3335; 131.7889; 132.3580; 132.5822; +Curr nae: 0.2267; Best nae: 0.2097; 0.2109; 0.2114; 0.2128; 0.2142; + + + +2025-07-05 02:08:28,506 - INFO - Epoch: 0185 / 1300 lr: 9.985e-05 +2025-07-05 02:08:48,063 - INFO - Training: cls_zice: 27.95656104150571; reg_zipnll: 213.43184842561422; aux_mae_loss_1: 113.66451183118318; aux_mae_loss_2: 18.00805435682598; aux_mae_loss_4: 2.704705520680076; cnt_loss: 22.113616642199066; +2025-07-05 02:08:48,066 - INFO - Evaluation: +Curr mae: 93.2573; Best mae: 84.1110; 85.2248; 85.4820; 85.7354; 86.4192; +Curr rmse: 139.5498; Best rmse: 127.8141; 131.3335; 131.7889; 132.3580; 132.5822; +Curr nae: 0.2483; Best nae: 0.2097; 0.2109; 0.2114; 0.2128; 0.2142; + + + +2025-07-05 02:08:48,066 - INFO - Epoch: 0186 / 1300 lr: 9.976e-05 +2025-07-05 02:09:07,116 - INFO - Training: cls_zice: 26.782350345661765; reg_zipnll: 213.60531676443; aux_mae_loss_1: 115.94336078041478; aux_mae_loss_2: 18.163596027775814; aux_mae_loss_4: 2.7878402157833704; cnt_loss: 24.557358013956172; +2025-07-05 02:09:07,116 - INFO - Evaluation: +Curr mae: 92.6646; Best mae: 84.1110; 85.2248; 85.4820; 85.7354; 86.4192; +Curr rmse: 144.4201; Best rmse: 127.8141; 131.3335; 131.7889; 132.3580; 132.5822; +Curr nae: 0.2413; Best nae: 0.2097; 0.2109; 0.2114; 0.2128; 0.2142; + + + +2025-07-05 02:09:07,116 - INFO - Epoch: 0187 / 1300 lr: 9.966e-05 +2025-07-05 02:09:26,078 - INFO - Training: cls_zice: 28.56078250784623; reg_zipnll: 223.01013464676706; aux_mae_loss_1: 125.24438255711605; aux_mae_loss_2: 19.714057144365814; aux_mae_loss_4: 3.112826792817367; cnt_loss: 28.86847381842764; +2025-07-05 02:09:28,460 - INFO - Evaluation: +Curr mae: 80.3291; Best mae: 80.3291; 84.1110; 85.2248; 85.4820; 85.7354; +Curr rmse: 120.1668; Best rmse: 120.1668; 127.8141; 131.3335; 131.7889; 132.3580; +Curr nae: 0.2107; Best nae: 0.2097; 0.2107; 0.2109; 0.2114; 0.2128; + + + +2025-07-05 02:09:28,460 - INFO - Epoch: 0188 / 1300 lr: 9.953e-05 +2025-07-05 02:09:48,249 - INFO - Training: cls_zice: 26.039498194267875; reg_zipnll: 223.99515613756682; aux_mae_loss_1: 120.25828210931076; aux_mae_loss_2: 18.77682816354852; aux_mae_loss_4: 2.8551759280656515; cnt_loss: 25.822287057575426; +2025-07-05 02:09:48,252 - INFO - Evaluation: +Curr mae: 100.8153; Best mae: 80.3291; 84.1110; 85.2248; 85.4820; 85.7354; +Curr rmse: 150.9733; Best rmse: 120.1668; 127.8141; 131.3335; 131.7889; 132.3580; +Curr nae: 0.2803; Best nae: 0.2097; 0.2107; 0.2109; 0.2114; 0.2128; + + + +2025-07-05 02:09:48,253 - INFO - Epoch: 0189 / 1300 lr: 9.939e-05 +2025-07-05 02:10:07,683 - INFO - Training: cls_zice: 29.628698463502683; reg_zipnll: 226.03151020250823; aux_mae_loss_1: 126.18501863981548; aux_mae_loss_2: 19.615559879102204; aux_mae_loss_4: 2.9164265551065145; cnt_loss: 23.6155535045423; +2025-07-05 02:10:08,380 - INFO - Evaluation: +Curr mae: 91.9159; Best mae: 80.3291; 84.1110; 85.2248; 85.4820; 85.7354; +Curr rmse: 128.8243; Best rmse: 120.1668; 127.8141; 128.8243; 131.3335; 131.7889; +Curr nae: 0.2666; Best nae: 0.2097; 0.2107; 0.2109; 0.2114; 0.2128; + + + +2025-07-05 02:10:08,380 - INFO - Epoch: 0190 / 1300 lr: 9.923e-05 +2025-07-05 02:10:27,432 - INFO - Training: cls_zice: 26.202874340509112; reg_zipnll: 221.3405267815841; aux_mae_loss_1: 117.68357307032535; aux_mae_loss_2: 18.535998093454463; aux_mae_loss_4: 2.8783471113757084; cnt_loss: 26.13120786767257; +2025-07-05 02:10:27,433 - INFO - Evaluation: +Curr mae: 97.7229; Best mae: 80.3291; 84.1110; 85.2248; 85.4820; 85.7354; +Curr rmse: 137.8980; Best rmse: 120.1668; 127.8141; 128.8243; 131.3335; 131.7889; +Curr nae: 0.2743; Best nae: 0.2097; 0.2107; 0.2109; 0.2114; 0.2128; + + + +2025-07-05 02:10:27,433 - INFO - Epoch: 0191 / 1300 lr: 9.905e-05 +2025-07-05 02:10:46,540 - INFO - Training: cls_zice: 29.86239709822755; reg_zipnll: 214.53191054494758; aux_mae_loss_1: 118.77321684987922; aux_mae_loss_2: 18.757864901894017; aux_mae_loss_4: 2.9249723459544934; cnt_loss: 29.86333320015355; +2025-07-05 02:10:46,541 - INFO - Evaluation: +Curr mae: 90.3887; Best mae: 80.3291; 84.1110; 85.2248; 85.4820; 85.7354; +Curr rmse: 134.6278; Best rmse: 120.1668; 127.8141; 128.8243; 131.3335; 131.7889; +Curr nae: 0.2203; Best nae: 0.2097; 0.2107; 0.2109; 0.2114; 0.2128; + + + +2025-07-05 02:10:46,541 - INFO - Epoch: 0192 / 1300 lr: 9.885e-05 +2025-07-05 02:11:05,874 - INFO - Training: cls_zice: 29.68821774658404; reg_zipnll: 222.6943913509971; aux_mae_loss_1: 123.25253336053146; aux_mae_loss_2: 19.457999179237767; aux_mae_loss_4: 3.0408639907836914; cnt_loss: 28.31347222077219; +2025-07-05 02:11:05,875 - INFO - Evaluation: +Curr mae: 113.9693; Best mae: 80.3291; 84.1110; 85.2248; 85.4820; 85.7354; +Curr rmse: 165.2422; Best rmse: 120.1668; 127.8141; 128.8243; 131.3335; 131.7889; +Curr nae: 0.3610; Best nae: 0.2097; 0.2107; 0.2109; 0.2114; 0.2128; + + + +2025-07-05 02:11:05,875 - INFO - Epoch: 0193 / 1300 lr: 9.863e-05 +2025-07-05 02:11:25,351 - INFO - Training: cls_zice: 27.09047908531992; reg_zipnll: 215.08534481650904; aux_mae_loss_1: 119.61907718056126; aux_mae_loss_2: 18.420265022077057; aux_mae_loss_4: 2.7663233029214958; cnt_loss: 24.129022322202985; +2025-07-05 02:11:25,353 - INFO - Evaluation: +Curr mae: 109.5836; Best mae: 80.3291; 84.1110; 85.2248; 85.4820; 85.7354; +Curr rmse: 151.4877; Best rmse: 120.1668; 127.8141; 128.8243; 131.3335; 131.7889; +Curr nae: 0.3530; Best nae: 0.2097; 0.2107; 0.2109; 0.2114; 0.2128; + + + +2025-07-05 02:11:25,353 - INFO - Epoch: 0194 / 1300 lr: 9.840e-05 +2025-07-05 02:11:44,858 - INFO - Training: cls_zice: 29.37587749330621; reg_zipnll: 223.95978385523745; aux_mae_loss_1: 120.34624059576737; aux_mae_loss_2: 19.00286024495175; aux_mae_loss_4: 2.9873962778794136; cnt_loss: 26.23601115377326; +2025-07-05 02:11:44,858 - INFO - Evaluation: +Curr mae: 112.4352; Best mae: 80.3291; 84.1110; 85.2248; 85.4820; 85.7354; +Curr rmse: 175.1439; Best rmse: 120.1668; 127.8141; 128.8243; 131.3335; 131.7889; +Curr nae: 0.3232; Best nae: 0.2097; 0.2107; 0.2109; 0.2114; 0.2128; + + + +2025-07-05 02:11:44,859 - INFO - Epoch: 0195 / 1300 lr: 9.814e-05 +2025-07-05 02:12:03,944 - INFO - Training: cls_zice: 28.90929641221699; reg_zipnll: 219.15411417107833; aux_mae_loss_1: 121.33351105137875; aux_mae_loss_2: 19.234420425013493; aux_mae_loss_4: 3.031672681632795; cnt_loss: 27.894418214496813; +2025-07-05 02:12:03,949 - INFO - Evaluation: +Curr mae: 101.6605; Best mae: 80.3291; 84.1110; 85.2248; 85.4820; 85.7354; +Curr rmse: 171.5800; Best rmse: 120.1668; 127.8141; 128.8243; 131.3335; 131.7889; +Curr nae: 0.3621; Best nae: 0.2097; 0.2107; 0.2109; 0.2114; 0.2128; + + + +2025-07-05 02:12:03,949 - INFO - Epoch: 0196 / 1300 lr: 9.787e-05 +2025-07-05 02:12:23,439 - INFO - Training: cls_zice: 28.06002073538931; reg_zipnll: 217.4806964271947; aux_mae_loss_1: 121.92550197400544; aux_mae_loss_2: 19.257535884254857; aux_mae_loss_4: 2.9461703049509147; cnt_loss: 26.96489085649189; +2025-07-05 02:12:23,440 - INFO - Evaluation: +Curr mae: 95.5325; Best mae: 80.3291; 84.1110; 85.2248; 85.4820; 85.7354; +Curr rmse: 147.9500; Best rmse: 120.1668; 127.8141; 128.8243; 131.3335; 131.7889; +Curr nae: 0.2622; Best nae: 0.2097; 0.2107; 0.2109; 0.2114; 0.2128; + + + +2025-07-05 02:12:23,440 - INFO - Epoch: 0197 / 1300 lr: 9.758e-05 +2025-07-05 02:12:42,566 - INFO - Training: cls_zice: 22.790209818827478; reg_zipnll: 210.4797756797389; aux_mae_loss_1: 112.21952036807411; aux_mae_loss_2: 17.267482632084896; aux_mae_loss_4: 2.486267271794771; cnt_loss: 19.05668226041292; +2025-07-05 02:12:42,567 - INFO - Evaluation: +Curr mae: 98.2999; Best mae: 80.3291; 84.1110; 85.2248; 85.4820; 85.7354; +Curr rmse: 159.6699; Best rmse: 120.1668; 127.8141; 128.8243; 131.3335; 131.7889; +Curr nae: 0.2583; Best nae: 0.2097; 0.2107; 0.2109; 0.2114; 0.2128; + + + +2025-07-05 02:12:42,567 - INFO - Epoch: 0198 / 1300 lr: 9.727e-05 +2025-07-05 02:13:01,952 - INFO - Training: cls_zice: 25.331176105298493; reg_zipnll: 216.6858458268015; aux_mae_loss_1: 117.69999624553479; aux_mae_loss_2: 18.160666139502275; aux_mae_loss_4: 2.672624951914737; cnt_loss: 22.23850535091601; +2025-07-05 02:13:01,953 - INFO - Evaluation: +Curr mae: 87.2251; Best mae: 80.3291; 84.1110; 85.2248; 85.4820; 85.7354; +Curr rmse: 135.6137; Best rmse: 120.1668; 127.8141; 128.8243; 131.3335; 131.7889; +Curr nae: 0.2316; Best nae: 0.2097; 0.2107; 0.2109; 0.2114; 0.2128; + + + +2025-07-05 02:13:01,953 - INFO - Epoch: 0199 / 1300 lr: 9.694e-05 +2025-07-05 02:13:21,954 - INFO - Training: cls_zice: 26.756113458620874; reg_zipnll: 209.78033648039164; aux_mae_loss_1: 116.29158682572215; aux_mae_loss_2: 18.279978049428838; aux_mae_loss_4: 2.7782840948355827; cnt_loss: 23.906267266524466; +2025-07-05 02:13:22,651 - INFO - Evaluation: +Curr mae: 87.1922; Best mae: 80.3291; 84.1110; 85.2248; 85.4820; 85.7354; +Curr rmse: 127.8604; Best rmse: 120.1668; 127.8141; 127.8604; 128.8243; 131.3335; +Curr nae: 0.2384; Best nae: 0.2097; 0.2107; 0.2109; 0.2114; 0.2128; + + + +2025-07-05 02:13:22,651 - INFO - Epoch: 0200 / 1300 lr: 9.660e-05 +2025-07-05 02:13:41,743 - INFO - Training: cls_zice: 27.775322976865265; reg_zipnll: 216.41257195723685; aux_mae_loss_1: 122.53559393631785; aux_mae_loss_2: 18.85836638902363; aux_mae_loss_4: 2.884785510991749; cnt_loss: 25.48020282544588; +2025-07-05 02:13:41,744 - INFO - Evaluation: +Curr mae: 100.6866; Best mae: 80.3291; 84.1110; 85.2248; 85.4820; 85.7354; +Curr rmse: 153.6150; Best rmse: 120.1668; 127.8141; 127.8604; 128.8243; 131.3335; +Curr nae: 0.2701; Best nae: 0.2097; 0.2107; 0.2109; 0.2114; 0.2128; + + + +2025-07-05 02:13:43,745 - INFO - Epoch: 0201 / 1300 lr: 9.623e-05 +2025-07-05 02:14:02,914 - INFO - Training: cls_zice: 24.1844400920366; reg_zipnll: 209.7224608973453; aux_mae_loss_1: 114.63210015547902; aux_mae_loss_2: 17.53939151763916; aux_mae_loss_4: 2.5046436316088627; cnt_loss: 18.473972747200413; +2025-07-05 02:14:03,613 - INFO - Evaluation: +Curr mae: 91.7315; Best mae: 80.3291; 84.1110; 85.2248; 85.4820; 85.7354; +Curr rmse: 131.3111; Best rmse: 120.1668; 127.8141; 127.8604; 128.8243; 131.3111; +Curr nae: 0.2468; Best nae: 0.2097; 0.2107; 0.2109; 0.2114; 0.2128; + + + +2025-07-05 02:14:03,613 - INFO - Epoch: 0202 / 1300 lr: 9.585e-05 +2025-07-05 02:14:22,789 - INFO - Training: cls_zice: 22.79218560300375; reg_zipnll: 216.1350127772281; aux_mae_loss_1: 114.9879910318475; aux_mae_loss_2: 17.522841328068782; aux_mae_loss_4: 2.587472140789032; cnt_loss: 20.752869405244525; +2025-07-05 02:14:22,790 - INFO - Evaluation: +Curr mae: 88.1073; Best mae: 80.3291; 84.1110; 85.2248; 85.4820; 85.7354; +Curr rmse: 132.0112; Best rmse: 120.1668; 127.8141; 127.8604; 128.8243; 131.3111; +Curr nae: 0.2397; Best nae: 0.2097; 0.2107; 0.2109; 0.2114; 0.2128; + + + +2025-07-05 02:14:22,790 - INFO - Epoch: 0203 / 1300 lr: 9.545e-05 +2025-07-05 02:14:41,620 - INFO - Training: cls_zice: 26.409232992874948; reg_zipnll: 218.61355149118523; aux_mae_loss_1: 118.41785591527035; aux_mae_loss_2: 18.15891180540386; aux_mae_loss_4: 2.709498333303552; cnt_loss: 22.488021687457437; +2025-07-05 02:14:41,621 - INFO - Evaluation: +Curr mae: 93.2654; Best mae: 80.3291; 84.1110; 85.2248; 85.4820; 85.7354; +Curr rmse: 142.1096; Best rmse: 120.1668; 127.8141; 127.8604; 128.8243; 131.3111; +Curr nae: 0.2621; Best nae: 0.2097; 0.2107; 0.2109; 0.2114; 0.2128; + + + +2025-07-05 02:14:41,621 - INFO - Epoch: 0204 / 1300 lr: 9.504e-05 +2025-07-05 02:15:01,632 - INFO - Training: cls_zice: 27.013188497016305; reg_zipnll: 215.76104395013107; aux_mae_loss_1: 117.09682002820466; aux_mae_loss_2: 17.89861387955515; aux_mae_loss_4: 2.593888530605718; cnt_loss: 20.566772987968044; +2025-07-05 02:15:03,011 - INFO - Evaluation: +Curr mae: 82.1147; Best mae: 80.3291; 82.1147; 84.1110; 85.2248; 85.4820; +Curr rmse: 127.3584; Best rmse: 120.1668; 127.3584; 127.8141; 127.8604; 128.8243; +Curr nae: 0.2256; Best nae: 0.2097; 0.2107; 0.2109; 0.2114; 0.2128; + + + +2025-07-05 02:15:03,011 - INFO - Epoch: 0205 / 1300 lr: 9.460e-05 +2025-07-05 02:15:21,956 - INFO - Training: cls_zice: 22.761251622908993; reg_zipnll: 208.2596535933645; aux_mae_loss_1: 113.89174260591206; aux_mae_loss_2: 17.461355535607588; aux_mae_loss_4: 2.52670388158999; cnt_loss: 20.32766184053923; +2025-07-05 02:15:21,957 - INFO - Evaluation: +Curr mae: 98.4325; Best mae: 80.3291; 82.1147; 84.1110; 85.2248; 85.4820; +Curr rmse: 139.7435; Best rmse: 120.1668; 127.3584; 127.8141; 127.8604; 128.8243; +Curr nae: 0.2774; Best nae: 0.2097; 0.2107; 0.2109; 0.2114; 0.2128; + + + +2025-07-05 02:15:21,957 - INFO - Epoch: 0206 / 1300 lr: 9.416e-05 +2025-07-05 02:15:41,066 - INFO - Training: cls_zice: 22.303183194838073; reg_zipnll: 207.99936555561266; aux_mae_loss_1: 113.4750613162392; aux_mae_loss_2: 17.567258132131474; aux_mae_loss_4: 2.6387743824406673; cnt_loss: 22.98998835212306; +2025-07-05 02:15:41,067 - INFO - Evaluation: +Curr mae: 92.2494; Best mae: 80.3291; 82.1147; 84.1110; 85.2248; 85.4820; +Curr rmse: 133.3702; Best rmse: 120.1668; 127.3584; 127.8141; 127.8604; 128.8243; +Curr nae: 0.2674; Best nae: 0.2097; 0.2107; 0.2109; 0.2114; 0.2128; + + + +2025-07-05 02:15:41,067 - INFO - Epoch: 0207 / 1300 lr: 9.369e-05 +2025-07-05 02:16:00,488 - INFO - Training: cls_zice: 25.964343064709713; reg_zipnll: 215.32551052695825; aux_mae_loss_1: 119.30845100001285; aux_mae_loss_2: 18.280918874238665; aux_mae_loss_4: 2.65727982081865; cnt_loss: 21.806037852638646; +2025-07-05 02:16:00,489 - INFO - Evaluation: +Curr mae: 94.3144; Best mae: 80.3291; 82.1147; 84.1110; 85.2248; 85.4820; +Curr rmse: 141.9220; Best rmse: 120.1668; 127.3584; 127.8141; 127.8604; 128.8243; +Curr nae: 0.2932; Best nae: 0.2097; 0.2107; 0.2109; 0.2114; 0.2128; + + + +2025-07-05 02:16:00,489 - INFO - Epoch: 0208 / 1300 lr: 9.321e-05 +2025-07-05 02:16:20,491 - INFO - Training: cls_zice: 24.728103151446895; reg_zipnll: 206.6399987873278; aux_mae_loss_1: 111.26294497439736; aux_mae_loss_2: 16.989663801695173; aux_mae_loss_4: 2.4432873725891113; cnt_loss: 18.495065362829912; +2025-07-05 02:16:20,492 - INFO - Evaluation: +Curr mae: 85.5315; Best mae: 80.3291; 82.1147; 84.1110; 85.2248; 85.4820; +Curr rmse: 139.1676; Best rmse: 120.1668; 127.3584; 127.8141; 127.8604; 128.8243; +Curr nae: 0.2140; Best nae: 0.2097; 0.2107; 0.2109; 0.2114; 0.2128; + + + +2025-07-05 02:16:20,492 - INFO - Epoch: 0209 / 1300 lr: 9.271e-05 +2025-07-05 02:16:39,762 - INFO - Training: cls_zice: 28.678776991994756; reg_zipnll: 220.31233777497945; aux_mae_loss_1: 119.81737458078484; aux_mae_loss_2: 18.14365924032111; aux_mae_loss_4: 2.6687267861868205; cnt_loss: 22.04262753536827; +2025-07-05 02:16:39,763 - INFO - Evaluation: +Curr mae: 99.6400; Best mae: 80.3291; 82.1147; 84.1110; 85.2248; 85.4820; +Curr rmse: 136.4599; Best rmse: 120.1668; 127.3584; 127.8141; 127.8604; 128.8243; +Curr nae: 0.2684; Best nae: 0.2097; 0.2107; 0.2109; 0.2114; 0.2128; + + + +2025-07-05 02:16:39,763 - INFO - Epoch: 0210 / 1300 lr: 9.219e-05 +2025-07-05 02:16:59,159 - INFO - Training: cls_zice: 26.931568434363918; reg_zipnll: 216.56009754381682; aux_mae_loss_1: 117.22281425877621; aux_mae_loss_2: 18.006903322119463; aux_mae_loss_4: 2.5663656780594275; cnt_loss: 19.00496186708149; +2025-07-05 02:16:59,159 - INFO - Evaluation: +Curr mae: 86.8634; Best mae: 80.3291; 82.1147; 84.1110; 85.2248; 85.4820; +Curr rmse: 131.6014; Best rmse: 120.1668; 127.3584; 127.8141; 127.8604; 128.8243; +Curr nae: 0.2240; Best nae: 0.2097; 0.2107; 0.2109; 0.2114; 0.2128; + + + +2025-07-05 02:16:59,159 - INFO - Epoch: 0211 / 1300 lr: 9.166e-05 +2025-07-05 02:17:17,786 - INFO - Training: cls_zice: 27.28398422347872; reg_zipnll: 212.14913036948755; aux_mae_loss_1: 117.41918353030556; aux_mae_loss_2: 18.01469225632517; aux_mae_loss_4: 2.659240396399247; cnt_loss: 21.462420990592555; +2025-07-05 02:17:17,787 - INFO - Evaluation: +Curr mae: 94.9018; Best mae: 80.3291; 82.1147; 84.1110; 85.2248; 85.4820; +Curr rmse: 137.9430; Best rmse: 120.1668; 127.3584; 127.8141; 127.8604; 128.8243; +Curr nae: 0.2567; Best nae: 0.2097; 0.2107; 0.2109; 0.2114; 0.2128; + + + +2025-07-05 02:17:17,787 - INFO - Epoch: 0212 / 1300 lr: 9.111e-05 +2025-07-05 02:17:37,106 - INFO - Training: cls_zice: 28.204230797918218; reg_zipnll: 212.12014870894583; aux_mae_loss_1: 117.59009943510357; aux_mae_loss_2: 18.136445974048815; aux_mae_loss_4: 2.680313238972112; cnt_loss: 22.488207239853708; +2025-07-05 02:17:37,107 - INFO - Evaluation: +Curr mae: 86.9223; Best mae: 80.3291; 82.1147; 84.1110; 85.2248; 85.4820; +Curr rmse: 129.2108; Best rmse: 120.1668; 127.3584; 127.8141; 127.8604; 128.8243; +Curr nae: 0.2471; Best nae: 0.2097; 0.2107; 0.2109; 0.2114; 0.2128; + + + +2025-07-05 02:17:37,107 - INFO - Epoch: 0213 / 1300 lr: 9.055e-05 +2025-07-05 02:17:56,869 - INFO - Training: cls_zice: 24.69722416526393; reg_zipnll: 212.35476001940276; aux_mae_loss_1: 114.20762835050884; aux_mae_loss_2: 17.347604099072907; aux_mae_loss_4: 2.5092157972486397; cnt_loss: 20.429666192908037; +2025-07-05 02:17:56,871 - INFO - Evaluation: +Curr mae: 96.0405; Best mae: 80.3291; 82.1147; 84.1110; 85.2248; 85.4820; +Curr rmse: 132.7063; Best rmse: 120.1668; 127.3584; 127.8141; 127.8604; 128.8243; +Curr nae: 0.2837; Best nae: 0.2097; 0.2107; 0.2109; 0.2114; 0.2128; + + + +2025-07-05 02:17:56,872 - INFO - Epoch: 0214 / 1300 lr: 8.997e-05 +2025-07-05 02:18:15,969 - INFO - Training: cls_zice: 25.10613761450115; reg_zipnll: 214.2540323357833; aux_mae_loss_1: 116.60641660188374; aux_mae_loss_2: 17.754666403720254; aux_mae_loss_4: 2.5592790496976754; cnt_loss: 21.24325768571151; +2025-07-05 02:18:15,970 - INFO - Evaluation: +Curr mae: 112.2563; Best mae: 80.3291; 82.1147; 84.1110; 85.2248; 85.4820; +Curr rmse: 158.3094; Best rmse: 120.1668; 127.3584; 127.8141; 127.8604; 128.8243; +Curr nae: 0.2764; Best nae: 0.2097; 0.2107; 0.2109; 0.2114; 0.2128; + + + +2025-07-05 02:18:15,970 - INFO - Epoch: 0215 / 1300 lr: 8.937e-05 +2025-07-05 02:18:35,210 - INFO - Training: cls_zice: 24.375669572698442; reg_zipnll: 208.68141957333214; aux_mae_loss_1: 112.89825238679585; aux_mae_loss_2: 17.417475926248652; aux_mae_loss_4: 2.508369753235265; cnt_loss: 19.7732160593334; +2025-07-05 02:18:35,211 - INFO - Evaluation: +Curr mae: 107.2655; Best mae: 80.3291; 82.1147; 84.1110; 85.2248; 85.4820; +Curr rmse: 150.4002; Best rmse: 120.1668; 127.3584; 127.8141; 127.8604; 128.8243; +Curr nae: 0.2937; Best nae: 0.2097; 0.2107; 0.2109; 0.2114; 0.2128; + + + +2025-07-05 02:18:35,211 - INFO - Epoch: 0216 / 1300 lr: 8.876e-05 +2025-07-05 02:18:54,334 - INFO - Training: cls_zice: 25.18647592946103; reg_zipnll: 212.23376585307875; aux_mae_loss_1: 117.29072751496967; aux_mae_loss_2: 17.713715578380384; aux_mae_loss_4: 2.524983459397366; cnt_loss: 18.73676337693867; +2025-07-05 02:18:54,334 - INFO - Evaluation: +Curr mae: 92.4241; Best mae: 80.3291; 82.1147; 84.1110; 85.2248; 85.4820; +Curr rmse: 129.5880; Best rmse: 120.1668; 127.3584; 127.8141; 127.8604; 128.8243; +Curr nae: 0.2666; Best nae: 0.2097; 0.2107; 0.2109; 0.2114; 0.2128; + + + +2025-07-05 02:18:54,334 - INFO - Epoch: 0217 / 1300 lr: 8.814e-05 +2025-07-05 02:19:13,464 - INFO - Training: cls_zice: 23.877636093842355; reg_zipnll: 212.09902432090357; aux_mae_loss_1: 112.26273486488743; aux_mae_loss_2: 16.966976466931794; aux_mae_loss_4: 2.3976859073889885; cnt_loss: 18.41498819150423; +2025-07-05 02:19:13,464 - INFO - Evaluation: +Curr mae: 89.2777; Best mae: 80.3291; 82.1147; 84.1110; 85.2248; 85.4820; +Curr rmse: 140.1778; Best rmse: 120.1668; 127.3584; 127.8141; 127.8604; 128.8243; +Curr nae: 0.2464; Best nae: 0.2097; 0.2107; 0.2109; 0.2114; 0.2128; + + + +2025-07-05 02:19:13,465 - INFO - Epoch: 0218 / 1300 lr: 8.750e-05 +2025-07-05 02:19:32,708 - INFO - Training: cls_zice: 25.37895399645755; reg_zipnll: 217.4280154579564; aux_mae_loss_1: 116.55151487651624; aux_mae_loss_2: 17.572990166513545; aux_mae_loss_4: 2.4626169330195378; cnt_loss: 18.68678573558205; +2025-07-05 02:19:32,709 - INFO - Evaluation: +Curr mae: 107.8587; Best mae: 80.3291; 82.1147; 84.1110; 85.2248; 85.4820; +Curr rmse: 154.8387; Best rmse: 120.1668; 127.3584; 127.8141; 127.8604; 128.8243; +Curr nae: 0.2871; Best nae: 0.2097; 0.2107; 0.2109; 0.2114; 0.2128; + + + +2025-07-05 02:19:32,709 - INFO - Epoch: 0219 / 1300 lr: 8.685e-05 +2025-07-05 02:19:52,359 - INFO - Training: cls_zice: 21.798544064948434; reg_zipnll: 209.14890068455747; aux_mae_loss_1: 109.83714163930793; aux_mae_loss_2: 16.578026746448717; aux_mae_loss_4: 2.322021427907442; cnt_loss: 16.23589025045696; +2025-07-05 02:19:54,717 - INFO - Evaluation: +Curr mae: 82.3604; Best mae: 80.3291; 82.1147; 82.3604; 84.1110; 85.2248; +Curr rmse: 121.9166; Best rmse: 120.1668; 121.9166; 127.3584; 127.8141; 127.8604; +Curr nae: 0.2114; Best nae: 0.2097; 0.2107; 0.2109; 0.2114; 0.2114; + + + +2025-07-05 02:19:54,717 - INFO - Epoch: 0220 / 1300 lr: 8.618e-05 +2025-07-05 02:20:13,909 - INFO - Training: cls_zice: 25.752760520106868; reg_zipnll: 214.88481601915862; aux_mae_loss_1: 117.85769231695878; aux_mae_loss_2: 17.657395262467233; aux_mae_loss_4: 2.503091059233013; cnt_loss: 18.786219295702484; +2025-07-05 02:20:13,910 - INFO - Evaluation: +Curr mae: 96.3170; Best mae: 80.3291; 82.1147; 82.3604; 84.1110; 85.2248; +Curr rmse: 136.5355; Best rmse: 120.1668; 121.9166; 127.3584; 127.8141; 127.8604; +Curr nae: 0.2744; Best nae: 0.2097; 0.2107; 0.2109; 0.2114; 0.2114; + + + +2025-07-05 02:20:13,910 - INFO - Epoch: 0221 / 1300 lr: 8.550e-05 +2025-07-05 02:20:32,922 - INFO - Training: cls_zice: 24.4773431702664; reg_zipnll: 212.00099182128906; aux_mae_loss_1: 112.51883456581517; aux_mae_loss_2: 17.04855856142546; aux_mae_loss_4: 2.361082820515884; cnt_loss: 17.321107876928227; +2025-07-05 02:20:32,925 - INFO - Evaluation: +Curr mae: 88.3139; Best mae: 80.3291; 82.1147; 82.3604; 84.1110; 85.2248; +Curr rmse: 131.3934; Best rmse: 120.1668; 121.9166; 127.3584; 127.8141; 127.8604; +Curr nae: 0.2338; Best nae: 0.2097; 0.2107; 0.2109; 0.2114; 0.2114; + + + +2025-07-05 02:20:32,925 - INFO - Epoch: 0222 / 1300 lr: 8.481e-05 +2025-07-05 02:20:52,570 - INFO - Training: cls_zice: 24.949240922927856; reg_zipnll: 214.87415072792456; aux_mae_loss_1: 114.87116181223016; aux_mae_loss_2: 17.123299975144235; aux_mae_loss_4: 2.366366424058613; cnt_loss: 17.7811440668608; +2025-07-05 02:20:52,571 - INFO - Evaluation: +Curr mae: 117.1314; Best mae: 80.3291; 82.1147; 82.3604; 84.1110; 85.2248; +Curr rmse: 154.9039; Best rmse: 120.1668; 121.9166; 127.3584; 127.8141; 127.8604; +Curr nae: 0.3509; Best nae: 0.2097; 0.2107; 0.2109; 0.2114; 0.2114; + + + +2025-07-05 02:20:52,571 - INFO - Epoch: 0223 / 1300 lr: 8.410e-05 +2025-07-05 02:21:11,823 - INFO - Training: cls_zice: 24.737898290157318; reg_zipnll: 206.005470677426; aux_mae_loss_1: 114.6764030456543; aux_mae_loss_2: 17.358969838995684; aux_mae_loss_4: 2.4565275499695227; cnt_loss: 18.423827535227726; +2025-07-05 02:21:11,824 - INFO - Evaluation: +Curr mae: 93.0634; Best mae: 80.3291; 82.1147; 82.3604; 84.1110; 85.2248; +Curr rmse: 128.4291; Best rmse: 120.1668; 121.9166; 127.3584; 127.8141; 127.8604; +Curr nae: 0.2669; Best nae: 0.2097; 0.2107; 0.2109; 0.2114; 0.2114; + + + +2025-07-05 02:21:11,825 - INFO - Epoch: 0224 / 1300 lr: 8.338e-05 +2025-07-05 02:21:30,838 - INFO - Training: cls_zice: 27.013758427218388; reg_zipnll: 212.76325065211245; aux_mae_loss_1: 115.94285422877262; aux_mae_loss_2: 17.7738955146388; aux_mae_loss_4: 2.4745170599535893; cnt_loss: 17.590352761118037; +2025-07-05 02:21:30,843 - INFO - Evaluation: +Curr mae: 97.0900; Best mae: 80.3291; 82.1147; 82.3604; 84.1110; 85.2248; +Curr rmse: 137.9887; Best rmse: 120.1668; 121.9166; 127.3584; 127.8141; 127.8604; +Curr nae: 0.2862; Best nae: 0.2097; 0.2107; 0.2109; 0.2114; 0.2114; + + + +2025-07-05 02:21:30,843 - INFO - Epoch: 0225 / 1300 lr: 8.265e-05 +2025-07-05 02:21:50,103 - INFO - Training: cls_zice: 25.136731503825438; reg_zipnll: 214.7734120017604; aux_mae_loss_1: 114.50590595446135; aux_mae_loss_2: 17.119722516913164; aux_mae_loss_4: 2.446334189490268; cnt_loss: 18.767742997721623; +2025-07-05 02:21:52,188 - INFO - Evaluation: +Curr mae: 78.2198; Best mae: 78.2198; 80.3291; 82.1147; 82.3604; 84.1110; +Curr rmse: 115.9926; Best rmse: 115.9926; 120.1668; 121.9166; 127.3584; 127.8141; +Curr nae: 0.2078; Best nae: 0.2078; 0.2097; 0.2107; 0.2109; 0.2114; + + + +2025-07-05 02:21:52,188 - INFO - Epoch: 0226 / 1300 lr: 8.190e-05 +2025-07-05 02:22:11,566 - INFO - Training: cls_zice: 23.76326435255377; reg_zipnll: 201.30605255930047; aux_mae_loss_1: 109.94329432437294; aux_mae_loss_2: 16.99323440852918; aux_mae_loss_4: 2.4908497521751807; cnt_loss: 20.603246036328766; +2025-07-05 02:22:12,303 - INFO - Evaluation: +Curr mae: 86.1762; Best mae: 78.2198; 80.3291; 82.1147; 82.3604; 84.1110; +Curr rmse: 125.5242; Best rmse: 115.9926; 120.1668; 121.9166; 125.5242; 127.3584; +Curr nae: 0.2447; Best nae: 0.2078; 0.2097; 0.2107; 0.2109; 0.2114; + + + +2025-07-05 02:22:12,303 - INFO - Epoch: 0227 / 1300 lr: 8.115e-05 +2025-07-05 02:22:31,570 - INFO - Training: cls_zice: 24.169920549580926; reg_zipnll: 207.12542082134047; aux_mae_loss_1: 114.11514964856599; aux_mae_loss_2: 17.35333372417249; aux_mae_loss_4: 2.498757192963048; cnt_loss: 20.42053092153449; +2025-07-05 02:22:31,571 - INFO - Evaluation: +Curr mae: 89.0246; Best mae: 78.2198; 80.3291; 82.1147; 82.3604; 84.1110; +Curr rmse: 137.0233; Best rmse: 115.9926; 120.1668; 121.9166; 125.5242; 127.3584; +Curr nae: 0.2782; Best nae: 0.2078; 0.2097; 0.2107; 0.2109; 0.2114; + + + +2025-07-05 02:22:31,571 - INFO - Epoch: 0228 / 1300 lr: 8.038e-05 +2025-07-05 02:22:50,344 - INFO - Training: cls_zice: 26.702978115332755; reg_zipnll: 208.17497996280068; aux_mae_loss_1: 117.43560279043098; aux_mae_loss_2: 17.803955354188616; aux_mae_loss_4: 2.5763633031594124; cnt_loss: 18.7801544038873; +2025-07-05 02:22:50,345 - INFO - Evaluation: +Curr mae: 91.3299; Best mae: 78.2198; 80.3291; 82.1147; 82.3604; 84.1110; +Curr rmse: 137.7100; Best rmse: 115.9926; 120.1668; 121.9166; 125.5242; 127.3584; +Curr nae: 0.2782; Best nae: 0.2078; 0.2097; 0.2107; 0.2109; 0.2114; + + + +2025-07-05 02:22:50,345 - INFO - Epoch: 0229 / 1300 lr: 7.960e-05 +2025-07-05 02:23:09,421 - INFO - Training: cls_zice: 23.634421401902248; reg_zipnll: 214.692729146857; aux_mae_loss_1: 116.09500523617393; aux_mae_loss_2: 17.2369391541732; aux_mae_loss_4: 2.3875108549469397; cnt_loss: 16.618295933070936; +2025-07-05 02:23:09,422 - INFO - Evaluation: +Curr mae: 88.3288; Best mae: 78.2198; 80.3291; 82.1147; 82.3604; 84.1110; +Curr rmse: 129.8137; Best rmse: 115.9926; 120.1668; 121.9166; 125.5242; 127.3584; +Curr nae: 0.2793; Best nae: 0.2078; 0.2097; 0.2107; 0.2109; 0.2114; + + + +2025-07-05 02:23:09,422 - INFO - Epoch: 0230 / 1300 lr: 7.880e-05 +2025-07-05 02:23:28,932 - INFO - Training: cls_zice: 23.68475724521436; reg_zipnll: 211.55714717664216; aux_mae_loss_1: 111.87983603226512; aux_mae_loss_2: 16.685469175639906; aux_mae_loss_4: 2.3497757723456933; cnt_loss: 16.847369363433437; +2025-07-05 02:23:30,327 - INFO - Evaluation: +Curr mae: 78.8626; Best mae: 78.2198; 78.8626; 80.3291; 82.1147; 82.3604; +Curr rmse: 124.4717; Best rmse: 115.9926; 120.1668; 121.9166; 124.4717; 125.5242; +Curr nae: 0.2140; Best nae: 0.2078; 0.2097; 0.2107; 0.2109; 0.2114; + + + +2025-07-05 02:23:30,329 - INFO - Epoch: 0231 / 1300 lr: 7.800e-05 +2025-07-05 02:23:50,394 - INFO - Training: cls_zice: 25.77157493641502; reg_zipnll: 213.73144651714125; aux_mae_loss_1: 116.62500903480931; aux_mae_loss_2: 17.391065622630872; aux_mae_loss_4: 2.482948165190847; cnt_loss: 19.25482652061864; +2025-07-05 02:23:50,395 - INFO - Evaluation: +Curr mae: 83.8857; Best mae: 78.2198; 78.8626; 80.3291; 82.1147; 82.3604; +Curr rmse: 126.5760; Best rmse: 115.9926; 120.1668; 121.9166; 124.4717; 125.5242; +Curr nae: 0.2114; Best nae: 0.2078; 0.2097; 0.2107; 0.2109; 0.2114; + + + +2025-07-05 02:23:50,395 - INFO - Epoch: 0232 / 1300 lr: 7.719e-05 +2025-07-05 02:24:09,428 - INFO - Training: cls_zice: 26.875263452529907; reg_zipnll: 216.46420368395354; aux_mae_loss_1: 120.47837488274826; aux_mae_loss_2: 17.945680844156367; aux_mae_loss_4: 2.5444727320420113; cnt_loss: 20.33492014282628; +2025-07-05 02:24:10,113 - INFO - Evaluation: +Curr mae: 85.6981; Best mae: 78.2198; 78.8626; 80.3291; 82.1147; 82.3604; +Curr rmse: 120.5597; Best rmse: 115.9926; 120.1668; 120.5597; 121.9166; 124.4717; +Curr nae: 0.2503; Best nae: 0.2078; 0.2097; 0.2107; 0.2109; 0.2114; + + + +2025-07-05 02:24:10,113 - INFO - Epoch: 0233 / 1300 lr: 7.636e-05 +2025-07-05 02:24:29,124 - INFO - Training: cls_zice: 24.98350287738599; reg_zipnll: 210.5048031054045; aux_mae_loss_1: 112.45964100486354; aux_mae_loss_2: 17.017391932638066; aux_mae_loss_4: 2.4173682708489266; cnt_loss: 17.9983068265413; +2025-07-05 02:24:29,125 - INFO - Evaluation: +Curr mae: 99.6352; Best mae: 78.2198; 78.8626; 80.3291; 82.1147; 82.3604; +Curr rmse: 143.3263; Best rmse: 115.9926; 120.1668; 120.5597; 121.9166; 124.4717; +Curr nae: 0.2751; Best nae: 0.2078; 0.2097; 0.2107; 0.2109; 0.2114; + + + +2025-07-05 02:24:29,125 - INFO - Epoch: 0234 / 1300 lr: 7.553e-05 +2025-07-05 02:24:48,129 - INFO - Training: cls_zice: 25.464349050270883; reg_zipnll: 209.86556484824732; aux_mae_loss_1: 114.96171670210988; aux_mae_loss_2: 17.287959098815918; aux_mae_loss_4: 2.496569021752006; cnt_loss: 19.488735337006418; +2025-07-05 02:24:48,130 - INFO - Evaluation: +Curr mae: 87.3820; Best mae: 78.2198; 78.8626; 80.3291; 82.1147; 82.3604; +Curr rmse: 132.0156; Best rmse: 115.9926; 120.1668; 120.5597; 121.9166; 124.4717; +Curr nae: 0.2321; Best nae: 0.2078; 0.2097; 0.2107; 0.2109; 0.2114; + + + +2025-07-05 02:24:48,130 - INFO - Epoch: 0235 / 1300 lr: 7.469e-05 +2025-07-05 02:25:07,249 - INFO - Training: cls_zice: 23.935106839004316; reg_zipnll: 204.95171195582338; aux_mae_loss_1: 109.95579247725637; aux_mae_loss_2: 16.507545370804635; aux_mae_loss_4: 2.2822525407138623; cnt_loss: 16.508573933651572; +2025-07-05 02:25:07,276 - INFO - Evaluation: +Curr mae: 86.4915; Best mae: 78.2198; 78.8626; 80.3291; 82.1147; 82.3604; +Curr rmse: 126.3842; Best rmse: 115.9926; 120.1668; 120.5597; 121.9166; 124.4717; +Curr nae: 0.2403; Best nae: 0.2078; 0.2097; 0.2107; 0.2109; 0.2114; + + + +2025-07-05 02:25:07,276 - INFO - Epoch: 0236 / 1300 lr: 7.383e-05 +2025-07-05 02:25:27,300 - INFO - Training: cls_zice: 23.654781423116987; reg_zipnll: 209.55661853991057; aux_mae_loss_1: 114.8397899426912; aux_mae_loss_2: 17.162727983374346; aux_mae_loss_4: 2.373557166049355; cnt_loss: 18.47816146047492; +2025-07-05 02:25:27,996 - INFO - Evaluation: +Curr mae: 84.2404; Best mae: 78.2198; 78.8626; 80.3291; 82.1147; 82.3604; +Curr rmse: 122.1422; Best rmse: 115.9926; 120.1668; 120.5597; 121.9166; 122.1422; +Curr nae: 0.2326; Best nae: 0.2078; 0.2097; 0.2107; 0.2109; 0.2114; + + + +2025-07-05 02:25:27,997 - INFO - Epoch: 0237 / 1300 lr: 7.297e-05 +2025-07-05 02:25:47,091 - INFO - Training: cls_zice: 24.121799236849736; reg_zipnll: 207.20241787559107; aux_mae_loss_1: 110.46757487246865; aux_mae_loss_2: 16.408915042877197; aux_mae_loss_4: 2.2396521756523535; cnt_loss: 15.753040978783055; +2025-07-05 02:25:48,473 - INFO - Evaluation: +Curr mae: 82.2138; Best mae: 78.2198; 78.8626; 80.3291; 82.1147; 82.2138; +Curr rmse: 118.2270; Best rmse: 115.9926; 118.2270; 120.1668; 120.5597; 121.9166; +Curr nae: 0.2282; Best nae: 0.2078; 0.2097; 0.2107; 0.2109; 0.2114; + + + +2025-07-05 02:25:48,473 - INFO - Epoch: 0238 / 1300 lr: 7.210e-05 +2025-07-05 02:26:07,542 - INFO - Training: cls_zice: 28.90695325951827; reg_zipnll: 221.0401069239566; aux_mae_loss_1: 120.36963372481496; aux_mae_loss_2: 18.026272045938594; aux_mae_loss_4: 2.54058218316028; cnt_loss: 19.462031515021074; +2025-07-05 02:26:09,862 - INFO - Evaluation: +Curr mae: 79.6833; Best mae: 78.2198; 78.8626; 79.6833; 80.3291; 82.1147; +Curr rmse: 117.7225; Best rmse: 115.9926; 117.7225; 118.2270; 120.1668; 120.5597; +Curr nae: 0.2097; Best nae: 0.2078; 0.2097; 0.2097; 0.2107; 0.2109; + + + +2025-07-05 02:26:09,863 - INFO - Epoch: 0239 / 1300 lr: 7.122e-05 +2025-07-05 02:26:29,745 - INFO - Training: cls_zice: 27.12248361502823; reg_zipnll: 213.86345552143297; aux_mae_loss_1: 117.34559771889134; aux_mae_loss_2: 17.569436700720537; aux_mae_loss_4: 2.509063184261322; cnt_loss: 19.376396455262835; +2025-07-05 02:26:31,312 - INFO - Evaluation: +Curr mae: 81.4258; Best mae: 78.2198; 78.8626; 79.6833; 80.3291; 81.4258; +Curr rmse: 115.5913; Best rmse: 115.5913; 115.9926; 117.7225; 118.2270; 120.1668; +Curr nae: 0.2277; Best nae: 0.2078; 0.2097; 0.2097; 0.2107; 0.2109; + + + +2025-07-05 02:26:31,312 - INFO - Epoch: 0240 / 1300 lr: 7.034e-05 +2025-07-05 02:26:50,480 - INFO - Training: cls_zice: 25.72973673908334; reg_zipnll: 205.8218600624486; aux_mae_loss_1: 112.61796057851691; aux_mae_loss_2: 17.16615538848074; aux_mae_loss_4: 2.472393274307251; cnt_loss: 20.01185309259515; +2025-07-05 02:26:52,172 - INFO - Evaluation: +Curr mae: 77.9523; Best mae: 77.9523; 78.2198; 78.8626; 79.6833; 80.3291; +Curr rmse: 111.1662; Best rmse: 111.1662; 115.5913; 115.9926; 117.7225; 118.2270; +Curr nae: 0.2206; Best nae: 0.2078; 0.2097; 0.2097; 0.2107; 0.2109; + + + +2025-07-05 02:26:52,172 - INFO - Epoch: 0241 / 1300 lr: 6.944e-05 +2025-07-05 02:27:11,156 - INFO - Training: cls_zice: 26.257604285290366; reg_zipnll: 208.13217062699167; aux_mae_loss_1: 111.34967603181538; aux_mae_loss_2: 16.624218840348092; aux_mae_loss_4: 2.2954567325742623; cnt_loss: 15.714144807112845; +2025-07-05 02:27:11,875 - INFO - Evaluation: +Curr mae: 80.0740; Best mae: 77.9523; 78.2198; 78.8626; 79.6833; 80.0740; +Curr rmse: 119.3223; Best rmse: 111.1662; 115.5913; 115.9926; 117.7225; 118.2270; +Curr nae: 0.2221; Best nae: 0.2078; 0.2097; 0.2097; 0.2107; 0.2109; + + + +2025-07-05 02:27:11,875 - INFO - Epoch: 0242 / 1300 lr: 6.854e-05 +2025-07-05 02:27:31,753 - INFO - Training: cls_zice: 23.917596829564946; reg_zipnll: 216.41016307630036; aux_mae_loss_1: 114.87737474943462; aux_mae_loss_2: 16.83050052743209; aux_mae_loss_4: 2.3153126428001807; cnt_loss: 16.048687909778796; +2025-07-05 02:27:33,830 - INFO - Evaluation: +Curr mae: 76.5940; Best mae: 76.5940; 77.9523; 78.2198; 78.8626; 79.6833; +Curr rmse: 115.7283; Best rmse: 111.1662; 115.5913; 115.7283; 115.9926; 117.7225; +Curr nae: 0.2106; Best nae: 0.2078; 0.2097; 0.2097; 0.2106; 0.2107; + + + +2025-07-05 02:27:33,830 - INFO - Epoch: 0243 / 1300 lr: 6.763e-05 +2025-07-05 02:27:53,096 - INFO - Training: cls_zice: 22.51814335270932; reg_zipnll: 211.74956351832338; aux_mae_loss_1: 111.30894570601613; aux_mae_loss_2: 16.71335524006894; aux_mae_loss_4: 2.4086114952438757; cnt_loss: 19.450253336053144; +2025-07-05 02:27:55,181 - INFO - Evaluation: +Curr mae: 73.9660; Best mae: 73.9660; 76.5940; 77.9523; 78.2198; 78.8626; +Curr rmse: 116.6038; Best rmse: 111.1662; 115.5913; 115.7283; 115.9926; 116.6038; +Curr nae: 0.1703; Best nae: 0.1703; 0.2078; 0.2097; 0.2097; 0.2106; + + + +2025-07-05 02:27:55,181 - INFO - Epoch: 0244 / 1300 lr: 6.672e-05 +2025-07-05 02:28:14,429 - INFO - Training: cls_zice: 27.307643749211962; reg_zipnll: 211.4504199780916; aux_mae_loss_1: 117.99089341414602; aux_mae_loss_2: 17.584847676126582; aux_mae_loss_4: 2.446657707816676; cnt_loss: 17.401079416275024; +2025-07-05 02:28:16,531 - INFO - Evaluation: +Curr mae: 72.5196; Best mae: 72.5196; 73.9660; 76.5940; 77.9523; 78.2198; +Curr rmse: 111.2555; Best rmse: 111.1662; 111.2555; 115.5913; 115.7283; 115.9926; +Curr nae: 0.1848; Best nae: 0.1703; 0.1848; 0.2078; 0.2097; 0.2097; + + + +2025-07-05 02:28:16,531 - INFO - Epoch: 0245 / 1300 lr: 6.580e-05 +2025-07-05 02:28:36,678 - INFO - Training: cls_zice: 26.7593641500724; reg_zipnll: 203.28381166960062; aux_mae_loss_1: 112.18956776669151; aux_mae_loss_2: 17.054807261416787; aux_mae_loss_4: 2.366720240367086; cnt_loss: 16.179034659737034; +2025-07-05 02:28:38,070 - INFO - Evaluation: +Curr mae: 74.7145; Best mae: 72.5196; 73.9660; 74.7145; 76.5940; 77.9523; +Curr rmse: 107.2879; Best rmse: 107.2879; 111.1662; 111.2555; 115.5913; 115.7283; +Curr nae: 0.2166; Best nae: 0.1703; 0.1848; 0.2078; 0.2097; 0.2097; + + + +2025-07-05 02:28:38,071 - INFO - Epoch: 0246 / 1300 lr: 6.487e-05 +2025-07-05 02:28:57,224 - INFO - Training: cls_zice: 27.56913789949919; reg_zipnll: 214.95210667660362; aux_mae_loss_1: 116.30323169105931; aux_mae_loss_2: 17.10719495070608; aux_mae_loss_4: 2.347137799388484; cnt_loss: 16.254359069623444; +2025-07-05 02:28:59,267 - INFO - Evaluation: +Curr mae: 70.5868; Best mae: 70.5868; 72.5196; 73.9660; 74.7145; 76.5940; +Curr rmse: 104.4154; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.5913; +Curr nae: 0.1817; Best nae: 0.1703; 0.1817; 0.1848; 0.2078; 0.2097; + + + +2025-07-05 02:28:59,267 - INFO - Epoch: 0247 / 1300 lr: 6.394e-05 +2025-07-05 02:29:18,624 - INFO - Training: cls_zice: 23.110134413367824; reg_zipnll: 212.75652413619193; aux_mae_loss_1: 113.79704495480186; aux_mae_loss_2: 16.545794687773054; aux_mae_loss_4: 2.2211249815790275; cnt_loss: 14.45954270111887; +2025-07-05 02:29:18,625 - INFO - Evaluation: +Curr mae: 80.6254; Best mae: 70.5868; 72.5196; 73.9660; 74.7145; 76.5940; +Curr rmse: 117.0053; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.5913; +Curr nae: 0.2204; Best nae: 0.1703; 0.1817; 0.1848; 0.2078; 0.2097; + + + +2025-07-05 02:29:18,625 - INFO - Epoch: 0248 / 1300 lr: 6.300e-05 +2025-07-05 02:29:38,451 - INFO - Training: cls_zice: 25.39383705666191; reg_zipnll: 214.40753234060188; aux_mae_loss_1: 116.07428098979749; aux_mae_loss_2: 16.99523760143079; aux_mae_loss_4: 2.3262825576882613; cnt_loss: 16.44607252823679; +2025-07-05 02:29:38,452 - INFO - Evaluation: +Curr mae: 89.3502; Best mae: 70.5868; 72.5196; 73.9660; 74.7145; 76.5940; +Curr rmse: 131.6372; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.5913; +Curr nae: 0.2495; Best nae: 0.1703; 0.1817; 0.1848; 0.2078; 0.2097; + + + +2025-07-05 02:29:38,452 - INFO - Epoch: 0249 / 1300 lr: 6.206e-05 +2025-07-05 02:29:57,725 - INFO - Training: cls_zice: 24.2029421917702; reg_zipnll: 205.10347547029195; aux_mae_loss_1: 112.82686273675216; aux_mae_loss_2: 16.594819671229313; aux_mae_loss_4: 2.269838606056414; cnt_loss: 15.119107146012155; +2025-07-05 02:29:57,726 - INFO - Evaluation: +Curr mae: 86.7072; Best mae: 70.5868; 72.5196; 73.9660; 74.7145; 76.5940; +Curr rmse: 123.5058; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.5913; +Curr nae: 0.2451; Best nae: 0.1703; 0.1817; 0.1848; 0.2078; 0.2097; + + + +2025-07-05 02:29:57,726 - INFO - Epoch: 0250 / 1300 lr: 6.111e-05 +2025-07-05 02:30:16,924 - INFO - Training: cls_zice: 23.581618208634225; reg_zipnll: 200.9145806965075; aux_mae_loss_1: 108.63386485451146; aux_mae_loss_2: 16.220485335902165; aux_mae_loss_4: 2.2310561129921362; cnt_loss: 14.469172025981702; +2025-07-05 02:30:16,925 - INFO - Evaluation: +Curr mae: 104.9670; Best mae: 70.5868; 72.5196; 73.9660; 74.7145; 76.5940; +Curr rmse: 138.1753; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.5913; +Curr nae: 0.3187; Best nae: 0.1703; 0.1817; 0.1848; 0.2078; 0.2097; + + + +2025-07-05 02:30:18,974 - INFO - Epoch: 0251 / 1300 lr: 6.016e-05 +2025-07-05 02:30:37,544 - INFO - Training: cls_zice: 24.51012105063388; reg_zipnll: 210.49353107653167; aux_mae_loss_1: 112.89854832699424; aux_mae_loss_2: 16.601019934604043; aux_mae_loss_4: 2.264106866560484; cnt_loss: 16.20860737248471; +2025-07-05 02:30:37,545 - INFO - Evaluation: +Curr mae: 81.8411; Best mae: 70.5868; 72.5196; 73.9660; 74.7145; 76.5940; +Curr rmse: 120.5689; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.5913; +Curr nae: 0.2301; Best nae: 0.1703; 0.1817; 0.1848; 0.2078; 0.2097; + + + +2025-07-05 02:30:37,545 - INFO - Epoch: 0252 / 1300 lr: 5.920e-05 +2025-07-05 02:30:56,742 - INFO - Training: cls_zice: 26.896030662875425; reg_zipnll: 206.7033775731137; aux_mae_loss_1: 111.78096168919613; aux_mae_loss_2: 16.91942744506033; aux_mae_loss_4: 2.270770985829203; cnt_loss: 14.266473719948216; +2025-07-05 02:30:56,743 - INFO - Evaluation: +Curr mae: 86.5025; Best mae: 70.5868; 72.5196; 73.9660; 74.7145; 76.5940; +Curr rmse: 122.9115; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.5913; +Curr nae: 0.2397; Best nae: 0.1703; 0.1817; 0.1848; 0.2078; 0.2097; + + + +2025-07-05 02:30:56,743 - INFO - Epoch: 0253 / 1300 lr: 5.824e-05 +2025-07-05 02:31:16,628 - INFO - Training: cls_zice: 25.197067442693207; reg_zipnll: 208.02926736128958; aux_mae_loss_1: 114.50306701660156; aux_mae_loss_2: 17.10738478208843; aux_mae_loss_4: 2.2674391050087777; cnt_loss: 14.582588559702822; +2025-07-05 02:31:16,628 - INFO - Evaluation: +Curr mae: 111.0991; Best mae: 70.5868; 72.5196; 73.9660; 74.7145; 76.5940; +Curr rmse: 147.4249; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.5913; +Curr nae: 0.3231; Best nae: 0.1703; 0.1817; 0.1848; 0.2078; 0.2097; + + + +2025-07-05 02:31:16,629 - INFO - Epoch: 0254 / 1300 lr: 5.728e-05 +2025-07-05 02:31:36,117 - INFO - Training: cls_zice: 21.19471801268427; reg_zipnll: 198.7138358668277; aux_mae_loss_1: 105.03066273739464; aux_mae_loss_2: 15.627212047576904; aux_mae_loss_4: 2.0673633719745435; cnt_loss: 12.970544112356086; +2025-07-05 02:31:38,564 - INFO - Evaluation: +Curr mae: 74.5643; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 115.2445; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.1995; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:31:38,564 - INFO - Epoch: 0255 / 1300 lr: 5.632e-05 +2025-07-05 02:31:57,493 - INFO - Training: cls_zice: 21.523795295702783; reg_zipnll: 206.67128633197984; aux_mae_loss_1: 108.62119845340126; aux_mae_loss_2: 15.972650879307798; aux_mae_loss_4: 2.1773350176058317; cnt_loss: 14.846587017962808; +2025-07-05 02:31:57,494 - INFO - Evaluation: +Curr mae: 78.4699; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 123.4922; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.2114; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:31:57,494 - INFO - Epoch: 0256 / 1300 lr: 5.535e-05 +2025-07-05 02:32:16,788 - INFO - Training: cls_zice: 30.19192261444895; reg_zipnll: 214.91542434692383; aux_mae_loss_1: 121.59310290687962; aux_mae_loss_2: 17.92183672754388; aux_mae_loss_4: 2.5479508450156763; cnt_loss: 19.58428498318321; +2025-07-05 02:32:16,790 - INFO - Evaluation: +Curr mae: 79.0908; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 118.0432; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.2119; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:32:16,790 - INFO - Epoch: 0257 / 1300 lr: 5.438e-05 +2025-07-05 02:32:36,505 - INFO - Training: cls_zice: 28.893918639735173; reg_zipnll: 211.29306712903474; aux_mae_loss_1: 115.87810054578279; aux_mae_loss_2: 17.17633508381091; aux_mae_loss_4: 2.353430666421589; cnt_loss: 16.45994469993993; +2025-07-05 02:32:36,506 - INFO - Evaluation: +Curr mae: 109.2094; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 151.1011; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.3690; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:32:36,506 - INFO - Epoch: 0258 / 1300 lr: 5.341e-05 +2025-07-05 02:32:55,878 - INFO - Training: cls_zice: 27.24674179679469; reg_zipnll: 215.58727143940172; aux_mae_loss_1: 117.5872638100072; aux_mae_loss_2: 17.23993108147069; aux_mae_loss_4: 2.281872294451061; cnt_loss: 14.564369766335739; +2025-07-05 02:32:55,879 - INFO - Evaluation: +Curr mae: 149.1041; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 199.1631; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.5828; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:32:55,879 - INFO - Epoch: 0259 / 1300 lr: 5.244e-05 +2025-07-05 02:33:14,995 - INFO - Training: cls_zice: 25.37522262021115; reg_zipnll: 206.76228091591284; aux_mae_loss_1: 113.35853074726306; aux_mae_loss_2: 16.762084634680498; aux_mae_loss_4: 2.2765338514980518; cnt_loss: 14.385181703065571; +2025-07-05 02:33:14,995 - INFO - Evaluation: +Curr mae: 166.3316; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 258.3435; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.7235; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:33:14,996 - INFO - Epoch: 0260 / 1300 lr: 5.147e-05 +2025-07-05 02:33:34,112 - INFO - Training: cls_zice: 22.000699344434235; reg_zipnll: 205.91398540296052; aux_mae_loss_1: 110.02215656481292; aux_mae_loss_2: 16.250555515289307; aux_mae_loss_4: 2.15280493623332; cnt_loss: 12.9994797706604; +2025-07-05 02:33:34,113 - INFO - Evaluation: +Curr mae: 146.8793; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 240.6854; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.5658; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:33:34,113 - INFO - Epoch: 0261 / 1300 lr: 5.050e-05 +2025-07-05 02:33:53,664 - INFO - Training: cls_zice: 24.18965509533882; reg_zipnll: 206.82847294054534; aux_mae_loss_1: 110.86123516685085; aux_mae_loss_2: 16.373506897374202; aux_mae_loss_4: 2.181023425177524; cnt_loss: 13.745525259720651; +2025-07-05 02:33:53,665 - INFO - Evaluation: +Curr mae: 129.2788; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 237.9639; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.5120; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:33:53,665 - INFO - Epoch: 0262 / 1300 lr: 4.953e-05 +2025-07-05 02:34:13,012 - INFO - Training: cls_zice: 27.066862696095516; reg_zipnll: 208.4374461926912; aux_mae_loss_1: 115.3352020665219; aux_mae_loss_2: 16.939807214235003; aux_mae_loss_4: 2.2883276562941703; cnt_loss: 13.966584770303024; +2025-07-05 02:34:13,013 - INFO - Evaluation: +Curr mae: 115.4296; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 162.2153; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.4416; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:34:13,013 - INFO - Epoch: 0263 / 1300 lr: 4.856e-05 +2025-07-05 02:34:32,148 - INFO - Training: cls_zice: 21.343896539587725; reg_zipnll: 205.5429229736328; aux_mae_loss_1: 110.0246783808658; aux_mae_loss_2: 16.082126240981253; aux_mae_loss_4: 2.1496791055327966; cnt_loss: 15.048395207053737; +2025-07-05 02:34:32,149 - INFO - Evaluation: +Curr mae: 182.2476; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 291.9283; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.8003; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:34:32,149 - INFO - Epoch: 0264 / 1300 lr: 4.759e-05 +2025-07-05 02:34:51,242 - INFO - Training: cls_zice: 27.212666072343524; reg_zipnll: 206.88338811774003; aux_mae_loss_1: 113.93964365908974; aux_mae_loss_2: 16.77493022617541; aux_mae_loss_4: 2.232319747146807; cnt_loss: 13.740349694302207; +2025-07-05 02:34:51,243 - INFO - Evaluation: +Curr mae: 168.8466; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 249.2208; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.6979; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:34:51,243 - INFO - Epoch: 0265 / 1300 lr: 4.662e-05 +2025-07-05 02:35:10,324 - INFO - Training: cls_zice: 23.924962385704642; reg_zipnll: 209.2814134296618; aux_mae_loss_1: 112.14790755824039; aux_mae_loss_2: 16.397177093907406; aux_mae_loss_4: 2.2177977561950684; cnt_loss: 16.486418573479902; +2025-07-05 02:35:10,324 - INFO - Evaluation: +Curr mae: 114.8502; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 159.7102; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.3735; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:35:10,324 - INFO - Epoch: 0266 / 1300 lr: 4.565e-05 +2025-07-05 02:35:29,765 - INFO - Training: cls_zice: 23.985598181423388; reg_zipnll: 207.4746262399774; aux_mae_loss_1: 113.25961624948602; aux_mae_loss_2: 16.52903243115074; aux_mae_loss_4: 2.207236603686684; cnt_loss: 12.956983829799452; +2025-07-05 02:35:29,769 - INFO - Evaluation: +Curr mae: 143.3253; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 243.4534; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.5788; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:35:29,769 - INFO - Epoch: 0267 / 1300 lr: 4.468e-05 +2025-07-05 02:35:49,433 - INFO - Training: cls_zice: 27.865846244912397; reg_zipnll: 217.41866623727898; aux_mae_loss_1: 120.24674827174137; aux_mae_loss_2: 17.662305480555485; aux_mae_loss_4: 2.390794261505729; cnt_loss: 16.787632026170428; +2025-07-05 02:35:49,433 - INFO - Evaluation: +Curr mae: 195.1043; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 340.3277; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.8321; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:35:49,433 - INFO - Epoch: 0268 / 1300 lr: 4.372e-05 +2025-07-05 02:36:08,448 - INFO - Training: cls_zice: 23.102740137200605; reg_zipnll: 205.4555206298828; aux_mae_loss_1: 111.21340922305458; aux_mae_loss_2: 16.28776532725284; aux_mae_loss_4: 2.149711505362862; cnt_loss: 13.046179633391532; +2025-07-05 02:36:08,448 - INFO - Evaluation: +Curr mae: 201.6117; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 356.0613; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.8810; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:36:08,448 - INFO - Epoch: 0269 / 1300 lr: 4.276e-05 +2025-07-05 02:36:27,640 - INFO - Training: cls_zice: 25.365566451298562; reg_zipnll: 209.28855394062242; aux_mae_loss_1: 115.0023781625848; aux_mae_loss_2: 16.777363074453252; aux_mae_loss_4: 2.2760062531421057; cnt_loss: 16.029289120122005; +2025-07-05 02:36:27,644 - INFO - Evaluation: +Curr mae: 216.9115; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 363.9870; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.9781; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:36:27,644 - INFO - Epoch: 0270 / 1300 lr: 4.180e-05 +2025-07-05 02:36:46,937 - INFO - Training: cls_zice: 20.34765694329613; reg_zipnll: 200.38271492405943; aux_mae_loss_1: 106.88491921675832; aux_mae_loss_2: 15.902267707021613; aux_mae_loss_4: 2.08819885316648; cnt_loss: 13.242988498587357; +2025-07-05 02:36:46,938 - INFO - Evaluation: +Curr mae: 315.4035; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 632.4866; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 1.5672; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:36:46,938 - INFO - Epoch: 0271 / 1300 lr: 4.084e-05 +2025-07-05 02:37:06,977 - INFO - Training: cls_zice: 24.639327384923632; reg_zipnll: 205.00558712607935; aux_mae_loss_1: 111.47720527648926; aux_mae_loss_2: 16.39344762500964; aux_mae_loss_4: 2.1860861213583695; cnt_loss: 12.882539912274009; +2025-07-05 02:37:06,978 - INFO - Evaluation: +Curr mae: 280.5534; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 482.0773; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 1.3534; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:37:06,978 - INFO - Epoch: 0272 / 1300 lr: 3.989e-05 +2025-07-05 02:37:26,485 - INFO - Training: cls_zice: 26.569555188480177; reg_zipnll: 211.7995746010228; aux_mae_loss_1: 114.15410895096629; aux_mae_loss_2: 16.64617771851389; aux_mae_loss_4: 2.194086614407991; cnt_loss: 13.18297028541565; +2025-07-05 02:37:26,486 - INFO - Evaluation: +Curr mae: 171.4965; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 339.3338; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.7929; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:37:26,486 - INFO - Epoch: 0273 / 1300 lr: 3.894e-05 +2025-07-05 02:37:45,600 - INFO - Training: cls_zice: 23.557775478614005; reg_zipnll: 198.61235166850844; aux_mae_loss_1: 108.80991724917763; aux_mae_loss_2: 16.24894214931287; aux_mae_loss_4: 2.1620633727625798; cnt_loss: 13.379013425425478; +2025-07-05 02:37:45,600 - INFO - Evaluation: +Curr mae: 180.7987; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 287.9887; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.7699; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:37:45,600 - INFO - Epoch: 0274 / 1300 lr: 3.800e-05 +2025-07-05 02:38:05,145 - INFO - Training: cls_zice: 23.55853561704096; reg_zipnll: 210.7911931088096; aux_mae_loss_1: 113.27876341970344; aux_mae_loss_2: 16.336539594750654; aux_mae_loss_4: 2.122007668018341; cnt_loss: 13.214072403154875; +2025-07-05 02:38:05,147 - INFO - Evaluation: +Curr mae: 171.0629; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 274.4268; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.7281; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:38:05,147 - INFO - Epoch: 0275 / 1300 lr: 3.706e-05 +2025-07-05 02:38:24,661 - INFO - Training: cls_zice: 23.901950961665104; reg_zipnll: 210.4649146230597; aux_mae_loss_1: 112.1840349498548; aux_mae_loss_2: 16.297950016824824; aux_mae_loss_4: 2.1506710962245337; cnt_loss: 13.504553719570762; +2025-07-05 02:38:24,662 - INFO - Evaluation: +Curr mae: 130.5481; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 185.1140; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.5004; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:38:24,662 - INFO - Epoch: 0276 / 1300 lr: 3.613e-05 +2025-07-05 02:38:44,177 - INFO - Training: cls_zice: 25.1742222434596; reg_zipnll: 207.96882950632195; aux_mae_loss_1: 112.92025395443565; aux_mae_loss_2: 16.57707455283717; aux_mae_loss_4: 2.1653312727024683; cnt_loss: 12.211934579046149; +2025-07-05 02:38:44,178 - INFO - Evaluation: +Curr mae: 187.9266; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 346.4996; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.8509; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:38:44,178 - INFO - Epoch: 0277 / 1300 lr: 3.520e-05 +2025-07-05 02:39:03,201 - INFO - Training: cls_zice: 24.763292155767743; reg_zipnll: 213.34948208457544; aux_mae_loss_1: 114.1945750587865; aux_mae_loss_2: 16.535040052313555; aux_mae_loss_4: 2.1931688597327783; cnt_loss: 13.493331043343796; +2025-07-05 02:39:03,202 - INFO - Evaluation: +Curr mae: 248.3223; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 434.6335; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 1.1142; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:39:03,202 - INFO - Epoch: 0278 / 1300 lr: 3.428e-05 +2025-07-05 02:39:22,410 - INFO - Training: cls_zice: 29.359934148035553; reg_zipnll: 218.80620093094674; aux_mae_loss_1: 120.07347066778885; aux_mae_loss_2: 17.304630932055023; aux_mae_loss_4: 2.330004293667643; cnt_loss: 15.516779360018278; +2025-07-05 02:39:22,411 - INFO - Evaluation: +Curr mae: 245.3122; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 494.2517; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 1.1103; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:39:22,411 - INFO - Epoch: 0279 / 1300 lr: 3.337e-05 +2025-07-05 02:39:41,875 - INFO - Training: cls_zice: 25.847092302222002; reg_zipnll: 207.81754664370888; aux_mae_loss_1: 112.35189277247379; aux_mae_loss_2: 16.553197810524388; aux_mae_loss_4: 2.201522115029787; cnt_loss: 13.538796964444613; +2025-07-05 02:39:41,876 - INFO - Evaluation: +Curr mae: 188.6176; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 354.4476; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.7724; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:39:41,876 - INFO - Epoch: 0280 / 1300 lr: 3.246e-05 +2025-07-05 02:40:01,955 - INFO - Training: cls_zice: 25.788114648116263; reg_zipnll: 209.86779062371505; aux_mae_loss_1: 112.29990346808182; aux_mae_loss_2: 16.32720226990549; aux_mae_loss_4: 2.1254135527108846; cnt_loss: 11.692306706779881; +2025-07-05 02:40:01,956 - INFO - Evaluation: +Curr mae: 132.0461; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 221.1596; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.4947; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:40:01,956 - INFO - Epoch: 0281 / 1300 lr: 3.156e-05 +2025-07-05 02:40:21,326 - INFO - Training: cls_zice: 22.018747053648298; reg_zipnll: 207.2571752447831; aux_mae_loss_1: 110.60683059692383; aux_mae_loss_2: 16.09374435324418; aux_mae_loss_4: 2.130174348228856; cnt_loss: 12.996288650914243; +2025-07-05 02:40:21,327 - INFO - Evaluation: +Curr mae: 175.7850; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 352.4894; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.7555; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:40:21,327 - INFO - Epoch: 0282 / 1300 lr: 3.066e-05 +2025-07-05 02:40:40,467 - INFO - Training: cls_zice: 22.16156963298195; reg_zipnll: 199.36670383654143; aux_mae_loss_1: 107.80961127030223; aux_mae_loss_2: 15.633405409361186; aux_mae_loss_4: 2.044341482614216; cnt_loss: 12.425880457225599; +2025-07-05 02:40:40,468 - INFO - Evaluation: +Curr mae: 199.0425; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 400.0926; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.8409; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:40:40,468 - INFO - Epoch: 0283 / 1300 lr: 2.978e-05 +2025-07-05 02:40:59,623 - INFO - Training: cls_zice: 23.963954674570186; reg_zipnll: 214.977793241802; aux_mae_loss_1: 115.10324197066457; aux_mae_loss_2: 16.519393795414974; aux_mae_loss_4: 2.1509942192780342; cnt_loss: 12.101847460395412; +2025-07-05 02:40:59,625 - INFO - Evaluation: +Curr mae: 158.0797; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 299.6615; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.6300; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:40:59,625 - INFO - Epoch: 0284 / 1300 lr: 2.890e-05 +2025-07-05 02:41:18,707 - INFO - Training: cls_zice: 25.06454358289116; reg_zipnll: 211.82654290450247; aux_mae_loss_1: 113.37918050665604; aux_mae_loss_2: 16.245534068659733; aux_mae_loss_4: 2.104467134726675; cnt_loss: 12.44308574576127; +2025-07-05 02:41:18,708 - INFO - Evaluation: +Curr mae: 144.2169; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 227.6164; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.5168; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:41:18,708 - INFO - Epoch: 0285 / 1300 lr: 2.803e-05 +2025-07-05 02:41:38,551 - INFO - Training: cls_zice: 25.759643981331273; reg_zipnll: 207.35127780311987; aux_mae_loss_1: 113.8597940143786; aux_mae_loss_2: 16.332351935537236; aux_mae_loss_4: 2.1277647206657813; cnt_loss: 11.692974956412064; +2025-07-05 02:41:38,552 - INFO - Evaluation: +Curr mae: 128.9764; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 229.2647; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.4157; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:41:38,552 - INFO - Epoch: 0286 / 1300 lr: 2.717e-05 +2025-07-05 02:41:57,855 - INFO - Training: cls_zice: 24.8831047258879; reg_zipnll: 211.3674336483604; aux_mae_loss_1: 114.75659521002518; aux_mae_loss_2: 16.469944753144915; aux_mae_loss_4: 2.128499297719253; cnt_loss: 11.82201808377316; +2025-07-05 02:41:57,856 - INFO - Evaluation: +Curr mae: 189.7961; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 378.1683; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.6900; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:41:57,856 - INFO - Epoch: 0287 / 1300 lr: 2.631e-05 +2025-07-05 02:42:16,720 - INFO - Training: cls_zice: 23.243039912299107; reg_zipnll: 202.81000960500617; aux_mae_loss_1: 110.10424212405556; aux_mae_loss_2: 16.120152774610016; aux_mae_loss_4: 2.0993068500568994; cnt_loss: 11.662002350154676; +2025-07-05 02:42:16,721 - INFO - Evaluation: +Curr mae: 246.7955; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 497.7478; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.9160; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:42:16,721 - INFO - Epoch: 0288 / 1300 lr: 2.547e-05 +2025-07-05 02:42:36,002 - INFO - Training: cls_zice: 24.520817260993155; reg_zipnll: 204.4373907791941; aux_mae_loss_1: 111.4680125587865; aux_mae_loss_2: 16.14405227962293; aux_mae_loss_4: 2.075995987967441; cnt_loss: 11.814177199413901; +2025-07-05 02:42:36,003 - INFO - Evaluation: +Curr mae: 323.4556; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 675.7157; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 1.3507; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:42:36,004 - INFO - Epoch: 0289 / 1300 lr: 2.464e-05 +2025-07-05 02:42:55,982 - INFO - Training: cls_zice: 23.165337018276517; reg_zipnll: 197.65455627441406; aux_mae_loss_1: 105.05289178145559; aux_mae_loss_2: 15.594520142203883; aux_mae_loss_4: 2.0164759253200732; cnt_loss: 10.959248442398874; +2025-07-05 02:42:55,983 - INFO - Evaluation: +Curr mae: 223.4937; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 482.4393; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.8472; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:42:55,983 - INFO - Epoch: 0290 / 1300 lr: 2.381e-05 +2025-07-05 02:43:15,368 - INFO - Training: cls_zice: 22.98965762790881; reg_zipnll: 206.5775813052529; aux_mae_loss_1: 110.01983702810188; aux_mae_loss_2: 15.893132159584447; aux_mae_loss_4: 2.034849458619168; cnt_loss: 11.358944654464722; +2025-07-05 02:43:15,369 - INFO - Evaluation: +Curr mae: 130.7209; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 245.0757; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.4113; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:43:15,370 - INFO - Epoch: 0291 / 1300 lr: 2.300e-05 +2025-07-05 02:43:34,627 - INFO - Training: cls_zice: 23.81856916452709; reg_zipnll: 202.85998856393914; aux_mae_loss_1: 109.18269850078381; aux_mae_loss_2: 15.775295132084898; aux_mae_loss_4: 2.0321687710912606; cnt_loss: 11.297894766456203; +2025-07-05 02:43:34,628 - INFO - Evaluation: +Curr mae: 305.8466; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 616.9240; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 1.2956; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:43:34,628 - INFO - Epoch: 0292 / 1300 lr: 2.220e-05 +2025-07-05 02:43:53,738 - INFO - Training: cls_zice: 23.05182526691964; reg_zipnll: 199.65287901225844; aux_mae_loss_1: 110.02138137817383; aux_mae_loss_2: 16.122638175362034; aux_mae_loss_4: 2.1047242283821106; cnt_loss: 13.268950148632651; +2025-07-05 02:43:53,739 - INFO - Evaluation: +Curr mae: 233.6278; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 457.7153; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.9399; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:43:53,739 - INFO - Epoch: 0293 / 1300 lr: 2.140e-05 +2025-07-05 02:44:12,870 - INFO - Training: cls_zice: 23.4502199621577; reg_zipnll: 203.600797753585; aux_mae_loss_1: 109.27372721621865; aux_mae_loss_2: 15.892547507035104; aux_mae_loss_4: 2.036104933211678; cnt_loss: 10.65908628388455; +2025-07-05 02:44:12,871 - INFO - Evaluation: +Curr mae: 152.5239; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 309.7194; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.5304; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:44:12,871 - INFO - Epoch: 0294 / 1300 lr: 2.062e-05 +2025-07-05 02:44:32,241 - INFO - Training: cls_zice: 22.05691830421749; reg_zipnll: 203.30542654740182; aux_mae_loss_1: 110.15964146664268; aux_mae_loss_2: 16.18199456365485; aux_mae_loss_4: 2.0937013092793917; cnt_loss: 11.712107219194111; +2025-07-05 02:44:32,242 - INFO - Evaluation: +Curr mae: 162.2407; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 332.6951; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.5619; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:44:32,242 - INFO - Epoch: 0295 / 1300 lr: 1.985e-05 +2025-07-05 02:44:51,914 - INFO - Training: cls_zice: 23.698558142310695; reg_zipnll: 203.89165075201737; aux_mae_loss_1: 108.92604566875256; aux_mae_loss_2: 15.863207390433864; aux_mae_loss_4: 2.063457633319654; cnt_loss: 11.441909639458908; +2025-07-05 02:44:51,915 - INFO - Evaluation: +Curr mae: 322.4912; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 679.2428; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 1.2839; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:44:51,915 - INFO - Epoch: 0296 / 1300 lr: 1.910e-05 +2025-07-05 02:45:11,094 - INFO - Training: cls_zice: 28.622315893439872; reg_zipnll: 209.96436410201224; aux_mae_loss_1: 117.53155236495168; aux_mae_loss_2: 16.87212055607846; aux_mae_loss_4: 2.22271034905785; cnt_loss: 13.04516903977645; +2025-07-05 02:45:11,095 - INFO - Evaluation: +Curr mae: 198.0854; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 426.1440; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.7108; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:45:11,095 - INFO - Epoch: 0297 / 1300 lr: 1.835e-05 +2025-07-05 02:45:30,133 - INFO - Training: cls_zice: 23.596889975823853; reg_zipnll: 207.11340291876542; aux_mae_loss_1: 112.43304754558362; aux_mae_loss_2: 16.262140324241237; aux_mae_loss_4: 2.0884539892798974; cnt_loss: 11.61730022179453; +2025-07-05 02:45:30,134 - INFO - Evaluation: +Curr mae: 217.2534; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 452.8921; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.7947; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:45:30,134 - INFO - Epoch: 0298 / 1300 lr: 1.762e-05 +2025-07-05 02:45:49,322 - INFO - Training: cls_zice: 25.130623488049757; reg_zipnll: 212.90171613191305; aux_mae_loss_1: 114.64225748965615; aux_mae_loss_2: 16.659842440956517; aux_mae_loss_4: 2.129699656837865; cnt_loss: 12.511729227869134; +2025-07-05 02:45:49,323 - INFO - Evaluation: +Curr mae: 204.0324; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 399.7203; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.7788; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:45:49,323 - INFO - Epoch: 0299 / 1300 lr: 1.690e-05 +2025-07-05 02:46:08,605 - INFO - Training: cls_zice: 24.81614301549761; reg_zipnll: 203.98136399921617; aux_mae_loss_1: 111.05686790064762; aux_mae_loss_2: 15.985311483082018; aux_mae_loss_4: 2.075100650912837; cnt_loss: 11.26719910220096; +2025-07-05 02:46:08,606 - INFO - Evaluation: +Curr mae: 248.2924; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 487.2827; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 1.0170; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:46:08,606 - INFO - Epoch: 0300 / 1300 lr: 1.619e-05 +2025-07-05 02:46:28,254 - INFO - Training: cls_zice: 25.794999527303798; reg_zipnll: 203.8193871347528; aux_mae_loss_1: 111.79580437509637; aux_mae_loss_2: 16.16176085723074; aux_mae_loss_4: 2.096636232576872; cnt_loss: 10.492369701987819; +2025-07-05 02:46:28,256 - INFO - Evaluation: +Curr mae: 175.3664; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 327.4581; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.7096; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:46:30,319 - INFO - Epoch: 0301 / 1300 lr: 1.550e-05 +2025-07-05 02:46:49,344 - INFO - Training: cls_zice: 28.096377410386737; reg_zipnll: 210.16055358083625; aux_mae_loss_1: 115.7014224403783; aux_mae_loss_2: 16.477792990835088; aux_mae_loss_4: 2.1870841760384407; cnt_loss: 12.577894700200934; +2025-07-05 02:46:49,345 - INFO - Evaluation: +Curr mae: 218.0159; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 420.9248; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.8727; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:46:49,345 - INFO - Epoch: 0302 / 1300 lr: 1.482e-05 +2025-07-05 02:47:08,155 - INFO - Training: cls_zice: 24.731997383268254; reg_zipnll: 213.36136305959602; aux_mae_loss_1: 113.72844495271382; aux_mae_loss_2: 16.165839571701852; aux_mae_loss_4: 2.053922973181072; cnt_loss: 11.282272953736154; +2025-07-05 02:47:08,156 - INFO - Evaluation: +Curr mae: 177.3571; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 336.4791; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.6869; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:47:08,156 - INFO - Epoch: 0303 / 1300 lr: 1.415e-05 +2025-07-05 02:47:27,273 - INFO - Training: cls_zice: 28.332712894991825; reg_zipnll: 207.0260264748021; aux_mae_loss_1: 114.07242785002056; aux_mae_loss_2: 16.405864088158857; aux_mae_loss_4: 2.142267258543717; cnt_loss: 11.578404664993286; +2025-07-05 02:47:27,274 - INFO - Evaluation: +Curr mae: 282.2968; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 533.4750; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 1.3514; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:47:27,274 - INFO - Epoch: 0304 / 1300 lr: 1.350e-05 +2025-07-05 02:47:47,309 - INFO - Training: cls_zice: 25.270968619145844; reg_zipnll: 210.08243199398643; aux_mae_loss_1: 116.55259082191868; aux_mae_loss_2: 17.00913815749319; aux_mae_loss_4: 2.195613334053441; cnt_loss: 11.914255468468918; +2025-07-05 02:47:47,309 - INFO - Evaluation: +Curr mae: 189.2236; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 388.5455; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.7261; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:47:47,309 - INFO - Epoch: 0305 / 1300 lr: 1.286e-05 +2025-07-05 02:48:06,578 - INFO - Training: cls_zice: 21.030121458204167; reg_zipnll: 197.03351773713766; aux_mae_loss_1: 104.59532707615902; aux_mae_loss_2: 15.203813352082905; aux_mae_loss_4: 1.9300643174271834; cnt_loss: 9.26390058115909; +2025-07-05 02:48:06,579 - INFO - Evaluation: +Curr mae: 196.8582; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 376.1122; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.7937; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:48:06,579 - INFO - Epoch: 0306 / 1300 lr: 1.224e-05 +2025-07-05 02:48:25,783 - INFO - Training: cls_zice: 21.253354938406694; reg_zipnll: 205.1641859757273; aux_mae_loss_1: 110.46154393647846; aux_mae_loss_2: 15.879187508633262; aux_mae_loss_4: 2.060986431021439; cnt_loss: 11.49765490230761; +2025-07-05 02:48:25,784 - INFO - Evaluation: +Curr mae: 206.2308; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 394.9730; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.8643; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:48:25,784 - INFO - Epoch: 0307 / 1300 lr: 1.163e-05 +2025-07-05 02:48:44,971 - INFO - Training: cls_zice: 23.072441486935865; reg_zipnll: 206.27280807495117; aux_mae_loss_1: 110.87659745467336; aux_mae_loss_2: 15.854044487601833; aux_mae_loss_4: 2.035548686981201; cnt_loss: 10.115270815397563; +2025-07-05 02:48:44,973 - INFO - Evaluation: +Curr mae: 294.8417; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 591.8322; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 1.3238; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:48:44,973 - INFO - Epoch: 0308 / 1300 lr: 1.103e-05 +2025-07-05 02:49:04,642 - INFO - Training: cls_zice: 25.617981182901485; reg_zipnll: 213.36956345407586; aux_mae_loss_1: 115.53039691322728; aux_mae_loss_2: 16.76191766638505; aux_mae_loss_4: 2.187177931007586; cnt_loss: 11.52657971884075; +2025-07-05 02:49:04,644 - INFO - Evaluation: +Curr mae: 274.8449; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 548.7015; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 1.2510; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:49:04,644 - INFO - Epoch: 0309 / 1300 lr: 1.045e-05 +2025-07-05 02:49:24,006 - INFO - Training: cls_zice: 24.211424272311362; reg_zipnll: 211.23048902812758; aux_mae_loss_1: 113.51979275753624; aux_mae_loss_2: 16.364776184684352; aux_mae_loss_4: 2.0998544818476628; cnt_loss: 11.150167314629806; +2025-07-05 02:49:24,007 - INFO - Evaluation: +Curr mae: 332.3364; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 677.6818; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 1.4567; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:49:24,007 - INFO - Epoch: 0310 / 1300 lr: 9.890e-06 +2025-07-05 02:49:42,901 - INFO - Training: cls_zice: 26.029400637275295; reg_zipnll: 212.73448823627672; aux_mae_loss_1: 116.18549728393555; aux_mae_loss_2: 16.54693139226813; aux_mae_loss_4: 2.1432722995155737; cnt_loss: 11.601776537142301; +2025-07-05 02:49:42,905 - INFO - Evaluation: +Curr mae: 252.6267; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 506.0516; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 1.0464; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:49:42,905 - INFO - Epoch: 0311 / 1300 lr: 9.342e-06 +2025-07-05 02:50:02,008 - INFO - Training: cls_zice: 24.885313868522644; reg_zipnll: 208.97168530915914; aux_mae_loss_1: 110.15083031905324; aux_mae_loss_2: 15.889635512703343; aux_mae_loss_4: 1.9909989080931012; cnt_loss: 10.006823640120658; +2025-07-05 02:50:02,009 - INFO - Evaluation: +Curr mae: 225.8826; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 453.4720; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.9139; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:50:02,010 - INFO - Epoch: 0312 / 1300 lr: 8.810e-06 +2025-07-05 02:50:21,395 - INFO - Training: cls_zice: 23.81547479253066; reg_zipnll: 204.4775262129934; aux_mae_loss_1: 110.36791911878083; aux_mae_loss_2: 15.880056004775199; aux_mae_loss_4: 2.057174224602549; cnt_loss: 11.895243977245531; +2025-07-05 02:50:21,396 - INFO - Evaluation: +Curr mae: 246.8605; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 487.8695; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 1.0084; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:50:21,397 - INFO - Epoch: 0313 / 1300 lr: 8.294e-06 +2025-07-05 02:50:41,179 - INFO - Training: cls_zice: 24.726529262567823; reg_zipnll: 207.62065546136154; aux_mae_loss_1: 112.27945628919099; aux_mae_loss_2: 16.160641620033665; aux_mae_loss_4: 2.0830584733109725; cnt_loss: 11.299493576350965; +2025-07-05 02:50:41,180 - INFO - Evaluation: +Curr mae: 225.4517; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 438.9301; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.8915; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:50:41,180 - INFO - Epoch: 0314 / 1300 lr: 7.795e-06 +2025-07-05 02:51:00,719 - INFO - Training: cls_zice: 23.89066863687415; reg_zipnll: 200.04778972424958; aux_mae_loss_1: 108.14905146548622; aux_mae_loss_2: 15.588167341131912; aux_mae_loss_4: 1.9850234546159442; cnt_loss: 9.942752511877762; +2025-07-05 02:51:00,720 - INFO - Evaluation: +Curr mae: 353.1742; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 695.0193; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 1.6263; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:51:00,720 - INFO - Epoch: 0315 / 1300 lr: 7.311e-06 +2025-07-05 02:51:19,938 - INFO - Training: cls_zice: 24.513476290200884; reg_zipnll: 205.27322889629164; aux_mae_loss_1: 111.00738455119885; aux_mae_loss_2: 15.82845906207436; aux_mae_loss_4: 2.0644203769533256; cnt_loss: 10.355596969002171; +2025-07-05 02:51:19,939 - INFO - Evaluation: +Curr mae: 331.1689; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 672.3412; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 1.5208; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:51:19,939 - INFO - Epoch: 0316 / 1300 lr: 6.845e-06 +2025-07-05 02:51:39,197 - INFO - Training: cls_zice: 23.959289199427555; reg_zipnll: 205.008216054816; aux_mae_loss_1: 111.04267311096191; aux_mae_loss_2: 16.10753739507575; aux_mae_loss_4: 2.048476357209055; cnt_loss: 9.691298886349326; +2025-07-05 02:51:39,198 - INFO - Evaluation: +Curr mae: 345.6233; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 674.4313; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 1.5895; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:51:39,198 - INFO - Epoch: 0317 / 1300 lr: 6.395e-06 +2025-07-05 02:51:58,320 - INFO - Training: cls_zice: 23.44077651751669; reg_zipnll: 213.23719787597656; aux_mae_loss_1: 112.94406228316457; aux_mae_loss_2: 16.419975933275726; aux_mae_loss_4: 2.0731561027075114; cnt_loss: 10.744582803625809; +2025-07-05 02:51:58,321 - INFO - Evaluation: +Curr mae: 318.7780; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 644.2537; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 1.4567; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:51:58,321 - INFO - Epoch: 0318 / 1300 lr: 5.962e-06 +2025-07-05 02:52:18,268 - INFO - Training: cls_zice: 26.43185422687154; reg_zipnll: 209.98133649324117; aux_mae_loss_1: 113.41735157213714; aux_mae_loss_2: 16.195349241557874; aux_mae_loss_4: 2.0596201764909843; cnt_loss: 9.615775886334871; +2025-07-05 02:52:18,269 - INFO - Evaluation: +Curr mae: 416.2051; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 833.4472; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 1.9374; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:52:18,269 - INFO - Epoch: 0319 / 1300 lr: 5.547e-06 +2025-07-05 02:52:37,531 - INFO - Training: cls_zice: 22.736288258903905; reg_zipnll: 200.58609591032328; aux_mae_loss_1: 107.82991208528217; aux_mae_loss_2: 15.582332008763364; aux_mae_loss_4: 1.990923219605496; cnt_loss: 10.943741133338527; +2025-07-05 02:52:37,532 - INFO - Evaluation: +Curr mae: 163.6205; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 342.7279; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.5792; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:52:37,532 - INFO - Epoch: 0320 / 1300 lr: 5.149e-06 +2025-07-05 02:52:56,726 - INFO - Training: cls_zice: 24.176463282422016; reg_zipnll: 216.05128318385073; aux_mae_loss_1: 116.2014889968069; aux_mae_loss_2: 16.599985850484746; aux_mae_loss_4: 2.1034306601474158; cnt_loss: 10.631224055039254; +2025-07-05 02:52:56,727 - INFO - Evaluation: +Curr mae: 267.5413; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 546.6611; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 1.1343; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:52:56,727 - INFO - Epoch: 0321 / 1300 lr: 4.768e-06 +2025-07-05 02:53:15,968 - INFO - Training: cls_zice: 25.30442595638727; reg_zipnll: 209.1156823007684; aux_mae_loss_1: 113.17952567652652; aux_mae_loss_2: 16.10352094549882; aux_mae_loss_4: 2.020513769827391; cnt_loss: 9.891418827207465; +2025-07-05 02:53:15,969 - INFO - Evaluation: +Curr mae: 349.0773; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 700.5930; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 1.5709; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:53:15,969 - INFO - Epoch: 0322 / 1300 lr: 4.405e-06 +2025-07-05 02:53:35,612 - INFO - Training: cls_zice: 24.76859057577033; reg_zipnll: 218.30439155980162; aux_mae_loss_1: 115.30214610852693; aux_mae_loss_2: 16.420486851742393; aux_mae_loss_4: 2.083078688696811; cnt_loss: 11.505284328209726; +2025-07-05 02:53:35,613 - INFO - Evaluation: +Curr mae: 353.0449; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 688.3106; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 1.6289; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:53:35,613 - INFO - Epoch: 0323 / 1300 lr: 4.060e-06 +2025-07-05 02:53:55,071 - INFO - Training: cls_zice: 21.634846750058625; reg_zipnll: 198.26856954474198; aux_mae_loss_1: 108.08206066332366; aux_mae_loss_2: 15.658448997296786; aux_mae_loss_4: 2.023376282892729; cnt_loss: 10.723753471123544; +2025-07-05 02:53:55,072 - INFO - Evaluation: +Curr mae: 284.2866; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 587.4708; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 1.2111; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:53:55,072 - INFO - Epoch: 0324 / 1300 lr: 3.732e-06 +2025-07-05 02:54:14,480 - INFO - Training: cls_zice: 23.26570472160452; reg_zipnll: 204.85458092940482; aux_mae_loss_1: 110.23364609166195; aux_mae_loss_2: 15.799411623101486; aux_mae_loss_4: 2.02250704953545; cnt_loss: 10.935133494828877; +2025-07-05 02:54:14,481 - INFO - Evaluation: +Curr mae: 309.0625; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 617.4522; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 1.3480; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:54:14,481 - INFO - Epoch: 0325 / 1300 lr: 3.423e-06 +2025-07-05 02:54:33,796 - INFO - Training: cls_zice: 23.249144174550707; reg_zipnll: 202.78849511397513; aux_mae_loss_1: 108.61632818924754; aux_mae_loss_2: 15.816760816072163; aux_mae_loss_4: 2.0103449099942257; cnt_loss: 10.29864639984934; +2025-07-05 02:54:33,797 - INFO - Evaluation: +Curr mae: 386.1659; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 781.3481; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 1.7298; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:54:33,797 - INFO - Epoch: 0326 / 1300 lr: 3.131e-06 +2025-07-05 02:54:52,702 - INFO - Training: cls_zice: 23.17182160364954; reg_zipnll: 206.60372322484068; aux_mae_loss_1: 110.78144715961658; aux_mae_loss_2: 15.864451358192845; aux_mae_loss_4: 2.018306405920731; cnt_loss: 10.187412368623834; +2025-07-05 02:54:52,702 - INFO - Evaluation: +Curr mae: 267.0588; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 542.6124; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 1.1123; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:54:52,702 - INFO - Epoch: 0327 / 1300 lr: 2.858e-06 +2025-07-05 02:55:11,947 - INFO - Training: cls_zice: 23.30981110899072; reg_zipnll: 198.20296679045023; aux_mae_loss_1: 107.07515445508454; aux_mae_loss_2: 15.459267741755434; aux_mae_loss_4: 1.9466683644997447; cnt_loss: 9.497603178024292; +2025-07-05 02:55:11,948 - INFO - Evaluation: +Curr mae: 269.9039; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 536.8729; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 1.1464; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:55:11,948 - INFO - Epoch: 0328 / 1300 lr: 2.604e-06 +2025-07-05 02:55:31,884 - INFO - Training: cls_zice: 22.26771757477208; reg_zipnll: 209.4648925379703; aux_mae_loss_1: 113.14662009791324; aux_mae_loss_2: 16.11737336610493; aux_mae_loss_4: 2.0428957468584965; cnt_loss: 10.653021574020386; +2025-07-05 02:55:31,885 - INFO - Evaluation: +Curr mae: 238.9320; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 480.6285; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.9473; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:55:31,885 - INFO - Epoch: 0329 / 1300 lr: 2.368e-06 +2025-07-05 02:55:51,078 - INFO - Training: cls_zice: 21.565910571499874; reg_zipnll: 202.87738217805563; aux_mae_loss_1: 106.58725276746247; aux_mae_loss_2: 15.378915209519235; aux_mae_loss_4: 1.9197873880988674; cnt_loss: 9.690723481931185; +2025-07-05 02:55:51,079 - INFO - Evaluation: +Curr mae: 296.7905; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 586.6137; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 1.2877; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:55:51,079 - INFO - Epoch: 0330 / 1300 lr: 2.150e-06 +2025-07-05 02:56:10,436 - INFO - Training: cls_zice: 24.527946512950095; reg_zipnll: 211.2795594867907; aux_mae_loss_1: 114.58419578953793; aux_mae_loss_2: 16.25059451554951; aux_mae_loss_4: 2.051968138468893; cnt_loss: 9.894986472631755; +2025-07-05 02:56:10,438 - INFO - Evaluation: +Curr mae: 335.2090; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 661.9773; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 1.4658; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:56:10,438 - INFO - Epoch: 0331 / 1300 lr: 1.951e-06 +2025-07-05 02:56:29,574 - INFO - Training: cls_zice: 24.560095034147565; reg_zipnll: 198.28016100431742; aux_mae_loss_1: 107.07521087244938; aux_mae_loss_2: 15.64741099508185; aux_mae_loss_4: 2.0249108923108956; cnt_loss: 9.343041947013454; +2025-07-05 02:56:29,575 - INFO - Evaluation: +Curr mae: 354.9942; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 711.4125; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 1.5980; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:56:29,575 - INFO - Epoch: 0332 / 1300 lr: 1.771e-06 +2025-07-05 02:56:48,776 - INFO - Training: cls_zice: 23.893453641941672; reg_zipnll: 208.81323021336607; aux_mae_loss_1: 113.05562952945107; aux_mae_loss_2: 16.085920534635846; aux_mae_loss_4: 2.0453151338978817; cnt_loss: 9.437248305270547; +2025-07-05 02:56:48,777 - INFO - Evaluation: +Curr mae: 304.2236; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 621.1595; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 1.2766; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:56:48,777 - INFO - Epoch: 0333 / 1300 lr: 1.609e-06 +2025-07-05 02:57:08,609 - INFO - Training: cls_zice: 26.328419472041883; reg_zipnll: 201.47824437994706; aux_mae_loss_1: 110.56118111861379; aux_mae_loss_2: 15.955454989483481; aux_mae_loss_4: 2.03928258858229; cnt_loss: 9.577261887098613; +2025-07-05 02:57:08,610 - INFO - Evaluation: +Curr mae: 275.3430; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 556.5314; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 1.1541; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:57:08,610 - INFO - Epoch: 0334 / 1300 lr: 1.467e-06 +2025-07-05 02:57:27,583 - INFO - Training: cls_zice: 21.961503088474274; reg_zipnll: 199.10956714027807; aux_mae_loss_1: 107.18913218849583; aux_mae_loss_2: 15.255427736985055; aux_mae_loss_4: 1.9590622876819812; cnt_loss: 10.048338921446549; +2025-07-05 02:57:27,584 - INFO - Evaluation: +Curr mae: 266.0709; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 540.7233; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 1.0987; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:57:27,584 - INFO - Epoch: 0335 / 1300 lr: 1.343e-06 +2025-07-05 02:57:46,600 - INFO - Training: cls_zice: 25.529336414839094; reg_zipnll: 206.32944468448036; aux_mae_loss_1: 111.93386870936344; aux_mae_loss_2: 16.12710754494918; aux_mae_loss_4: 2.0397718736999915; cnt_loss: 9.923759159288908; +2025-07-05 02:57:46,603 - INFO - Evaluation: +Curr mae: 209.8517; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 421.0305; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.8159; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:57:46,604 - INFO - Epoch: 0336 / 1300 lr: 1.238e-06 +2025-07-05 02:58:05,834 - INFO - Training: cls_zice: 29.96777818077489; reg_zipnll: 218.84531523052016; aux_mae_loss_1: 120.64549195139031; aux_mae_loss_2: 17.174630466260407; aux_mae_loss_4: 2.1886084864014075; cnt_loss: 10.89776086807251; +2025-07-05 02:58:05,835 - INFO - Evaluation: +Curr mae: 354.3600; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 713.9334; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 1.5886; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:58:05,835 - INFO - Epoch: 0337 / 1300 lr: 1.153e-06 +2025-07-05 02:58:25,222 - INFO - Training: cls_zice: 25.55982614818372; reg_zipnll: 201.18928748682924; aux_mae_loss_1: 108.27308363663523; aux_mae_loss_2: 15.552531995271382; aux_mae_loss_4: 1.9657290609259355; cnt_loss: 9.982571394819962; +2025-07-05 02:58:25,222 - INFO - Evaluation: +Curr mae: 233.6201; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 473.5240; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.9516; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:58:25,222 - INFO - Epoch: 0338 / 1300 lr: 1.086e-06 +2025-07-05 02:58:44,879 - INFO - Training: cls_zice: 25.015947012524855; reg_zipnll: 205.6891760575144; aux_mae_loss_1: 112.57823381925884; aux_mae_loss_2: 16.2470339975859; aux_mae_loss_4: 2.0921576776002584; cnt_loss: 10.384919756337217; +2025-07-05 02:58:44,880 - INFO - Evaluation: +Curr mae: 396.8860; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 783.1161; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 1.7987; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:58:44,880 - INFO - Epoch: 0339 / 1300 lr: 1.038e-06 +2025-07-05 02:59:04,128 - INFO - Training: cls_zice: 24.15970011682887; reg_zipnll: 206.68569062885484; aux_mae_loss_1: 113.06669837550113; aux_mae_loss_2: 16.173983774687116; aux_mae_loss_4: 2.0521780754390515; cnt_loss: 10.027387581373516; +2025-07-05 02:59:04,129 - INFO - Evaluation: +Curr mae: 378.4386; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 757.6388; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 1.7221; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:59:04,129 - INFO - Epoch: 0340 / 1300 lr: 1.010e-06 +2025-07-05 02:59:23,346 - INFO - Training: cls_zice: 24.95568499439641; reg_zipnll: 212.73746892025596; aux_mae_loss_1: 116.59332205119885; aux_mae_loss_2: 16.64830295663131; aux_mae_loss_4: 2.1673834261141325; cnt_loss: 11.405405069652357; +2025-07-05 02:59:23,347 - INFO - Evaluation: +Curr mae: 327.1768; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 666.3162; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 1.4388; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:59:23,347 - INFO - Epoch: 0341 / 1300 lr: 1.000e-04 +2025-07-05 02:59:42,425 - INFO - Training: cls_zice: 25.35120452391474; reg_zipnll: 205.93836914865594; aux_mae_loss_1: 110.56628207156533; aux_mae_loss_2: 16.14537030772159; aux_mae_loss_4: 2.1434093933356437; cnt_loss: 13.20377512982017; +2025-07-05 02:59:42,426 - INFO - Evaluation: +Curr mae: 80.2537; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 116.0473; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.2137; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2078; + + + +2025-07-05 02:59:42,427 - INFO - Epoch: 0342 / 1300 lr: 1.000e-04 +2025-07-05 03:00:01,563 - INFO - Training: cls_zice: 27.00471709903918; reg_zipnll: 212.90021856207596; aux_mae_loss_1: 117.42208761917918; aux_mae_loss_2: 17.569693966915732; aux_mae_loss_4: 2.4930134352884794; cnt_loss: 19.614883184432983; +2025-07-05 03:00:02,260 - INFO - Evaluation: +Curr mae: 78.2769; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 122.7321; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.2076; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:00:02,260 - INFO - Epoch: 0343 / 1300 lr: 9.999e-05 +2025-07-05 03:00:21,972 - INFO - Training: cls_zice: 25.68269199446628; reg_zipnll: 210.69715660496763; aux_mae_loss_1: 114.51587476228413; aux_mae_loss_2: 16.922922711623343; aux_mae_loss_4: 2.392060725312484; cnt_loss: 19.014157847354287; +2025-07-05 03:00:21,973 - INFO - Evaluation: +Curr mae: 90.6504; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 126.2543; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.2490; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:00:21,973 - INFO - Epoch: 0344 / 1300 lr: 9.998e-05 +2025-07-05 03:00:40,973 - INFO - Training: cls_zice: 23.847415111566846; reg_zipnll: 208.38585060521177; aux_mae_loss_1: 111.84202937075966; aux_mae_loss_2: 16.688753027664987; aux_mae_loss_4: 2.325585399803362; cnt_loss: 17.016337608036242; +2025-07-05 03:00:40,974 - INFO - Evaluation: +Curr mae: 88.1012; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 117.5101; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.2784; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:00:40,974 - INFO - Epoch: 0345 / 1300 lr: 9.996e-05 +2025-07-05 03:01:00,046 - INFO - Training: cls_zice: 24.111291797537554; reg_zipnll: 206.1922747963353; aux_mae_loss_1: 111.37250890229878; aux_mae_loss_2: 16.924556230243883; aux_mae_loss_4: 2.39506648402465; cnt_loss: 19.708990611528094; +2025-07-05 03:01:00,047 - INFO - Evaluation: +Curr mae: 86.4395; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 122.7011; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.2378; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:01:00,047 - INFO - Epoch: 0346 / 1300 lr: 9.994e-05 +2025-07-05 03:01:19,218 - INFO - Training: cls_zice: 25.89797512481087; reg_zipnll: 209.16572691264906; aux_mae_loss_1: 114.51256912632992; aux_mae_loss_2: 17.284416976727936; aux_mae_loss_4: 2.4878897855156348; cnt_loss: 20.480932298459503; +2025-07-05 03:01:19,222 - INFO - Evaluation: +Curr mae: 88.5892; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 129.9741; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.2372; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:01:19,222 - INFO - Epoch: 0347 / 1300 lr: 9.991e-05 +2025-07-05 03:01:38,277 - INFO - Training: cls_zice: 26.081851708261592; reg_zipnll: 220.3464809216951; aux_mae_loss_1: 119.16961689999229; aux_mae_loss_2: 17.734708811107435; aux_mae_loss_4: 2.5292111603837264; cnt_loss: 20.22543094032689; +2025-07-05 03:01:38,309 - INFO - Evaluation: +Curr mae: 82.4556; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 121.9962; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.2222; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:01:38,309 - INFO - Epoch: 0348 / 1300 lr: 9.988e-05 +2025-07-05 03:01:58,426 - INFO - Training: cls_zice: 25.771959107173117; reg_zipnll: 208.13590280633224; aux_mae_loss_1: 115.76191731503135; aux_mae_loss_2: 17.431807768972295; aux_mae_loss_4: 2.5429731607437134; cnt_loss: 19.38421532982274; +2025-07-05 03:01:58,427 - INFO - Evaluation: +Curr mae: 84.3788; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 118.3032; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.2380; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:01:58,427 - INFO - Epoch: 0349 / 1300 lr: 9.985e-05 +2025-07-05 03:02:17,543 - INFO - Training: cls_zice: 25.02736263565327; reg_zipnll: 211.64492918315688; aux_mae_loss_1: 114.52723422803376; aux_mae_loss_2: 17.23621684626529; aux_mae_loss_4: 2.4389800303860714; cnt_loss: 18.995446456106084; +2025-07-05 03:02:17,544 - INFO - Evaluation: +Curr mae: 106.4557; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 141.8140; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.3150; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:02:17,544 - INFO - Epoch: 0350 / 1300 lr: 9.981e-05 +2025-07-05 03:02:36,537 - INFO - Training: cls_zice: 27.62477801034325; reg_zipnll: 206.07260874698036; aux_mae_loss_1: 115.0983759227552; aux_mae_loss_2: 17.44697600916812; aux_mae_loss_4: 2.5730751909707723; cnt_loss: 21.224736100748967; +2025-07-05 03:02:36,538 - INFO - Evaluation: +Curr mae: 80.5893; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 123.2826; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.2114; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:02:38,938 - INFO - Epoch: 0351 / 1300 lr: 9.976e-05 +2025-07-05 03:02:58,106 - INFO - Training: cls_zice: 24.805488893860264; reg_zipnll: 205.519084026939; aux_mae_loss_1: 113.36412490041633; aux_mae_loss_2: 17.350467205047607; aux_mae_loss_4: 2.492376961206135; cnt_loss: 20.275323491347464; +2025-07-05 03:02:58,107 - INFO - Evaluation: +Curr mae: 90.2566; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 135.0442; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.2319; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:02:58,108 - INFO - Epoch: 0352 / 1300 lr: 9.971e-05 +2025-07-05 03:03:17,763 - INFO - Training: cls_zice: 29.90288115175147; reg_zipnll: 207.43879077309057; aux_mae_loss_1: 114.86419577347606; aux_mae_loss_2: 17.979344167207415; aux_mae_loss_4: 2.8151625269337703; cnt_loss: 26.379721691733913; +2025-07-05 03:03:17,763 - INFO - Evaluation: +Curr mae: 97.3295; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 145.0053; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.2397; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:03:17,763 - INFO - Epoch: 0353 / 1300 lr: 9.966e-05 +2025-07-05 03:03:36,835 - INFO - Training: cls_zice: 26.87192170243514; reg_zipnll: 211.11227135909232; aux_mae_loss_1: 118.05640833001388; aux_mae_loss_2: 18.02242168627287; aux_mae_loss_4: 2.5793373145555196; cnt_loss: 21.032384370502673; +2025-07-05 03:03:36,836 - INFO - Evaluation: +Curr mae: 97.4718; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 139.4718; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.2669; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:03:36,836 - INFO - Epoch: 0354 / 1300 lr: 9.960e-05 +2025-07-05 03:03:56,210 - INFO - Training: cls_zice: 22.292858343375357; reg_zipnll: 205.37088855944182; aux_mae_loss_1: 109.5301732515034; aux_mae_loss_2: 16.501575193907087; aux_mae_loss_4: 2.3201876502288017; cnt_loss: 17.069940316049678; +2025-07-05 03:03:56,211 - INFO - Evaluation: +Curr mae: 90.0839; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 134.9516; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.2504; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:03:56,212 - INFO - Epoch: 0355 / 1300 lr: 9.953e-05 +2025-07-05 03:04:15,354 - INFO - Training: cls_zice: 28.538853052415345; reg_zipnll: 220.0060493067691; aux_mae_loss_1: 121.20577029178017; aux_mae_loss_2: 18.109817103335732; aux_mae_loss_4: 2.6383156901911686; cnt_loss: 21.814556209664595; +2025-07-05 03:04:15,355 - INFO - Evaluation: +Curr mae: 100.5028; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 161.9069; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.3656; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:04:15,355 - INFO - Epoch: 0356 / 1300 lr: 9.946e-05 +2025-07-05 03:04:35,350 - INFO - Training: cls_zice: 27.5876427010486; reg_zipnll: 212.76502589175576; aux_mae_loss_1: 115.22020078960217; aux_mae_loss_2: 17.617742613742227; aux_mae_loss_4: 2.531860706053282; cnt_loss: 21.284127009542363; +2025-07-05 03:04:35,351 - INFO - Evaluation: +Curr mae: 104.7501; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 154.7556; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.3580; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:04:35,352 - INFO - Epoch: 0357 / 1300 lr: 9.939e-05 +2025-07-05 03:04:54,707 - INFO - Training: cls_zice: 28.236776452315482; reg_zipnll: 211.80148496125875; aux_mae_loss_1: 117.41580722206517; aux_mae_loss_2: 17.50944619429739; aux_mae_loss_4: 2.5888526251441553; cnt_loss: 20.990128291280644; +2025-07-05 03:04:54,708 - INFO - Evaluation: +Curr mae: 96.0345; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 146.3395; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.2937; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:04:54,708 - INFO - Epoch: 0358 / 1300 lr: 9.931e-05 +2025-07-05 03:05:13,758 - INFO - Training: cls_zice: 28.29849094466159; reg_zipnll: 207.46078691984476; aux_mae_loss_1: 114.74806936163651; aux_mae_loss_2: 17.164842831461055; aux_mae_loss_4: 2.491879409865329; cnt_loss: 19.04845848836397; +2025-07-05 03:05:13,759 - INFO - Evaluation: +Curr mae: 86.0987; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 134.3506; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.2512; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:05:13,760 - INFO - Epoch: 0359 / 1300 lr: 9.923e-05 +2025-07-05 03:05:32,562 - INFO - Training: cls_zice: 24.731572678214626; reg_zipnll: 211.53062639738383; aux_mae_loss_1: 116.23228856136924; aux_mae_loss_2: 17.260623831497995; aux_mae_loss_4: 2.4859139260492826; cnt_loss: 21.784274515352752; +2025-07-05 03:05:32,563 - INFO - Evaluation: +Curr mae: 97.2506; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 142.5260; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.2893; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:05:32,563 - INFO - Epoch: 0360 / 1300 lr: 9.914e-05 +2025-07-05 03:05:51,756 - INFO - Training: cls_zice: 26.295415040693786; reg_zipnll: 214.82544929102846; aux_mae_loss_1: 118.18914734689812; aux_mae_loss_2: 17.524270283548457; aux_mae_loss_4: 2.4363856723434045; cnt_loss: 17.43729920136301; +2025-07-05 03:05:51,757 - INFO - Evaluation: +Curr mae: 96.7593; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 140.5262; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.2664; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:05:51,757 - INFO - Epoch: 0361 / 1300 lr: 9.905e-05 +2025-07-05 03:06:11,617 - INFO - Training: cls_zice: 23.617596180815447; reg_zipnll: 202.329001978824; aux_mae_loss_1: 111.062602193732; aux_mae_loss_2: 16.44675726639597; aux_mae_loss_4: 2.310141186965139; cnt_loss: 16.66199625165839; +2025-07-05 03:06:11,618 - INFO - Evaluation: +Curr mae: 89.2138; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 127.3100; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.2608; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:06:11,618 - INFO - Epoch: 0362 / 1300 lr: 9.895e-05 +2025-07-05 03:06:30,915 - INFO - Training: cls_zice: 27.63365318273243; reg_zipnll: 213.67983808015524; aux_mae_loss_1: 115.69244565461811; aux_mae_loss_2: 16.774343691374128; aux_mae_loss_4: 2.313114561532673; cnt_loss: 15.223212417803312; +2025-07-05 03:06:30,916 - INFO - Evaluation: +Curr mae: 81.9886; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 117.7387; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.2226; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:06:30,916 - INFO - Epoch: 0363 / 1300 lr: 9.885e-05 +2025-07-05 03:06:49,886 - INFO - Training: cls_zice: 28.857444383596118; reg_zipnll: 211.81332297074167; aux_mae_loss_1: 118.91489049008018; aux_mae_loss_2: 17.563986025358503; aux_mae_loss_4: 2.5857184529304504; cnt_loss: 20.679819445861014; +2025-07-05 03:06:49,887 - INFO - Evaluation: +Curr mae: 85.6396; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 144.6257; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.2805; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:06:49,887 - INFO - Epoch: 0364 / 1300 lr: 9.874e-05 +2025-07-05 03:07:09,121 - INFO - Training: cls_zice: 24.43663380020543; reg_zipnll: 206.20633456581518; aux_mae_loss_1: 113.17432323255036; aux_mae_loss_2: 17.120922465073434; aux_mae_loss_4: 2.419125657332571; cnt_loss: 19.265744661030016; +2025-07-05 03:07:09,123 - INFO - Evaluation: +Curr mae: 90.3539; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 129.8107; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.2749; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:07:09,123 - INFO - Epoch: 0365 / 1300 lr: 9.863e-05 +2025-07-05 03:07:28,269 - INFO - Training: cls_zice: 27.87591932949267; reg_zipnll: 209.2245431197317; aux_mae_loss_1: 114.67524970205207; aux_mae_loss_2: 16.89471967596757; aux_mae_loss_4: 2.3968010921227303; cnt_loss: 18.491226961738185; +2025-07-05 03:07:28,270 - INFO - Evaluation: +Curr mae: 82.1718; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 124.5180; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.2133; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:07:28,270 - INFO - Epoch: 0366 / 1300 lr: 9.852e-05 +2025-07-05 03:07:48,216 - INFO - Training: cls_zice: 27.36977870213358; reg_zipnll: 209.88585221140008; aux_mae_loss_1: 114.24026368793689; aux_mae_loss_2: 16.93591406470851; aux_mae_loss_4: 2.374775811245567; cnt_loss: 17.30977585441188; +2025-07-05 03:07:48,217 - INFO - Evaluation: +Curr mae: 103.2490; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 147.1747; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.2727; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:07:48,217 - INFO - Epoch: 0367 / 1300 lr: 9.840e-05 +2025-07-05 03:08:07,283 - INFO - Training: cls_zice: 26.057351633122092; reg_zipnll: 215.20049587048982; aux_mae_loss_1: 117.10220266643323; aux_mae_loss_2: 17.266409296738473; aux_mae_loss_4: 2.481774471308056; cnt_loss: 20.46411707526759; +2025-07-05 03:08:07,284 - INFO - Evaluation: +Curr mae: 87.9202; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 131.0544; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.2596; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:08:07,284 - INFO - Epoch: 0368 / 1300 lr: 9.827e-05 +2025-07-05 03:08:26,319 - INFO - Training: cls_zice: 24.1492223049465; reg_zipnll: 213.01114172684518; aux_mae_loss_1: 117.62402685065018; aux_mae_loss_2: 16.982963210658024; aux_mae_loss_4: 2.4539104166783785; cnt_loss: 20.025342916187487; +2025-07-05 03:08:26,320 - INFO - Evaluation: +Curr mae: 107.0443; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 156.6580; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.3342; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:08:26,320 - INFO - Epoch: 0369 / 1300 lr: 9.814e-05 +2025-07-05 03:08:45,265 - INFO - Training: cls_zice: 24.770222977588052; reg_zipnll: 208.7089036640368; aux_mae_loss_1: 113.46352306165193; aux_mae_loss_2: 16.808144920750667; aux_mae_loss_4: 2.365841335371921; cnt_loss: 17.324559450149536; +2025-07-05 03:08:45,266 - INFO - Evaluation: +Curr mae: 90.7687; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 135.2597; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.2467; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:08:45,266 - INFO - Epoch: 0370 / 1300 lr: 9.801e-05 +2025-07-05 03:09:04,413 - INFO - Training: cls_zice: 22.151879574123182; reg_zipnll: 208.29820472315737; aux_mae_loss_1: 110.82235015066047; aux_mae_loss_2: 16.45456148448743; aux_mae_loss_4: 2.288121295602698; cnt_loss: 16.57753284353959; +2025-07-05 03:09:04,414 - INFO - Evaluation: +Curr mae: 100.1569; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 138.4821; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.2849; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:09:04,414 - INFO - Epoch: 0371 / 1300 lr: 9.787e-05 +2025-07-05 03:09:24,382 - INFO - Training: cls_zice: 28.42605341108222; reg_zipnll: 216.88171306409333; aux_mae_loss_1: 118.8335727892424; aux_mae_loss_2: 17.561013522901032; aux_mae_loss_4: 2.5528029391640112; cnt_loss: 21.87201876389353; +2025-07-05 03:09:24,383 - INFO - Evaluation: +Curr mae: 114.3306; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 165.1348; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.3456; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:09:24,383 - INFO - Epoch: 0372 / 1300 lr: 9.773e-05 +2025-07-05 03:09:43,482 - INFO - Training: cls_zice: 23.99226262694911; reg_zipnll: 213.42056977121453; aux_mae_loss_1: 111.83015000192742; aux_mae_loss_2: 16.392441875056218; aux_mae_loss_4: 2.2869617970366227; cnt_loss: 15.740321498168143; +2025-07-05 03:09:43,483 - INFO - Evaluation: +Curr mae: 98.3537; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 143.2293; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.2691; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:09:43,483 - INFO - Epoch: 0373 / 1300 lr: 9.758e-05 +2025-07-05 03:10:02,392 - INFO - Training: cls_zice: 24.666808655387477; reg_zipnll: 211.84651947021484; aux_mae_loss_1: 115.38106496710526; aux_mae_loss_2: 17.512052636397513; aux_mae_loss_4: 2.5843715918691537; cnt_loss: 21.560078520523874; +2025-07-05 03:10:02,393 - INFO - Evaluation: +Curr mae: 98.5392; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 144.4106; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.3243; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:10:02,393 - INFO - Epoch: 0374 / 1300 lr: 9.742e-05 +2025-07-05 03:10:21,860 - INFO - Training: cls_zice: 29.997513601654454; reg_zipnll: 207.05620896188836; aux_mae_loss_1: 114.41893326608758; aux_mae_loss_2: 17.166308453208522; aux_mae_loss_4: 2.4860290979084216; cnt_loss: 18.918963959342555; +2025-07-05 03:10:21,861 - INFO - Evaluation: +Curr mae: 96.7699; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 137.6006; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.2944; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:10:21,861 - INFO - Epoch: 0375 / 1300 lr: 9.727e-05 +2025-07-05 03:10:40,795 - INFO - Training: cls_zice: 26.41660331424914; reg_zipnll: 204.9194305821469; aux_mae_loss_1: 110.64913759733501; aux_mae_loss_2: 16.322612411097477; aux_mae_loss_4: 2.354176038189938; cnt_loss: 18.118827292793675; +2025-07-05 03:10:40,796 - INFO - Evaluation: +Curr mae: 87.9090; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 128.4427; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.2522; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:10:40,796 - INFO - Epoch: 0376 / 1300 lr: 9.711e-05 +2025-07-05 03:11:00,552 - INFO - Training: cls_zice: 38.216360311759146; reg_zipnll: 229.04806197317023; aux_mae_loss_1: 124.7344083284077; aux_mae_loss_2: 18.533082811455976; aux_mae_loss_4: 2.668475750245546; cnt_loss: 20.704084220685456; +2025-07-05 03:11:00,553 - INFO - Evaluation: +Curr mae: 139.3730; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 192.6111; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.4361; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:11:00,554 - INFO - Epoch: 0377 / 1300 lr: 9.694e-05 +2025-07-05 03:11:19,842 - INFO - Training: cls_zice: 24.823939511650487; reg_zipnll: 206.90258528056899; aux_mae_loss_1: 113.49426671078331; aux_mae_loss_2: 16.73213072826988; aux_mae_loss_4: 2.384535212265818; cnt_loss: 18.426374535811576; +2025-07-05 03:11:19,843 - INFO - Evaluation: +Curr mae: 116.7411; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 174.2691; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.3769; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:11:19,843 - INFO - Epoch: 0378 / 1300 lr: 9.677e-05 +2025-07-05 03:11:39,004 - INFO - Training: cls_zice: 28.711080519776594; reg_zipnll: 208.48166917499742; aux_mae_loss_1: 114.96335662038703; aux_mae_loss_2: 17.279222036662855; aux_mae_loss_4: 2.463962529834948; cnt_loss: 18.272857327210275; +2025-07-05 03:11:39,006 - INFO - Evaluation: +Curr mae: 135.2826; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 187.6012; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.4260; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:11:39,006 - INFO - Epoch: 0379 / 1300 lr: 9.660e-05 +2025-07-05 03:11:58,159 - INFO - Training: cls_zice: 21.593472981139232; reg_zipnll: 203.9930066560444; aux_mae_loss_1: 111.49950940985428; aux_mae_loss_2: 16.804366776817723; aux_mae_loss_4: 2.424592294191059; cnt_loss: 18.732638208489668; +2025-07-05 03:11:58,160 - INFO - Evaluation: +Curr mae: 91.7775; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 130.2256; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.3346; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:11:58,160 - INFO - Epoch: 0380 / 1300 lr: 9.642e-05 +2025-07-05 03:12:17,277 - INFO - Training: cls_zice: 24.101289724048815; reg_zipnll: 206.7743373670076; aux_mae_loss_1: 112.28794880917198; aux_mae_loss_2: 16.37067870089882; aux_mae_loss_4: 2.316492416356739; cnt_loss: 17.296202145124738; +2025-07-05 03:12:17,278 - INFO - Evaluation: +Curr mae: 140.1582; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 214.3014; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.4922; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:12:17,278 - INFO - Epoch: 0381 / 1300 lr: 9.623e-05 +2025-07-05 03:12:36,987 - INFO - Training: cls_zice: 24.329656726435612; reg_zipnll: 202.57479978862563; aux_mae_loss_1: 111.81195680718673; aux_mae_loss_2: 16.571936858327764; aux_mae_loss_4: 2.370237764559294; cnt_loss: 18.30562220121685; +2025-07-05 03:12:36,988 - INFO - Evaluation: +Curr mae: 99.1620; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 146.5796; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.3117; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:12:36,988 - INFO - Epoch: 0382 / 1300 lr: 9.604e-05 +2025-07-05 03:12:56,251 - INFO - Training: cls_zice: 26.71641211133254; reg_zipnll: 219.40485944245992; aux_mae_loss_1: 118.56773978785465; aux_mae_loss_2: 17.256691782098066; aux_mae_loss_4: 2.423240856120461; cnt_loss: 17.982970538892243; +2025-07-05 03:12:56,253 - INFO - Evaluation: +Curr mae: 88.0237; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 126.1186; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.2543; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:12:56,253 - INFO - Epoch: 0383 / 1300 lr: 9.585e-05 +2025-07-05 03:13:15,554 - INFO - Training: cls_zice: 24.28426026984265; reg_zipnll: 207.97291163394326; aux_mae_loss_1: 113.52697342320492; aux_mae_loss_2: 16.604983856803493; aux_mae_loss_4: 2.294695967122128; cnt_loss: 15.66019354368511; +2025-07-05 03:13:15,554 - INFO - Evaluation: +Curr mae: 114.4175; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 154.6003; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.3514; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:13:15,555 - INFO - Epoch: 0384 / 1300 lr: 9.565e-05 +2025-07-05 03:13:34,762 - INFO - Training: cls_zice: 22.254456404008362; reg_zipnll: 201.38077725862203; aux_mae_loss_1: 110.1708160199617; aux_mae_loss_2: 15.964096420689634; aux_mae_loss_4: 2.1931196200220207; cnt_loss: 14.948849565104434; +2025-07-05 03:13:34,762 - INFO - Evaluation: +Curr mae: 79.1765; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 117.0314; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.2315; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:13:34,763 - INFO - Epoch: 0385 / 1300 lr: 9.545e-05 +2025-07-05 03:13:53,932 - INFO - Training: cls_zice: 25.260659399785492; reg_zipnll: 216.24324457268966; aux_mae_loss_1: 116.40746678804096; aux_mae_loss_2: 16.80114279295269; aux_mae_loss_4: 2.3029695529686776; cnt_loss: 16.080339030215615; +2025-07-05 03:13:53,933 - INFO - Evaluation: +Curr mae: 92.5816; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 138.7189; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.2932; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2076; + + + +2025-07-05 03:13:53,933 - INFO - Epoch: 0386 / 1300 lr: 9.525e-05 +2025-07-05 03:14:13,664 - INFO - Training: cls_zice: 24.25999759372912; reg_zipnll: 205.330606159411; aux_mae_loss_1: 113.51805054514031; aux_mae_loss_2: 16.386979178378457; aux_mae_loss_4: 2.270772397518158; cnt_loss: 16.13866917710555; +2025-07-05 03:14:14,443 - INFO - Evaluation: +Curr mae: 75.6912; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 117.8804; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.2007; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2007; + + + +2025-07-05 03:14:14,443 - INFO - Epoch: 0387 / 1300 lr: 9.504e-05 +2025-07-05 03:14:33,481 - INFO - Training: cls_zice: 25.67473564649883; reg_zipnll: 204.74018337852075; aux_mae_loss_1: 114.52538781417043; aux_mae_loss_2: 16.542169043892308; aux_mae_loss_4: 2.314817045864306; cnt_loss: 14.91248329062211; +2025-07-05 03:14:33,482 - INFO - Evaluation: +Curr mae: 92.9642; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 131.3518; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.2445; +Curr nae: 0.2594; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2007; + + + +2025-07-05 03:14:33,482 - INFO - Epoch: 0388 / 1300 lr: 9.482e-05 +2025-07-05 03:14:52,696 - INFO - Training: cls_zice: 23.86762503573769; reg_zipnll: 201.07190102025083; aux_mae_loss_1: 111.84160092002467; aux_mae_loss_2: 16.3561238238686; aux_mae_loss_4: 2.2982467381577742; cnt_loss: 17.24949671092786; +2025-07-05 03:14:53,610 - INFO - Evaluation: +Curr mae: 80.6887; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 115.1352; Best rmse: 104.4154; 107.2879; 111.1662; 111.2555; 115.1352; +Curr nae: 0.2318; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2007; + + + +2025-07-05 03:14:53,611 - INFO - Epoch: 0389 / 1300 lr: 9.460e-05 +2025-07-05 03:15:12,776 - INFO - Training: cls_zice: 26.97761499254327; reg_zipnll: 209.18065322072883; aux_mae_loss_1: 114.16833516171104; aux_mae_loss_2: 16.357872260244267; aux_mae_loss_4: 2.236585548049525; cnt_loss: 14.295878473081087; +2025-07-05 03:15:13,469 - INFO - Evaluation: +Curr mae: 78.8144; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 110.0207; Best rmse: 104.4154; 107.2879; 110.0207; 111.1662; 111.2555; +Curr nae: 0.2174; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2007; + + + +2025-07-05 03:15:13,470 - INFO - Epoch: 0390 / 1300 lr: 9.438e-05 +2025-07-05 03:15:33,083 - INFO - Training: cls_zice: 25.11133559126603; reg_zipnll: 215.99731706318101; aux_mae_loss_1: 118.1403865814209; aux_mae_loss_2: 16.99429047735114; aux_mae_loss_4: 2.3165445359129655; cnt_loss: 16.53087282180786; +2025-07-05 03:15:33,789 - INFO - Evaluation: +Curr mae: 78.8556; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 110.9642; Best rmse: 104.4154; 107.2879; 110.0207; 110.9642; 111.1662; +Curr nae: 0.2289; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2007; + + + +2025-07-05 03:15:33,789 - INFO - Epoch: 0391 / 1300 lr: 9.416e-05 +2025-07-05 03:15:52,756 - INFO - Training: cls_zice: 26.931285531897295; reg_zipnll: 211.00837326049805; aux_mae_loss_1: 115.49394728008069; aux_mae_loss_2: 16.87035914471275; aux_mae_loss_4: 2.361095723352934; cnt_loss: 16.615762559991133; +2025-07-05 03:15:52,757 - INFO - Evaluation: +Curr mae: 85.8397; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 121.2664; Best rmse: 104.4154; 107.2879; 110.0207; 110.9642; 111.1662; +Curr nae: 0.2318; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2007; + + + +2025-07-05 03:15:52,757 - INFO - Epoch: 0392 / 1300 lr: 9.392e-05 +2025-07-05 03:16:11,971 - INFO - Training: cls_zice: 23.168397602282074; reg_zipnll: 206.1180026405736; aux_mae_loss_1: 110.84221428319027; aux_mae_loss_2: 16.004552339252673; aux_mae_loss_4: 2.193394573111283; cnt_loss: 15.040683520467658; +2025-07-05 03:16:11,972 - INFO - Evaluation: +Curr mae: 79.1099; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 122.6700; Best rmse: 104.4154; 107.2879; 110.0207; 110.9642; 111.1662; +Curr nae: 0.2400; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2007; + + + +2025-07-05 03:16:11,972 - INFO - Epoch: 0393 / 1300 lr: 9.369e-05 +2025-07-05 03:16:31,097 - INFO - Training: cls_zice: 24.600043980698835; reg_zipnll: 202.39366511294716; aux_mae_loss_1: 110.43562407242625; aux_mae_loss_2: 16.12184557161833; aux_mae_loss_4: 2.229690975264499; cnt_loss: 15.745591690665798; +2025-07-05 03:16:31,098 - INFO - Evaluation: +Curr mae: 77.4334; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 111.8297; Best rmse: 104.4154; 107.2879; 110.0207; 110.9642; 111.1662; +Curr nae: 0.2028; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2007; + + + +2025-07-05 03:16:31,098 - INFO - Epoch: 0394 / 1300 lr: 9.345e-05 +2025-07-05 03:16:49,956 - INFO - Training: cls_zice: 24.237398196599987; reg_zipnll: 206.82210982473273; aux_mae_loss_1: 112.54413735239129; aux_mae_loss_2: 16.239330128619546; aux_mae_loss_4: 2.2142701243099414; cnt_loss: 14.98446794560081; +2025-07-05 03:16:49,957 - INFO - Evaluation: +Curr mae: 79.3128; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 117.1644; Best rmse: 104.4154; 107.2879; 110.0207; 110.9642; 111.1662; +Curr nae: 0.2236; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2007; + + + +2025-07-05 03:16:49,957 - INFO - Epoch: 0395 / 1300 lr: 9.321e-05 +2025-07-05 03:17:08,942 - INFO - Training: cls_zice: 26.861169175097817; reg_zipnll: 207.02473811099404; aux_mae_loss_1: 115.8608388398823; aux_mae_loss_2: 17.03689432144165; aux_mae_loss_4: 2.4038616732547156; cnt_loss: 17.858297059410496; +2025-07-05 03:17:08,943 - INFO - Evaluation: +Curr mae: 79.9506; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 119.6452; Best rmse: 104.4154; 107.2879; 110.0207; 110.9642; 111.1662; +Curr nae: 0.2135; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2007; + + + +2025-07-05 03:17:08,943 - INFO - Epoch: 0396 / 1300 lr: 9.296e-05 +2025-07-05 03:17:27,874 - INFO - Training: cls_zice: 24.795278072357178; reg_zipnll: 203.82956715633995; aux_mae_loss_1: 109.84772471377724; aux_mae_loss_2: 15.99522987164949; aux_mae_loss_4: 2.220192451226084; cnt_loss: 15.387825539237575; +2025-07-05 03:17:27,875 - INFO - Evaluation: +Curr mae: 86.1227; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 125.2455; Best rmse: 104.4154; 107.2879; 110.0207; 110.9642; 111.1662; +Curr nae: 0.2389; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2007; + + + +2025-07-05 03:17:27,875 - INFO - Epoch: 0397 / 1300 lr: 9.271e-05 +2025-07-05 03:17:47,677 - INFO - Training: cls_zice: 25.313450988970306; reg_zipnll: 213.34660520051656; aux_mae_loss_1: 115.00207599840667; aux_mae_loss_2: 16.48412839989913; aux_mae_loss_4: 2.293400723683207; cnt_loss: 16.88017097272371; +2025-07-05 03:17:47,678 - INFO - Evaluation: +Curr mae: 95.3344; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 133.7085; Best rmse: 104.4154; 107.2879; 110.0207; 110.9642; 111.1662; +Curr nae: 0.2944; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2007; + + + +2025-07-05 03:17:47,678 - INFO - Epoch: 0398 / 1300 lr: 9.245e-05 +2025-07-05 03:18:07,022 - INFO - Training: cls_zice: 25.250617692345067; reg_zipnll: 208.60130069130346; aux_mae_loss_1: 112.63749594437449; aux_mae_loss_2: 16.294081185993395; aux_mae_loss_4: 2.2575391844699255; cnt_loss: 16.00003046738474; +2025-07-05 03:18:07,023 - INFO - Evaluation: +Curr mae: 84.6527; Best mae: 70.5868; 72.5196; 73.9660; 74.5643; 74.7145; +Curr rmse: 117.4971; Best rmse: 104.4154; 107.2879; 110.0207; 110.9642; 111.1662; +Curr nae: 0.2381; Best nae: 0.1703; 0.1817; 0.1848; 0.1995; 0.2007; + + + +2025-07-05 03:18:07,023 - INFO - Epoch: 0399 / 1300 lr: 9.219e-05 +2025-07-05 03:18:25,994 - INFO - Training: cls_zice: 24.512891982731066; reg_zipnll: 208.33665426153885; aux_mae_loss_1: 114.83739852905273; aux_mae_loss_2: 16.513810684806423; aux_mae_loss_4: 2.308790699431771; cnt_loss: 17.72492071201927; +2025-07-05 03:18:28,095 - INFO - Evaluation: +Curr mae: 72.0648; Best mae: 70.5868; 72.0648; 72.5196; 73.9660; 74.5643; +Curr rmse: 106.4590; Best rmse: 104.4154; 106.4590; 107.2879; 110.0207; 110.9642; +Curr nae: 0.1923; Best nae: 0.1703; 0.1817; 0.1848; 0.1923; 0.1995; + + + +2025-07-05 03:18:28,095 - INFO - Epoch: 0400 / 1300 lr: 9.193e-05 +2025-07-05 03:18:47,112 - INFO - Training: cls_zice: 23.577166162039106; reg_zipnll: 211.92540540193258; aux_mae_loss_1: 115.25579030890214; aux_mae_loss_2: 16.373891579477412; aux_mae_loss_4: 2.242278739025718; cnt_loss: 14.515368925897699; +2025-07-05 03:18:47,113 - INFO - Evaluation: +Curr mae: 98.3880; Best mae: 70.5868; 72.0648; 72.5196; 73.9660; 74.5643; +Curr rmse: 143.2811; Best rmse: 104.4154; 106.4590; 107.2879; 110.0207; 110.9642; +Curr nae: 0.2785; Best nae: 0.1703; 0.1817; 0.1848; 0.1923; 0.1995; + + + +2025-07-05 03:18:49,598 - INFO - Epoch: 0401 / 1300 lr: 9.166e-05 +2025-07-05 03:19:08,749 - INFO - Training: cls_zice: 23.789891164553794; reg_zipnll: 202.93654712877776; aux_mae_loss_1: 112.51248761227257; aux_mae_loss_2: 16.220747671629255; aux_mae_loss_4: 2.1950619534442297; cnt_loss: 14.729476000133314; +2025-07-05 03:19:08,750 - INFO - Evaluation: +Curr mae: 103.3173; Best mae: 70.5868; 72.0648; 72.5196; 73.9660; 74.5643; +Curr rmse: 146.2614; Best rmse: 104.4154; 106.4590; 107.2879; 110.0207; 110.9642; +Curr nae: 0.3402; Best nae: 0.1703; 0.1817; 0.1848; 0.1923; 0.1995; + + + +2025-07-05 03:19:08,750 - INFO - Epoch: 0402 / 1300 lr: 9.139e-05 +2025-07-05 03:19:27,906 - INFO - Training: cls_zice: 28.615466880170924; reg_zipnll: 209.21899654990747; aux_mae_loss_1: 117.35236579493473; aux_mae_loss_2: 16.629301824067767; aux_mae_loss_4: 2.281497895717621; cnt_loss: 15.883229431353117; +2025-07-05 03:19:27,907 - INFO - Evaluation: +Curr mae: 101.8246; Best mae: 70.5868; 72.0648; 72.5196; 73.9660; 74.5643; +Curr rmse: 146.1376; Best rmse: 104.4154; 106.4590; 107.2879; 110.0207; 110.9642; +Curr nae: 0.3047; Best nae: 0.1703; 0.1817; 0.1848; 0.1923; 0.1995; + + + +2025-07-05 03:19:27,907 - INFO - Epoch: 0403 / 1300 lr: 9.111e-05 +2025-07-05 03:19:46,199 - INFO - Training: cls_zice: 26.03839335316106; reg_zipnll: 205.9702288978978; aux_mae_loss_1: 113.6774623268529; aux_mae_loss_2: 16.321918713419063; aux_mae_loss_4: 2.2674643993377686; cnt_loss: 15.012648783232036; +2025-07-05 03:19:46,201 - INFO - Evaluation: +Curr mae: 88.1787; Best mae: 70.5868; 72.0648; 72.5196; 73.9660; 74.5643; +Curr rmse: 134.9772; Best rmse: 104.4154; 106.4590; 107.2879; 110.0207; 110.9642; +Curr nae: 0.2281; Best nae: 0.1703; 0.1817; 0.1848; 0.1923; 0.1995; + + + +2025-07-05 03:19:46,201 - INFO - Epoch: 0404 / 1300 lr: 9.083e-05 +2025-07-05 03:20:05,379 - INFO - Training: cls_zice: 24.58171559321253; reg_zipnll: 208.39916831568667; aux_mae_loss_1: 112.6344397695441; aux_mae_loss_2: 16.10672024676674; aux_mae_loss_4: 2.219549348479823; cnt_loss: 15.94332692497655; +2025-07-05 03:20:05,380 - INFO - Evaluation: +Curr mae: 90.0184; Best mae: 70.5868; 72.0648; 72.5196; 73.9660; 74.5643; +Curr rmse: 123.6080; Best rmse: 104.4154; 106.4590; 107.2879; 110.0207; 110.9642; +Curr nae: 0.2651; Best nae: 0.1703; 0.1817; 0.1848; 0.1923; 0.1995; + + + +2025-07-05 03:20:05,380 - INFO - Epoch: 0405 / 1300 lr: 9.055e-05 +2025-07-05 03:20:24,289 - INFO - Training: cls_zice: 23.985892735029523; reg_zipnll: 205.09635343049703; aux_mae_loss_1: 114.33838051243832; aux_mae_loss_2: 16.59915512486508; aux_mae_loss_4: 2.289091113366579; cnt_loss: 15.657817940962943; +2025-07-05 03:20:24,290 - INFO - Evaluation: +Curr mae: 86.7318; Best mae: 70.5868; 72.0648; 72.5196; 73.9660; 74.5643; +Curr rmse: 130.7772; Best rmse: 104.4154; 106.4590; 107.2879; 110.0207; 110.9642; +Curr nae: 0.2348; Best nae: 0.1703; 0.1817; 0.1848; 0.1923; 0.1995; + + + +2025-07-05 03:20:24,290 - INFO - Epoch: 0406 / 1300 lr: 9.026e-05 +2025-07-05 03:20:42,914 - INFO - Training: cls_zice: 25.596667223855068; reg_zipnll: 210.7606056614926; aux_mae_loss_1: 115.56878160175525; aux_mae_loss_2: 16.611434610266436; aux_mae_loss_4: 2.311496144846866; cnt_loss: 15.045704665936922; +2025-07-05 03:20:42,915 - INFO - Evaluation: +Curr mae: 119.3198; Best mae: 70.5868; 72.0648; 72.5196; 73.9660; 74.5643; +Curr rmse: 179.7451; Best rmse: 104.4154; 106.4590; 107.2879; 110.0207; 110.9642; +Curr nae: 0.3861; Best nae: 0.1703; 0.1817; 0.1848; 0.1923; 0.1995; + + + +2025-07-05 03:20:42,915 - INFO - Epoch: 0407 / 1300 lr: 8.997e-05 +2025-07-05 03:21:02,188 - INFO - Training: cls_zice: 28.379853380353826; reg_zipnll: 206.32431170814917; aux_mae_loss_1: 110.72244614049008; aux_mae_loss_2: 16.035765271437796; aux_mae_loss_4: 2.2085257392180595; cnt_loss: 15.92006560375816; +2025-07-05 03:21:02,188 - INFO - Evaluation: +Curr mae: 109.5022; Best mae: 70.5868; 72.0648; 72.5196; 73.9660; 74.5643; +Curr rmse: 154.3547; Best rmse: 104.4154; 106.4590; 107.2879; 110.0207; 110.9642; +Curr nae: 0.3409; Best nae: 0.1703; 0.1817; 0.1848; 0.1923; 0.1995; + + + +2025-07-05 03:21:02,189 - INFO - Epoch: 0408 / 1300 lr: 8.967e-05 +2025-07-05 03:21:21,272 - INFO - Training: cls_zice: 27.520136318708722; reg_zipnll: 203.781504179302; aux_mae_loss_1: 113.70610046386719; aux_mae_loss_2: 16.685727671573037; aux_mae_loss_4: 2.4071238354632727; cnt_loss: 17.2209321323194; +2025-07-05 03:21:21,273 - INFO - Evaluation: +Curr mae: 105.1227; Best mae: 70.5868; 72.0648; 72.5196; 73.9660; 74.5643; +Curr rmse: 147.9142; Best rmse: 104.4154; 106.4590; 107.2879; 110.0207; 110.9642; +Curr nae: 0.3209; Best nae: 0.1703; 0.1817; 0.1848; 0.1923; 0.1995; + + + +2025-07-05 03:21:21,273 - INFO - Epoch: 0409 / 1300 lr: 8.937e-05 +2025-07-05 03:21:41,149 - INFO - Training: cls_zice: 28.051177922048065; reg_zipnll: 206.53302885356703; aux_mae_loss_1: 115.49907262701737; aux_mae_loss_2: 16.79271093167757; aux_mae_loss_4: 2.379774250482258; cnt_loss: 16.980028980656673; +2025-07-05 03:21:41,149 - INFO - Evaluation: +Curr mae: 147.9807; Best mae: 70.5868; 72.0648; 72.5196; 73.9660; 74.5643; +Curr rmse: 208.1230; Best rmse: 104.4154; 106.4590; 107.2879; 110.0207; 110.9642; +Curr nae: 0.5727; Best nae: 0.1703; 0.1817; 0.1848; 0.1923; 0.1995; + + + +2025-07-05 03:21:41,149 - INFO - Epoch: 0410 / 1300 lr: 8.907e-05 +2025-07-05 03:22:00,155 - INFO - Training: cls_zice: 25.609293015379656; reg_zipnll: 199.84668731689453; aux_mae_loss_1: 110.65639455694901; aux_mae_loss_2: 16.11827328330592; aux_mae_loss_4: 2.279508989108236; cnt_loss: 17.295619199150487; +2025-07-05 03:22:00,156 - INFO - Evaluation: +Curr mae: 150.0450; Best mae: 70.5868; 72.0648; 72.5196; 73.9660; 74.5643; +Curr rmse: 209.1999; Best rmse: 104.4154; 106.4590; 107.2879; 110.0207; 110.9642; +Curr nae: 0.5734; Best nae: 0.1703; 0.1817; 0.1848; 0.1923; 0.1995; + + + +2025-07-05 03:22:00,156 - INFO - Epoch: 0411 / 1300 lr: 8.876e-05 +2025-07-05 03:22:19,171 - INFO - Training: cls_zice: 27.153543120936344; reg_zipnll: 217.79303339907997; aux_mae_loss_1: 117.78208812914397; aux_mae_loss_2: 16.797065433702972; aux_mae_loss_4: 2.3487405243672823; cnt_loss: 16.54717927230032; +2025-07-05 03:22:19,172 - INFO - Evaluation: +Curr mae: 105.6663; Best mae: 70.5868; 72.0648; 72.5196; 73.9660; 74.5643; +Curr rmse: 144.9950; Best rmse: 104.4154; 106.4590; 107.2879; 110.0207; 110.9642; +Curr nae: 0.3515; Best nae: 0.1703; 0.1817; 0.1848; 0.1923; 0.1995; + + + +2025-07-05 03:22:19,173 - INFO - Epoch: 0412 / 1300 lr: 8.845e-05 +2025-07-05 03:22:38,594 - INFO - Training: cls_zice: 25.63799138092681; reg_zipnll: 209.26401981554534; aux_mae_loss_1: 117.24853676243832; aux_mae_loss_2: 16.831712020070928; aux_mae_loss_4: 2.3640455384003487; cnt_loss: 18.20109476541218; +2025-07-05 03:22:38,595 - INFO - Evaluation: +Curr mae: 106.9102; Best mae: 70.5868; 72.0648; 72.5196; 73.9660; 74.5643; +Curr rmse: 152.7116; Best rmse: 104.4154; 106.4590; 107.2879; 110.0207; 110.9642; +Curr nae: 0.3661; Best nae: 0.1703; 0.1817; 0.1848; 0.1923; 0.1995; + + + +2025-07-05 03:22:38,596 - INFO - Epoch: 0413 / 1300 lr: 8.814e-05 +2025-07-05 03:22:57,704 - INFO - Training: cls_zice: 26.79850013005106; reg_zipnll: 209.73559148688065; aux_mae_loss_1: 115.62223906266063; aux_mae_loss_2: 16.568073021738154; aux_mae_loss_4: 2.3050146228388737; cnt_loss: 15.27642516085976; +2025-07-05 03:22:57,704 - INFO - Evaluation: +Curr mae: 89.6597; Best mae: 70.5868; 72.0648; 72.5196; 73.9660; 74.5643; +Curr rmse: 123.6328; Best rmse: 104.4154; 106.4590; 107.2879; 110.0207; 110.9642; +Curr nae: 0.2974; Best nae: 0.1703; 0.1817; 0.1848; 0.1923; 0.1995; + + + +2025-07-05 03:22:57,704 - INFO - Epoch: 0414 / 1300 lr: 8.782e-05 +2025-07-05 03:23:17,190 - INFO - Training: cls_zice: 24.955796930350754; reg_zipnll: 208.27333590858862; aux_mae_loss_1: 115.46235275268555; aux_mae_loss_2: 16.683640555331582; aux_mae_loss_4: 2.3496643242083097; cnt_loss: 17.756634498897352; +2025-07-05 03:23:17,841 - INFO - Evaluation: +Curr mae: 77.0051; Best mae: 70.5868; 72.0648; 72.5196; 73.9660; 74.5643; +Curr rmse: 109.0847; Best rmse: 104.4154; 106.4590; 107.2879; 109.0847; 110.0207; +Curr nae: 0.2320; Best nae: 0.1703; 0.1817; 0.1848; 0.1923; 0.1995; + + + +2025-07-05 03:23:17,841 - INFO - Epoch: 0415 / 1300 lr: 8.750e-05 +2025-07-05 03:23:36,986 - INFO - Training: cls_zice: 21.108872341482265; reg_zipnll: 197.1952143217388; aux_mae_loss_1: 103.89470381485789; aux_mae_loss_2: 14.897142535761782; aux_mae_loss_4: 1.9877687222079228; cnt_loss: 12.305478422265304; +2025-07-05 03:23:36,987 - INFO - Evaluation: +Curr mae: 77.4610; Best mae: 70.5868; 72.0648; 72.5196; 73.9660; 74.5643; +Curr rmse: 110.6889; Best rmse: 104.4154; 106.4590; 107.2879; 109.0847; 110.0207; +Curr nae: 0.2117; Best nae: 0.1703; 0.1817; 0.1848; 0.1923; 0.1995; + + + +2025-07-05 03:23:36,987 - INFO - Epoch: 0416 / 1300 lr: 8.718e-05 +2025-07-05 03:23:55,896 - INFO - Training: cls_zice: 25.12771491627944; reg_zipnll: 200.0994967410439; aux_mae_loss_1: 110.7719898223877; aux_mae_loss_2: 15.829919940546938; aux_mae_loss_4: 2.1291709385420146; cnt_loss: 13.726946880942897; +2025-07-05 03:23:55,900 - INFO - Evaluation: +Curr mae: 86.8733; Best mae: 70.5868; 72.0648; 72.5196; 73.9660; 74.5643; +Curr rmse: 117.5162; Best rmse: 104.4154; 106.4590; 107.2879; 109.0847; 110.0207; +Curr nae: 0.2594; Best nae: 0.1703; 0.1817; 0.1848; 0.1923; 0.1995; + + + +2025-07-05 03:23:55,900 - INFO - Epoch: 0417 / 1300 lr: 8.685e-05 +2025-07-05 03:24:14,777 - INFO - Training: cls_zice: 28.26173740311673; reg_zipnll: 212.59234418367086; aux_mae_loss_1: 119.39173226607473; aux_mae_loss_2: 16.760923486006888; aux_mae_loss_4: 2.3069272323658594; cnt_loss: 15.403104405654105; +2025-07-05 03:24:14,778 - INFO - Evaluation: +Curr mae: 79.4413; Best mae: 70.5868; 72.0648; 72.5196; 73.9660; 74.5643; +Curr rmse: 112.4831; Best rmse: 104.4154; 106.4590; 107.2879; 109.0847; 110.0207; +Curr nae: 0.2226; Best nae: 0.1703; 0.1817; 0.1848; 0.1923; 0.1995; + + + +2025-07-05 03:24:14,778 - INFO - Epoch: 0418 / 1300 lr: 8.652e-05 +2025-07-05 03:24:33,735 - INFO - Training: cls_zice: 22.766925861960964; reg_zipnll: 198.18429123727898; aux_mae_loss_1: 110.26273205405788; aux_mae_loss_2: 15.601248665859824; aux_mae_loss_4: 2.14884027368144; cnt_loss: 15.144891789084987; +2025-07-05 03:24:33,737 - INFO - Evaluation: +Curr mae: 82.7798; Best mae: 70.5868; 72.0648; 72.5196; 73.9660; 74.5643; +Curr rmse: 119.8125; Best rmse: 104.4154; 106.4590; 107.2879; 109.0847; 110.0207; +Curr nae: 0.2341; Best nae: 0.1703; 0.1817; 0.1848; 0.1923; 0.1995; + + + +2025-07-05 03:24:33,737 - INFO - Epoch: 0419 / 1300 lr: 8.618e-05 +2025-07-05 03:24:53,116 - INFO - Training: cls_zice: 25.12911193621786; reg_zipnll: 202.7584383111251; aux_mae_loss_1: 111.70535258242958; aux_mae_loss_2: 16.017615167718183; aux_mae_loss_4: 2.167493108071779; cnt_loss: 13.954538972754227; +2025-07-05 03:24:53,117 - INFO - Evaluation: +Curr mae: 86.9041; Best mae: 70.5868; 72.0648; 72.5196; 73.9660; 74.5643; +Curr rmse: 123.0254; Best rmse: 104.4154; 106.4590; 107.2879; 109.0847; 110.0207; +Curr nae: 0.2489; Best nae: 0.1703; 0.1817; 0.1848; 0.1923; 0.1995; + + + +2025-07-05 03:24:53,118 - INFO - Epoch: 0420 / 1300 lr: 8.584e-05 +2025-07-05 03:25:12,875 - INFO - Training: cls_zice: 26.833124631329586; reg_zipnll: 204.62934353477075; aux_mae_loss_1: 111.67142044870477; aux_mae_loss_2: 15.881877936814961; aux_mae_loss_4: 2.1783033421165063; cnt_loss: 14.281436982907747; +2025-07-05 03:25:12,875 - INFO - Evaluation: +Curr mae: 90.1645; Best mae: 70.5868; 72.0648; 72.5196; 73.9660; 74.5643; +Curr rmse: 123.1740; Best rmse: 104.4154; 106.4590; 107.2879; 109.0847; 110.0207; +Curr nae: 0.2548; Best nae: 0.1703; 0.1817; 0.1848; 0.1923; 0.1995; + + + +2025-07-05 03:25:12,875 - INFO - Epoch: 0421 / 1300 lr: 8.550e-05 +2025-07-05 03:25:32,082 - INFO - Training: cls_zice: 26.119897058135585; reg_zipnll: 203.3419532775879; aux_mae_loss_1: 113.70867879767167; aux_mae_loss_2: 16.3165057834826; aux_mae_loss_4: 2.2899861429866992; cnt_loss: 17.097778345409193; +2025-07-05 03:25:33,622 - INFO - Evaluation: +Curr mae: 73.8838; Best mae: 70.5868; 72.0648; 72.5196; 73.8838; 73.9660; +Curr rmse: 107.6595; Best rmse: 104.4154; 106.4590; 107.2879; 107.6595; 109.0847; +Curr nae: 0.2149; Best nae: 0.1703; 0.1817; 0.1848; 0.1923; 0.1995; + + + +2025-07-05 03:25:33,622 - INFO - Epoch: 0422 / 1300 lr: 8.516e-05 +2025-07-05 03:25:52,884 - INFO - Training: cls_zice: 23.481526068950956; reg_zipnll: 201.71845687063117; aux_mae_loss_1: 111.48928863123844; aux_mae_loss_2: 15.8351680856002; aux_mae_loss_4: 2.145384421474055; cnt_loss: 13.37165944199813; +2025-07-05 03:25:52,885 - INFO - Evaluation: +Curr mae: 90.7694; Best mae: 70.5868; 72.0648; 72.5196; 73.8838; 73.9660; +Curr rmse: 122.7154; Best rmse: 104.4154; 106.4590; 107.2879; 107.6595; 109.0847; +Curr nae: 0.2725; Best nae: 0.1703; 0.1817; 0.1848; 0.1923; 0.1995; + + + +2025-07-05 03:25:52,885 - INFO - Epoch: 0423 / 1300 lr: 8.481e-05 +2025-07-05 03:26:12,387 - INFO - Training: cls_zice: 26.53680403609025; reg_zipnll: 207.75780366596422; aux_mae_loss_1: 114.30478457400673; aux_mae_loss_2: 16.398825871317012; aux_mae_loss_4: 2.2427940682361; cnt_loss: 15.134762374978317; +2025-07-05 03:26:12,388 - INFO - Evaluation: +Curr mae: 82.4321; Best mae: 70.5868; 72.0648; 72.5196; 73.8838; 73.9660; +Curr rmse: 115.3053; Best rmse: 104.4154; 106.4590; 107.2879; 107.6595; 109.0847; +Curr nae: 0.2463; Best nae: 0.1703; 0.1817; 0.1848; 0.1923; 0.1995; + + + +2025-07-05 03:26:12,388 - INFO - Epoch: 0424 / 1300 lr: 8.446e-05 +2025-07-05 03:26:32,249 - INFO - Training: cls_zice: 25.50077776061861; reg_zipnll: 201.11502597206518; aux_mae_loss_1: 114.23744261892219; aux_mae_loss_2: 16.299972609469766; aux_mae_loss_4: 2.2872558800797713; cnt_loss: 15.789226858239426; +2025-07-05 03:26:32,249 - INFO - Evaluation: +Curr mae: 93.4987; Best mae: 70.5868; 72.0648; 72.5196; 73.8838; 73.9660; +Curr rmse: 128.7877; Best rmse: 104.4154; 106.4590; 107.2879; 107.6595; 109.0847; +Curr nae: 0.2899; Best nae: 0.1703; 0.1817; 0.1848; 0.1923; 0.1995; + + + +2025-07-05 03:26:32,250 - INFO - Epoch: 0425 / 1300 lr: 8.410e-05 +2025-07-05 03:26:51,666 - INFO - Training: cls_zice: 24.612878981389496; reg_zipnll: 206.98829349718596; aux_mae_loss_1: 112.97352108202483; aux_mae_loss_2: 16.266099277295563; aux_mae_loss_4: 2.2103114535934045; cnt_loss: 15.317661172465273; +2025-07-05 03:26:51,667 - INFO - Evaluation: +Curr mae: 78.6398; Best mae: 70.5868; 72.0648; 72.5196; 73.8838; 73.9660; +Curr rmse: 111.7117; Best rmse: 104.4154; 106.4590; 107.2879; 107.6595; 109.0847; +Curr nae: 0.2330; Best nae: 0.1703; 0.1817; 0.1848; 0.1923; 0.1995; + + + +2025-07-05 03:26:51,668 - INFO - Epoch: 0426 / 1300 lr: 8.374e-05 +2025-07-05 03:27:11,028 - INFO - Training: cls_zice: 26.092899617395904; reg_zipnll: 208.03132107383325; aux_mae_loss_1: 114.6748796764173; aux_mae_loss_2: 16.134579206767835; aux_mae_loss_4: 2.2351042659659135; cnt_loss: 15.646359933050055; +2025-07-05 03:27:11,029 - INFO - Evaluation: +Curr mae: 75.9145; Best mae: 70.5868; 72.0648; 72.5196; 73.8838; 73.9660; +Curr rmse: 116.5368; Best rmse: 104.4154; 106.4590; 107.2879; 107.6595; 109.0847; +Curr nae: 0.2100; Best nae: 0.1703; 0.1817; 0.1848; 0.1923; 0.1995; + + + +2025-07-05 03:27:11,029 - INFO - Epoch: 0427 / 1300 lr: 8.338e-05 +2025-07-05 03:27:30,337 - INFO - Training: cls_zice: 23.73643352326594; reg_zipnll: 197.84192978708367; aux_mae_loss_1: 109.97616677535207; aux_mae_loss_2: 15.954185686613384; aux_mae_loss_4: 2.2536287966527437; cnt_loss: 16.88600294213546; +2025-07-05 03:27:30,338 - INFO - Evaluation: +Curr mae: 76.8852; Best mae: 70.5868; 72.0648; 72.5196; 73.8838; 73.9660; +Curr rmse: 117.9210; Best rmse: 104.4154; 106.4590; 107.2879; 107.6595; 109.0847; +Curr nae: 0.1996; Best nae: 0.1703; 0.1817; 0.1848; 0.1923; 0.1995; + + + +2025-07-05 03:27:30,338 - INFO - Epoch: 0428 / 1300 lr: 8.302e-05 +2025-07-05 03:27:49,218 - INFO - Training: cls_zice: 22.866321259423305; reg_zipnll: 204.73155413175883; aux_mae_loss_1: 111.6668516460218; aux_mae_loss_2: 16.04999788183915; aux_mae_loss_4: 2.252598718592995; cnt_loss: 16.69897094525789; +2025-07-05 03:27:49,219 - INFO - Evaluation: +Curr mae: 82.1189; Best mae: 70.5868; 72.0648; 72.5196; 73.8838; 73.9660; +Curr rmse: 116.4271; Best rmse: 104.4154; 106.4590; 107.2879; 107.6595; 109.0847; +Curr nae: 0.2297; Best nae: 0.1703; 0.1817; 0.1848; 0.1923; 0.1995; + + + +2025-07-05 03:27:49,219 - INFO - Epoch: 0429 / 1300 lr: 8.265e-05 +2025-07-05 03:28:09,213 - INFO - Training: cls_zice: 25.148620564686624; reg_zipnll: 203.0717430114746; aux_mae_loss_1: 110.98072664361251; aux_mae_loss_2: 15.768860038958097; aux_mae_loss_4: 2.231458980786173; cnt_loss: 15.176194190979004; +2025-07-05 03:28:10,622 - INFO - Evaluation: +Curr mae: 69.9346; Best mae: 69.9346; 70.5868; 72.0648; 72.5196; 73.8838; +Curr rmse: 109.3635; Best rmse: 104.4154; 106.4590; 107.2879; 107.6595; 109.0847; +Curr nae: 0.1823; Best nae: 0.1703; 0.1817; 0.1823; 0.1848; 0.1923; + + + +2025-07-05 03:28:10,622 - INFO - Epoch: 0430 / 1300 lr: 8.228e-05 +2025-07-05 03:28:29,469 - INFO - Training: cls_zice: 26.172944824946555; reg_zipnll: 205.22190816778885; aux_mae_loss_1: 113.53065771805613; aux_mae_loss_2: 16.18871585946334; aux_mae_loss_4: 2.243170480979116; cnt_loss: 14.981508242456536; +2025-07-05 03:28:31,722 - INFO - Evaluation: +Curr mae: 66.4637; Best mae: 66.4637; 69.9346; 70.5868; 72.0648; 72.5196; +Curr rmse: 98.7371; Best rmse: 98.7371; 104.4154; 106.4590; 107.2879; 107.6595; +Curr nae: 0.1668; Best nae: 0.1668; 0.1703; 0.1817; 0.1823; 0.1848; + + + +2025-07-05 03:28:31,722 - INFO - Epoch: 0431 / 1300 lr: 8.190e-05 +2025-07-05 03:28:51,311 - INFO - Training: cls_zice: 21.191528489715175; reg_zipnll: 199.91236877441406; aux_mae_loss_1: 107.607952519467; aux_mae_loss_2: 15.371840753053364; aux_mae_loss_4: 2.0534730334030953; cnt_loss: 12.93200989773399; +2025-07-05 03:28:51,312 - INFO - Evaluation: +Curr mae: 80.1387; Best mae: 66.4637; 69.9346; 70.5868; 72.0648; 72.5196; +Curr rmse: 112.3801; Best rmse: 98.7371; 104.4154; 106.4590; 107.2879; 107.6595; +Curr nae: 0.2424; Best nae: 0.1668; 0.1703; 0.1817; 0.1823; 0.1848; + + + +2025-07-05 03:28:51,312 - INFO - Epoch: 0432 / 1300 lr: 8.153e-05 +2025-07-05 03:29:11,113 - INFO - Training: cls_zice: 24.62268833110207; reg_zipnll: 206.95667266845703; aux_mae_loss_1: 110.90703703227796; aux_mae_loss_2: 15.545494782297235; aux_mae_loss_4: 2.1112753843006336; cnt_loss: 13.043320392307482; +2025-07-05 03:29:11,114 - INFO - Evaluation: +Curr mae: 81.0083; Best mae: 66.4637; 69.9346; 70.5868; 72.0648; 72.5196; +Curr rmse: 120.2561; Best rmse: 98.7371; 104.4154; 106.4590; 107.2879; 107.6595; +Curr nae: 0.2458; Best nae: 0.1668; 0.1703; 0.1817; 0.1823; 0.1848; + + + +2025-07-05 03:29:11,114 - INFO - Epoch: 0433 / 1300 lr: 8.115e-05 +2025-07-05 03:29:30,470 - INFO - Training: cls_zice: 25.689791503705475; reg_zipnll: 203.28766371074477; aux_mae_loss_1: 113.3547134399414; aux_mae_loss_2: 16.233640720969753; aux_mae_loss_4: 2.3050207056497274; cnt_loss: 15.29598913694683; +2025-07-05 03:29:30,472 - INFO - Evaluation: +Curr mae: 83.9435; Best mae: 66.4637; 69.9346; 70.5868; 72.0648; 72.5196; +Curr rmse: 133.7073; Best rmse: 98.7371; 104.4154; 106.4590; 107.2879; 107.6595; +Curr nae: 0.2313; Best nae: 0.1668; 0.1703; 0.1817; 0.1823; 0.1848; + + + +2025-07-05 03:29:30,472 - INFO - Epoch: 0434 / 1300 lr: 8.076e-05 +2025-07-05 03:29:49,473 - INFO - Training: cls_zice: 23.71615433692932; reg_zipnll: 205.41166185077867; aux_mae_loss_1: 112.65122925607781; aux_mae_loss_2: 15.9990748857197; aux_mae_loss_4: 2.248057716771176; cnt_loss: 16.25943442394859; +2025-07-05 03:29:49,474 - INFO - Evaluation: +Curr mae: 92.0712; Best mae: 66.4637; 69.9346; 70.5868; 72.0648; 72.5196; +Curr rmse: 146.6120; Best rmse: 98.7371; 104.4154; 106.4590; 107.2879; 107.6595; +Curr nae: 0.2860; Best nae: 0.1668; 0.1703; 0.1817; 0.1823; 0.1848; + + + +2025-07-05 03:29:49,474 - INFO - Epoch: 0435 / 1300 lr: 8.038e-05 +2025-07-05 03:30:08,371 - INFO - Training: cls_zice: 23.889324690166273; reg_zipnll: 208.65409047980057; aux_mae_loss_1: 113.3248519897461; aux_mae_loss_2: 15.86275577545166; aux_mae_loss_4: 2.1918036686746696; cnt_loss: 14.852691763325742; +2025-07-05 03:30:08,372 - INFO - Evaluation: +Curr mae: 101.1973; Best mae: 66.4637; 69.9346; 70.5868; 72.0648; 72.5196; +Curr rmse: 185.9500; Best rmse: 98.7371; 104.4154; 106.4590; 107.2879; 107.6595; +Curr nae: 0.3144; Best nae: 0.1668; 0.1703; 0.1817; 0.1823; 0.1848; + + + +2025-07-05 03:30:08,372 - INFO - Epoch: 0436 / 1300 lr: 7.999e-05 +2025-07-05 03:30:27,726 - INFO - Training: cls_zice: 23.32719057484677; reg_zipnll: 199.79610804507607; aux_mae_loss_1: 109.80510380393581; aux_mae_loss_2: 15.596907088631077; aux_mae_loss_4: 2.105329604525315; cnt_loss: 13.15800388235795; +2025-07-05 03:30:27,727 - INFO - Evaluation: +Curr mae: 101.5934; Best mae: 66.4637; 69.9346; 70.5868; 72.0648; 72.5196; +Curr rmse: 143.9814; Best rmse: 98.7371; 104.4154; 106.4590; 107.2879; 107.6595; +Curr nae: 0.3175; Best nae: 0.1668; 0.1703; 0.1817; 0.1823; 0.1848; + + + +2025-07-05 03:30:27,727 - INFO - Epoch: 0437 / 1300 lr: 7.960e-05 +2025-07-05 03:30:47,435 - INFO - Training: cls_zice: 29.250683340587113; reg_zipnll: 210.42113735801294; aux_mae_loss_1: 116.66407213712993; aux_mae_loss_2: 16.456593162135075; aux_mae_loss_4: 2.2727196624404504; cnt_loss: 15.112084752634951; +2025-07-05 03:30:47,437 - INFO - Evaluation: +Curr mae: 93.5038; Best mae: 66.4637; 69.9346; 70.5868; 72.0648; 72.5196; +Curr rmse: 150.6246; Best rmse: 98.7371; 104.4154; 106.4590; 107.2879; 107.6595; +Curr nae: 0.2787; Best nae: 0.1668; 0.1703; 0.1817; 0.1823; 0.1848; + + + +2025-07-05 03:30:47,437 - INFO - Epoch: 0438 / 1300 lr: 7.920e-05 +2025-07-05 03:31:06,950 - INFO - Training: cls_zice: 25.593067727590864; reg_zipnll: 205.24038615979646; aux_mae_loss_1: 115.00484988563939; aux_mae_loss_2: 16.369772660104854; aux_mae_loss_4: 2.251351682763351; cnt_loss: 14.81295935731185; +2025-07-05 03:31:06,951 - INFO - Evaluation: +Curr mae: 76.6775; Best mae: 66.4637; 69.9346; 70.5868; 72.0648; 72.5196; +Curr rmse: 113.8834; Best rmse: 98.7371; 104.4154; 106.4590; 107.2879; 107.6595; +Curr nae: 0.1983; Best nae: 0.1668; 0.1703; 0.1817; 0.1823; 0.1848; + + + +2025-07-05 03:31:06,951 - INFO - Epoch: 0439 / 1300 lr: 7.880e-05 +2025-07-05 03:31:26,235 - INFO - Training: cls_zice: 23.273003960910597; reg_zipnll: 201.15287459524055; aux_mae_loss_1: 106.80936231111225; aux_mae_loss_2: 14.991986525686164; aux_mae_loss_4: 2.008503201760744; cnt_loss: 12.198108033130044; +2025-07-05 03:31:26,235 - INFO - Evaluation: +Curr mae: 98.6928; Best mae: 66.4637; 69.9346; 70.5868; 72.0648; 72.5196; +Curr rmse: 138.4201; Best rmse: 98.7371; 104.4154; 106.4590; 107.2879; 107.6595; +Curr nae: 0.2722; Best nae: 0.1668; 0.1703; 0.1817; 0.1823; 0.1848; + + + +2025-07-05 03:31:26,235 - INFO - Epoch: 0440 / 1300 lr: 7.840e-05 +2025-07-05 03:31:45,453 - INFO - Training: cls_zice: 26.90786099433899; reg_zipnll: 199.71409647088302; aux_mae_loss_1: 111.50068353351794; aux_mae_loss_2: 15.857262059261924; aux_mae_loss_4: 2.2015330383652136; cnt_loss: 14.352990840610705; +2025-07-05 03:31:45,454 - INFO - Evaluation: +Curr mae: 78.2555; Best mae: 66.4637; 69.9346; 70.5868; 72.0648; 72.5196; +Curr rmse: 113.6105; Best rmse: 98.7371; 104.4154; 106.4590; 107.2879; 107.6595; +Curr nae: 0.2026; Best nae: 0.1668; 0.1703; 0.1817; 0.1823; 0.1848; + + + +2025-07-05 03:31:45,454 - INFO - Epoch: 0441 / 1300 lr: 7.800e-05 +2025-07-05 03:32:04,695 - INFO - Training: cls_zice: 22.29215795742838; reg_zipnll: 200.60308978432104; aux_mae_loss_1: 108.86111229344418; aux_mae_loss_2: 15.587040951377467; aux_mae_loss_4: 2.157802613157975; cnt_loss: 14.86867986854754; +2025-07-05 03:32:04,697 - INFO - Evaluation: +Curr mae: 77.6637; Best mae: 66.4637; 69.9346; 70.5868; 72.0648; 72.5196; +Curr rmse: 113.9516; Best rmse: 98.7371; 104.4154; 106.4590; 107.2879; 107.6595; +Curr nae: 0.1985; Best nae: 0.1668; 0.1703; 0.1817; 0.1823; 0.1848; + + + +2025-07-05 03:32:04,697 - INFO - Epoch: 0442 / 1300 lr: 7.760e-05 +2025-07-05 03:32:24,222 - INFO - Training: cls_zice: 24.4837849312707; reg_zipnll: 205.6356016460218; aux_mae_loss_1: 113.98390097367137; aux_mae_loss_2: 15.881149793926038; aux_mae_loss_4: 2.1466523659856698; cnt_loss: 13.471184328982705; +2025-07-05 03:32:24,223 - INFO - Evaluation: +Curr mae: 92.9141; Best mae: 66.4637; 69.9346; 70.5868; 72.0648; 72.5196; +Curr rmse: 128.4907; Best rmse: 98.7371; 104.4154; 106.4590; 107.2879; 107.6595; +Curr nae: 0.2778; Best nae: 0.1668; 0.1703; 0.1817; 0.1823; 0.1848; + + + +2025-07-05 03:32:24,223 - INFO - Epoch: 0443 / 1300 lr: 7.719e-05 +2025-07-05 03:32:43,263 - INFO - Training: cls_zice: 25.130250366110552; reg_zipnll: 202.32515676398026; aux_mae_loss_1: 111.15356114036159; aux_mae_loss_2: 15.605750359986958; aux_mae_loss_4: 2.182657464554435; cnt_loss: 14.848798086768703; +2025-07-05 03:32:43,263 - INFO - Evaluation: +Curr mae: 90.5242; Best mae: 66.4637; 69.9346; 70.5868; 72.0648; 72.5196; +Curr rmse: 122.8866; Best rmse: 98.7371; 104.4154; 106.4590; 107.2879; 107.6595; +Curr nae: 0.2724; Best nae: 0.1668; 0.1703; 0.1817; 0.1823; 0.1848; + + + +2025-07-05 03:32:43,263 - INFO - Epoch: 0444 / 1300 lr: 7.678e-05 +2025-07-05 03:33:02,421 - INFO - Training: cls_zice: 23.240885558881256; reg_zipnll: 206.42080909327456; aux_mae_loss_1: 108.9984564530222; aux_mae_loss_2: 15.298177342665824; aux_mae_loss_4: 2.04124768470463; cnt_loss: 12.063454351927104; +2025-07-05 03:33:02,422 - INFO - Evaluation: +Curr mae: 84.0497; Best mae: 66.4637; 69.9346; 70.5868; 72.0648; 72.5196; +Curr rmse: 140.6365; Best rmse: 98.7371; 104.4154; 106.4590; 107.2879; 107.6595; +Curr nae: 0.2546; Best nae: 0.1668; 0.1703; 0.1817; 0.1823; 0.1848; + + + +2025-07-05 03:33:02,422 - INFO - Epoch: 0445 / 1300 lr: 7.636e-05 +2025-07-05 03:33:22,060 - INFO - Training: cls_zice: 24.35620711351696; reg_zipnll: 206.93783368562399; aux_mae_loss_1: 114.35554042615388; aux_mae_loss_2: 16.06507817067598; aux_mae_loss_4: 2.2342422228110466; cnt_loss: 16.05999779701233; +2025-07-05 03:33:22,062 - INFO - Evaluation: +Curr mae: 86.3006; Best mae: 66.4637; 69.9346; 70.5868; 72.0648; 72.5196; +Curr rmse: 136.4407; Best rmse: 98.7371; 104.4154; 106.4590; 107.2879; 107.6595; +Curr nae: 0.2322; Best nae: 0.1668; 0.1703; 0.1817; 0.1823; 0.1848; + + + +2025-07-05 03:33:22,062 - INFO - Epoch: 0446 / 1300 lr: 7.595e-05 +2025-07-05 03:33:42,002 - INFO - Training: cls_zice: 23.62578609115199; reg_zipnll: 195.7244913201583; aux_mae_loss_1: 107.03651066830284; aux_mae_loss_2: 15.206939697265625; aux_mae_loss_4: 2.0617249168847738; cnt_loss: 12.341911228079544; +2025-07-05 03:33:42,003 - INFO - Evaluation: +Curr mae: 86.4504; Best mae: 66.4637; 69.9346; 70.5868; 72.0648; 72.5196; +Curr rmse: 122.3473; Best rmse: 98.7371; 104.4154; 106.4590; 107.2879; 107.6595; +Curr nae: 0.2499; Best nae: 0.1668; 0.1703; 0.1817; 0.1823; 0.1848; + + + +2025-07-05 03:33:42,003 - INFO - Epoch: 0447 / 1300 lr: 7.553e-05 +2025-07-05 03:34:01,189 - INFO - Training: cls_zice: 23.370081223939593; reg_zipnll: 201.1538226478978; aux_mae_loss_1: 109.06963810167815; aux_mae_loss_2: 15.137111337561356; aux_mae_loss_4: 2.0665534421017298; cnt_loss: 13.346977321725143; +2025-07-05 03:34:01,190 - INFO - Evaluation: +Curr mae: 85.6370; Best mae: 66.4637; 69.9346; 70.5868; 72.0648; 72.5196; +Curr rmse: 121.0185; Best rmse: 98.7371; 104.4154; 106.4590; 107.2879; 107.6595; +Curr nae: 0.2419; Best nae: 0.1668; 0.1703; 0.1817; 0.1823; 0.1848; + + + +2025-07-05 03:34:01,190 - INFO - Epoch: 0448 / 1300 lr: 7.511e-05 +2025-07-05 03:34:20,419 - INFO - Training: cls_zice: 25.14807971527702; reg_zipnll: 191.67861697548315; aux_mae_loss_1: 109.41309597617702; aux_mae_loss_2: 15.738948972601639; aux_mae_loss_4: 2.1768922460706612; cnt_loss: 14.267446128945602; +2025-07-05 03:34:20,420 - INFO - Evaluation: +Curr mae: 78.9551; Best mae: 66.4637; 69.9346; 70.5868; 72.0648; 72.5196; +Curr rmse: 112.0297; Best rmse: 98.7371; 104.4154; 106.4590; 107.2879; 107.6595; +Curr nae: 0.2118; Best nae: 0.1668; 0.1703; 0.1817; 0.1823; 0.1848; + + + +2025-07-05 03:34:20,420 - INFO - Epoch: 0449 / 1300 lr: 7.469e-05 +2025-07-05 03:34:39,551 - INFO - Training: cls_zice: 24.519791774843867; reg_zipnll: 204.94286747982628; aux_mae_loss_1: 112.8623218536377; aux_mae_loss_2: 15.808460975948133; aux_mae_loss_4: 2.155630654410312; cnt_loss: 14.035725637486106; +2025-07-05 03:34:39,552 - INFO - Evaluation: +Curr mae: 93.0888; Best mae: 66.4637; 69.9346; 70.5868; 72.0648; 72.5196; +Curr rmse: 130.5927; Best rmse: 98.7371; 104.4154; 106.4590; 107.2879; 107.6595; +Curr nae: 0.2565; Best nae: 0.1668; 0.1703; 0.1817; 0.1823; 0.1848; + + + +2025-07-05 03:34:39,552 - INFO - Epoch: 0450 / 1300 lr: 7.426e-05 +2025-07-05 03:34:58,869 - INFO - Training: cls_zice: 26.294509269689257; reg_zipnll: 201.5452776457134; aux_mae_loss_1: 112.02756540398849; aux_mae_loss_2: 15.8625505096034; aux_mae_loss_4: 2.1974496684576335; cnt_loss: 14.082860356882998; +2025-07-05 03:34:58,871 - INFO - Evaluation: +Curr mae: 84.8657; Best mae: 66.4637; 69.9346; 70.5868; 72.0648; 72.5196; +Curr rmse: 120.4416; Best rmse: 98.7371; 104.4154; 106.4590; 107.2879; 107.6595; +Curr nae: 0.2350; Best nae: 0.1668; 0.1703; 0.1817; 0.1823; 0.1848; + + + +2025-07-05 03:35:01,333 - INFO - Epoch: 0451 / 1300 lr: 7.383e-05 +2025-07-05 03:35:20,773 - INFO - Training: cls_zice: 24.02566312175048; reg_zipnll: 202.5103550961143; aux_mae_loss_1: 114.1467100444593; aux_mae_loss_2: 15.87846961774324; aux_mae_loss_4: 2.14564040146376; cnt_loss: 13.75428547357258; +2025-07-05 03:35:20,774 - INFO - Evaluation: +Curr mae: 79.7879; Best mae: 66.4637; 69.9346; 70.5868; 72.0648; 72.5196; +Curr rmse: 112.2919; Best rmse: 98.7371; 104.4154; 106.4590; 107.2879; 107.6595; +Curr nae: 0.2132; Best nae: 0.1668; 0.1703; 0.1817; 0.1823; 0.1848; + + + +2025-07-05 03:35:20,774 - INFO - Epoch: 0452 / 1300 lr: 7.340e-05 +2025-07-05 03:35:39,867 - INFO - Training: cls_zice: 25.94274242418377; reg_zipnll: 201.6786715858861; aux_mae_loss_1: 114.34149210076583; aux_mae_loss_2: 16.049767444008275; aux_mae_loss_4: 2.2340139809407686; cnt_loss: 15.09146913729216; +2025-07-05 03:35:39,868 - INFO - Evaluation: +Curr mae: 81.4364; Best mae: 66.4637; 69.9346; 70.5868; 72.0648; 72.5196; +Curr rmse: 116.7226; Best rmse: 98.7371; 104.4154; 106.4590; 107.2879; 107.6595; +Curr nae: 0.2237; Best nae: 0.1668; 0.1703; 0.1817; 0.1823; 0.1848; + + + +2025-07-05 03:35:39,868 - INFO - Epoch: 0453 / 1300 lr: 7.297e-05 +2025-07-05 03:35:58,947 - INFO - Training: cls_zice: 25.165290939180476; reg_zipnll: 202.05580319856344; aux_mae_loss_1: 110.05155573393169; aux_mae_loss_2: 15.372791290283203; aux_mae_loss_4: 2.0827770170412565; cnt_loss: 12.877720506567703; +2025-07-05 03:36:01,146 - INFO - Evaluation: +Curr mae: 68.2370; Best mae: 66.4637; 68.2370; 69.9346; 70.5868; 72.0648; +Curr rmse: 100.9295; Best rmse: 98.7371; 100.9295; 104.4154; 106.4590; 107.2879; +Curr nae: 0.1734; Best nae: 0.1668; 0.1703; 0.1734; 0.1817; 0.1823; + + + +2025-07-05 03:36:01,146 - INFO - Epoch: 0454 / 1300 lr: 7.254e-05 +2025-07-05 03:36:21,105 - INFO - Training: cls_zice: 26.053819806952227; reg_zipnll: 203.28775446038497; aux_mae_loss_1: 113.49757224635074; aux_mae_loss_2: 15.76425878625167; aux_mae_loss_4: 2.138500263816432; cnt_loss: 13.460195001802946; +2025-07-05 03:36:21,106 - INFO - Evaluation: +Curr mae: 73.6283; Best mae: 66.4637; 68.2370; 69.9346; 70.5868; 72.0648; +Curr rmse: 109.3477; Best rmse: 98.7371; 100.9295; 104.4154; 106.4590; 107.2879; +Curr nae: 0.1856; Best nae: 0.1668; 0.1703; 0.1734; 0.1817; 0.1823; + + + +2025-07-05 03:36:21,106 - INFO - Epoch: 0455 / 1300 lr: 7.210e-05 +2025-07-05 03:36:40,163 - INFO - Training: cls_zice: 25.443170277695906; reg_zipnll: 208.99793845728823; aux_mae_loss_1: 114.50745371768349; aux_mae_loss_2: 15.928318199358488; aux_mae_loss_4: 2.169229846251638; cnt_loss: 14.78457932723196; +2025-07-05 03:36:40,164 - INFO - Evaluation: +Curr mae: 77.1895; Best mae: 66.4637; 68.2370; 69.9346; 70.5868; 72.0648; +Curr rmse: 108.1224; Best rmse: 98.7371; 100.9295; 104.4154; 106.4590; 107.2879; +Curr nae: 0.2023; Best nae: 0.1668; 0.1703; 0.1734; 0.1817; 0.1823; + + + +2025-07-05 03:36:40,164 - INFO - Epoch: 0456 / 1300 lr: 7.166e-05 +2025-07-05 03:36:59,260 - INFO - Training: cls_zice: 25.544613825647456; reg_zipnll: 199.3124347485994; aux_mae_loss_1: 108.84696639211555; aux_mae_loss_2: 15.32681020937468; aux_mae_loss_4: 2.130800818142138; cnt_loss: 14.923847298873099; +2025-07-05 03:36:59,261 - INFO - Evaluation: +Curr mae: 81.5732; Best mae: 66.4637; 68.2370; 69.9346; 70.5868; 72.0648; +Curr rmse: 115.6856; Best rmse: 98.7371; 100.9295; 104.4154; 106.4590; 107.2879; +Curr nae: 0.2197; Best nae: 0.1668; 0.1703; 0.1734; 0.1817; 0.1823; + + + +2025-07-05 03:36:59,262 - INFO - Epoch: 0457 / 1300 lr: 7.122e-05 +2025-07-05 03:37:18,888 - INFO - Training: cls_zice: 25.798540196920698; reg_zipnll: 212.13120189465974; aux_mae_loss_1: 115.37646644993832; aux_mae_loss_2: 15.880437223534836; aux_mae_loss_4: 2.146890012841476; cnt_loss: 12.94084738430224; +2025-07-05 03:37:18,889 - INFO - Evaluation: +Curr mae: 77.3973; Best mae: 66.4637; 68.2370; 69.9346; 70.5868; 72.0648; +Curr rmse: 111.0185; Best rmse: 98.7371; 100.9295; 104.4154; 106.4590; 107.2879; +Curr nae: 0.2116; Best nae: 0.1668; 0.1703; 0.1734; 0.1817; 0.1823; + + + +2025-07-05 03:37:18,890 - INFO - Epoch: 0458 / 1300 lr: 7.078e-05 +2025-07-05 03:37:37,683 - INFO - Training: cls_zice: 25.75004460152827; reg_zipnll: 203.1745276200144; aux_mae_loss_1: 113.52411872462223; aux_mae_loss_2: 15.775664404818887; aux_mae_loss_4: 2.1945811321860864; cnt_loss: 14.138001918792725; +2025-07-05 03:37:37,684 - INFO - Evaluation: +Curr mae: 83.9394; Best mae: 66.4637; 68.2370; 69.9346; 70.5868; 72.0648; +Curr rmse: 118.4059; Best rmse: 98.7371; 100.9295; 104.4154; 106.4590; 107.2879; +Curr nae: 0.2321; Best nae: 0.1668; 0.1703; 0.1734; 0.1817; 0.1823; + + + +2025-07-05 03:37:37,684 - INFO - Epoch: 0459 / 1300 lr: 7.034e-05 +2025-07-05 03:37:57,504 - INFO - Training: cls_zice: 26.661563383905513; reg_zipnll: 202.72673897994193; aux_mae_loss_1: 113.02601021214535; aux_mae_loss_2: 15.875354214718467; aux_mae_loss_4: 2.1787092842553792; cnt_loss: 14.182116721805773; +2025-07-05 03:37:57,505 - INFO - Evaluation: +Curr mae: 76.4113; Best mae: 66.4637; 68.2370; 69.9346; 70.5868; 72.0648; +Curr rmse: 117.3473; Best rmse: 98.7371; 100.9295; 104.4154; 106.4590; 107.2879; +Curr nae: 0.1915; Best nae: 0.1668; 0.1703; 0.1734; 0.1817; 0.1823; + + + +2025-07-05 03:37:57,505 - INFO - Epoch: 0460 / 1300 lr: 6.989e-05 +2025-07-05 03:38:16,947 - INFO - Training: cls_zice: 21.459312989523536; reg_zipnll: 197.04532061125101; aux_mae_loss_1: 108.35533272592644; aux_mae_loss_2: 14.926431630787096; aux_mae_loss_4: 1.9591053630176343; cnt_loss: 10.8673448813589; +2025-07-05 03:38:16,948 - INFO - Evaluation: +Curr mae: 80.9380; Best mae: 66.4637; 68.2370; 69.9346; 70.5868; 72.0648; +Curr rmse: 118.0169; Best rmse: 98.7371; 100.9295; 104.4154; 106.4590; 107.2879; +Curr nae: 0.2140; Best nae: 0.1668; 0.1703; 0.1734; 0.1817; 0.1823; + + + +2025-07-05 03:38:16,948 - INFO - Epoch: 0461 / 1300 lr: 6.944e-05 +2025-07-05 03:38:36,124 - INFO - Training: cls_zice: 21.71744850434755; reg_zipnll: 204.74331805580542; aux_mae_loss_1: 109.69919907419305; aux_mae_loss_2: 15.379907683322305; aux_mae_loss_4: 2.1237268541988574; cnt_loss: 14.9500942606675; +2025-07-05 03:38:36,125 - INFO - Evaluation: +Curr mae: 74.3483; Best mae: 66.4637; 68.2370; 69.9346; 70.5868; 72.0648; +Curr rmse: 113.7928; Best rmse: 98.7371; 100.9295; 104.4154; 106.4590; 107.2879; +Curr nae: 0.1828; Best nae: 0.1668; 0.1703; 0.1734; 0.1817; 0.1823; + + + +2025-07-05 03:38:36,125 - INFO - Epoch: 0462 / 1300 lr: 6.899e-05 +2025-07-05 03:38:55,267 - INFO - Training: cls_zice: 24.893274482927826; reg_zipnll: 200.71749456305253; aux_mae_loss_1: 112.76606870952405; aux_mae_loss_2: 15.752607972998367; aux_mae_loss_4: 2.2279829602492485; cnt_loss: 17.32421881274173; +2025-07-05 03:38:55,267 - INFO - Evaluation: +Curr mae: 85.2531; Best mae: 66.4637; 68.2370; 69.9346; 70.5868; 72.0648; +Curr rmse: 118.6221; Best rmse: 98.7371; 100.9295; 104.4154; 106.4590; 107.2879; +Curr nae: 0.2212; Best nae: 0.1668; 0.1703; 0.1734; 0.1817; 0.1823; + + + +2025-07-05 03:38:55,268 - INFO - Epoch: 0463 / 1300 lr: 6.854e-05 +2025-07-05 03:39:14,941 - INFO - Training: cls_zice: 24.503375925515826; reg_zipnll: 202.52841969540245; aux_mae_loss_1: 111.27856063842773; aux_mae_loss_2: 15.557448487532767; aux_mae_loss_4: 2.1021378071684587; cnt_loss: 13.171255011307565; +2025-07-05 03:39:15,657 - INFO - Evaluation: +Curr mae: 73.4565; Best mae: 66.4637; 68.2370; 69.9346; 70.5868; 72.0648; +Curr rmse: 106.4215; Best rmse: 98.7371; 100.9295; 104.4154; 106.4215; 106.4590; +Curr nae: 0.1833; Best nae: 0.1668; 0.1703; 0.1734; 0.1817; 0.1823; + + + +2025-07-05 03:39:15,657 - INFO - Epoch: 0464 / 1300 lr: 6.809e-05 +2025-07-05 03:39:35,030 - INFO - Training: cls_zice: 23.969959607249812; reg_zipnll: 198.85089412488435; aux_mae_loss_1: 110.15424989399158; aux_mae_loss_2: 15.347342415859824; aux_mae_loss_4: 2.088033017359282; cnt_loss: 13.75452232988257; +2025-07-05 03:39:35,031 - INFO - Evaluation: +Curr mae: 85.0083; Best mae: 66.4637; 68.2370; 69.9346; 70.5868; 72.0648; +Curr rmse: 120.8253; Best rmse: 98.7371; 100.9295; 104.4154; 106.4215; 106.4590; +Curr nae: 0.2249; Best nae: 0.1668; 0.1703; 0.1734; 0.1817; 0.1823; + + + +2025-07-05 03:39:35,031 - INFO - Epoch: 0465 / 1300 lr: 6.763e-05 +2025-07-05 03:39:54,283 - INFO - Training: cls_zice: 24.18680058654986; reg_zipnll: 196.54664109882555; aux_mae_loss_1: 107.41988041526393; aux_mae_loss_2: 14.987704000974956; aux_mae_loss_4: 2.019051159683027; cnt_loss: 12.528400734851235; +2025-07-05 03:39:54,283 - INFO - Evaluation: +Curr mae: 93.5988; Best mae: 66.4637; 68.2370; 69.9346; 70.5868; 72.0648; +Curr rmse: 138.0887; Best rmse: 98.7371; 100.9295; 104.4154; 106.4215; 106.4590; +Curr nae: 0.2608; Best nae: 0.1668; 0.1703; 0.1734; 0.1817; 0.1823; + + + +2025-07-05 03:39:54,283 - INFO - Epoch: 0466 / 1300 lr: 6.718e-05 +2025-07-05 03:40:13,264 - INFO - Training: cls_zice: 27.378893673419952; reg_zipnll: 201.43728838468851; aux_mae_loss_1: 110.86319672433953; aux_mae_loss_2: 15.393385686372456; aux_mae_loss_4: 2.091977982144607; cnt_loss: 13.475057526638633; +2025-07-05 03:40:13,265 - INFO - Evaluation: +Curr mae: 79.5639; Best mae: 66.4637; 68.2370; 69.9346; 70.5868; 72.0648; +Curr rmse: 113.6958; Best rmse: 98.7371; 100.9295; 104.4154; 106.4215; 106.4590; +Curr nae: 0.2131; Best nae: 0.1668; 0.1703; 0.1734; 0.1817; 0.1823; + + + +2025-07-05 03:40:13,265 - INFO - Epoch: 0467 / 1300 lr: 6.672e-05 +2025-07-05 03:40:32,373 - INFO - Training: cls_zice: 29.069349872438533; reg_zipnll: 206.6784005416067; aux_mae_loss_1: 117.90641794706646; aux_mae_loss_2: 16.384406742296722; aux_mae_loss_4: 2.28812448288265; cnt_loss: 15.139808378721538; +2025-07-05 03:40:32,373 - INFO - Evaluation: +Curr mae: 79.5718; Best mae: 66.4637; 68.2370; 69.9346; 70.5868; 72.0648; +Curr rmse: 117.1997; Best rmse: 98.7371; 100.9295; 104.4154; 106.4215; 106.4590; +Curr nae: 0.2048; Best nae: 0.1668; 0.1703; 0.1734; 0.1817; 0.1823; + + + +2025-07-05 03:40:32,373 - INFO - Epoch: 0468 / 1300 lr: 6.626e-05 +2025-07-05 03:40:52,033 - INFO - Training: cls_zice: 26.38034355012994; reg_zipnll: 198.47519041362563; aux_mae_loss_1: 109.5086599651136; aux_mae_loss_2: 15.382207569323088; aux_mae_loss_4: 2.114630711706061; cnt_loss: 13.738706513455039; +2025-07-05 03:40:52,726 - INFO - Evaluation: +Curr mae: 73.1179; Best mae: 66.4637; 68.2370; 69.9346; 70.5868; 72.0648; +Curr rmse: 125.6127; Best rmse: 98.7371; 100.9295; 104.4154; 106.4215; 106.4590; +Curr nae: 0.1695; Best nae: 0.1668; 0.1695; 0.1703; 0.1734; 0.1817; + + + +2025-07-05 03:40:52,727 - INFO - Epoch: 0469 / 1300 lr: 6.580e-05 +2025-07-05 03:41:11,944 - INFO - Training: cls_zice: 23.210506464305677; reg_zipnll: 196.2306231448525; aux_mae_loss_1: 107.8386385064376; aux_mae_loss_2: 15.216661616375571; aux_mae_loss_4: 2.0794424477376436; cnt_loss: 13.214399726767288; +2025-07-05 03:41:11,944 - INFO - Evaluation: +Curr mae: 88.6778; Best mae: 66.4637; 68.2370; 69.9346; 70.5868; 72.0648; +Curr rmse: 128.1112; Best rmse: 98.7371; 100.9295; 104.4154; 106.4215; 106.4590; +Curr nae: 0.2467; Best nae: 0.1668; 0.1695; 0.1703; 0.1734; 0.1817; + + + +2025-07-05 03:41:11,944 - INFO - Epoch: 0470 / 1300 lr: 6.533e-05 +2025-07-05 03:41:30,869 - INFO - Training: cls_zice: 21.38309576009449; reg_zipnll: 194.69638985081724; aux_mae_loss_1: 106.64848407946135; aux_mae_loss_2: 14.897266237359299; aux_mae_loss_4: 2.028894132689426; cnt_loss: 12.698245224199797; +2025-07-05 03:41:30,870 - INFO - Evaluation: +Curr mae: 75.8539; Best mae: 66.4637; 68.2370; 69.9346; 70.5868; 72.0648; +Curr rmse: 118.6050; Best rmse: 98.7371; 100.9295; 104.4154; 106.4215; 106.4590; +Curr nae: 0.1999; Best nae: 0.1668; 0.1695; 0.1703; 0.1734; 0.1817; + + + +2025-07-05 03:41:30,870 - INFO - Epoch: 0471 / 1300 lr: 6.487e-05 +2025-07-05 03:41:50,030 - INFO - Training: cls_zice: 25.474126288765355; reg_zipnll: 201.96497605976305; aux_mae_loss_1: 112.30836617319207; aux_mae_loss_2: 15.64677848313984; aux_mae_loss_4: 2.133706532026592; cnt_loss: 12.6935663599717; +2025-07-05 03:41:50,031 - INFO - Evaluation: +Curr mae: 105.9983; Best mae: 66.4637; 68.2370; 69.9346; 70.5868; 72.0648; +Curr rmse: 151.2366; Best rmse: 98.7371; 100.9295; 104.4154; 106.4215; 106.4590; +Curr nae: 0.3063; Best nae: 0.1668; 0.1695; 0.1703; 0.1734; 0.1817; + + + +2025-07-05 03:41:50,031 - INFO - Epoch: 0472 / 1300 lr: 6.440e-05 +2025-07-05 03:42:09,395 - INFO - Training: cls_zice: 28.043569379731228; reg_zipnll: 206.89693671778628; aux_mae_loss_1: 115.20782661437988; aux_mae_loss_2: 16.11820663903889; aux_mae_loss_4: 2.2505316891168294; cnt_loss: 15.042127985703317; +2025-07-05 03:42:09,399 - INFO - Evaluation: +Curr mae: 111.2210; Best mae: 66.4637; 68.2370; 69.9346; 70.5868; 72.0648; +Curr rmse: 154.1847; Best rmse: 98.7371; 100.9295; 104.4154; 106.4215; 106.4590; +Curr nae: 0.3405; Best nae: 0.1668; 0.1695; 0.1703; 0.1734; 0.1817; + + + +2025-07-05 03:42:09,399 - INFO - Epoch: 0473 / 1300 lr: 6.394e-05 +2025-07-05 03:42:28,773 - INFO - Training: cls_zice: 25.702790994393197; reg_zipnll: 204.47274900737563; aux_mae_loss_1: 111.51724945871453; aux_mae_loss_2: 15.614643950211374; aux_mae_loss_4: 2.125260033105549; cnt_loss: 12.584282335482145; +2025-07-05 03:42:28,773 - INFO - Evaluation: +Curr mae: 80.2730; Best mae: 66.4637; 68.2370; 69.9346; 70.5868; 72.0648; +Curr rmse: 119.5543; Best rmse: 98.7371; 100.9295; 104.4154; 106.4215; 106.4590; +Curr nae: 0.2281; Best nae: 0.1668; 0.1695; 0.1703; 0.1734; 0.1817; + + + +2025-07-05 03:42:28,774 - INFO - Epoch: 0474 / 1300 lr: 6.347e-05 +2025-07-05 03:42:47,883 - INFO - Training: cls_zice: 24.738358045879163; reg_zipnll: 205.8910679064299; aux_mae_loss_1: 113.30844859073036; aux_mae_loss_2: 15.66494567770707; aux_mae_loss_4: 2.139157373654215; cnt_loss: 12.934945595891852; +2025-07-05 03:42:47,885 - INFO - Evaluation: +Curr mae: 85.3948; Best mae: 66.4637; 68.2370; 69.9346; 70.5868; 72.0648; +Curr rmse: 116.6826; Best rmse: 98.7371; 100.9295; 104.4154; 106.4215; 106.4590; +Curr nae: 0.2429; Best nae: 0.1668; 0.1695; 0.1703; 0.1734; 0.1817; + + + +2025-07-05 03:42:47,885 - INFO - Epoch: 0475 / 1300 lr: 6.300e-05 +2025-07-05 03:43:07,007 - INFO - Training: cls_zice: 27.032735721061105; reg_zipnll: 203.02224209434107; aux_mae_loss_1: 114.10697274459035; aux_mae_loss_2: 16.100709036776895; aux_mae_loss_4: 2.2460878648256; cnt_loss: 13.952311076615986; +2025-07-05 03:43:07,008 - INFO - Evaluation: +Curr mae: 73.6783; Best mae: 66.4637; 68.2370; 69.9346; 70.5868; 72.0648; +Curr rmse: 108.6575; Best rmse: 98.7371; 100.9295; 104.4154; 106.4215; 106.4590; +Curr nae: 0.2070; Best nae: 0.1668; 0.1695; 0.1703; 0.1734; 0.1817; + + + +2025-07-05 03:43:07,008 - INFO - Epoch: 0476 / 1300 lr: 6.253e-05 +2025-07-05 03:43:26,435 - INFO - Training: cls_zice: 23.853689275289838; reg_zipnll: 191.49579218814247; aux_mae_loss_1: 103.98576846875642; aux_mae_loss_2: 14.388785487727114; aux_mae_loss_4: 1.8871888518333435; cnt_loss: 9.517895798934134; +2025-07-05 03:43:26,436 - INFO - Evaluation: +Curr mae: 76.2434; Best mae: 66.4637; 68.2370; 69.9346; 70.5868; 72.0648; +Curr rmse: 109.0955; Best rmse: 98.7371; 100.9295; 104.4154; 106.4215; 106.4590; +Curr nae: 0.2209; Best nae: 0.1668; 0.1695; 0.1703; 0.1734; 0.1817; + + + +2025-07-05 03:43:26,436 - INFO - Epoch: 0477 / 1300 lr: 6.206e-05 +2025-07-05 03:43:46,012 - INFO - Training: cls_zice: 22.2303094299216; reg_zipnll: 205.78932290328177; aux_mae_loss_1: 109.15675012688888; aux_mae_loss_2: 15.083107446369372; aux_mae_loss_4: 1.9992709504930597; cnt_loss: 11.343599394748086; +2025-07-05 03:43:46,014 - INFO - Evaluation: +Curr mae: 77.4314; Best mae: 66.4637; 68.2370; 69.9346; 70.5868; 72.0648; +Curr rmse: 109.4346; Best rmse: 98.7371; 100.9295; 104.4154; 106.4215; 106.4590; +Curr nae: 0.2183; Best nae: 0.1668; 0.1695; 0.1703; 0.1734; 0.1817; + + + +2025-07-05 03:43:46,014 - INFO - Epoch: 0478 / 1300 lr: 6.158e-05 +2025-07-05 03:44:05,095 - INFO - Training: cls_zice: 25.821890768251922; reg_zipnll: 205.75634845934417; aux_mae_loss_1: 113.0693204779374; aux_mae_loss_2: 15.532257381238436; aux_mae_loss_4: 2.0936812727074874; cnt_loss: 12.921122751737895; +2025-07-05 03:44:05,100 - INFO - Evaluation: +Curr mae: 75.7159; Best mae: 66.4637; 68.2370; 69.9346; 70.5868; 72.0648; +Curr rmse: 109.7191; Best rmse: 98.7371; 100.9295; 104.4154; 106.4215; 106.4590; +Curr nae: 0.2098; Best nae: 0.1668; 0.1695; 0.1703; 0.1734; 0.1817; + + + +2025-07-05 03:44:05,100 - INFO - Epoch: 0479 / 1300 lr: 6.111e-05 +2025-07-05 03:44:24,158 - INFO - Training: cls_zice: 24.389882940995065; reg_zipnll: 199.15802664505807; aux_mae_loss_1: 108.20655621980366; aux_mae_loss_2: 14.95827875639263; aux_mae_loss_4: 2.0132315441181787; cnt_loss: 11.863242048966256; +2025-07-05 03:44:24,160 - INFO - Evaluation: +Curr mae: 93.8462; Best mae: 66.4637; 68.2370; 69.9346; 70.5868; 72.0648; +Curr rmse: 150.9655; Best rmse: 98.7371; 100.9295; 104.4154; 106.4215; 106.4590; +Curr nae: 0.3095; Best nae: 0.1668; 0.1695; 0.1703; 0.1734; 0.1817; + + + +2025-07-05 03:44:24,160 - INFO - Epoch: 0480 / 1300 lr: 6.063e-05 +2025-07-05 03:44:43,345 - INFO - Training: cls_zice: 26.108977623675997; reg_zipnll: 212.88592348600687; aux_mae_loss_1: 115.56616532175164; aux_mae_loss_2: 15.653727330659565; aux_mae_loss_4: 2.107512869332966; cnt_loss: 12.985197694678055; +2025-07-05 03:44:43,346 - INFO - Evaluation: +Curr mae: 84.3936; Best mae: 66.4637; 68.2370; 69.9346; 70.5868; 72.0648; +Curr rmse: 114.5135; Best rmse: 98.7371; 100.9295; 104.4154; 106.4215; 106.4590; +Curr nae: 0.2424; Best nae: 0.1668; 0.1695; 0.1703; 0.1734; 0.1817; + + + +2025-07-05 03:44:43,346 - INFO - Epoch: 0481 / 1300 lr: 6.016e-05 +2025-07-05 03:45:02,665 - INFO - Training: cls_zice: 25.614200730072824; reg_zipnll: 204.73919677734375; aux_mae_loss_1: 112.438729436774; aux_mae_loss_2: 15.43466141349391; aux_mae_loss_4: 2.1041883041984155; cnt_loss: 12.161105074380574; +2025-07-05 03:45:02,667 - INFO - Evaluation: +Curr mae: 88.7428; Best mae: 66.4637; 68.2370; 69.9346; 70.5868; 72.0648; +Curr rmse: 143.4181; Best rmse: 98.7371; 100.9295; 104.4154; 106.4215; 106.4590; +Curr nae: 0.2408; Best nae: 0.1668; 0.1695; 0.1703; 0.1734; 0.1817; + + + +2025-07-05 03:45:02,667 - INFO - Epoch: 0482 / 1300 lr: 5.968e-05 +2025-07-05 03:45:22,549 - INFO - Training: cls_zice: 26.287684465709486; reg_zipnll: 202.69556788394326; aux_mae_loss_1: 112.27451786242034; aux_mae_loss_2: 15.401134942707262; aux_mae_loss_4: 2.106136513383765; cnt_loss: 13.359121259890104; +2025-07-05 03:45:22,550 - INFO - Evaluation: +Curr mae: 97.5453; Best mae: 66.4637; 68.2370; 69.9346; 70.5868; 72.0648; +Curr rmse: 141.0928; Best rmse: 98.7371; 100.9295; 104.4154; 106.4215; 106.4590; +Curr nae: 0.2757; Best nae: 0.1668; 0.1695; 0.1703; 0.1734; 0.1817; + + + +2025-07-05 03:45:22,550 - INFO - Epoch: 0483 / 1300 lr: 5.920e-05 +2025-07-05 03:45:41,752 - INFO - Training: cls_zice: 23.178540079217207; reg_zipnll: 201.80728249800833; aux_mae_loss_1: 109.39106067858245; aux_mae_loss_2: 14.986434484782972; aux_mae_loss_4: 1.9896213914218701; cnt_loss: 11.326646892647995; +2025-07-05 03:45:41,753 - INFO - Evaluation: +Curr mae: 93.7301; Best mae: 66.4637; 68.2370; 69.9346; 70.5868; 72.0648; +Curr rmse: 158.0314; Best rmse: 98.7371; 100.9295; 104.4154; 106.4215; 106.4590; +Curr nae: 0.2707; Best nae: 0.1668; 0.1695; 0.1703; 0.1734; 0.1817; + + + +2025-07-05 03:45:41,753 - INFO - Epoch: 0484 / 1300 lr: 5.872e-05 +2025-07-05 03:46:01,125 - INFO - Training: cls_zice: 25.418215262262446; reg_zipnll: 206.08007571571753; aux_mae_loss_1: 112.13194054051449; aux_mae_loss_2: 15.406005733891538; aux_mae_loss_4: 2.05446447824177; cnt_loss: 12.022183593950773; +2025-07-05 03:46:01,126 - INFO - Evaluation: +Curr mae: 96.4323; Best mae: 66.4637; 68.2370; 69.9346; 70.5868; 72.0648; +Curr rmse: 157.9006; Best rmse: 98.7371; 100.9295; 104.4154; 106.4215; 106.4590; +Curr nae: 0.2888; Best nae: 0.1668; 0.1695; 0.1703; 0.1734; 0.1817; + + + +2025-07-05 03:46:01,126 - INFO - Epoch: 0485 / 1300 lr: 5.824e-05 +2025-07-05 03:46:20,307 - INFO - Training: cls_zice: 22.243928865382546; reg_zipnll: 199.4975955360814; aux_mae_loss_1: 107.43138253061394; aux_mae_loss_2: 14.69661017468101; aux_mae_loss_4: 1.9774769513230575; cnt_loss: 12.64709862909819; +2025-07-05 03:46:21,010 - INFO - Evaluation: +Curr mae: 75.3808; Best mae: 66.4637; 68.2370; 69.9346; 70.5868; 72.0648; +Curr rmse: 105.5300; Best rmse: 98.7371; 100.9295; 104.4154; 105.5300; 106.4215; +Curr nae: 0.2256; Best nae: 0.1668; 0.1695; 0.1703; 0.1734; 0.1817; + + + +2025-07-05 03:46:21,011 - INFO - Epoch: 0486 / 1300 lr: 5.776e-05 +2025-07-05 03:46:40,812 - INFO - Training: cls_zice: 26.25357250790847; reg_zipnll: 208.6933967188785; aux_mae_loss_1: 113.35225536948757; aux_mae_loss_2: 15.42989256507472; aux_mae_loss_4: 2.0525164227736625; cnt_loss: 12.501918579402723; +2025-07-05 03:46:42,402 - INFO - Evaluation: +Curr mae: 68.1380; Best mae: 66.4637; 68.1380; 68.2370; 69.9346; 70.5868; +Curr rmse: 96.5498; Best rmse: 96.5498; 98.7371; 100.9295; 104.4154; 105.5300; +Curr nae: 0.1874; Best nae: 0.1668; 0.1695; 0.1703; 0.1734; 0.1817; + + + +2025-07-05 03:46:42,403 - INFO - Epoch: 0487 / 1300 lr: 5.728e-05 +2025-07-05 03:47:01,518 - INFO - Training: cls_zice: 24.449084658371774; reg_zipnll: 199.5535394768966; aux_mae_loss_1: 108.14814888803582; aux_mae_loss_2: 14.800042930402254; aux_mae_loss_4: 1.9710504977326644; cnt_loss: 10.93397632711812; +2025-07-05 03:47:02,300 - INFO - Evaluation: +Curr mae: 73.6686; Best mae: 66.4637; 68.1380; 68.2370; 69.9346; 70.5868; +Curr rmse: 103.2319; Best rmse: 96.5498; 98.7371; 100.9295; 103.2319; 104.4154; +Curr nae: 0.2108; Best nae: 0.1668; 0.1695; 0.1703; 0.1734; 0.1817; + + + +2025-07-05 03:47:02,300 - INFO - Epoch: 0488 / 1300 lr: 5.680e-05 +2025-07-05 03:47:21,642 - INFO - Training: cls_zice: 23.589612538093014; reg_zipnll: 195.3749176828485; aux_mae_loss_1: 110.34160814787212; aux_mae_loss_2: 15.521617663534064; aux_mae_loss_4: 2.086852638345016; cnt_loss: 12.470401287078857; +2025-07-05 03:47:23,234 - INFO - Evaluation: +Curr mae: 69.2398; Best mae: 66.4637; 68.1380; 68.2370; 69.2398; 69.9346; +Curr rmse: 98.5021; Best rmse: 96.5498; 98.5021; 98.7371; 100.9295; 103.2319; +Curr nae: 0.1859; Best nae: 0.1668; 0.1695; 0.1703; 0.1734; 0.1817; + + + +2025-07-05 03:47:23,234 - INFO - Epoch: 0489 / 1300 lr: 5.632e-05 +2025-07-05 03:47:42,655 - INFO - Training: cls_zice: 23.93495956220125; reg_zipnll: 201.62858019377055; aux_mae_loss_1: 110.00830369246633; aux_mae_loss_2: 15.03907501070123; aux_mae_loss_4: 1.9966018607741909; cnt_loss: 11.061026661019577; +2025-07-05 03:47:44,818 - INFO - Evaluation: +Curr mae: 69.2214; Best mae: 66.4637; 68.1380; 68.2370; 69.2214; 69.2398; +Curr rmse: 100.4396; Best rmse: 96.5498; 98.5021; 98.7371; 100.4396; 100.9295; +Curr nae: 0.1802; Best nae: 0.1668; 0.1695; 0.1703; 0.1734; 0.1802; + + + +2025-07-05 03:47:44,818 - INFO - Epoch: 0490 / 1300 lr: 5.584e-05 +2025-07-05 03:48:04,117 - INFO - Training: cls_zice: 26.671982972245466; reg_zipnll: 206.54342289974815; aux_mae_loss_1: 114.57046759755988; aux_mae_loss_2: 15.611209392547607; aux_mae_loss_4: 2.1123048067092896; cnt_loss: 12.220896833821348; +2025-07-05 03:48:04,779 - INFO - Evaluation: +Curr mae: 72.4812; Best mae: 66.4637; 68.1380; 68.2370; 69.2214; 69.2398; +Curr rmse: 99.7922; Best rmse: 96.5498; 98.5021; 98.7371; 99.7922; 100.4396; +Curr nae: 0.1925; Best nae: 0.1668; 0.1695; 0.1703; 0.1734; 0.1802; + + + +2025-07-05 03:48:04,779 - INFO - Epoch: 0491 / 1300 lr: 5.535e-05 +2025-07-05 03:48:23,826 - INFO - Training: cls_zice: 24.023900728476676; reg_zipnll: 195.71355317768297; aux_mae_loss_1: 107.53205550344367; aux_mae_loss_2: 14.852264931327419; aux_mae_loss_4: 1.991982052200719; cnt_loss: 11.217042339475531; +2025-07-05 03:48:25,916 - INFO - Evaluation: +Curr mae: 65.8178; Best mae: 65.8178; 66.4637; 68.1380; 68.2370; 69.2214; +Curr rmse: 97.9795; Best rmse: 96.5498; 97.9795; 98.5021; 98.7371; 99.7922; +Curr nae: 0.1739; Best nae: 0.1668; 0.1695; 0.1703; 0.1734; 0.1739; + + + +2025-07-05 03:48:25,916 - INFO - Epoch: 0492 / 1300 lr: 5.487e-05 +2025-07-05 03:48:44,970 - INFO - Training: cls_zice: 26.259145374360838; reg_zipnll: 201.74700787192896; aux_mae_loss_1: 112.39911852384868; aux_mae_loss_2: 15.448285855745015; aux_mae_loss_4: 2.0577844632299325; cnt_loss: 11.35316338664607; +2025-07-05 03:48:44,971 - INFO - Evaluation: +Curr mae: 74.7693; Best mae: 65.8178; 66.4637; 68.1380; 68.2370; 69.2214; +Curr rmse: 105.8027; Best rmse: 96.5498; 97.9795; 98.5021; 98.7371; 99.7922; +Curr nae: 0.1995; Best nae: 0.1668; 0.1695; 0.1703; 0.1734; 0.1739; + + + +2025-07-05 03:48:44,971 - INFO - Epoch: 0493 / 1300 lr: 5.438e-05 +2025-07-05 03:49:04,932 - INFO - Training: cls_zice: 24.921483733152087; reg_zipnll: 200.69498343216745; aux_mae_loss_1: 110.51208897640831; aux_mae_loss_2: 15.458902710362485; aux_mae_loss_4: 2.0747075645547164; cnt_loss: 12.324351505229348; +2025-07-05 03:49:06,788 - INFO - Evaluation: +Curr mae: 68.4009; Best mae: 65.8178; 66.4637; 68.1380; 68.2370; 68.4009; +Curr rmse: 101.0344; Best rmse: 96.5498; 97.9795; 98.5021; 98.7371; 99.7922; +Curr nae: 0.1736; Best nae: 0.1668; 0.1695; 0.1703; 0.1734; 0.1736; + + + +2025-07-05 03:49:06,788 - INFO - Epoch: 0494 / 1300 lr: 5.390e-05 +2025-07-05 03:49:26,058 - INFO - Training: cls_zice: 22.783197967629683; reg_zipnll: 200.9311766373484; aux_mae_loss_1: 108.61997935646458; aux_mae_loss_2: 14.655595152001633; aux_mae_loss_4: 1.98808889640005; cnt_loss: 11.585426945435373; +2025-07-05 03:49:28,081 - INFO - Evaluation: +Curr mae: 63.3152; Best mae: 63.3152; 65.8178; 66.4637; 68.1380; 68.2370; +Curr rmse: 97.6468; Best rmse: 96.5498; 97.6468; 97.9795; 98.5021; 98.7371; +Curr nae: 0.1583; Best nae: 0.1583; 0.1668; 0.1695; 0.1703; 0.1734; + + + +2025-07-05 03:49:28,081 - INFO - Epoch: 0495 / 1300 lr: 5.341e-05 +2025-07-05 03:49:47,161 - INFO - Training: cls_zice: 23.3556045293808; reg_zipnll: 204.07068352950247; aux_mae_loss_1: 109.75591338308234; aux_mae_loss_2: 14.983439370205527; aux_mae_loss_4: 1.984545687311574; cnt_loss: 11.987422328246268; +2025-07-05 03:49:47,162 - INFO - Evaluation: +Curr mae: 71.2019; Best mae: 63.3152; 65.8178; 66.4637; 68.1380; 68.2370; +Curr rmse: 102.6632; Best rmse: 96.5498; 97.6468; 97.9795; 98.5021; 98.7371; +Curr nae: 0.1886; Best nae: 0.1583; 0.1668; 0.1695; 0.1703; 0.1734; + + + +2025-07-05 03:49:47,162 - INFO - Epoch: 0496 / 1300 lr: 5.293e-05 +2025-07-05 03:50:07,155 - INFO - Training: cls_zice: 24.22278386040738; reg_zipnll: 205.7010309319747; aux_mae_loss_1: 112.7690265053197; aux_mae_loss_2: 15.372175693511963; aux_mae_loss_4: 2.0557903961131445; cnt_loss: 10.331803372031764; +2025-07-05 03:50:07,156 - INFO - Evaluation: +Curr mae: 71.7569; Best mae: 63.3152; 65.8178; 66.4637; 68.1380; 68.2370; +Curr rmse: 102.3452; Best rmse: 96.5498; 97.6468; 97.9795; 98.5021; 98.7371; +Curr nae: 0.1912; Best nae: 0.1583; 0.1668; 0.1695; 0.1703; 0.1734; + + + +2025-07-05 03:50:07,156 - INFO - Epoch: 0497 / 1300 lr: 5.244e-05 +2025-07-05 03:50:26,379 - INFO - Training: cls_zice: 24.3140203325372; reg_zipnll: 201.23516062686318; aux_mae_loss_1: 108.51484961258738; aux_mae_loss_2: 14.636491097901997; aux_mae_loss_4: 1.9165498551569486; cnt_loss: 11.232433695542184; +2025-07-05 03:50:28,517 - INFO - Evaluation: +Curr mae: 63.1205; Best mae: 63.1205; 63.3152; 65.8178; 66.4637; 68.1380; +Curr rmse: 93.9275; Best rmse: 93.9275; 96.5498; 97.6468; 97.9795; 98.5021; +Curr nae: 0.1627; Best nae: 0.1583; 0.1627; 0.1668; 0.1695; 0.1703; + + + +2025-07-05 03:50:28,518 - INFO - Epoch: 0498 / 1300 lr: 5.196e-05 +2025-07-05 03:50:47,743 - INFO - Training: cls_zice: 21.968524220742676; reg_zipnll: 200.08237637971578; aux_mae_loss_1: 108.85457229614258; aux_mae_loss_2: 14.809713438937539; aux_mae_loss_4: 1.9703864517964815; cnt_loss: 11.647960562455026; +2025-07-05 03:50:47,744 - INFO - Evaluation: +Curr mae: 77.7010; Best mae: 63.1205; 63.3152; 65.8178; 66.4637; 68.1380; +Curr rmse: 109.8360; Best rmse: 93.9275; 96.5498; 97.6468; 97.9795; 98.5021; +Curr nae: 0.2051; Best nae: 0.1583; 0.1627; 0.1668; 0.1695; 0.1703; + + + +2025-07-05 03:50:47,744 - INFO - Epoch: 0499 / 1300 lr: 5.147e-05 +2025-07-05 03:51:06,682 - INFO - Training: cls_zice: 23.749433950374; reg_zipnll: 195.65779535393966; aux_mae_loss_1: 109.02892183002673; aux_mae_loss_2: 14.857892889725534; aux_mae_loss_4: 1.9737248703053123; cnt_loss: 11.179179969586825; +2025-07-05 03:51:08,134 - INFO - Evaluation: +Curr mae: 67.3161; Best mae: 63.1205; 63.3152; 65.8178; 66.4637; 67.3161; +Curr rmse: 100.7295; Best rmse: 93.9275; 96.5498; 97.6468; 97.9795; 98.5021; +Curr nae: 0.1677; Best nae: 0.1583; 0.1627; 0.1668; 0.1677; 0.1695; + + + +2025-07-05 03:51:08,134 - INFO - Epoch: 0500 / 1300 lr: 5.099e-05 +2025-07-05 03:51:27,915 - INFO - Training: cls_zice: 24.447592151792424; reg_zipnll: 202.94115949931899; aux_mae_loss_1: 108.87334923995168; aux_mae_loss_2: 14.817775625931588; aux_mae_loss_4: 2.0124035979572095; cnt_loss: 12.476977160102443; +2025-07-05 03:51:27,916 - INFO - Evaluation: +Curr mae: 71.5737; Best mae: 63.1205; 63.3152; 65.8178; 66.4637; 67.3161; +Curr rmse: 102.9254; Best rmse: 93.9275; 96.5498; 97.6468; 97.9795; 98.5021; +Curr nae: 0.1816; Best nae: 0.1583; 0.1627; 0.1668; 0.1677; 0.1695; + + + +2025-07-05 03:51:29,980 - INFO - Epoch: 0501 / 1300 lr: 5.050e-05 +2025-07-05 03:51:49,059 - INFO - Training: cls_zice: 23.450183980166912; reg_zipnll: 193.31780202765214; aux_mae_loss_1: 105.76313410307232; aux_mae_loss_2: 14.568180460678903; aux_mae_loss_4: 1.9280074489744086; cnt_loss: 11.030299174158197; +2025-07-05 03:51:49,779 - INFO - Evaluation: +Curr mae: 67.4916; Best mae: 63.1205; 63.3152; 65.8178; 66.4637; 67.3161; +Curr rmse: 96.6511; Best rmse: 93.9275; 96.5498; 96.6511; 97.6468; 97.9795; +Curr nae: 0.1809; Best nae: 0.1583; 0.1627; 0.1668; 0.1677; 0.1695; + + + +2025-07-05 03:51:49,779 - INFO - Epoch: 0502 / 1300 lr: 5.001e-05 +2025-07-05 03:52:08,846 - INFO - Training: cls_zice: 29.12405179362548; reg_zipnll: 205.1404635780736; aux_mae_loss_1: 114.78271946154143; aux_mae_loss_2: 15.592560165806821; aux_mae_loss_4: 2.0860321082566915; cnt_loss: 11.785609308042025; +2025-07-05 03:52:08,847 - INFO - Evaluation: +Curr mae: 70.2177; Best mae: 63.1205; 63.3152; 65.8178; 66.4637; 67.3161; +Curr rmse: 101.1041; Best rmse: 93.9275; 96.5498; 96.6511; 97.6468; 97.9795; +Curr nae: 0.1944; Best nae: 0.1583; 0.1627; 0.1668; 0.1677; 0.1695; + + + +2025-07-05 03:52:08,847 - INFO - Epoch: 0503 / 1300 lr: 4.953e-05 +2025-07-05 03:52:28,025 - INFO - Training: cls_zice: 29.70381716207454; reg_zipnll: 206.91464434171976; aux_mae_loss_1: 115.77399424502724; aux_mae_loss_2: 16.042127082222386; aux_mae_loss_4: 2.1745703032142236; cnt_loss: 13.689792884023566; +2025-07-05 03:52:28,026 - INFO - Evaluation: +Curr mae: 76.8354; Best mae: 63.1205; 63.3152; 65.8178; 66.4637; 67.3161; +Curr rmse: 102.1029; Best rmse: 93.9275; 96.5498; 96.6511; 97.6468; 97.9795; +Curr nae: 0.2382; Best nae: 0.1583; 0.1627; 0.1668; 0.1677; 0.1695; + + + +2025-07-05 03:52:28,026 - INFO - Epoch: 0504 / 1300 lr: 4.904e-05 +2025-07-05 03:52:47,760 - INFO - Training: cls_zice: 24.084996524610016; reg_zipnll: 199.24748711836966; aux_mae_loss_1: 108.83472342240184; aux_mae_loss_2: 14.980048656463623; aux_mae_loss_4: 2.032173912776144; cnt_loss: 11.944386632818924; +2025-07-05 03:52:48,662 - INFO - Evaluation: +Curr mae: 69.9171; Best mae: 63.1205; 63.3152; 65.8178; 66.4637; 67.3161; +Curr rmse: 97.9480; Best rmse: 93.9275; 96.5498; 96.6511; 97.6468; 97.9480; +Curr nae: 0.1931; Best nae: 0.1583; 0.1627; 0.1668; 0.1677; 0.1695; + + + +2025-07-05 03:52:48,663 - INFO - Epoch: 0505 / 1300 lr: 4.856e-05 +2025-07-05 03:53:07,703 - INFO - Training: cls_zice: 24.164745951953687; reg_zipnll: 199.4888492383455; aux_mae_loss_1: 108.18260052329616; aux_mae_loss_2: 14.755704528407046; aux_mae_loss_4: 1.9627916059995953; cnt_loss: 10.619506723002383; +2025-07-05 03:53:08,389 - INFO - Evaluation: +Curr mae: 66.6372; Best mae: 63.1205; 63.3152; 65.8178; 66.4637; 66.6372; +Curr rmse: 98.2589; Best rmse: 93.9275; 96.5498; 96.6511; 97.6468; 97.9480; +Curr nae: 0.1773; Best nae: 0.1583; 0.1627; 0.1668; 0.1677; 0.1695; + + + +2025-07-05 03:53:08,389 - INFO - Epoch: 0506 / 1300 lr: 4.807e-05 +2025-07-05 03:53:27,277 - INFO - Training: cls_zice: 22.53215770344985; reg_zipnll: 195.75300698531302; aux_mae_loss_1: 106.6649015326249; aux_mae_loss_2: 14.637595753920706; aux_mae_loss_4: 1.918780146460784; cnt_loss: 10.844137154127422; +2025-07-05 03:53:27,979 - INFO - Evaluation: +Curr mae: 67.5218; Best mae: 63.1205; 63.3152; 65.8178; 66.4637; 66.6372; +Curr rmse: 96.5077; Best rmse: 93.9275; 96.5077; 96.5498; 96.6511; 97.6468; +Curr nae: 0.1776; Best nae: 0.1583; 0.1627; 0.1668; 0.1677; 0.1695; + + + +2025-07-05 03:53:27,979 - INFO - Epoch: 0507 / 1300 lr: 4.759e-05 +2025-07-05 03:53:47,131 - INFO - Training: cls_zice: 25.96208645795521; reg_zipnll: 198.9483686748304; aux_mae_loss_1: 110.16092119718853; aux_mae_loss_2: 15.157461743605765; aux_mae_loss_4: 2.0365234205597327; cnt_loss: 11.8594197223061; +2025-07-05 03:53:47,829 - INFO - Evaluation: +Curr mae: 65.2697; Best mae: 63.1205; 63.3152; 65.2697; 65.8178; 66.4637; +Curr rmse: 100.8131; Best rmse: 93.9275; 96.5077; 96.5498; 96.6511; 97.6468; +Curr nae: 0.1759; Best nae: 0.1583; 0.1627; 0.1668; 0.1677; 0.1695; + + + +2025-07-05 03:53:47,829 - INFO - Epoch: 0508 / 1300 lr: 4.710e-05 +2025-07-05 03:54:07,550 - INFO - Training: cls_zice: 21.175595269391412; reg_zipnll: 191.80526331851357; aux_mae_loss_1: 103.49186345150596; aux_mae_loss_2: 14.385184915442215; aux_mae_loss_4: 1.9251612205254405; cnt_loss: 11.441478578667892; +2025-07-05 03:54:07,551 - INFO - Evaluation: +Curr mae: 72.0527; Best mae: 63.1205; 63.3152; 65.2697; 65.8178; 66.4637; +Curr rmse: 102.9518; Best rmse: 93.9275; 96.5077; 96.5498; 96.6511; 97.6468; +Curr nae: 0.1980; Best nae: 0.1583; 0.1627; 0.1668; 0.1677; 0.1695; + + + +2025-07-05 03:54:07,551 - INFO - Epoch: 0509 / 1300 lr: 4.662e-05 +2025-07-05 03:54:26,750 - INFO - Training: cls_zice: 24.00022810383847; reg_zipnll: 196.54863698858964; aux_mae_loss_1: 109.19822512174908; aux_mae_loss_2: 15.057120247891074; aux_mae_loss_4: 2.0197847673767493; cnt_loss: 11.13025208523399; +2025-07-05 03:54:26,751 - INFO - Evaluation: +Curr mae: 82.8669; Best mae: 63.1205; 63.3152; 65.2697; 65.8178; 66.4637; +Curr rmse: 115.0085; Best rmse: 93.9275; 96.5077; 96.5498; 96.6511; 97.6468; +Curr nae: 0.2288; Best nae: 0.1583; 0.1627; 0.1668; 0.1677; 0.1695; + + + +2025-07-05 03:54:26,751 - INFO - Epoch: 0510 / 1300 lr: 4.613e-05 +2025-07-05 03:54:45,681 - INFO - Training: cls_zice: 23.26498133885233; reg_zipnll: 201.33470254195365; aux_mae_loss_1: 109.08614469829358; aux_mae_loss_2: 14.72656734366166; aux_mae_loss_4: 1.930006177801835; cnt_loss: 9.756825334147402; +2025-07-05 03:54:45,682 - INFO - Evaluation: +Curr mae: 72.6737; Best mae: 63.1205; 63.3152; 65.2697; 65.8178; 66.4637; +Curr rmse: 103.5388; Best rmse: 93.9275; 96.5077; 96.5498; 96.6511; 97.6468; +Curr nae: 0.1997; Best nae: 0.1583; 0.1627; 0.1668; 0.1677; 0.1695; + + + +2025-07-05 03:54:45,682 - INFO - Epoch: 0511 / 1300 lr: 4.565e-05 +2025-07-05 03:55:04,940 - INFO - Training: cls_zice: 24.096091496317012; reg_zipnll: 201.58823173924497; aux_mae_loss_1: 110.26556145517449; aux_mae_loss_2: 14.908488097943758; aux_mae_loss_4: 1.9577882383999072; cnt_loss: 10.482976173099718; +2025-07-05 03:55:04,941 - INFO - Evaluation: +Curr mae: 75.9315; Best mae: 63.1205; 63.3152; 65.2697; 65.8178; 66.4637; +Curr rmse: 107.2379; Best rmse: 93.9275; 96.5077; 96.5498; 96.6511; 97.6468; +Curr nae: 0.2002; Best nae: 0.1583; 0.1627; 0.1668; 0.1677; 0.1695; + + + +2025-07-05 03:55:04,941 - INFO - Epoch: 0512 / 1300 lr: 4.516e-05 +2025-07-05 03:55:24,447 - INFO - Training: cls_zice: 24.35973663079111; reg_zipnll: 204.6060746845446; aux_mae_loss_1: 111.32109712299548; aux_mae_loss_2: 15.12485408782959; aux_mae_loss_4: 1.984797766334132; cnt_loss: 10.279369667956704; +2025-07-05 03:55:24,449 - INFO - Evaluation: +Curr mae: 75.9741; Best mae: 63.1205; 63.3152; 65.2697; 65.8178; 66.4637; +Curr rmse: 111.4052; Best rmse: 93.9275; 96.5077; 96.5498; 96.6511; 97.6468; +Curr nae: 0.1917; Best nae: 0.1583; 0.1627; 0.1668; 0.1677; 0.1695; + + + +2025-07-05 03:55:24,449 - INFO - Epoch: 0513 / 1300 lr: 4.468e-05 +2025-07-05 03:55:43,723 - INFO - Training: cls_zice: 25.436356419011165; reg_zipnll: 199.55014339246247; aux_mae_loss_1: 109.99259888498406; aux_mae_loss_2: 15.05973135797601; aux_mae_loss_4: 2.015601785559403; cnt_loss: 10.482011280561748; +2025-07-05 03:55:43,724 - INFO - Evaluation: +Curr mae: 70.6301; Best mae: 63.1205; 63.3152; 65.2697; 65.8178; 66.4637; +Curr rmse: 106.2595; Best rmse: 93.9275; 96.5077; 96.5498; 96.6511; 97.6468; +Curr nae: 0.1813; Best nae: 0.1583; 0.1627; 0.1668; 0.1677; 0.1695; + + + +2025-07-05 03:55:43,724 - INFO - Epoch: 0514 / 1300 lr: 4.420e-05 +2025-07-05 03:56:02,999 - INFO - Training: cls_zice: 24.625271850510646; reg_zipnll: 205.0715143304122; aux_mae_loss_1: 112.800999189678; aux_mae_loss_2: 15.558510868172897; aux_mae_loss_4: 2.1215231700947412; cnt_loss: 13.219034282784714; +2025-07-05 03:56:03,000 - INFO - Evaluation: +Curr mae: 91.7244; Best mae: 63.1205; 63.3152; 65.2697; 65.8178; 66.4637; +Curr rmse: 119.4318; Best rmse: 93.9275; 96.5077; 96.5498; 96.6511; 97.6468; +Curr nae: 0.2705; Best nae: 0.1583; 0.1627; 0.1668; 0.1677; 0.1695; + + + +2025-07-05 03:56:03,000 - INFO - Epoch: 0515 / 1300 lr: 4.372e-05 +2025-07-05 03:56:22,254 - INFO - Training: cls_zice: 23.716806455662375; reg_zipnll: 202.1033000946045; aux_mae_loss_1: 110.88652972171181; aux_mae_loss_2: 15.107134066129985; aux_mae_loss_4: 2.020940341447529; cnt_loss: 12.207426372327303; +2025-07-05 03:56:22,255 - INFO - Evaluation: +Curr mae: 84.7051; Best mae: 63.1205; 63.3152; 65.2697; 65.8178; 66.4637; +Curr rmse: 120.0756; Best rmse: 93.9275; 96.5077; 96.5498; 96.6511; 97.6468; +Curr nae: 0.2235; Best nae: 0.1583; 0.1627; 0.1668; 0.1677; 0.1695; + + + +2025-07-05 03:56:22,255 - INFO - Epoch: 0516 / 1300 lr: 4.324e-05 +2025-07-05 03:56:41,669 - INFO - Training: cls_zice: 25.40214046679045; reg_zipnll: 201.5444080955104; aux_mae_loss_1: 110.46963541131271; aux_mae_loss_2: 15.204115390777588; aux_mae_loss_4: 2.0725675633079126; cnt_loss: 11.703411202681693; +2025-07-05 03:56:41,670 - INFO - Evaluation: +Curr mae: 76.6765; Best mae: 63.1205; 63.3152; 65.2697; 65.8178; 66.4637; +Curr rmse: 109.8100; Best rmse: 93.9275; 96.5077; 96.5498; 96.6511; 97.6468; +Curr nae: 0.2077; Best nae: 0.1583; 0.1627; 0.1668; 0.1677; 0.1695; + + + +2025-07-05 03:56:41,670 - INFO - Epoch: 0517 / 1300 lr: 4.276e-05 +2025-07-05 03:57:01,582 - INFO - Training: cls_zice: 26.49688938299292; reg_zipnll: 209.66833616557875; aux_mae_loss_1: 115.21662420975535; aux_mae_loss_2: 15.607219419981304; aux_mae_loss_4: 2.0515831677537215; cnt_loss: 11.173646211624146; +2025-07-05 03:57:01,583 - INFO - Evaluation: +Curr mae: 74.9767; Best mae: 63.1205; 63.3152; 65.2697; 65.8178; 66.4637; +Curr rmse: 104.7893; Best rmse: 93.9275; 96.5077; 96.5498; 96.6511; 97.6468; +Curr nae: 0.1974; Best nae: 0.1583; 0.1627; 0.1668; 0.1677; 0.1695; + + + +2025-07-05 03:57:01,583 - INFO - Epoch: 0518 / 1300 lr: 4.228e-05 +2025-07-05 03:57:20,870 - INFO - Training: cls_zice: 22.421393294083444; reg_zipnll: 200.46631240844727; aux_mae_loss_1: 109.52937939292507; aux_mae_loss_2: 15.009252623507852; aux_mae_loss_4: 2.0142246202418677; cnt_loss: 11.860019959901509; +2025-07-05 03:57:20,871 - INFO - Evaluation: +Curr mae: 75.9422; Best mae: 63.1205; 63.3152; 65.2697; 65.8178; 66.4637; +Curr rmse: 109.5433; Best rmse: 93.9275; 96.5077; 96.5498; 96.6511; 97.6468; +Curr nae: 0.1866; Best nae: 0.1583; 0.1627; 0.1668; 0.1677; 0.1695; + + + +2025-07-05 03:57:20,871 - INFO - Epoch: 0519 / 1300 lr: 4.180e-05 +2025-07-05 03:57:40,283 - INFO - Training: cls_zice: 24.953182841602125; reg_zipnll: 202.0041728772615; aux_mae_loss_1: 110.22617892215126; aux_mae_loss_2: 15.181006820578324; aux_mae_loss_4: 2.0194100674829984; cnt_loss: 11.048709480386032; +2025-07-05 03:57:40,284 - INFO - Evaluation: +Curr mae: 80.6834; Best mae: 63.1205; 63.3152; 65.2697; 65.8178; 66.4637; +Curr rmse: 115.1642; Best rmse: 93.9275; 96.5077; 96.5498; 96.6511; 97.6468; +Curr nae: 0.2110; Best nae: 0.1583; 0.1627; 0.1668; 0.1677; 0.1695; + + + +2025-07-05 03:57:40,284 - INFO - Epoch: 0520 / 1300 lr: 4.132e-05 +2025-07-05 03:57:59,401 - INFO - Training: cls_zice: 23.88842070730109; reg_zipnll: 200.68828261526008; aux_mae_loss_1: 108.74415648610969; aux_mae_loss_2: 14.739636145139995; aux_mae_loss_4: 1.9965048589204486; cnt_loss: 11.982282061325876; +2025-07-05 03:57:59,402 - INFO - Evaluation: +Curr mae: 85.9089; Best mae: 63.1205; 63.3152; 65.2697; 65.8178; 66.4637; +Curr rmse: 121.4177; Best rmse: 93.9275; 96.5077; 96.5498; 96.6511; 97.6468; +Curr nae: 0.2181; Best nae: 0.1583; 0.1627; 0.1668; 0.1677; 0.1695; + + + +2025-07-05 03:57:59,402 - INFO - Epoch: 0521 / 1300 lr: 4.084e-05 +2025-07-05 03:58:18,587 - INFO - Training: cls_zice: 22.52952960917824; reg_zipnll: 192.06447019075094; aux_mae_loss_1: 105.57407459459807; aux_mae_loss_2: 14.574861827649569; aux_mae_loss_4: 1.9626404674429643; cnt_loss: 11.42792232413041; +2025-07-05 03:58:18,588 - INFO - Evaluation: +Curr mae: 82.3782; Best mae: 63.1205; 63.3152; 65.2697; 65.8178; 66.4637; +Curr rmse: 120.4320; Best rmse: 93.9275; 96.5077; 96.5498; 96.6511; 97.6468; +Curr nae: 0.2024; Best nae: 0.1583; 0.1627; 0.1668; 0.1677; 0.1695; + + + +2025-07-05 03:58:18,588 - INFO - Epoch: 0522 / 1300 lr: 4.037e-05 +2025-07-05 03:58:38,370 - INFO - Training: cls_zice: 24.894854470303184; reg_zipnll: 199.69008275082237; aux_mae_loss_1: 110.2463745317961; aux_mae_loss_2: 14.941115630300422; aux_mae_loss_4: 1.9601546431842602; cnt_loss: 10.770584357412238; +2025-07-05 03:58:38,371 - INFO - Evaluation: +Curr mae: 83.7898; Best mae: 63.1205; 63.3152; 65.2697; 65.8178; 66.4637; +Curr rmse: 121.8962; Best rmse: 93.9275; 96.5077; 96.5498; 96.6511; 97.6468; +Curr nae: 0.2052; Best nae: 0.1583; 0.1627; 0.1668; 0.1677; 0.1695; + + + +2025-07-05 03:58:38,371 - INFO - Epoch: 0523 / 1300 lr: 3.989e-05 +2025-07-05 03:58:57,563 - INFO - Training: cls_zice: 27.707418325700257; reg_zipnll: 201.7379021895559; aux_mae_loss_1: 112.85528644762542; aux_mae_loss_2: 15.38800651148746; aux_mae_loss_4: 2.0820723646565487; cnt_loss: 10.810684593100296; +2025-07-05 03:58:57,564 - INFO - Evaluation: +Curr mae: 71.6370; Best mae: 63.1205; 63.3152; 65.2697; 65.8178; 66.4637; +Curr rmse: 103.0479; Best rmse: 93.9275; 96.5077; 96.5498; 96.6511; 97.6468; +Curr nae: 0.1926; Best nae: 0.1583; 0.1627; 0.1668; 0.1677; 0.1695; + + + +2025-07-05 03:58:57,564 - INFO - Epoch: 0524 / 1300 lr: 3.942e-05 +2025-07-05 03:59:16,976 - INFO - Training: cls_zice: 26.709888756275177; reg_zipnll: 203.9414002267938; aux_mae_loss_1: 111.70169087460167; aux_mae_loss_2: 15.128855278617458; aux_mae_loss_4: 2.0135197043418884; cnt_loss: 10.872641199513486; +2025-07-05 03:59:16,977 - INFO - Evaluation: +Curr mae: 72.1124; Best mae: 63.1205; 63.3152; 65.2697; 65.8178; 66.4637; +Curr rmse: 113.9915; Best rmse: 93.9275; 96.5077; 96.5498; 96.6511; 97.6468; +Curr nae: 0.1902; Best nae: 0.1583; 0.1627; 0.1668; 0.1677; 0.1695; + + + +2025-07-05 03:59:16,977 - INFO - Epoch: 0525 / 1300 lr: 3.894e-05 +2025-07-05 03:59:36,376 - INFO - Training: cls_zice: 22.658461646029824; reg_zipnll: 202.28633338526674; aux_mae_loss_1: 108.4445696379009; aux_mae_loss_2: 14.815078986318488; aux_mae_loss_4: 1.9601205744241412; cnt_loss: 10.1191244878267; +2025-07-05 03:59:36,377 - INFO - Evaluation: +Curr mae: 88.3818; Best mae: 63.1205; 63.3152; 65.2697; 65.8178; 66.4637; +Curr rmse: 118.5937; Best rmse: 93.9275; 96.5077; 96.5498; 96.6511; 97.6468; +Curr nae: 0.2368; Best nae: 0.1583; 0.1627; 0.1668; 0.1677; 0.1695; + + + +2025-07-05 03:59:36,377 - INFO - Epoch: 0526 / 1300 lr: 3.847e-05 +2025-07-05 03:59:56,166 - INFO - Training: cls_zice: 24.736510209347074; reg_zipnll: 195.84605267173364; aux_mae_loss_1: 106.78021882709704; aux_mae_loss_2: 14.626733541488647; aux_mae_loss_4: 1.9599623178180896; cnt_loss: 10.53045306080266; +2025-07-05 03:59:56,166 - INFO - Evaluation: +Curr mae: 81.8339; Best mae: 63.1205; 63.3152; 65.2697; 65.8178; 66.4637; +Curr rmse: 118.8189; Best rmse: 93.9275; 96.5077; 96.5498; 96.6511; 97.6468; +Curr nae: 0.2243; Best nae: 0.1583; 0.1627; 0.1668; 0.1677; 0.1695; + + + +2025-07-05 03:59:56,167 - INFO - Epoch: 0527 / 1300 lr: 3.800e-05 +2025-07-05 04:00:15,363 - INFO - Training: cls_zice: 24.786753230973293; reg_zipnll: 209.07227767141242; aux_mae_loss_1: 113.44196781359221; aux_mae_loss_2: 15.212966291528; aux_mae_loss_4: 2.0011114321256938; cnt_loss: 10.867308842508416; +2025-07-05 04:00:15,364 - INFO - Evaluation: +Curr mae: 76.5444; Best mae: 63.1205; 63.3152; 65.2697; 65.8178; 66.4637; +Curr rmse: 106.2441; Best rmse: 93.9275; 96.5077; 96.5498; 96.6511; 97.6468; +Curr nae: 0.2119; Best nae: 0.1583; 0.1627; 0.1668; 0.1677; 0.1695; + + + +2025-07-05 04:00:15,364 - INFO - Epoch: 0528 / 1300 lr: 3.753e-05 +2025-07-05 04:00:34,617 - INFO - Training: cls_zice: 25.066522322202985; reg_zipnll: 201.24519589072779; aux_mae_loss_1: 112.93737752814042; aux_mae_loss_2: 15.29985483069169; aux_mae_loss_4: 2.0155637295622575; cnt_loss: 10.055421433950725; +2025-07-05 04:00:34,618 - INFO - Evaluation: +Curr mae: 71.2248; Best mae: 63.1205; 63.3152; 65.2697; 65.8178; 66.4637; +Curr rmse: 106.4045; Best rmse: 93.9275; 96.5077; 96.5498; 96.6511; 97.6468; +Curr nae: 0.1865; Best nae: 0.1583; 0.1627; 0.1668; 0.1677; 0.1695; + + + +2025-07-05 04:00:34,618 - INFO - Epoch: 0529 / 1300 lr: 3.706e-05 +2025-07-05 04:00:53,806 - INFO - Training: cls_zice: 25.10342959353798; reg_zipnll: 203.48928632234274; aux_mae_loss_1: 111.5023163243344; aux_mae_loss_2: 15.039265607532702; aux_mae_loss_4: 2.0055989528957165; cnt_loss: 10.507783789383737; +2025-07-05 04:00:53,807 - INFO - Evaluation: +Curr mae: 75.3909; Best mae: 63.1205; 63.3152; 65.2697; 65.8178; 66.4637; +Curr rmse: 105.2525; Best rmse: 93.9275; 96.5077; 96.5498; 96.6511; 97.6468; +Curr nae: 0.2060; Best nae: 0.1583; 0.1627; 0.1668; 0.1677; 0.1695; + + + +2025-07-05 04:00:53,807 - INFO - Epoch: 0530 / 1300 lr: 3.660e-05 +2025-07-05 04:01:12,850 - INFO - Training: cls_zice: 20.1453770775544; reg_zipnll: 188.85549605520148; aux_mae_loss_1: 100.93142168145431; aux_mae_loss_2: 13.907669995960436; aux_mae_loss_4: 1.8335841909835213; cnt_loss: 9.928911711040296; +2025-07-05 04:01:12,851 - INFO - Evaluation: +Curr mae: 72.0632; Best mae: 63.1205; 63.3152; 65.2697; 65.8178; 66.4637; +Curr rmse: 105.2009; Best rmse: 93.9275; 96.5077; 96.5498; 96.6511; 97.6468; +Curr nae: 0.1929; Best nae: 0.1583; 0.1627; 0.1668; 0.1677; 0.1695; + + + +2025-07-05 04:01:12,851 - INFO - Epoch: 0531 / 1300 lr: 3.613e-05 +2025-07-05 04:01:32,784 - INFO - Training: cls_zice: 26.747321678619635; reg_zipnll: 193.74604917827406; aux_mae_loss_1: 109.67043786299855; aux_mae_loss_2: 15.067244178370425; aux_mae_loss_4: 2.053807170767533; cnt_loss: 11.960264005159077; +2025-07-05 04:01:32,785 - INFO - Evaluation: +Curr mae: 67.5333; Best mae: 63.1205; 63.3152; 65.2697; 65.8178; 66.4637; +Curr rmse: 97.7688; Best rmse: 93.9275; 96.5077; 96.5498; 96.6511; 97.6468; +Curr nae: 0.1737; Best nae: 0.1583; 0.1627; 0.1668; 0.1677; 0.1695; + + + +2025-07-05 04:01:32,785 - INFO - Epoch: 0532 / 1300 lr: 3.567e-05 +2025-07-05 04:01:51,761 - INFO - Training: cls_zice: 24.15623511138715; reg_zipnll: 202.86193285490336; aux_mae_loss_1: 110.78912072432668; aux_mae_loss_2: 14.910477286890933; aux_mae_loss_4: 1.9529082837857699; cnt_loss: 9.780275664831462; +2025-07-05 04:01:51,762 - INFO - Evaluation: +Curr mae: 73.3917; Best mae: 63.1205; 63.3152; 65.2697; 65.8178; 66.4637; +Curr rmse: 105.0993; Best rmse: 93.9275; 96.5077; 96.5498; 96.6511; 97.6468; +Curr nae: 0.1942; Best nae: 0.1583; 0.1627; 0.1668; 0.1677; 0.1695; + + + +2025-07-05 04:01:51,762 - INFO - Epoch: 0533 / 1300 lr: 3.520e-05 +2025-07-05 04:02:10,997 - INFO - Training: cls_zice: 24.462364221874036; reg_zipnll: 195.6209118491725; aux_mae_loss_1: 109.10999960648387; aux_mae_loss_2: 14.770068168640137; aux_mae_loss_4: 1.9556909454496283; cnt_loss: 9.761417646157113; +2025-07-05 04:02:10,997 - INFO - Evaluation: +Curr mae: 69.1424; Best mae: 63.1205; 63.3152; 65.2697; 65.8178; 66.4637; +Curr rmse: 98.4634; Best rmse: 93.9275; 96.5077; 96.5498; 96.6511; 97.6468; +Curr nae: 0.1861; Best nae: 0.1583; 0.1627; 0.1668; 0.1677; 0.1695; + + + +2025-07-05 04:02:10,997 - INFO - Epoch: 0534 / 1300 lr: 3.474e-05 +2025-07-05 04:02:30,321 - INFO - Training: cls_zice: 25.895935877373343; reg_zipnll: 199.0876310248124; aux_mae_loss_1: 109.07503449289422; aux_mae_loss_2: 14.84659235100997; aux_mae_loss_4: 1.9802674525662471; cnt_loss: 11.356825514843589; +2025-07-05 04:02:31,016 - INFO - Evaluation: +Curr mae: 69.1142; Best mae: 63.1205; 63.3152; 65.2697; 65.8178; 66.4637; +Curr rmse: 101.0878; Best rmse: 93.9275; 96.5077; 96.5498; 96.6511; 97.6468; +Curr nae: 0.1679; Best nae: 0.1583; 0.1627; 0.1668; 0.1677; 0.1679; + + + +2025-07-05 04:02:31,016 - INFO - Epoch: 0535 / 1300 lr: 3.428e-05 +2025-07-05 04:02:50,938 - INFO - Training: cls_zice: 21.5701704150752; reg_zipnll: 193.96673624139083; aux_mae_loss_1: 105.25788678620991; aux_mae_loss_2: 14.491275348161397; aux_mae_loss_4: 1.9126018536718268; cnt_loss: 10.391738741021408; +2025-07-05 04:02:50,939 - INFO - Evaluation: +Curr mae: 76.7865; Best mae: 63.1205; 63.3152; 65.2697; 65.8178; 66.4637; +Curr rmse: 105.6636; Best rmse: 93.9275; 96.5077; 96.5498; 96.6511; 97.6468; +Curr nae: 0.2016; Best nae: 0.1583; 0.1627; 0.1668; 0.1677; 0.1679; + + + +2025-07-05 04:02:50,939 - INFO - Epoch: 0536 / 1300 lr: 3.382e-05 +2025-07-05 04:03:10,433 - INFO - Training: cls_zice: 24.709589368418644; reg_zipnll: 195.49992531224302; aux_mae_loss_1: 106.45197165639777; aux_mae_loss_2: 14.457394901074862; aux_mae_loss_4: 1.8893588906840275; cnt_loss: 10.225210773317437; +2025-07-05 04:03:10,434 - INFO - Evaluation: +Curr mae: 71.4380; Best mae: 63.1205; 63.3152; 65.2697; 65.8178; 66.4637; +Curr rmse: 103.5080; Best rmse: 93.9275; 96.5077; 96.5498; 96.6511; 97.6468; +Curr nae: 0.1827; Best nae: 0.1583; 0.1627; 0.1668; 0.1677; 0.1679; + + + +2025-07-05 04:03:10,434 - INFO - Epoch: 0537 / 1300 lr: 3.337e-05 +2025-07-05 04:03:29,722 - INFO - Training: cls_zice: 27.58643993578459; reg_zipnll: 204.9508598729184; aux_mae_loss_1: 114.0016968375758; aux_mae_loss_2: 15.294896803404155; aux_mae_loss_4: 2.0076302321333634; cnt_loss: 10.406279783499869; +2025-07-05 04:03:29,723 - INFO - Evaluation: +Curr mae: 69.1265; Best mae: 63.1205; 63.3152; 65.2697; 65.8178; 66.4637; +Curr rmse: 101.0378; Best rmse: 93.9275; 96.5077; 96.5498; 96.6511; 97.6468; +Curr nae: 0.1690; Best nae: 0.1583; 0.1627; 0.1668; 0.1677; 0.1679; + + + +2025-07-05 04:03:29,723 - INFO - Epoch: 0538 / 1300 lr: 3.291e-05 +2025-07-05 04:03:48,733 - INFO - Training: cls_zice: 23.788531785732822; reg_zipnll: 199.09779458296927; aux_mae_loss_1: 110.28363318192332; aux_mae_loss_2: 14.813161373138428; aux_mae_loss_4: 1.9929732429353815; cnt_loss: 11.600412632289686; +2025-07-05 04:03:49,476 - INFO - Evaluation: +Curr mae: 67.5839; Best mae: 63.1205; 63.3152; 65.2697; 65.8178; 66.4637; +Curr rmse: 105.2651; Best rmse: 93.9275; 96.5077; 96.5498; 96.6511; 97.6468; +Curr nae: 0.1554; Best nae: 0.1554; 0.1583; 0.1627; 0.1668; 0.1677; + + + +2025-07-05 04:03:49,476 - INFO - Epoch: 0539 / 1300 lr: 3.246e-05 +2025-07-05 04:04:08,201 - INFO - Training: cls_zice: 24.393425357969182; reg_zipnll: 197.46584360223068; aux_mae_loss_1: 106.9523935819927; aux_mae_loss_2: 14.429400669900994; aux_mae_loss_4: 1.8779513396714862; cnt_loss: 9.643283636946427; +2025-07-05 04:04:10,465 - INFO - Evaluation: +Curr mae: 63.1771; Best mae: 63.1205; 63.1771; 63.3152; 65.2697; 65.8178; +Curr rmse: 97.5216; Best rmse: 93.9275; 96.5077; 96.5498; 96.6511; 97.5216; +Curr nae: 0.1565; Best nae: 0.1554; 0.1565; 0.1583; 0.1627; 0.1668; + + + +2025-07-05 04:04:10,465 - INFO - Epoch: 0540 / 1300 lr: 3.201e-05 +2025-07-05 04:04:30,167 - INFO - Training: cls_zice: 23.834862696497066; reg_zipnll: 203.0225137409411; aux_mae_loss_1: 110.33000805503444; aux_mae_loss_2: 14.705038447129098; aux_mae_loss_4: 1.9053172218172174; cnt_loss: 10.083945525319953; +2025-07-05 04:04:30,168 - INFO - Evaluation: +Curr mae: 71.2603; Best mae: 63.1205; 63.1771; 63.3152; 65.2697; 65.8178; +Curr rmse: 103.6161; Best rmse: 93.9275; 96.5077; 96.5498; 96.6511; 97.5216; +Curr nae: 0.1781; Best nae: 0.1554; 0.1565; 0.1583; 0.1627; 0.1668; + + + +2025-07-05 04:04:30,168 - INFO - Epoch: 0541 / 1300 lr: 3.156e-05 +2025-07-05 04:04:49,333 - INFO - Training: cls_zice: 26.05477675324992; reg_zipnll: 202.0488506116365; aux_mae_loss_1: 110.44039886876156; aux_mae_loss_2: 14.984653221933465; aux_mae_loss_4: 1.9744503749044318; cnt_loss: 10.87141055809824; +2025-07-05 04:04:49,334 - INFO - Evaluation: +Curr mae: 75.2406; Best mae: 63.1205; 63.1771; 63.3152; 65.2697; 65.8178; +Curr rmse: 105.4631; Best rmse: 93.9275; 96.5077; 96.5498; 96.6511; 97.5216; +Curr nae: 0.1970; Best nae: 0.1554; 0.1565; 0.1583; 0.1627; 0.1668; + + + +2025-07-05 04:04:49,334 - INFO - Epoch: 0542 / 1300 lr: 3.111e-05 +2025-07-05 04:05:08,188 - INFO - Training: cls_zice: 24.212569801430952; reg_zipnll: 196.43073995489823; aux_mae_loss_1: 105.52106746874358; aux_mae_loss_2: 14.213807181308145; aux_mae_loss_4: 1.8542378733032627; cnt_loss: 9.835697017217937; +2025-07-05 04:05:09,483 - INFO - Evaluation: +Curr mae: 65.6174; Best mae: 63.1205; 63.1771; 63.3152; 65.2697; 65.6174; +Curr rmse: 98.6056; Best rmse: 93.9275; 96.5077; 96.5498; 96.6511; 97.5216; +Curr nae: 0.1597; Best nae: 0.1554; 0.1565; 0.1583; 0.1597; 0.1627; + + + +2025-07-05 04:05:09,484 - INFO - Epoch: 0543 / 1300 lr: 3.066e-05 +2025-07-05 04:05:29,103 - INFO - Training: cls_zice: 22.1231053534307; reg_zipnll: 198.61685803062036; aux_mae_loss_1: 105.03531887656764; aux_mae_loss_2: 14.065349127116956; aux_mae_loss_4: 1.8101031309679936; cnt_loss: 8.815969140906082; +2025-07-05 04:05:29,105 - INFO - Evaluation: +Curr mae: 71.5966; Best mae: 63.1205; 63.1771; 63.3152; 65.2697; 65.6174; +Curr rmse: 104.8970; Best rmse: 93.9275; 96.5077; 96.5498; 96.6511; 97.5216; +Curr nae: 0.1727; Best nae: 0.1554; 0.1565; 0.1583; 0.1597; 0.1627; + + + +2025-07-05 04:05:29,105 - INFO - Epoch: 0544 / 1300 lr: 3.022e-05 +2025-07-05 04:05:48,624 - INFO - Training: cls_zice: 24.62317909692463; reg_zipnll: 203.8891746119449; aux_mae_loss_1: 108.97076235319439; aux_mae_loss_2: 14.596029457293058; aux_mae_loss_4: 1.90329867287686; cnt_loss: 9.502089927071019; +2025-07-05 04:05:50,224 - INFO - Evaluation: +Curr mae: 64.0373; Best mae: 63.1205; 63.1771; 63.3152; 64.0373; 65.2697; +Curr rmse: 94.8996; Best rmse: 93.9275; 94.8996; 96.5077; 96.5498; 96.6511; +Curr nae: 0.1709; Best nae: 0.1554; 0.1565; 0.1583; 0.1597; 0.1627; + + + +2025-07-05 04:05:50,224 - INFO - Epoch: 0545 / 1300 lr: 2.978e-05 +2025-07-05 04:06:09,270 - INFO - Training: cls_zice: 24.54143983439395; reg_zipnll: 199.76081105282432; aux_mae_loss_1: 108.91487442819695; aux_mae_loss_2: 14.664867250542892; aux_mae_loss_4: 1.9239780275445235; cnt_loss: 10.012531355807656; +2025-07-05 04:06:09,271 - INFO - Evaluation: +Curr mae: 72.3096; Best mae: 63.1205; 63.1771; 63.3152; 64.0373; 65.2697; +Curr rmse: 100.5866; Best rmse: 93.9275; 94.8996; 96.5077; 96.5498; 96.6511; +Curr nae: 0.1809; Best nae: 0.1554; 0.1565; 0.1583; 0.1597; 0.1627; + + + +2025-07-05 04:06:09,271 - INFO - Epoch: 0546 / 1300 lr: 2.934e-05 +2025-07-05 04:06:28,429 - INFO - Training: cls_zice: 22.56665683420081; reg_zipnll: 196.79819046823602; aux_mae_loss_1: 106.74028798153526; aux_mae_loss_2: 14.295087739040977; aux_mae_loss_4: 1.8607848129774396; cnt_loss: 9.345275082086262; +2025-07-05 04:06:28,430 - INFO - Evaluation: +Curr mae: 68.6396; Best mae: 63.1205; 63.1771; 63.3152; 64.0373; 65.2697; +Curr rmse: 98.7763; Best rmse: 93.9275; 94.8996; 96.5077; 96.5498; 96.6511; +Curr nae: 0.1721; Best nae: 0.1554; 0.1565; 0.1583; 0.1597; 0.1627; + + + +2025-07-05 04:06:28,430 - INFO - Epoch: 0547 / 1300 lr: 2.890e-05 +2025-07-05 04:06:48,440 - INFO - Training: cls_zice: 24.811372568732814; reg_zipnll: 192.56597538998253; aux_mae_loss_1: 103.58637568825169; aux_mae_loss_2: 14.054490239996658; aux_mae_loss_4: 1.8674473511545282; cnt_loss: 10.98016841788041; +2025-07-05 04:06:48,441 - INFO - Evaluation: +Curr mae: 66.8053; Best mae: 63.1205; 63.1771; 63.3152; 64.0373; 65.2697; +Curr rmse: 97.0953; Best rmse: 93.9275; 94.8996; 96.5077; 96.5498; 96.6511; +Curr nae: 0.1741; Best nae: 0.1554; 0.1565; 0.1583; 0.1597; 0.1627; + + + +2025-07-05 04:06:48,441 - INFO - Epoch: 0548 / 1300 lr: 2.846e-05 +2025-07-05 04:07:07,650 - INFO - Training: cls_zice: 21.92488576236524; reg_zipnll: 197.1566674081903; aux_mae_loss_1: 106.62846585323936; aux_mae_loss_2: 14.631010356702303; aux_mae_loss_4: 1.9022688332356905; cnt_loss: 10.075290491706447; +2025-07-05 04:07:07,651 - INFO - Evaluation: +Curr mae: 72.6811; Best mae: 63.1205; 63.1771; 63.3152; 64.0373; 65.2697; +Curr rmse: 106.8561; Best rmse: 93.9275; 94.8996; 96.5077; 96.5498; 96.6511; +Curr nae: 0.1982; Best nae: 0.1554; 0.1565; 0.1583; 0.1597; 0.1627; + + + +2025-07-05 04:07:07,651 - INFO - Epoch: 0549 / 1300 lr: 2.803e-05 +2025-07-05 04:07:26,805 - INFO - Training: cls_zice: 25.012584069057514; reg_zipnll: 197.00183667634664; aux_mae_loss_1: 109.7334445150275; aux_mae_loss_2: 14.709055574316727; aux_mae_loss_4: 1.960333068119852; cnt_loss: 10.828717921909533; +2025-07-05 04:07:26,806 - INFO - Evaluation: +Curr mae: 72.1025; Best mae: 63.1205; 63.1771; 63.3152; 64.0373; 65.2697; +Curr rmse: 105.1176; Best rmse: 93.9275; 94.8996; 96.5077; 96.5498; 96.6511; +Curr nae: 0.1873; Best nae: 0.1554; 0.1565; 0.1583; 0.1597; 0.1627; + + + +2025-07-05 04:07:26,806 - INFO - Epoch: 0550 / 1300 lr: 2.760e-05 +2025-07-05 04:07:45,809 - INFO - Training: cls_zice: 24.769290196268184; reg_zipnll: 197.50658697831003; aux_mae_loss_1: 108.35520131964432; aux_mae_loss_2: 14.62320613861084; aux_mae_loss_4: 1.9212697681627775; cnt_loss: 9.161751013053092; +2025-07-05 04:07:45,810 - INFO - Evaluation: +Curr mae: 76.3877; Best mae: 63.1205; 63.1771; 63.3152; 64.0373; 65.2697; +Curr rmse: 104.9948; Best rmse: 93.9275; 94.8996; 96.5077; 96.5498; 96.6511; +Curr nae: 0.1978; Best nae: 0.1554; 0.1565; 0.1583; 0.1597; 0.1627; + + + +2025-07-05 04:07:48,354 - INFO - Epoch: 0551 / 1300 lr: 2.717e-05 +2025-07-05 04:08:08,172 - INFO - Training: cls_zice: 23.223146211159857; reg_zipnll: 194.39258575439453; aux_mae_loss_1: 105.2436160037392; aux_mae_loss_2: 14.115232605683175; aux_mae_loss_4: 1.853662564566261; cnt_loss: 9.80505693586249; +2025-07-05 04:08:08,173 - INFO - Evaluation: +Curr mae: 68.3896; Best mae: 63.1205; 63.1771; 63.3152; 64.0373; 65.2697; +Curr rmse: 100.9143; Best rmse: 93.9275; 94.8996; 96.5077; 96.5498; 96.6511; +Curr nae: 0.1767; Best nae: 0.1554; 0.1565; 0.1583; 0.1597; 0.1627; + + + +2025-07-05 04:08:08,173 - INFO - Epoch: 0552 / 1300 lr: 2.674e-05 +2025-07-05 04:08:27,470 - INFO - Training: cls_zice: 24.89720796283923; reg_zipnll: 203.66344291285463; aux_mae_loss_1: 110.01240921020508; aux_mae_loss_2: 14.762750374643426; aux_mae_loss_4: 1.9439956985021893; cnt_loss: 10.502322636152568; +2025-07-05 04:08:27,472 - INFO - Evaluation: +Curr mae: 75.0534; Best mae: 63.1205; 63.1771; 63.3152; 64.0373; 65.2697; +Curr rmse: 108.9047; Best rmse: 93.9275; 94.8996; 96.5077; 96.5498; 96.6511; +Curr nae: 0.1871; Best nae: 0.1554; 0.1565; 0.1583; 0.1597; 0.1627; + + + +2025-07-05 04:08:27,472 - INFO - Epoch: 0553 / 1300 lr: 2.631e-05 +2025-07-05 04:08:46,835 - INFO - Training: cls_zice: 24.719205724565608; reg_zipnll: 200.2573436937834; aux_mae_loss_1: 108.5153579711914; aux_mae_loss_2: 14.497282467390361; aux_mae_loss_4: 1.908136132516359; cnt_loss: 9.67728816835504; +2025-07-05 04:08:46,836 - INFO - Evaluation: +Curr mae: 74.8071; Best mae: 63.1205; 63.1771; 63.3152; 64.0373; 65.2697; +Curr rmse: 108.6123; Best rmse: 93.9275; 94.8996; 96.5077; 96.5498; 96.6511; +Curr nae: 0.1955; Best nae: 0.1554; 0.1565; 0.1583; 0.1597; 0.1627; + + + +2025-07-05 04:08:46,837 - INFO - Epoch: 0554 / 1300 lr: 2.589e-05 +2025-07-05 04:09:06,159 - INFO - Training: cls_zice: 23.95634350651189; reg_zipnll: 196.6317267166941; aux_mae_loss_1: 107.9866933320698; aux_mae_loss_2: 14.752114998666864; aux_mae_loss_4: 1.9412043345601935; cnt_loss: 10.381056622454995; +2025-07-05 04:09:06,160 - INFO - Evaluation: +Curr mae: 71.0096; Best mae: 63.1205; 63.1771; 63.3152; 64.0373; 65.2697; +Curr rmse: 107.3615; Best rmse: 93.9275; 94.8996; 96.5077; 96.5498; 96.6511; +Curr nae: 0.1956; Best nae: 0.1554; 0.1565; 0.1583; 0.1597; 0.1627; + + + +2025-07-05 04:09:06,161 - INFO - Epoch: 0555 / 1300 lr: 2.547e-05 +2025-07-05 04:09:25,634 - INFO - Training: cls_zice: 24.827620493738277; reg_zipnll: 200.14954034905685; aux_mae_loss_1: 108.301151175248; aux_mae_loss_2: 14.591017622696725; aux_mae_loss_4: 1.9030921772906655; cnt_loss: 8.851092890689248; +2025-07-05 04:09:25,637 - INFO - Evaluation: +Curr mae: 67.6411; Best mae: 63.1205; 63.1771; 63.3152; 64.0373; 65.2697; +Curr rmse: 99.8441; Best rmse: 93.9275; 94.8996; 96.5077; 96.5498; 96.6511; +Curr nae: 0.1781; Best nae: 0.1554; 0.1565; 0.1583; 0.1597; 0.1627; + + + +2025-07-05 04:09:25,637 - INFO - Epoch: 0556 / 1300 lr: 2.505e-05 +2025-07-05 04:09:45,053 - INFO - Training: cls_zice: 22.26090441722619; reg_zipnll: 193.95363777562193; aux_mae_loss_1: 105.09515651903655; aux_mae_loss_2: 14.039829981954474; aux_mae_loss_4: 1.822099927224611; cnt_loss: 10.016149539696542; +2025-07-05 04:09:45,054 - INFO - Evaluation: +Curr mae: 71.7066; Best mae: 63.1205; 63.1771; 63.3152; 64.0373; 65.2697; +Curr rmse: 107.0254; Best rmse: 93.9275; 94.8996; 96.5077; 96.5498; 96.6511; +Curr nae: 0.1811; Best nae: 0.1554; 0.1565; 0.1583; 0.1597; 0.1627; + + + +2025-07-05 04:09:45,054 - INFO - Epoch: 0557 / 1300 lr: 2.464e-05 +2025-07-05 04:10:04,014 - INFO - Training: cls_zice: 24.567393105281027; reg_zipnll: 192.72206356650904; aux_mae_loss_1: 104.95584367450915; aux_mae_loss_2: 14.244846695347837; aux_mae_loss_4: 1.8708782227415788; cnt_loss: 8.582007652834841; +2025-07-05 04:10:04,015 - INFO - Evaluation: +Curr mae: 70.3025; Best mae: 63.1205; 63.1771; 63.3152; 64.0373; 65.2697; +Curr rmse: 104.7712; Best rmse: 93.9275; 94.8996; 96.5077; 96.5498; 96.6511; +Curr nae: 0.1932; Best nae: 0.1554; 0.1565; 0.1583; 0.1597; 0.1627; + + + +2025-07-05 04:10:04,015 - INFO - Epoch: 0558 / 1300 lr: 2.422e-05 +2025-07-05 04:10:23,307 - INFO - Training: cls_zice: 22.04136963894493; reg_zipnll: 192.69977047568872; aux_mae_loss_1: 103.25808755975021; aux_mae_loss_2: 13.881858850780286; aux_mae_loss_4: 1.8271785911760832; cnt_loss: 8.73999319578472; +2025-07-05 04:10:24,648 - INFO - Evaluation: +Curr mae: 64.7539; Best mae: 63.1205; 63.1771; 63.3152; 64.0373; 64.7539; +Curr rmse: 100.7543; Best rmse: 93.9275; 94.8996; 96.5077; 96.5498; 96.6511; +Curr nae: 0.1615; Best nae: 0.1554; 0.1565; 0.1583; 0.1597; 0.1615; + + + +2025-07-05 04:10:24,649 - INFO - Epoch: 0559 / 1300 lr: 2.381e-05 +2025-07-05 04:10:43,717 - INFO - Training: cls_zice: 23.831844306305836; reg_zipnll: 200.60740581311677; aux_mae_loss_1: 106.96400060151753; aux_mae_loss_2: 14.433730665006136; aux_mae_loss_4: 1.8865666514948796; cnt_loss: 8.97927377098485; +2025-07-05 04:10:43,717 - INFO - Evaluation: +Curr mae: 67.1658; Best mae: 63.1205; 63.1771; 63.3152; 64.0373; 64.7539; +Curr rmse: 98.8365; Best rmse: 93.9275; 94.8996; 96.5077; 96.5498; 96.6511; +Curr nae: 0.1791; Best nae: 0.1554; 0.1565; 0.1583; 0.1597; 0.1615; + + + +2025-07-05 04:10:43,718 - INFO - Epoch: 0560 / 1300 lr: 2.340e-05 +2025-07-05 04:11:03,641 - INFO - Training: cls_zice: 23.343188227791536; reg_zipnll: 198.60664427907844; aux_mae_loss_1: 107.48310681393272; aux_mae_loss_2: 14.507321407920436; aux_mae_loss_4: 1.894247569535908; cnt_loss: 9.860763487062956; +2025-07-05 04:11:03,643 - INFO - Evaluation: +Curr mae: 67.9314; Best mae: 63.1205; 63.1771; 63.3152; 64.0373; 64.7539; +Curr rmse: 101.0105; Best rmse: 93.9275; 94.8996; 96.5077; 96.5498; 96.6511; +Curr nae: 0.1755; Best nae: 0.1554; 0.1565; 0.1583; 0.1597; 0.1615; + + + +2025-07-05 04:11:03,643 - INFO - Epoch: 0561 / 1300 lr: 2.300e-05 +2025-07-05 04:11:22,754 - INFO - Training: cls_zice: 21.914237066319114; reg_zipnll: 196.91447047183388; aux_mae_loss_1: 107.08315076326069; aux_mae_loss_2: 14.497713565826416; aux_mae_loss_4: 1.9138074925071316; cnt_loss: 9.350204555611862; +2025-07-05 04:11:22,755 - INFO - Evaluation: +Curr mae: 70.0468; Best mae: 63.1205; 63.1771; 63.3152; 64.0373; 64.7539; +Curr rmse: 101.0627; Best rmse: 93.9275; 94.8996; 96.5077; 96.5498; 96.6511; +Curr nae: 0.1721; Best nae: 0.1554; 0.1565; 0.1583; 0.1597; 0.1615; + + + +2025-07-05 04:11:22,755 - INFO - Epoch: 0562 / 1300 lr: 2.260e-05 +2025-07-05 04:11:41,851 - INFO - Training: cls_zice: 23.17493087994425; reg_zipnll: 197.16165823685495; aux_mae_loss_1: 108.15440870586194; aux_mae_loss_2: 14.563642426540977; aux_mae_loss_4: 1.899537067664297; cnt_loss: 8.960490665937725; +2025-07-05 04:11:41,852 - INFO - Evaluation: +Curr mae: 65.7648; Best mae: 63.1205; 63.1771; 63.3152; 64.0373; 64.7539; +Curr rmse: 98.0023; Best rmse: 93.9275; 94.8996; 96.5077; 96.5498; 96.6511; +Curr nae: 0.1726; Best nae: 0.1554; 0.1565; 0.1583; 0.1597; 0.1615; + + + +2025-07-05 04:11:41,852 - INFO - Epoch: 0563 / 1300 lr: 2.220e-05 +2025-07-05 04:12:01,405 - INFO - Training: cls_zice: 23.616396226381; reg_zipnll: 200.01005172729492; aux_mae_loss_1: 109.1842145417866; aux_mae_loss_2: 14.70702126151637; aux_mae_loss_4: 1.9323707850355851; cnt_loss: 9.938254293642546; +2025-07-05 04:12:01,406 - INFO - Evaluation: +Curr mae: 69.7342; Best mae: 63.1205; 63.1771; 63.3152; 64.0373; 64.7539; +Curr rmse: 100.5064; Best rmse: 93.9275; 94.8996; 96.5077; 96.5498; 96.6511; +Curr nae: 0.1823; Best nae: 0.1554; 0.1565; 0.1583; 0.1597; 0.1615; + + + +2025-07-05 04:12:01,406 - INFO - Epoch: 0564 / 1300 lr: 2.180e-05 +2025-07-05 04:12:21,451 - INFO - Training: cls_zice: 22.7016332996519; reg_zipnll: 192.12876631084242; aux_mae_loss_1: 105.31677557292737; aux_mae_loss_2: 14.133629573018927; aux_mae_loss_4: 1.8360289962668168; cnt_loss: 8.965057184821681; +2025-07-05 04:12:23,549 - INFO - Evaluation: +Curr mae: 63.8389; Best mae: 63.1205; 63.1771; 63.3152; 63.8389; 64.0373; +Curr rmse: 95.3155; Best rmse: 93.9275; 94.8996; 95.3155; 96.5077; 96.5498; +Curr nae: 0.1576; Best nae: 0.1554; 0.1565; 0.1576; 0.1583; 0.1597; + + + +2025-07-05 04:12:23,549 - INFO - Epoch: 0565 / 1300 lr: 2.140e-05 +2025-07-05 04:12:42,441 - INFO - Training: cls_zice: 23.899705773905705; reg_zipnll: 193.36820702803763; aux_mae_loss_1: 106.11260102924548; aux_mae_loss_2: 14.368194856141743; aux_mae_loss_4: 1.9125898605898808; cnt_loss: 10.205505985962716; +2025-07-05 04:12:44,456 - INFO - Evaluation: +Curr mae: 61.9048; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 92.8550; Best rmse: 92.8550; 93.9275; 94.8996; 95.3155; 96.5077; +Curr nae: 0.1561; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:12:44,456 - INFO - Epoch: 0566 / 1300 lr: 2.101e-05 +2025-07-05 04:13:03,857 - INFO - Training: cls_zice: 24.476165949514037; reg_zipnll: 195.82424906680458; aux_mae_loss_1: 108.97888996726589; aux_mae_loss_2: 14.712392430556449; aux_mae_loss_4: 1.9470174689041941; cnt_loss: 9.98605965940576; +2025-07-05 04:13:04,556 - INFO - Evaluation: +Curr mae: 66.4395; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 95.3772; Best rmse: 92.8550; 93.9275; 94.8996; 95.3155; 95.3772; +Curr nae: 0.1658; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:13:04,557 - INFO - Epoch: 0567 / 1300 lr: 2.062e-05 +2025-07-05 04:13:24,295 - INFO - Training: cls_zice: 27.555865777166265; reg_zipnll: 206.09216328671104; aux_mae_loss_1: 113.38519728811164; aux_mae_loss_2: 15.052208925548353; aux_mae_loss_4: 1.970615637929816; cnt_loss: 9.920577061803717; +2025-07-05 04:13:25,023 - INFO - Evaluation: +Curr mae: 63.9486; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 93.5221; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1636; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:13:25,023 - INFO - Epoch: 0568 / 1300 lr: 2.024e-05 +2025-07-05 04:13:44,220 - INFO - Training: cls_zice: 23.684616860590484; reg_zipnll: 200.89548773514596; aux_mae_loss_1: 106.90833001387746; aux_mae_loss_2: 14.15087396220157; aux_mae_loss_4: 1.8270458390838222; cnt_loss: 8.252611367326034; +2025-07-05 04:13:44,220 - INFO - Evaluation: +Curr mae: 67.7882; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 98.8392; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1736; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:13:44,220 - INFO - Epoch: 0569 / 1300 lr: 1.985e-05 +2025-07-05 04:14:03,379 - INFO - Training: cls_zice: 23.80088896500437; reg_zipnll: 195.03812368292557; aux_mae_loss_1: 105.85961663095574; aux_mae_loss_2: 14.2245875157808; aux_mae_loss_4: 1.865916509377329; cnt_loss: 9.864975515164828; +2025-07-05 04:14:03,380 - INFO - Evaluation: +Curr mae: 70.4591; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 102.9552; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1800; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:14:03,380 - INFO - Epoch: 0570 / 1300 lr: 1.947e-05 +2025-07-05 04:14:22,730 - INFO - Training: cls_zice: 26.703506228170898; reg_zipnll: 204.3637974387721; aux_mae_loss_1: 111.18898451955695; aux_mae_loss_2: 14.745668285771421; aux_mae_loss_4: 1.9127799962696277; cnt_loss: 9.641186111851743; +2025-07-05 04:14:22,731 - INFO - Evaluation: +Curr mae: 68.2703; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 99.7371; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1714; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:14:22,731 - INFO - Epoch: 0571 / 1300 lr: 1.910e-05 +2025-07-05 04:14:42,513 - INFO - Training: cls_zice: 25.63286670885588; reg_zipnll: 194.31246185302734; aux_mae_loss_1: 105.36326217651367; aux_mae_loss_2: 14.268363626379715; aux_mae_loss_4: 1.8803776220271462; cnt_loss: 9.454982983438592; +2025-07-05 04:14:42,514 - INFO - Evaluation: +Curr mae: 66.5448; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 96.8157; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1677; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:14:42,514 - INFO - Epoch: 0572 / 1300 lr: 1.872e-05 +2025-07-05 04:15:01,940 - INFO - Training: cls_zice: 26.812491297721863; reg_zipnll: 210.18174663342927; aux_mae_loss_1: 116.6083728388736; aux_mae_loss_2: 15.438433195415296; aux_mae_loss_4: 2.023815409133309; cnt_loss: 10.431123181393271; +2025-07-05 04:15:01,940 - INFO - Evaluation: +Curr mae: 84.5728; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 117.4566; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2198; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:15:01,940 - INFO - Epoch: 0573 / 1300 lr: 1.835e-05 +2025-07-05 04:15:21,161 - INFO - Training: cls_zice: 23.009331574565486; reg_zipnll: 203.08881378173828; aux_mae_loss_1: 110.29870485004626; aux_mae_loss_2: 14.428854892128392; aux_mae_loss_4: 1.862678847814861; cnt_loss: 8.823884135798403; +2025-07-05 04:15:21,162 - INFO - Evaluation: +Curr mae: 72.1019; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 101.0133; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1847; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:15:21,162 - INFO - Epoch: 0574 / 1300 lr: 1.798e-05 +2025-07-05 04:15:40,216 - INFO - Training: cls_zice: 27.112401811700117; reg_zipnll: 207.13148297761617; aux_mae_loss_1: 113.3328770085385; aux_mae_loss_2: 15.116062038823179; aux_mae_loss_4: 1.9825400114059448; cnt_loss: 9.03297556074042; +2025-07-05 04:15:40,216 - INFO - Evaluation: +Curr mae: 72.6492; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 104.0268; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1779; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:15:40,216 - INFO - Epoch: 0575 / 1300 lr: 1.762e-05 +2025-07-05 04:15:59,375 - INFO - Training: cls_zice: 23.58154707205923; reg_zipnll: 200.32381479363693; aux_mae_loss_1: 109.78677147313168; aux_mae_loss_2: 14.65204233872263; aux_mae_loss_4: 1.9441736999310946; cnt_loss: 10.380760393644634; +2025-07-05 04:15:59,376 - INFO - Evaluation: +Curr mae: 72.0241; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 101.4995; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1855; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:15:59,376 - INFO - Epoch: 0576 / 1300 lr: 1.726e-05 +2025-07-05 04:16:19,382 - INFO - Training: cls_zice: 21.516306977523; reg_zipnll: 199.39508980198912; aux_mae_loss_1: 105.5409177478991; aux_mae_loss_2: 14.203562912188078; aux_mae_loss_4: 1.8283983186671608; cnt_loss: 8.740903779080039; +2025-07-05 04:16:19,383 - INFO - Evaluation: +Curr mae: 74.3429; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 109.9539; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1785; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:16:19,383 - INFO - Epoch: 0577 / 1300 lr: 1.690e-05 +2025-07-05 04:16:38,420 - INFO - Training: cls_zice: 21.009389805166347; reg_zipnll: 196.55798379998458; aux_mae_loss_1: 104.98837671781841; aux_mae_loss_2: 13.781094475796348; aux_mae_loss_4: 1.7584516343317533; cnt_loss: 8.59483904587595; +2025-07-05 04:16:38,421 - INFO - Evaluation: +Curr mae: 74.8891; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 108.9302; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1853; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:16:38,421 - INFO - Epoch: 0578 / 1300 lr: 1.654e-05 +2025-07-05 04:16:57,657 - INFO - Training: cls_zice: 25.263190445147064; reg_zipnll: 193.96681454307154; aux_mae_loss_1: 107.31843225579513; aux_mae_loss_2: 14.504723373212313; aux_mae_loss_4: 1.8861221796587895; cnt_loss: 9.325863160585103; +2025-07-05 04:16:57,660 - INFO - Evaluation: +Curr mae: 76.3775; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 111.7748; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1962; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:16:57,660 - INFO - Epoch: 0579 / 1300 lr: 1.619e-05 +2025-07-05 04:17:16,594 - INFO - Training: cls_zice: 24.105296969413757; reg_zipnll: 201.21792482074937; aux_mae_loss_1: 109.37052837171052; aux_mae_loss_2: 14.578173336229826; aux_mae_loss_4: 1.8830741894872565; cnt_loss: 8.756087717257047; +2025-07-05 04:17:16,595 - INFO - Evaluation: +Curr mae: 76.6497; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 114.4961; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1973; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:17:16,596 - INFO - Epoch: 0580 / 1300 lr: 1.584e-05 +2025-07-05 04:17:35,564 - INFO - Training: cls_zice: 23.31906064560539; reg_zipnll: 203.15396780716745; aux_mae_loss_1: 109.50238067225406; aux_mae_loss_2: 14.480317667910928; aux_mae_loss_4: 1.8646962391702753; cnt_loss: 9.346160612608257; +2025-07-05 04:17:35,565 - INFO - Evaluation: +Curr mae: 83.7171; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 119.2085; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2205; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:17:35,565 - INFO - Epoch: 0581 / 1300 lr: 1.550e-05 +2025-07-05 04:17:55,422 - INFO - Training: cls_zice: 23.4314689773478; reg_zipnll: 194.3939020257247; aux_mae_loss_1: 103.75468324360095; aux_mae_loss_2: 14.014733076095581; aux_mae_loss_4: 1.8335278034210205; cnt_loss: 9.445253058483726; +2025-07-05 04:17:55,422 - INFO - Evaluation: +Curr mae: 78.7761; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 107.4381; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2180; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:17:55,422 - INFO - Epoch: 0582 / 1300 lr: 1.516e-05 +2025-07-05 04:18:14,583 - INFO - Training: cls_zice: 25.95867792791442; reg_zipnll: 197.53198402806333; aux_mae_loss_1: 108.61225268715306; aux_mae_loss_2: 14.438166066219932; aux_mae_loss_4: 1.88875255302379; cnt_loss: 9.137343582354093; +2025-07-05 04:18:14,586 - INFO - Evaluation: +Curr mae: 75.6788; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 108.1469; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1921; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:18:14,586 - INFO - Epoch: 0583 / 1300 lr: 1.482e-05 +2025-07-05 04:18:34,136 - INFO - Training: cls_zice: 22.684941243968513; reg_zipnll: 192.44890433863588; aux_mae_loss_1: 104.09477153577302; aux_mae_loss_2: 13.970903220929598; aux_mae_loss_4: 1.8095236138293618; cnt_loss: 8.285467687406038; +2025-07-05 04:18:34,137 - INFO - Evaluation: +Curr mae: 75.5558; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 107.7724; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1887; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:18:34,137 - INFO - Epoch: 0584 / 1300 lr: 1.448e-05 +2025-07-05 04:18:53,468 - INFO - Training: cls_zice: 22.95197244459077; reg_zipnll: 195.03441399022154; aux_mae_loss_1: 107.7060325020238; aux_mae_loss_2: 14.722664130361457; aux_mae_loss_4: 1.932598540657445; cnt_loss: 9.051960004003424; +2025-07-05 04:18:53,468 - INFO - Evaluation: +Curr mae: 75.0808; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 104.8250; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1968; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:18:53,468 - INFO - Epoch: 0585 / 1300 lr: 1.415e-05 +2025-07-05 04:19:13,462 - INFO - Training: cls_zice: 24.165776484890987; reg_zipnll: 199.0480816489772; aux_mae_loss_1: 109.3184525339227; aux_mae_loss_2: 14.632630787397686; aux_mae_loss_4: 1.9006039186527854; cnt_loss: 9.755246708267613; +2025-07-05 04:19:13,463 - INFO - Evaluation: +Curr mae: 79.2814; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 128.1506; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2148; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:19:13,463 - INFO - Epoch: 0586 / 1300 lr: 1.382e-05 +2025-07-05 04:19:32,594 - INFO - Training: cls_zice: 26.367428594513942; reg_zipnll: 199.8156045612536; aux_mae_loss_1: 110.45071391055458; aux_mae_loss_2: 14.831270418669048; aux_mae_loss_4: 1.9239090116400468; cnt_loss: 10.1856834010074; +2025-07-05 04:19:32,594 - INFO - Evaluation: +Curr mae: 78.3958; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 110.8013; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2072; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:19:32,595 - INFO - Epoch: 0587 / 1300 lr: 1.350e-05 +2025-07-05 04:19:51,467 - INFO - Training: cls_zice: 20.72231421972576; reg_zipnll: 195.44915912025854; aux_mae_loss_1: 103.43256066974841; aux_mae_loss_2: 13.724965911162528; aux_mae_loss_4: 1.7621671275088662; cnt_loss: 8.444730401039124; +2025-07-05 04:19:51,468 - INFO - Evaluation: +Curr mae: 78.5832; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 114.7401; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2048; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:19:51,468 - INFO - Epoch: 0588 / 1300 lr: 1.318e-05 +2025-07-05 04:20:10,351 - INFO - Training: cls_zice: 23.39502312007703; reg_zipnll: 198.27422714233398; aux_mae_loss_1: 108.31748400236431; aux_mae_loss_2: 14.511085384770444; aux_mae_loss_4: 1.88308984041214; cnt_loss: 8.296964130903545; +2025-07-05 04:20:10,355 - INFO - Evaluation: +Curr mae: 75.6017; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 107.9634; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2019; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:20:10,355 - INFO - Epoch: 0589 / 1300 lr: 1.286e-05 +2025-07-05 04:20:29,610 - INFO - Training: cls_zice: 22.361173962291918; reg_zipnll: 197.40538386294716; aux_mae_loss_1: 107.16026265997635; aux_mae_loss_2: 14.399176798368755; aux_mae_loss_4: 1.8429883749861466; cnt_loss: 8.610640651301333; +2025-07-05 04:20:29,611 - INFO - Evaluation: +Curr mae: 76.8444; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 107.6543; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2057; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:20:29,612 - INFO - Epoch: 0590 / 1300 lr: 1.255e-05 +2025-07-05 04:20:49,422 - INFO - Training: cls_zice: 24.50847988379629; reg_zipnll: 199.80098322818154; aux_mae_loss_1: 107.83206267105906; aux_mae_loss_2: 14.355919059954191; aux_mae_loss_4: 1.8741688885186847; cnt_loss: 8.744190573692322; +2025-07-05 04:20:49,422 - INFO - Evaluation: +Curr mae: 74.3748; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 102.4967; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2040; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:20:49,422 - INFO - Epoch: 0591 / 1300 lr: 1.224e-05 +2025-07-05 04:21:08,417 - INFO - Training: cls_zice: 25.838280922488163; reg_zipnll: 200.7090566534745; aux_mae_loss_1: 110.16487643593236; aux_mae_loss_2: 14.66107386036923; aux_mae_loss_4: 1.9254673374326605; cnt_loss: 9.38112645400198; +2025-07-05 04:21:08,417 - INFO - Evaluation: +Curr mae: 72.4982; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 102.7535; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1881; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:21:08,417 - INFO - Epoch: 0592 / 1300 lr: 1.193e-05 +2025-07-05 04:21:27,534 - INFO - Training: cls_zice: 21.478528361571463; reg_zipnll: 194.2106620387027; aux_mae_loss_1: 103.42317791988975; aux_mae_loss_2: 13.840754408585397; aux_mae_loss_4: 1.7918645143508911; cnt_loss: 8.637795096949526; +2025-07-05 04:21:27,535 - INFO - Evaluation: +Curr mae: 70.6610; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 103.6646; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1857; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:21:27,535 - INFO - Epoch: 0593 / 1300 lr: 1.163e-05 +2025-07-05 04:21:46,761 - INFO - Training: cls_zice: 24.160074991615193; reg_zipnll: 196.1388517680921; aux_mae_loss_1: 107.44285242181076; aux_mae_loss_2: 14.410763364089163; aux_mae_loss_4: 1.889787190838864; cnt_loss: 8.881985262820596; +2025-07-05 04:21:46,762 - INFO - Evaluation: +Curr mae: 77.9257; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 106.8079; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2038; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:21:46,762 - INFO - Epoch: 0594 / 1300 lr: 1.133e-05 +2025-07-05 04:22:05,935 - INFO - Training: cls_zice: 23.101268862423144; reg_zipnll: 205.76349419041685; aux_mae_loss_1: 109.9603106850072; aux_mae_loss_2: 14.472665811839857; aux_mae_loss_4: 1.8498864550339549; cnt_loss: 9.06979973692643; +2025-07-05 04:22:05,936 - INFO - Evaluation: +Curr mae: 77.1371; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 105.4486; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2053; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:22:05,936 - INFO - Epoch: 0595 / 1300 lr: 1.103e-05 +2025-07-05 04:22:25,875 - INFO - Training: cls_zice: 22.037770396784733; reg_zipnll: 196.73106986597963; aux_mae_loss_1: 105.01504988419383; aux_mae_loss_2: 14.121972987526341; aux_mae_loss_4: 1.8035268720827604; cnt_loss: 8.348493155680204; +2025-07-05 04:22:25,876 - INFO - Evaluation: +Curr mae: 75.1784; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 104.0120; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1917; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:22:25,876 - INFO - Epoch: 0596 / 1300 lr: 1.074e-05 +2025-07-05 04:22:45,270 - INFO - Training: cls_zice: 25.542568978510406; reg_zipnll: 196.48889963250411; aux_mae_loss_1: 108.25841722990337; aux_mae_loss_2: 14.427905383862948; aux_mae_loss_4: 1.8699048632069637; cnt_loss: 8.843867063522339; +2025-07-05 04:22:45,271 - INFO - Evaluation: +Curr mae: 72.9987; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 103.1158; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1944; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:22:45,271 - INFO - Epoch: 0597 / 1300 lr: 1.045e-05 +2025-07-05 04:23:04,476 - INFO - Training: cls_zice: 23.149465222107736; reg_zipnll: 190.37007000571802; aux_mae_loss_1: 104.28436449954384; aux_mae_loss_2: 14.0175562657808; aux_mae_loss_4: 1.8341409814985175; cnt_loss: 8.691328544365732; +2025-07-05 04:23:04,477 - INFO - Evaluation: +Curr mae: 73.4159; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 104.2740; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1911; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:23:04,477 - INFO - Epoch: 0598 / 1300 lr: 1.017e-05 +2025-07-05 04:23:23,461 - INFO - Training: cls_zice: 23.86373890073676; reg_zipnll: 195.77484672947935; aux_mae_loss_1: 105.87530487462094; aux_mae_loss_2: 13.980619028994912; aux_mae_loss_4: 1.783243063249086; cnt_loss: 8.191385858937315; +2025-07-05 04:23:23,462 - INFO - Evaluation: +Curr mae: 75.5499; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 104.4731; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2016; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:23:23,462 - INFO - Epoch: 0599 / 1300 lr: 9.890e-06 +2025-07-05 04:23:42,500 - INFO - Training: cls_zice: 21.919168089565478; reg_zipnll: 200.84538991827714; aux_mae_loss_1: 106.4033031463623; aux_mae_loss_2: 14.084089078401265; aux_mae_loss_4: 1.7866344765612954; cnt_loss: 8.488487206007305; +2025-07-05 04:23:42,501 - INFO - Evaluation: +Curr mae: 77.4090; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 105.3554; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2072; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:23:42,501 - INFO - Epoch: 0600 / 1300 lr: 9.614e-06 +2025-07-05 04:24:02,409 - INFO - Training: cls_zice: 26.063322876629076; reg_zipnll: 204.55896277176706; aux_mae_loss_1: 112.61564415379574; aux_mae_loss_2: 14.967521014966463; aux_mae_loss_4: 1.9445572966023494; cnt_loss: 9.101971161992926; +2025-07-05 04:24:02,411 - INFO - Evaluation: +Curr mae: 72.1459; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 100.1471; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1899; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:24:04,473 - INFO - Epoch: 0601 / 1300 lr: 9.342e-06 +2025-07-05 04:24:23,798 - INFO - Training: cls_zice: 25.405978485157615; reg_zipnll: 196.52034317819695; aux_mae_loss_1: 108.21580997266267; aux_mae_loss_2: 14.430171364232114; aux_mae_loss_4: 1.8757694865527905; cnt_loss: 9.164521204797845; +2025-07-05 04:24:23,799 - INFO - Evaluation: +Curr mae: 73.0654; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 102.8360; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1869; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:24:23,799 - INFO - Epoch: 0602 / 1300 lr: 9.074e-06 +2025-07-05 04:24:42,928 - INFO - Training: cls_zice: 22.992579257409822; reg_zipnll: 195.16837069862768; aux_mae_loss_1: 106.65967087996633; aux_mae_loss_2: 14.08151878808674; aux_mae_loss_4: 1.8049263326745284; cnt_loss: 7.8512713407215315; +2025-07-05 04:24:42,928 - INFO - Evaluation: +Curr mae: 72.3497; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 101.5536; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1901; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:24:42,929 - INFO - Epoch: 0603 / 1300 lr: 8.810e-06 +2025-07-05 04:25:01,953 - INFO - Training: cls_zice: 21.52706087263007; reg_zipnll: 192.33606438887747; aux_mae_loss_1: 104.22855678357575; aux_mae_loss_2: 13.91649707994963; aux_mae_loss_4: 1.8226501973051774; cnt_loss: 8.384490803668374; +2025-07-05 04:25:01,954 - INFO - Evaluation: +Curr mae: 72.3073; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 102.8255; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1879; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:25:01,954 - INFO - Epoch: 0604 / 1300 lr: 8.550e-06 +2025-07-05 04:25:21,759 - INFO - Training: cls_zice: 28.12423858203386; reg_zipnll: 197.90990297417892; aux_mae_loss_1: 110.59437089217336; aux_mae_loss_2: 14.673082000330874; aux_mae_loss_4: 1.9277805654626143; cnt_loss: 8.5431391628165; +2025-07-05 04:25:21,760 - INFO - Evaluation: +Curr mae: 72.0923; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 100.1117; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1865; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:25:21,760 - INFO - Epoch: 0605 / 1300 lr: 8.294e-06 +2025-07-05 04:25:40,973 - INFO - Training: cls_zice: 23.66660492984872; reg_zipnll: 193.02981627614875; aux_mae_loss_1: 105.03615419488204; aux_mae_loss_2: 14.111947410985044; aux_mae_loss_4: 1.8095457459750928; cnt_loss: 7.536400838902122; +2025-07-05 04:25:40,974 - INFO - Evaluation: +Curr mae: 68.7960; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 96.1243; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1784; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:25:40,974 - INFO - Epoch: 0606 / 1300 lr: 8.042e-06 +2025-07-05 04:26:00,185 - INFO - Training: cls_zice: 23.076792641689902; reg_zipnll: 199.56380944502982; aux_mae_loss_1: 109.04585015146355; aux_mae_loss_2: 14.510442934538188; aux_mae_loss_4: 1.8920096284464787; cnt_loss: 8.187608336147509; +2025-07-05 04:26:00,186 - INFO - Evaluation: +Curr mae: 70.6667; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 99.8567; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1750; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:26:00,186 - INFO - Epoch: 0607 / 1300 lr: 7.795e-06 +2025-07-05 04:26:19,455 - INFO - Training: cls_zice: 26.006651854436647; reg_zipnll: 201.64729228772615; aux_mae_loss_1: 109.09678519399543; aux_mae_loss_2: 14.37583367448104; aux_mae_loss_4: 1.8541763126850128; cnt_loss: 8.630786814187703; +2025-07-05 04:26:19,455 - INFO - Evaluation: +Curr mae: 71.0268; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 99.2758; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1830; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:26:19,456 - INFO - Epoch: 0608 / 1300 lr: 7.551e-06 +2025-07-05 04:26:39,513 - INFO - Training: cls_zice: 25.315194644426043; reg_zipnll: 189.9405537655479; aux_mae_loss_1: 106.43135632966694; aux_mae_loss_2: 14.399536634746351; aux_mae_loss_4: 1.8827866660921198; cnt_loss: 8.516008609219602; +2025-07-05 04:26:39,514 - INFO - Evaluation: +Curr mae: 75.4762; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 105.1221; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2009; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:26:39,514 - INFO - Epoch: 0609 / 1300 lr: 7.311e-06 +2025-07-05 04:26:58,842 - INFO - Training: cls_zice: 22.976422212625806; reg_zipnll: 191.37153183786492; aux_mae_loss_1: 105.30097188447651; aux_mae_loss_2: 14.268952294399863; aux_mae_loss_4: 1.858675434401161; cnt_loss: 8.272307916691428; +2025-07-05 04:26:58,843 - INFO - Evaluation: +Curr mae: 72.3555; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 99.5692; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1901; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:26:58,844 - INFO - Epoch: 0610 / 1300 lr: 7.076e-06 +2025-07-05 04:27:17,990 - INFO - Training: cls_zice: 28.75607771622507; reg_zipnll: 202.0481495104338; aux_mae_loss_1: 114.63309810036107; aux_mae_loss_2: 15.41243280862507; aux_mae_loss_4: 2.0030562579631805; cnt_loss: 9.151929849072507; +2025-07-05 04:27:17,991 - INFO - Evaluation: +Curr mae: 73.0645; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 101.4301; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1904; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:27:17,991 - INFO - Epoch: 0611 / 1300 lr: 6.845e-06 +2025-07-05 04:27:36,830 - INFO - Training: cls_zice: 21.544164232125407; reg_zipnll: 193.32456568667763; aux_mae_loss_1: 104.1519997245387; aux_mae_loss_2: 13.909562713221499; aux_mae_loss_4: 1.7878519233904386; cnt_loss: 8.10103009876452; +2025-07-05 04:27:36,831 - INFO - Evaluation: +Curr mae: 72.4519; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 100.7353; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1853; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:27:36,831 - INFO - Epoch: 0612 / 1300 lr: 6.618e-06 +2025-07-05 04:27:55,955 - INFO - Training: cls_zice: 22.34602411169755; reg_zipnll: 193.66349431088096; aux_mae_loss_1: 105.1051912809673; aux_mae_loss_2: 14.08062397806268; aux_mae_loss_4: 1.8037379289928235; cnt_loss: 8.331005711304513; +2025-07-05 04:27:55,956 - INFO - Evaluation: +Curr mae: 72.3195; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 99.8830; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1880; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:27:55,956 - INFO - Epoch: 0613 / 1300 lr: 6.395e-06 +2025-07-05 04:28:15,824 - INFO - Training: cls_zice: 26.12577754572818; reg_zipnll: 201.62347412109375; aux_mae_loss_1: 112.49484373393811; aux_mae_loss_2: 14.856918096542358; aux_mae_loss_4: 1.9242893222131228; cnt_loss: 8.104387942113375; +2025-07-05 04:28:15,825 - INFO - Evaluation: +Curr mae: 70.7564; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 99.5194; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1824; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:28:15,825 - INFO - Epoch: 0614 / 1300 lr: 6.177e-06 +2025-07-05 04:28:35,038 - INFO - Training: cls_zice: 22.049393211540423; reg_zipnll: 192.42607889677348; aux_mae_loss_1: 104.56875650506271; aux_mae_loss_2: 14.013508972368742; aux_mae_loss_4: 1.7823041520620648; cnt_loss: 8.070977518433018; +2025-07-05 04:28:35,039 - INFO - Evaluation: +Curr mae: 75.8134; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 105.5384; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1967; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:28:35,040 - INFO - Epoch: 0615 / 1300 lr: 5.962e-06 +2025-07-05 04:28:54,390 - INFO - Training: cls_zice: 22.531638351710217; reg_zipnll: 199.00897377415708; aux_mae_loss_1: 106.8135169179816; aux_mae_loss_2: 14.187539000260202; aux_mae_loss_4: 1.8347448675256026; cnt_loss: 7.880480640812924; +2025-07-05 04:28:54,391 - INFO - Evaluation: +Curr mae: 73.7221; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 101.3507; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1932; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:28:54,391 - INFO - Epoch: 0616 / 1300 lr: 5.753e-06 +2025-07-05 04:29:13,442 - INFO - Training: cls_zice: 21.727542519569397; reg_zipnll: 192.88168375115646; aux_mae_loss_1: 102.94542222273977; aux_mae_loss_2: 13.70193416193912; aux_mae_loss_4: 1.769307116144582; cnt_loss: 8.519657511460153; +2025-07-05 04:29:13,443 - INFO - Evaluation: +Curr mae: 72.8053; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 102.3508; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1879; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:29:13,443 - INFO - Epoch: 0617 / 1300 lr: 5.547e-06 +2025-07-05 04:29:32,551 - INFO - Training: cls_zice: 20.37072260442533; reg_zipnll: 194.011170638235; aux_mae_loss_1: 103.33111291182668; aux_mae_loss_2: 13.807663114447342; aux_mae_loss_4: 1.7744713582490619; cnt_loss: 8.255867638086018; +2025-07-05 04:29:32,552 - INFO - Evaluation: +Curr mae: 69.4038; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 97.9999; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1772; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:29:32,552 - INFO - Epoch: 0618 / 1300 lr: 5.346e-06 +2025-07-05 04:29:52,479 - INFO - Training: cls_zice: 24.45274147038397; reg_zipnll: 195.20578424554122; aux_mae_loss_1: 104.69438954403526; aux_mae_loss_2: 13.974070774881463; aux_mae_loss_4: 1.7938364054027356; cnt_loss: 7.131957298830936; +2025-07-05 04:29:52,480 - INFO - Evaluation: +Curr mae: 74.0127; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 102.2760; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1909; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:29:52,480 - INFO - Epoch: 0619 / 1300 lr: 5.149e-06 +2025-07-05 04:30:11,775 - INFO - Training: cls_zice: 21.802895470669394; reg_zipnll: 192.62525779322573; aux_mae_loss_1: 105.22603195591977; aux_mae_loss_2: 14.029119692350688; aux_mae_loss_4: 1.8274839520454407; cnt_loss: 8.587642751241985; +2025-07-05 04:30:11,776 - INFO - Evaluation: +Curr mae: 72.4453; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 100.3740; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1905; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:30:11,777 - INFO - Epoch: 0620 / 1300 lr: 4.956e-06 +2025-07-05 04:30:30,811 - INFO - Training: cls_zice: 24.71248546242714; reg_zipnll: 201.7872105648643; aux_mae_loss_1: 110.06051515278064; aux_mae_loss_2: 14.492718433078966; aux_mae_loss_4: 1.860684523456975; cnt_loss: 8.092280136911493; +2025-07-05 04:30:30,813 - INFO - Evaluation: +Curr mae: 77.1944; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 104.8192; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2087; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:30:30,813 - INFO - Epoch: 0621 / 1300 lr: 4.768e-06 +2025-07-05 04:30:49,721 - INFO - Training: cls_zice: 20.405101076552743; reg_zipnll: 191.54018241480776; aux_mae_loss_1: 102.46454339278371; aux_mae_loss_2: 13.606146009344803; aux_mae_loss_4: 1.7301324574570907; cnt_loss: 8.06293301205886; +2025-07-05 04:30:49,723 - INFO - Evaluation: +Curr mae: 74.5705; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 102.6503; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1983; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:30:49,723 - INFO - Epoch: 0622 / 1300 lr: 4.584e-06 +2025-07-05 04:31:08,933 - INFO - Training: cls_zice: 22.7284510512101; reg_zipnll: 197.1764628761693; aux_mae_loss_1: 106.37520739906712; aux_mae_loss_2: 14.153299017956382; aux_mae_loss_4: 1.8105668017738743; cnt_loss: 7.622129057583056; +2025-07-05 04:31:08,935 - INFO - Evaluation: +Curr mae: 74.7306; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 102.2089; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2004; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:31:08,935 - INFO - Epoch: 0623 / 1300 lr: 4.405e-06 +2025-07-05 04:31:28,779 - INFO - Training: cls_zice: 23.033021851589805; reg_zipnll: 194.75217538130912; aux_mae_loss_1: 106.63246435868113; aux_mae_loss_2: 14.214651685012015; aux_mae_loss_4: 1.8632371456999528; cnt_loss: 8.668695361990677; +2025-07-05 04:31:28,780 - INFO - Evaluation: +Curr mae: 75.6313; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 104.0591; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1965; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:31:28,780 - INFO - Epoch: 0624 / 1300 lr: 4.230e-06 +2025-07-05 04:31:48,007 - INFO - Training: cls_zice: 23.411023695610073; reg_zipnll: 191.39683010703638; aux_mae_loss_1: 104.24167753520764; aux_mae_loss_2: 13.87817540921663; aux_mae_loss_4: 1.808158444730859; cnt_loss: 8.18641369593771; +2025-07-05 04:31:48,008 - INFO - Evaluation: +Curr mae: 73.7853; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 103.9748; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1805; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:31:48,008 - INFO - Epoch: 0625 / 1300 lr: 4.060e-06 +2025-07-05 04:32:07,194 - INFO - Training: cls_zice: 23.368300852022674; reg_zipnll: 191.2196896201686; aux_mae_loss_1: 103.36801830090974; aux_mae_loss_2: 13.762433817512111; aux_mae_loss_4: 1.7359721378276223; cnt_loss: 7.03425773821379; +2025-07-05 04:32:07,195 - INFO - Evaluation: +Curr mae: 70.2545; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 97.8438; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1815; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:32:07,195 - INFO - Epoch: 0626 / 1300 lr: 3.894e-06 +2025-07-05 04:32:26,467 - INFO - Training: cls_zice: 22.761538809851597; reg_zipnll: 200.6810511538857; aux_mae_loss_1: 108.38644208406147; aux_mae_loss_2: 14.334968893151535; aux_mae_loss_4: 1.8326191902160645; cnt_loss: 7.924137730347483; +2025-07-05 04:32:26,468 - INFO - Evaluation: +Curr mae: 72.3076; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 101.3004; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1859; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:32:26,468 - INFO - Epoch: 0627 / 1300 lr: 3.732e-06 +2025-07-05 04:32:46,114 - INFO - Training: cls_zice: 25.707978386628; reg_zipnll: 192.97333104986893; aux_mae_loss_1: 106.07803696080258; aux_mae_loss_2: 14.241471667038766; aux_mae_loss_4: 1.8402842785182751; cnt_loss: 8.113256705434699; +2025-07-05 04:32:46,115 - INFO - Evaluation: +Curr mae: 66.9346; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 96.2878; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1661; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:32:46,115 - INFO - Epoch: 0628 / 1300 lr: 3.575e-06 +2025-07-05 04:33:05,471 - INFO - Training: cls_zice: 21.18819974598132; reg_zipnll: 200.37109375; aux_mae_loss_1: 108.21903971621865; aux_mae_loss_2: 14.322605208346719; aux_mae_loss_4: 1.8497324052609896; cnt_loss: 8.286626608748184; +2025-07-05 04:33:05,472 - INFO - Evaluation: +Curr mae: 74.0336; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 102.3692; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1954; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:33:05,472 - INFO - Epoch: 0629 / 1300 lr: 3.423e-06 +2025-07-05 04:33:24,632 - INFO - Training: cls_zice: 25.016895476140473; reg_zipnll: 193.407236601177; aux_mae_loss_1: 107.81673160352204; aux_mae_loss_2: 14.44350038076702; aux_mae_loss_4: 1.9013350402054034; cnt_loss: 7.9674693534248755; +2025-07-05 04:33:24,633 - INFO - Evaluation: +Curr mae: 68.7104; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 97.9203; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1821; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:33:24,633 - INFO - Epoch: 0630 / 1300 lr: 3.275e-06 +2025-07-05 04:33:43,715 - INFO - Training: cls_zice: 25.632946811224286; reg_zipnll: 193.51980952212685; aux_mae_loss_1: 105.59553859108372; aux_mae_loss_2: 14.200601276598478; aux_mae_loss_4: 1.8441542198783474; cnt_loss: 8.589819406208239; +2025-07-05 04:33:43,716 - INFO - Evaluation: +Curr mae: 66.9634; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 95.6099; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1657; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:33:43,716 - INFO - Epoch: 0631 / 1300 lr: 3.131e-06 +2025-07-05 04:34:03,180 - INFO - Training: cls_zice: 23.783754420123604; reg_zipnll: 197.7162178441098; aux_mae_loss_1: 108.32830649928043; aux_mae_loss_2: 14.382844096735903; aux_mae_loss_4: 1.8612364373709027; cnt_loss: 9.163374932188736; +2025-07-05 04:34:03,181 - INFO - Evaluation: +Curr mae: 74.1613; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 104.0224; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1866; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:34:03,181 - INFO - Epoch: 0632 / 1300 lr: 2.993e-06 +2025-07-05 04:34:22,946 - INFO - Training: cls_zice: 23.60174897862108; reg_zipnll: 194.27216278879266; aux_mae_loss_1: 106.21482738695647; aux_mae_loss_2: 14.134635222585578; aux_mae_loss_4: 1.8103887407403243; cnt_loss: 7.28459274141412; +2025-07-05 04:34:22,947 - INFO - Evaluation: +Curr mae: 71.5572; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 100.0478; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1818; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:34:22,947 - INFO - Epoch: 0633 / 1300 lr: 2.858e-06 +2025-07-05 04:34:42,100 - INFO - Training: cls_zice: 20.367435411403054; reg_zipnll: 197.61315255416068; aux_mae_loss_1: 103.77504529451069; aux_mae_loss_2: 13.757271540792365; aux_mae_loss_4: 1.7503705934474343; cnt_loss: 7.150150757086904; +2025-07-05 04:34:42,101 - INFO - Evaluation: +Curr mae: 72.3350; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 100.6197; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1910; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:34:42,101 - INFO - Epoch: 0634 / 1300 lr: 2.729e-06 +2025-07-05 04:35:01,179 - INFO - Training: cls_zice: 23.708382562587136; reg_zipnll: 195.92722942954614; aux_mae_loss_1: 105.34721735904091; aux_mae_loss_2: 13.885531187057495; aux_mae_loss_4: 1.7954241758898686; cnt_loss: 8.488117255662617; +2025-07-05 04:35:01,180 - INFO - Evaluation: +Curr mae: 76.4391; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 107.7637; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2067; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:35:01,180 - INFO - Epoch: 0635 / 1300 lr: 2.604e-06 +2025-07-05 04:35:20,354 - INFO - Training: cls_zice: 26.73843172976845; reg_zipnll: 205.14449229993318; aux_mae_loss_1: 112.00508950885974; aux_mae_loss_2: 14.607732045023065; aux_mae_loss_4: 1.8777307993487309; cnt_loss: 8.045532521448637; +2025-07-05 04:35:20,355 - INFO - Evaluation: +Curr mae: 72.3500; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 99.5308; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1924; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:35:20,355 - INFO - Epoch: 0636 / 1300 lr: 2.483e-06 +2025-07-05 04:35:39,729 - INFO - Training: cls_zice: 23.542290744028595; reg_zipnll: 197.35582833541068; aux_mae_loss_1: 107.7840737794575; aux_mae_loss_2: 14.519922934080425; aux_mae_loss_4: 1.9121776442778737; cnt_loss: 8.868303719319796; +2025-07-05 04:35:39,730 - INFO - Evaluation: +Curr mae: 75.7511; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 103.7503; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2011; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:35:39,730 - INFO - Epoch: 0637 / 1300 lr: 2.368e-06 +2025-07-05 04:35:59,571 - INFO - Training: cls_zice: 26.346435355904855; reg_zipnll: 199.07093710648385; aux_mae_loss_1: 109.61820582339638; aux_mae_loss_2: 14.358120516726846; aux_mae_loss_4: 1.8457003800492537; cnt_loss: 7.756549032110917; +2025-07-05 04:35:59,572 - INFO - Evaluation: +Curr mae: 69.5850; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 96.4535; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1815; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:35:59,572 - INFO - Epoch: 0638 / 1300 lr: 2.257e-06 +2025-07-05 04:36:18,562 - INFO - Training: cls_zice: 24.956730616720098; reg_zipnll: 195.42929016916375; aux_mae_loss_1: 110.26786663657741; aux_mae_loss_2: 14.806564004797684; aux_mae_loss_4: 1.947198930539583; cnt_loss: 9.822271121175666; +2025-07-05 04:36:18,563 - INFO - Evaluation: +Curr mae: 73.3515; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 100.5396; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1912; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:36:18,563 - INFO - Epoch: 0639 / 1300 lr: 2.150e-06 +2025-07-05 04:36:37,539 - INFO - Training: cls_zice: 24.62793997714394; reg_zipnll: 196.81573004471628; aux_mae_loss_1: 106.65103912353516; aux_mae_loss_2: 14.281420782992715; aux_mae_loss_4: 1.883715177837171; cnt_loss: 8.188653594569155; +2025-07-05 04:36:37,540 - INFO - Evaluation: +Curr mae: 70.1809; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 98.1838; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1814; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:36:37,540 - INFO - Epoch: 0640 / 1300 lr: 2.048e-06 +2025-07-05 04:36:56,941 - INFO - Training: cls_zice: 23.541161104252463; reg_zipnll: 190.07479416696648; aux_mae_loss_1: 103.69869543376721; aux_mae_loss_2: 13.991736035597953; aux_mae_loss_4: 1.8046398853000842; cnt_loss: 7.857170393592433; +2025-07-05 04:36:56,942 - INFO - Evaluation: +Curr mae: 74.0888; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 102.5275; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1926; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:36:56,942 - INFO - Epoch: 0641 / 1300 lr: 1.951e-06 +2025-07-05 04:37:16,472 - INFO - Training: cls_zice: 22.485686352378444; reg_zipnll: 193.28714551423727; aux_mae_loss_1: 105.90309243453176; aux_mae_loss_2: 14.091863180461683; aux_mae_loss_4: 1.8421072457966052; cnt_loss: 7.837651491165161; +2025-07-05 04:37:16,473 - INFO - Evaluation: +Curr mae: 74.7844; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 102.5728; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1978; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:37:16,473 - INFO - Epoch: 0642 / 1300 lr: 1.859e-06 +2025-07-05 04:37:35,957 - INFO - Training: cls_zice: 23.347230001499778; reg_zipnll: 198.12754380075555; aux_mae_loss_1: 107.89166159378856; aux_mae_loss_2: 14.399877623507852; aux_mae_loss_4: 1.8613446637203819; cnt_loss: 8.74832830931011; +2025-07-05 04:37:35,958 - INFO - Evaluation: +Curr mae: 71.2825; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 99.4440; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1917; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:37:35,958 - INFO - Epoch: 0643 / 1300 lr: 1.771e-06 +2025-07-05 04:37:54,889 - INFO - Training: cls_zice: 24.128196986882312; reg_zipnll: 199.73828245464125; aux_mae_loss_1: 109.29291915893555; aux_mae_loss_2: 14.49265210252059; aux_mae_loss_4: 1.832709855154941; cnt_loss: 7.577192432002017; +2025-07-05 04:37:54,890 - INFO - Evaluation: +Curr mae: 71.8289; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 100.1993; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1857; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:37:54,890 - INFO - Epoch: 0644 / 1300 lr: 1.688e-06 +2025-07-05 04:38:13,800 - INFO - Training: cls_zice: 22.630734829526197; reg_zipnll: 193.50661829898232; aux_mae_loss_1: 106.15720277083547; aux_mae_loss_2: 14.014494243421053; aux_mae_loss_4: 1.8224769344455318; cnt_loss: 7.960284785220497; +2025-07-05 04:38:13,801 - INFO - Evaluation: +Curr mae: 74.3065; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 102.9428; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1956; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:38:13,801 - INFO - Epoch: 0645 / 1300 lr: 1.609e-06 +2025-07-05 04:38:33,077 - INFO - Training: cls_zice: 23.683853111769025; reg_zipnll: 198.21454339278372; aux_mae_loss_1: 108.51637438723915; aux_mae_loss_2: 14.340683761395907; aux_mae_loss_4: 1.8344450028319108; cnt_loss: 7.501201679832057; +2025-07-05 04:38:33,078 - INFO - Evaluation: +Curr mae: 70.8111; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 98.6852; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1824; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:38:33,078 - INFO - Epoch: 0646 / 1300 lr: 1.536e-06 +2025-07-05 04:38:52,842 - INFO - Training: cls_zice: 27.525781054245797; reg_zipnll: 205.90526179263466; aux_mae_loss_1: 112.9523562381142; aux_mae_loss_2: 14.863115787506104; aux_mae_loss_4: 1.9255179009939496; cnt_loss: 8.696104099876003; +2025-07-05 04:38:52,843 - INFO - Evaluation: +Curr mae: 73.4369; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 102.6755; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1842; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:38:52,843 - INFO - Epoch: 0647 / 1300 lr: 1.467e-06 +2025-07-05 04:39:12,403 - INFO - Training: cls_zice: 22.428558908010785; reg_zipnll: 199.7560523183722; aux_mae_loss_1: 108.01212983382375; aux_mae_loss_2: 14.26295300533897; aux_mae_loss_4: 1.823470369765633; cnt_loss: 8.158618023521022; +2025-07-05 04:39:12,404 - INFO - Evaluation: +Curr mae: 73.4864; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 101.7051; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1861; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:39:12,404 - INFO - Epoch: 0648 / 1300 lr: 1.403e-06 +2025-07-05 04:39:31,529 - INFO - Training: cls_zice: 24.62562329204459; reg_zipnll: 201.40798528570878; aux_mae_loss_1: 109.62968725907176; aux_mae_loss_2: 14.512559439006605; aux_mae_loss_4: 1.8667435583315397; cnt_loss: 8.049583755041423; +2025-07-05 04:39:31,530 - INFO - Evaluation: +Curr mae: 72.1927; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 99.8552; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1855; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:39:31,530 - INFO - Epoch: 0649 / 1300 lr: 1.343e-06 +2025-07-05 04:39:50,437 - INFO - Training: cls_zice: 23.5114741890054; reg_zipnll: 197.50546043797544; aux_mae_loss_1: 106.04205683657997; aux_mae_loss_2: 14.012049524407638; aux_mae_loss_4: 1.8053190300339146; cnt_loss: 8.381859685245313; +2025-07-05 04:39:50,438 - INFO - Evaluation: +Curr mae: 71.6676; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 99.7662; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1857; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:39:50,438 - INFO - Epoch: 0650 / 1300 lr: 1.288e-06 +2025-07-05 04:40:09,493 - INFO - Training: cls_zice: 24.444139129237126; reg_zipnll: 197.77703897576583; aux_mae_loss_1: 107.93501964368318; aux_mae_loss_2: 14.355540401057192; aux_mae_loss_4: 1.8960287821920294; cnt_loss: 9.057900667190552; +2025-07-05 04:40:09,494 - INFO - Evaluation: +Curr mae: 72.6921; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 101.3247; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1822; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:40:12,023 - INFO - Epoch: 0651 / 1300 lr: 1.238e-06 +2025-07-05 04:40:31,319 - INFO - Training: cls_zice: 22.898688077926636; reg_zipnll: 189.10550388536956; aux_mae_loss_1: 104.2662558304636; aux_mae_loss_2: 13.958907353250604; aux_mae_loss_4: 1.8292736599319859; cnt_loss: 7.998304109824331; +2025-07-05 04:40:31,321 - INFO - Evaluation: +Curr mae: 70.0043; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 97.3196; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1807; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:40:31,321 - INFO - Epoch: 0652 / 1300 lr: 1.193e-06 +2025-07-05 04:40:50,491 - INFO - Training: cls_zice: 25.36250194750334; reg_zipnll: 203.01385337428042; aux_mae_loss_1: 110.23576766566227; aux_mae_loss_2: 14.547214332379793; aux_mae_loss_4: 1.8853322455757542; cnt_loss: 7.881224243264449; +2025-07-05 04:40:50,493 - INFO - Evaluation: +Curr mae: 70.4751; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 98.7184; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1758; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:40:50,493 - INFO - Epoch: 0653 / 1300 lr: 1.153e-06 +2025-07-05 04:41:09,585 - INFO - Training: cls_zice: 23.015755923170794; reg_zipnll: 191.10017174168638; aux_mae_loss_1: 104.3758689478824; aux_mae_loss_2: 14.008210947639064; aux_mae_loss_4: 1.807865251051752; cnt_loss: 8.116874211712888; +2025-07-05 04:41:09,587 - INFO - Evaluation: +Curr mae: 69.5945; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 98.2878; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1797; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:41:09,587 - INFO - Epoch: 0654 / 1300 lr: 1.117e-06 +2025-07-05 04:41:28,770 - INFO - Training: cls_zice: 21.258366427923505; reg_zipnll: 194.89245766087583; aux_mae_loss_1: 104.1754708541067; aux_mae_loss_2: 13.747443625801488; aux_mae_loss_4: 1.732934788653725; cnt_loss: 7.873478331063923; +2025-07-05 04:41:28,772 - INFO - Evaluation: +Curr mae: 74.2982; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 103.5383; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1922; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:41:28,772 - INFO - Epoch: 0655 / 1300 lr: 1.086e-06 +2025-07-05 04:41:48,621 - INFO - Training: cls_zice: 23.92530617666872; reg_zipnll: 189.9952183773643; aux_mae_loss_1: 104.143512324283; aux_mae_loss_2: 13.841635465621948; aux_mae_loss_4: 1.8000549266212864; cnt_loss: 7.634105004762349; +2025-07-05 04:41:48,622 - INFO - Evaluation: +Curr mae: 69.1421; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 98.5164; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1747; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:41:48,622 - INFO - Epoch: 0656 / 1300 lr: 1.060e-06 +2025-07-05 04:42:08,008 - INFO - Training: cls_zice: 21.218518800445292; reg_zipnll: 195.19377698396383; aux_mae_loss_1: 104.30370561700119; aux_mae_loss_2: 13.863455772399902; aux_mae_loss_4: 1.8159638015847457; cnt_loss: 7.850450133022509; +2025-07-05 04:42:08,008 - INFO - Evaluation: +Curr mae: 73.8957; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 101.7564; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1953; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:42:08,009 - INFO - Epoch: 0657 / 1300 lr: 1.038e-06 +2025-07-05 04:42:27,209 - INFO - Training: cls_zice: 25.03572786481757; reg_zipnll: 196.32194800125924; aux_mae_loss_1: 106.64229413082725; aux_mae_loss_2: 14.212212939011422; aux_mae_loss_4: 1.8212706791727167; cnt_loss: 8.494305184012966; +2025-07-05 04:42:27,210 - INFO - Evaluation: +Curr mae: 74.5104; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 103.1872; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1942; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:42:27,210 - INFO - Epoch: 0658 / 1300 lr: 1.021e-06 +2025-07-05 04:42:46,834 - INFO - Training: cls_zice: 27.52188333084709; reg_zipnll: 200.99767283389443; aux_mae_loss_1: 109.98097871479236; aux_mae_loss_2: 14.47312563344052; aux_mae_loss_4: 1.8617525884979649; cnt_loss: 7.113793366833737; +2025-07-05 04:42:46,835 - INFO - Evaluation: +Curr mae: 71.4758; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 99.7398; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1824; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:42:46,835 - INFO - Epoch: 0659 / 1300 lr: 1.010e-06 +2025-07-05 04:43:06,884 - INFO - Training: cls_zice: 23.074715087288304; reg_zipnll: 197.53862200285258; aux_mae_loss_1: 105.26964850174754; aux_mae_loss_2: 13.949887137663993; aux_mae_loss_4: 1.7903944002954584; cnt_loss: 7.976891241575542; +2025-07-05 04:43:06,885 - INFO - Evaluation: +Curr mae: 68.9845; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 99.2930; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1747; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:43:06,885 - INFO - Epoch: 0660 / 1300 lr: 1.002e-06 +2025-07-05 04:43:26,078 - INFO - Training: cls_zice: 23.432491960494144; reg_zipnll: 196.65271618491724; aux_mae_loss_1: 106.51345012062474; aux_mae_loss_2: 14.196140665757028; aux_mae_loss_4: 1.8359547539761192; cnt_loss: 8.052839668173538; +2025-07-05 04:43:26,079 - INFO - Evaluation: +Curr mae: 77.1201; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 104.4695; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2052; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:43:26,079 - INFO - Epoch: 0661 / 1300 lr: 1.000e-04 +2025-07-05 04:43:45,025 - INFO - Training: cls_zice: 25.02417029989393; reg_zipnll: 191.89941586946188; aux_mae_loss_1: 106.2537054764597; aux_mae_loss_2: 14.539549426028604; aux_mae_loss_4: 1.981022464601617; cnt_loss: 12.865687458138718; +2025-07-05 04:43:45,026 - INFO - Evaluation: +Curr mae: 75.3114; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 108.9131; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1984; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:43:45,026 - INFO - Epoch: 0662 / 1300 lr: 1.000e-04 +2025-07-05 04:44:03,968 - INFO - Training: cls_zice: 24.217452695495204; reg_zipnll: 200.00688653243216; aux_mae_loss_1: 108.96032433760793; aux_mae_loss_2: 14.788716642480148; aux_mae_loss_4: 2.063659718162135; cnt_loss: 14.049260440625643; +2025-07-05 04:44:03,969 - INFO - Evaluation: +Curr mae: 96.8053; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 135.6702; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2812; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:44:03,969 - INFO - Epoch: 0663 / 1300 lr: 1.000e-04 +2025-07-05 04:44:23,578 - INFO - Training: cls_zice: 22.35180794565301; reg_zipnll: 194.63766800729852; aux_mae_loss_1: 108.58997144197163; aux_mae_loss_2: 14.860973809894762; aux_mae_loss_4: 2.0557791873028406; cnt_loss: 14.793997174815127; +2025-07-05 04:44:23,579 - INFO - Evaluation: +Curr mae: 78.8856; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 115.5837; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2104; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:44:23,579 - INFO - Epoch: 0664 / 1300 lr: 9.999e-05 +2025-07-05 04:44:43,420 - INFO - Training: cls_zice: 25.81116880241193; reg_zipnll: 202.8525021201686; aux_mae_loss_1: 112.0673488817717; aux_mae_loss_2: 15.311238615136398; aux_mae_loss_4: 2.171102169312929; cnt_loss: 14.660416251734683; +2025-07-05 04:44:43,421 - INFO - Evaluation: +Curr mae: 89.9548; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 126.1071; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2677; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:44:43,421 - INFO - Epoch: 0665 / 1300 lr: 9.999e-05 +2025-07-05 04:45:02,596 - INFO - Training: cls_zice: 23.792669183329533; reg_zipnll: 204.58881097090872; aux_mae_loss_1: 111.21640034725792; aux_mae_loss_2: 15.1750969133879; aux_mae_loss_4: 2.0766020166246513; cnt_loss: 13.470803361189994; +2025-07-05 04:45:02,597 - INFO - Evaluation: +Curr mae: 84.0000; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 123.7081; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2203; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:45:02,598 - INFO - Epoch: 0666 / 1300 lr: 9.999e-05 +2025-07-05 04:45:21,551 - INFO - Training: cls_zice: 22.273924560923327; reg_zipnll: 188.94631215145714; aux_mae_loss_1: 103.3832170586837; aux_mae_loss_2: 14.25418156071713; aux_mae_loss_4: 1.9735652804374695; cnt_loss: 13.66241613187288; +2025-07-05 04:45:21,551 - INFO - Evaluation: +Curr mae: 79.5924; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 116.3720; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2119; Best nae: 0.1554; 0.1561; 0.1565; 0.1576; 0.1583; + + + +2025-07-05 04:45:21,551 - INFO - Epoch: 0667 / 1300 lr: 9.998e-05 +2025-07-05 04:45:40,619 - INFO - Training: cls_zice: 23.694971479867633; reg_zipnll: 194.4010622124923; aux_mae_loss_1: 109.12029176009328; aux_mae_loss_2: 14.80971158178229; aux_mae_loss_4: 2.0166577979138025; cnt_loss: 12.291660998996935; +2025-07-05 04:45:41,337 - INFO - Evaluation: +Curr mae: 69.8608; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 115.8260; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1553; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:45:41,338 - INFO - Epoch: 0668 / 1300 lr: 9.997e-05 +2025-07-05 04:46:00,761 - INFO - Training: cls_zice: 27.265455371455143; reg_zipnll: 190.2166308352822; aux_mae_loss_1: 105.02141259845935; aux_mae_loss_2: 14.724589448226126; aux_mae_loss_4: 2.0686046073311255; cnt_loss: 12.774675871196546; +2025-07-05 04:46:00,763 - INFO - Evaluation: +Curr mae: 74.8436; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 109.7680; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1869; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:46:00,763 - INFO - Epoch: 0669 / 1300 lr: 9.996e-05 +2025-07-05 04:46:20,595 - INFO - Training: cls_zice: 25.97255709924196; reg_zipnll: 196.71893953022203; aux_mae_loss_1: 111.27999195299651; aux_mae_loss_2: 15.367964167343942; aux_mae_loss_4: 2.1001757822538676; cnt_loss: 13.57002824231198; +2025-07-05 04:46:20,595 - INFO - Evaluation: +Curr mae: 75.2843; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 106.8059; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1859; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:46:20,595 - INFO - Epoch: 0670 / 1300 lr: 9.995e-05 +2025-07-05 04:46:39,592 - INFO - Training: cls_zice: 24.24510719901637; reg_zipnll: 202.3050029152318; aux_mae_loss_1: 108.68314522191098; aux_mae_loss_2: 14.810172507637425; aux_mae_loss_4: 2.000907091717971; cnt_loss: 12.52079311170076; +2025-07-05 04:46:39,593 - INFO - Evaluation: +Curr mae: 72.6230; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 104.1519; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1885; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:46:39,593 - INFO - Epoch: 0671 / 1300 lr: 9.994e-05 +2025-07-05 04:46:58,538 - INFO - Training: cls_zice: 26.80524090089296; reg_zipnll: 196.6947619789525; aux_mae_loss_1: 110.45019681830155; aux_mae_loss_2: 15.315095123491789; aux_mae_loss_4: 2.2107622027397156; cnt_loss: 16.974035514028447; +2025-07-05 04:46:58,538 - INFO - Evaluation: +Curr mae: 71.9574; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 110.8753; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1824; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:46:58,539 - INFO - Epoch: 0672 / 1300 lr: 9.993e-05 +2025-07-05 04:47:18,071 - INFO - Training: cls_zice: 28.7700639272991; reg_zipnll: 205.66245330007453; aux_mae_loss_1: 115.35027865359658; aux_mae_loss_2: 15.80786055012753; aux_mae_loss_4: 2.2614077298264754; cnt_loss: 16.279397073544953; +2025-07-05 04:47:18,072 - INFO - Evaluation: +Curr mae: 69.8071; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 103.5716; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1781; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:47:18,072 - INFO - Epoch: 0673 / 1300 lr: 9.991e-05 +2025-07-05 04:47:37,854 - INFO - Training: cls_zice: 24.23498986896716; reg_zipnll: 202.49281150416323; aux_mae_loss_1: 114.05558305037648; aux_mae_loss_2: 16.162066108302067; aux_mae_loss_4: 2.3204617092483923; cnt_loss: 17.601214032424124; +2025-07-05 04:47:37,856 - INFO - Evaluation: +Curr mae: 78.8594; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 118.3966; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1944; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:47:37,856 - INFO - Epoch: 0674 / 1300 lr: 9.990e-05 +2025-07-05 04:47:56,940 - INFO - Training: cls_zice: 23.52226015141136; reg_zipnll: 198.14825680381372; aux_mae_loss_1: 109.33334942867882; aux_mae_loss_2: 15.087170826761346; aux_mae_loss_4: 2.1393739643849825; cnt_loss: 15.840305453852602; +2025-07-05 04:47:56,941 - INFO - Evaluation: +Curr mae: 71.5785; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 103.0871; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1869; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:47:56,941 - INFO - Epoch: 0675 / 1300 lr: 9.988e-05 +2025-07-05 04:48:16,027 - INFO - Training: cls_zice: 23.03234880848935; reg_zipnll: 200.21063995361328; aux_mae_loss_1: 109.89617458142732; aux_mae_loss_2: 14.966213954122443; aux_mae_loss_4: 2.082282998059925; cnt_loss: 14.116000018621746; +2025-07-05 04:48:16,028 - INFO - Evaluation: +Curr mae: 74.1609; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 116.6494; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1798; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:48:16,028 - INFO - Epoch: 0676 / 1300 lr: 9.987e-05 +2025-07-05 04:48:35,028 - INFO - Training: cls_zice: 25.227792708497297; reg_zipnll: 197.46583296123305; aux_mae_loss_1: 109.60484384235583; aux_mae_loss_2: 15.012930267735532; aux_mae_loss_4: 2.1383555656985234; cnt_loss: 14.863405478628058; +2025-07-05 04:48:35,029 - INFO - Evaluation: +Curr mae: 86.6832; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 124.7425; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2550; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:48:35,029 - INFO - Epoch: 0677 / 1300 lr: 9.985e-05 +2025-07-05 04:48:54,166 - INFO - Training: cls_zice: 25.787079880112096; reg_zipnll: 199.63246235094573; aux_mae_loss_1: 111.06802026849044; aux_mae_loss_2: 15.84578157726087; aux_mae_loss_4: 2.3465961751184965; cnt_loss: 19.38630018736187; +2025-07-05 04:48:54,167 - INFO - Evaluation: +Curr mae: 119.1130; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 168.1459; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.4418; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:48:54,167 - INFO - Epoch: 0678 / 1300 lr: 9.983e-05 +2025-07-05 04:49:14,009 - INFO - Training: cls_zice: 21.69869425422267; reg_zipnll: 201.37490443179482; aux_mae_loss_1: 107.70705594514546; aux_mae_loss_2: 14.681398793270713; aux_mae_loss_4: 2.0924747492137707; cnt_loss: 16.31012218876889; +2025-07-05 04:49:14,010 - INFO - Evaluation: +Curr mae: 83.5074; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 123.6400; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2508; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:49:14,010 - INFO - Epoch: 0679 / 1300 lr: 9.981e-05 +2025-07-05 04:49:33,225 - INFO - Training: cls_zice: 27.41960203020196; reg_zipnll: 201.18465022036904; aux_mae_loss_1: 111.18857052451686; aux_mae_loss_2: 15.286533305519505; aux_mae_loss_4: 2.173495923217974; cnt_loss: 15.239728726838765; +2025-07-05 04:49:33,226 - INFO - Evaluation: +Curr mae: 82.8980; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 118.6527; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2457; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:49:33,226 - INFO - Epoch: 0680 / 1300 lr: 9.978e-05 +2025-07-05 04:49:52,488 - INFO - Training: cls_zice: 25.210643587535934; reg_zipnll: 196.51005714818052; aux_mae_loss_1: 110.93809860631039; aux_mae_loss_2: 15.174995271783127; aux_mae_loss_4: 2.1795006519869755; cnt_loss: 16.877802284140337; +2025-07-05 04:49:52,489 - INFO - Evaluation: +Curr mae: 82.8441; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 128.5613; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2108; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:49:52,489 - INFO - Epoch: 0681 / 1300 lr: 9.976e-05 +2025-07-05 04:50:11,793 - INFO - Training: cls_zice: 25.872161087236908; reg_zipnll: 199.13970846878854; aux_mae_loss_1: 109.27647901836194; aux_mae_loss_2: 15.084664495367752; aux_mae_loss_4: 2.104055329373008; cnt_loss: 14.674135321065; +2025-07-05 04:50:11,794 - INFO - Evaluation: +Curr mae: 86.5348; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 135.1619; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2356; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:50:11,794 - INFO - Epoch: 0682 / 1300 lr: 9.974e-05 +2025-07-05 04:50:30,935 - INFO - Training: cls_zice: 24.756054245327647; reg_zipnll: 197.09355364347758; aux_mae_loss_1: 109.11155299136513; aux_mae_loss_2: 15.070409197556344; aux_mae_loss_4: 2.106994010900196; cnt_loss: 14.175549958881579; +2025-07-05 04:50:30,936 - INFO - Evaluation: +Curr mae: 80.3165; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 132.5149; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2254; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:50:30,936 - INFO - Epoch: 0683 / 1300 lr: 9.971e-05 +2025-07-05 04:50:50,840 - INFO - Training: cls_zice: 22.48735774504511; reg_zipnll: 194.68210240414268; aux_mae_loss_1: 107.21220598722759; aux_mae_loss_2: 14.696224538903488; aux_mae_loss_4: 2.0495338941875256; cnt_loss: 13.867929420973125; +2025-07-05 04:50:50,841 - INFO - Evaluation: +Curr mae: 85.2182; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 139.9821; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2310; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:50:50,841 - INFO - Epoch: 0684 / 1300 lr: 9.968e-05 +2025-07-05 04:51:09,877 - INFO - Training: cls_zice: 24.34970213864979; reg_zipnll: 197.79527583875154; aux_mae_loss_1: 111.46496240716232; aux_mae_loss_2: 15.269245473962082; aux_mae_loss_4: 2.123255582232224; cnt_loss: 14.712554090901426; +2025-07-05 04:51:09,878 - INFO - Evaluation: +Curr mae: 81.1696; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 116.0588; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2395; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:51:09,878 - INFO - Epoch: 0685 / 1300 lr: 9.966e-05 +2025-07-05 04:51:29,265 - INFO - Training: cls_zice: 22.394371271133423; reg_zipnll: 204.11292768779555; aux_mae_loss_1: 109.38940168681897; aux_mae_loss_2: 14.784680241032651; aux_mae_loss_4: 2.0189315112013566; cnt_loss: 12.550294211036281; +2025-07-05 04:51:29,266 - INFO - Evaluation: +Curr mae: 91.6556; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 126.9242; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2544; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:51:29,266 - INFO - Epoch: 0686 / 1300 lr: 9.963e-05 +2025-07-05 04:51:48,530 - INFO - Training: cls_zice: 25.399648747946088; reg_zipnll: 206.54753434030633; aux_mae_loss_1: 112.53060250533254; aux_mae_loss_2: 15.379777506778115; aux_mae_loss_4: 2.141760164185574; cnt_loss: 14.920588405508743; +2025-07-05 04:51:48,531 - INFO - Evaluation: +Curr mae: 72.5194; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 104.3249; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1955; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:51:48,531 - INFO - Epoch: 0687 / 1300 lr: 9.960e-05 +2025-07-05 04:52:08,374 - INFO - Training: cls_zice: 22.30693126038501; reg_zipnll: 185.87730628565737; aux_mae_loss_1: 102.60364120884945; aux_mae_loss_2: 14.223723888397217; aux_mae_loss_4: 1.9769836632828963; cnt_loss: 13.063580136550101; +2025-07-05 04:52:08,375 - INFO - Evaluation: +Curr mae: 82.5410; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 125.4661; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2789; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:52:08,376 - INFO - Epoch: 0688 / 1300 lr: 9.957e-05 +2025-07-05 04:52:27,543 - INFO - Training: cls_zice: 23.03215776932867; reg_zipnll: 201.3940483896356; aux_mae_loss_1: 110.47982597351074; aux_mae_loss_2: 14.997310512944273; aux_mae_loss_4: 2.0427844681237874; cnt_loss: 12.918066325940584; +2025-07-05 04:52:27,544 - INFO - Evaluation: +Curr mae: 73.8969; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 102.9429; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1911; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:52:27,544 - INFO - Epoch: 0689 / 1300 lr: 9.953e-05 +2025-07-05 04:52:46,563 - INFO - Training: cls_zice: 24.318735712452938; reg_zipnll: 202.8486721641139; aux_mae_loss_1: 112.66860219051964; aux_mae_loss_2: 15.145186951285915; aux_mae_loss_4: 2.0895018922655204; cnt_loss: 12.39849517219945; +2025-07-05 04:52:46,563 - INFO - Evaluation: +Curr mae: 72.4066; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 106.6494; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1942; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:52:46,564 - INFO - Epoch: 0690 / 1300 lr: 9.950e-05 +2025-07-05 04:53:05,487 - INFO - Training: cls_zice: 29.756417465837377; reg_zipnll: 200.7137834649337; aux_mae_loss_1: 112.72396177994578; aux_mae_loss_2: 15.402762990248831; aux_mae_loss_4: 2.14278372024235; cnt_loss: 13.935428054709183; +2025-07-05 04:53:05,488 - INFO - Evaluation: +Curr mae: 72.2012; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 105.1567; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2137; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:53:05,488 - INFO - Epoch: 0691 / 1300 lr: 9.946e-05 +2025-07-05 04:53:24,725 - INFO - Training: cls_zice: 26.74392180693777; reg_zipnll: 192.46760679546156; aux_mae_loss_1: 109.58324271754215; aux_mae_loss_2: 15.302255530106393; aux_mae_loss_4: 2.231033808306644; cnt_loss: 16.123248853181536; +2025-07-05 04:53:24,726 - INFO - Evaluation: +Curr mae: 79.0485; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 112.8205; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2110; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:53:24,726 - INFO - Epoch: 0692 / 1300 lr: 9.943e-05 +2025-07-05 04:53:44,640 - INFO - Training: cls_zice: 25.747336509980652; reg_zipnll: 196.76064762316253; aux_mae_loss_1: 110.06958449514289; aux_mae_loss_2: 14.978335832294665; aux_mae_loss_4: 2.0825628889234444; cnt_loss: 12.872337140535054; +2025-07-05 04:53:44,641 - INFO - Evaluation: +Curr mae: 83.8895; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 115.8628; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2424; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:53:44,641 - INFO - Epoch: 0693 / 1300 lr: 9.939e-05 +2025-07-05 04:54:04,020 - INFO - Training: cls_zice: 24.585071588817396; reg_zipnll: 205.68161572908102; aux_mae_loss_1: 111.58358784725792; aux_mae_loss_2: 15.118668832276997; aux_mae_loss_4: 2.059088104649594; cnt_loss: 13.432273902391133; +2025-07-05 04:54:04,021 - INFO - Evaluation: +Curr mae: 71.4476; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 110.6880; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1773; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:54:04,021 - INFO - Epoch: 0694 / 1300 lr: 9.935e-05 +2025-07-05 04:54:23,142 - INFO - Training: cls_zice: 26.760438115973223; reg_zipnll: 209.87822683233964; aux_mae_loss_1: 115.53927381415116; aux_mae_loss_2: 16.049868357808965; aux_mae_loss_4: 2.350197057974966; cnt_loss: 18.694503846921418; +2025-07-05 04:54:23,143 - INFO - Evaluation: +Curr mae: 102.3999; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 155.4991; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.3759; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:54:23,143 - INFO - Epoch: 0695 / 1300 lr: 9.931e-05 +2025-07-05 04:54:42,458 - INFO - Training: cls_zice: 26.084359520360042; reg_zipnll: 200.40790638170745; aux_mae_loss_1: 111.69991302490234; aux_mae_loss_2: 15.514467716217041; aux_mae_loss_4: 2.242238389818292; cnt_loss: 15.28848950486434; +2025-07-05 04:54:42,459 - INFO - Evaluation: +Curr mae: 106.4761; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 156.4749; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.3274; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:54:42,459 - INFO - Epoch: 0696 / 1300 lr: 9.927e-05 +2025-07-05 04:55:01,757 - INFO - Training: cls_zice: 28.458139156040392; reg_zipnll: 208.40727153577302; aux_mae_loss_1: 114.97662945797569; aux_mae_loss_2: 16.01465250316419; aux_mae_loss_4: 2.3574169121290507; cnt_loss: 18.521021039862383; +2025-07-05 04:55:01,758 - INFO - Evaluation: +Curr mae: 84.3676; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 122.7825; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2440; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:55:01,758 - INFO - Epoch: 0697 / 1300 lr: 9.923e-05 +2025-07-05 04:55:21,229 - INFO - Training: cls_zice: 26.43168267607689; reg_zipnll: 197.6283517134817; aux_mae_loss_1: 111.08912638614052; aux_mae_loss_2: 15.104528075770327; aux_mae_loss_4: 2.123396048420354; cnt_loss: 12.890830140364798; +2025-07-05 04:55:21,230 - INFO - Evaluation: +Curr mae: 80.2587; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 119.7471; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2172; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:55:21,230 - INFO - Epoch: 0698 / 1300 lr: 9.919e-05 +2025-07-05 04:55:40,329 - INFO - Training: cls_zice: 24.76963596594961; reg_zipnll: 188.17138511256167; aux_mae_loss_1: 105.96884777671413; aux_mae_loss_2: 14.629714689756694; aux_mae_loss_4: 2.027447694226315; cnt_loss: 11.871069857948704; +2025-07-05 04:55:40,330 - INFO - Evaluation: +Curr mae: 130.4629; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 257.7563; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.4021; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:55:40,330 - INFO - Epoch: 0699 / 1300 lr: 9.914e-05 +2025-07-05 04:55:59,390 - INFO - Training: cls_zice: 23.5587000674323; reg_zipnll: 194.72254281294974; aux_mae_loss_1: 106.92952055680125; aux_mae_loss_2: 14.562133111451802; aux_mae_loss_4: 2.0265136392492997; cnt_loss: 13.448683450096532; +2025-07-05 04:55:59,391 - INFO - Evaluation: +Curr mae: 109.3025; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 147.1890; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.3810; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:55:59,391 - INFO - Epoch: 0700 / 1300 lr: 9.910e-05 +2025-07-05 04:56:18,846 - INFO - Training: cls_zice: 23.87676894037347; reg_zipnll: 194.66404553463585; aux_mae_loss_1: 107.93488602889211; aux_mae_loss_2: 14.91261191117136; aux_mae_loss_4: 2.1568898935067025; cnt_loss: 15.673412473578201; +2025-07-05 04:56:18,847 - INFO - Evaluation: +Curr mae: 96.0740; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 145.5956; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.3011; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:56:21,357 - INFO - Epoch: 0701 / 1300 lr: 9.905e-05 +2025-07-05 04:56:40,882 - INFO - Training: cls_zice: 23.907541676571494; reg_zipnll: 197.72216917339125; aux_mae_loss_1: 107.498677103143; aux_mae_loss_2: 14.93576431274414; aux_mae_loss_4: 2.1077813600239; cnt_loss: 14.552313541111193; +2025-07-05 04:56:40,883 - INFO - Evaluation: +Curr mae: 76.8512; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 112.1134; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2339; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:56:40,883 - INFO - Epoch: 0702 / 1300 lr: 9.900e-05 +2025-07-05 04:57:00,043 - INFO - Training: cls_zice: 22.230080566908185; reg_zipnll: 193.1689732200221; aux_mae_loss_1: 106.18822429054661; aux_mae_loss_2: 14.444033271388003; aux_mae_loss_4: 1.9897550250354565; cnt_loss: 12.719681651968704; +2025-07-05 04:57:00,044 - INFO - Evaluation: +Curr mae: 75.5115; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 117.1881; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2308; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:57:00,044 - INFO - Epoch: 0703 / 1300 lr: 9.895e-05 +2025-07-05 04:57:19,372 - INFO - Training: cls_zice: 24.228731768695933; reg_zipnll: 199.6605692411724; aux_mae_loss_1: 109.35271835327148; aux_mae_loss_2: 14.845009075967889; aux_mae_loss_4: 2.056650720144573; cnt_loss: 13.504964339105706; +2025-07-05 04:57:19,373 - INFO - Evaluation: +Curr mae: 70.0045; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 105.9832; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1932; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:57:19,374 - INFO - Epoch: 0704 / 1300 lr: 9.890e-05 +2025-07-05 04:57:38,660 - INFO - Training: cls_zice: 26.914317115357047; reg_zipnll: 200.68217648957906; aux_mae_loss_1: 111.30819300601357; aux_mae_loss_2: 15.077177148116263; aux_mae_loss_4: 2.1134608733026603; cnt_loss: 14.465006677727951; +2025-07-05 04:57:38,661 - INFO - Evaluation: +Curr mae: 77.5762; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 116.2207; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2221; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:57:38,661 - INFO - Epoch: 0705 / 1300 lr: 9.885e-05 +2025-07-05 04:57:57,665 - INFO - Training: cls_zice: 24.254431464170153; reg_zipnll: 205.02730660689505; aux_mae_loss_1: 112.63067606875771; aux_mae_loss_2: 15.07326979386179; aux_mae_loss_4: 2.057876395551782; cnt_loss: 11.946297733407272; +2025-07-05 04:57:57,666 - INFO - Evaluation: +Curr mae: 71.4609; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 107.2466; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2019; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:57:57,666 - INFO - Epoch: 0706 / 1300 lr: 9.880e-05 +2025-07-05 04:58:17,663 - INFO - Training: cls_zice: 25.90400699565285; reg_zipnll: 202.34566658421568; aux_mae_loss_1: 111.3673509296618; aux_mae_loss_2: 14.995031632875142; aux_mae_loss_4: 2.098971382567757; cnt_loss: 13.862024420186094; +2025-07-05 04:58:17,664 - INFO - Evaluation: +Curr mae: 69.5150; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 103.9221; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1788; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:58:17,664 - INFO - Epoch: 0707 / 1300 lr: 9.874e-05 +2025-07-05 04:58:36,710 - INFO - Training: cls_zice: 23.62590235785434; reg_zipnll: 192.8031164470472; aux_mae_loss_1: 105.4966109426398; aux_mae_loss_2: 14.552660666014019; aux_mae_loss_4: 2.064484260584179; cnt_loss: 15.430731572602925; +2025-07-05 04:58:36,711 - INFO - Evaluation: +Curr mae: 71.1528; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 106.4067; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1924; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:58:36,711 - INFO - Epoch: 0708 / 1300 lr: 9.869e-05 +2025-07-05 04:58:55,764 - INFO - Training: cls_zice: 25.711085896742972; reg_zipnll: 193.88188894171464; aux_mae_loss_1: 110.10726968865646; aux_mae_loss_2: 15.094684199282998; aux_mae_loss_4: 2.1078108015813326; cnt_loss: 13.754397988319397; +2025-07-05 04:58:55,765 - INFO - Evaluation: +Curr mae: 72.9693; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 115.2762; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1898; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:58:55,765 - INFO - Epoch: 0709 / 1300 lr: 9.863e-05 +2025-07-05 04:59:15,120 - INFO - Training: cls_zice: 24.620113159480848; reg_zipnll: 200.64852604113128; aux_mae_loss_1: 109.41766387537906; aux_mae_loss_2: 14.890085948140998; aux_mae_loss_4: 2.0471963317770707; cnt_loss: 12.949811383297568; +2025-07-05 04:59:15,120 - INFO - Evaluation: +Curr mae: 79.0355; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 111.9494; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2206; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:59:15,120 - INFO - Epoch: 0710 / 1300 lr: 9.858e-05 +2025-07-05 04:59:35,103 - INFO - Training: cls_zice: 24.879626217641327; reg_zipnll: 202.67782592773438; aux_mae_loss_1: 111.43267340409129; aux_mae_loss_2: 15.332914578287225; aux_mae_loss_4: 2.154798193981773; cnt_loss: 15.15807947359587; +2025-07-05 04:59:35,104 - INFO - Evaluation: +Curr mae: 82.6644; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 122.9280; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2267; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:59:35,104 - INFO - Epoch: 0711 / 1300 lr: 9.852e-05 +2025-07-05 04:59:54,347 - INFO - Training: cls_zice: 33.698208244223345; reg_zipnll: 202.1266521654631; aux_mae_loss_1: 112.1626013705605; aux_mae_loss_2: 15.455204424105192; aux_mae_loss_4: 2.1817072410332528; cnt_loss: 14.480643460625096; +2025-07-05 04:59:54,348 - INFO - Evaluation: +Curr mae: 69.9585; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 105.0209; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2014; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 04:59:54,348 - INFO - Epoch: 0712 / 1300 lr: 9.846e-05 +2025-07-05 05:00:13,591 - INFO - Training: cls_zice: 25.532316951375257; reg_zipnll: 196.7632572776393; aux_mae_loss_1: 110.84641828035053; aux_mae_loss_2: 15.084672651792827; aux_mae_loss_4: 2.1672498552422774; cnt_loss: 14.964557095577842; +2025-07-05 05:00:13,592 - INFO - Evaluation: +Curr mae: 79.3884; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 119.0549; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2530; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:00:13,592 - INFO - Epoch: 0713 / 1300 lr: 9.840e-05 +2025-07-05 05:00:32,790 - INFO - Training: cls_zice: 26.707492630732688; reg_zipnll: 202.45239016884253; aux_mae_loss_1: 111.46396988316586; aux_mae_loss_2: 15.32234959853323; aux_mae_loss_4: 2.218593694661793; cnt_loss: 16.604248247648542; +2025-07-05 05:00:32,791 - INFO - Evaluation: +Curr mae: 70.3950; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 101.8251; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2055; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:00:32,791 - INFO - Epoch: 0714 / 1300 lr: 9.833e-05 +2025-07-05 05:00:52,063 - INFO - Training: cls_zice: 25.712272945203278; reg_zipnll: 200.94638181987563; aux_mae_loss_1: 110.52162772730777; aux_mae_loss_2: 15.105471510636178; aux_mae_loss_4: 2.1482482113336263; cnt_loss: 14.712960757707295; +2025-07-05 05:00:52,064 - INFO - Evaluation: +Curr mae: 78.8011; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 111.3099; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2062; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:00:52,065 - INFO - Epoch: 0715 / 1300 lr: 9.827e-05 +2025-07-05 05:01:11,865 - INFO - Training: cls_zice: 24.729943780522596; reg_zipnll: 200.82972275583367; aux_mae_loss_1: 109.6231719569156; aux_mae_loss_2: 14.667590191489772; aux_mae_loss_4: 2.0298331442632174; cnt_loss: 12.438011796850907; +2025-07-05 05:01:11,865 - INFO - Evaluation: +Curr mae: 75.1465; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 116.5141; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1831; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:01:11,865 - INFO - Epoch: 0716 / 1300 lr: 9.821e-05 +2025-07-05 05:01:31,104 - INFO - Training: cls_zice: 28.95696176039545; reg_zipnll: 209.78070249055563; aux_mae_loss_1: 119.39461778339587; aux_mae_loss_2: 16.37635966351158; aux_mae_loss_4: 2.439646485604738; cnt_loss: 18.507894377959403; +2025-07-05 05:01:31,105 - INFO - Evaluation: +Curr mae: 79.6009; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 125.7000; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1955; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:01:31,106 - INFO - Epoch: 0717 / 1300 lr: 9.814e-05 +2025-07-05 05:01:50,125 - INFO - Training: cls_zice: 20.983478326546518; reg_zipnll: 194.4642986498381; aux_mae_loss_1: 104.46524047851562; aux_mae_loss_2: 14.364572926571494; aux_mae_loss_4: 1.994427131979089; cnt_loss: 13.667766094207764; +2025-07-05 05:01:50,125 - INFO - Evaluation: +Curr mae: 76.6442; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 133.0505; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1722; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:01:50,126 - INFO - Epoch: 0718 / 1300 lr: 9.808e-05 +2025-07-05 05:02:09,350 - INFO - Training: cls_zice: 27.75420536493; reg_zipnll: 208.02323532104492; aux_mae_loss_1: 115.15963383724815; aux_mae_loss_2: 15.59127436186138; aux_mae_loss_4: 2.2573520447078503; cnt_loss: 17.631776420693647; +2025-07-05 05:02:09,351 - INFO - Evaluation: +Curr mae: 72.4325; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 111.8880; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1782; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:02:09,351 - INFO - Epoch: 0719 / 1300 lr: 9.801e-05 +2025-07-05 05:02:28,904 - INFO - Training: cls_zice: 24.829893570197257; reg_zipnll: 200.90318438881323; aux_mae_loss_1: 109.51211166381836; aux_mae_loss_2: 14.854591545305754; aux_mae_loss_4: 2.045669558801149; cnt_loss: 12.918231662951017; +2025-07-05 05:02:28,905 - INFO - Evaluation: +Curr mae: 71.4726; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 108.8937; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1849; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:02:28,905 - INFO - Epoch: 0720 / 1300 lr: 9.794e-05 +2025-07-05 05:02:48,256 - INFO - Training: cls_zice: 21.958011526810495; reg_zipnll: 200.17434692382812; aux_mae_loss_1: 107.40540203295257; aux_mae_loss_2: 14.348862786042062; aux_mae_loss_4: 1.9745457329248126; cnt_loss: 12.238331079483032; +2025-07-05 05:02:48,257 - INFO - Evaluation: +Curr mae: 68.6510; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 104.4074; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1783; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:02:48,257 - INFO - Epoch: 0721 / 1300 lr: 9.787e-05 +2025-07-05 05:03:07,274 - INFO - Training: cls_zice: 22.472803548762673; reg_zipnll: 205.60943161813836; aux_mae_loss_1: 111.48290332994964; aux_mae_loss_2: 14.795502612465306; aux_mae_loss_4: 2.063091045931766; cnt_loss: 13.566405886097959; +2025-07-05 05:03:07,274 - INFO - Evaluation: +Curr mae: 76.0992; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 123.2992; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1810; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:03:07,274 - INFO - Epoch: 0722 / 1300 lr: 9.780e-05 +2025-07-05 05:03:26,540 - INFO - Training: cls_zice: 26.914899653510044; reg_zipnll: 196.942422565661; aux_mae_loss_1: 110.28844200937371; aux_mae_loss_2: 14.83714168950131; aux_mae_loss_4: 2.107447821842997; cnt_loss: 13.35705644205997; +2025-07-05 05:03:26,541 - INFO - Evaluation: +Curr mae: 78.9303; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 115.9367; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2367; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:03:26,541 - INFO - Epoch: 0723 / 1300 lr: 9.773e-05 +2025-07-05 05:03:45,753 - INFO - Training: cls_zice: 26.387534819151227; reg_zipnll: 193.14933817010177; aux_mae_loss_1: 106.45699199877288; aux_mae_loss_2: 14.569623583241514; aux_mae_loss_4: 2.023016575135683; cnt_loss: 12.447534648995651; +2025-07-05 05:03:45,754 - INFO - Evaluation: +Curr mae: 85.9176; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 125.4579; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2238; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:03:45,754 - INFO - Epoch: 0724 / 1300 lr: 9.765e-05 +2025-07-05 05:04:05,639 - INFO - Training: cls_zice: 24.41260633656853; reg_zipnll: 200.19127695184005; aux_mae_loss_1: 108.1532550610994; aux_mae_loss_2: 14.422063451064261; aux_mae_loss_4: 1.9923223884482133; cnt_loss: 12.391912359940378; +2025-07-05 05:04:05,640 - INFO - Evaluation: +Curr mae: 73.3487; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 108.0253; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1901; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:04:05,640 - INFO - Epoch: 0725 / 1300 lr: 9.758e-05 +2025-07-05 05:04:25,038 - INFO - Training: cls_zice: 25.859126629013765; reg_zipnll: 196.2936433490954; aux_mae_loss_1: 107.17069555583753; aux_mae_loss_2: 14.437708151967902; aux_mae_loss_4: 2.0345657687438163; cnt_loss: 13.214553732621042; +2025-07-05 05:04:25,039 - INFO - Evaluation: +Curr mae: 84.3565; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 126.0164; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2547; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:04:25,039 - INFO - Epoch: 0726 / 1300 lr: 9.750e-05 +2025-07-05 05:04:44,297 - INFO - Training: cls_zice: 27.79066755269703; reg_zipnll: 205.5066142835115; aux_mae_loss_1: 113.20897172626697; aux_mae_loss_2: 15.271016522457725; aux_mae_loss_4: 2.1692176837670174; cnt_loss: 15.70475418944108; +2025-07-05 05:04:44,297 - INFO - Evaluation: +Curr mae: 79.0333; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 114.1109; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2524; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:04:44,297 - INFO - Epoch: 0727 / 1300 lr: 9.742e-05 +2025-07-05 05:05:03,435 - INFO - Training: cls_zice: 25.03592808623063; reg_zipnll: 209.02199233205695; aux_mae_loss_1: 112.67509159288909; aux_mae_loss_2: 14.984067414936266; aux_mae_loss_4: 2.0964390729603015; cnt_loss: 14.361291207765278; +2025-07-05 05:05:03,437 - INFO - Evaluation: +Curr mae: 70.1453; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 115.9962; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1897; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:05:03,437 - INFO - Epoch: 0728 / 1300 lr: 9.735e-05 +2025-07-05 05:05:22,486 - INFO - Training: cls_zice: 24.774489025536337; reg_zipnll: 194.47652937236586; aux_mae_loss_1: 104.79435248123973; aux_mae_loss_2: 14.29537504597714; aux_mae_loss_4: 1.9868936350471096; cnt_loss: 12.775073402806333; +2025-07-05 05:05:22,487 - INFO - Evaluation: +Curr mae: 78.6275; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 129.5556; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2350; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:05:22,487 - INFO - Epoch: 0729 / 1300 lr: 9.727e-05 +2025-07-05 05:05:42,401 - INFO - Training: cls_zice: 23.23253349881423; reg_zipnll: 200.51178380062706; aux_mae_loss_1: 108.85860091761539; aux_mae_loss_2: 14.581131006542005; aux_mae_loss_4: 2.062114144626417; cnt_loss: 15.874252137384916; +2025-07-05 05:05:42,402 - INFO - Evaluation: +Curr mae: 181.0107; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 294.5476; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.7198; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:05:42,402 - INFO - Epoch: 0730 / 1300 lr: 9.719e-05 +2025-07-05 05:06:01,496 - INFO - Training: cls_zice: 25.457382440567017; reg_zipnll: 197.65550693712737; aux_mae_loss_1: 108.08697891235352; aux_mae_loss_2: 14.523795479222349; aux_mae_loss_4: 2.0801535217385543; cnt_loss: 15.430429094716123; +2025-07-05 05:06:01,497 - INFO - Evaluation: +Curr mae: 101.6722; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 162.8859; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2881; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:06:01,497 - INFO - Epoch: 0731 / 1300 lr: 9.711e-05 +2025-07-05 05:06:20,688 - INFO - Training: cls_zice: 24.297271301871852; reg_zipnll: 200.8269665366725; aux_mae_loss_1: 109.25782856188323; aux_mae_loss_2: 14.622536910207648; aux_mae_loss_4: 2.0561455739171883; cnt_loss: 13.443269717065911; +2025-07-05 05:06:20,689 - INFO - Evaluation: +Curr mae: 75.0864; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 141.0036; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1985; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:06:20,689 - INFO - Epoch: 0732 / 1300 lr: 9.702e-05 +2025-07-05 05:06:40,011 - INFO - Training: cls_zice: 24.56682747955385; reg_zipnll: 203.6452243202611; aux_mae_loss_1: 113.22120847200092; aux_mae_loss_2: 15.084327070336593; aux_mae_loss_4: 2.11892137715691; cnt_loss: 13.70095742376227; +2025-07-05 05:06:40,013 - INFO - Evaluation: +Curr mae: 156.8120; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 290.8080; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.6258; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:06:40,013 - INFO - Epoch: 0733 / 1300 lr: 9.694e-05 +2025-07-05 05:06:59,839 - INFO - Training: cls_zice: 25.751533950629987; reg_zipnll: 200.0728918376722; aux_mae_loss_1: 111.33377878289474; aux_mae_loss_2: 14.99258824398643; aux_mae_loss_4: 2.0931795239448547; cnt_loss: 13.391361098540457; +2025-07-05 05:06:59,840 - INFO - Evaluation: +Curr mae: 132.1210; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 205.7360; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.4834; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:06:59,840 - INFO - Epoch: 0734 / 1300 lr: 9.686e-05 +2025-07-05 05:07:19,043 - INFO - Training: cls_zice: 23.73839531446758; reg_zipnll: 193.0258604350843; aux_mae_loss_1: 105.30387396561473; aux_mae_loss_2: 14.388852044155723; aux_mae_loss_4: 1.9675039994089227; cnt_loss: 11.080506996104592; +2025-07-05 05:07:19,044 - INFO - Evaluation: +Curr mae: 213.2705; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 388.2622; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.8092; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:07:19,044 - INFO - Epoch: 0735 / 1300 lr: 9.677e-05 +2025-07-05 05:07:38,018 - INFO - Training: cls_zice: 26.61148448366868; reg_zipnll: 201.7420126262464; aux_mae_loss_1: 111.33936771593596; aux_mae_loss_2: 14.73327260268362; aux_mae_loss_4: 2.057390901603197; cnt_loss: 12.392993613293296; +2025-07-05 05:07:38,020 - INFO - Evaluation: +Curr mae: 92.7421; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 132.0040; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2936; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:07:38,020 - INFO - Epoch: 0736 / 1300 lr: 9.668e-05 +2025-07-05 05:07:57,114 - INFO - Training: cls_zice: 22.668539649561833; reg_zipnll: 193.39561522634406; aux_mae_loss_1: 105.90294727526214; aux_mae_loss_2: 14.17992867921528; aux_mae_loss_4: 1.985836192181236; cnt_loss: 12.666000767758018; +2025-07-05 05:07:57,115 - INFO - Evaluation: +Curr mae: 98.0900; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 163.8521; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.3049; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:07:57,116 - INFO - Epoch: 0737 / 1300 lr: 9.660e-05 +2025-07-05 05:08:16,458 - INFO - Training: cls_zice: 24.268546706751774; reg_zipnll: 199.0952790912829; aux_mae_loss_1: 107.62269371434262; aux_mae_loss_2: 14.348150742681403; aux_mae_loss_4: 1.9844891617172642; cnt_loss: 12.298450890340304; +2025-07-05 05:08:16,458 - INFO - Evaluation: +Curr mae: 73.8530; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 105.1213; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1927; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:08:16,458 - INFO - Epoch: 0738 / 1300 lr: 9.651e-05 +2025-07-05 05:08:36,301 - INFO - Training: cls_zice: 26.68277172665847; reg_zipnll: 195.97132953844573; aux_mae_loss_1: 110.18739188344856; aux_mae_loss_2: 14.750016388140226; aux_mae_loss_4: 2.0637163739455375; cnt_loss: 12.67555274461445; +2025-07-05 05:08:36,302 - INFO - Evaluation: +Curr mae: 94.9601; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 132.7275; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2901; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:08:36,302 - INFO - Epoch: 0739 / 1300 lr: 9.642e-05 +2025-07-05 05:08:55,912 - INFO - Training: cls_zice: 24.92436529460706; reg_zipnll: 195.54149185983758; aux_mae_loss_1: 108.98081408048931; aux_mae_loss_2: 14.49346775757639; aux_mae_loss_4: 2.0431000621695268; cnt_loss: 11.860000208804482; +2025-07-05 05:08:55,914 - INFO - Evaluation: +Curr mae: 78.6457; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 119.5712; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2218; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:08:55,914 - INFO - Epoch: 0740 / 1300 lr: 9.632e-05 +2025-07-05 05:09:15,023 - INFO - Training: cls_zice: 22.751245912752655; reg_zipnll: 195.80558977629008; aux_mae_loss_1: 105.98881028827869; aux_mae_loss_2: 14.265954155670968; aux_mae_loss_4: 1.9641928421823602; cnt_loss: 12.587977246234292; +2025-07-05 05:09:15,024 - INFO - Evaluation: +Curr mae: 85.5169; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 134.2298; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2572; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:09:15,024 - INFO - Epoch: 0741 / 1300 lr: 9.623e-05 +2025-07-05 05:09:34,356 - INFO - Training: cls_zice: 25.04231111626876; reg_zipnll: 197.58445398431076; aux_mae_loss_1: 110.15849806133069; aux_mae_loss_2: 14.841610456767835; aux_mae_loss_4: 2.0881105567279614; cnt_loss: 13.448693451128507; +2025-07-05 05:09:34,356 - INFO - Evaluation: +Curr mae: 92.7793; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 127.7840; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2807; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:09:34,357 - INFO - Epoch: 0742 / 1300 lr: 9.614e-05 +2025-07-05 05:09:54,126 - INFO - Training: cls_zice: 23.803133625733224; reg_zipnll: 199.2780536852385; aux_mae_loss_1: 107.97157147056178; aux_mae_loss_2: 14.452443574604235; aux_mae_loss_4: 2.017459238830366; cnt_loss: 13.765460867630807; +2025-07-05 05:09:54,127 - INFO - Evaluation: +Curr mae: 75.5665; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 109.0997; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2206; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:09:54,127 - INFO - Epoch: 0743 / 1300 lr: 9.604e-05 +2025-07-05 05:10:13,090 - INFO - Training: cls_zice: 24.053099519328068; reg_zipnll: 197.64110645494964; aux_mae_loss_1: 108.02006450452302; aux_mae_loss_2: 14.426868263043856; aux_mae_loss_4: 1.9937945384728282; cnt_loss: 12.074075749045925; +2025-07-05 05:10:13,091 - INFO - Evaluation: +Curr mae: 73.2764; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 111.4152; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1982; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:10:13,091 - INFO - Epoch: 0744 / 1300 lr: 9.595e-05 +2025-07-05 05:10:32,349 - INFO - Training: cls_zice: 24.853691496347125; reg_zipnll: 199.0315489518015; aux_mae_loss_1: 107.84107208251953; aux_mae_loss_2: 14.393822971143221; aux_mae_loss_4: 2.012222070443003; cnt_loss: 12.360331698467856; +2025-07-05 05:10:32,350 - INFO - Evaluation: +Curr mae: 83.1845; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 125.9036; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2496; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:10:32,350 - INFO - Epoch: 0745 / 1300 lr: 9.585e-05 +2025-07-05 05:10:51,554 - INFO - Training: cls_zice: 22.902801206237392; reg_zipnll: 197.9400729129189; aux_mae_loss_1: 107.05030110007839; aux_mae_loss_2: 14.148594153554816; aux_mae_loss_4: 1.9065067109308744; cnt_loss: 11.605618476867676; +2025-07-05 05:10:51,555 - INFO - Evaluation: +Curr mae: 82.7724; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 123.0283; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2467; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:10:51,555 - INFO - Epoch: 0746 / 1300 lr: 9.575e-05 +2025-07-05 05:11:10,580 - INFO - Training: cls_zice: 24.662687851410162; reg_zipnll: 201.12921945672286; aux_mae_loss_1: 111.00498340004368; aux_mae_loss_2: 14.791107604378148; aux_mae_loss_4: 2.023657657598194; cnt_loss: 11.580737164146022; +2025-07-05 05:11:10,584 - INFO - Evaluation: +Curr mae: 76.2469; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 110.3838; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2289; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:11:10,585 - INFO - Epoch: 0747 / 1300 lr: 9.565e-05 +2025-07-05 05:11:30,485 - INFO - Training: cls_zice: 26.715325612770883; reg_zipnll: 203.31674495496247; aux_mae_loss_1: 113.52030362580952; aux_mae_loss_2: 15.480109415556255; aux_mae_loss_4: 2.180244411292829; cnt_loss: 15.14739684054726; +2025-07-05 05:11:30,487 - INFO - Evaluation: +Curr mae: 82.0649; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 119.5838; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2419; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:11:30,487 - INFO - Epoch: 0748 / 1300 lr: 9.555e-05 +2025-07-05 05:11:49,756 - INFO - Training: cls_zice: 23.77214846171831; reg_zipnll: 193.8747359827945; aux_mae_loss_1: 110.6517249659488; aux_mae_loss_2: 14.940094721944709; aux_mae_loss_4: 2.0935396552085876; cnt_loss: 14.270275806125841; +2025-07-05 05:11:49,759 - INFO - Evaluation: +Curr mae: 89.9407; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 131.7641; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2829; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:11:49,760 - INFO - Epoch: 0749 / 1300 lr: 9.545e-05 +2025-07-05 05:12:09,006 - INFO - Training: cls_zice: 23.885873502806614; reg_zipnll: 193.73386503520766; aux_mae_loss_1: 105.8117107592131; aux_mae_loss_2: 14.118838134564852; aux_mae_loss_4: 1.9445894391913163; cnt_loss: 11.14379946809066; +2025-07-05 05:12:09,007 - INFO - Evaluation: +Curr mae: 70.6210; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 108.7072; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2007; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:12:09,007 - INFO - Epoch: 0750 / 1300 lr: 9.535e-05 +2025-07-05 05:12:27,951 - INFO - Training: cls_zice: 26.43631943276054; reg_zipnll: 196.29856330470034; aux_mae_loss_1: 109.34623427140086; aux_mae_loss_2: 14.550672681708084; aux_mae_loss_4: 2.0179212877624915; cnt_loss: 12.011536359786987; +2025-07-05 05:12:27,952 - INFO - Evaluation: +Curr mae: 67.4995; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 105.6151; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1835; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:12:29,909 - INFO - Epoch: 0751 / 1300 lr: 9.525e-05 +2025-07-05 05:12:49,647 - INFO - Training: cls_zice: 23.120123863220215; reg_zipnll: 192.5375751696135; aux_mae_loss_1: 104.61596619455437; aux_mae_loss_2: 14.01097079327232; aux_mae_loss_4: 1.9455525780978955; cnt_loss: 11.06745141430905; +2025-07-05 05:12:49,648 - INFO - Evaluation: +Curr mae: 78.8493; Best mae: 61.9048; 63.1205; 63.1771; 63.3152; 63.8389; +Curr rmse: 113.9815; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2321; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:12:49,648 - INFO - Epoch: 0752 / 1300 lr: 9.514e-05 +2025-07-05 05:13:08,798 - INFO - Training: cls_zice: 24.797303557395935; reg_zipnll: 195.1582942761873; aux_mae_loss_1: 109.20581657008121; aux_mae_loss_2: 14.540214588767604; aux_mae_loss_4: 2.031585439255363; cnt_loss: 12.38861954839606; +2025-07-05 05:13:09,417 - INFO - Evaluation: +Curr mae: 63.2713; Best mae: 61.9048; 63.1205; 63.1771; 63.2713; 63.3152; +Curr rmse: 99.7341; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1802; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:13:09,417 - INFO - Epoch: 0753 / 1300 lr: 9.504e-05 +2025-07-05 05:13:28,604 - INFO - Training: cls_zice: 24.038367704341287; reg_zipnll: 195.18775638781096; aux_mae_loss_1: 105.36352569178531; aux_mae_loss_2: 14.295439582122; aux_mae_loss_4: 2.0062777337275053; cnt_loss: 12.884065941760415; +2025-07-05 05:13:28,605 - INFO - Evaluation: +Curr mae: 68.4054; Best mae: 61.9048; 63.1205; 63.1771; 63.2713; 63.3152; +Curr rmse: 98.7700; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2030; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:13:28,605 - INFO - Epoch: 0754 / 1300 lr: 9.493e-05 +2025-07-05 05:13:47,849 - INFO - Training: cls_zice: 22.181199332601146; reg_zipnll: 192.13668080380089; aux_mae_loss_1: 104.0566745557283; aux_mae_loss_2: 13.9718168911181; aux_mae_loss_4: 1.9077413772281848; cnt_loss: 10.894344229447213; +2025-07-05 05:13:47,850 - INFO - Evaluation: +Curr mae: 68.4005; Best mae: 61.9048; 63.1205; 63.1771; 63.2713; 63.3152; +Curr rmse: 99.6820; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.1959; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:13:47,850 - INFO - Epoch: 0755 / 1300 lr: 9.482e-05 +2025-07-05 05:14:07,068 - INFO - Training: cls_zice: 25.11665906404194; reg_zipnll: 202.2568339297646; aux_mae_loss_1: 107.87539672851562; aux_mae_loss_2: 14.189494685122842; aux_mae_loss_4: 1.9616588981528031; cnt_loss: 10.992257958964297; +2025-07-05 05:14:07,069 - INFO - Evaluation: +Curr mae: 79.5499; Best mae: 61.9048; 63.1205; 63.1771; 63.2713; 63.3152; +Curr rmse: 109.9075; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2305; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:14:07,069 - INFO - Epoch: 0756 / 1300 lr: 9.471e-05 +2025-07-05 05:14:26,917 - INFO - Training: cls_zice: 23.223519475836504; reg_zipnll: 196.22207199899773; aux_mae_loss_1: 105.43588186565198; aux_mae_loss_2: 14.030812916002775; aux_mae_loss_4: 1.9234294797244824; cnt_loss: 11.233938480678358; +2025-07-05 05:14:26,918 - INFO - Evaluation: +Curr mae: 92.2031; Best mae: 61.9048; 63.1205; 63.1771; 63.2713; 63.3152; +Curr rmse: 123.4065; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2915; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:14:26,918 - INFO - Epoch: 0757 / 1300 lr: 9.460e-05 +2025-07-05 05:14:45,997 - INFO - Training: cls_zice: 23.699541248773272; reg_zipnll: 191.35519348947625; aux_mae_loss_1: 105.37504055625514; aux_mae_loss_2: 14.164794068587454; aux_mae_loss_4: 1.978518269563976; cnt_loss: 11.938008797796149; +2025-07-05 05:14:45,998 - INFO - Evaluation: +Curr mae: 73.8208; Best mae: 61.9048; 63.1205; 63.1771; 63.2713; 63.3152; +Curr rmse: 108.8559; Best rmse: 92.8550; 93.5221; 93.9275; 94.8996; 95.3155; +Curr nae: 0.2017; Best nae: 0.1553; 0.1554; 0.1561; 0.1565; 0.1576; + + + +2025-07-05 05:14:45,998 - INFO - Epoch: 0758 / 1300 lr: 9.449e-05 +2025-07-05 05:15:05,152 - INFO - Training: cls_zice: 22.338214290769475; reg_zipnll: 193.48035591527037; aux_mae_loss_1: 106.020288567794; aux_mae_loss_2: 14.012467032984683; aux_mae_loss_4: 1.9606111175135563; cnt_loss: 12.699916714116148; +2025-07-05 05:15:07,227 - INFO - Evaluation: +Curr mae: 56.3686; Best mae: 56.3686; 61.9048; 63.1205; 63.1771; 63.2713; +Curr rmse: 86.0957; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1454; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:15:07,228 - INFO - Epoch: 0759 / 1300 lr: 9.438e-05 +2025-07-05 05:15:26,490 - INFO - Training: cls_zice: 24.34638633853511; reg_zipnll: 192.52108142250464; aux_mae_loss_1: 107.16596533122815; aux_mae_loss_2: 14.195869659122668; aux_mae_loss_4: 1.9651727143086886; cnt_loss: 11.544797131889744; +2025-07-05 05:15:26,493 - INFO - Evaluation: +Curr mae: 64.5085; Best mae: 56.3686; 61.9048; 63.1205; 63.1771; 63.2713; +Curr rmse: 100.2341; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1634; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:15:26,494 - INFO - Epoch: 0760 / 1300 lr: 9.427e-05 +2025-07-05 05:15:46,196 - INFO - Training: cls_zice: 24.563402517061483; reg_zipnll: 191.21944728650544; aux_mae_loss_1: 108.17971400210732; aux_mae_loss_2: 14.70813610679225; aux_mae_loss_4: 2.1371927731915523; cnt_loss: 14.9925268072831; +2025-07-05 05:15:46,888 - INFO - Evaluation: +Curr mae: 63.1791; Best mae: 56.3686; 61.9048; 63.1205; 63.1771; 63.1791; +Curr rmse: 99.9911; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1636; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:15:46,888 - INFO - Epoch: 0761 / 1300 lr: 9.416e-05 +2025-07-05 05:16:05,991 - INFO - Training: cls_zice: 28.895678181397287; reg_zipnll: 202.0483727706106; aux_mae_loss_1: 113.40688584980212; aux_mae_loss_2: 15.053328514099121; aux_mae_loss_4: 2.1442230092851737; cnt_loss: 13.063188427372983; +2025-07-05 05:16:05,992 - INFO - Evaluation: +Curr mae: 88.8505; Best mae: 56.3686; 61.9048; 63.1205; 63.1771; 63.1791; +Curr rmse: 130.0889; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2414; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:16:05,992 - INFO - Epoch: 0762 / 1300 lr: 9.404e-05 +2025-07-05 05:16:25,069 - INFO - Training: cls_zice: 26.914611446230037; reg_zipnll: 188.3670624180844; aux_mae_loss_1: 105.47095037761487; aux_mae_loss_2: 14.007622342360648; aux_mae_loss_4: 1.9655479820151078; cnt_loss: 11.779733745675339; +2025-07-05 05:16:25,069 - INFO - Evaluation: +Curr mae: 84.3484; Best mae: 56.3686; 61.9048; 63.1205; 63.1771; 63.1791; +Curr rmse: 124.3482; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2305; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:16:25,069 - INFO - Epoch: 0763 / 1300 lr: 9.392e-05 +2025-07-05 05:16:44,268 - INFO - Training: cls_zice: 28.03165848631608; reg_zipnll: 199.0691815426475; aux_mae_loss_1: 111.75134608620091; aux_mae_loss_2: 15.00027494681509; aux_mae_loss_4: 2.1424990202251233; cnt_loss: 13.669738995401483; +2025-07-05 05:16:44,269 - INFO - Evaluation: +Curr mae: 75.1762; Best mae: 56.3686; 61.9048; 63.1205; 63.1771; 63.1791; +Curr rmse: 114.5375; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2296; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:16:44,269 - INFO - Epoch: 0764 / 1300 lr: 9.381e-05 +2025-07-05 05:17:04,240 - INFO - Training: cls_zice: 24.426438021032435; reg_zipnll: 197.70043021754213; aux_mae_loss_1: 109.75944529081646; aux_mae_loss_2: 14.589738281149613; aux_mae_loss_4: 2.0842844718380977; cnt_loss: 15.647606962605527; +2025-07-05 05:17:04,242 - INFO - Evaluation: +Curr mae: 74.2328; Best mae: 56.3686; 61.9048; 63.1205; 63.1771; 63.1791; +Curr rmse: 111.3082; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1821; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:17:04,242 - INFO - Epoch: 0765 / 1300 lr: 9.369e-05 +2025-07-05 05:17:23,418 - INFO - Training: cls_zice: 25.239034997789485; reg_zipnll: 191.9015669571726; aux_mae_loss_1: 108.21811856721577; aux_mae_loss_2: 14.436135919470535; aux_mae_loss_4: 2.0334530943318416; cnt_loss: 13.37359845010858; +2025-07-05 05:17:24,118 - INFO - Evaluation: +Curr mae: 62.4368; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 96.4592; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1693; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:17:24,118 - INFO - Epoch: 0766 / 1300 lr: 9.357e-05 +2025-07-05 05:17:43,391 - INFO - Training: cls_zice: 23.35732403868123; reg_zipnll: 194.15932103207237; aux_mae_loss_1: 104.80647177445262; aux_mae_loss_2: 13.839559956600791; aux_mae_loss_4: 1.9110230740747953; cnt_loss: 10.838945928372835; +2025-07-05 05:17:43,392 - INFO - Evaluation: +Curr mae: 73.5422; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 120.2234; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1978; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:17:43,392 - INFO - Epoch: 0767 / 1300 lr: 9.345e-05 +2025-07-05 05:18:02,418 - INFO - Training: cls_zice: 20.535024657061225; reg_zipnll: 191.30173813669305; aux_mae_loss_1: 102.31024651778371; aux_mae_loss_2: 13.644334880929245; aux_mae_loss_4: 1.858192647758283; cnt_loss: 10.224645382479617; +2025-07-05 05:18:02,419 - INFO - Evaluation: +Curr mae: 79.2946; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 145.4074; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2327; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:18:02,419 - INFO - Epoch: 0768 / 1300 lr: 9.333e-05 +2025-07-05 05:18:22,239 - INFO - Training: cls_zice: 20.827580229232186; reg_zipnll: 187.71549666555305; aux_mae_loss_1: 101.3726971274928; aux_mae_loss_2: 13.563929080963135; aux_mae_loss_4: 1.8459642372633283; cnt_loss: 10.82255596863596; +2025-07-05 05:18:22,240 - INFO - Evaluation: +Curr mae: 86.9817; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 134.6139; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2592; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:18:22,240 - INFO - Epoch: 0769 / 1300 lr: 9.321e-05 +2025-07-05 05:18:41,446 - INFO - Training: cls_zice: 26.65789763864718; reg_zipnll: 194.0541409944233; aux_mae_loss_1: 107.82338112278988; aux_mae_loss_2: 14.301561506170975; aux_mae_loss_4: 1.9821620269825584; cnt_loss: 11.242207044049314; +2025-07-05 05:18:41,447 - INFO - Evaluation: +Curr mae: 102.9326; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 156.7350; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3280; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:18:41,447 - INFO - Epoch: 0770 / 1300 lr: 9.308e-05 +2025-07-05 05:19:00,591 - INFO - Training: cls_zice: 21.38048945602618; reg_zipnll: 188.26716894852487; aux_mae_loss_1: 102.4845303987202; aux_mae_loss_2: 13.561897328025417; aux_mae_loss_4: 1.8650936170628196; cnt_loss: 11.060446588616623; +2025-07-05 05:19:00,593 - INFO - Evaluation: +Curr mae: 94.8224; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 164.6491; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3062; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:19:00,593 - INFO - Epoch: 0771 / 1300 lr: 9.296e-05 +2025-07-05 05:19:19,799 - INFO - Training: cls_zice: 24.134776077772443; reg_zipnll: 192.9041310360557; aux_mae_loss_1: 106.49150707847194; aux_mae_loss_2: 14.151061585074977; aux_mae_loss_4: 1.9394350114621615; cnt_loss: 11.78323487231606; +2025-07-05 05:19:19,800 - INFO - Evaluation: +Curr mae: 77.3768; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 128.9065; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2315; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:19:19,800 - INFO - Epoch: 0772 / 1300 lr: 9.283e-05 +2025-07-05 05:19:39,219 - INFO - Training: cls_zice: 26.33139282464981; reg_zipnll: 200.59960857190583; aux_mae_loss_1: 109.40323438142475; aux_mae_loss_2: 14.429498697582044; aux_mae_loss_4: 1.9811521015669171; cnt_loss: 12.490662788089953; +2025-07-05 05:19:39,220 - INFO - Evaluation: +Curr mae: 87.8965; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 142.1940; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2141; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:19:39,220 - INFO - Epoch: 0773 / 1300 lr: 9.271e-05 +2025-07-05 05:19:59,160 - INFO - Training: cls_zice: 21.666022830887844; reg_zipnll: 188.0089171560187; aux_mae_loss_1: 102.12563032852977; aux_mae_loss_2: 13.650032545390882; aux_mae_loss_4: 1.8785971810943203; cnt_loss: 11.630772088703356; +2025-07-05 05:19:59,161 - INFO - Evaluation: +Curr mae: 95.9699; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 146.7789; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2834; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:19:59,161 - INFO - Epoch: 0774 / 1300 lr: 9.258e-05 +2025-07-05 05:20:18,339 - INFO - Training: cls_zice: 22.11428549415187; reg_zipnll: 192.84663471422698; aux_mae_loss_1: 105.04267582140471; aux_mae_loss_2: 13.755190824207506; aux_mae_loss_4: 1.8842651561686867; cnt_loss: 11.646680342523675; +2025-07-05 05:20:18,341 - INFO - Evaluation: +Curr mae: 83.3481; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 127.1919; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2320; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:20:18,341 - INFO - Epoch: 0775 / 1300 lr: 9.245e-05 +2025-07-05 05:20:37,570 - INFO - Training: cls_zice: 22.75709056775821; reg_zipnll: 191.56799938804224; aux_mae_loss_1: 105.28981760928505; aux_mae_loss_2: 14.044909427040501; aux_mae_loss_4: 1.9667987792115462; cnt_loss: 13.218475216313413; +2025-07-05 05:20:37,571 - INFO - Evaluation: +Curr mae: 74.2269; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 112.4881; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2052; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:20:37,571 - INFO - Epoch: 0776 / 1300 lr: 9.232e-05 +2025-07-05 05:20:56,898 - INFO - Training: cls_zice: 25.89803107161271; reg_zipnll: 197.16995761269018; aux_mae_loss_1: 109.92397609509919; aux_mae_loss_2: 14.630609562522487; aux_mae_loss_4: 2.0232038654779134; cnt_loss: 11.336778251748337; +2025-07-05 05:20:56,898 - INFO - Evaluation: +Curr mae: 77.0448; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 113.6400; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2519; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:20:56,898 - INFO - Epoch: 0777 / 1300 lr: 9.219e-05 +2025-07-05 05:21:16,357 - INFO - Training: cls_zice: 23.114506015652104; reg_zipnll: 189.72498923853823; aux_mae_loss_1: 104.89766381916247; aux_mae_loss_2: 13.90444076688666; aux_mae_loss_4: 1.938281010640295; cnt_loss: 12.679110809376365; +2025-07-05 05:21:16,359 - INFO - Evaluation: +Curr mae: 68.9247; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 104.8249; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1960; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:21:16,359 - INFO - Epoch: 0778 / 1300 lr: 9.206e-05 +2025-07-05 05:21:35,782 - INFO - Training: cls_zice: 26.718491234277423; reg_zipnll: 203.92069023533872; aux_mae_loss_1: 113.40406076531661; aux_mae_loss_2: 15.200941562652588; aux_mae_loss_4: 2.1735811327633106; cnt_loss: 15.106111225328947; +2025-07-05 05:21:35,783 - INFO - Evaluation: +Curr mae: 75.0290; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 112.2900; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2128; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:21:35,783 - INFO - Epoch: 0779 / 1300 lr: 9.193e-05 +2025-07-05 05:21:54,735 - INFO - Training: cls_zice: 25.533604659532244; reg_zipnll: 200.56074403461656; aux_mae_loss_1: 109.22740434345447; aux_mae_loss_2: 14.56427476280614; aux_mae_loss_4: 2.031748674417797; cnt_loss: 13.083795974129124; +2025-07-05 05:21:54,736 - INFO - Evaluation: +Curr mae: 74.9506; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 111.6708; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2116; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:21:54,736 - INFO - Epoch: 0780 / 1300 lr: 9.179e-05 +2025-07-05 05:22:14,006 - INFO - Training: cls_zice: 21.58694106654117; reg_zipnll: 190.54787163985404; aux_mae_loss_1: 102.95876432719983; aux_mae_loss_2: 13.684791878650064; aux_mae_loss_4: 1.8990638381556462; cnt_loss: 12.426549961692409; +2025-07-05 05:22:14,008 - INFO - Evaluation: +Curr mae: 69.6406; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 111.3842; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1707; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:22:14,008 - INFO - Epoch: 0781 / 1300 lr: 9.166e-05 +2025-07-05 05:22:33,299 - INFO - Training: cls_zice: 23.400494311985216; reg_zipnll: 190.4435452912983; aux_mae_loss_1: 105.49167402167069; aux_mae_loss_2: 14.209210822456761; aux_mae_loss_4: 2.0243839778398214; cnt_loss: 13.006262829429225; +2025-07-05 05:22:33,301 - INFO - Evaluation: +Curr mae: 76.4259; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 123.6602; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1983; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:22:33,301 - INFO - Epoch: 0782 / 1300 lr: 9.152e-05 +2025-07-05 05:22:53,212 - INFO - Training: cls_zice: 25.88994741753528; reg_zipnll: 192.26149287976716; aux_mae_loss_1: 105.94455337524414; aux_mae_loss_2: 14.430476665496826; aux_mae_loss_4: 2.0652389526367188; cnt_loss: 13.952939598183884; +2025-07-05 05:22:53,213 - INFO - Evaluation: +Curr mae: 83.3225; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 130.2556; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2331; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:22:53,213 - INFO - Epoch: 0783 / 1300 lr: 9.139e-05 +2025-07-05 05:23:12,217 - INFO - Training: cls_zice: 25.644170939922333; reg_zipnll: 189.31719006990133; aux_mae_loss_1: 105.14096069335938; aux_mae_loss_2: 14.101059135637785; aux_mae_loss_4: 2.0359647274017334; cnt_loss: 14.25513724276894; +2025-07-05 05:23:12,218 - INFO - Evaluation: +Curr mae: 76.0437; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 115.2658; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2144; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:23:12,218 - INFO - Epoch: 0784 / 1300 lr: 9.125e-05 +2025-07-05 05:23:31,405 - INFO - Training: cls_zice: 26.30858884359661; reg_zipnll: 194.9910535310444; aux_mae_loss_1: 109.25576762149208; aux_mae_loss_2: 14.793627462889019; aux_mae_loss_4: 2.0909093053717362; cnt_loss: 12.669186303490086; +2025-07-05 05:23:31,407 - INFO - Evaluation: +Curr mae: 88.5488; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 133.9168; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2466; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:23:31,407 - INFO - Epoch: 0785 / 1300 lr: 9.111e-05 +2025-07-05 05:23:50,558 - INFO - Training: cls_zice: 25.541684357743513; reg_zipnll: 191.9443503931949; aux_mae_loss_1: 108.19228413230495; aux_mae_loss_2: 14.533872579273424; aux_mae_loss_4: 2.0667469250528434; cnt_loss: 13.40763386927153; +2025-07-05 05:23:50,559 - INFO - Evaluation: +Curr mae: 87.8798; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 134.4919; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2405; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:23:50,559 - INFO - Epoch: 0786 / 1300 lr: 9.097e-05 +2025-07-05 05:24:09,821 - INFO - Training: cls_zice: 26.609536315265455; reg_zipnll: 197.5744484349301; aux_mae_loss_1: 107.1108007932964; aux_mae_loss_2: 14.140209336029855; aux_mae_loss_4: 1.9700574780765332; cnt_loss: 11.545536938466524; +2025-07-05 05:24:09,822 - INFO - Evaluation: +Curr mae: 80.6300; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 117.5880; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2016; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:24:09,822 - INFO - Epoch: 0787 / 1300 lr: 9.083e-05 +2025-07-05 05:24:29,566 - INFO - Training: cls_zice: 21.83513835856789; reg_zipnll: 185.00956163908305; aux_mae_loss_1: 100.77696719922517; aux_mae_loss_2: 13.385644862526341; aux_mae_loss_4: 1.817711707792784; cnt_loss: 10.340188760506479; +2025-07-05 05:24:29,569 - INFO - Evaluation: +Curr mae: 84.0529; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 122.0626; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2416; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:24:29,569 - INFO - Epoch: 0788 / 1300 lr: 9.069e-05 +2025-07-05 05:24:48,819 - INFO - Training: cls_zice: 22.88948049043354; reg_zipnll: 193.58081295615747; aux_mae_loss_1: 106.56975103679456; aux_mae_loss_2: 14.111325640427438; aux_mae_loss_4: 1.9496431727158396; cnt_loss: 11.428394593690571; +2025-07-05 05:24:48,820 - INFO - Evaluation: +Curr mae: 84.6056; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 122.3336; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2327; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:24:48,820 - INFO - Epoch: 0789 / 1300 lr: 9.055e-05 +2025-07-05 05:25:07,840 - INFO - Training: cls_zice: 24.210059994145443; reg_zipnll: 193.2107303017064; aux_mae_loss_1: 105.99451767770867; aux_mae_loss_2: 14.108550925003854; aux_mae_loss_4: 1.990504873426337; cnt_loss: 12.11328271188234; +2025-07-05 05:25:07,841 - INFO - Evaluation: +Curr mae: 73.6190; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 107.3061; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1894; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:25:07,841 - INFO - Epoch: 0790 / 1300 lr: 9.040e-05 +2025-07-05 05:25:26,865 - INFO - Training: cls_zice: 23.490255738559522; reg_zipnll: 191.98518773129112; aux_mae_loss_1: 104.38147334048622; aux_mae_loss_2: 13.884021809226589; aux_mae_loss_4: 1.9394869773011458; cnt_loss: 11.345806310051366; +2025-07-05 05:25:26,866 - INFO - Evaluation: +Curr mae: 88.3683; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 129.2917; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2520; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:25:26,866 - INFO - Epoch: 0791 / 1300 lr: 9.026e-05 +2025-07-05 05:25:46,019 - INFO - Training: cls_zice: 27.96617820702101; reg_zipnll: 190.49678260401674; aux_mae_loss_1: 108.36049089933697; aux_mae_loss_2: 14.47870733863429; aux_mae_loss_4: 2.0409401216005025; cnt_loss: 11.892411545703286; +2025-07-05 05:25:46,020 - INFO - Evaluation: +Curr mae: 74.6508; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 108.4132; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2152; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:25:46,021 - INFO - Epoch: 0792 / 1300 lr: 9.011e-05 +2025-07-05 05:26:05,889 - INFO - Training: cls_zice: 24.034944145303022; reg_zipnll: 189.32759957564505; aux_mae_loss_1: 103.23194252817254; aux_mae_loss_2: 13.581015737433182; aux_mae_loss_4: 1.8852758407592773; cnt_loss: 12.074528945119757; +2025-07-05 05:26:05,890 - INFO - Evaluation: +Curr mae: 84.9895; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 141.8139; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2419; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:26:05,890 - INFO - Epoch: 0793 / 1300 lr: 8.997e-05 +2025-07-05 05:26:25,200 - INFO - Training: cls_zice: 21.647553732520656; reg_zipnll: 189.2551811619809; aux_mae_loss_1: 105.22833613345497; aux_mae_loss_2: 14.049392223358154; aux_mae_loss_4: 1.9619018623703404; cnt_loss: 12.786106322941027; +2025-07-05 05:26:25,201 - INFO - Evaluation: +Curr mae: 93.3432; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 135.0330; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2935; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:26:25,201 - INFO - Epoch: 0794 / 1300 lr: 8.982e-05 +2025-07-05 05:26:44,427 - INFO - Training: cls_zice: 23.50767702177951; reg_zipnll: 186.41304638511255; aux_mae_loss_1: 102.58806640223453; aux_mae_loss_2: 13.646546213250412; aux_mae_loss_4: 1.898995412023444; cnt_loss: 11.99303896803605; +2025-07-05 05:26:44,427 - INFO - Evaluation: +Curr mae: 127.6017; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 200.3616; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.4352; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:26:44,427 - INFO - Epoch: 0795 / 1300 lr: 8.967e-05 +2025-07-05 05:27:03,664 - INFO - Training: cls_zice: 25.26583454287366; reg_zipnll: 194.45935640837016; aux_mae_loss_1: 105.51097568712737; aux_mae_loss_2: 13.90261381550839; aux_mae_loss_4: 1.9018687919566506; cnt_loss: 11.006765478535703; +2025-07-05 05:27:03,665 - INFO - Evaluation: +Curr mae: 111.8971; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 174.2674; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3450; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:27:03,665 - INFO - Epoch: 0796 / 1300 lr: 8.952e-05 +2025-07-05 05:27:22,672 - INFO - Training: cls_zice: 22.195468667306397; reg_zipnll: 192.30141910753753; aux_mae_loss_1: 105.97377214933697; aux_mae_loss_2: 14.000655889511108; aux_mae_loss_4: 1.9274387924294722; cnt_loss: 10.969539560769734; +2025-07-05 05:27:22,673 - INFO - Evaluation: +Curr mae: 100.9411; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 147.9807; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3072; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:27:22,673 - INFO - Epoch: 0797 / 1300 lr: 8.937e-05 +2025-07-05 05:27:42,719 - INFO - Training: cls_zice: 23.694485072634723; reg_zipnll: 192.4627954583419; aux_mae_loss_1: 106.22250004818565; aux_mae_loss_2: 13.839142523313823; aux_mae_loss_4: 1.9106177813128422; cnt_loss: 11.119975491573935; +2025-07-05 05:27:42,720 - INFO - Evaluation: +Curr mae: 103.2680; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 139.7011; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3283; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:27:42,720 - INFO - Epoch: 0798 / 1300 lr: 8.922e-05 +2025-07-05 05:28:01,728 - INFO - Training: cls_zice: 27.37209651344701; reg_zipnll: 202.27058430721885; aux_mae_loss_1: 110.75517493800113; aux_mae_loss_2: 14.459922740333958; aux_mae_loss_4: 1.9752037525177002; cnt_loss: 10.665983526330246; +2025-07-05 05:28:01,730 - INFO - Evaluation: +Curr mae: 122.7694; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 173.5122; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.4087; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:28:01,730 - INFO - Epoch: 0799 / 1300 lr: 8.907e-05 +2025-07-05 05:28:21,073 - INFO - Training: cls_zice: 23.039192149513646; reg_zipnll: 202.31235263222143; aux_mae_loss_1: 108.28846740722656; aux_mae_loss_2: 13.967631390220241; aux_mae_loss_4: 1.907062436404981; cnt_loss: 12.28428672489367; +2025-07-05 05:28:21,074 - INFO - Evaluation: +Curr mae: 103.4727; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 142.2821; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3422; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:28:21,074 - INFO - Epoch: 0800 / 1300 lr: 8.892e-05 +2025-07-05 05:28:40,488 - INFO - Training: cls_zice: 25.227552551972238; reg_zipnll: 195.02826128507914; aux_mae_loss_1: 106.80097891155042; aux_mae_loss_2: 13.990368918368691; aux_mae_loss_4: 1.9204077814754688; cnt_loss: 11.070960634633115; +2025-07-05 05:28:40,488 - INFO - Evaluation: +Curr mae: 79.3200; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 116.0415; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2401; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:28:42,790 - INFO - Epoch: 0801 / 1300 lr: 8.876e-05 +2025-07-05 05:29:02,228 - INFO - Training: cls_zice: 25.913236323155854; reg_zipnll: 198.32628029271177; aux_mae_loss_1: 110.09562803569592; aux_mae_loss_2: 14.501969851945576; aux_mae_loss_4: 2.0294145502542196; cnt_loss: 12.314975826363815; +2025-07-05 05:29:02,229 - INFO - Evaluation: +Curr mae: 123.1469; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 162.5460; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.4340; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:29:02,229 - INFO - Epoch: 0802 / 1300 lr: 8.861e-05 +2025-07-05 05:29:21,327 - INFO - Training: cls_zice: 23.471172797052485; reg_zipnll: 189.8124690808748; aux_mae_loss_1: 105.39819737484581; aux_mae_loss_2: 13.949903463062487; aux_mae_loss_4: 1.9529968076630642; cnt_loss: 12.641262412071228; +2025-07-05 05:29:21,327 - INFO - Evaluation: +Curr mae: 82.1451; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 134.0505; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2589; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:29:21,327 - INFO - Epoch: 0803 / 1300 lr: 8.845e-05 +2025-07-05 05:29:40,485 - INFO - Training: cls_zice: 23.96443127958398; reg_zipnll: 189.56915724904914; aux_mae_loss_1: 102.1238233666671; aux_mae_loss_2: 13.502351258930407; aux_mae_loss_4: 1.8704667075684196; cnt_loss: 11.56676005062304; +2025-07-05 05:29:40,486 - INFO - Evaluation: +Curr mae: 83.8240; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 135.6305; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2770; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:29:40,486 - INFO - Epoch: 0804 / 1300 lr: 8.830e-05 +2025-07-05 05:29:59,789 - INFO - Training: cls_zice: 25.48184427462126; reg_zipnll: 198.35029280813117; aux_mae_loss_1: 107.74394517195852; aux_mae_loss_2: 14.025059649818822; aux_mae_loss_4: 1.9453262200481014; cnt_loss: 11.681088748731112; +2025-07-05 05:29:59,791 - INFO - Evaluation: +Curr mae: 107.5921; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 156.4289; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3670; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:29:59,791 - INFO - Epoch: 0805 / 1300 lr: 8.814e-05 +2025-07-05 05:30:19,609 - INFO - Training: cls_zice: 23.290764893356123; reg_zipnll: 193.06948792307; aux_mae_loss_1: 105.56476211547852; aux_mae_loss_2: 13.71824668583117; aux_mae_loss_4: 1.883705198764801; cnt_loss: 11.575316667556763; +2025-07-05 05:30:19,610 - INFO - Evaluation: +Curr mae: 127.0592; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 180.7254; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.4258; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:30:19,610 - INFO - Epoch: 0806 / 1300 lr: 8.798e-05 +2025-07-05 05:30:39,124 - INFO - Training: cls_zice: 25.453808964867342; reg_zipnll: 195.7339415299265; aux_mae_loss_1: 108.32202108282792; aux_mae_loss_2: 14.271727963497764; aux_mae_loss_4: 1.9961883300229122; cnt_loss: 12.26896283501073; +2025-07-05 05:30:39,125 - INFO - Evaluation: +Curr mae: 106.8030; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 142.2192; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3246; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:30:39,125 - INFO - Epoch: 0807 / 1300 lr: 8.782e-05 +2025-07-05 05:30:58,314 - INFO - Training: cls_zice: 24.15447628811786; reg_zipnll: 194.86671307212427; aux_mae_loss_1: 108.70831579911082; aux_mae_loss_2: 14.649472550341958; aux_mae_loss_4: 2.1729976440730847; cnt_loss: 16.566787418566253; +2025-07-05 05:30:58,315 - INFO - Evaluation: +Curr mae: 164.1614; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 224.5587; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.6183; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:30:58,315 - INFO - Epoch: 0808 / 1300 lr: 8.766e-05 +2025-07-05 05:31:17,161 - INFO - Training: cls_zice: 24.534193189520586; reg_zipnll: 194.91286247654966; aux_mae_loss_1: 107.32744909587659; aux_mae_loss_2: 14.35272741317749; aux_mae_loss_4: 2.0175941743348775; cnt_loss: 12.568552280727186; +2025-07-05 05:31:17,162 - INFO - Evaluation: +Curr mae: 155.0641; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 222.7188; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.6306; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:31:17,162 - INFO - Epoch: 0809 / 1300 lr: 8.750e-05 +2025-07-05 05:31:36,317 - INFO - Training: cls_zice: 23.155410007426614; reg_zipnll: 192.07393826936422; aux_mae_loss_1: 103.22701574626721; aux_mae_loss_2: 13.70897667031539; aux_mae_loss_4: 1.8944923846345199; cnt_loss: 10.69633436203003; +2025-07-05 05:31:36,318 - INFO - Evaluation: +Curr mae: 147.3773; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 213.4712; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.5514; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:31:36,318 - INFO - Epoch: 0810 / 1300 lr: 8.734e-05 +2025-07-05 05:31:56,263 - INFO - Training: cls_zice: 21.837487782302656; reg_zipnll: 192.37218013562654; aux_mae_loss_1: 104.46650223982961; aux_mae_loss_2: 13.700359143708882; aux_mae_loss_4: 1.897233435982152; cnt_loss: 10.886705022109183; +2025-07-05 05:31:56,264 - INFO - Evaluation: +Curr mae: 107.2190; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 148.7954; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3700; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:31:56,264 - INFO - Epoch: 0811 / 1300 lr: 8.718e-05 +2025-07-05 05:32:15,534 - INFO - Training: cls_zice: 23.146409793903953; reg_zipnll: 194.92148027921976; aux_mae_loss_1: 103.65602794446443; aux_mae_loss_2: 13.528019503543252; aux_mae_loss_4: 1.8455214155347723; cnt_loss: 10.431935887587699; +2025-07-05 05:32:15,535 - INFO - Evaluation: +Curr mae: 106.7499; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 143.5688; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3608; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:32:15,535 - INFO - Epoch: 0812 / 1300 lr: 8.701e-05 +2025-07-05 05:32:34,795 - INFO - Training: cls_zice: 21.71435964813358; reg_zipnll: 190.471502806011; aux_mae_loss_1: 104.66755013716848; aux_mae_loss_2: 13.88887754239534; aux_mae_loss_4: 1.9372914590333636; cnt_loss: 12.231895434228997; +2025-07-05 05:32:34,796 - INFO - Evaluation: +Curr mae: 99.5371; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 132.3976; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3417; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:32:34,796 - INFO - Epoch: 0813 / 1300 lr: 8.685e-05 +2025-07-05 05:32:53,756 - INFO - Training: cls_zice: 24.677985803077096; reg_zipnll: 196.22531308625875; aux_mae_loss_1: 110.00602200156764; aux_mae_loss_2: 14.52285613511738; aux_mae_loss_4: 2.0719553232192993; cnt_loss: 13.894536231693468; +2025-07-05 05:32:53,757 - INFO - Evaluation: +Curr mae: 116.6072; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 162.4043; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3859; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:32:53,757 - INFO - Epoch: 0814 / 1300 lr: 8.668e-05 +2025-07-05 05:33:13,056 - INFO - Training: cls_zice: 23.810760460401838; reg_zipnll: 192.01500661749589; aux_mae_loss_1: 104.74451848080284; aux_mae_loss_2: 13.938253829353734; aux_mae_loss_4: 1.945377296523044; cnt_loss: 11.968634919116372; +2025-07-05 05:33:13,058 - INFO - Evaluation: +Curr mae: 199.0027; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 318.9940; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.7201; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:33:13,058 - INFO - Epoch: 0815 / 1300 lr: 8.652e-05 +2025-07-05 05:33:33,219 - INFO - Training: cls_zice: 25.51944049251707; reg_zipnll: 193.0267091048391; aux_mae_loss_1: 105.43757358350251; aux_mae_loss_2: 14.003059500142149; aux_mae_loss_4: 1.9158285605280023; cnt_loss: 10.303890253368177; +2025-07-05 05:33:33,220 - INFO - Evaluation: +Curr mae: 122.7621; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 234.7419; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3727; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:33:33,220 - INFO - Epoch: 0816 / 1300 lr: 8.635e-05 +2025-07-05 05:33:52,298 - INFO - Training: cls_zice: 22.90349439570778; reg_zipnll: 190.46605140284487; aux_mae_loss_1: 103.6924635234632; aux_mae_loss_2: 13.761927855642218; aux_mae_loss_4: 1.9570404949941134; cnt_loss: 11.81438476160953; +2025-07-05 05:33:52,299 - INFO - Evaluation: +Curr mae: 149.6754; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 263.1168; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.4837; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:33:52,299 - INFO - Epoch: 0817 / 1300 lr: 8.618e-05 +2025-07-05 05:34:11,670 - INFO - Training: cls_zice: 22.306320141804846; reg_zipnll: 188.80865960372122; aux_mae_loss_1: 101.04924754092568; aux_mae_loss_2: 13.365268983339009; aux_mae_loss_4: 1.818338736107475; cnt_loss: 9.793834184345446; +2025-07-05 05:34:11,671 - INFO - Evaluation: +Curr mae: 233.3986; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 412.8492; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.9042; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:34:11,671 - INFO - Epoch: 0818 / 1300 lr: 8.601e-05 +2025-07-05 05:34:31,084 - INFO - Training: cls_zice: 22.445083069958184; reg_zipnll: 199.4713528281764; aux_mae_loss_1: 106.66756278590152; aux_mae_loss_2: 14.053929052854839; aux_mae_loss_4: 1.9542980256833529; cnt_loss: 12.88529634475708; +2025-07-05 05:34:31,085 - INFO - Evaluation: +Curr mae: 243.9958; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 436.5966; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.8681; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:34:31,085 - INFO - Epoch: 0819 / 1300 lr: 8.584e-05 +2025-07-05 05:34:50,951 - INFO - Training: cls_zice: 26.67898531493388; reg_zipnll: 198.4570453041478; aux_mae_loss_1: 107.47296333312988; aux_mae_loss_2: 14.01522822129099; aux_mae_loss_4: 1.949567746174963; cnt_loss: 11.70919814862703; +2025-07-05 05:34:50,952 - INFO - Evaluation: +Curr mae: 166.4445; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 263.1127; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.6330; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:34:50,952 - INFO - Epoch: 0820 / 1300 lr: 8.567e-05 +2025-07-05 05:35:10,009 - INFO - Training: cls_zice: 24.642603940085362; reg_zipnll: 194.59224359612716; aux_mae_loss_1: 107.88153367293508; aux_mae_loss_2: 14.099826285713597; aux_mae_loss_4: 1.9715461793698763; cnt_loss: 11.63503929188377; +2025-07-05 05:35:10,010 - INFO - Evaluation: +Curr mae: 167.6020; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 261.8915; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.6061; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:35:10,010 - INFO - Epoch: 0821 / 1300 lr: 8.550e-05 +2025-07-05 05:35:29,396 - INFO - Training: cls_zice: 23.986615695451434; reg_zipnll: 199.53654560289885; aux_mae_loss_1: 108.7287752251876; aux_mae_loss_2: 14.180551905381051; aux_mae_loss_4: 1.9536913413750499; cnt_loss: 12.460637280815526; +2025-07-05 05:35:29,397 - INFO - Evaluation: +Curr mae: 153.2328; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 234.1263; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.5272; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:35:29,397 - INFO - Epoch: 0822 / 1300 lr: 8.533e-05 +2025-07-05 05:35:48,534 - INFO - Training: cls_zice: 24.08279771867551; reg_zipnll: 193.52891038593492; aux_mae_loss_1: 105.62849948280736; aux_mae_loss_2: 13.697527935630397; aux_mae_loss_4: 1.905233013002496; cnt_loss: 11.083540389412327; +2025-07-05 05:35:48,536 - INFO - Evaluation: +Curr mae: 132.4982; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 224.3611; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.4723; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:35:48,536 - INFO - Epoch: 0823 / 1300 lr: 8.516e-05 +2025-07-05 05:36:07,717 - INFO - Training: cls_zice: 25.46149744485554; reg_zipnll: 197.82985727410568; aux_mae_loss_1: 108.56384036415501; aux_mae_loss_2: 14.230544416528; aux_mae_loss_4: 1.9978349616653042; cnt_loss: 12.403630495071411; +2025-07-05 05:36:07,718 - INFO - Evaluation: +Curr mae: 92.3666; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 136.0714; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3291; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:36:07,718 - INFO - Epoch: 0824 / 1300 lr: 8.498e-05 +2025-07-05 05:36:27,590 - INFO - Training: cls_zice: 25.88585750366512; reg_zipnll: 194.1432850486354; aux_mae_loss_1: 107.19321993777626; aux_mae_loss_2: 14.024531565214458; aux_mae_loss_4: 1.94639474780936; cnt_loss: 11.19568553723787; +2025-07-05 05:36:27,591 - INFO - Evaluation: +Curr mae: 108.8165; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 148.6351; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.4266; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:36:27,591 - INFO - Epoch: 0825 / 1300 lr: 8.481e-05 +2025-07-05 05:36:45,808 - INFO - Training: cls_zice: 27.116257755379927; reg_zipnll: 198.46148541099146; aux_mae_loss_1: 109.37400978489926; aux_mae_loss_2: 14.261117031699733; aux_mae_loss_4: 1.9978743164162887; cnt_loss: 13.143448089298449; +2025-07-05 05:36:45,809 - INFO - Evaluation: +Curr mae: 102.6046; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 159.1195; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.4385; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:36:45,809 - INFO - Epoch: 0826 / 1300 lr: 8.463e-05 +2025-07-05 05:37:01,884 - INFO - Training: cls_zice: 24.256202208368403; reg_zipnll: 200.0801508050216; aux_mae_loss_1: 106.51926843743576; aux_mae_loss_2: 13.774594633202804; aux_mae_loss_4: 1.883404907427336; cnt_loss: 10.548667524990282; +2025-07-05 05:37:01,885 - INFO - Evaluation: +Curr mae: 82.4512; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 114.6347; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2670; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:37:01,885 - INFO - Epoch: 0827 / 1300 lr: 8.446e-05 +2025-07-05 05:37:17,794 - INFO - Training: cls_zice: 25.114599907084514; reg_zipnll: 190.52233625713149; aux_mae_loss_1: 108.80851715489437; aux_mae_loss_2: 14.544980563615498; aux_mae_loss_4: 2.0734298605667916; cnt_loss: 14.558004053015457; +2025-07-05 05:37:17,795 - INFO - Evaluation: +Curr mae: 135.0943; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 200.9543; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.4601; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:37:17,795 - INFO - Epoch: 0828 / 1300 lr: 8.428e-05 +2025-07-05 05:37:33,813 - INFO - Training: cls_zice: 24.26192921870633; reg_zipnll: 195.85082646420128; aux_mae_loss_1: 108.15395987661262; aux_mae_loss_2: 14.297850884889302; aux_mae_loss_4: 2.013310300676446; cnt_loss: 12.852122607984041; +2025-07-05 05:37:33,814 - INFO - Evaluation: +Curr mae: 93.9811; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 152.5981; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3229; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:37:33,814 - INFO - Epoch: 0829 / 1300 lr: 8.410e-05 +2025-07-05 05:37:49,957 - INFO - Training: cls_zice: 24.11452620907834; reg_zipnll: 189.97969958656714; aux_mae_loss_1: 106.41985220658152; aux_mae_loss_2: 14.148336184652228; aux_mae_loss_4: 1.977758294657657; cnt_loss: 10.620274468472129; +2025-07-05 05:37:49,958 - INFO - Evaluation: +Curr mae: 92.2194; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 154.5975; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2912; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:37:49,958 - INFO - Epoch: 0830 / 1300 lr: 8.392e-05 +2025-07-05 05:38:06,115 - INFO - Training: cls_zice: 26.022655769398337; reg_zipnll: 192.94800989251388; aux_mae_loss_1: 106.96472820482757; aux_mae_loss_2: 14.305482500477842; aux_mae_loss_4: 2.0480140478987443; cnt_loss: 13.434084283678155; +2025-07-05 05:38:06,116 - INFO - Evaluation: +Curr mae: 91.7065; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 176.9860; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2894; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:38:06,117 - INFO - Epoch: 0831 / 1300 lr: 8.374e-05 +2025-07-05 05:38:22,337 - INFO - Training: cls_zice: 28.05445448975814; reg_zipnll: 193.85644471017937; aux_mae_loss_1: 107.63961982727051; aux_mae_loss_2: 14.108382450906854; aux_mae_loss_4: 1.9464938028862602; cnt_loss: 10.226365867413973; +2025-07-05 05:38:22,338 - INFO - Evaluation: +Curr mae: 95.2023; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 155.7180; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3206; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:38:22,338 - INFO - Epoch: 0832 / 1300 lr: 8.356e-05 +2025-07-05 05:38:38,551 - INFO - Training: cls_zice: 25.70824762394554; reg_zipnll: 192.53955238743833; aux_mae_loss_1: 106.08109925922595; aux_mae_loss_2: 14.02783243279708; aux_mae_loss_4: 1.951998831410157; cnt_loss: 11.434829900139256; +2025-07-05 05:38:38,552 - INFO - Evaluation: +Curr mae: 79.7951; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 123.3390; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2330; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:38:38,552 - INFO - Epoch: 0833 / 1300 lr: 8.338e-05 +2025-07-05 05:38:54,856 - INFO - Training: cls_zice: 25.67929122322484; reg_zipnll: 193.11628381829513; aux_mae_loss_1: 104.097833131489; aux_mae_loss_2: 13.510387257525796; aux_mae_loss_4: 1.8915214632686816; cnt_loss: 11.62426989956906; +2025-07-05 05:38:54,857 - INFO - Evaluation: +Curr mae: 74.6468; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 116.9332; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2120; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:38:54,857 - INFO - Epoch: 0834 / 1300 lr: 8.320e-05 +2025-07-05 05:39:10,980 - INFO - Training: cls_zice: 22.93686661908501; reg_zipnll: 191.50516771015367; aux_mae_loss_1: 105.56727941412674; aux_mae_loss_2: 13.858035639712686; aux_mae_loss_4: 1.9518304937764217; cnt_loss: 12.902684174085918; +2025-07-05 05:39:10,981 - INFO - Evaluation: +Curr mae: 78.8040; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 112.9052; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2143; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:39:10,981 - INFO - Epoch: 0835 / 1300 lr: 8.302e-05 +2025-07-05 05:39:27,205 - INFO - Training: cls_zice: 25.4488725066185; reg_zipnll: 191.29110557154604; aux_mae_loss_1: 106.44555704217208; aux_mae_loss_2: 13.745469494869834; aux_mae_loss_4: 1.8911983998198258; cnt_loss: 10.770467262519034; +2025-07-05 05:39:27,206 - INFO - Evaluation: +Curr mae: 70.9514; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 111.6336; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1798; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:39:27,206 - INFO - Epoch: 0836 / 1300 lr: 8.283e-05 +2025-07-05 05:39:43,341 - INFO - Training: cls_zice: 25.564854521500436; reg_zipnll: 192.98709307218851; aux_mae_loss_1: 106.66105702048854; aux_mae_loss_2: 13.906334324886924; aux_mae_loss_4: 1.9369798773213436; cnt_loss: 10.772242746855083; +2025-07-05 05:39:43,342 - INFO - Evaluation: +Curr mae: 72.3066; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 106.8836; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1926; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:39:43,342 - INFO - Epoch: 0837 / 1300 lr: 8.265e-05 +2025-07-05 05:39:59,442 - INFO - Training: cls_zice: 25.36281800583789; reg_zipnll: 189.80609211168792; aux_mae_loss_1: 103.82205531471654; aux_mae_loss_2: 13.703989907314902; aux_mae_loss_4: 1.895363964532551; cnt_loss: 10.629778592210068; +2025-07-05 05:39:59,443 - INFO - Evaluation: +Curr mae: 75.1016; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 108.4450; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1965; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:39:59,443 - INFO - Epoch: 0838 / 1300 lr: 8.246e-05 +2025-07-05 05:40:15,593 - INFO - Training: cls_zice: 24.191352401909075; reg_zipnll: 196.21955128719932; aux_mae_loss_1: 106.75178045975535; aux_mae_loss_2: 13.827829536638761; aux_mae_loss_4: 1.8694957745702643; cnt_loss: 10.618069335034019; +2025-07-05 05:40:15,594 - INFO - Evaluation: +Curr mae: 72.5033; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 110.5624; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1778; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:40:15,594 - INFO - Epoch: 0839 / 1300 lr: 8.228e-05 +2025-07-05 05:40:31,653 - INFO - Training: cls_zice: 24.566208256506606; reg_zipnll: 197.89542770385742; aux_mae_loss_1: 106.88281470850895; aux_mae_loss_2: 14.135819962150173; aux_mae_loss_4: 2.0026663510422957; cnt_loss: 13.177704472290841; +2025-07-05 05:40:31,654 - INFO - Evaluation: +Curr mae: 119.7249; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 292.6702; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.4728; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:40:31,654 - INFO - Epoch: 0840 / 1300 lr: 8.209e-05 +2025-07-05 05:40:47,731 - INFO - Training: cls_zice: 22.161925579372205; reg_zipnll: 194.13596364071495; aux_mae_loss_1: 104.58787195306076; aux_mae_loss_2: 13.669932415610866; aux_mae_loss_4: 1.9090795642451237; cnt_loss: 12.182121289403815; +2025-07-05 05:40:47,732 - INFO - Evaluation: +Curr mae: 81.9242; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 167.1583; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2625; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:40:47,732 - INFO - Epoch: 0841 / 1300 lr: 8.190e-05 +2025-07-05 05:41:03,831 - INFO - Training: cls_zice: 22.639202644950466; reg_zipnll: 190.15643671939247; aux_mae_loss_1: 102.39807751304225; aux_mae_loss_2: 13.463840936359606; aux_mae_loss_4: 1.8822415910269086; cnt_loss: 11.926730181041517; +2025-07-05 05:41:03,832 - INFO - Evaluation: +Curr mae: 91.5624; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 146.0369; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2753; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:41:03,832 - INFO - Epoch: 0842 / 1300 lr: 8.171e-05 +2025-07-05 05:41:19,872 - INFO - Training: cls_zice: 25.186096774904353; reg_zipnll: 196.6686907316509; aux_mae_loss_1: 108.44579546075119; aux_mae_loss_2: 14.297886283774124; aux_mae_loss_4: 1.9845253793816817; cnt_loss: 11.85080050794702; +2025-07-05 05:41:19,872 - INFO - Evaluation: +Curr mae: 77.7037; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 131.8036; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2049; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:41:19,873 - INFO - Epoch: 0843 / 1300 lr: 8.153e-05 +2025-07-05 05:41:35,995 - INFO - Training: cls_zice: 26.955072867242915; reg_zipnll: 199.47606799477026; aux_mae_loss_1: 109.45483006929096; aux_mae_loss_2: 14.318062518772326; aux_mae_loss_4: 1.9959847644755715; cnt_loss: 12.173599770194606; +2025-07-05 05:41:35,996 - INFO - Evaluation: +Curr mae: 98.6489; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 143.6349; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3131; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:41:35,996 - INFO - Epoch: 0844 / 1300 lr: 8.134e-05 +2025-07-05 05:41:52,157 - INFO - Training: cls_zice: 24.46307391241977; reg_zipnll: 188.3200155559339; aux_mae_loss_1: 103.99211010180022; aux_mae_loss_2: 13.82339650706241; aux_mae_loss_4: 1.9481695294380188; cnt_loss: 11.817922429034585; +2025-07-05 05:41:52,158 - INFO - Evaluation: +Curr mae: 93.6726; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 147.3201; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2427; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:41:52,158 - INFO - Epoch: 0845 / 1300 lr: 8.115e-05 +2025-07-05 05:42:08,285 - INFO - Training: cls_zice: 22.10259234905243; reg_zipnll: 193.724811152408; aux_mae_loss_1: 105.33599190962941; aux_mae_loss_2: 13.731085451025711; aux_mae_loss_4: 1.8718811304945695; cnt_loss: 10.028258700119821; +2025-07-05 05:42:08,286 - INFO - Evaluation: +Curr mae: 75.8688; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 120.5668; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1861; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:42:08,286 - INFO - Epoch: 0846 / 1300 lr: 8.095e-05 +2025-07-05 05:42:24,479 - INFO - Training: cls_zice: 23.603189971886184; reg_zipnll: 196.93758693494294; aux_mae_loss_1: 107.48220403570878; aux_mae_loss_2: 14.128228689494886; aux_mae_loss_4: 2.006405952729677; cnt_loss: 13.697007718839144; +2025-07-05 05:42:24,480 - INFO - Evaluation: +Curr mae: 94.5352; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 134.6174; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3100; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:42:24,480 - INFO - Epoch: 0847 / 1300 lr: 8.076e-05 +2025-07-05 05:42:40,491 - INFO - Training: cls_zice: 23.20591408328006; reg_zipnll: 192.61525666086297; aux_mae_loss_1: 104.03180343226383; aux_mae_loss_2: 13.614677604876066; aux_mae_loss_4: 1.9137579861440157; cnt_loss: 12.094583329401518; +2025-07-05 05:42:40,492 - INFO - Evaluation: +Curr mae: 70.1940; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 113.4101; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1937; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:42:40,492 - INFO - Epoch: 0848 / 1300 lr: 8.057e-05 +2025-07-05 05:42:56,444 - INFO - Training: cls_zice: 23.819551362018835; reg_zipnll: 191.21947378861276; aux_mae_loss_1: 104.32325684396844; aux_mae_loss_2: 13.640554704164204; aux_mae_loss_4: 1.8836018003915485; cnt_loss: 11.34659609041716; +2025-07-05 05:42:56,445 - INFO - Evaluation: +Curr mae: 80.5646; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 125.8799; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2526; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:42:56,445 - INFO - Epoch: 0849 / 1300 lr: 8.038e-05 +2025-07-05 05:43:12,541 - INFO - Training: cls_zice: 22.829726030952052; reg_zipnll: 184.72362116763466; aux_mae_loss_1: 101.79512987638775; aux_mae_loss_2: 13.43772494165521; aux_mae_loss_4: 1.8849755713814182; cnt_loss: 10.581452294399863; +2025-07-05 05:43:12,542 - INFO - Evaluation: +Curr mae: 77.1269; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 118.3785; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2191; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:43:12,542 - INFO - Epoch: 0850 / 1300 lr: 8.018e-05 +2025-07-05 05:43:28,566 - INFO - Training: cls_zice: 24.51012153217667; reg_zipnll: 196.96690730044716; aux_mae_loss_1: 107.9144892441599; aux_mae_loss_2: 13.895497698532907; aux_mae_loss_4: 1.9473483907549005; cnt_loss: 12.3551943427638; +2025-07-05 05:43:28,567 - INFO - Evaluation: +Curr mae: 100.8951; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 150.3114; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3371; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:43:30,618 - INFO - Epoch: 0851 / 1300 lr: 7.999e-05 +2025-07-05 05:43:46,695 - INFO - Training: cls_zice: 24.269796405967913; reg_zipnll: 188.89037222611276; aux_mae_loss_1: 103.53031539916992; aux_mae_loss_2: 13.713487600025378; aux_mae_loss_4: 1.95488966452448; cnt_loss: 11.731678335290207; +2025-07-05 05:43:46,696 - INFO - Evaluation: +Curr mae: 83.7810; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 122.9303; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2448; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:43:46,696 - INFO - Epoch: 0852 / 1300 lr: 7.979e-05 +2025-07-05 05:44:02,882 - INFO - Training: cls_zice: 23.24328132679588; reg_zipnll: 185.76293985467208; aux_mae_loss_1: 100.94905592265881; aux_mae_loss_2: 13.45094979436774; aux_mae_loss_4: 1.8807390771414105; cnt_loss: 10.298389685781379; +2025-07-05 05:44:02,883 - INFO - Evaluation: +Curr mae: 92.2816; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 135.1399; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2966; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:44:02,883 - INFO - Epoch: 0853 / 1300 lr: 7.960e-05 +2025-07-05 05:44:18,926 - INFO - Training: cls_zice: 22.966550561158282; reg_zipnll: 191.72867664537932; aux_mae_loss_1: 105.23076719986766; aux_mae_loss_2: 13.698677213568436; aux_mae_loss_4: 1.887072255736903; cnt_loss: 10.517602274292393; +2025-07-05 05:44:18,927 - INFO - Evaluation: +Curr mae: 79.2944; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 109.3663; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2526; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:44:18,927 - INFO - Epoch: 0854 / 1300 lr: 7.940e-05 +2025-07-05 05:44:34,834 - INFO - Training: cls_zice: 27.836565174554522; reg_zipnll: 195.87905462164628; aux_mae_loss_1: 107.7339754606548; aux_mae_loss_2: 13.978708166825143; aux_mae_loss_4: 1.9241854328858226; cnt_loss: 10.079784067053543; +2025-07-05 05:44:34,835 - INFO - Evaluation: +Curr mae: 81.6039; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 121.7651; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2352; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:44:34,836 - INFO - Epoch: 0855 / 1300 lr: 7.920e-05 +2025-07-05 05:44:50,840 - INFO - Training: cls_zice: 22.634033300374682; reg_zipnll: 191.70890928569594; aux_mae_loss_1: 104.63938833537854; aux_mae_loss_2: 13.789806441256875; aux_mae_loss_4: 1.8870515070463483; cnt_loss: 10.27048575250726; +2025-07-05 05:44:50,841 - INFO - Evaluation: +Curr mae: 75.4642; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 106.8735; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2080; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:44:50,841 - INFO - Epoch: 0856 / 1300 lr: 7.900e-05 +2025-07-05 05:45:06,891 - INFO - Training: cls_zice: 25.017547400374163; reg_zipnll: 196.25816104286596; aux_mae_loss_1: 105.82389831542969; aux_mae_loss_2: 13.766817193282279; aux_mae_loss_4: 1.872174018307736; cnt_loss: 10.092129519111232; +2025-07-05 05:45:06,892 - INFO - Evaluation: +Curr mae: 88.2083; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 125.2247; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2853; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:45:06,892 - INFO - Epoch: 0857 / 1300 lr: 7.880e-05 +2025-07-05 05:45:22,835 - INFO - Training: cls_zice: 23.63821571751645; reg_zipnll: 188.50209005255448; aux_mae_loss_1: 103.9960681513736; aux_mae_loss_2: 13.817762801521702; aux_mae_loss_4: 1.9872070707772906; cnt_loss: 12.763982233248258; +2025-07-05 05:45:22,836 - INFO - Evaluation: +Curr mae: 80.3843; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 119.6455; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2305; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:45:22,836 - INFO - Epoch: 0858 / 1300 lr: 7.860e-05 +2025-07-05 05:45:38,760 - INFO - Training: cls_zice: 23.79947464717062; reg_zipnll: 191.54666659706518; aux_mae_loss_1: 103.44999644630833; aux_mae_loss_2: 13.680328017786929; aux_mae_loss_4: 1.904702017181798; cnt_loss: 10.477725606215628; +2025-07-05 05:45:38,761 - INFO - Evaluation: +Curr mae: 104.7244; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 138.3568; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3017; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:45:38,761 - INFO - Epoch: 0859 / 1300 lr: 7.840e-05 +2025-07-05 05:45:54,796 - INFO - Training: cls_zice: 23.260897879537783; reg_zipnll: 187.37268728958932; aux_mae_loss_1: 104.97062261481034; aux_mae_loss_2: 13.738938193572196; aux_mae_loss_4: 1.9221626300560801; cnt_loss: 10.536527194474873; +2025-07-05 05:45:54,797 - INFO - Evaluation: +Curr mae: 87.7973; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 120.6054; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2503; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:45:54,797 - INFO - Epoch: 0860 / 1300 lr: 7.820e-05 +2025-07-05 05:46:10,914 - INFO - Training: cls_zice: 26.33686942175815; reg_zipnll: 193.58174896240234; aux_mae_loss_1: 107.9478689494886; aux_mae_loss_2: 14.100521263323332; aux_mae_loss_4: 1.9508335904071206; cnt_loss: 10.545280155382658; +2025-07-05 05:46:10,915 - INFO - Evaluation: +Curr mae: 113.7085; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 162.7082; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3579; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:46:10,915 - INFO - Epoch: 0861 / 1300 lr: 7.800e-05 +2025-07-05 05:46:27,081 - INFO - Training: cls_zice: 25.245037652944262; reg_zipnll: 195.3546202810187; aux_mae_loss_1: 107.39345138951352; aux_mae_loss_2: 13.80692155737626; aux_mae_loss_4: 1.8981556829653288; cnt_loss: 10.418694941621078; +2025-07-05 05:46:27,082 - INFO - Evaluation: +Curr mae: 88.3692; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 128.4350; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2442; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:46:27,082 - INFO - Epoch: 0862 / 1300 lr: 7.780e-05 +2025-07-05 05:46:42,968 - INFO - Training: cls_zice: 24.69625850413975; reg_zipnll: 184.40138104087427; aux_mae_loss_1: 102.7591024699964; aux_mae_loss_2: 13.572927600459048; aux_mae_loss_4: 1.9268290965180648; cnt_loss: 11.82840967805762; +2025-07-05 05:46:42,968 - INFO - Evaluation: +Curr mae: 105.8255; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 145.9690; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3191; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:46:42,969 - INFO - Epoch: 0863 / 1300 lr: 7.760e-05 +2025-07-05 05:46:58,976 - INFO - Training: cls_zice: 22.727141970082332; reg_zipnll: 185.1490966395328; aux_mae_loss_1: 100.84765705309417; aux_mae_loss_2: 13.211084867778577; aux_mae_loss_4: 1.8389006508024115; cnt_loss: 11.012160652562192; +2025-07-05 05:46:58,977 - INFO - Evaluation: +Curr mae: 111.3536; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 161.3711; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3282; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:46:58,977 - INFO - Epoch: 0864 / 1300 lr: 7.739e-05 +2025-07-05 05:47:14,975 - INFO - Training: cls_zice: 25.424432629033138; reg_zipnll: 191.22500309191253; aux_mae_loss_1: 106.47794944361637; aux_mae_loss_2: 13.806407100275942; aux_mae_loss_4: 1.906069510861447; cnt_loss: 11.224351531580874; +2025-07-05 05:47:14,976 - INFO - Evaluation: +Curr mae: 92.0992; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 133.1478; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2805; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:47:14,976 - INFO - Epoch: 0865 / 1300 lr: 7.719e-05 +2025-07-05 05:47:31,033 - INFO - Training: cls_zice: 25.33107142071975; reg_zipnll: 199.61683634707802; aux_mae_loss_1: 109.43456629702919; aux_mae_loss_2: 14.14442525411907; aux_mae_loss_4: 1.9682226243772005; cnt_loss: 11.969194035781058; +2025-07-05 05:47:31,034 - INFO - Evaluation: +Curr mae: 95.7636; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 140.6059; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2728; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:47:31,034 - INFO - Epoch: 0866 / 1300 lr: 7.698e-05 +2025-07-05 05:47:47,070 - INFO - Training: cls_zice: 25.564750884708605; reg_zipnll: 190.33493182533667; aux_mae_loss_1: 103.96739417628238; aux_mae_loss_2: 13.570789035997892; aux_mae_loss_4: 1.8846866049264606; cnt_loss: 10.612132925736276; +2025-07-05 05:47:47,071 - INFO - Evaluation: +Curr mae: 83.0149; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 131.0853; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2557; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:47:47,071 - INFO - Epoch: 0867 / 1300 lr: 7.678e-05 +2025-07-05 05:48:02,938 - INFO - Training: cls_zice: 24.551806393422577; reg_zipnll: 190.39661447625411; aux_mae_loss_1: 105.42296550148411; aux_mae_loss_2: 13.967371965709486; aux_mae_loss_4: 1.93551441556529; cnt_loss: 10.444605011689035; +2025-07-05 05:48:02,939 - INFO - Evaluation: +Curr mae: 100.1064; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 142.0387; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3034; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:48:02,939 - INFO - Epoch: 0868 / 1300 lr: 7.657e-05 +2025-07-05 05:48:18,921 - INFO - Training: cls_zice: 22.706414185072248; reg_zipnll: 190.4317048725329; aux_mae_loss_1: 103.84082171791478; aux_mae_loss_2: 13.479666496578016; aux_mae_loss_4: 1.825248426512668; cnt_loss: 9.569283824217948; +2025-07-05 05:48:18,922 - INFO - Evaluation: +Curr mae: 86.2432; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 132.1405; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2620; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:48:18,922 - INFO - Epoch: 0869 / 1300 lr: 7.636e-05 +2025-07-05 05:48:35,015 - INFO - Training: cls_zice: 23.931689086713288; reg_zipnll: 196.78013650994552; aux_mae_loss_1: 106.24321435627185; aux_mae_loss_2: 13.630839749386435; aux_mae_loss_4: 1.8507083811258014; cnt_loss: 11.139337891026548; +2025-07-05 05:48:35,016 - INFO - Evaluation: +Curr mae: 95.2548; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 141.0800; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2653; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:48:35,016 - INFO - Epoch: 0870 / 1300 lr: 7.616e-05 +2025-07-05 05:48:50,962 - INFO - Training: cls_zice: 23.30917864096792; reg_zipnll: 190.8151939793637; aux_mae_loss_1: 102.52276280051784; aux_mae_loss_2: 13.361373098273026; aux_mae_loss_4: 1.851807255493967; cnt_loss: 11.890132778569273; +2025-07-05 05:48:50,963 - INFO - Evaluation: +Curr mae: 80.2723; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 123.0581; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2240; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:48:50,963 - INFO - Epoch: 0871 / 1300 lr: 7.595e-05 +2025-07-05 05:49:06,843 - INFO - Training: cls_zice: 20.688181218348053; reg_zipnll: 184.88548499659487; aux_mae_loss_1: 100.95534485264828; aux_mae_loss_2: 13.199356417906912; aux_mae_loss_4: 1.8318440443591069; cnt_loss: 9.95733622500771; +2025-07-05 05:49:06,844 - INFO - Evaluation: +Curr mae: 94.6224; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 145.1836; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2779; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:49:06,844 - INFO - Epoch: 0872 / 1300 lr: 7.574e-05 +2025-07-05 05:49:22,971 - INFO - Training: cls_zice: 27.412356044116773; reg_zipnll: 192.7433170519377; aux_mae_loss_1: 106.47527202806975; aux_mae_loss_2: 14.23181014311941; aux_mae_loss_4: 2.015888982697537; cnt_loss: 11.972503498980874; +2025-07-05 05:49:22,973 - INFO - Evaluation: +Curr mae: 83.0938; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 126.3441; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2462; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:49:22,973 - INFO - Epoch: 0873 / 1300 lr: 7.553e-05 +2025-07-05 05:49:38,864 - INFO - Training: cls_zice: 24.46959190933328; reg_zipnll: 193.67271824886924; aux_mae_loss_1: 104.08128477397717; aux_mae_loss_2: 13.920012750123677; aux_mae_loss_4: 1.9510533935145329; cnt_loss: 12.06967964925264; +2025-07-05 05:49:38,865 - INFO - Evaluation: +Curr mae: 99.6183; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 146.5263; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3391; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:49:38,865 - INFO - Epoch: 0874 / 1300 lr: 7.532e-05 +2025-07-05 05:49:54,801 - INFO - Training: cls_zice: 23.796963142721278; reg_zipnll: 189.1269773182116; aux_mae_loss_1: 102.79684920060008; aux_mae_loss_2: 13.635689170737015; aux_mae_loss_4: 1.9150142450081675; cnt_loss: 12.10935305921655; +2025-07-05 05:49:54,802 - INFO - Evaluation: +Curr mae: 91.8525; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 127.9359; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2757; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:49:54,802 - INFO - Epoch: 0875 / 1300 lr: 7.511e-05 +2025-07-05 05:50:10,812 - INFO - Training: cls_zice: 23.925819829890603; reg_zipnll: 192.4033925909745; aux_mae_loss_1: 105.71620710272538; aux_mae_loss_2: 13.827091518201327; aux_mae_loss_4: 1.9227118492126465; cnt_loss: 11.481871623741952; +2025-07-05 05:50:10,813 - INFO - Evaluation: +Curr mae: 94.5777; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 131.1704; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3006; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:50:10,813 - INFO - Epoch: 0876 / 1300 lr: 7.490e-05 +2025-07-05 05:50:26,658 - INFO - Training: cls_zice: 25.13709151117425; reg_zipnll: 196.7864592702765; aux_mae_loss_1: 107.76805074591385; aux_mae_loss_2: 14.130146616383604; aux_mae_loss_4: 1.993909948750546; cnt_loss: 11.53066877314919; +2025-07-05 05:50:26,659 - INFO - Evaluation: +Curr mae: 92.3569; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 130.2695; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2782; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:50:26,659 - INFO - Epoch: 0877 / 1300 lr: 7.469e-05 +2025-07-05 05:50:42,714 - INFO - Training: cls_zice: 24.97294799767827; reg_zipnll: 195.48287943789833; aux_mae_loss_1: 106.65794402674625; aux_mae_loss_2: 13.942458315899497; aux_mae_loss_4: 1.939048613372602; cnt_loss: 11.686737788350959; +2025-07-05 05:50:42,715 - INFO - Evaluation: +Curr mae: 73.8762; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 109.7252; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2139; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:50:42,715 - INFO - Epoch: 0878 / 1300 lr: 7.447e-05 +2025-07-05 05:50:58,856 - INFO - Training: cls_zice: 23.907229354507045; reg_zipnll: 190.57062650981703; aux_mae_loss_1: 103.31308465254934; aux_mae_loss_2: 13.546082873093454; aux_mae_loss_4: 1.8879019147471379; cnt_loss: 10.089923237499438; +2025-07-05 05:50:58,856 - INFO - Evaluation: +Curr mae: 100.9627; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 143.5768; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3048; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:50:58,857 - INFO - Epoch: 0879 / 1300 lr: 7.426e-05 +2025-07-05 05:51:14,878 - INFO - Training: cls_zice: 23.267559302480596; reg_zipnll: 189.9255810787803; aux_mae_loss_1: 102.35999860261616; aux_mae_loss_2: 13.478548727537456; aux_mae_loss_4: 1.8845876267081814; cnt_loss: 11.149318280972933; +2025-07-05 05:51:14,879 - INFO - Evaluation: +Curr mae: 88.5112; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 120.9874; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2675; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:51:14,879 - INFO - Epoch: 0880 / 1300 lr: 7.405e-05 +2025-07-05 05:51:30,846 - INFO - Training: cls_zice: 26.45598372032768; reg_zipnll: 193.84549171046206; aux_mae_loss_1: 108.28309109336452; aux_mae_loss_2: 14.192515097166362; aux_mae_loss_4: 1.948148648989828; cnt_loss: 10.261795094138698; +2025-07-05 05:51:30,847 - INFO - Evaluation: +Curr mae: 105.9119; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 152.6589; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3402; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:51:30,848 - INFO - Epoch: 0881 / 1300 lr: 7.383e-05 +2025-07-05 05:51:46,808 - INFO - Training: cls_zice: 26.127017516838876; reg_zipnll: 187.44807293540552; aux_mae_loss_1: 103.77445321334035; aux_mae_loss_2: 13.655973459544935; aux_mae_loss_4: 1.8987125534760325; cnt_loss: 10.108613164801346; +2025-07-05 05:51:46,809 - INFO - Evaluation: +Curr mae: 100.3136; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 134.3039; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2983; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:51:46,809 - INFO - Epoch: 0882 / 1300 lr: 7.362e-05 +2025-07-05 05:52:02,868 - INFO - Training: cls_zice: 28.371783030660527; reg_zipnll: 195.05822091353568; aux_mae_loss_1: 108.71549626400596; aux_mae_loss_2: 14.302896775697407; aux_mae_loss_4: 1.987713176953165; cnt_loss: 10.343122607783267; +2025-07-05 05:52:02,869 - INFO - Evaluation: +Curr mae: 98.8303; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 141.9371; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3015; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:52:02,869 - INFO - Epoch: 0883 / 1300 lr: 7.340e-05 +2025-07-05 05:52:18,947 - INFO - Training: cls_zice: 20.91157071213973; reg_zipnll: 190.2582544025622; aux_mae_loss_1: 102.52836889969676; aux_mae_loss_2: 13.328682736346597; aux_mae_loss_4: 1.867882279973281; cnt_loss: 10.901665994995518; +2025-07-05 05:52:18,948 - INFO - Evaluation: +Curr mae: 128.4257; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 164.7906; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.4082; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:52:18,948 - INFO - Epoch: 0884 / 1300 lr: 7.319e-05 +2025-07-05 05:52:34,857 - INFO - Training: cls_zice: 25.601114504235355; reg_zipnll: 187.49061865555612; aux_mae_loss_1: 103.09815035368267; aux_mae_loss_2: 13.60421351382607; aux_mae_loss_4: 1.9108973270968388; cnt_loss: 10.705236391017312; +2025-07-05 05:52:34,858 - INFO - Evaluation: +Curr mae: 83.2918; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 112.3445; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2508; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:52:34,858 - INFO - Epoch: 0885 / 1300 lr: 7.297e-05 +2025-07-05 05:52:51,044 - INFO - Training: cls_zice: 30.35004267880791; reg_zipnll: 192.42390602513365; aux_mae_loss_1: 109.18035185964484; aux_mae_loss_2: 14.403166519968133; aux_mae_loss_4: 2.0377306718575325; cnt_loss: 11.321662250318026; +2025-07-05 05:52:51,045 - INFO - Evaluation: +Curr mae: 78.9451; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 111.7757; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2250; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:52:51,045 - INFO - Epoch: 0886 / 1300 lr: 7.276e-05 +2025-07-05 05:53:07,193 - INFO - Training: cls_zice: 21.258878952578495; reg_zipnll: 183.7274344594855; aux_mae_loss_1: 99.18042925784462; aux_mae_loss_2: 13.04190741087261; aux_mae_loss_4: 1.8169131875038147; cnt_loss: 10.977043785546956; +2025-07-05 05:53:07,194 - INFO - Evaluation: +Curr mae: 79.0871; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 118.1837; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2423; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:53:07,194 - INFO - Epoch: 0887 / 1300 lr: 7.254e-05 +2025-07-05 05:53:23,192 - INFO - Training: cls_zice: 25.425037026405334; reg_zipnll: 193.80582809448242; aux_mae_loss_1: 104.56398592497173; aux_mae_loss_2: 13.588802663903488; aux_mae_loss_4: 1.8503664355528981; cnt_loss: 10.380125635548643; +2025-07-05 05:53:23,193 - INFO - Evaluation: +Curr mae: 92.0206; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 124.0399; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3016; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:53:23,193 - INFO - Epoch: 0888 / 1300 lr: 7.232e-05 +2025-07-05 05:53:39,253 - INFO - Training: cls_zice: 23.958839567084063; reg_zipnll: 194.02002716064453; aux_mae_loss_1: 105.96891935248124; aux_mae_loss_2: 13.796158376492953; aux_mae_loss_4: 1.8833201715820713; cnt_loss: 10.148844392676102; +2025-07-05 05:53:39,254 - INFO - Evaluation: +Curr mae: 82.5116; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 116.0376; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2441; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:53:39,254 - INFO - Epoch: 0889 / 1300 lr: 7.210e-05 +2025-07-05 05:53:55,174 - INFO - Training: cls_zice: 22.963508530666953; reg_zipnll: 198.72207922684518; aux_mae_loss_1: 106.4168277539705; aux_mae_loss_2: 13.739982052853232; aux_mae_loss_4: 1.8579948920952647; cnt_loss: 10.450261341898065; +2025-07-05 05:53:55,175 - INFO - Evaluation: +Curr mae: 94.6975; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 123.8315; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2826; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:53:55,175 - INFO - Epoch: 0890 / 1300 lr: 7.188e-05 +2025-07-05 05:54:11,317 - INFO - Training: cls_zice: 24.40274061027326; reg_zipnll: 188.73461331819234; aux_mae_loss_1: 104.33312928049187; aux_mae_loss_2: 13.635011007911281; aux_mae_loss_4: 1.8965726118338735; cnt_loss: 10.64604159405357; +2025-07-05 05:54:11,318 - INFO - Evaluation: +Curr mae: 95.6902; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 131.2443; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3037; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:54:11,318 - INFO - Epoch: 0891 / 1300 lr: 7.166e-05 +2025-07-05 05:54:27,424 - INFO - Training: cls_zice: 24.90190538293437; reg_zipnll: 189.74004825792815; aux_mae_loss_1: 106.12177547655608; aux_mae_loss_2: 13.855658932736045; aux_mae_loss_4: 1.9533789942139073; cnt_loss: 12.167668781782451; +2025-07-05 05:54:27,425 - INFO - Evaluation: +Curr mae: 70.7545; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 102.9969; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1963; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:54:27,425 - INFO - Epoch: 0892 / 1300 lr: 7.144e-05 +2025-07-05 05:54:43,663 - INFO - Training: cls_zice: 24.28535321354866; reg_zipnll: 195.0413290324964; aux_mae_loss_1: 104.85512321873715; aux_mae_loss_2: 13.723424359371787; aux_mae_loss_4: 1.8725705052676953; cnt_loss: 10.01825990174946; +2025-07-05 05:54:43,664 - INFO - Evaluation: +Curr mae: 72.5348; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 105.9350; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2010; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:54:43,664 - INFO - Epoch: 0893 / 1300 lr: 7.122e-05 +2025-07-05 05:54:59,713 - INFO - Training: cls_zice: 24.361413787854346; reg_zipnll: 183.31728523655943; aux_mae_loss_1: 100.59912189684417; aux_mae_loss_2: 13.342707194780049; aux_mae_loss_4: 1.858614766284039; cnt_loss: 10.177211673636185; +2025-07-05 05:54:59,714 - INFO - Evaluation: +Curr mae: 81.0341; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 112.9129; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2498; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:54:59,714 - INFO - Epoch: 0894 / 1300 lr: 7.100e-05 +2025-07-05 05:55:15,832 - INFO - Training: cls_zice: 26.398433547270926; reg_zipnll: 189.03201836033872; aux_mae_loss_1: 105.2975478925203; aux_mae_loss_2: 14.040840399892707; aux_mae_loss_4: 1.9837785394568193; cnt_loss: 12.252793261879368; +2025-07-05 05:55:15,833 - INFO - Evaluation: +Curr mae: 77.5544; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 113.8554; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2318; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:55:15,833 - INFO - Epoch: 0895 / 1300 lr: 7.078e-05 +2025-07-05 05:55:31,852 - INFO - Training: cls_zice: 20.267548118766985; reg_zipnll: 189.38075296502365; aux_mae_loss_1: 101.00657242222836; aux_mae_loss_2: 13.204506861536126; aux_mae_loss_4: 1.8394660541885777; cnt_loss: 11.760579447997245; +2025-07-05 05:55:31,853 - INFO - Evaluation: +Curr mae: 74.6179; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 110.4926; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2244; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:55:31,853 - INFO - Epoch: 0896 / 1300 lr: 7.056e-05 +2025-07-05 05:55:47,905 - INFO - Training: cls_zice: 25.176330836195696; reg_zipnll: 195.72141245791786; aux_mae_loss_1: 106.49065760562294; aux_mae_loss_2: 13.647504254391318; aux_mae_loss_4: 1.8884875962608738; cnt_loss: 11.406755911676507; +2025-07-05 05:55:47,906 - INFO - Evaluation: +Curr mae: 82.3276; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 117.5568; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2383; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:55:47,906 - INFO - Epoch: 0897 / 1300 lr: 7.034e-05 +2025-07-05 05:56:03,949 - INFO - Training: cls_zice: 23.709595785329217; reg_zipnll: 192.02486861379523; aux_mae_loss_1: 104.37087400336014; aux_mae_loss_2: 13.640079335162515; aux_mae_loss_4: 1.879297690956216; cnt_loss: 9.669901145131965; +2025-07-05 05:56:03,950 - INFO - Evaluation: +Curr mae: 80.6566; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 111.1351; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2407; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:56:03,950 - INFO - Epoch: 0898 / 1300 lr: 7.011e-05 +2025-07-05 05:56:19,983 - INFO - Training: cls_zice: 22.578963533828134; reg_zipnll: 180.83985278480932; aux_mae_loss_1: 96.73032519691868; aux_mae_loss_2: 12.790672603406405; aux_mae_loss_4: 1.7779675957403684; cnt_loss: 9.811584435011211; +2025-07-05 05:56:19,984 - INFO - Evaluation: +Curr mae: 71.5786; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 104.6069; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2000; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:56:19,984 - INFO - Epoch: 0899 / 1300 lr: 6.989e-05 +2025-07-05 05:56:35,874 - INFO - Training: cls_zice: 24.66796344204953; reg_zipnll: 192.9216621800473; aux_mae_loss_1: 106.42249719720138; aux_mae_loss_2: 13.702733391209653; aux_mae_loss_4: 1.8822695769761737; cnt_loss: 10.412016366657458; +2025-07-05 05:56:35,875 - INFO - Evaluation: +Curr mae: 81.2727; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 115.1120; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2297; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:56:35,875 - INFO - Epoch: 0900 / 1300 lr: 6.967e-05 +2025-07-05 05:56:52,051 - INFO - Training: cls_zice: 26.65042724107441; reg_zipnll: 189.02647098742034; aux_mae_loss_1: 104.669888245432; aux_mae_loss_2: 13.661554361644544; aux_mae_loss_4: 1.8998223260829323; cnt_loss: 11.406610790051912; +2025-07-05 05:56:52,051 - INFO - Evaluation: +Curr mae: 72.2725; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 106.2328; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1921; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:56:54,204 - INFO - Epoch: 0901 / 1300 lr: 6.944e-05 +2025-07-05 05:57:10,293 - INFO - Training: cls_zice: 23.322842692074023; reg_zipnll: 186.37985229492188; aux_mae_loss_1: 103.62140474821392; aux_mae_loss_2: 13.435150146484375; aux_mae_loss_4: 1.8712271420579207; cnt_loss: 10.673122073474683; +2025-07-05 05:57:10,293 - INFO - Evaluation: +Curr mae: 64.2633; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 95.1558; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1680; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:57:10,294 - INFO - Epoch: 0902 / 1300 lr: 6.922e-05 +2025-07-05 05:57:26,295 - INFO - Training: cls_zice: 23.09818695093456; reg_zipnll: 184.14698289570055; aux_mae_loss_1: 98.90952662417763; aux_mae_loss_2: 12.844305038452148; aux_mae_loss_4: 1.7559114255403216; cnt_loss: 9.40221172884891; +2025-07-05 05:57:26,296 - INFO - Evaluation: +Curr mae: 75.8754; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 107.2992; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2113; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:57:26,296 - INFO - Epoch: 0903 / 1300 lr: 6.899e-05 +2025-07-05 05:57:42,361 - INFO - Training: cls_zice: 25.669834584782; reg_zipnll: 188.93006405077483; aux_mae_loss_1: 103.19231374640214; aux_mae_loss_2: 13.52108255185579; aux_mae_loss_4: 1.8784196972846985; cnt_loss: 10.219975458948236; +2025-07-05 05:57:42,362 - INFO - Evaluation: +Curr mae: 79.9945; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 116.9061; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2046; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:57:42,362 - INFO - Epoch: 0904 / 1300 lr: 6.877e-05 +2025-07-05 05:57:58,502 - INFO - Training: cls_zice: 21.31347746598093; reg_zipnll: 185.04734059383995; aux_mae_loss_1: 100.62209842079564; aux_mae_loss_2: 13.010746253164191; aux_mae_loss_4: 1.7712161133163853; cnt_loss: 9.407225157085218; +2025-07-05 05:57:58,503 - INFO - Evaluation: +Curr mae: 83.9409; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 117.5784; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2454; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:57:58,503 - INFO - Epoch: 0905 / 1300 lr: 6.854e-05 +2025-07-05 05:58:14,483 - INFO - Training: cls_zice: 22.396104574987763; reg_zipnll: 186.89079666137695; aux_mae_loss_1: 101.69124733774285; aux_mae_loss_2: 13.209110761943617; aux_mae_loss_4: 1.8058422411742963; cnt_loss: 9.877382002378765; +2025-07-05 05:58:14,484 - INFO - Evaluation: +Curr mae: 84.4234; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 114.1484; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2672; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:58:14,484 - INFO - Epoch: 0906 / 1300 lr: 6.831e-05 +2025-07-05 05:58:30,591 - INFO - Training: cls_zice: 26.147185300525866; reg_zipnll: 190.4308923420153; aux_mae_loss_1: 105.67171799509148; aux_mae_loss_2: 13.683786178890028; aux_mae_loss_4: 1.8970197501935457; cnt_loss: 10.130926872554578; +2025-07-05 05:58:30,592 - INFO - Evaluation: +Curr mae: 81.9763; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 115.8604; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2367; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:58:30,592 - INFO - Epoch: 0907 / 1300 lr: 6.809e-05 +2025-07-05 05:58:46,569 - INFO - Training: cls_zice: 21.640964696281834; reg_zipnll: 188.70999045121042; aux_mae_loss_1: 101.1621951053017; aux_mae_loss_2: 13.041795316495394; aux_mae_loss_4: 1.7853170931339264; cnt_loss: 8.989047044201902; +2025-07-05 05:58:46,569 - INFO - Evaluation: +Curr mae: 96.4434; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 127.4745; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3042; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:58:46,569 - INFO - Epoch: 0908 / 1300 lr: 6.786e-05 +2025-07-05 05:59:02,874 - INFO - Training: cls_zice: 26.30380262199201; reg_zipnll: 192.55464533755654; aux_mae_loss_1: 105.31444348787007; aux_mae_loss_2: 13.600097129219456; aux_mae_loss_4: 1.8660362770682888; cnt_loss: 10.545030167228298; +2025-07-05 05:59:02,875 - INFO - Evaluation: +Curr mae: 82.5905; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 115.3010; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2298; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:59:02,875 - INFO - Epoch: 0909 / 1300 lr: 6.763e-05 +2025-07-05 05:59:19,075 - INFO - Training: cls_zice: 27.863509140908718; reg_zipnll: 194.3614347357499; aux_mae_loss_1: 107.01693605121814; aux_mae_loss_2: 13.772683921613192; aux_mae_loss_4: 1.907188515914114; cnt_loss: 11.23364469879552; +2025-07-05 05:59:19,076 - INFO - Evaluation: +Curr mae: 112.9129; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 153.1801; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3589; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:59:19,076 - INFO - Epoch: 0910 / 1300 lr: 6.740e-05 +2025-07-05 05:59:35,110 - INFO - Training: cls_zice: 23.245375294434396; reg_zipnll: 190.38054034584448; aux_mae_loss_1: 102.39003874126233; aux_mae_loss_2: 13.343908498161717; aux_mae_loss_4: 1.8416638499812077; cnt_loss: 10.845268864380685; +2025-07-05 05:59:35,111 - INFO - Evaluation: +Curr mae: 116.6621; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 163.0788; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3953; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:59:35,111 - INFO - Epoch: 0911 / 1300 lr: 6.718e-05 +2025-07-05 05:59:50,998 - INFO - Training: cls_zice: 25.329864806250523; reg_zipnll: 191.98153104280172; aux_mae_loss_1: 103.67434511686626; aux_mae_loss_2: 13.483049392700195; aux_mae_loss_4: 1.8689189992452924; cnt_loss: 10.777486361955342; +2025-07-05 05:59:50,999 - INFO - Evaluation: +Curr mae: 114.4371; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 161.1947; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3558; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 05:59:50,999 - INFO - Epoch: 0912 / 1300 lr: 6.695e-05 +2025-07-05 06:00:07,009 - INFO - Training: cls_zice: 21.717753819729154; reg_zipnll: 181.63411933497378; aux_mae_loss_1: 99.17368878816303; aux_mae_loss_2: 12.951813986426906; aux_mae_loss_4: 1.7794653020407025; cnt_loss: 9.783147077811392; +2025-07-05 06:00:07,010 - INFO - Evaluation: +Curr mae: 110.7853; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 154.8942; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3838; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 06:00:07,010 - INFO - Epoch: 0913 / 1300 lr: 6.672e-05 +2025-07-05 06:00:23,003 - INFO - Training: cls_zice: 22.97411778726076; reg_zipnll: 185.21793305246453; aux_mae_loss_1: 98.48169688174599; aux_mae_loss_2: 12.772778711820903; aux_mae_loss_4: 1.7492824259557223; cnt_loss: 8.828005721694545; +2025-07-05 06:00:23,004 - INFO - Evaluation: +Curr mae: 119.4631; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 178.9988; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.4152; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 06:00:23,004 - INFO - Epoch: 0914 / 1300 lr: 6.649e-05 +2025-07-05 06:00:39,076 - INFO - Training: cls_zice: 23.86875092983246; reg_zipnll: 185.7855618125514; aux_mae_loss_1: 104.33967871414988; aux_mae_loss_2: 13.557110585664448; aux_mae_loss_4: 1.8730218253637616; cnt_loss: 10.472563768688001; +2025-07-05 06:00:39,077 - INFO - Evaluation: +Curr mae: 72.5140; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 111.6774; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2011; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 06:00:39,077 - INFO - Epoch: 0915 / 1300 lr: 6.626e-05 +2025-07-05 06:00:55,202 - INFO - Training: cls_zice: 22.164488974370453; reg_zipnll: 189.42155677393862; aux_mae_loss_1: 101.72807984603078; aux_mae_loss_2: 13.11284193239714; aux_mae_loss_4: 1.7896542172682912; cnt_loss: 9.971392970336112; +2025-07-05 06:00:55,203 - INFO - Evaluation: +Curr mae: 77.3592; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 113.2767; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2275; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 06:00:55,203 - INFO - Epoch: 0916 / 1300 lr: 6.603e-05 +2025-07-05 06:01:11,114 - INFO - Training: cls_zice: 27.242904962677706; reg_zipnll: 190.7874561109041; aux_mae_loss_1: 105.3702308253238; aux_mae_loss_2: 13.709427206139816; aux_mae_loss_4: 1.8849464529439022; cnt_loss: 9.475458207883333; +2025-07-05 06:01:11,115 - INFO - Evaluation: +Curr mae: 75.6725; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 104.2981; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2206; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 06:01:11,115 - INFO - Epoch: 0917 / 1300 lr: 6.580e-05 +2025-07-05 06:01:27,221 - INFO - Training: cls_zice: 24.516998607861368; reg_zipnll: 187.49468692980315; aux_mae_loss_1: 100.59720972964638; aux_mae_loss_2: 13.110599329597072; aux_mae_loss_4: 1.7920234250394922; cnt_loss: 9.875484755164699; +2025-07-05 06:01:27,222 - INFO - Evaluation: +Curr mae: 70.6094; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 102.9202; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1980; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 06:01:27,222 - INFO - Epoch: 0918 / 1300 lr: 6.557e-05 +2025-07-05 06:01:43,268 - INFO - Training: cls_zice: 23.9808718593497; reg_zipnll: 181.32496622989052; aux_mae_loss_1: 101.2196811876799; aux_mae_loss_2: 13.297211797613846; aux_mae_loss_4: 1.888560762530879; cnt_loss: 10.07607236661409; +2025-07-05 06:01:43,269 - INFO - Evaluation: +Curr mae: 67.0979; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 98.2379; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1798; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 06:01:43,269 - INFO - Epoch: 0919 / 1300 lr: 6.533e-05 +2025-07-05 06:01:59,332 - INFO - Training: cls_zice: 26.014132280098764; reg_zipnll: 190.34725932071083; aux_mae_loss_1: 103.96845245361328; aux_mae_loss_2: 13.399714645586515; aux_mae_loss_4: 1.8531153139315153; cnt_loss: 10.122931982341566; +2025-07-05 06:01:59,333 - INFO - Evaluation: +Curr mae: 69.9258; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 103.4903; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1962; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 06:01:59,333 - INFO - Epoch: 0920 / 1300 lr: 6.510e-05 +2025-07-05 06:02:15,412 - INFO - Training: cls_zice: 21.400288664980938; reg_zipnll: 182.73240802162573; aux_mae_loss_1: 99.26168291192306; aux_mae_loss_2: 13.144993280109606; aux_mae_loss_4: 1.8032735460682918; cnt_loss: 9.493630911174574; +2025-07-05 06:02:15,413 - INFO - Evaluation: +Curr mae: 66.7358; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 101.6933; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1814; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 06:02:15,414 - INFO - Epoch: 0921 / 1300 lr: 6.487e-05 +2025-07-05 06:02:31,572 - INFO - Training: cls_zice: 24.432253567796003; reg_zipnll: 184.94348385459497; aux_mae_loss_1: 102.4983186219868; aux_mae_loss_2: 13.330095165654233; aux_mae_loss_4: 1.8568214962356968; cnt_loss: 9.72036714302866; +2025-07-05 06:02:31,573 - INFO - Evaluation: +Curr mae: 67.4218; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 104.1591; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1668; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 06:02:31,573 - INFO - Epoch: 0922 / 1300 lr: 6.464e-05 +2025-07-05 06:02:47,574 - INFO - Training: cls_zice: 23.46635361564787; reg_zipnll: 184.71126255236175; aux_mae_loss_1: 100.0965633392334; aux_mae_loss_2: 13.074330806732178; aux_mae_loss_4: 1.8257743559385602; cnt_loss: 10.274507924130088; +2025-07-05 06:02:47,574 - INFO - Evaluation: +Curr mae: 64.9187; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 101.8656; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1568; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 06:02:47,574 - INFO - Epoch: 0923 / 1300 lr: 6.440e-05 +2025-07-05 06:03:03,729 - INFO - Training: cls_zice: 23.119056450693233; reg_zipnll: 177.82265633030943; aux_mae_loss_1: 96.61281384919819; aux_mae_loss_2: 12.619822226072612; aux_mae_loss_4: 1.7345231426389593; cnt_loss: 9.235725710266514; +2025-07-05 06:03:03,730 - INFO - Evaluation: +Curr mae: 69.2734; Best mae: 56.3686; 61.9048; 62.4368; 63.1205; 63.1771; +Curr rmse: 105.1287; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1738; Best nae: 0.1454; 0.1553; 0.1554; 0.1561; 0.1565; + + + +2025-07-05 06:03:03,730 - INFO - Epoch: 0924 / 1300 lr: 6.417e-05 +2025-07-05 06:03:19,630 - INFO - Training: cls_zice: 25.07688611118417; reg_zipnll: 191.00292808131167; aux_mae_loss_1: 104.45608610855906; aux_mae_loss_2: 13.61438640795256; aux_mae_loss_4: 1.8904610464447422; cnt_loss: 11.598202215997796; +2025-07-05 06:03:21,001 - INFO - Evaluation: +Curr mae: 62.2959; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 98.0944; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1488; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:03:21,001 - INFO - Epoch: 0925 / 1300 lr: 6.394e-05 +2025-07-05 06:03:37,041 - INFO - Training: cls_zice: 25.738007670954655; reg_zipnll: 183.55518602070055; aux_mae_loss_1: 100.35862852397717; aux_mae_loss_2: 12.904974272376613; aux_mae_loss_4: 1.7806759068840428; cnt_loss: 9.364329827459235; +2025-07-05 06:03:37,042 - INFO - Evaluation: +Curr mae: 73.4412; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 117.6008; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1938; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:03:37,042 - INFO - Epoch: 0926 / 1300 lr: 6.370e-05 +2025-07-05 06:03:53,148 - INFO - Training: cls_zice: 24.491699024250632; reg_zipnll: 178.95963809364721; aux_mae_loss_1: 97.83123819451583; aux_mae_loss_2: 12.94141391703957; aux_mae_loss_4: 1.8068472460696572; cnt_loss: 10.34614654591209; +2025-07-05 06:03:53,149 - INFO - Evaluation: +Curr mae: 80.9642; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 117.2241; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2232; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:03:53,149 - INFO - Epoch: 0927 / 1300 lr: 6.347e-05 +2025-07-05 06:04:09,029 - INFO - Training: cls_zice: 25.78839544246071; reg_zipnll: 174.6948083576403; aux_mae_loss_1: 100.46593656037983; aux_mae_loss_2: 13.415518271295648; aux_mae_loss_4: 1.8863492294361717; cnt_loss: 10.441618706050672; +2025-07-05 06:04:09,030 - INFO - Evaluation: +Curr mae: 82.1057; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 125.1084; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2082; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:04:09,030 - INFO - Epoch: 0928 / 1300 lr: 6.323e-05 +2025-07-05 06:04:25,160 - INFO - Training: cls_zice: 25.791695486558112; reg_zipnll: 183.97269941631117; aux_mae_loss_1: 102.2324517902575; aux_mae_loss_2: 13.350860921960129; aux_mae_loss_4: 1.848832706087514; cnt_loss: 9.446426491988333; +2025-07-05 06:04:25,161 - INFO - Evaluation: +Curr mae: 87.3967; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 131.8793; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2495; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:04:25,162 - INFO - Epoch: 0929 / 1300 lr: 6.300e-05 +2025-07-05 06:04:41,166 - INFO - Training: cls_zice: 26.593474901036213; reg_zipnll: 186.67430757221422; aux_mae_loss_1: 103.64897075452302; aux_mae_loss_2: 13.485688058953537; aux_mae_loss_4: 1.8796116458742242; cnt_loss: 10.307505682895059; +2025-07-05 06:04:41,167 - INFO - Evaluation: +Curr mae: 89.5987; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 126.7793; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2532; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:04:41,167 - INFO - Epoch: 0930 / 1300 lr: 6.276e-05 +2025-07-05 06:04:57,379 - INFO - Training: cls_zice: 25.19213122443149; reg_zipnll: 190.03117691843133; aux_mae_loss_1: 104.64329679388749; aux_mae_loss_2: 13.554930410887065; aux_mae_loss_4: 1.9060465756215548; cnt_loss: 10.509227250751696; +2025-07-05 06:04:57,380 - INFO - Evaluation: +Curr mae: 92.7485; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 126.2498; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2847; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:04:57,380 - INFO - Epoch: 0931 / 1300 lr: 6.253e-05 +2025-07-05 06:05:13,338 - INFO - Training: cls_zice: 23.958830099356803; reg_zipnll: 193.95893639012388; aux_mae_loss_1: 102.80946852031506; aux_mae_loss_2: 13.239898179706774; aux_mae_loss_4: 1.8193634748458862; cnt_loss: 8.865765226514716; +2025-07-05 06:05:13,339 - INFO - Evaluation: +Curr mae: 82.0276; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 115.0939; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2211; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:05:13,339 - INFO - Epoch: 0932 / 1300 lr: 6.229e-05 +2025-07-05 06:05:29,294 - INFO - Training: cls_zice: 27.02932258695364; reg_zipnll: 188.69317526566354; aux_mae_loss_1: 104.2794054934853; aux_mae_loss_2: 13.52650647414358; aux_mae_loss_4: 1.8420989921218471; cnt_loss: 9.922573654275192; +2025-07-05 06:05:29,296 - INFO - Evaluation: +Curr mae: 77.9247; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 113.4049; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2004; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:05:29,296 - INFO - Epoch: 0933 / 1300 lr: 6.206e-05 +2025-07-05 06:05:45,422 - INFO - Training: cls_zice: 21.561981169801008; reg_zipnll: 183.7152483086837; aux_mae_loss_1: 98.72743194981625; aux_mae_loss_2: 12.749870413228086; aux_mae_loss_4: 1.752230283461119; cnt_loss: 9.704100031601754; +2025-07-05 06:05:45,422 - INFO - Evaluation: +Curr mae: 88.4904; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 121.1530; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2528; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:05:45,422 - INFO - Epoch: 0934 / 1300 lr: 6.182e-05 +2025-07-05 06:06:01,458 - INFO - Training: cls_zice: 22.39195569722276; reg_zipnll: 183.98244516473068; aux_mae_loss_1: 98.6381815860146; aux_mae_loss_2: 12.811046976792184; aux_mae_loss_4: 1.736802151328639; cnt_loss: 9.144109838887266; +2025-07-05 06:06:01,459 - INFO - Evaluation: +Curr mae: 76.2018; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 110.1463; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1984; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:06:01,459 - INFO - Epoch: 0935 / 1300 lr: 6.158e-05 +2025-07-05 06:06:17,408 - INFO - Training: cls_zice: 24.829943644373042; reg_zipnll: 188.97931871916117; aux_mae_loss_1: 101.9460227363988; aux_mae_loss_2: 13.268659616771497; aux_mae_loss_4: 1.8159898299919932; cnt_loss: 9.850987409290514; +2025-07-05 06:06:17,409 - INFO - Evaluation: +Curr mae: 69.8117; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 104.5506; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1787; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:06:17,409 - INFO - Epoch: 0936 / 1300 lr: 6.135e-05 +2025-07-05 06:06:33,379 - INFO - Training: cls_zice: 23.989404948134172; reg_zipnll: 182.21913448132966; aux_mae_loss_1: 97.66982429905941; aux_mae_loss_2: 12.699109566839118; aux_mae_loss_4: 1.7139037690664594; cnt_loss: 8.97310535531295; +2025-07-05 06:06:33,379 - INFO - Evaluation: +Curr mae: 88.9298; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 122.0300; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2428; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:06:33,379 - INFO - Epoch: 0937 / 1300 lr: 6.111e-05 +2025-07-05 06:06:49,333 - INFO - Training: cls_zice: 25.47982256663473; reg_zipnll: 189.2290950574373; aux_mae_loss_1: 102.9288858112536; aux_mae_loss_2: 13.412819686688875; aux_mae_loss_4: 1.8398122881588184; cnt_loss: 10.587455586383218; +2025-07-05 06:06:49,334 - INFO - Evaluation: +Curr mae: 68.5725; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 104.0731; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1777; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:06:49,335 - INFO - Epoch: 0938 / 1300 lr: 6.087e-05 +2025-07-05 06:07:05,398 - INFO - Training: cls_zice: 23.38155916490053; reg_zipnll: 187.99790713661596; aux_mae_loss_1: 102.74174640053197; aux_mae_loss_2: 13.238840780760112; aux_mae_loss_4: 1.7966222825803255; cnt_loss: 9.674091276369596; +2025-07-05 06:07:05,398 - INFO - Evaluation: +Curr mae: 74.4854; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 105.8553; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2089; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:07:05,398 - INFO - Epoch: 0939 / 1300 lr: 6.063e-05 +2025-07-05 06:07:21,485 - INFO - Training: cls_zice: 23.830136335209797; reg_zipnll: 188.4191312287983; aux_mae_loss_1: 101.37246292515805; aux_mae_loss_2: 13.200758331700376; aux_mae_loss_4: 1.805375919530266; cnt_loss: 8.651236032184801; +2025-07-05 06:07:21,486 - INFO - Evaluation: +Curr mae: 77.3210; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 110.0891; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2086; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:07:21,486 - INFO - Epoch: 0940 / 1300 lr: 6.040e-05 +2025-07-05 06:07:37,647 - INFO - Training: cls_zice: 21.905732499925715; reg_zipnll: 189.79441492181076; aux_mae_loss_1: 102.50177935550087; aux_mae_loss_2: 13.295239197580438; aux_mae_loss_4: 1.8265942554724843; cnt_loss: 9.472251408978513; +2025-07-05 06:07:37,648 - INFO - Evaluation: +Curr mae: 78.7447; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 111.1623; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2203; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:07:37,648 - INFO - Epoch: 0941 / 1300 lr: 6.016e-05 +2025-07-05 06:07:53,652 - INFO - Training: cls_zice: 28.060514785741503; reg_zipnll: 185.24744033813477; aux_mae_loss_1: 101.09916978133352; aux_mae_loss_2: 13.053257979844746; aux_mae_loss_4: 1.7980086677952816; cnt_loss: 9.448000079707095; +2025-07-05 06:07:53,653 - INFO - Evaluation: +Curr mae: 89.0534; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 124.7219; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2554; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:07:53,653 - INFO - Epoch: 0942 / 1300 lr: 5.992e-05 +2025-07-05 06:08:09,816 - INFO - Training: cls_zice: 22.21933982403655; reg_zipnll: 182.49570786325555; aux_mae_loss_1: 99.3363006993344; aux_mae_loss_2: 12.821928990514655; aux_mae_loss_4: 1.7699653867043947; cnt_loss: 9.336627746883192; +2025-07-05 06:08:09,817 - INFO - Evaluation: +Curr mae: 86.5107; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 118.2451; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2450; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:08:09,817 - INFO - Epoch: 0943 / 1300 lr: 5.968e-05 +2025-07-05 06:08:25,756 - INFO - Training: cls_zice: 25.783244727865647; reg_zipnll: 183.83255185579; aux_mae_loss_1: 101.7352785813181; aux_mae_loss_2: 13.28927341260408; aux_mae_loss_4: 1.8577871150092076; cnt_loss: 10.366647080371255; +2025-07-05 06:08:25,757 - INFO - Evaluation: +Curr mae: 65.8713; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 99.4391; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1636; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:08:25,757 - INFO - Epoch: 0944 / 1300 lr: 5.944e-05 +2025-07-05 06:08:41,753 - INFO - Training: cls_zice: 23.372361660003662; reg_zipnll: 185.73389334427682; aux_mae_loss_1: 99.6048439427426; aux_mae_loss_2: 12.968328915144268; aux_mae_loss_4: 1.7818750801839327; cnt_loss: 9.827265846101861; +2025-07-05 06:08:41,754 - INFO - Evaluation: +Curr mae: 80.3435; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 109.9470; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2278; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:08:41,754 - INFO - Epoch: 0945 / 1300 lr: 5.920e-05 +2025-07-05 06:08:57,885 - INFO - Training: cls_zice: 24.168921439271223; reg_zipnll: 186.2063680949964; aux_mae_loss_1: 99.72279167175293; aux_mae_loss_2: 12.923038532859401; aux_mae_loss_4: 1.7447633366835744; cnt_loss: 8.322460005157872; +2025-07-05 06:08:57,886 - INFO - Evaluation: +Curr mae: 78.5403; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 110.9969; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2232; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:08:57,886 - INFO - Epoch: 0946 / 1300 lr: 5.896e-05 +2025-07-05 06:09:14,025 - INFO - Training: cls_zice: 22.291801446362545; reg_zipnll: 180.0342694332725; aux_mae_loss_1: 98.21061194570441; aux_mae_loss_2: 12.831856300956325; aux_mae_loss_4: 1.776854882114812; cnt_loss: 9.093645415808025; +2025-07-05 06:09:14,026 - INFO - Evaluation: +Curr mae: 100.9260; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 135.5992; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3408; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:09:14,026 - INFO - Epoch: 0947 / 1300 lr: 5.872e-05 +2025-07-05 06:09:30,318 - INFO - Training: cls_zice: 21.32732025573128; reg_zipnll: 174.69636455335115; aux_mae_loss_1: 94.70782490780479; aux_mae_loss_2: 12.385816649386758; aux_mae_loss_4: 1.7185702668993097; cnt_loss: 9.33511053261004; +2025-07-05 06:09:30,318 - INFO - Evaluation: +Curr mae: 84.4175; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 118.4449; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2214; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:09:30,319 - INFO - Epoch: 0948 / 1300 lr: 5.848e-05 +2025-07-05 06:09:46,225 - INFO - Training: cls_zice: 23.768667917502555; reg_zipnll: 180.2725247834858; aux_mae_loss_1: 97.51686236732884; aux_mae_loss_2: 12.829211824818662; aux_mae_loss_4: 1.7931907553421824; cnt_loss: 9.838835923295273; +2025-07-05 06:09:46,226 - INFO - Evaluation: +Curr mae: 69.3424; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 107.0141; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1771; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:09:46,226 - INFO - Epoch: 0949 / 1300 lr: 5.824e-05 +2025-07-05 06:10:02,255 - INFO - Training: cls_zice: 22.804542406609183; reg_zipnll: 185.88164098639237; aux_mae_loss_1: 100.41937326130115; aux_mae_loss_2: 13.003449364712363; aux_mae_loss_4: 1.7830308628709692; cnt_loss: 9.686332589701601; +2025-07-05 06:10:02,256 - INFO - Evaluation: +Curr mae: 81.3534; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 114.1575; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2171; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:10:02,256 - INFO - Epoch: 0950 / 1300 lr: 5.800e-05 +2025-07-05 06:10:18,276 - INFO - Training: cls_zice: 22.229690601951198; reg_zipnll: 185.08711965460526; aux_mae_loss_1: 100.77118251198216; aux_mae_loss_2: 13.193202671251798; aux_mae_loss_4: 1.8530291601231224; cnt_loss: 11.093979822961908; +2025-07-05 06:10:18,277 - INFO - Evaluation: +Curr mae: 67.9008; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 106.2522; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1592; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:10:20,204 - INFO - Epoch: 0951 / 1300 lr: 5.776e-05 +2025-07-05 06:10:36,348 - INFO - Training: cls_zice: 25.01761770248413; reg_zipnll: 187.31973146137437; aux_mae_loss_1: 101.2404573340165; aux_mae_loss_2: 13.17158535907143; aux_mae_loss_4: 1.7832568193736829; cnt_loss: 9.349678240324321; +2025-07-05 06:10:36,349 - INFO - Evaluation: +Curr mae: 72.2898; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 109.3525; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1831; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:10:36,349 - INFO - Epoch: 0952 / 1300 lr: 5.752e-05 +2025-07-05 06:10:52,437 - INFO - Training: cls_zice: 23.47661062918211; reg_zipnll: 181.9484594244706; aux_mae_loss_1: 100.38392297845138; aux_mae_loss_2: 13.310737559669896; aux_mae_loss_4: 1.875176865803568; cnt_loss: 11.416400282006515; +2025-07-05 06:10:52,438 - INFO - Evaluation: +Curr mae: 80.0769; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 118.5258; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2108; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:10:52,438 - INFO - Epoch: 0953 / 1300 lr: 5.728e-05 +2025-07-05 06:11:08,430 - INFO - Training: cls_zice: 25.073358527139614; reg_zipnll: 186.5776921322471; aux_mae_loss_1: 101.67836400082237; aux_mae_loss_2: 13.141240283062583; aux_mae_loss_4: 1.7867904681908457; cnt_loss: 9.062017660391959; +2025-07-05 06:11:08,431 - INFO - Evaluation: +Curr mae: 80.8602; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 115.5696; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2201; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:11:08,431 - INFO - Epoch: 0954 / 1300 lr: 5.704e-05 +2025-07-05 06:11:24,596 - INFO - Training: cls_zice: 22.480442684535916; reg_zipnll: 180.6599829824347; aux_mae_loss_1: 96.47523970352977; aux_mae_loss_2: 12.585183745936343; aux_mae_loss_4: 1.7288008834186352; cnt_loss: 8.858275200191297; +2025-07-05 06:11:24,597 - INFO - Evaluation: +Curr mae: 76.2517; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 109.6423; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2056; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:11:24,597 - INFO - Epoch: 0955 / 1300 lr: 5.680e-05 +2025-07-05 06:11:40,731 - INFO - Training: cls_zice: 19.87262343732934; reg_zipnll: 174.54638611642937; aux_mae_loss_1: 93.25351494236996; aux_mae_loss_2: 12.128389734970895; aux_mae_loss_4: 1.6782132716555345; cnt_loss: 8.631093721640738; +2025-07-05 06:11:40,732 - INFO - Evaluation: +Curr mae: 83.9063; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 118.6377; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2508; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:11:40,732 - INFO - Epoch: 0956 / 1300 lr: 5.656e-05 +2025-07-05 06:11:57,017 - INFO - Training: cls_zice: 20.480207050317212; reg_zipnll: 184.29841031526266; aux_mae_loss_1: 100.14296371058414; aux_mae_loss_2: 12.969820424130088; aux_mae_loss_4: 1.7964261456539756; cnt_loss: 9.654058174083108; +2025-07-05 06:11:57,018 - INFO - Evaluation: +Curr mae: 79.7197; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 115.8330; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2279; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:11:57,018 - INFO - Epoch: 0957 / 1300 lr: 5.632e-05 +2025-07-05 06:12:12,837 - INFO - Training: cls_zice: 24.408753021767264; reg_zipnll: 187.78121044761255; aux_mae_loss_1: 102.3957300688091; aux_mae_loss_2: 13.341910211663498; aux_mae_loss_4: 1.8070057222717686; cnt_loss: 8.35099823223917; +2025-07-05 06:12:12,838 - INFO - Evaluation: +Curr mae: 74.9453; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 107.6845; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1992; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:12:12,838 - INFO - Epoch: 0958 / 1300 lr: 5.608e-05 +2025-07-05 06:12:29,011 - INFO - Training: cls_zice: 23.323008416514647; reg_zipnll: 182.72203365125154; aux_mae_loss_1: 99.82375867743241; aux_mae_loss_2: 12.909811609669736; aux_mae_loss_4: 1.7506228042276282; cnt_loss: 8.886873634237991; +2025-07-05 06:12:29,012 - INFO - Evaluation: +Curr mae: 71.8326; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 104.7823; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1781; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:12:29,012 - INFO - Epoch: 0959 / 1300 lr: 5.584e-05 +2025-07-05 06:12:45,039 - INFO - Training: cls_zice: 24.16535715052956; reg_zipnll: 182.57021311709755; aux_mae_loss_1: 97.763579719945; aux_mae_loss_2: 12.81963374740199; aux_mae_loss_4: 1.7289547575147528; cnt_loss: 8.41367110453154; +2025-07-05 06:12:45,040 - INFO - Evaluation: +Curr mae: 71.9777; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 104.9980; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1871; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:12:45,040 - INFO - Epoch: 0960 / 1300 lr: 5.559e-05 +2025-07-05 06:13:01,178 - INFO - Training: cls_zice: 25.056388657344016; reg_zipnll: 183.15856913516396; aux_mae_loss_1: 98.08921974583676; aux_mae_loss_2: 12.804603049629613; aux_mae_loss_4: 1.762658040774496; cnt_loss: 9.17022078288229; +2025-07-05 06:13:01,179 - INFO - Evaluation: +Curr mae: 84.7474; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 120.0767; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2291; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:13:01,179 - INFO - Epoch: 0961 / 1300 lr: 5.535e-05 +2025-07-05 06:13:17,195 - INFO - Training: cls_zice: 22.8875997254723; reg_zipnll: 183.27067284835013; aux_mae_loss_1: 99.24491189655505; aux_mae_loss_2: 12.906748144250168; aux_mae_loss_4: 1.769412288540288; cnt_loss: 9.077408589814839; +2025-07-05 06:13:17,196 - INFO - Evaluation: +Curr mae: 80.6986; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 118.1761; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2413; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:13:17,196 - INFO - Epoch: 0962 / 1300 lr: 5.511e-05 +2025-07-05 06:13:33,239 - INFO - Training: cls_zice: 26.206054838080156; reg_zipnll: 193.01146778307464; aux_mae_loss_1: 105.75569624649852; aux_mae_loss_2: 13.503126972600034; aux_mae_loss_4: 1.8486042461897199; cnt_loss: 10.036922134851155; +2025-07-05 06:13:33,240 - INFO - Evaluation: +Curr mae: 76.0540; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 115.6791; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2057; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:13:33,240 - INFO - Epoch: 0963 / 1300 lr: 5.487e-05 +2025-07-05 06:13:49,278 - INFO - Training: cls_zice: 21.994243283020822; reg_zipnll: 179.89305074591385; aux_mae_loss_1: 96.57517423127827; aux_mae_loss_2: 12.604434076108431; aux_mae_loss_4: 1.7323167826000012; cnt_loss: 10.227501812734102; +2025-07-05 06:13:49,279 - INFO - Evaluation: +Curr mae: 73.9062; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 113.9493; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1849; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:13:49,279 - INFO - Epoch: 0964 / 1300 lr: 5.463e-05 +2025-07-05 06:14:05,151 - INFO - Training: cls_zice: 24.85587775707245; reg_zipnll: 181.7733080010665; aux_mae_loss_1: 99.03141965364155; aux_mae_loss_2: 12.821234565032157; aux_mae_loss_4: 1.7662434028951746; cnt_loss: 9.770248513472708; +2025-07-05 06:14:05,152 - INFO - Evaluation: +Curr mae: 68.6226; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 104.4337; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1790; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:14:05,152 - INFO - Epoch: 0965 / 1300 lr: 5.438e-05 +2025-07-05 06:14:21,102 - INFO - Training: cls_zice: 23.21097435998289; reg_zipnll: 185.29404529772307; aux_mae_loss_1: 99.26504938225997; aux_mae_loss_2: 12.853580876400596; aux_mae_loss_4: 1.7466194472814862; cnt_loss: 9.433627894050197; +2025-07-05 06:14:21,103 - INFO - Evaluation: +Curr mae: 77.3765; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 118.1021; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1946; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:14:21,103 - INFO - Epoch: 0966 / 1300 lr: 5.414e-05 +2025-07-05 06:14:37,093 - INFO - Training: cls_zice: 24.490959424329432; reg_zipnll: 188.08456722058747; aux_mae_loss_1: 101.27235061243961; aux_mae_loss_2: 13.036048123711033; aux_mae_loss_4: 1.76058251293082; cnt_loss: 8.710471774402418; +2025-07-05 06:14:37,094 - INFO - Evaluation: +Curr mae: 72.0934; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 115.5676; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1876; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:14:37,094 - INFO - Epoch: 0967 / 1300 lr: 5.390e-05 +2025-07-05 06:14:53,104 - INFO - Training: cls_zice: 21.37252112752513; reg_zipnll: 184.1067137467234; aux_mae_loss_1: 98.54355571144505; aux_mae_loss_2: 12.724171011071457; aux_mae_loss_4: 1.731841636331458; cnt_loss: 9.15259818026894; +2025-07-05 06:14:53,105 - INFO - Evaluation: +Curr mae: 70.8062; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 111.9303; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1827; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:14:53,105 - INFO - Epoch: 0968 / 1300 lr: 5.366e-05 +2025-07-05 06:15:09,208 - INFO - Training: cls_zice: 23.758542827869718; reg_zipnll: 181.9928825779965; aux_mae_loss_1: 99.84550967969392; aux_mae_loss_2: 12.964173417342337; aux_mae_loss_4: 1.765432552287453; cnt_loss: 9.675982927021227; +2025-07-05 06:15:09,209 - INFO - Evaluation: +Curr mae: 74.3733; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 113.4760; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1806; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:15:09,209 - INFO - Epoch: 0969 / 1300 lr: 5.341e-05 +2025-07-05 06:15:25,199 - INFO - Training: cls_zice: 23.59201048549853; reg_zipnll: 182.56966440301193; aux_mae_loss_1: 98.38405920329846; aux_mae_loss_2: 12.8061809288828; aux_mae_loss_4: 1.7390922245226408; cnt_loss: 8.493417369691949; +2025-07-05 06:15:25,200 - INFO - Evaluation: +Curr mae: 70.4714; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 111.5818; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1702; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:15:25,200 - INFO - Epoch: 0970 / 1300 lr: 5.317e-05 +2025-07-05 06:15:41,330 - INFO - Training: cls_zice: 22.904178136273433; reg_zipnll: 184.2857830649928; aux_mae_loss_1: 99.04165679530094; aux_mae_loss_2: 12.88652719949421; aux_mae_loss_4: 1.8019710559594004; cnt_loss: 9.767518790144669; +2025-07-05 06:15:41,331 - INFO - Evaluation: +Curr mae: 77.2180; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 115.3043; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2010; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:15:41,331 - INFO - Epoch: 0971 / 1300 lr: 5.293e-05 +2025-07-05 06:15:57,190 - INFO - Training: cls_zice: 22.868676558921212; reg_zipnll: 180.62837982177734; aux_mae_loss_1: 95.87766014902215; aux_mae_loss_2: 12.431823115599784; aux_mae_loss_4: 1.6692135961432206; cnt_loss: 7.933749217736094; +2025-07-05 06:15:57,191 - INFO - Evaluation: +Curr mae: 70.6190; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 120.7399; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1825; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:15:57,191 - INFO - Epoch: 0972 / 1300 lr: 5.269e-05 +2025-07-05 06:16:13,276 - INFO - Training: cls_zice: 25.222006939743693; reg_zipnll: 182.56632292898078; aux_mae_loss_1: 102.32104241220574; aux_mae_loss_2: 13.38711112423947; aux_mae_loss_4: 1.861873901204059; cnt_loss: 10.360745561750312; +2025-07-05 06:16:13,277 - INFO - Evaluation: +Curr mae: 75.9374; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 112.8837; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2025; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:16:13,277 - INFO - Epoch: 0973 / 1300 lr: 5.244e-05 +2025-07-05 06:16:29,264 - INFO - Training: cls_zice: 23.16515108158714; reg_zipnll: 183.09859687403628; aux_mae_loss_1: 99.44558826245759; aux_mae_loss_2: 13.099034020775242; aux_mae_loss_4: 1.8260030338638706; cnt_loss: 9.757248062836496; +2025-07-05 06:16:29,264 - INFO - Evaluation: +Curr mae: 97.5107; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 131.5944; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2897; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:16:29,265 - INFO - Epoch: 0974 / 1300 lr: 5.220e-05 +2025-07-05 06:16:45,287 - INFO - Training: cls_zice: 19.41136480632581; reg_zipnll: 180.43523507369193; aux_mae_loss_1: 95.26110689263595; aux_mae_loss_2: 12.307651632710508; aux_mae_loss_4: 1.7044996164346997; cnt_loss: 9.07597932062651; +2025-07-05 06:16:45,288 - INFO - Evaluation: +Curr mae: 97.1743; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 143.5060; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2930; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:16:45,288 - INFO - Epoch: 0975 / 1300 lr: 5.196e-05 +2025-07-05 06:17:01,444 - INFO - Training: cls_zice: 26.97664485479656; reg_zipnll: 195.64772736398797; aux_mae_loss_1: 106.40310207166169; aux_mae_loss_2: 13.803482281534295; aux_mae_loss_4: 1.8952738862288625; cnt_loss: 11.031518735383687; +2025-07-05 06:17:01,445 - INFO - Evaluation: +Curr mae: 97.3576; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 133.8920; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2980; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:17:01,445 - INFO - Epoch: 0976 / 1300 lr: 5.171e-05 +2025-07-05 06:17:17,418 - INFO - Training: cls_zice: 24.19068193435669; reg_zipnll: 188.9157136615954; aux_mae_loss_1: 99.80452627884715; aux_mae_loss_2: 12.879205452768426; aux_mae_loss_4: 1.7321505389715497; cnt_loss: 9.197450443318015; +2025-07-05 06:17:17,419 - INFO - Evaluation: +Curr mae: 78.6698; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 116.3694; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2351; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:17:17,419 - INFO - Epoch: 0977 / 1300 lr: 5.147e-05 +2025-07-05 06:17:33,788 - INFO - Training: cls_zice: 22.113377401703282; reg_zipnll: 183.4338264465332; aux_mae_loss_1: 98.15688474554764; aux_mae_loss_2: 12.813890557540091; aux_mae_loss_4: 1.7540760761813114; cnt_loss: 9.652632688221178; +2025-07-05 06:17:33,789 - INFO - Evaluation: +Curr mae: 82.0911; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 115.3547; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2454; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:17:33,789 - INFO - Epoch: 0978 / 1300 lr: 5.123e-05 +2025-07-05 06:17:49,882 - INFO - Training: cls_zice: 24.736075633450557; reg_zipnll: 190.62082471345602; aux_mae_loss_1: 103.70766810366982; aux_mae_loss_2: 13.47851959027742; aux_mae_loss_4: 1.8378050233188428; cnt_loss: 9.617519905692653; +2025-07-05 06:17:49,883 - INFO - Evaluation: +Curr mae: 75.8936; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 112.6139; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2106; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:17:49,883 - INFO - Epoch: 0979 / 1300 lr: 5.099e-05 +2025-07-05 06:18:05,998 - INFO - Training: cls_zice: 22.264027005747746; reg_zipnll: 180.4725883885434; aux_mae_loss_1: 96.79729531940662; aux_mae_loss_2: 12.621277206822446; aux_mae_loss_4: 1.7329349172742743; cnt_loss: 9.325160032824465; +2025-07-05 06:18:05,999 - INFO - Evaluation: +Curr mae: 71.8283; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 107.2090; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1957; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:18:05,999 - INFO - Epoch: 0980 / 1300 lr: 5.074e-05 +2025-07-05 06:18:22,035 - INFO - Training: cls_zice: 25.678755465306732; reg_zipnll: 190.83171944869193; aux_mae_loss_1: 104.13175663195159; aux_mae_loss_2: 13.576220964130602; aux_mae_loss_4: 1.8822855290613676; cnt_loss: 10.601825475692749; +2025-07-05 06:18:22,036 - INFO - Evaluation: +Curr mae: 68.3791; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 102.0820; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1877; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:18:22,037 - INFO - Epoch: 0981 / 1300 lr: 5.050e-05 +2025-07-05 06:18:37,968 - INFO - Training: cls_zice: 24.725990064834292; reg_zipnll: 184.933065715589; aux_mae_loss_1: 100.51080984818309; aux_mae_loss_2: 13.14631828508879; aux_mae_loss_4: 1.8226421883231716; cnt_loss: 10.517770804856953; +2025-07-05 06:18:37,969 - INFO - Evaluation: +Curr mae: 76.0878; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 113.1772; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2180; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:18:37,969 - INFO - Epoch: 0982 / 1300 lr: 5.026e-05 +2025-07-05 06:18:54,151 - INFO - Training: cls_zice: 25.24634051322937; reg_zipnll: 180.48113270809776; aux_mae_loss_1: 99.27051172758404; aux_mae_loss_2: 13.051670501106663; aux_mae_loss_4: 1.777060198156457; cnt_loss: 9.422343059589988; +2025-07-05 06:18:54,152 - INFO - Evaluation: +Curr mae: 71.6871; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 109.5033; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1842; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:18:54,152 - INFO - Epoch: 0983 / 1300 lr: 5.001e-05 +2025-07-05 06:19:10,333 - INFO - Training: cls_zice: 24.672700630991084; reg_zipnll: 191.23805638363487; aux_mae_loss_1: 101.82111107675652; aux_mae_loss_2: 13.058774747346577; aux_mae_loss_4: 1.7452813951592696; cnt_loss: 8.210886170989589; +2025-07-05 06:19:10,334 - INFO - Evaluation: +Curr mae: 72.5145; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 113.6010; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1788; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:19:10,334 - INFO - Epoch: 0984 / 1300 lr: 4.977e-05 +2025-07-05 06:19:26,375 - INFO - Training: cls_zice: 24.67969741319355; reg_zipnll: 186.6006985714561; aux_mae_loss_1: 101.00710919028835; aux_mae_loss_2: 12.96374531796104; aux_mae_loss_4: 1.7615281280718351; cnt_loss: 8.930511142078199; +2025-07-05 06:19:26,376 - INFO - Evaluation: +Curr mae: 70.7634; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 107.8523; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1776; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:19:26,376 - INFO - Epoch: 0985 / 1300 lr: 4.953e-05 +2025-07-05 06:19:42,458 - INFO - Training: cls_zice: 24.163260265400535; reg_zipnll: 186.08768563521537; aux_mae_loss_1: 101.41635573537727; aux_mae_loss_2: 13.086992539857564; aux_mae_loss_4: 1.7813286279377185; cnt_loss: 8.501277980051542; +2025-07-05 06:19:42,459 - INFO - Evaluation: +Curr mae: 76.0409; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 115.1804; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1800; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:19:42,459 - INFO - Epoch: 0986 / 1300 lr: 4.929e-05 +2025-07-05 06:19:58,698 - INFO - Training: cls_zice: 24.03849816949744; reg_zipnll: 184.4954520777652; aux_mae_loss_1: 100.76163462588661; aux_mae_loss_2: 13.211122663397537; aux_mae_loss_4: 1.833304392664056; cnt_loss: 9.20128836129841; +2025-07-05 06:19:58,699 - INFO - Evaluation: +Curr mae: 69.9482; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 109.7621; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1652; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:19:58,699 - INFO - Epoch: 0987 / 1300 lr: 4.904e-05 +2025-07-05 06:20:14,883 - INFO - Training: cls_zice: 26.685887465351506; reg_zipnll: 181.35742769743266; aux_mae_loss_1: 100.74741855420564; aux_mae_loss_2: 13.144513029801217; aux_mae_loss_4: 1.8206934489701923; cnt_loss: 9.446875390253568; +2025-07-05 06:20:14,884 - INFO - Evaluation: +Curr mae: 70.3532; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 110.9177; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1695; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:20:14,884 - INFO - Epoch: 0988 / 1300 lr: 4.880e-05 +2025-07-05 06:20:30,894 - INFO - Training: cls_zice: 22.619439827768428; reg_zipnll: 183.51877232601768; aux_mae_loss_1: 96.15625090348094; aux_mae_loss_2: 12.503211699034038; aux_mae_loss_4: 1.6805795713474876; cnt_loss: 8.344156855031065; +2025-07-05 06:20:30,895 - INFO - Evaluation: +Curr mae: 68.8096; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 106.5923; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1665; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:20:30,895 - INFO - Epoch: 0989 / 1300 lr: 4.856e-05 +2025-07-05 06:20:46,986 - INFO - Training: cls_zice: 25.15516555936713; reg_zipnll: 178.40727474814966; aux_mae_loss_1: 101.57996639452483; aux_mae_loss_2: 13.515826777407998; aux_mae_loss_4: 1.9034167088960345; cnt_loss: 11.821156890768753; +2025-07-05 06:20:46,987 - INFO - Evaluation: +Curr mae: 67.7064; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 105.4642; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1614; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:20:46,987 - INFO - Epoch: 0990 / 1300 lr: 4.831e-05 +2025-07-05 06:21:03,126 - INFO - Training: cls_zice: 22.002440339640568; reg_zipnll: 178.31677005165503; aux_mae_loss_1: 95.5173484400699; aux_mae_loss_2: 12.474050496753893; aux_mae_loss_4: 1.7037538415507267; cnt_loss: 7.9542948572259204; +2025-07-05 06:21:03,127 - INFO - Evaluation: +Curr mae: 66.3246; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 103.8081; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1629; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:21:03,127 - INFO - Epoch: 0991 / 1300 lr: 4.807e-05 +2025-07-05 06:21:19,256 - INFO - Training: cls_zice: 23.456047196137277; reg_zipnll: 183.93282117341695; aux_mae_loss_1: 98.50248989305999; aux_mae_loss_2: 12.86408970230504; aux_mae_loss_4: 1.7667733634773053; cnt_loss: 9.276528923135055; +2025-07-05 06:21:19,257 - INFO - Evaluation: +Curr mae: 65.8789; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 102.0372; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1562; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:21:19,257 - INFO - Epoch: 0992 / 1300 lr: 4.783e-05 +2025-07-05 06:21:35,286 - INFO - Training: cls_zice: 26.504745784558747; reg_zipnll: 187.7367232473273; aux_mae_loss_1: 104.44021646600021; aux_mae_loss_2: 13.683565967961362; aux_mae_loss_4: 1.9019808988822133; cnt_loss: 10.364492391285143; +2025-07-05 06:21:35,287 - INFO - Evaluation: +Curr mae: 68.8850; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 100.6879; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1837; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:21:35,287 - INFO - Epoch: 0993 / 1300 lr: 4.759e-05 +2025-07-05 06:21:51,466 - INFO - Training: cls_zice: 24.06721788958499; reg_zipnll: 186.91107478894685; aux_mae_loss_1: 100.93624496459961; aux_mae_loss_2: 13.021474850805182; aux_mae_loss_4: 1.8043686684809233; cnt_loss: 10.205414784582038; +2025-07-05 06:21:51,467 - INFO - Evaluation: +Curr mae: 68.9000; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 103.2061; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1645; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:21:51,467 - INFO - Epoch: 0994 / 1300 lr: 4.734e-05 +2025-07-05 06:22:07,425 - INFO - Training: cls_zice: 24.771870002934808; reg_zipnll: 185.8412029868678; aux_mae_loss_1: 101.22775248477333; aux_mae_loss_2: 13.177161066155685; aux_mae_loss_4: 1.8185555966276872; cnt_loss: 9.545315102527017; +2025-07-05 06:22:07,426 - INFO - Evaluation: +Curr mae: 69.4093; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 103.7850; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1731; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:22:07,426 - INFO - Epoch: 0995 / 1300 lr: 4.710e-05 +2025-07-05 06:22:23,567 - INFO - Training: cls_zice: 22.94113634134594; reg_zipnll: 181.10213912160773; aux_mae_loss_1: 97.3432163439299; aux_mae_loss_2: 12.591077440663389; aux_mae_loss_4: 1.7080747045968707; cnt_loss: 8.439469851945576; +2025-07-05 06:22:23,568 - INFO - Evaluation: +Curr mae: 70.5438; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 103.9541; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1720; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:22:23,568 - INFO - Epoch: 0996 / 1300 lr: 4.686e-05 +2025-07-05 06:22:39,501 - INFO - Training: cls_zice: 27.38783427288658; reg_zipnll: 187.10073330527857; aux_mae_loss_1: 100.90847908823113; aux_mae_loss_2: 13.160726773111444; aux_mae_loss_4: 1.7965997426133407; cnt_loss: 9.277769069922599; +2025-07-05 06:22:39,502 - INFO - Evaluation: +Curr mae: 64.5936; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 99.8678; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1670; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:22:39,502 - INFO - Epoch: 0997 / 1300 lr: 4.662e-05 +2025-07-05 06:22:55,447 - INFO - Training: cls_zice: 28.29565210013013; reg_zipnll: 189.13820728502776; aux_mae_loss_1: 102.75724360817357; aux_mae_loss_2: 13.398231556541042; aux_mae_loss_4: 1.8662300517684536; cnt_loss: 10.917808457424766; +2025-07-05 06:22:55,448 - INFO - Evaluation: +Curr mae: 67.2021; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 100.8306; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1850; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:22:55,448 - INFO - Epoch: 0998 / 1300 lr: 4.637e-05 +2025-07-05 06:23:11,455 - INFO - Training: cls_zice: 25.88348864018917; reg_zipnll: 183.7601860447934; aux_mae_loss_1: 100.18579894617984; aux_mae_loss_2: 12.985003647051359; aux_mae_loss_4: 1.7786787309144672; cnt_loss: 9.394491710160908; +2025-07-05 06:23:11,456 - INFO - Evaluation: +Curr mae: 71.2891; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 106.3269; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1868; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:23:11,456 - INFO - Epoch: 0999 / 1300 lr: 4.613e-05 +2025-07-05 06:23:27,561 - INFO - Training: cls_zice: 22.141476736845153; reg_zipnll: 184.03177421971372; aux_mae_loss_1: 97.2910569843493; aux_mae_loss_2: 12.659355652959723; aux_mae_loss_4: 1.7192290644896657; cnt_loss: 8.983865116771899; +2025-07-05 06:23:27,562 - INFO - Evaluation: +Curr mae: 68.4357; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 106.5425; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1775; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:23:27,562 - INFO - Epoch: 1000 / 1300 lr: 4.589e-05 +2025-07-05 06:23:43,560 - INFO - Training: cls_zice: 23.454124789488944; reg_zipnll: 178.7476278606214; aux_mae_loss_1: 96.97904135051526; aux_mae_loss_2: 12.633482129950272; aux_mae_loss_4: 1.739295859085886; cnt_loss: 10.28196612784737; +2025-07-05 06:23:43,561 - INFO - Evaluation: +Curr mae: 74.5620; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 109.6194; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2070; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:23:45,596 - INFO - Epoch: 1001 / 1300 lr: 4.565e-05 +2025-07-05 06:24:01,516 - INFO - Training: cls_zice: 22.124611051459063; reg_zipnll: 182.3520636307566; aux_mae_loss_1: 95.23596201444927; aux_mae_loss_2: 12.289761455435501; aux_mae_loss_4: 1.6762883820031818; cnt_loss: 8.467072875876175; +2025-07-05 06:24:01,517 - INFO - Evaluation: +Curr mae: 72.3365; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 104.7129; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1968; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:24:01,517 - INFO - Epoch: 1002 / 1300 lr: 4.541e-05 +2025-07-05 06:24:17,690 - INFO - Training: cls_zice: 23.600164538935612; reg_zipnll: 185.11033770912573; aux_mae_loss_1: 99.06306407326146; aux_mae_loss_2: 12.89110221360859; aux_mae_loss_4: 1.754839346597069; cnt_loss: 9.501901614038568; +2025-07-05 06:24:17,691 - INFO - Evaluation: +Curr mae: 76.6429; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 113.3215; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1985; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:24:17,691 - INFO - Epoch: 1003 / 1300 lr: 4.516e-05 +2025-07-05 06:24:33,951 - INFO - Training: cls_zice: 24.705721823792707; reg_zipnll: 184.1172856782612; aux_mae_loss_1: 100.85363538641678; aux_mae_loss_2: 13.300668867010819; aux_mae_loss_4: 1.802940613345096; cnt_loss: 8.63513560044138; +2025-07-05 06:24:33,951 - INFO - Evaluation: +Curr mae: 73.8822; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 107.9670; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2034; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:24:33,952 - INFO - Epoch: 1004 / 1300 lr: 4.492e-05 +2025-07-05 06:24:49,869 - INFO - Training: cls_zice: 21.914958044102317; reg_zipnll: 183.0425178126285; aux_mae_loss_1: 98.57360869959781; aux_mae_loss_2: 12.697144131911429; aux_mae_loss_4: 1.738470805318732; cnt_loss: 9.341763552866484; +2025-07-05 06:24:49,870 - INFO - Evaluation: +Curr mae: 88.0229; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 142.6552; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2651; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:24:49,870 - INFO - Epoch: 1005 / 1300 lr: 4.468e-05 +2025-07-05 06:25:05,977 - INFO - Training: cls_zice: 22.15784204006195; reg_zipnll: 185.6619110107422; aux_mae_loss_1: 99.28099160445363; aux_mae_loss_2: 12.952801654213353; aux_mae_loss_4: 1.7552824020385742; cnt_loss: 9.060253758179513; +2025-07-05 06:25:05,978 - INFO - Evaluation: +Curr mae: 66.2085; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 101.0363; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1588; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:25:05,978 - INFO - Epoch: 1006 / 1300 lr: 4.444e-05 +2025-07-05 06:25:21,959 - INFO - Training: cls_zice: 21.905898533369367; reg_zipnll: 183.45094239084344; aux_mae_loss_1: 97.57428520604184; aux_mae_loss_2: 12.670252887826218; aux_mae_loss_4: 1.7382641340556897; cnt_loss: 9.107870064283672; +2025-07-05 06:25:21,960 - INFO - Evaluation: +Curr mae: 73.6345; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 113.9880; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1949; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:25:21,960 - INFO - Epoch: 1007 / 1300 lr: 4.420e-05 +2025-07-05 06:25:38,151 - INFO - Training: cls_zice: 22.8673921729389; reg_zipnll: 183.78549615960372; aux_mae_loss_1: 100.97555582146896; aux_mae_loss_2: 13.232519275263735; aux_mae_loss_4: 1.815505934389014; cnt_loss: 9.239994695312099; +2025-07-05 06:25:38,152 - INFO - Evaluation: +Curr mae: 78.1644; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 114.2107; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2160; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:25:38,153 - INFO - Epoch: 1008 / 1300 lr: 4.396e-05 +2025-07-05 06:25:54,073 - INFO - Training: cls_zice: 23.90610140875766; reg_zipnll: 185.8598847640188; aux_mae_loss_1: 101.17190340945595; aux_mae_loss_2: 13.0951440585287; aux_mae_loss_4: 1.7952598427471362; cnt_loss: 9.19903618411014; +2025-07-05 06:25:54,074 - INFO - Evaluation: +Curr mae: 73.0159; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 112.0760; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1926; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:25:54,074 - INFO - Epoch: 1009 / 1300 lr: 4.372e-05 +2025-07-05 06:26:10,061 - INFO - Training: cls_zice: 24.050202142447233; reg_zipnll: 190.85890840229234; aux_mae_loss_1: 102.69177075436241; aux_mae_loss_2: 13.272761018652664; aux_mae_loss_4: 1.7974868040335805; cnt_loss: 8.839886150862041; +2025-07-05 06:26:10,062 - INFO - Evaluation: +Curr mae: 72.9192; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 107.1714; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1876; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:26:10,062 - INFO - Epoch: 1010 / 1300 lr: 4.348e-05 +2025-07-05 06:26:26,113 - INFO - Training: cls_zice: 21.7768783318369; reg_zipnll: 184.42311758744088; aux_mae_loss_1: 98.1807632446289; aux_mae_loss_2: 12.79647818364595; aux_mae_loss_4: 1.736396915034244; cnt_loss: 8.534557612318741; +2025-07-05 06:26:26,114 - INFO - Evaluation: +Curr mae: 78.8593; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 115.5397; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2092; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:26:26,114 - INFO - Epoch: 1011 / 1300 lr: 4.324e-05 +2025-07-05 06:26:42,201 - INFO - Training: cls_zice: 20.335524127671594; reg_zipnll: 173.70761309171976; aux_mae_loss_1: 93.5238027070698; aux_mae_loss_2: 12.275355477082101; aux_mae_loss_4: 1.6943808684223576; cnt_loss: 9.1864610596707; +2025-07-05 06:26:42,202 - INFO - Evaluation: +Curr mae: 72.2474; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 107.7916; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1803; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:26:42,202 - INFO - Epoch: 1012 / 1300 lr: 4.300e-05 +2025-07-05 06:26:58,354 - INFO - Training: cls_zice: 21.536076147305337; reg_zipnll: 178.1037910862973; aux_mae_loss_1: 95.3813873090242; aux_mae_loss_2: 12.513173291557713; aux_mae_loss_4: 1.6637324439851862; cnt_loss: 7.455218716671593; +2025-07-05 06:26:58,354 - INFO - Evaluation: +Curr mae: 75.2787; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 109.6365; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1982; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:26:58,354 - INFO - Epoch: 1013 / 1300 lr: 4.276e-05 +2025-07-05 06:27:14,383 - INFO - Training: cls_zice: 24.475651402222482; reg_zipnll: 179.71342950118216; aux_mae_loss_1: 98.68862312718441; aux_mae_loss_2: 13.046438342646548; aux_mae_loss_4: 1.804565784178282; cnt_loss: 8.94261117985374; +2025-07-05 06:27:14,384 - INFO - Evaluation: +Curr mae: 72.3687; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 109.2505; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1823; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:27:14,384 - INFO - Epoch: 1014 / 1300 lr: 4.252e-05 +2025-07-05 06:27:30,429 - INFO - Training: cls_zice: 23.235083335324337; reg_zipnll: 179.22190816778885; aux_mae_loss_1: 97.15033099525853; aux_mae_loss_2: 12.645653900347257; aux_mae_loss_4: 1.7465347506498035; cnt_loss: 8.427679457162556; +2025-07-05 06:27:30,430 - INFO - Evaluation: +Curr mae: 75.0742; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 114.8227; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1869; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:27:30,430 - INFO - Epoch: 1015 / 1300 lr: 4.228e-05 +2025-07-05 06:27:46,369 - INFO - Training: cls_zice: 22.00169047870134; reg_zipnll: 179.51962982980828; aux_mae_loss_1: 93.80062113310161; aux_mae_loss_2: 12.264052529084054; aux_mae_loss_4: 1.6707403471595363; cnt_loss: 8.155853516177126; +2025-07-05 06:27:46,370 - INFO - Evaluation: +Curr mae: 78.0612; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 115.3739; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2104; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:27:46,370 - INFO - Epoch: 1016 / 1300 lr: 4.204e-05 +2025-07-05 06:28:02,491 - INFO - Training: cls_zice: 22.260946499673945; reg_zipnll: 180.86769686247172; aux_mae_loss_1: 96.14916901839406; aux_mae_loss_2: 12.478386414678473; aux_mae_loss_4: 1.6771216000381268; cnt_loss: 7.763426956377532; +2025-07-05 06:28:02,492 - INFO - Evaluation: +Curr mae: 83.1976; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 122.4082; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2245; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:28:02,492 - INFO - Epoch: 1017 / 1300 lr: 4.180e-05 +2025-07-05 06:28:18,653 - INFO - Training: cls_zice: 23.778716837104998; reg_zipnll: 185.62321813482987; aux_mae_loss_1: 99.85627726504677; aux_mae_loss_2: 12.875948153044048; aux_mae_loss_4: 1.743148922920227; cnt_loss: 9.328048260588394; +2025-07-05 06:28:18,654 - INFO - Evaluation: +Curr mae: 76.8635; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 115.5641; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1926; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:28:18,654 - INFO - Epoch: 1018 / 1300 lr: 4.156e-05 +2025-07-05 06:28:34,534 - INFO - Training: cls_zice: 25.161185725739127; reg_zipnll: 181.23836818494294; aux_mae_loss_1: 98.08373662045128; aux_mae_loss_2: 12.665579118226704; aux_mae_loss_4: 1.7338279987636365; cnt_loss: 9.164740148343538; +2025-07-05 06:28:34,535 - INFO - Evaluation: +Curr mae: 73.5917; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 111.4796; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1953; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:28:34,535 - INFO - Epoch: 1019 / 1300 lr: 4.132e-05 +2025-07-05 06:28:50,490 - INFO - Training: cls_zice: 24.04425139176218; reg_zipnll: 179.80568072670386; aux_mae_loss_1: 97.9367907674689; aux_mae_loss_2: 12.896664757477609; aux_mae_loss_4: 1.7825468872722827; cnt_loss: 9.213595089159513; +2025-07-05 06:28:50,491 - INFO - Evaluation: +Curr mae: 70.6130; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 105.9292; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1959; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:28:50,491 - INFO - Epoch: 1020 / 1300 lr: 4.108e-05 +2025-07-05 06:29:06,568 - INFO - Training: cls_zice: 25.826151280026686; reg_zipnll: 183.413810930754; aux_mae_loss_1: 100.38453674316406; aux_mae_loss_2: 13.160304370679354; aux_mae_loss_4: 1.8116058895462437; cnt_loss: 9.07614781354603; +2025-07-05 06:29:06,569 - INFO - Evaluation: +Curr mae: 79.3989; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 117.6042; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2077; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:29:06,569 - INFO - Epoch: 1021 / 1300 lr: 4.084e-05 +2025-07-05 06:29:22,559 - INFO - Training: cls_zice: 24.713276160390752; reg_zipnll: 177.4461414939479; aux_mae_loss_1: 96.75474307411595; aux_mae_loss_2: 12.796741247177124; aux_mae_loss_4: 1.76419335603714; cnt_loss: 8.78482739548934; +2025-07-05 06:29:22,560 - INFO - Evaluation: +Curr mae: 71.2503; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 107.4627; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1700; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:29:22,560 - INFO - Epoch: 1022 / 1300 lr: 4.060e-05 +2025-07-05 06:29:38,649 - INFO - Training: cls_zice: 22.27132994563956; reg_zipnll: 181.07218772486635; aux_mae_loss_1: 97.52358958595677; aux_mae_loss_2: 12.74520697091755; aux_mae_loss_4: 1.7287460973388271; cnt_loss: 8.616328390021073; +2025-07-05 06:29:38,649 - INFO - Evaluation: +Curr mae: 75.1390; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 112.2043; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1886; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:29:38,650 - INFO - Epoch: 1023 / 1300 lr: 4.037e-05 +2025-07-05 06:29:54,619 - INFO - Training: cls_zice: 23.04728017982684; reg_zipnll: 177.66314195331773; aux_mae_loss_1: 94.35100936889648; aux_mae_loss_2: 12.274688645413047; aux_mae_loss_4: 1.6504197559858624; cnt_loss: 7.539896030175059; +2025-07-05 06:29:54,620 - INFO - Evaluation: +Curr mae: 82.5205; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 117.0355; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2155; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:29:54,620 - INFO - Epoch: 1024 / 1300 lr: 4.013e-05 +2025-07-05 06:30:10,750 - INFO - Training: cls_zice: 27.431219533870095; reg_zipnll: 180.4758011667352; aux_mae_loss_1: 99.70620044909026; aux_mae_loss_2: 13.082315193979364; aux_mae_loss_4: 1.8169095704430027; cnt_loss: 9.383567345769782; +2025-07-05 06:30:10,751 - INFO - Evaluation: +Curr mae: 68.0313; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 108.0298; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1673; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:30:10,751 - INFO - Epoch: 1025 / 1300 lr: 3.989e-05 +2025-07-05 06:30:26,768 - INFO - Training: cls_zice: 25.286862185126857; reg_zipnll: 183.46060943603516; aux_mae_loss_1: 99.69470897473786; aux_mae_loss_2: 13.019033544941953; aux_mae_loss_4: 1.7918584033062583; cnt_loss: 9.292984259755988; +2025-07-05 06:30:26,769 - INFO - Evaluation: +Curr mae: 77.3474; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 109.9949; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2008; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:30:26,769 - INFO - Epoch: 1026 / 1300 lr: 3.965e-05 +2025-07-05 06:30:42,780 - INFO - Training: cls_zice: 23.254523534523813; reg_zipnll: 175.08165299265008; aux_mae_loss_1: 95.43508338928223; aux_mae_loss_2: 12.597751303722983; aux_mae_loss_4: 1.735247386129279; cnt_loss: 8.303166809834932; +2025-07-05 06:30:42,781 - INFO - Evaluation: +Curr mae: 84.1678; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 121.7803; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2299; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:30:42,781 - INFO - Epoch: 1027 / 1300 lr: 3.942e-05 +2025-07-05 06:30:58,975 - INFO - Training: cls_zice: 25.013651201599522; reg_zipnll: 177.49280849256013; aux_mae_loss_1: 98.3374413942036; aux_mae_loss_2: 12.754040241241455; aux_mae_loss_4: 1.757430048365342; cnt_loss: 8.472347008554559; +2025-07-05 06:30:58,976 - INFO - Evaluation: +Curr mae: 75.5133; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 113.8290; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1957; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:30:58,976 - INFO - Epoch: 1028 / 1300 lr: 3.918e-05 +2025-07-05 06:31:15,238 - INFO - Training: cls_zice: 25.962253727410967; reg_zipnll: 185.82063373766448; aux_mae_loss_1: 99.9822977969521; aux_mae_loss_2: 12.990688336522956; aux_mae_loss_4: 1.7574930708659322; cnt_loss: 9.407295490566053; +2025-07-05 06:31:15,239 - INFO - Evaluation: +Curr mae: 72.6193; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 111.0976; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1806; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:31:15,239 - INFO - Epoch: 1029 / 1300 lr: 3.894e-05 +2025-07-05 06:31:31,174 - INFO - Training: cls_zice: 24.45037265200364; reg_zipnll: 171.87618054841695; aux_mae_loss_1: 94.41609824331184; aux_mae_loss_2: 12.376481382470383; aux_mae_loss_4: 1.7102621182015068; cnt_loss: 8.894231946844803; +2025-07-05 06:31:31,175 - INFO - Evaluation: +Curr mae: 83.5905; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 123.5945; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2175; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:31:31,175 - INFO - Epoch: 1030 / 1300 lr: 3.871e-05 +2025-07-05 06:31:47,238 - INFO - Training: cls_zice: 27.203477263450623; reg_zipnll: 191.3482141996685; aux_mae_loss_1: 104.45084742495888; aux_mae_loss_2: 13.41830335165325; aux_mae_loss_4: 1.8184097283764888; cnt_loss: 9.08576808477703; +2025-07-05 06:31:47,239 - INFO - Evaluation: +Curr mae: 92.9683; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 139.0812; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2539; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:31:47,239 - INFO - Epoch: 1031 / 1300 lr: 3.847e-05 +2025-07-05 06:32:03,230 - INFO - Training: cls_zice: 24.042562735708135; reg_zipnll: 178.18112564086914; aux_mae_loss_1: 97.0329001577277; aux_mae_loss_2: 12.845628863886782; aux_mae_loss_4: 1.7692946697536267; cnt_loss: 9.458484913173475; +2025-07-05 06:32:03,231 - INFO - Evaluation: +Curr mae: 91.2085; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 130.6764; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2493; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:32:03,231 - INFO - Epoch: 1032 / 1300 lr: 3.824e-05 +2025-07-05 06:32:19,238 - INFO - Training: cls_zice: 24.57226888757003; reg_zipnll: 181.09549713134766; aux_mae_loss_1: 97.69279088472065; aux_mae_loss_2: 12.792614271766261; aux_mae_loss_4: 1.7522475782193636; cnt_loss: 8.722543804269089; +2025-07-05 06:32:19,239 - INFO - Evaluation: +Curr mae: 84.2341; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 120.2183; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2227; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:32:19,239 - INFO - Epoch: 1033 / 1300 lr: 3.800e-05 +2025-07-05 06:32:35,228 - INFO - Training: cls_zice: 23.7654621538363; reg_zipnll: 178.01667062859786; aux_mae_loss_1: 96.12229879278885; aux_mae_loss_2: 12.634734241585983; aux_mae_loss_4: 1.690895057038257; cnt_loss: 7.945372349337528; +2025-07-05 06:32:35,229 - INFO - Evaluation: +Curr mae: 81.5433; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 121.2476; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2031; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:32:35,229 - INFO - Epoch: 1034 / 1300 lr: 3.777e-05 +2025-07-05 06:32:51,298 - INFO - Training: cls_zice: 23.521076754519815; reg_zipnll: 180.77197325857063; aux_mae_loss_1: 99.11278955559982; aux_mae_loss_2: 12.997460440585488; aux_mae_loss_4: 1.7814705309114958; cnt_loss: 8.447963689502917; +2025-07-05 06:32:51,299 - INFO - Evaluation: +Curr mae: 80.0529; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 122.9191; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1940; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:32:51,299 - INFO - Epoch: 1035 / 1300 lr: 3.753e-05 +2025-07-05 06:33:07,200 - INFO - Training: cls_zice: 26.466446176955575; reg_zipnll: 180.12825253135279; aux_mae_loss_1: 98.90464842946906; aux_mae_loss_2: 12.884643479397422; aux_mae_loss_4: 1.7528309508373863; cnt_loss: 8.565233883104826; +2025-07-05 06:33:07,201 - INFO - Evaluation: +Curr mae: 83.8084; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 125.4505; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2144; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:33:07,201 - INFO - Epoch: 1036 / 1300 lr: 3.730e-05 +2025-07-05 06:33:23,160 - INFO - Training: cls_zice: 21.795943887610186; reg_zipnll: 179.45275497436523; aux_mae_loss_1: 96.70309859827945; aux_mae_loss_2: 12.738842901430631; aux_mae_loss_4: 1.7257956784022481; cnt_loss: 7.99663980383622; +2025-07-05 06:33:23,161 - INFO - Evaluation: +Curr mae: 85.9388; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 128.8956; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2104; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:33:23,161 - INFO - Epoch: 1037 / 1300 lr: 3.706e-05 +2025-07-05 06:33:39,135 - INFO - Training: cls_zice: 24.125148021861126; reg_zipnll: 181.0010044700221; aux_mae_loss_1: 98.06552224410207; aux_mae_loss_2: 12.779047539359645; aux_mae_loss_4: 1.741530865430832; cnt_loss: 8.043126689760308; +2025-07-05 06:33:39,136 - INFO - Evaluation: +Curr mae: 99.3056; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 150.1489; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2552; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:33:39,136 - INFO - Epoch: 1038 / 1300 lr: 3.683e-05 +2025-07-05 06:33:54,995 - INFO - Training: cls_zice: 23.451851393047132; reg_zipnll: 179.44027569419458; aux_mae_loss_1: 97.95371678001003; aux_mae_loss_2: 12.829959066290604; aux_mae_loss_4: 1.7433714599985826; cnt_loss: 9.497043785295988; +2025-07-05 06:33:54,996 - INFO - Evaluation: +Curr mae: 87.4607; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 132.7449; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2176; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:33:54,996 - INFO - Epoch: 1039 / 1300 lr: 3.660e-05 +2025-07-05 06:34:11,216 - INFO - Training: cls_zice: 20.63685273222233; reg_zipnll: 175.34958889609888; aux_mae_loss_1: 93.12021416111996; aux_mae_loss_2: 12.297432447734632; aux_mae_loss_4: 1.6642982128419375; cnt_loss: 8.839073250168248; +2025-07-05 06:34:11,216 - INFO - Evaluation: +Curr mae: 74.0948; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 113.2452; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1794; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:34:11,217 - INFO - Epoch: 1040 / 1300 lr: 3.636e-05 +2025-07-05 06:34:27,312 - INFO - Training: cls_zice: 23.121845257909673; reg_zipnll: 180.04496383666992; aux_mae_loss_1: 98.2891257436652; aux_mae_loss_2: 12.868248249355116; aux_mae_loss_4: 1.7332066846521277; cnt_loss: 8.232855614862943; +2025-07-05 06:34:27,313 - INFO - Evaluation: +Curr mae: 75.2401; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 117.3952; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1770; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:34:27,313 - INFO - Epoch: 1041 / 1300 lr: 3.613e-05 +2025-07-05 06:34:43,306 - INFO - Training: cls_zice: 22.667317186139133; reg_zipnll: 174.94108019377055; aux_mae_loss_1: 93.47836966263621; aux_mae_loss_2: 12.284255103061074; aux_mae_loss_4: 1.6791675686836243; cnt_loss: 7.918033173209743; +2025-07-05 06:34:43,307 - INFO - Evaluation: +Curr mae: 97.4162; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 142.7383; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2535; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:34:43,307 - INFO - Epoch: 1042 / 1300 lr: 3.590e-05 +2025-07-05 06:34:59,376 - INFO - Training: cls_zice: 26.60667307753312; reg_zipnll: 182.96252682334497; aux_mae_loss_1: 100.94123990912186; aux_mae_loss_2: 13.19822288814344; aux_mae_loss_4: 1.790095197527032; cnt_loss: 8.270242057348552; +2025-07-05 06:34:59,377 - INFO - Evaluation: +Curr mae: 84.6298; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 124.3002; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2169; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:34:59,377 - INFO - Epoch: 1043 / 1300 lr: 3.567e-05 +2025-07-05 06:35:15,350 - INFO - Training: cls_zice: 24.731560644350555; reg_zipnll: 182.36235648707338; aux_mae_loss_1: 100.07302474975586; aux_mae_loss_2: 13.073377734736392; aux_mae_loss_4: 1.7681675678805302; cnt_loss: 9.37962609843204; +2025-07-05 06:35:15,350 - INFO - Evaluation: +Curr mae: 75.3178; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 115.5890; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1820; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:35:15,351 - INFO - Epoch: 1044 / 1300 lr: 3.543e-05 +2025-07-05 06:35:31,375 - INFO - Training: cls_zice: 23.326200074271153; reg_zipnll: 177.24364652131734; aux_mae_loss_1: 95.63040592795925; aux_mae_loss_2: 12.539106092954936; aux_mae_loss_4: 1.7041760055642379; cnt_loss: 7.492961425530283; +2025-07-05 06:35:31,376 - INFO - Evaluation: +Curr mae: 87.8368; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 142.5869; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2226; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:35:31,376 - INFO - Epoch: 1045 / 1300 lr: 3.520e-05 +2025-07-05 06:35:47,361 - INFO - Training: cls_zice: 25.222516517890128; reg_zipnll: 180.5282082808645; aux_mae_loss_1: 98.76054854142039; aux_mae_loss_2: 12.858869891417655; aux_mae_loss_4: 1.7453874773100804; cnt_loss: 7.688069920790823; +2025-07-05 06:35:47,362 - INFO - Evaluation: +Curr mae: 72.8262; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 122.5426; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1802; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:35:47,362 - INFO - Epoch: 1046 / 1300 lr: 3.497e-05 +2025-07-05 06:36:03,367 - INFO - Training: cls_zice: 22.59423121025688; reg_zipnll: 184.4146768670333; aux_mae_loss_1: 97.02784939816124; aux_mae_loss_2: 12.545790571915475; aux_mae_loss_4: 1.7062140718886727; cnt_loss: 7.803433437096445; +2025-07-05 06:36:03,367 - INFO - Evaluation: +Curr mae: 86.9489; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 142.4612; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2176; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:36:03,367 - INFO - Epoch: 1047 / 1300 lr: 3.474e-05 +2025-07-05 06:36:19,200 - INFO - Training: cls_zice: 21.540796179520456; reg_zipnll: 180.23671561793276; aux_mae_loss_1: 95.56883209630062; aux_mae_loss_2: 12.56939401124653; aux_mae_loss_4: 1.6945553610199375; cnt_loss: 7.78233800436321; +2025-07-05 06:36:19,201 - INFO - Evaluation: +Curr mae: 77.9533; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 120.6238; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1900; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:36:19,201 - INFO - Epoch: 1048 / 1300 lr: 3.451e-05 +2025-07-05 06:36:35,193 - INFO - Training: cls_zice: 25.014361102330056; reg_zipnll: 182.36632738615336; aux_mae_loss_1: 99.79013202064915; aux_mae_loss_2: 13.012011703691984; aux_mae_loss_4: 1.793558585016351; cnt_loss: 8.671462686438309; +2025-07-05 06:36:35,194 - INFO - Evaluation: +Curr mae: 87.9692; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 135.5180; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2199; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:36:35,194 - INFO - Epoch: 1049 / 1300 lr: 3.428e-05 +2025-07-05 06:36:51,378 - INFO - Training: cls_zice: 23.41761781667408; reg_zipnll: 182.14311398957906; aux_mae_loss_1: 97.14293279145893; aux_mae_loss_2: 12.733317011281065; aux_mae_loss_4: 1.701308012008667; cnt_loss: 7.827989935874939; +2025-07-05 06:36:51,379 - INFO - Evaluation: +Curr mae: 80.3952; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 128.4432; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1985; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:36:51,379 - INFO - Epoch: 1050 / 1300 lr: 3.405e-05 +2025-07-05 06:37:07,458 - INFO - Training: cls_zice: 18.69735382575738; reg_zipnll: 177.57623692562706; aux_mae_loss_1: 90.36445497211658; aux_mae_loss_2: 11.603334301396421; aux_mae_loss_4: 1.5192734050123315; cnt_loss: 6.450337648391724; +2025-07-05 06:37:07,459 - INFO - Evaluation: +Curr mae: 73.2824; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 109.8961; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1777; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:37:09,515 - INFO - Epoch: 1051 / 1300 lr: 3.382e-05 +2025-07-05 06:37:25,864 - INFO - Training: cls_zice: 26.156077648856137; reg_zipnll: 183.8902530670166; aux_mae_loss_1: 101.85801636545281; aux_mae_loss_2: 13.38224270469264; aux_mae_loss_4: 1.8280832328294452; cnt_loss: 8.591331971319098; +2025-07-05 06:37:25,865 - INFO - Evaluation: +Curr mae: 72.8680; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 114.1205; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1745; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:37:25,865 - INFO - Epoch: 1052 / 1300 lr: 3.360e-05 +2025-07-05 06:37:41,716 - INFO - Training: cls_zice: 24.054911331126565; reg_zipnll: 176.74400530363383; aux_mae_loss_1: 97.23728641710784; aux_mae_loss_2: 12.772920382650275; aux_mae_loss_4: 1.7516239787402905; cnt_loss: 8.51777037821318; +2025-07-05 06:37:41,717 - INFO - Evaluation: +Curr mae: 79.2259; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 123.3549; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1913; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:37:41,717 - INFO - Epoch: 1053 / 1300 lr: 3.337e-05 +2025-07-05 06:37:57,878 - INFO - Training: cls_zice: 23.893482051397626; reg_zipnll: 189.96890238711708; aux_mae_loss_1: 101.02143839785927; aux_mae_loss_2: 13.062771370536403; aux_mae_loss_4: 1.7574449432523627; cnt_loss: 8.364025184982701; +2025-07-05 06:37:57,879 - INFO - Evaluation: +Curr mae: 74.5676; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 118.7929; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1769; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:37:57,879 - INFO - Epoch: 1054 / 1300 lr: 3.314e-05 +2025-07-05 06:38:13,686 - INFO - Training: cls_zice: 22.03465119161104; reg_zipnll: 182.18124088488128; aux_mae_loss_1: 95.06862901386462; aux_mae_loss_2: 12.2037192143892; aux_mae_loss_4: 1.6315165413053412; cnt_loss: 7.409467885368748; +2025-07-05 06:38:13,687 - INFO - Evaluation: +Curr mae: 81.9454; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 130.1077; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1954; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:38:13,687 - INFO - Epoch: 1055 / 1300 lr: 3.291e-05 +2025-07-05 06:38:29,682 - INFO - Training: cls_zice: 25.176126850278752; reg_zipnll: 184.87246402941253; aux_mae_loss_1: 98.62927326403167; aux_mae_loss_2: 12.730920942206131; aux_mae_loss_4: 1.7118584199955589; cnt_loss: 8.416015129340323; +2025-07-05 06:38:29,683 - INFO - Evaluation: +Curr mae: 78.8262; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 121.5985; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1925; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:38:29,683 - INFO - Epoch: 1056 / 1300 lr: 3.269e-05 +2025-07-05 06:38:45,770 - INFO - Training: cls_zice: 25.63267295611532; reg_zipnll: 175.49775173789575; aux_mae_loss_1: 96.42166509126362; aux_mae_loss_2: 12.597916088606182; aux_mae_loss_4: 1.7324798483597605; cnt_loss: 8.770048411268936; +2025-07-05 06:38:45,771 - INFO - Evaluation: +Curr mae: 68.7550; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 105.2802; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1687; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:38:45,771 - INFO - Epoch: 1057 / 1300 lr: 3.246e-05 +2025-07-05 06:39:01,828 - INFO - Training: cls_zice: 26.407083410965768; reg_zipnll: 180.0385304501182; aux_mae_loss_1: 98.93398084138569; aux_mae_loss_2: 12.966859014410721; aux_mae_loss_4: 1.7880869507789612; cnt_loss: 9.286104290108932; +2025-07-05 06:39:01,829 - INFO - Evaluation: +Curr mae: 85.4773; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 126.5466; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2226; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:39:01,829 - INFO - Epoch: 1058 / 1300 lr: 3.223e-05 +2025-07-05 06:39:17,761 - INFO - Training: cls_zice: 23.755276134139613; reg_zipnll: 180.12778352436266; aux_mae_loss_1: 95.29615352028294; aux_mae_loss_2: 12.415544095792269; aux_mae_loss_4: 1.678186978164472; cnt_loss: 8.090732436431082; +2025-07-05 06:39:17,761 - INFO - Evaluation: +Curr mae: 90.8826; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 128.4318; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2503; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:39:17,762 - INFO - Epoch: 1059 / 1300 lr: 3.201e-05 +2025-07-05 06:39:33,786 - INFO - Training: cls_zice: 23.23141723871231; reg_zipnll: 184.080088163677; aux_mae_loss_1: 99.35635416131271; aux_mae_loss_2: 12.940049447511372; aux_mae_loss_4: 1.752334105341058; cnt_loss: 8.144520853695116; +2025-07-05 06:39:33,787 - INFO - Evaluation: +Curr mae: 75.1689; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 111.0142; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1892; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:39:33,787 - INFO - Epoch: 1060 / 1300 lr: 3.178e-05 +2025-07-05 06:39:49,765 - INFO - Training: cls_zice: 21.83395140422018; reg_zipnll: 179.27652238544664; aux_mae_loss_1: 95.01455457586991; aux_mae_loss_2: 12.481983247556185; aux_mae_loss_4: 1.6995672332613092; cnt_loss: 8.178395779509293; +2025-07-05 06:39:49,766 - INFO - Evaluation: +Curr mae: 71.2965; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 107.6133; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1843; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:39:49,767 - INFO - Epoch: 1061 / 1300 lr: 3.156e-05 +2025-07-05 06:40:05,873 - INFO - Training: cls_zice: 22.882839645210066; reg_zipnll: 184.22955543116518; aux_mae_loss_1: 96.00615170127467; aux_mae_loss_2: 12.684861873325548; aux_mae_loss_4: 1.745596253558209; cnt_loss: 9.291012726332012; +2025-07-05 06:40:05,874 - INFO - Evaluation: +Curr mae: 80.6013; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 123.5082; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1930; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:40:05,874 - INFO - Epoch: 1062 / 1300 lr: 3.133e-05 +2025-07-05 06:40:22,090 - INFO - Training: cls_zice: 23.580825755470677; reg_zipnll: 182.38890778390984; aux_mae_loss_1: 97.83466610155608; aux_mae_loss_2: 12.59714482959948; aux_mae_loss_4: 1.6964265406131744; cnt_loss: 7.884470826701114; +2025-07-05 06:40:22,091 - INFO - Evaluation: +Curr mae: 71.7059; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 113.0551; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1659; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:40:22,091 - INFO - Epoch: 1063 / 1300 lr: 3.111e-05 +2025-07-05 06:40:38,024 - INFO - Training: cls_zice: 22.498307974714983; reg_zipnll: 176.35191706607216; aux_mae_loss_1: 92.52925119901958; aux_mae_loss_2: 12.16836465032477; aux_mae_loss_4: 1.6402735490547984; cnt_loss: 8.238041275425962; +2025-07-05 06:40:38,025 - INFO - Evaluation: +Curr mae: 78.7278; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 122.3847; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1909; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:40:38,025 - INFO - Epoch: 1064 / 1300 lr: 3.089e-05 +2025-07-05 06:40:54,030 - INFO - Training: cls_zice: 23.511175381509883; reg_zipnll: 185.13566488968698; aux_mae_loss_1: 97.32700307745682; aux_mae_loss_2: 12.589719747242174; aux_mae_loss_4: 1.6864360978728847; cnt_loss: 7.358068673234237; +2025-07-05 06:40:54,031 - INFO - Evaluation: +Curr mae: 83.9167; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 125.5365; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2013; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:40:54,031 - INFO - Epoch: 1065 / 1300 lr: 3.066e-05 +2025-07-05 06:41:10,193 - INFO - Training: cls_zice: 24.557075048747816; reg_zipnll: 181.87129843862434; aux_mae_loss_1: 97.68597351877312; aux_mae_loss_2: 12.626313071501883; aux_mae_loss_4: 1.7108542574079413; cnt_loss: 8.122440589101691; +2025-07-05 06:41:10,194 - INFO - Evaluation: +Curr mae: 81.7229; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 120.1143; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2081; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:41:10,194 - INFO - Epoch: 1066 / 1300 lr: 3.044e-05 +2025-07-05 06:41:26,242 - INFO - Training: cls_zice: 20.36870714473097; reg_zipnll: 171.4725297626696; aux_mae_loss_1: 91.88931936966746; aux_mae_loss_2: 12.114651303542288; aux_mae_loss_4: 1.6519004169263338; cnt_loss: 8.95723451438703; +2025-07-05 06:41:26,243 - INFO - Evaluation: +Curr mae: 74.3493; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 110.4839; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1797; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:41:26,243 - INFO - Epoch: 1067 / 1300 lr: 3.022e-05 +2025-07-05 06:41:42,255 - INFO - Training: cls_zice: 24.384993374347687; reg_zipnll: 177.58068426031815; aux_mae_loss_1: 95.53850334569027; aux_mae_loss_2: 12.465817627153898; aux_mae_loss_4: 1.6902841125663959; cnt_loss: 7.6354969551688745; +2025-07-05 06:41:42,256 - INFO - Evaluation: +Curr mae: 76.5256; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 112.7494; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1919; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:41:42,256 - INFO - Epoch: 1068 / 1300 lr: 3.000e-05 +2025-07-05 06:41:58,263 - INFO - Training: cls_zice: 24.12832794691387; reg_zipnll: 185.20793272319594; aux_mae_loss_1: 98.54032496402138; aux_mae_loss_2: 12.762899499190482; aux_mae_loss_4: 1.694218883388921; cnt_loss: 8.178780254564787; +2025-07-05 06:41:58,264 - INFO - Evaluation: +Curr mae: 130.9618; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 200.5638; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.4105; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:41:58,264 - INFO - Epoch: 1069 / 1300 lr: 2.978e-05 +2025-07-05 06:42:14,340 - INFO - Training: cls_zice: 21.64817572894849; reg_zipnll: 182.246111217298; aux_mae_loss_1: 95.92965196308337; aux_mae_loss_2: 12.497440564004998; aux_mae_loss_4: 1.6680239062560231; cnt_loss: 7.656441280716344; +2025-07-05 06:42:14,340 - INFO - Evaluation: +Curr mae: 93.8910; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 140.7775; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2430; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:42:14,340 - INFO - Epoch: 1070 / 1300 lr: 2.956e-05 +2025-07-05 06:42:30,307 - INFO - Training: cls_zice: 24.14350044099908; reg_zipnll: 175.1621279465525; aux_mae_loss_1: 95.89331416079872; aux_mae_loss_2: 12.677845703928094; aux_mae_loss_4: 1.7653091722413112; cnt_loss: 7.992679275964436; +2025-07-05 06:42:30,308 - INFO - Evaluation: +Curr mae: 81.3905; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 121.1345; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2099; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:42:30,308 - INFO - Epoch: 1071 / 1300 lr: 2.934e-05 +2025-07-05 06:42:46,392 - INFO - Training: cls_zice: 23.672913880724657; reg_zipnll: 180.85154081645766; aux_mae_loss_1: 95.68091874373586; aux_mae_loss_2: 12.338966068468595; aux_mae_loss_4: 1.6612412458971928; cnt_loss: 7.3123358111632495; +2025-07-05 06:42:46,393 - INFO - Evaluation: +Curr mae: 88.7226; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 132.9501; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2362; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:42:46,393 - INFO - Epoch: 1072 / 1300 lr: 2.912e-05 +2025-07-05 06:43:02,516 - INFO - Training: cls_zice: 23.90082618437315; reg_zipnll: 186.06296197991622; aux_mae_loss_1: 98.59201752512078; aux_mae_loss_2: 12.771229455345555; aux_mae_loss_4: 1.7225880497380306; cnt_loss: 8.33598448100843; +2025-07-05 06:43:02,517 - INFO - Evaluation: +Curr mae: 105.8332; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 156.5419; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3012; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:43:02,517 - INFO - Epoch: 1073 / 1300 lr: 2.890e-05 +2025-07-05 06:43:18,721 - INFO - Training: cls_zice: 24.129292408102437; reg_zipnll: 177.35853536505448; aux_mae_loss_1: 95.36542932610763; aux_mae_loss_2: 12.568576386100368; aux_mae_loss_4: 1.7124317131544415; cnt_loss: 8.302105853432103; +2025-07-05 06:43:18,722 - INFO - Evaluation: +Curr mae: 114.5717; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 171.3628; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3309; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:43:18,722 - INFO - Epoch: 1074 / 1300 lr: 2.868e-05 +2025-07-05 06:43:34,723 - INFO - Training: cls_zice: 25.275221642694977; reg_zipnll: 178.20783916272615; aux_mae_loss_1: 96.08000132912083; aux_mae_loss_2: 12.417132929751748; aux_mae_loss_4: 1.683378279209137; cnt_loss: 8.332016468048096; +2025-07-05 06:43:34,724 - INFO - Evaluation: +Curr mae: 100.6552; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 146.3265; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2853; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:43:34,725 - INFO - Epoch: 1075 / 1300 lr: 2.846e-05 +2025-07-05 06:43:50,985 - INFO - Training: cls_zice: 24.984861405272234; reg_zipnll: 177.0402049014443; aux_mae_loss_1: 95.06262016296387; aux_mae_loss_2: 12.453011951948467; aux_mae_loss_4: 1.7222276800557186; cnt_loss: 9.062323764750833; +2025-07-05 06:43:50,986 - INFO - Evaluation: +Curr mae: 91.0365; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 131.4930; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2423; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:43:50,986 - INFO - Epoch: 1076 / 1300 lr: 2.824e-05 +2025-07-05 06:44:07,108 - INFO - Training: cls_zice: 23.25971154162758; reg_zipnll: 180.1709996273643; aux_mae_loss_1: 94.96249309339021; aux_mae_loss_2: 12.430334317056756; aux_mae_loss_4: 1.6772488104669672; cnt_loss: 7.482838950659099; +2025-07-05 06:44:07,109 - INFO - Evaluation: +Curr mae: 90.7562; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 134.1824; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2468; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:44:07,109 - INFO - Epoch: 1077 / 1300 lr: 2.803e-05 +2025-07-05 06:44:23,075 - INFO - Training: cls_zice: 25.450382336189872; reg_zipnll: 184.8807457371762; aux_mae_loss_1: 100.54175497356213; aux_mae_loss_2: 13.072677273499338; aux_mae_loss_4: 1.7602918995054144; cnt_loss: 7.897787069019518; +2025-07-05 06:44:23,075 - INFO - Evaluation: +Curr mae: 81.3146; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 121.2484; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2151; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:44:23,075 - INFO - Epoch: 1078 / 1300 lr: 2.781e-05 +2025-07-05 06:44:39,144 - INFO - Training: cls_zice: 25.16745982672039; reg_zipnll: 179.26086465935958; aux_mae_loss_1: 97.5643246299342; aux_mae_loss_2: 12.748600307263827; aux_mae_loss_4: 1.7500529461785366; cnt_loss: 8.177931183262876; +2025-07-05 06:44:39,145 - INFO - Evaluation: +Curr mae: 81.0009; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 113.3123; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2257; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:44:39,145 - INFO - Epoch: 1079 / 1300 lr: 2.760e-05 +2025-07-05 06:44:55,167 - INFO - Training: cls_zice: 21.874594441958163; reg_zipnll: 178.16905533640008; aux_mae_loss_1: 94.95995692202919; aux_mae_loss_2: 12.34262298282824; aux_mae_loss_4: 1.673648708745053; cnt_loss: 8.130810204305147; +2025-07-05 06:44:55,168 - INFO - Evaluation: +Curr mae: 81.1947; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 114.3815; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2176; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:44:55,168 - INFO - Epoch: 1080 / 1300 lr: 2.738e-05 +2025-07-05 06:45:11,117 - INFO - Training: cls_zice: 20.400061111701163; reg_zipnll: 172.54573119314094; aux_mae_loss_1: 90.9088154842979; aux_mae_loss_2: 11.94526353635286; aux_mae_loss_4: 1.6182719845520823; cnt_loss: 7.821718266135768; +2025-07-05 06:45:11,118 - INFO - Evaluation: +Curr mae: 80.5397; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 116.7722; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2040; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:45:11,118 - INFO - Epoch: 1081 / 1300 lr: 2.717e-05 +2025-07-05 06:45:27,172 - INFO - Training: cls_zice: 22.967289742670562; reg_zipnll: 182.4181675158049; aux_mae_loss_1: 96.69196781359221; aux_mae_loss_2: 12.452443248347231; aux_mae_loss_4: 1.6793616570924457; cnt_loss: 8.166859118561996; +2025-07-05 06:45:27,173 - INFO - Evaluation: +Curr mae: 70.9603; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 108.3658; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1798; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:45:27,173 - INFO - Epoch: 1082 / 1300 lr: 2.695e-05 +2025-07-05 06:45:43,190 - INFO - Training: cls_zice: 21.436702555731724; reg_zipnll: 166.91867466976768; aux_mae_loss_1: 90.3081508435701; aux_mae_loss_2: 12.057141994175158; aux_mae_loss_4: 1.6699167929197614; cnt_loss: 8.763566148908515; +2025-07-05 06:45:43,190 - INFO - Evaluation: +Curr mae: 76.5546; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 114.5385; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1902; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:45:43,190 - INFO - Epoch: 1083 / 1300 lr: 2.674e-05 +2025-07-05 06:45:59,198 - INFO - Training: cls_zice: 25.67706796997472; reg_zipnll: 183.9329480622944; aux_mae_loss_1: 99.12978252611663; aux_mae_loss_2: 13.026315438119989; aux_mae_loss_4: 1.767350695635143; cnt_loss: 7.815817048675136; +2025-07-05 06:45:59,199 - INFO - Evaluation: +Curr mae: 68.7555; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 104.8858; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1773; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:45:59,199 - INFO - Epoch: 1084 / 1300 lr: 2.653e-05 +2025-07-05 06:46:15,254 - INFO - Training: cls_zice: 20.928429346335562; reg_zipnll: 172.9168143021433; aux_mae_loss_1: 92.86604841131913; aux_mae_loss_2: 12.114481022483425; aux_mae_loss_4: 1.6332975375024896; cnt_loss: 7.153213187267906; +2025-07-05 06:46:15,254 - INFO - Evaluation: +Curr mae: 67.3667; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 102.3717; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1727; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:46:15,254 - INFO - Epoch: 1085 / 1300 lr: 2.631e-05 +2025-07-05 06:46:31,266 - INFO - Training: cls_zice: 26.050620574700204; reg_zipnll: 188.77865439967104; aux_mae_loss_1: 99.68515757510536; aux_mae_loss_2: 12.880226160350599; aux_mae_loss_4: 1.7280971219665127; cnt_loss: 8.156456414021944; +2025-07-05 06:46:31,267 - INFO - Evaluation: +Curr mae: 70.9583; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 104.3584; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1746; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:46:31,267 - INFO - Epoch: 1086 / 1300 lr: 2.610e-05 +2025-07-05 06:46:47,230 - INFO - Training: cls_zice: 26.67931941622182; reg_zipnll: 179.7529168379934; aux_mae_loss_1: 99.74489513196443; aux_mae_loss_2: 13.093267716859517; aux_mae_loss_4: 1.7953415575780367; cnt_loss: 8.525263020866795; +2025-07-05 06:46:47,231 - INFO - Evaluation: +Curr mae: 72.9068; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 107.9822; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1844; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:46:47,231 - INFO - Epoch: 1087 / 1300 lr: 2.589e-05 +2025-07-05 06:47:03,400 - INFO - Training: cls_zice: 21.234822693623993; reg_zipnll: 178.23697863127055; aux_mae_loss_1: 94.14837134511848; aux_mae_loss_2: 12.195165734542044; aux_mae_loss_4: 1.6540436274126957; cnt_loss: 7.845651576393529; +2025-07-05 06:47:03,401 - INFO - Evaluation: +Curr mae: 75.4722; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 63.1205; +Curr rmse: 108.9256; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1969; Best nae: 0.1454; 0.1488; 0.1553; 0.1554; 0.1561; + + + +2025-07-05 06:47:03,401 - INFO - Epoch: 1088 / 1300 lr: 2.568e-05 +2025-07-05 06:47:19,506 - INFO - Training: cls_zice: 24.579632776348216; reg_zipnll: 184.5601093894557; aux_mae_loss_1: 97.70920281661184; aux_mae_loss_2: 12.69264851118389; aux_mae_loss_4: 1.7209279035267078; cnt_loss: 8.7695072889328; +2025-07-05 06:47:20,884 - INFO - Evaluation: +Curr mae: 62.7577; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 97.9687; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1496; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:47:20,884 - INFO - Epoch: 1089 / 1300 lr: 2.547e-05 +2025-07-05 06:47:37,197 - INFO - Training: cls_zice: 24.985982697261008; reg_zipnll: 179.32386819939865; aux_mae_loss_1: 97.57612619901958; aux_mae_loss_2: 12.79086887209039; aux_mae_loss_4: 1.759130336736378; cnt_loss: 7.956849211140683; +2025-07-05 06:47:37,197 - INFO - Evaluation: +Curr mae: 70.6005; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 101.9714; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1844; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:47:37,198 - INFO - Epoch: 1090 / 1300 lr: 2.526e-05 +2025-07-05 06:47:53,187 - INFO - Training: cls_zice: 23.28444739235075; reg_zipnll: 173.6725461859452; aux_mae_loss_1: 92.80004993237947; aux_mae_loss_2: 12.117331354241623; aux_mae_loss_4: 1.6282517329642647; cnt_loss: 7.153559998462074; +2025-07-05 06:47:53,188 - INFO - Evaluation: +Curr mae: 66.9583; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 98.5753; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1724; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:47:53,188 - INFO - Epoch: 1091 / 1300 lr: 2.505e-05 +2025-07-05 06:48:09,025 - INFO - Training: cls_zice: 22.518915841453953; reg_zipnll: 175.98506244860198; aux_mae_loss_1: 92.70415255897923; aux_mae_loss_2: 12.040942066594175; aux_mae_loss_4: 1.6045908331871033; cnt_loss: 6.953720494320518; +2025-07-05 06:48:09,025 - INFO - Evaluation: +Curr mae: 67.8246; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 99.3765; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1733; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:48:09,026 - INFO - Epoch: 1092 / 1300 lr: 2.484e-05 +2025-07-05 06:48:25,091 - INFO - Training: cls_zice: 22.775909012477648; reg_zipnll: 179.6598328038266; aux_mae_loss_1: 95.03382471988076; aux_mae_loss_2: 12.224438529265555; aux_mae_loss_4: 1.6454959166677374; cnt_loss: 7.206976670967905; +2025-07-05 06:48:25,092 - INFO - Evaluation: +Curr mae: 70.7584; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 106.9758; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1763; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:48:25,092 - INFO - Epoch: 1093 / 1300 lr: 2.464e-05 +2025-07-05 06:48:41,111 - INFO - Training: cls_zice: 26.145984511626395; reg_zipnll: 180.6233871861508; aux_mae_loss_1: 97.58869040639777; aux_mae_loss_2: 12.692837715148926; aux_mae_loss_4: 1.7297491086156744; cnt_loss: 8.147751268587614; +2025-07-05 06:48:41,111 - INFO - Evaluation: +Curr mae: 75.0594; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 109.2411; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1986; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:48:41,112 - INFO - Epoch: 1094 / 1300 lr: 2.443e-05 +2025-07-05 06:48:57,143 - INFO - Training: cls_zice: 26.250051244309073; reg_zipnll: 185.64205611379523; aux_mae_loss_1: 99.66569719816509; aux_mae_loss_2: 13.03330051271539; aux_mae_loss_4: 1.7637713520150435; cnt_loss: 8.749472749860663; +2025-07-05 06:48:57,143 - INFO - Evaluation: +Curr mae: 68.0374; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 99.1600; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1816; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:48:57,143 - INFO - Epoch: 1095 / 1300 lr: 2.422e-05 +2025-07-05 06:49:13,239 - INFO - Training: cls_zice: 23.171362945907994; reg_zipnll: 177.6356540479158; aux_mae_loss_1: 93.94910109670539; aux_mae_loss_2: 12.13787427701448; aux_mae_loss_4: 1.6414045032701994; cnt_loss: 7.328032801025792; +2025-07-05 06:49:13,240 - INFO - Evaluation: +Curr mae: 72.0086; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 106.3717; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1905; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:49:13,240 - INFO - Epoch: 1096 / 1300 lr: 2.402e-05 +2025-07-05 06:49:29,341 - INFO - Training: cls_zice: 24.595336700740614; reg_zipnll: 185.06851397062601; aux_mae_loss_1: 99.28631973266602; aux_mae_loss_2: 12.76169719194111; aux_mae_loss_4: 1.6903546421151412; cnt_loss: 7.604400258315237; +2025-07-05 06:49:29,342 - INFO - Evaluation: +Curr mae: 71.7180; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 104.7950; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1956; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:49:29,342 - INFO - Epoch: 1097 / 1300 lr: 2.381e-05 +2025-07-05 06:49:45,474 - INFO - Training: cls_zice: 21.527399552495854; reg_zipnll: 172.36784242328844; aux_mae_loss_1: 91.98370080245168; aux_mae_loss_2: 12.071438061563592; aux_mae_loss_4: 1.6461150520726253; cnt_loss: 7.121759759752374; +2025-07-05 06:49:45,474 - INFO - Evaluation: +Curr mae: 69.0017; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 102.2604; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1890; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:49:45,474 - INFO - Epoch: 1098 / 1300 lr: 2.361e-05 +2025-07-05 06:50:01,669 - INFO - Training: cls_zice: 23.23561595301879; reg_zipnll: 183.78462741249487; aux_mae_loss_1: 96.59957514311138; aux_mae_loss_2: 12.512231224461607; aux_mae_loss_4: 1.6800893435352726; cnt_loss: 7.700542431128652; +2025-07-05 06:50:01,669 - INFO - Evaluation: +Curr mae: 67.5928; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 100.1646; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1748; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:50:01,669 - INFO - Epoch: 1099 / 1300 lr: 2.340e-05 +2025-07-05 06:50:17,608 - INFO - Training: cls_zice: 21.45247996598482; reg_zipnll: 180.2139962848864; aux_mae_loss_1: 95.7614332500257; aux_mae_loss_2: 12.403025652232923; aux_mae_loss_4: 1.6547743960430747; cnt_loss: 7.83019589122973; +2025-07-05 06:50:17,609 - INFO - Evaluation: +Curr mae: 71.5532; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 104.6871; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1922; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:50:17,609 - INFO - Epoch: 1100 / 1300 lr: 2.320e-05 +2025-07-05 06:50:33,536 - INFO - Training: cls_zice: 24.360988535379107; reg_zipnll: 176.79529611687911; aux_mae_loss_1: 94.13716527035362; aux_mae_loss_2: 12.187404870986938; aux_mae_loss_4: 1.6319515485512583; cnt_loss: 7.116593988318193; +2025-07-05 06:50:33,537 - INFO - Evaluation: +Curr mae: 66.7801; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 101.7283; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1766; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:50:35,580 - INFO - Epoch: 1101 / 1300 lr: 2.300e-05 +2025-07-05 06:50:51,513 - INFO - Training: cls_zice: 20.54038672384463; reg_zipnll: 177.55288314819336; aux_mae_loss_1: 92.49226690593518; aux_mae_loss_2: 12.046488874836973; aux_mae_loss_4: 1.6365861578991538; cnt_loss: 7.192209193581029; +2025-07-05 06:50:51,514 - INFO - Evaluation: +Curr mae: 70.4373; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 107.0275; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1929; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:50:51,514 - INFO - Epoch: 1102 / 1300 lr: 2.280e-05 +2025-07-05 06:51:07,441 - INFO - Training: cls_zice: 25.06327099549143; reg_zipnll: 180.45413649709602; aux_mae_loss_1: 94.17298698425293; aux_mae_loss_2: 12.280410189377633; aux_mae_loss_4: 1.6458571710084613; cnt_loss: 6.960055213225515; +2025-07-05 06:51:07,442 - INFO - Evaluation: +Curr mae: 69.0479; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 102.8555; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1867; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:51:07,442 - INFO - Epoch: 1103 / 1300 lr: 2.260e-05 +2025-07-05 06:51:23,454 - INFO - Training: cls_zice: 23.64323838133561; reg_zipnll: 182.97690823203638; aux_mae_loss_1: 96.8150691986084; aux_mae_loss_2: 12.622886406747918; aux_mae_loss_4: 1.7091450597110547; cnt_loss: 7.986131078318546; +2025-07-05 06:51:23,454 - INFO - Evaluation: +Curr mae: 67.6713; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 103.4317; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1724; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:51:23,454 - INFO - Epoch: 1104 / 1300 lr: 2.240e-05 +2025-07-05 06:51:39,569 - INFO - Training: cls_zice: 24.458016282633732; reg_zipnll: 180.5135753029271; aux_mae_loss_1: 95.92690297176964; aux_mae_loss_2: 12.443931027462607; aux_mae_loss_4: 1.6528230842791105; cnt_loss: 6.653961796509592; +2025-07-05 06:51:39,570 - INFO - Evaluation: +Curr mae: 69.5630; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 106.8076; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1810; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:51:39,570 - INFO - Epoch: 1105 / 1300 lr: 2.220e-05 +2025-07-05 06:51:55,722 - INFO - Training: cls_zice: 25.3140289030577; reg_zipnll: 186.63932338513825; aux_mae_loss_1: 99.65810554905941; aux_mae_loss_2: 12.894201742975335; aux_mae_loss_4: 1.726394190600044; cnt_loss: 7.608145500484266; +2025-07-05 06:51:55,723 - INFO - Evaluation: +Curr mae: 72.6891; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 104.0682; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1944; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:51:55,723 - INFO - Epoch: 1106 / 1300 lr: 2.200e-05 +2025-07-05 06:52:11,756 - INFO - Training: cls_zice: 23.47430514975598; reg_zipnll: 176.20014190673828; aux_mae_loss_1: 94.3805449636359; aux_mae_loss_2: 12.336124119005705; aux_mae_loss_4: 1.6603340428126485; cnt_loss: 7.538100374372382; +2025-07-05 06:52:11,757 - INFO - Evaluation: +Curr mae: 75.7556; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 107.9610; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2119; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:52:11,757 - INFO - Epoch: 1107 / 1300 lr: 2.180e-05 +2025-07-05 06:52:28,017 - INFO - Training: cls_zice: 21.8742658966466; reg_zipnll: 180.2786525927092; aux_mae_loss_1: 95.8435888792339; aux_mae_loss_2: 12.538576904096102; aux_mae_loss_4: 1.677017462880988; cnt_loss: 6.883889788075497; +2025-07-05 06:52:28,018 - INFO - Evaluation: +Curr mae: 73.9454; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 104.9717; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2032; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:52:28,018 - INFO - Epoch: 1108 / 1300 lr: 2.160e-05 +2025-07-05 06:52:43,788 - INFO - Training: cls_zice: 26.10035797169334; reg_zipnll: 176.54922063727128; aux_mae_loss_1: 97.56451988220215; aux_mae_loss_2: 12.872610430968436; aux_mae_loss_4: 1.7501205896076404; cnt_loss: 8.212321118304605; +2025-07-05 06:52:43,789 - INFO - Evaluation: +Curr mae: 76.8246; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 109.0603; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2163; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:52:43,790 - INFO - Epoch: 1109 / 1300 lr: 2.140e-05 +2025-07-05 06:52:59,884 - INFO - Training: cls_zice: 22.840928498067353; reg_zipnll: 179.28467359040914; aux_mae_loss_1: 95.28732028760408; aux_mae_loss_2: 12.389863478510003; aux_mae_loss_4: 1.6723957312734503; cnt_loss: 6.993500420921727; +2025-07-05 06:52:59,885 - INFO - Evaluation: +Curr mae: 80.4508; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 120.8328; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2289; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:52:59,885 - INFO - Epoch: 1110 / 1300 lr: 2.121e-05 +2025-07-05 06:53:15,927 - INFO - Training: cls_zice: 25.682540404169185; reg_zipnll: 185.00462742855674; aux_mae_loss_1: 100.81705384505422; aux_mae_loss_2: 13.030868680853592; aux_mae_loss_4: 1.747129854403044; cnt_loss: 7.821764757758693; +2025-07-05 06:53:15,927 - INFO - Evaluation: +Curr mae: 73.4536; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 106.4091; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1917; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:53:15,928 - INFO - Epoch: 1111 / 1300 lr: 2.101e-05 +2025-07-05 06:53:32,113 - INFO - Training: cls_zice: 21.74348422414378; reg_zipnll: 182.8681196915476; aux_mae_loss_1: 95.71977675588508; aux_mae_loss_2: 12.489316501115498; aux_mae_loss_4: 1.6666875418863798; cnt_loss: 6.67741386513961; +2025-07-05 06:53:32,114 - INFO - Evaluation: +Curr mae: 85.1501; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 120.8781; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2532; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:53:32,114 - INFO - Epoch: 1112 / 1300 lr: 2.082e-05 +2025-07-05 06:53:48,102 - INFO - Training: cls_zice: 24.98346654678646; reg_zipnll: 178.10736465454102; aux_mae_loss_1: 95.22809550636693; aux_mae_loss_2: 12.292206927349692; aux_mae_loss_4: 1.6453463984163184; cnt_loss: 6.498653455784447; +2025-07-05 06:53:48,103 - INFO - Evaluation: +Curr mae: 91.2056; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 137.3350; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2753; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:53:48,103 - INFO - Epoch: 1113 / 1300 lr: 2.062e-05 +2025-07-05 06:54:04,247 - INFO - Training: cls_zice: 24.329831386867323; reg_zipnll: 182.77019962511565; aux_mae_loss_1: 99.6239013671875; aux_mae_loss_2: 12.997243504775199; aux_mae_loss_4: 1.7847828990534733; cnt_loss: 8.573909088184958; +2025-07-05 06:54:04,248 - INFO - Evaluation: +Curr mae: 84.6768; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 122.7078; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2392; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:54:04,248 - INFO - Epoch: 1114 / 1300 lr: 2.043e-05 +2025-07-05 06:54:20,232 - INFO - Training: cls_zice: 25.128666416594857; reg_zipnll: 173.0051494397615; aux_mae_loss_1: 94.21875180696186; aux_mae_loss_2: 12.331370579568963; aux_mae_loss_4: 1.6617631739691685; cnt_loss: 7.730003526336269; +2025-07-05 06:54:20,233 - INFO - Evaluation: +Curr mae: 87.1173; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 136.3591; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2571; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:54:20,233 - INFO - Epoch: 1115 / 1300 lr: 2.024e-05 +2025-07-05 06:54:36,153 - INFO - Training: cls_zice: 21.137695023888035; reg_zipnll: 171.8123870146902; aux_mae_loss_1: 93.05596311468827; aux_mae_loss_2: 12.31081337677805; aux_mae_loss_4: 1.661669975832889; cnt_loss: 7.38844981319026; +2025-07-05 06:54:36,154 - INFO - Evaluation: +Curr mae: 104.8273; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 170.4360; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3380; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:54:36,154 - INFO - Epoch: 1116 / 1300 lr: 2.005e-05 +2025-07-05 06:54:52,183 - INFO - Training: cls_zice: 27.27628288770977; reg_zipnll: 180.59892433568052; aux_mae_loss_1: 98.34540306894402; aux_mae_loss_2: 12.89277606261404; aux_mae_loss_4: 1.7675913823278326; cnt_loss: 8.547254499636198; +2025-07-05 06:54:52,184 - INFO - Evaluation: +Curr mae: 87.1987; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 139.7395; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2573; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:54:52,184 - INFO - Epoch: 1117 / 1300 lr: 1.985e-05 +2025-07-05 06:55:08,106 - INFO - Training: cls_zice: 22.600277185440063; reg_zipnll: 172.21862873278167; aux_mae_loss_1: 91.27440030951249; aux_mae_loss_2: 12.204597360209414; aux_mae_loss_4: 1.6324886067917472; cnt_loss: 7.893084086869893; +2025-07-05 06:55:08,107 - INFO - Evaluation: +Curr mae: 106.8554; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 180.8893; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3324; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:55:08,107 - INFO - Epoch: 1118 / 1300 lr: 1.966e-05 +2025-07-05 06:55:24,338 - INFO - Training: cls_zice: 23.10438779153322; reg_zipnll: 177.90884078176398; aux_mae_loss_1: 95.45487413908306; aux_mae_loss_2: 12.534116443834806; aux_mae_loss_4: 1.704107591980382; cnt_loss: 7.802666149641338; +2025-07-05 06:55:24,339 - INFO - Evaluation: +Curr mae: 125.2935; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 200.5025; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.4158; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:55:24,339 - INFO - Epoch: 1119 / 1300 lr: 1.947e-05 +2025-07-05 06:55:40,359 - INFO - Training: cls_zice: 24.16342025367837; reg_zipnll: 179.57714482357628; aux_mae_loss_1: 96.24898529052734; aux_mae_loss_2: 12.662381084341751; aux_mae_loss_4: 1.7186940186902095; cnt_loss: 7.59631325696644; +2025-07-05 06:55:40,360 - INFO - Evaluation: +Curr mae: 93.1801; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 146.0087; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2797; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:55:40,360 - INFO - Epoch: 1120 / 1300 lr: 1.929e-05 +2025-07-05 06:55:56,332 - INFO - Training: cls_zice: 23.85256272868106; reg_zipnll: 188.60025767276161; aux_mae_loss_1: 99.77422643962659; aux_mae_loss_2: 12.943000166039718; aux_mae_loss_4: 1.708756253907555; cnt_loss: 7.562250802391453; +2025-07-05 06:55:56,333 - INFO - Evaluation: +Curr mae: 127.9392; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 196.3984; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.4316; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:55:56,333 - INFO - Epoch: 1121 / 1300 lr: 1.910e-05 +2025-07-05 06:56:12,242 - INFO - Training: cls_zice: 23.706247348534433; reg_zipnll: 182.72084426879883; aux_mae_loss_1: 95.88733843753212; aux_mae_loss_2: 12.455004441110711; aux_mae_loss_4: 1.652626185040725; cnt_loss: 7.511289772234465; +2025-07-05 06:56:12,242 - INFO - Evaluation: +Curr mae: 78.6754; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 122.2011; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2214; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:56:12,242 - INFO - Epoch: 1122 / 1300 lr: 1.891e-05 +2025-07-05 06:56:28,263 - INFO - Training: cls_zice: 23.645716836577968; reg_zipnll: 183.2847472742984; aux_mae_loss_1: 95.6018059379176; aux_mae_loss_2: 12.305663585662842; aux_mae_loss_4: 1.6127964885611283; cnt_loss: 7.195159491739775; +2025-07-05 06:56:28,264 - INFO - Evaluation: +Curr mae: 112.3591; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 183.8255; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3447; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:56:28,264 - INFO - Epoch: 1123 / 1300 lr: 1.872e-05 +2025-07-05 06:56:44,400 - INFO - Training: cls_zice: 22.592784063204338; reg_zipnll: 186.6973099959524; aux_mae_loss_1: 97.22773501747533; aux_mae_loss_2: 12.560210052289461; aux_mae_loss_4: 1.6596010860643888; cnt_loss: 7.531911442154332; +2025-07-05 06:56:44,401 - INFO - Evaluation: +Curr mae: 91.6460; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 150.4802; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2575; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:56:44,401 - INFO - Epoch: 1124 / 1300 lr: 1.854e-05 +2025-07-05 06:57:00,430 - INFO - Training: cls_zice: 23.89601575073443; reg_zipnll: 177.16514808253237; aux_mae_loss_1: 94.47032055101897; aux_mae_loss_2: 12.34130633504767; aux_mae_loss_4: 1.64240604952762; cnt_loss: 6.752459977802477; +2025-07-05 06:57:00,431 - INFO - Evaluation: +Curr mae: 88.7927; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 142.7689; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2458; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:57:00,431 - INFO - Epoch: 1125 / 1300 lr: 1.835e-05 +2025-07-05 06:57:16,479 - INFO - Training: cls_zice: 23.01579580769727; reg_zipnll: 181.8436733045076; aux_mae_loss_1: 96.72461800826223; aux_mae_loss_2: 12.56781302000347; aux_mae_loss_4: 1.69484879625471; cnt_loss: 7.060276138155084; +2025-07-05 06:57:16,480 - INFO - Evaluation: +Curr mae: 88.0010; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 144.6246; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2460; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:57:16,480 - INFO - Epoch: 1126 / 1300 lr: 1.817e-05 +2025-07-05 06:57:32,502 - INFO - Training: cls_zice: 26.11303540279991; reg_zipnll: 186.37536239624023; aux_mae_loss_1: 100.57911682128906; aux_mae_loss_2: 13.113188078528957; aux_mae_loss_4: 1.7786144598534233; cnt_loss: 7.6753762772208765; +2025-07-05 06:57:32,503 - INFO - Evaluation: +Curr mae: 94.2832; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 151.1741; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2663; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:57:32,503 - INFO - Epoch: 1127 / 1300 lr: 1.798e-05 +2025-07-05 06:57:48,567 - INFO - Training: cls_zice: 21.953054381044286; reg_zipnll: 174.29601829930357; aux_mae_loss_1: 94.12331842121326; aux_mae_loss_2: 12.34096023910924; aux_mae_loss_4: 1.671690456177059; cnt_loss: 7.0298424457248885; +2025-07-05 06:57:48,567 - INFO - Evaluation: +Curr mae: 80.6634; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 122.7064; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2165; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:57:48,568 - INFO - Epoch: 1128 / 1300 lr: 1.780e-05 +2025-07-05 06:58:04,622 - INFO - Training: cls_zice: 24.513781905174255; reg_zipnll: 181.33324432373047; aux_mae_loss_1: 95.15594281648335; aux_mae_loss_2: 12.454040163441709; aux_mae_loss_4: 1.6759869769999856; cnt_loss: 6.981031957425569; +2025-07-05 06:58:04,623 - INFO - Evaluation: +Curr mae: 93.9638; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 147.5795; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2666; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:58:04,623 - INFO - Epoch: 1129 / 1300 lr: 1.762e-05 +2025-07-05 06:58:20,694 - INFO - Training: cls_zice: 25.4366778762717; reg_zipnll: 186.7851397865697; aux_mae_loss_1: 98.50664399799548; aux_mae_loss_2: 12.755477290404471; aux_mae_loss_4: 1.7143739461898804; cnt_loss: 7.573770748941522; +2025-07-05 06:58:20,695 - INFO - Evaluation: +Curr mae: 92.1297; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 145.1224; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2659; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:58:20,695 - INFO - Epoch: 1130 / 1300 lr: 1.744e-05 +2025-07-05 06:58:37,006 - INFO - Training: cls_zice: 25.351472170729387; reg_zipnll: 175.62289007086503; aux_mae_loss_1: 95.87790820473118; aux_mae_loss_2: 12.54118615702579; aux_mae_loss_4: 1.6880397216269845; cnt_loss: 8.166386987033643; +2025-07-05 06:58:37,007 - INFO - Evaluation: +Curr mae: 89.6973; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 155.6528; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2624; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:58:37,008 - INFO - Epoch: 1131 / 1300 lr: 1.726e-05 +2025-07-05 06:58:53,184 - INFO - Training: cls_zice: 22.925455451011658; reg_zipnll: 173.26962400737563; aux_mae_loss_1: 92.74387188961632; aux_mae_loss_2: 12.208461146605643; aux_mae_loss_4: 1.650522486159676; cnt_loss: 6.744869922336779; +2025-07-05 06:58:53,185 - INFO - Evaluation: +Curr mae: 79.0317; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 128.8415; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2157; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:58:53,185 - INFO - Epoch: 1132 / 1300 lr: 1.708e-05 +2025-07-05 06:59:09,291 - INFO - Training: cls_zice: 23.411177337169647; reg_zipnll: 176.6638043052272; aux_mae_loss_1: 94.56491982309441; aux_mae_loss_2: 12.515962349741082; aux_mae_loss_4: 1.6966730920892013; cnt_loss: 6.924963217032583; +2025-07-05 06:59:09,292 - INFO - Evaluation: +Curr mae: 80.0043; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 123.1634; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2215; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:59:09,292 - INFO - Epoch: 1133 / 1300 lr: 1.690e-05 +2025-07-05 06:59:25,462 - INFO - Training: cls_zice: 25.485589924611542; reg_zipnll: 182.362509074964; aux_mae_loss_1: 97.05111925225509; aux_mae_loss_2: 12.62783546196787; aux_mae_loss_4: 1.6900140517636348; cnt_loss: 7.218849721707795; +2025-07-05 06:59:25,463 - INFO - Evaluation: +Curr mae: 82.5416; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 124.4079; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2262; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:59:25,463 - INFO - Epoch: 1134 / 1300 lr: 1.672e-05 +2025-07-05 06:59:41,389 - INFO - Training: cls_zice: 24.72934209045611; reg_zipnll: 181.41443352950247; aux_mae_loss_1: 95.48281649539345; aux_mae_loss_2: 12.34997256178605; aux_mae_loss_4: 1.6479857563972473; cnt_loss: 7.2338964060733195; +2025-07-05 06:59:41,390 - INFO - Evaluation: +Curr mae: 90.0416; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 131.6487; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2582; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:59:41,390 - INFO - Epoch: 1135 / 1300 lr: 1.654e-05 +2025-07-05 06:59:57,223 - INFO - Training: cls_zice: 23.432403641311748; reg_zipnll: 182.1306047941509; aux_mae_loss_1: 96.70984328420539; aux_mae_loss_2: 12.446396225377134; aux_mae_loss_4: 1.6500098391583091; cnt_loss: 7.232798162259553; +2025-07-05 06:59:57,223 - INFO - Evaluation: +Curr mae: 79.2914; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 119.2200; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2164; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 06:59:57,224 - INFO - Epoch: 1136 / 1300 lr: 1.637e-05 +2025-07-05 07:00:13,201 - INFO - Training: cls_zice: 25.18266419360512; reg_zipnll: 186.63961029052734; aux_mae_loss_1: 98.07368127923263; aux_mae_loss_2: 12.573997899105674; aux_mae_loss_4: 1.6752284890726994; cnt_loss: 7.592133145583303; +2025-07-05 07:00:13,202 - INFO - Evaluation: +Curr mae: 97.7028; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 155.4085; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2846; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:00:13,202 - INFO - Epoch: 1137 / 1300 lr: 1.619e-05 +2025-07-05 07:00:29,150 - INFO - Training: cls_zice: 21.34608723615345; reg_zipnll: 173.46366721705385; aux_mae_loss_1: 90.62022259360866; aux_mae_loss_2: 11.863173171093589; aux_mae_loss_4: 1.5798359717193402; cnt_loss: 6.702667989228901; +2025-07-05 07:00:29,151 - INFO - Evaluation: +Curr mae: 95.6866; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 143.3098; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2705; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:00:29,151 - INFO - Epoch: 1138 / 1300 lr: 1.602e-05 +2025-07-05 07:00:45,221 - INFO - Training: cls_zice: 25.615633930030622; reg_zipnll: 182.47437848542867; aux_mae_loss_1: 98.55467424894634; aux_mae_loss_2: 12.813057849281712; aux_mae_loss_4: 1.6954145086439032; cnt_loss: 7.802296255764208; +2025-07-05 07:00:45,222 - INFO - Evaluation: +Curr mae: 106.3807; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 159.9335; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3165; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:00:45,222 - INFO - Epoch: 1139 / 1300 lr: 1.584e-05 +2025-07-05 07:01:01,279 - INFO - Training: cls_zice: 23.34274082434805; reg_zipnll: 174.30428976761667; aux_mae_loss_1: 92.77659355966668; aux_mae_loss_2: 12.140267899161891; aux_mae_loss_4: 1.630692958831787; cnt_loss: 7.088884177960847; +2025-07-05 07:01:01,280 - INFO - Evaluation: +Curr mae: 88.2895; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 134.7754; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2459; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:01:01,280 - INFO - Epoch: 1140 / 1300 lr: 1.567e-05 +2025-07-05 07:01:17,248 - INFO - Training: cls_zice: 23.175751968433982; reg_zipnll: 179.73970132125052; aux_mae_loss_1: 95.21451909918534; aux_mae_loss_2: 12.435599051023784; aux_mae_loss_4: 1.6815013022799241; cnt_loss: 7.199544241553859; +2025-07-05 07:01:17,249 - INFO - Evaluation: +Curr mae: 106.0756; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 173.7000; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3239; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:01:17,249 - INFO - Epoch: 1141 / 1300 lr: 1.550e-05 +2025-07-05 07:01:33,183 - INFO - Training: cls_zice: 21.264200249196666; reg_zipnll: 179.78997903121146; aux_mae_loss_1: 94.57954627589176; aux_mae_loss_2: 12.282295967403211; aux_mae_loss_4: 1.661016699514891; cnt_loss: 7.1068340665415715; +2025-07-05 07:01:33,184 - INFO - Evaluation: +Curr mae: 116.6520; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 192.5109; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3605; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:01:33,184 - INFO - Epoch: 1142 / 1300 lr: 1.533e-05 +2025-07-05 07:01:49,313 - INFO - Training: cls_zice: 25.135714421146794; reg_zipnll: 185.29418021754213; aux_mae_loss_1: 98.30484841999255; aux_mae_loss_2: 12.704482254229093; aux_mae_loss_4: 1.6951166422743547; cnt_loss: 7.755305560011613; +2025-07-05 07:01:49,314 - INFO - Evaluation: +Curr mae: 87.2512; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 134.9158; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2378; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:01:49,314 - INFO - Epoch: 1143 / 1300 lr: 1.516e-05 +2025-07-05 07:02:05,199 - INFO - Training: cls_zice: 25.197036849040735; reg_zipnll: 180.95041455720602; aux_mae_loss_1: 97.34461623743961; aux_mae_loss_2: 12.759780206178364; aux_mae_loss_4: 1.7191087697681628; cnt_loss: 7.21738600730896; +2025-07-05 07:02:05,200 - INFO - Evaluation: +Curr mae: 97.6485; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 166.0366; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2779; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:02:05,200 - INFO - Epoch: 1144 / 1300 lr: 1.499e-05 +2025-07-05 07:02:21,063 - INFO - Training: cls_zice: 24.442075101952803; reg_zipnll: 179.5708945424933; aux_mae_loss_1: 96.8681294290643; aux_mae_loss_2: 12.58716438945971; aux_mae_loss_4: 1.7068636354647184; cnt_loss: 7.219189167022705; +2025-07-05 07:02:21,064 - INFO - Evaluation: +Curr mae: 94.4401; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 150.0602; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2738; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:02:21,065 - INFO - Epoch: 1145 / 1300 lr: 1.482e-05 +2025-07-05 07:02:37,087 - INFO - Training: cls_zice: 25.78042251577503; reg_zipnll: 180.69816830283716; aux_mae_loss_1: 96.08593529149105; aux_mae_loss_2: 12.595575131868062; aux_mae_loss_4: 1.6826752534038143; cnt_loss: 6.880599128572564; +2025-07-05 07:02:37,088 - INFO - Evaluation: +Curr mae: 118.3408; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 200.8903; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3561; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:02:37,088 - INFO - Epoch: 1146 / 1300 lr: 1.465e-05 +2025-07-05 07:02:53,399 - INFO - Training: cls_zice: 26.90438077324315; reg_zipnll: 184.89729168540552; aux_mae_loss_1: 99.91253501490543; aux_mae_loss_2: 13.059283281627454; aux_mae_loss_4: 1.7666196321186267; cnt_loss: 7.668504263225355; +2025-07-05 07:02:53,400 - INFO - Evaluation: +Curr mae: 105.7052; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 165.1461; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3104; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:02:53,400 - INFO - Epoch: 1147 / 1300 lr: 1.448e-05 +2025-07-05 07:03:09,457 - INFO - Training: cls_zice: 22.038949445674294; reg_zipnll: 174.0953240645559; aux_mae_loss_1: 92.3874115191008; aux_mae_loss_2: 12.098393352408157; aux_mae_loss_4: 1.6148900389671326; cnt_loss: 7.1258080758546525; +2025-07-05 07:03:09,458 - INFO - Evaluation: +Curr mae: 89.6019; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 134.9434; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2536; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:03:09,458 - INFO - Epoch: 1148 / 1300 lr: 1.432e-05 +2025-07-05 07:03:25,611 - INFO - Training: cls_zice: 23.784047020109075; reg_zipnll: 170.9488390872353; aux_mae_loss_1: 94.5651048359118; aux_mae_loss_2: 12.518411724190964; aux_mae_loss_4: 1.7122308062879663; cnt_loss: 8.121392381818671; +2025-07-05 07:03:25,612 - INFO - Evaluation: +Curr mae: 93.9709; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 140.5122; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2627; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:03:25,612 - INFO - Epoch: 1149 / 1300 lr: 1.415e-05 +2025-07-05 07:03:41,666 - INFO - Training: cls_zice: 21.48273747728059; reg_zipnll: 176.51446222004137; aux_mae_loss_1: 92.03285638909591; aux_mae_loss_2: 12.015502797929864; aux_mae_loss_4: 1.6036632704107385; cnt_loss: 7.47697050947892; +2025-07-05 07:03:41,667 - INFO - Evaluation: +Curr mae: 104.9690; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 160.5058; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3024; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:03:41,667 - INFO - Epoch: 1150 / 1300 lr: 1.399e-05 +2025-07-05 07:03:57,724 - INFO - Training: cls_zice: 24.821321418410854; reg_zipnll: 180.66122295981958; aux_mae_loss_1: 95.57742931968288; aux_mae_loss_2: 12.418966243141575; aux_mae_loss_4: 1.6693841375802692; cnt_loss: 6.884351184493617; +2025-07-05 07:03:57,725 - INFO - Evaluation: +Curr mae: 122.7106; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 194.1411; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3771; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:03:59,742 - INFO - Epoch: 1151 / 1300 lr: 1.382e-05 +2025-07-05 07:04:15,754 - INFO - Training: cls_zice: 22.538769831782894; reg_zipnll: 175.10024883872583; aux_mae_loss_1: 94.20932307996247; aux_mae_loss_2: 12.418847849494533; aux_mae_loss_4: 1.6792179691164117; cnt_loss: 7.211047530174255; +2025-07-05 07:04:15,755 - INFO - Evaluation: +Curr mae: 102.7852; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 163.5288; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2999; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:04:15,755 - INFO - Epoch: 1152 / 1300 lr: 1.366e-05 +2025-07-05 07:04:31,833 - INFO - Training: cls_zice: 24.006582122100028; reg_zipnll: 182.38693679006477; aux_mae_loss_1: 95.99086339850174; aux_mae_loss_2: 12.417462863420186; aux_mae_loss_4: 1.6709576876539933; cnt_loss: 6.788743677892183; +2025-07-05 07:04:31,834 - INFO - Evaluation: +Curr mae: 106.0631; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 168.7905; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3196; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:04:31,834 - INFO - Epoch: 1153 / 1300 lr: 1.350e-05 +2025-07-05 07:04:47,946 - INFO - Training: cls_zice: 23.030933864806826; reg_zipnll: 184.88408620733964; aux_mae_loss_1: 97.72827409443103; aux_mae_loss_2: 12.63437627491198; aux_mae_loss_4: 1.682801492904362; cnt_loss: 6.992273587929575; +2025-07-05 07:04:47,947 - INFO - Evaluation: +Curr mae: 141.0648; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 226.8422; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.4446; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:04:47,947 - INFO - Epoch: 1154 / 1300 lr: 1.334e-05 +2025-07-05 07:05:04,046 - INFO - Training: cls_zice: 23.215691259032802; reg_zipnll: 177.1348368996068; aux_mae_loss_1: 93.41644999855443; aux_mae_loss_2: 12.128062524293599; aux_mae_loss_4: 1.6173325400603444; cnt_loss: 6.176169395446777; +2025-07-05 07:05:04,047 - INFO - Evaluation: +Curr mae: 92.2292; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 140.5165; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2509; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:05:04,047 - INFO - Epoch: 1155 / 1300 lr: 1.318e-05 +2025-07-05 07:05:20,048 - INFO - Training: cls_zice: 21.136315819464233; reg_zipnll: 168.48760022615133; aux_mae_loss_1: 88.6924268822921; aux_mae_loss_2: 11.743736254541497; aux_mae_loss_4: 1.573083232892187; cnt_loss: 6.583089891232942; +2025-07-05 07:05:20,049 - INFO - Evaluation: +Curr mae: 103.0898; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 153.5876; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2964; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:05:20,049 - INFO - Epoch: 1156 / 1300 lr: 1.302e-05 +2025-07-05 07:05:36,158 - INFO - Training: cls_zice: 19.586707896307896; reg_zipnll: 169.52967372693513; aux_mae_loss_1: 87.73319364848889; aux_mae_loss_2: 11.451878484926725; aux_mae_loss_4: 1.5137960110840045; cnt_loss: 6.250960381407487; +2025-07-05 07:05:36,159 - INFO - Evaluation: +Curr mae: 99.1871; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 153.5062; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2809; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:05:36,159 - INFO - Epoch: 1157 / 1300 lr: 1.286e-05 +2025-07-05 07:05:52,081 - INFO - Training: cls_zice: 21.23188251021661; reg_zipnll: 174.60462188720703; aux_mae_loss_1: 92.65456962585449; aux_mae_loss_2: 12.204540804812783; aux_mae_loss_4: 1.6372398106675399; cnt_loss: 6.8647984517248055; +2025-07-05 07:05:52,082 - INFO - Evaluation: +Curr mae: 103.9108; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 148.8052; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3028; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:05:52,082 - INFO - Epoch: 1158 / 1300 lr: 1.270e-05 +2025-07-05 07:06:08,127 - INFO - Training: cls_zice: 26.135390978110465; reg_zipnll: 178.69084950497276; aux_mae_loss_1: 96.42500515987999; aux_mae_loss_2: 12.595194891879434; aux_mae_loss_4: 1.6999335571339256; cnt_loss: 7.181548984427201; +2025-07-05 07:06:08,128 - INFO - Evaluation: +Curr mae: 91.4141; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 140.5596; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2679; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:06:08,128 - INFO - Epoch: 1159 / 1300 lr: 1.255e-05 +2025-07-05 07:06:24,197 - INFO - Training: cls_zice: 21.741352307169063; reg_zipnll: 173.53080162249114; aux_mae_loss_1: 94.04962790639777; aux_mae_loss_2: 12.271376321190282; aux_mae_loss_4: 1.648711770772934; cnt_loss: 7.263814292455974; +2025-07-05 07:06:24,198 - INFO - Evaluation: +Curr mae: 97.1476; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 145.7458; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2855; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:06:24,198 - INFO - Epoch: 1160 / 1300 lr: 1.239e-05 +2025-07-05 07:06:40,370 - INFO - Training: cls_zice: 21.927375580135145; reg_zipnll: 171.28845495926706; aux_mae_loss_1: 90.04322112234016; aux_mae_loss_2: 11.753905057907104; aux_mae_loss_4: 1.5722260663383885; cnt_loss: 6.65633665887933; +2025-07-05 07:06:40,371 - INFO - Evaluation: +Curr mae: 78.5928; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 116.7361; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2068; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:06:40,371 - INFO - Epoch: 1161 / 1300 lr: 1.224e-05 +2025-07-05 07:06:56,471 - INFO - Training: cls_zice: 22.563375890254974; reg_zipnll: 178.68422598587838; aux_mae_loss_1: 93.95350456237793; aux_mae_loss_2: 12.194910664307443; aux_mae_loss_4: 1.6189808374957035; cnt_loss: 6.724420196131656; +2025-07-05 07:06:56,472 - INFO - Evaluation: +Curr mae: 77.1839; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 113.3385; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1990; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:06:56,472 - INFO - Epoch: 1162 / 1300 lr: 1.208e-05 +2025-07-05 07:07:12,444 - INFO - Training: cls_zice: 21.895101431169007; reg_zipnll: 177.2424376638312; aux_mae_loss_1: 94.57379993639495; aux_mae_loss_2: 12.326375973852057; aux_mae_loss_4: 1.6203503357736688; cnt_loss: 7.155257814808896; +2025-07-05 07:07:12,445 - INFO - Evaluation: +Curr mae: 81.6178; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 120.1203; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2130; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:07:12,445 - INFO - Epoch: 1163 / 1300 lr: 1.193e-05 +2025-07-05 07:07:28,365 - INFO - Training: cls_zice: 25.439324015065242; reg_zipnll: 176.68290128205953; aux_mae_loss_1: 94.66812575490852; aux_mae_loss_2: 12.34452243855125; aux_mae_loss_4: 1.642842151616749; cnt_loss: 6.559639918176751; +2025-07-05 07:07:28,366 - INFO - Evaluation: +Curr mae: 83.3646; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 122.7625; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2263; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:07:28,366 - INFO - Epoch: 1164 / 1300 lr: 1.178e-05 +2025-07-05 07:07:44,443 - INFO - Training: cls_zice: 24.792651165472833; reg_zipnll: 166.42176417300576; aux_mae_loss_1: 93.3609612113551; aux_mae_loss_2: 12.554883191460057; aux_mae_loss_4: 1.6964427264113175; cnt_loss: 7.424095442420558; +2025-07-05 07:07:44,444 - INFO - Evaluation: +Curr mae: 73.1697; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 108.8687; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1921; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:07:44,444 - INFO - Epoch: 1165 / 1300 lr: 1.163e-05 +2025-07-05 07:08:00,579 - INFO - Training: cls_zice: 21.765199780464172; reg_zipnll: 174.69651513350638; aux_mae_loss_1: 94.23524083589253; aux_mae_loss_2: 12.319869016346178; aux_mae_loss_4: 1.6582687748105902; cnt_loss: 7.469269658389845; +2025-07-05 07:08:00,581 - INFO - Evaluation: +Curr mae: 71.0004; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 103.0994; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1882; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:08:00,581 - INFO - Epoch: 1166 / 1300 lr: 1.148e-05 +2025-07-05 07:08:16,653 - INFO - Training: cls_zice: 24.17925450754793; reg_zipnll: 179.94693936799703; aux_mae_loss_1: 97.68933868408203; aux_mae_loss_2: 12.76140748827081; aux_mae_loss_4: 1.7236941958728589; cnt_loss: 6.869275733044273; +2025-07-05 07:08:16,654 - INFO - Evaluation: +Curr mae: 82.1841; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 120.8347; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2318; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:08:16,654 - INFO - Epoch: 1167 / 1300 lr: 1.133e-05 +2025-07-05 07:08:32,546 - INFO - Training: cls_zice: 23.168106443003605; reg_zipnll: 185.0782928466797; aux_mae_loss_1: 97.21477016649749; aux_mae_loss_2: 12.47277909830997; aux_mae_loss_4: 1.6622730775883323; cnt_loss: 7.705820754954689; +2025-07-05 07:08:32,547 - INFO - Evaluation: +Curr mae: 85.7494; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 128.8637; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2401; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:08:32,547 - INFO - Epoch: 1168 / 1300 lr: 1.118e-05 +2025-07-05 07:08:48,594 - INFO - Training: cls_zice: 22.222778182280692; reg_zipnll: 179.6170822946649; aux_mae_loss_1: 95.99065118086965; aux_mae_loss_2: 12.617236639323988; aux_mae_loss_4: 1.691842838337547; cnt_loss: 7.127099118734661; +2025-07-05 07:08:48,595 - INFO - Evaluation: +Curr mae: 76.1849; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 112.0356; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2009; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:08:48,595 - INFO - Epoch: 1169 / 1300 lr: 1.103e-05 +2025-07-05 07:09:04,652 - INFO - Training: cls_zice: 20.878894969036704; reg_zipnll: 175.09198660599557; aux_mae_loss_1: 92.54508861742522; aux_mae_loss_2: 12.171567189066034; aux_mae_loss_4: 1.6288547484498275; cnt_loss: 6.461412395301618; +2025-07-05 07:09:04,653 - INFO - Evaluation: +Curr mae: 73.7542; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 107.9552; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1923; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:09:04,653 - INFO - Epoch: 1170 / 1300 lr: 1.089e-05 +2025-07-05 07:09:20,672 - INFO - Training: cls_zice: 24.217917159983987; reg_zipnll: 175.75303569592927; aux_mae_loss_1: 94.40638592368678; aux_mae_loss_2: 12.379832819888467; aux_mae_loss_4: 1.6495927007574784; cnt_loss: 7.070891135617306; +2025-07-05 07:09:20,673 - INFO - Evaluation: +Curr mae: 72.1951; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 106.1543; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1849; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:09:20,673 - INFO - Epoch: 1171 / 1300 lr: 1.074e-05 +2025-07-05 07:09:36,917 - INFO - Training: cls_zice: 25.662400465262564; reg_zipnll: 181.3973697863127; aux_mae_loss_1: 97.41474362423546; aux_mae_loss_2: 12.644794162951017; aux_mae_loss_4: 1.6829394635401274; cnt_loss: 6.88910678813332; +2025-07-05 07:09:36,919 - INFO - Evaluation: +Curr mae: 88.2868; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 130.8421; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2480; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:09:36,919 - INFO - Epoch: 1172 / 1300 lr: 1.060e-05 +2025-07-05 07:09:52,957 - INFO - Training: cls_zice: 20.388031627002515; reg_zipnll: 171.81397869712427; aux_mae_loss_1: 90.08317656266063; aux_mae_loss_2: 11.817508459091187; aux_mae_loss_4: 1.567564230216177; cnt_loss: 6.249058547772859; +2025-07-05 07:09:52,958 - INFO - Evaluation: +Curr mae: 76.5707; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 116.9635; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1960; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:09:52,958 - INFO - Epoch: 1173 / 1300 lr: 1.045e-05 +2025-07-05 07:10:08,843 - INFO - Training: cls_zice: 20.1359663135127; reg_zipnll: 176.68197069670023; aux_mae_loss_1: 93.40076065063477; aux_mae_loss_2: 12.095430650209126; aux_mae_loss_4: 1.6055249760025425; cnt_loss: 6.281590254683244; +2025-07-05 07:10:08,844 - INFO - Evaluation: +Curr mae: 86.6271; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 128.0921; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2336; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:10:08,844 - INFO - Epoch: 1174 / 1300 lr: 1.031e-05 +2025-07-05 07:10:25,047 - INFO - Training: cls_zice: 27.076477869560843; reg_zipnll: 182.4976208335475; aux_mae_loss_1: 100.14891413638466; aux_mae_loss_2: 12.990682125091553; aux_mae_loss_4: 1.775846164477499; cnt_loss: 7.3623577168113306; +2025-07-05 07:10:25,048 - INFO - Evaluation: +Curr mae: 87.3716; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 136.2298; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2356; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:10:25,048 - INFO - Epoch: 1175 / 1300 lr: 1.017e-05 +2025-07-05 07:10:41,238 - INFO - Training: cls_zice: 25.079793277539704; reg_zipnll: 179.87887653551604; aux_mae_loss_1: 96.11864822789242; aux_mae_loss_2: 12.488589851479782; aux_mae_loss_4: 1.6771811105703052; cnt_loss: 7.38110371639854; +2025-07-05 07:10:41,239 - INFO - Evaluation: +Curr mae: 85.5566; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 128.3069; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2336; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:10:41,239 - INFO - Epoch: 1176 / 1300 lr: 1.003e-05 +2025-07-05 07:10:57,442 - INFO - Training: cls_zice: 24.399116616500052; reg_zipnll: 185.09239919562089; aux_mae_loss_1: 99.12198709186755; aux_mae_loss_2: 12.742942559091668; aux_mae_loss_4: 1.6994396228539317; cnt_loss: 7.245393960099471; +2025-07-05 07:10:57,443 - INFO - Evaluation: +Curr mae: 98.8428; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 154.7798; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2873; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:10:57,443 - INFO - Epoch: 1177 / 1300 lr: 9.890e-06 +2025-07-05 07:11:13,416 - INFO - Training: cls_zice: 22.223162544401067; reg_zipnll: 173.29685974121094; aux_mae_loss_1: 91.88839430558055; aux_mae_loss_2: 11.963837799273039; aux_mae_loss_4: 1.6070056573340767; cnt_loss: 6.441732312503614; +2025-07-05 07:11:13,417 - INFO - Evaluation: +Curr mae: 114.8988; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 192.6927; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3435; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:11:13,417 - INFO - Epoch: 1178 / 1300 lr: 9.752e-06 +2025-07-05 07:11:29,468 - INFO - Training: cls_zice: 22.14483632539448; reg_zipnll: 177.31465851633172; aux_mae_loss_1: 94.63562503613923; aux_mae_loss_2: 12.44004434033444; aux_mae_loss_4: 1.651253281455291; cnt_loss: 6.855332788668181; +2025-07-05 07:11:29,469 - INFO - Evaluation: +Curr mae: 95.5855; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 160.0840; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2773; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:11:29,469 - INFO - Epoch: 1179 / 1300 lr: 9.614e-06 +2025-07-05 07:11:45,580 - INFO - Training: cls_zice: 22.77903791477806; reg_zipnll: 177.6566828677529; aux_mae_loss_1: 93.99816503022846; aux_mae_loss_2: 12.188174059516506; aux_mae_loss_4: 1.6005685235324658; cnt_loss: 6.825635866114967; +2025-07-05 07:11:45,581 - INFO - Evaluation: +Curr mae: 95.4016; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 146.3860; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2705; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:11:45,581 - INFO - Epoch: 1180 / 1300 lr: 9.478e-06 +2025-07-05 07:12:01,436 - INFO - Training: cls_zice: 23.55550313309619; reg_zipnll: 171.5120112770482; aux_mae_loss_1: 92.75844724554764; aux_mae_loss_2: 12.309748436275282; aux_mae_loss_4: 1.6434254332592613; cnt_loss: 6.591374654518931; +2025-07-05 07:12:01,437 - INFO - Evaluation: +Curr mae: 95.0344; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 152.2674; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2727; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:12:01,437 - INFO - Epoch: 1181 / 1300 lr: 9.342e-06 +2025-07-05 07:12:17,372 - INFO - Training: cls_zice: 25.589568770245503; reg_zipnll: 182.9607078150699; aux_mae_loss_1: 98.81371708920128; aux_mae_loss_2: 12.90472886436864; aux_mae_loss_4: 1.7497994993862354; cnt_loss: 7.426503639472158; +2025-07-05 07:12:17,373 - INFO - Evaluation: +Curr mae: 95.9305; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 159.6122; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2816; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:12:17,373 - INFO - Epoch: 1182 / 1300 lr: 9.208e-06 +2025-07-05 07:12:33,294 - INFO - Training: cls_zice: 21.643112359862577; reg_zipnll: 175.8053038747687; aux_mae_loss_1: 93.53339054709987; aux_mae_loss_2: 12.297818736026162; aux_mae_loss_4: 1.6464821194347583; cnt_loss: 6.507853282125373; +2025-07-05 07:12:33,295 - INFO - Evaluation: +Curr mae: 117.9715; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 190.2494; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3586; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:12:33,295 - INFO - Epoch: 1183 / 1300 lr: 9.074e-06 +2025-07-05 07:12:49,340 - INFO - Training: cls_zice: 23.720243623382167; reg_zipnll: 178.4342609204744; aux_mae_loss_1: 92.91182598314788; aux_mae_loss_2: 12.037499390150371; aux_mae_loss_4: 1.5900437298573946; cnt_loss: 6.477694247898302; +2025-07-05 07:12:49,341 - INFO - Evaluation: +Curr mae: 94.7158; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 149.9722; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2606; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:12:49,341 - INFO - Epoch: 1184 / 1300 lr: 8.942e-06 +2025-07-05 07:13:05,302 - INFO - Training: cls_zice: 23.71512960760217; reg_zipnll: 181.16463972392836; aux_mae_loss_1: 95.09949915032638; aux_mae_loss_2: 12.489942362433986; aux_mae_loss_4: 1.6608800056733584; cnt_loss: 6.627542564743443; +2025-07-05 07:13:05,303 - INFO - Evaluation: +Curr mae: 87.7293; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 136.0134; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2406; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:13:05,303 - INFO - Epoch: 1185 / 1300 lr: 8.810e-06 +2025-07-05 07:13:21,389 - INFO - Training: cls_zice: 24.408038942437422; reg_zipnll: 177.26059200889185; aux_mae_loss_1: 95.1587078696803; aux_mae_loss_2: 12.380173382006193; aux_mae_loss_4: 1.6810801358599412; cnt_loss: 7.3824267324648405; +2025-07-05 07:13:21,390 - INFO - Evaluation: +Curr mae: 68.0936; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 100.7776; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1822; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:13:21,391 - INFO - Epoch: 1186 / 1300 lr: 8.680e-06 +2025-07-05 07:13:37,427 - INFO - Training: cls_zice: 22.47787719023855; reg_zipnll: 183.2778982865183; aux_mae_loss_1: 94.40418494375129; aux_mae_loss_2: 12.259809832823905; aux_mae_loss_4: 1.6054497172957973; cnt_loss: 6.267395885367143; +2025-07-05 07:13:37,428 - INFO - Evaluation: +Curr mae: 69.9368; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 105.1266; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1825; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:13:37,428 - INFO - Epoch: 1187 / 1300 lr: 8.550e-06 +2025-07-05 07:13:53,643 - INFO - Training: cls_zice: 26.66209245982923; reg_zipnll: 172.64058303833008; aux_mae_loss_1: 97.39790645398591; aux_mae_loss_2: 12.900312122545744; aux_mae_loss_4: 1.7626781526364779; cnt_loss: 7.484778228558992; +2025-07-05 07:13:53,644 - INFO - Evaluation: +Curr mae: 76.8001; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 113.1004; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1991; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:13:53,644 - INFO - Epoch: 1188 / 1300 lr: 8.422e-06 +2025-07-05 07:14:09,532 - INFO - Training: cls_zice: 25.196912671390333; reg_zipnll: 183.55355272795023; aux_mae_loss_1: 97.34223395899723; aux_mae_loss_2: 12.72743256468522; aux_mae_loss_4: 1.6869556401905261; cnt_loss: 7.060168937632912; +2025-07-05 07:14:09,533 - INFO - Evaluation: +Curr mae: 73.3550; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 107.8627; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1853; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:14:09,533 - INFO - Epoch: 1189 / 1300 lr: 8.294e-06 +2025-07-05 07:14:25,604 - INFO - Training: cls_zice: 22.045915096998215; reg_zipnll: 178.63145406622635; aux_mae_loss_1: 94.51150181418971; aux_mae_loss_2: 12.39114276986373; aux_mae_loss_4: 1.659479652580462; cnt_loss: 6.207075053139737; +2025-07-05 07:14:25,604 - INFO - Evaluation: +Curr mae: 76.8861; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 115.6734; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1976; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:14:25,604 - INFO - Epoch: 1190 / 1300 lr: 8.168e-06 +2025-07-05 07:14:41,601 - INFO - Training: cls_zice: 24.361830858807814; reg_zipnll: 170.30355212562964; aux_mae_loss_1: 91.37986333746659; aux_mae_loss_2: 11.996263867930361; aux_mae_loss_4: 1.6329635303271444; cnt_loss: 6.79681858890935; +2025-07-05 07:14:41,602 - INFO - Evaluation: +Curr mae: 76.9536; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 112.5539; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2044; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:14:41,602 - INFO - Epoch: 1191 / 1300 lr: 8.042e-06 +2025-07-05 07:14:57,596 - INFO - Training: cls_zice: 22.757269721282157; reg_zipnll: 179.73621268021432; aux_mae_loss_1: 93.84680346438759; aux_mae_loss_2: 12.267929265373631; aux_mae_loss_4: 1.6378446472318549; cnt_loss: 6.438321270440754; +2025-07-05 07:14:57,597 - INFO - Evaluation: +Curr mae: 81.1336; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 118.2096; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2141; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:14:57,597 - INFO - Epoch: 1192 / 1300 lr: 7.918e-06 +2025-07-05 07:15:13,823 - INFO - Training: cls_zice: 25.339809267144453; reg_zipnll: 180.7176439385665; aux_mae_loss_1: 97.09069713793303; aux_mae_loss_2: 12.683461716300563; aux_mae_loss_4: 1.7043133346658004; cnt_loss: 6.884046761613143; +2025-07-05 07:15:13,824 - INFO - Evaluation: +Curr mae: 77.3434; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 113.4154; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2055; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:15:13,824 - INFO - Epoch: 1193 / 1300 lr: 7.795e-06 +2025-07-05 07:15:29,937 - INFO - Training: cls_zice: 21.57823185073702; reg_zipnll: 174.36121488872328; aux_mae_loss_1: 90.49333231072677; aux_mae_loss_2: 11.791108244343809; aux_mae_loss_4: 1.5488053105379407; cnt_loss: 6.431418318497507; +2025-07-05 07:15:29,937 - INFO - Evaluation: +Curr mae: 79.1100; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 121.4458; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2101; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:15:29,937 - INFO - Epoch: 1194 / 1300 lr: 7.672e-06 +2025-07-05 07:15:46,079 - INFO - Training: cls_zice: 22.717765977508144; reg_zipnll: 173.86259400217156; aux_mae_loss_1: 92.52578122992264; aux_mae_loss_2: 12.090875914222316; aux_mae_loss_4: 1.6398094986614429; cnt_loss: 6.835397783078645; +2025-07-05 07:15:46,080 - INFO - Evaluation: +Curr mae: 75.3437; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 110.4112; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1958; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:15:46,080 - INFO - Epoch: 1195 / 1300 lr: 7.551e-06 +2025-07-05 07:16:02,003 - INFO - Training: cls_zice: 22.896493334519235; reg_zipnll: 169.45789798937346; aux_mae_loss_1: 90.42902866162751; aux_mae_loss_2: 11.832445094459935; aux_mae_loss_4: 1.6094033294602443; cnt_loss: 7.084356954223232; +2025-07-05 07:16:02,004 - INFO - Evaluation: +Curr mae: 81.2949; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 121.7583; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2202; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:16:02,004 - INFO - Epoch: 1196 / 1300 lr: 7.431e-06 +2025-07-05 07:16:18,048 - INFO - Training: cls_zice: 22.018656881232012; reg_zipnll: 175.35102683619448; aux_mae_loss_1: 92.6386285079153; aux_mae_loss_2: 12.267499572352358; aux_mae_loss_4: 1.6339488939235085; cnt_loss: 6.915690503622356; +2025-07-05 07:16:18,049 - INFO - Evaluation: +Curr mae: 87.8375; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 128.9708; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2384; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:16:18,049 - INFO - Epoch: 1197 / 1300 lr: 7.311e-06 +2025-07-05 07:16:34,075 - INFO - Training: cls_zice: 25.539765966565984; reg_zipnll: 182.522705078125; aux_mae_loss_1: 97.54889809457879; aux_mae_loss_2: 12.781484076851292; aux_mae_loss_4: 1.7105460668865002; cnt_loss: 7.284118614698711; +2025-07-05 07:16:34,076 - INFO - Evaluation: +Curr mae: 104.3505; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 163.2065; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3069; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:16:34,076 - INFO - Epoch: 1198 / 1300 lr: 7.193e-06 +2025-07-05 07:16:50,159 - INFO - Training: cls_zice: 23.820973170431035; reg_zipnll: 179.06021820871453; aux_mae_loss_1: 95.99400500247353; aux_mae_loss_2: 12.516328912032279; aux_mae_loss_4: 1.6671308780971326; cnt_loss: 6.612720006390622; +2025-07-05 07:16:50,160 - INFO - Evaluation: +Curr mae: 84.6785; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 124.8735; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2257; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:16:50,160 - INFO - Epoch: 1199 / 1300 lr: 7.076e-06 +2025-07-05 07:17:06,242 - INFO - Training: cls_zice: 23.944058757079276; reg_zipnll: 175.1047333165219; aux_mae_loss_1: 94.80341288917943; aux_mae_loss_2: 12.45938323673449; aux_mae_loss_4: 1.6947752660826634; cnt_loss: 6.827957536044874; +2025-07-05 07:17:06,243 - INFO - Evaluation: +Curr mae: 86.7745; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 134.2279; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2396; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:17:06,243 - INFO - Epoch: 1200 / 1300 lr: 6.960e-06 +2025-07-05 07:17:22,220 - INFO - Training: cls_zice: 22.627803514074337; reg_zipnll: 175.50778519479852; aux_mae_loss_1: 91.83667955900493; aux_mae_loss_2: 11.98508017941525; aux_mae_loss_4: 1.595929963024039; cnt_loss: 6.516856206090827; +2025-07-05 07:17:22,222 - INFO - Evaluation: +Curr mae: 97.7550; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 148.5623; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2769; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:17:24,259 - INFO - Epoch: 1201 / 1300 lr: 6.845e-06 +2025-07-05 07:17:40,343 - INFO - Training: cls_zice: 25.2552389345671; reg_zipnll: 186.04964788336503; aux_mae_loss_1: 99.38736664621453; aux_mae_loss_2: 12.785642636449714; aux_mae_loss_4: 1.698096430615375; cnt_loss: 6.922718035547357; +2025-07-05 07:17:40,344 - INFO - Evaluation: +Curr mae: 76.8498; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 110.0342; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2031; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:17:40,344 - INFO - Epoch: 1202 / 1300 lr: 6.731e-06 +2025-07-05 07:17:56,330 - INFO - Training: cls_zice: 24.18906388471001; reg_zipnll: 182.98340365761206; aux_mae_loss_1: 97.62138517279374; aux_mae_loss_2: 12.653586462924356; aux_mae_loss_4: 1.6961487939483242; cnt_loss: 7.041396147326419; +2025-07-05 07:17:56,331 - INFO - Evaluation: +Curr mae: 78.5035; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 113.7755; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2057; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:17:56,331 - INFO - Epoch: 1203 / 1300 lr: 6.618e-06 +2025-07-05 07:18:12,559 - INFO - Training: cls_zice: 22.7461069916424; reg_zipnll: 176.1650784141139; aux_mae_loss_1: 95.21218731528835; aux_mae_loss_2: 12.469836950302124; aux_mae_loss_4: 1.6859870913781618; cnt_loss: 6.759982861970601; +2025-07-05 07:18:12,561 - INFO - Evaluation: +Curr mae: 84.5047; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 129.6117; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2280; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:18:12,561 - INFO - Epoch: 1204 / 1300 lr: 6.506e-06 +2025-07-05 07:18:28,728 - INFO - Training: cls_zice: 20.80662024648566; reg_zipnll: 175.80986043026573; aux_mae_loss_1: 92.70435774953742; aux_mae_loss_2: 12.100824117660522; aux_mae_loss_4: 1.6077471500948857; cnt_loss: 6.419767913065459; +2025-07-05 07:18:28,729 - INFO - Evaluation: +Curr mae: 93.9346; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 143.4189; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2668; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:18:28,729 - INFO - Epoch: 1205 / 1300 lr: 6.395e-06 +2025-07-05 07:18:44,883 - INFO - Training: cls_zice: 25.924550169392635; reg_zipnll: 183.1619005705181; aux_mae_loss_1: 98.06989659761128; aux_mae_loss_2: 12.667659257587633; aux_mae_loss_4: 1.6988667782984281; cnt_loss: 7.626091160272297; +2025-07-05 07:18:44,884 - INFO - Evaluation: +Curr mae: 93.3698; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 145.1469; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2636; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:18:44,884 - INFO - Epoch: 1206 / 1300 lr: 6.285e-06 +2025-07-05 07:19:01,260 - INFO - Training: cls_zice: 20.59384953661969; reg_zipnll: 171.03804277118883; aux_mae_loss_1: 90.06169268959447; aux_mae_loss_2: 11.703496079695853; aux_mae_loss_4: 1.5584626731119657; cnt_loss: 6.114190578460693; +2025-07-05 07:19:01,261 - INFO - Evaluation: +Curr mae: 93.5092; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 139.9323; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2593; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:19:01,261 - INFO - Epoch: 1207 / 1300 lr: 6.177e-06 +2025-07-05 07:19:17,384 - INFO - Training: cls_zice: 23.895551938759652; reg_zipnll: 178.53022183870016; aux_mae_loss_1: 95.07499223006398; aux_mae_loss_2: 12.427151253348903; aux_mae_loss_4: 1.6560136001361043; cnt_loss: 6.5722900503560115; +2025-07-05 07:19:17,385 - INFO - Evaluation: +Curr mae: 82.3581; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 120.8139; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2215; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:19:17,385 - INFO - Epoch: 1208 / 1300 lr: 6.069e-06 +2025-07-05 07:19:33,404 - INFO - Training: cls_zice: 24.84650850609729; reg_zipnll: 183.35221461245888; aux_mae_loss_1: 97.71286924261796; aux_mae_loss_2: 12.551699148981195; aux_mae_loss_4: 1.6780390739440918; cnt_loss: 7.351442933082581; +2025-07-05 07:19:33,405 - INFO - Evaluation: +Curr mae: 78.0800; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 112.5182; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2021; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:19:33,405 - INFO - Epoch: 1209 / 1300 lr: 5.962e-06 +2025-07-05 07:19:49,295 - INFO - Training: cls_zice: 23.226572104190524; reg_zipnll: 178.80269823576273; aux_mae_loss_1: 96.58267302262156; aux_mae_loss_2: 12.67445535408823; aux_mae_loss_4: 1.7091550481946844; cnt_loss: 6.71743381023407; +2025-07-05 07:19:49,296 - INFO - Evaluation: +Curr mae: 95.4416; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 152.3946; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2744; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:19:49,296 - INFO - Epoch: 1210 / 1300 lr: 5.857e-06 +2025-07-05 07:20:05,427 - INFO - Training: cls_zice: 23.91072633548787; reg_zipnll: 180.89682348150956; aux_mae_loss_1: 96.04582455283717; aux_mae_loss_2: 12.482922955563193; aux_mae_loss_4: 1.6806830732445968; cnt_loss: 6.774510088719819; +2025-07-05 07:20:05,427 - INFO - Evaluation: +Curr mae: 88.7777; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 129.9082; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2486; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:20:05,428 - INFO - Epoch: 1211 / 1300 lr: 5.753e-06 +2025-07-05 07:20:21,667 - INFO - Training: cls_zice: 25.44356113358548; reg_zipnll: 182.3759127165142; aux_mae_loss_1: 98.42446728756553; aux_mae_loss_2: 12.906225681304932; aux_mae_loss_4: 1.7177076324036247; cnt_loss: 7.192081551802786; +2025-07-05 07:20:21,668 - INFO - Evaluation: +Curr mae: 95.8007; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 155.8129; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2809; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:20:21,668 - INFO - Epoch: 1212 / 1300 lr: 5.649e-06 +2025-07-05 07:20:38,399 - INFO - Training: cls_zice: 25.513913170287484; reg_zipnll: 179.899725462261; aux_mae_loss_1: 97.86350139818694; aux_mae_loss_2: 12.859635365636725; aux_mae_loss_4: 1.7173622564265603; cnt_loss: 7.293815123407464; +2025-07-05 07:20:38,400 - INFO - Evaluation: +Curr mae: 86.1009; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 127.1009; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2370; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:20:38,400 - INFO - Epoch: 1213 / 1300 lr: 5.547e-06 +2025-07-05 07:20:55,103 - INFO - Training: cls_zice: 25.666471754249773; reg_zipnll: 175.58918159886412; aux_mae_loss_1: 95.26244263899953; aux_mae_loss_2: 12.491520166397095; aux_mae_loss_4: 1.6629606877502643; cnt_loss: 7.164446586056759; +2025-07-05 07:20:55,104 - INFO - Evaluation: +Curr mae: 91.2551; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 139.8248; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2521; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:20:55,104 - INFO - Epoch: 1214 / 1300 lr: 5.446e-06 +2025-07-05 07:21:11,603 - INFO - Training: cls_zice: 22.554653199095476; reg_zipnll: 174.6359281037983; aux_mae_loss_1: 91.69020652770996; aux_mae_loss_2: 12.06941216870358; aux_mae_loss_4: 1.588361017013851; cnt_loss: 5.986166608961005; +2025-07-05 07:21:11,604 - INFO - Evaluation: +Curr mae: 91.9552; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 139.6870; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2576; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:21:11,604 - INFO - Epoch: 1215 / 1300 lr: 5.346e-06 +2025-07-05 07:21:28,102 - INFO - Training: cls_zice: 23.423107683266466; reg_zipnll: 175.25384280556128; aux_mae_loss_1: 93.25293721650776; aux_mae_loss_2: 12.226631390421014; aux_mae_loss_4: 1.6346261328772496; cnt_loss: 6.405265582235236; +2025-07-05 07:21:28,103 - INFO - Evaluation: +Curr mae: 82.4430; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 120.5540; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2206; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:21:28,103 - INFO - Epoch: 1216 / 1300 lr: 5.247e-06 +2025-07-05 07:21:44,554 - INFO - Training: cls_zice: 24.779115959217673; reg_zipnll: 179.75311239142167; aux_mae_loss_1: 95.41389023630242; aux_mae_loss_2: 12.446183957551655; aux_mae_loss_4: 1.6729258251817603; cnt_loss: 7.101599963087785; +2025-07-05 07:21:44,555 - INFO - Evaluation: +Curr mae: 91.5611; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 133.3757; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2508; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:21:44,555 - INFO - Epoch: 1217 / 1300 lr: 5.149e-06 +2025-07-05 07:22:01,290 - INFO - Training: cls_zice: 20.43591289928085; reg_zipnll: 172.1678601315147; aux_mae_loss_1: 90.4929094816509; aux_mae_loss_2: 11.780207922584133; aux_mae_loss_4: 1.5556910226219578; cnt_loss: 6.115015073826439; +2025-07-05 07:22:01,291 - INFO - Evaluation: +Curr mae: 110.4551; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 172.8182; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3311; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:22:01,291 - INFO - Epoch: 1218 / 1300 lr: 5.052e-06 +2025-07-05 07:22:17,920 - INFO - Training: cls_zice: 25.07569228544047; reg_zipnll: 176.8437315288343; aux_mae_loss_1: 94.08989063062165; aux_mae_loss_2: 12.237049504330283; aux_mae_loss_4: 1.646205817398272; cnt_loss: 6.780092239379883; +2025-07-05 07:22:17,922 - INFO - Evaluation: +Curr mae: 96.5550; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 153.3615; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2794; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:22:17,922 - INFO - Epoch: 1219 / 1300 lr: 4.956e-06 +2025-07-05 07:22:34,747 - INFO - Training: cls_zice: 26.72480002829903; reg_zipnll: 181.35532017758018; aux_mae_loss_1: 99.05364026521382; aux_mae_loss_2: 12.9744452677275; aux_mae_loss_4: 1.731500129950674; cnt_loss: 6.937876745274193; +2025-07-05 07:22:34,748 - INFO - Evaluation: +Curr mae: 82.6262; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 117.8643; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2260; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:22:34,748 - INFO - Epoch: 1220 / 1300 lr: 4.861e-06 +2025-07-05 07:22:51,142 - INFO - Training: cls_zice: 21.570397527594317; reg_zipnll: 174.99153257671156; aux_mae_loss_1: 91.15233842950119; aux_mae_loss_2: 11.866453722903604; aux_mae_loss_4: 1.57458359944193; cnt_loss: 6.114850916360554; +2025-07-05 07:22:51,143 - INFO - Evaluation: +Curr mae: 75.3164; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 109.2508; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1928; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:22:51,143 - INFO - Epoch: 1221 / 1300 lr: 4.768e-06 +2025-07-05 07:23:07,381 - INFO - Training: cls_zice: 26.314520013959783; reg_zipnll: 183.35851468537984; aux_mae_loss_1: 99.51832349676835; aux_mae_loss_2: 13.02441880577489; aux_mae_loss_4: 1.7254574675309031; cnt_loss: 6.420688240151656; +2025-07-05 07:23:07,382 - INFO - Evaluation: +Curr mae: 87.8375; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 129.6872; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2448; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:23:07,382 - INFO - Epoch: 1222 / 1300 lr: 4.676e-06 +2025-07-05 07:23:23,825 - INFO - Training: cls_zice: 25.78192542728625; reg_zipnll: 183.1827705784848; aux_mae_loss_1: 97.39451789855957; aux_mae_loss_2: 12.569320013648586; aux_mae_loss_4: 1.654865573895605; cnt_loss: 7.345976722867865; +2025-07-05 07:23:23,826 - INFO - Evaluation: +Curr mae: 94.6067; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 147.3427; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2693; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:23:23,826 - INFO - Epoch: 1223 / 1300 lr: 4.584e-06 +2025-07-05 07:23:40,020 - INFO - Training: cls_zice: 25.293796382452314; reg_zipnll: 181.0256905806692; aux_mae_loss_1: 97.02771166751259; aux_mae_loss_2: 12.76484341370432; aux_mae_loss_4: 1.7072451349936033; cnt_loss: 6.411405243371663; +2025-07-05 07:23:40,021 - INFO - Evaluation: +Curr mae: 96.6166; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 148.4830; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2782; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:23:40,021 - INFO - Epoch: 1224 / 1300 lr: 4.494e-06 +2025-07-05 07:23:55,981 - INFO - Training: cls_zice: 21.877962918658007; reg_zipnll: 176.18279226202714; aux_mae_loss_1: 92.56753991779529; aux_mae_loss_2: 12.108054537522165; aux_mae_loss_4: 1.6124663776472996; cnt_loss: 6.546139579070242; +2025-07-05 07:23:55,982 - INFO - Evaluation: +Curr mae: 85.1382; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 124.6568; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2325; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:23:55,982 - INFO - Epoch: 1225 / 1300 lr: 4.405e-06 +2025-07-05 07:24:12,218 - INFO - Training: cls_zice: 24.437755631773097; reg_zipnll: 175.19013635735763; aux_mae_loss_1: 93.07091853493138; aux_mae_loss_2: 12.13839840888977; aux_mae_loss_4: 1.6221248240847337; cnt_loss: 5.900603143792403; +2025-07-05 07:24:12,219 - INFO - Evaluation: +Curr mae: 77.1854; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 111.3293; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2022; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:24:12,219 - INFO - Epoch: 1226 / 1300 lr: 4.317e-06 +2025-07-05 07:24:28,298 - INFO - Training: cls_zice: 21.763372422833193; reg_zipnll: 169.20678068462172; aux_mae_loss_1: 93.53697204589844; aux_mae_loss_2: 12.44080985219855; aux_mae_loss_4: 1.7006768819532896; cnt_loss: 6.787628431069224; +2025-07-05 07:24:28,299 - INFO - Evaluation: +Curr mae: 79.5750; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 113.7039; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2068; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:24:28,299 - INFO - Epoch: 1227 / 1300 lr: 4.230e-06 +2025-07-05 07:24:44,371 - INFO - Training: cls_zice: 24.811992306458322; reg_zipnll: 186.17702564440276; aux_mae_loss_1: 99.71347076014469; aux_mae_loss_2: 12.98360804507607; aux_mae_loss_4: 1.7276843974464817; cnt_loss: 6.755155833143937; +2025-07-05 07:24:44,372 - INFO - Evaluation: +Curr mae: 83.0741; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 117.0670; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2194; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:24:44,372 - INFO - Epoch: 1228 / 1300 lr: 4.144e-06 +2025-07-05 07:25:00,485 - INFO - Training: cls_zice: 21.71557324811032; reg_zipnll: 180.84380661813836; aux_mae_loss_1: 95.35239400361714; aux_mae_loss_2: 12.416234907351042; aux_mae_loss_4: 1.6522386356403953; cnt_loss: 6.669142804647747; +2025-07-05 07:25:00,485 - INFO - Evaluation: +Curr mae: 82.3587; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 123.8564; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2188; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:25:00,486 - INFO - Epoch: 1229 / 1300 lr: 4.060e-06 +2025-07-05 07:25:16,516 - INFO - Training: cls_zice: 24.843021124601364; reg_zipnll: 173.5389444451583; aux_mae_loss_1: 92.8427004563181; aux_mae_loss_2: 12.20578854962399; aux_mae_loss_4: 1.632984813890959; cnt_loss: 7.011762637841074; +2025-07-05 07:25:16,517 - INFO - Evaluation: +Curr mae: 91.1310; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 139.8287; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2590; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:25:16,517 - INFO - Epoch: 1230 / 1300 lr: 3.976e-06 +2025-07-05 07:25:32,599 - INFO - Training: cls_zice: 21.057517393639213; reg_zipnll: 175.2591125086734; aux_mae_loss_1: 94.5483092257851; aux_mae_loss_2: 12.487291423897995; aux_mae_loss_4: 1.6782568975498802; cnt_loss: 7.133495073569448; +2025-07-05 07:25:32,600 - INFO - Evaluation: +Curr mae: 86.8482; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 128.6332; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2426; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:25:32,600 - INFO - Epoch: 1231 / 1300 lr: 3.894e-06 +2025-07-05 07:25:48,810 - INFO - Training: cls_zice: 22.74588749910656; reg_zipnll: 180.94781554372688; aux_mae_loss_1: 94.4130169717889; aux_mae_loss_2: 12.21682942541022; aux_mae_loss_4: 1.6231122895290977; cnt_loss: 6.358319878578186; +2025-07-05 07:25:48,811 - INFO - Evaluation: +Curr mae: 74.6235; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 109.6317; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1909; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:25:48,811 - INFO - Epoch: 1232 / 1300 lr: 3.812e-06 +2025-07-05 07:26:04,842 - INFO - Training: cls_zice: 24.012998995028045; reg_zipnll: 183.02129464400443; aux_mae_loss_1: 94.74057749698036; aux_mae_loss_2: 12.252124284443102; aux_mae_loss_4: 1.6007451007240696; cnt_loss: 6.2312093157517285; +2025-07-05 07:26:04,843 - INFO - Evaluation: +Curr mae: 86.0476; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 131.3426; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2342; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:26:04,843 - INFO - Epoch: 1233 / 1300 lr: 3.732e-06 +2025-07-05 07:26:20,975 - INFO - Training: cls_zice: 21.41709348873088; reg_zipnll: 174.8716782017758; aux_mae_loss_1: 92.46297113518966; aux_mae_loss_2: 12.113158276206569; aux_mae_loss_4: 1.6019669959419651; cnt_loss: 5.949295169428775; +2025-07-05 07:26:20,976 - INFO - Evaluation: +Curr mae: 83.4804; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 121.0685; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2192; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:26:20,976 - INFO - Epoch: 1234 / 1300 lr: 3.653e-06 +2025-07-05 07:26:37,083 - INFO - Training: cls_zice: 23.575368799661334; reg_zipnll: 180.6006710654811; aux_mae_loss_1: 95.60113445081208; aux_mae_loss_2: 12.365160540530557; aux_mae_loss_4: 1.638915030579818; cnt_loss: 6.841305224519027; +2025-07-05 07:26:37,084 - INFO - Evaluation: +Curr mae: 82.4881; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 121.8253; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2229; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:26:37,084 - INFO - Epoch: 1235 / 1300 lr: 3.575e-06 +2025-07-05 07:26:52,981 - INFO - Training: cls_zice: 21.04547101886649; reg_zipnll: 173.97025158530786; aux_mae_loss_1: 91.91271852192126; aux_mae_loss_2: 12.003833406849912; aux_mae_loss_4: 1.6140953820002706; cnt_loss: 7.038050664098639; +2025-07-05 07:26:52,982 - INFO - Evaluation: +Curr mae: 82.8172; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 116.5240; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2250; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:26:52,982 - INFO - Epoch: 1236 / 1300 lr: 3.498e-06 +2025-07-05 07:27:09,103 - INFO - Training: cls_zice: 23.545306441031006; reg_zipnll: 177.88449136834396; aux_mae_loss_1: 94.49260360316227; aux_mae_loss_2: 12.380003238979139; aux_mae_loss_4: 1.6581327209347172; cnt_loss: 6.648391635794389; +2025-07-05 07:27:09,104 - INFO - Evaluation: +Curr mae: 79.2088; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 110.2907; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2128; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:27:09,104 - INFO - Epoch: 1237 / 1300 lr: 3.423e-06 +2025-07-05 07:27:25,054 - INFO - Training: cls_zice: 23.543119828951987; reg_zipnll: 182.894429056268; aux_mae_loss_1: 96.97932705126311; aux_mae_loss_2: 12.523847968954788; aux_mae_loss_4: 1.6894314994937496; cnt_loss: 6.608939189659922; +2025-07-05 07:27:25,055 - INFO - Evaluation: +Curr mae: 73.3346; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 106.7585; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1894; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:27:25,055 - INFO - Epoch: 1238 / 1300 lr: 3.348e-06 +2025-07-05 07:27:41,116 - INFO - Training: cls_zice: 25.119112529252703; reg_zipnll: 176.9110619394403; aux_mae_loss_1: 93.34450882359555; aux_mae_loss_2: 12.224876868097406; aux_mae_loss_4: 1.6330364409245943; cnt_loss: 6.295870724477266; +2025-07-05 07:27:41,117 - INFO - Evaluation: +Curr mae: 77.4789; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 111.2735; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1974; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:27:41,117 - INFO - Epoch: 1239 / 1300 lr: 3.275e-06 +2025-07-05 07:27:57,067 - INFO - Training: cls_zice: 22.274134635925293; reg_zipnll: 173.00217357434724; aux_mae_loss_1: 90.2829149145829; aux_mae_loss_2: 11.686063189255563; aux_mae_loss_4: 1.5299752668330544; cnt_loss: 6.393305671842475; +2025-07-05 07:27:57,068 - INFO - Evaluation: +Curr mae: 77.0483; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 110.5158; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2021; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:27:57,068 - INFO - Epoch: 1240 / 1300 lr: 3.203e-06 +2025-07-05 07:28:13,270 - INFO - Training: cls_zice: 23.485238807766063; reg_zipnll: 176.1403579711914; aux_mae_loss_1: 95.40944842288368; aux_mae_loss_2: 12.460191701587878; aux_mae_loss_4: 1.644812092969292; cnt_loss: 6.1034301644877385; +2025-07-05 07:28:13,271 - INFO - Evaluation: +Curr mae: 83.1138; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 123.0889; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2269; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:28:13,271 - INFO - Epoch: 1241 / 1300 lr: 3.131e-06 +2025-07-05 07:28:29,403 - INFO - Training: cls_zice: 27.349387626898917; reg_zipnll: 181.35548742193924; aux_mae_loss_1: 97.5324562474301; aux_mae_loss_2: 12.744505204652485; aux_mae_loss_4: 1.7291257632406134; cnt_loss: 6.5884767896250676; +2025-07-05 07:28:29,404 - INFO - Evaluation: +Curr mae: 70.4224; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 102.3031; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1754; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:28:29,404 - INFO - Epoch: 1242 / 1300 lr: 3.061e-06 +2025-07-05 07:28:45,412 - INFO - Training: cls_zice: 21.22781068086624; reg_zipnll: 172.91716465197112; aux_mae_loss_1: 89.36595349562795; aux_mae_loss_2: 11.685223265698081; aux_mae_loss_4: 1.542176604270935; cnt_loss: 5.828303920595269; +2025-07-05 07:28:45,412 - INFO - Evaluation: +Curr mae: 74.7598; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 106.4877; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1909; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:28:45,412 - INFO - Epoch: 1243 / 1300 lr: 2.993e-06 +2025-07-05 07:29:01,351 - INFO - Training: cls_zice: 22.976704104950553; reg_zipnll: 176.60177913464997; aux_mae_loss_1: 94.23725921229313; aux_mae_loss_2: 12.299177834862157; aux_mae_loss_4: 1.6576469728821202; cnt_loss: 6.874421765929775; +2025-07-05 07:29:01,352 - INFO - Evaluation: +Curr mae: 78.3245; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 109.9044; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2028; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:29:01,352 - INFO - Epoch: 1244 / 1300 lr: 2.925e-06 +2025-07-05 07:29:17,422 - INFO - Training: cls_zice: 22.843156814575195; reg_zipnll: 176.36301000494706; aux_mae_loss_1: 94.3518960852372; aux_mae_loss_2: 12.26846694946289; aux_mae_loss_4: 1.6598821627466303; cnt_loss: 6.524977960084614; +2025-07-05 07:29:17,423 - INFO - Evaluation: +Curr mae: 77.6085; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 109.0840; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1993; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:29:17,423 - INFO - Epoch: 1245 / 1300 lr: 2.858e-06 +2025-07-05 07:29:33,585 - INFO - Training: cls_zice: 20.25787793335162; reg_zipnll: 170.79034223054586; aux_mae_loss_1: 89.67966842651367; aux_mae_loss_2: 11.70986260865864; aux_mae_loss_4: 1.5655424108630733; cnt_loss: 5.803398217025556; +2025-07-05 07:29:33,586 - INFO - Evaluation: +Curr mae: 76.9358; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 111.2331; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1971; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:29:33,586 - INFO - Epoch: 1246 / 1300 lr: 2.793e-06 +2025-07-05 07:29:49,485 - INFO - Training: cls_zice: 22.57489670891511; reg_zipnll: 173.48756187840513; aux_mae_loss_1: 93.17388424120452; aux_mae_loss_2: 12.173460596486143; aux_mae_loss_4: 1.609221681168205; cnt_loss: 6.604157598395097; +2025-07-05 07:29:49,486 - INFO - Evaluation: +Curr mae: 79.2432; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 112.6426; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2038; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:29:49,486 - INFO - Epoch: 1247 / 1300 lr: 2.729e-06 +2025-07-05 07:30:05,479 - INFO - Training: cls_zice: 23.992150532767962; reg_zipnll: 186.04294144479852; aux_mae_loss_1: 97.28553430657638; aux_mae_loss_2: 12.442594051361084; aux_mae_loss_4: 1.6523711838220294; cnt_loss: 6.819453076312416; +2025-07-05 07:30:05,480 - INFO - Evaluation: +Curr mae: 74.9189; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 107.7815; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1898; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:30:05,480 - INFO - Epoch: 1248 / 1300 lr: 2.666e-06 +2025-07-05 07:30:21,447 - INFO - Training: cls_zice: 21.300897083784406; reg_zipnll: 177.8277702331543; aux_mae_loss_1: 92.11328867862099; aux_mae_loss_2: 11.914924207486605; aux_mae_loss_4: 1.570337530813719; cnt_loss: 5.852860444470456; +2025-07-05 07:30:21,448 - INFO - Evaluation: +Curr mae: 75.6711; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 109.5303; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1937; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:30:21,448 - INFO - Epoch: 1249 / 1300 lr: 2.604e-06 +2025-07-05 07:30:37,576 - INFO - Training: cls_zice: 26.406385189608525; reg_zipnll: 181.46311288130912; aux_mae_loss_1: 97.44921844883969; aux_mae_loss_2: 12.533320138328953; aux_mae_loss_4: 1.6537421628048545; cnt_loss: 6.985137813969662; +2025-07-05 07:30:37,577 - INFO - Evaluation: +Curr mae: 80.7327; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 113.9154; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2099; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:30:37,577 - INFO - Epoch: 1250 / 1300 lr: 2.543e-06 +2025-07-05 07:30:53,319 - INFO - Training: cls_zice: 24.557222504364816; reg_zipnll: 177.53585012335526; aux_mae_loss_1: 93.83842889886154; aux_mae_loss_2: 12.110366444838675; aux_mae_loss_4: 1.5982547057302374; cnt_loss: 5.944163723995811; +2025-07-05 07:30:53,320 - INFO - Evaluation: +Curr mae: 89.7622; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 130.6954; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2482; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:30:55,811 - INFO - Epoch: 1251 / 1300 lr: 2.483e-06 +2025-07-05 07:31:11,960 - INFO - Training: cls_zice: 22.62853428250865; reg_zipnll: 174.56432442916068; aux_mae_loss_1: 94.63636639243678; aux_mae_loss_2: 12.546164123635544; aux_mae_loss_4: 1.6885873142041659; cnt_loss: 6.607733801791542; +2025-07-05 07:31:11,961 - INFO - Evaluation: +Curr mae: 82.2870; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 116.3176; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2203; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:31:11,961 - INFO - Epoch: 1252 / 1300 lr: 2.425e-06 +2025-07-05 07:31:28,000 - INFO - Training: cls_zice: 20.952797830104828; reg_zipnll: 178.06557946456107; aux_mae_loss_1: 93.78551844546669; aux_mae_loss_2: 12.35908089186016; aux_mae_loss_4: 1.6448532248798169; cnt_loss: 6.350194046371861; +2025-07-05 07:31:28,001 - INFO - Evaluation: +Curr mae: 114.3328; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 176.2546; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.3381; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:31:28,001 - INFO - Epoch: 1253 / 1300 lr: 2.368e-06 +2025-07-05 07:31:44,026 - INFO - Training: cls_zice: 18.893402777220075; reg_zipnll: 166.91673600046258; aux_mae_loss_1: 88.32905267414294; aux_mae_loss_2: 11.639582282618472; aux_mae_loss_4: 1.542505532503128; cnt_loss: 6.402204199841148; +2025-07-05 07:31:44,027 - INFO - Evaluation: +Curr mae: 81.4568; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 116.6123; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2127; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:31:44,027 - INFO - Epoch: 1254 / 1300 lr: 2.312e-06 +2025-07-05 07:32:00,204 - INFO - Training: cls_zice: 21.33038587946641; reg_zipnll: 176.43422176963404; aux_mae_loss_1: 91.5701951478657; aux_mae_loss_2: 11.87997555732727; aux_mae_loss_4: 1.5525919230360734; cnt_loss: 5.7154246756905005; +2025-07-05 07:32:00,205 - INFO - Evaluation: +Curr mae: 102.3557; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 156.8971; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2968; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:32:00,205 - INFO - Epoch: 1255 / 1300 lr: 2.257e-06 +2025-07-05 07:32:16,348 - INFO - Training: cls_zice: 22.91551839050494; reg_zipnll: 177.77679403204667; aux_mae_loss_1: 92.8530764328806; aux_mae_loss_2: 12.000172753083078; aux_mae_loss_4: 1.5823378500185514; cnt_loss: 6.293999527630053; +2025-07-05 07:32:16,349 - INFO - Evaluation: +Curr mae: 82.1092; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 117.9508; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2208; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:32:16,349 - INFO - Epoch: 1256 / 1300 lr: 2.203e-06 +2025-07-05 07:32:32,443 - INFO - Training: cls_zice: 23.688261653247633; reg_zipnll: 172.05808579294305; aux_mae_loss_1: 92.47908973693848; aux_mae_loss_2: 12.152187359960456; aux_mae_loss_4: 1.6375956253001565; cnt_loss: 6.49582238573777; +2025-07-05 07:32:32,444 - INFO - Evaluation: +Curr mae: 91.8973; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 132.3878; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2494; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:32:32,444 - INFO - Epoch: 1257 / 1300 lr: 2.150e-06 +2025-07-05 07:32:48,449 - INFO - Training: cls_zice: 22.823077283407514; reg_zipnll: 179.67348359760484; aux_mae_loss_1: 94.22759678489284; aux_mae_loss_2: 12.22735027263039; aux_mae_loss_4: 1.6174405217170715; cnt_loss: 6.628107616775914; +2025-07-05 07:32:48,450 - INFO - Evaluation: +Curr mae: 71.1533; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 104.4289; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1762; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:32:48,450 - INFO - Epoch: 1258 / 1300 lr: 2.099e-06 +2025-07-05 07:33:04,278 - INFO - Training: cls_zice: 21.77040121429845; reg_zipnll: 176.41503544857628; aux_mae_loss_1: 93.97034273649517; aux_mae_loss_2: 12.186606306778756; aux_mae_loss_4: 1.6270757944960343; cnt_loss: 6.832099920824954; +2025-07-05 07:33:04,279 - INFO - Evaluation: +Curr mae: 78.4239; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 112.2409; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2009; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:33:04,279 - INFO - Epoch: 1259 / 1300 lr: 2.048e-06 +2025-07-05 07:33:20,271 - INFO - Training: cls_zice: 22.009723964490387; reg_zipnll: 172.39044129221062; aux_mae_loss_1: 92.59579166613128; aux_mae_loss_2: 12.182007877450241; aux_mae_loss_4: 1.6399427087683427; cnt_loss: 6.124276656853525; +2025-07-05 07:33:20,272 - INFO - Evaluation: +Curr mae: 72.1723; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 106.2720; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1796; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:33:20,272 - INFO - Epoch: 1260 / 1300 lr: 1.999e-06 +2025-07-05 07:33:36,305 - INFO - Training: cls_zice: 23.71249831546294; reg_zipnll: 175.12209902311625; aux_mae_loss_1: 95.2072235910516; aux_mae_loss_2: 12.472433654885544; aux_mae_loss_4: 1.6574396945928271; cnt_loss: 6.413506313374168; +2025-07-05 07:33:36,306 - INFO - Evaluation: +Curr mae: 81.2153; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 115.7573; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2142; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:33:36,306 - INFO - Epoch: 1261 / 1300 lr: 1.951e-06 +2025-07-05 07:33:52,553 - INFO - Training: cls_zice: 24.670367080914346; reg_zipnll: 181.73006097893966; aux_mae_loss_1: 98.60319388540168; aux_mae_loss_2: 12.918636961987144; aux_mae_loss_4: 1.7339642502759631; cnt_loss: 7.040514889516328; +2025-07-05 07:33:52,554 - INFO - Evaluation: +Curr mae: 80.3946; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 114.7795; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2121; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:33:52,554 - INFO - Epoch: 1262 / 1300 lr: 1.904e-06 +2025-07-05 07:34:08,539 - INFO - Training: cls_zice: 20.30763970060568; reg_zipnll: 175.85068090338456; aux_mae_loss_1: 91.59890777186344; aux_mae_loss_2: 11.977902638284784; aux_mae_loss_4: 1.584725188581567; cnt_loss: 6.182845711708069; +2025-07-05 07:34:08,540 - INFO - Evaluation: +Curr mae: 77.2247; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 111.6727; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2023; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:34:08,540 - INFO - Epoch: 1263 / 1300 lr: 1.859e-06 +2025-07-05 07:34:24,718 - INFO - Training: cls_zice: 22.393061173589604; reg_zipnll: 176.02570724487305; aux_mae_loss_1: 94.40902318452534; aux_mae_loss_2: 12.407935418580708; aux_mae_loss_4: 1.6731653119388379; cnt_loss: 6.528819379053618; +2025-07-05 07:34:24,719 - INFO - Evaluation: +Curr mae: 72.4369; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 105.7205; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1781; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:34:24,719 - INFO - Epoch: 1264 / 1300 lr: 1.814e-06 +2025-07-05 07:34:40,772 - INFO - Training: cls_zice: 24.784643119887303; reg_zipnll: 183.75234804655375; aux_mae_loss_1: 98.88138680709035; aux_mae_loss_2: 12.869289297806588; aux_mae_loss_4: 1.7249801958862103; cnt_loss: 6.763312515459563; +2025-07-05 07:34:40,773 - INFO - Evaluation: +Curr mae: 79.3749; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 113.0687; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2055; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:34:40,773 - INFO - Epoch: 1265 / 1300 lr: 1.771e-06 +2025-07-05 07:34:56,844 - INFO - Training: cls_zice: 25.131505674241406; reg_zipnll: 175.3733153092234; aux_mae_loss_1: 94.41841255991082; aux_mae_loss_2: 12.359754010250693; aux_mae_loss_4: 1.67287771639071; cnt_loss: 7.345420893869902; +2025-07-05 07:34:56,845 - INFO - Evaluation: +Curr mae: 89.1176; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 129.5966; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2436; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:34:56,845 - INFO - Epoch: 1266 / 1300 lr: 1.729e-06 +2025-07-05 07:35:12,787 - INFO - Training: cls_zice: 19.96423988044262; reg_zipnll: 164.46989661768862; aux_mae_loss_1: 88.9875545501709; aux_mae_loss_2: 11.80905106193141; aux_mae_loss_4: 1.576959519009841; cnt_loss: 6.05295163079312; +2025-07-05 07:35:12,788 - INFO - Evaluation: +Curr mae: 76.6256; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 109.4411; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1955; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:35:12,788 - INFO - Epoch: 1267 / 1300 lr: 1.688e-06 +2025-07-05 07:35:28,629 - INFO - Training: cls_zice: 24.414950775472743; reg_zipnll: 178.86742180272154; aux_mae_loss_1: 96.36004196970086; aux_mae_loss_2: 12.597933192002145; aux_mae_loss_4: 1.691339677885959; cnt_loss: 6.765227669163754; +2025-07-05 07:35:28,630 - INFO - Evaluation: +Curr mae: 80.5715; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 116.0668; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2098; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:35:28,630 - INFO - Epoch: 1268 / 1300 lr: 1.648e-06 +2025-07-05 07:35:44,625 - INFO - Training: cls_zice: 26.133627427251714; reg_zipnll: 177.9630231355366; aux_mae_loss_1: 93.8317649238988; aux_mae_loss_2: 12.1837469276629; aux_mae_loss_4: 1.6118583867424412; cnt_loss: 6.112369223644859; +2025-07-05 07:35:44,626 - INFO - Evaluation: +Curr mae: 84.2662; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 122.2765; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2186; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:35:44,626 - INFO - Epoch: 1269 / 1300 lr: 1.609e-06 +2025-07-05 07:36:00,611 - INFO - Training: cls_zice: 21.101025477836007; reg_zipnll: 177.82037815294768; aux_mae_loss_1: 93.08434657046669; aux_mae_loss_2: 12.101714309893156; aux_mae_loss_4: 1.585739016532898; cnt_loss: 6.634334043452614; +2025-07-05 07:36:00,612 - INFO - Evaluation: +Curr mae: 83.9555; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 119.6495; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2237; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:36:00,612 - INFO - Epoch: 1270 / 1300 lr: 1.572e-06 +2025-07-05 07:36:16,686 - INFO - Training: cls_zice: 23.887295020254033; reg_zipnll: 180.17308004278885; aux_mae_loss_1: 96.67899533321983; aux_mae_loss_2: 12.594867756492214; aux_mae_loss_4: 1.6955716013908386; cnt_loss: 6.923466569498966; +2025-07-05 07:36:16,687 - INFO - Evaluation: +Curr mae: 82.1437; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 116.9590; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2192; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:36:16,687 - INFO - Epoch: 1271 / 1300 lr: 1.536e-06 +2025-07-05 07:36:32,742 - INFO - Training: cls_zice: 22.59802028379942; reg_zipnll: 177.72462202373305; aux_mae_loss_1: 95.04239353380706; aux_mae_loss_2: 12.445905334071108; aux_mae_loss_4: 1.652487166618046; cnt_loss: 6.435304760932922; +2025-07-05 07:36:32,743 - INFO - Evaluation: +Curr mae: 89.9609; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 132.7664; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2466; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:36:32,743 - INFO - Epoch: 1272 / 1300 lr: 1.501e-06 +2025-07-05 07:36:48,977 - INFO - Training: cls_zice: 23.228697456811602; reg_zipnll: 175.78095124897203; aux_mae_loss_1: 92.85199878090306; aux_mae_loss_2: 12.170331779279207; aux_mae_loss_4: 1.634230602728693; cnt_loss: 6.220575357738294; +2025-07-05 07:36:48,978 - INFO - Evaluation: +Curr mae: 77.9906; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 112.1139; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2049; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:36:48,978 - INFO - Epoch: 1273 / 1300 lr: 1.467e-06 +2025-07-05 07:37:04,844 - INFO - Training: cls_zice: 23.73925140656923; reg_zipnll: 174.1671680651213; aux_mae_loss_1: 94.47736167907715; aux_mae_loss_2: 12.347980373784116; aux_mae_loss_4: 1.6421484711923098; cnt_loss: 6.040444054101643; +2025-07-05 07:37:04,845 - INFO - Evaluation: +Curr mae: 75.8337; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 109.4175; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1894; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:37:04,845 - INFO - Epoch: 1274 / 1300 lr: 1.434e-06 +2025-07-05 07:37:21,062 - INFO - Training: cls_zice: 21.962096904453478; reg_zipnll: 173.0938038073088; aux_mae_loss_1: 92.14814808494167; aux_mae_loss_2: 12.154151627891942; aux_mae_loss_4: 1.6282402057396739; cnt_loss: 6.113502540086445; +2025-07-05 07:37:21,063 - INFO - Evaluation: +Curr mae: 90.3865; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 130.6625; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2532; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:37:21,063 - INFO - Epoch: 1275 / 1300 lr: 1.403e-06 +2025-07-05 07:37:37,267 - INFO - Training: cls_zice: 25.77602585365898; reg_zipnll: 180.74294702630294; aux_mae_loss_1: 96.91598028885691; aux_mae_loss_2: 12.550163758428473; aux_mae_loss_4: 1.663209363033897; cnt_loss: 6.440229629215441; +2025-07-05 07:37:37,268 - INFO - Evaluation: +Curr mae: 84.0643; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 119.7514; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2254; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:37:37,268 - INFO - Epoch: 1276 / 1300 lr: 1.372e-06 +2025-07-05 07:37:53,494 - INFO - Training: cls_zice: 26.83124314248562; reg_zipnll: 175.62497630872224; aux_mae_loss_1: 96.62782157094856; aux_mae_loss_2: 12.731780190216867; aux_mae_loss_4: 1.7103694128362756; cnt_loss: 6.484352337686639; +2025-07-05 07:37:53,495 - INFO - Evaluation: +Curr mae: 73.7255; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 106.6903; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1891; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:37:53,495 - INFO - Epoch: 1277 / 1300 lr: 1.343e-06 +2025-07-05 07:38:09,528 - INFO - Training: cls_zice: 23.953313825946104; reg_zipnll: 178.58393398084138; aux_mae_loss_1: 95.89667380483527; aux_mae_loss_2: 12.481099304399992; aux_mae_loss_4: 1.6671472568260997; cnt_loss: 6.952032879779213; +2025-07-05 07:38:09,529 - INFO - Evaluation: +Curr mae: 75.3189; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 109.6475; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1953; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:38:09,529 - INFO - Epoch: 1278 / 1300 lr: 1.315e-06 +2025-07-05 07:38:25,594 - INFO - Training: cls_zice: 24.874134618985025; reg_zipnll: 175.75889647634406; aux_mae_loss_1: 95.45611040215744; aux_mae_loss_2: 12.479401262182938; aux_mae_loss_4: 1.6754688761736218; cnt_loss: 6.560985075800042; +2025-07-05 07:38:25,595 - INFO - Evaluation: +Curr mae: 74.9034; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 108.0234; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1927; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:38:25,595 - INFO - Epoch: 1279 / 1300 lr: 1.288e-06 +2025-07-05 07:38:41,522 - INFO - Training: cls_zice: 26.19742049355256; reg_zipnll: 180.1718884518272; aux_mae_loss_1: 99.10926758615594; aux_mae_loss_2: 13.026631643897609; aux_mae_loss_4: 1.7367776773477857; cnt_loss: 6.591870903968811; +2025-07-05 07:38:41,523 - INFO - Evaluation: +Curr mae: 76.2150; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 108.8737; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1953; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:38:41,523 - INFO - Epoch: 1280 / 1300 lr: 1.263e-06 +2025-07-05 07:38:57,664 - INFO - Training: cls_zice: 22.265638660443457; reg_zipnll: 175.65808366474351; aux_mae_loss_1: 93.0466971146433; aux_mae_loss_2: 12.217793552499069; aux_mae_loss_4: 1.6000067466183712; cnt_loss: 6.5689840128547266; +2025-07-05 07:38:57,665 - INFO - Evaluation: +Curr mae: 74.3156; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 108.1686; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1870; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:38:57,665 - INFO - Epoch: 1281 / 1300 lr: 1.238e-06 +2025-07-05 07:39:13,568 - INFO - Training: cls_zice: 21.783175904499856; reg_zipnll: 173.2849036768863; aux_mae_loss_1: 92.67197679218494; aux_mae_loss_2: 12.128750110927381; aux_mae_loss_4: 1.614963086027848; cnt_loss: 6.849774448495162; +2025-07-05 07:39:13,569 - INFO - Evaluation: +Curr mae: 73.8202; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 106.8588; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1892; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:39:13,569 - INFO - Epoch: 1282 / 1300 lr: 1.215e-06 +2025-07-05 07:39:29,840 - INFO - Training: cls_zice: 22.308045550396567; reg_zipnll: 175.70807286312706; aux_mae_loss_1: 92.59748328359504; aux_mae_loss_2: 11.963141516635293; aux_mae_loss_4: 1.5879945268756466; cnt_loss: 6.2582967720533675; +2025-07-05 07:39:29,841 - INFO - Evaluation: +Curr mae: 80.7316; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 116.9622; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2093; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:39:29,841 - INFO - Epoch: 1283 / 1300 lr: 1.193e-06 +2025-07-05 07:39:45,857 - INFO - Training: cls_zice: 25.504400030562753; reg_zipnll: 173.1817084864566; aux_mae_loss_1: 96.22448670236687; aux_mae_loss_2: 12.656067547045255; aux_mae_loss_4: 1.7144523906080347; cnt_loss: 7.1027954377626115; +2025-07-05 07:39:45,858 - INFO - Evaluation: +Curr mae: 81.7812; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 117.6763; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2175; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:39:45,858 - INFO - Epoch: 1284 / 1300 lr: 1.172e-06 +2025-07-05 07:40:02,065 - INFO - Training: cls_zice: 20.786167353391647; reg_zipnll: 178.01862576133325; aux_mae_loss_1: 94.01689910888672; aux_mae_loss_2: 12.195987676319323; aux_mae_loss_4: 1.6221599265148765; cnt_loss: 6.7275575462140536; +2025-07-05 07:40:02,066 - INFO - Evaluation: +Curr mae: 94.7836; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 140.5974; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2647; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:40:02,066 - INFO - Epoch: 1285 / 1300 lr: 1.153e-06 +2025-07-05 07:40:18,322 - INFO - Training: cls_zice: 22.14618297627098; reg_zipnll: 181.1368267661647; aux_mae_loss_1: 95.36248347633763; aux_mae_loss_2: 12.328979943927965; aux_mae_loss_4: 1.6333790170518976; cnt_loss: 6.16063842647954; +2025-07-05 07:40:18,323 - INFO - Evaluation: +Curr mae: 77.0351; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 111.5448; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2011; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:40:18,323 - INFO - Epoch: 1286 / 1300 lr: 1.134e-06 +2025-07-05 07:40:34,538 - INFO - Training: cls_zice: 23.6790733339363; reg_zipnll: 179.63904471146432; aux_mae_loss_1: 97.32854060122841; aux_mae_loss_2: 12.761581182479858; aux_mae_loss_4: 1.7108343494565863; cnt_loss: 6.877473448452196; +2025-07-05 07:40:34,539 - INFO - Evaluation: +Curr mae: 79.2116; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 115.2709; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2068; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:40:34,539 - INFO - Epoch: 1287 / 1300 lr: 1.117e-06 +2025-07-05 07:40:50,678 - INFO - Training: cls_zice: 26.765524613229854; reg_zipnll: 176.3978809557463; aux_mae_loss_1: 95.60305163734837; aux_mae_loss_2: 12.401220773395739; aux_mae_loss_4: 1.6665403450790204; cnt_loss: 6.602562433794925; +2025-07-05 07:40:50,679 - INFO - Evaluation: +Curr mae: 75.4944; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 108.8368; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1928; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:40:50,679 - INFO - Epoch: 1288 / 1300 lr: 1.101e-06 +2025-07-05 07:41:06,754 - INFO - Training: cls_zice: 23.437238774801557; reg_zipnll: 176.656451777408; aux_mae_loss_1: 92.6342753360146; aux_mae_loss_2: 12.037667801505641; aux_mae_loss_4: 1.6108250398384898; cnt_loss: 6.542312885585584; +2025-07-05 07:41:06,755 - INFO - Evaluation: +Curr mae: 75.6760; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 109.3767; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1938; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:41:06,755 - INFO - Epoch: 1289 / 1300 lr: 1.086e-06 +2025-07-05 07:41:22,878 - INFO - Training: cls_zice: 22.536893091703718; reg_zipnll: 178.29583539460836; aux_mae_loss_1: 93.36894406770405; aux_mae_loss_2: 12.21260855072423; aux_mae_loss_4: 1.6121087356617576; cnt_loss: 6.29675537034085; +2025-07-05 07:41:22,879 - INFO - Evaluation: +Curr mae: 80.1215; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 115.6812; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2119; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:41:22,879 - INFO - Epoch: 1290 / 1300 lr: 1.072e-06 +2025-07-05 07:41:38,860 - INFO - Training: cls_zice: 23.042031796354998; reg_zipnll: 173.4874436227899; aux_mae_loss_1: 91.7221871426231; aux_mae_loss_2: 12.085981293728477; aux_mae_loss_4: 1.5826080817925303; cnt_loss: 6.4864480997386735; +2025-07-05 07:41:38,861 - INFO - Evaluation: +Curr mae: 88.9986; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 127.5273; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2462; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:41:38,861 - INFO - Epoch: 1291 / 1300 lr: 1.060e-06 +2025-07-05 07:41:54,940 - INFO - Training: cls_zice: 23.62491646565889; reg_zipnll: 182.5229562458239; aux_mae_loss_1: 96.40625120464124; aux_mae_loss_2: 12.458893625359787; aux_mae_loss_4: 1.6475858249162372; cnt_loss: 6.505131345046194; +2025-07-05 07:41:54,941 - INFO - Evaluation: +Curr mae: 73.6926; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 107.3217; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1851; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:41:54,941 - INFO - Epoch: 1292 / 1300 lr: 1.048e-06 +2025-07-05 07:42:11,130 - INFO - Training: cls_zice: 24.81522639801628; reg_zipnll: 178.11205713372482; aux_mae_loss_1: 97.5713102441085; aux_mae_loss_2: 12.667622114482679; aux_mae_loss_4: 1.7023779185194718; cnt_loss: 6.758325426202071; +2025-07-05 07:42:11,131 - INFO - Evaluation: +Curr mae: 82.9765; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 119.4858; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2217; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:42:11,131 - INFO - Epoch: 1293 / 1300 lr: 1.038e-06 +2025-07-05 07:42:27,116 - INFO - Training: cls_zice: 23.002568746867933; reg_zipnll: 178.52134423506888; aux_mae_loss_1: 94.21038165845368; aux_mae_loss_2: 12.275029094595657; aux_mae_loss_4: 1.6161946779803227; cnt_loss: 5.881739829715929; +2025-07-05 07:42:27,117 - INFO - Evaluation: +Curr mae: 79.8399; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 116.3171; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2086; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:42:27,117 - INFO - Epoch: 1294 / 1300 lr: 1.029e-06 +2025-07-05 07:42:43,067 - INFO - Training: cls_zice: 24.602713618623582; reg_zipnll: 177.41827252036646; aux_mae_loss_1: 94.00701783832751; aux_mae_loss_2: 12.204755645049246; aux_mae_loss_4: 1.621089778448406; cnt_loss: 6.079543314482036; +2025-07-05 07:42:43,068 - INFO - Evaluation: +Curr mae: 87.2864; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 133.7887; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2408; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:42:43,068 - INFO - Epoch: 1295 / 1300 lr: 1.021e-06 +2025-07-05 07:42:59,166 - INFO - Training: cls_zice: 23.935442152776215; reg_zipnll: 184.58853049027292; aux_mae_loss_1: 97.0140041552092; aux_mae_loss_2: 12.675500807009245; aux_mae_loss_4: 1.6886961664024152; cnt_loss: 6.894001766255028; +2025-07-05 07:42:59,167 - INFO - Evaluation: +Curr mae: 90.6832; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 133.7872; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2424; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:42:59,167 - INFO - Epoch: 1296 / 1300 lr: 1.015e-06 +2025-07-05 07:43:15,086 - INFO - Training: cls_zice: 24.025848426316912; reg_zipnll: 183.61224867168227; aux_mae_loss_1: 98.66343899777061; aux_mae_loss_2: 12.749836595434891; aux_mae_loss_4: 1.6863456117479425; cnt_loss: 6.242931265580027; +2025-07-05 07:43:15,087 - INFO - Evaluation: +Curr mae: 84.4599; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 124.9244; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2243; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:43:15,087 - INFO - Epoch: 1297 / 1300 lr: 1.010e-06 +2025-07-05 07:43:31,178 - INFO - Training: cls_zice: 22.164765288955287; reg_zipnll: 182.4399198230944; aux_mae_loss_1: 95.51081095243755; aux_mae_loss_2: 12.445418382945814; aux_mae_loss_4: 1.6594129298862659; cnt_loss: 6.757681959553769; +2025-07-05 07:43:31,179 - INFO - Evaluation: +Curr mae: 85.1255; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 123.8686; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2303; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:43:31,179 - INFO - Epoch: 1298 / 1300 lr: 1.005e-06 +2025-07-05 07:43:47,288 - INFO - Training: cls_zice: 24.02528744622281; reg_zipnll: 181.64257190102026; aux_mae_loss_1: 98.26480403699372; aux_mae_loss_2: 12.832811581461053; aux_mae_loss_4: 1.703099255499087; cnt_loss: 6.562630069883246; +2025-07-05 07:43:47,289 - INFO - Evaluation: +Curr mae: 92.4899; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 130.8313; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2546; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:43:47,289 - INFO - Epoch: 1299 / 1300 lr: 1.002e-06 +2025-07-05 07:44:03,361 - INFO - Training: cls_zice: 21.50915070583946; reg_zipnll: 177.6586634987279; aux_mae_loss_1: 92.2934448844508; aux_mae_loss_2: 11.879651508833232; aux_mae_loss_4: 1.5673015901916905; cnt_loss: 5.892257797090631; +2025-07-05 07:44:03,362 - INFO - Evaluation: +Curr mae: 77.1521; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 111.5846; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.1999; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + + +2025-07-05 07:44:03,362 - INFO - Epoch: 1300 / 1300 lr: 1.001e-06 +2025-07-05 07:44:19,462 - INFO - Training: cls_zice: 24.744153305103904; reg_zipnll: 177.3408186059249; aux_mae_loss_1: 93.98850039431923; aux_mae_loss_2: 12.314944342563027; aux_mae_loss_4: 1.6497285789565037; cnt_loss: 6.4191031205026725; +2025-07-05 07:44:19,462 - INFO - Evaluation: +Curr mae: 85.0059; Best mae: 56.3686; 61.9048; 62.2959; 62.4368; 62.7577; +Curr rmse: 123.6370; Best rmse: 86.0957; 92.8550; 93.5221; 93.9275; 94.8996; +Curr nae: 0.2297; Best nae: 0.1454; 0.1488; 0.1496; 0.1553; 0.1554; + + +