2025-05-16 00:05:26,942 - INFO - model_name : mobilenetv4_conv_small_050 block_size : 16 clip_weight_name: None num_vpt : None vpt_drop : None dataset : sha input_size : 448 batch_size : 8 num_crops : 1 aug_min_scale : 0.75 aug_max_scale : 2.0 aug_brightness : 0.15 aug_contrast : 0.15 aug_saturation : 0.1 aug_hue : 0.0 aug_kernel_size: None aug_saltiness : 0.001 aug_spiciness : 0.001 aug_blur_prob : 0.0 sliding_window : False stride : 448 max_input_size : 4096 max_num_windows: 64 resize_to_multiple: False reg_loss : zipnll aux_loss : msmae weight_cls : 1.0 weight_reg : 1.0 weight_aux : 0.025 numItermax : None regularization : None scales : [1, 2, 4] min_scale_weight: 0.0 max_scale_weight: 1.0 alpha : 0.5 optimizer : adam lr : 0.0001 vpt_lr : None backbone_lr : 0.0001 weight_decay : 0.0001 vpt_weight_decay: None backbone_weight_decay: 0.0001 scheduler : cos_restarts warmup_epochs : 25 warmup_lr : 1e-05 eta_min : 1e-06 gamma : None step_size : None T_0 : 5 T_mult : 2 T_max : None ckpt_dir_name : ebc_p_16_448x1_msmae_0 total_epochs : 1300 eval_start : 100 eval_freq : 0.25 save_freq : 50 save_best_k : 5 amp : True num_workers : 8 local_rank : -1 seed : 42 nprocs : 1 ckpt_dir : /dcs/large/u2005387/CLIP-EBC-Dev/checkpoints/sha/ebc_p_16_448x1_msmae_0 bins : [(0.0, 0.0), (1.0, 1.0), (2.0, 2.0), (3.0, 3.0), (4.0, 4.0), (5.0, 5.0), (6.0, 6.0), (7.0, 7.0), (8.0, 8.0), (9.0, 9.0), (10.0, 10.0), (11.0, 12.0), (13.0, 14.0), (15.0, inf)] bin_centers : [0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.384243666715479, 13.37313153961136, 16.21761827079935] bin_counts : [182715307, 25282990, 3723241, 1075878, 428683, 212379, 116019, 66336, 38808, 22851, 13845, 13658, 5352, 3065] 2025-05-16 00:05:26,946 - INFO - Epoch: 0001 / 1300 lr: 1.000e-05 2025-05-16 00:05:30,134 - INFO - Training: cls_zice: 1228.458192524157; reg_zipnll: 3146.763302451686; aux_mae_loss_1: 622.4171375475431; aux_mae_loss_2: 139.65190325285258; aux_mae_loss_4: 29.307277428476436; cnt_loss: 259.2083145944696; 2025-05-16 00:05:30,135 - INFO - Epoch: 0002 / 1300 lr: 1.096e-05 2025-05-16 00:05:32,194 - INFO - Training: cls_zice: 968.2088623046875; reg_zipnll: 2554.654107344778; aux_mae_loss_1: 609.4798543829667; aux_mae_loss_2: 134.27896700407328; aux_mae_loss_4: 27.869549550508196; cnt_loss: 269.44580078125; 2025-05-16 00:05:32,194 - INFO - Epoch: 0003 / 1300 lr: 1.202e-05 2025-05-16 00:05:34,430 - INFO - Training: cls_zice: 776.3663595099198; reg_zipnll: 2019.4019518400494; aux_mae_loss_1: 559.7153826261822; aux_mae_loss_2: 121.33082640798469; aux_mae_loss_4: 25.12765678606535; cnt_loss: 242.22550241570724; 2025-05-16 00:05:34,430 - INFO - Epoch: 0004 / 1300 lr: 1.318e-05 2025-05-16 00:05:36,510 - INFO - Training: cls_zice: 611.5260708457545; reg_zipnll: 1494.712591873972; aux_mae_loss_1: 504.73255358244245; aux_mae_loss_2: 108.94759429128547; aux_mae_loss_4: 23.27123973244115; cnt_loss: 239.20397587826378; 2025-05-16 00:05:36,510 - INFO - Epoch: 0005 / 1300 lr: 1.445e-05 2025-05-16 00:05:38,517 - INFO - Training: cls_zice: 523.5130366275185; reg_zipnll: 1276.733573512027; aux_mae_loss_1: 461.8637221486945; aux_mae_loss_2: 98.3657525715075; aux_mae_loss_4: 20.966001962360583; cnt_loss: 220.97743024324117; 2025-05-16 00:05:38,518 - INFO - Epoch: 0006 / 1300 lr: 1.585e-05 2025-05-16 00:05:40,578 - INFO - Training: cls_zice: 427.6355213366057; reg_zipnll: 1072.9133236533717; aux_mae_loss_1: 435.39998024388365; aux_mae_loss_2: 90.71265571995785; aux_mae_loss_4: 19.344495020414655; cnt_loss: 205.27712490684107; 2025-05-16 00:05:40,579 - INFO - Epoch: 0007 / 1300 lr: 1.738e-05 2025-05-16 00:05:42,566 - INFO - Training: cls_zice: 352.6910484715512; reg_zipnll: 922.2902301989103; aux_mae_loss_1: 408.0921036569696; aux_mae_loss_2: 84.04161674097965; aux_mae_loss_4: 17.827900409698486; cnt_loss: 187.37655418797544; 2025-05-16 00:05:42,566 - INFO - Epoch: 0008 / 1300 lr: 1.905e-05 2025-05-16 00:05:44,568 - INFO - Training: cls_zice: 302.5464112131219; reg_zipnll: 836.4612121582031; aux_mae_loss_1: 377.1027791876542; aux_mae_loss_2: 76.62911435177452; aux_mae_loss_4: 16.230343743374473; cnt_loss: 173.7168522884971; 2025-05-16 00:05:44,569 - INFO - Epoch: 0009 / 1300 lr: 2.089e-05 2025-05-16 00:05:46,517 - INFO - Training: cls_zice: 271.53260261134096; reg_zipnll: 756.385084453382; aux_mae_loss_1: 358.1202496980366; aux_mae_loss_2: 69.9813992349725; aux_mae_loss_4: 14.373320529335423; cnt_loss: 146.7294901797646; 2025-05-16 00:05:46,517 - INFO - Epoch: 0010 / 1300 lr: 2.291e-05 2025-05-16 00:05:48,494 - INFO - Training: cls_zice: 241.75441119545386; reg_zipnll: 678.9456208881579; aux_mae_loss_1: 343.051434165553; aux_mae_loss_2: 65.880783382215; aux_mae_loss_4: 13.544874166187487; cnt_loss: 141.67799578214945; 2025-05-16 00:05:48,494 - INFO - Epoch: 0011 / 1300 lr: 2.512e-05 2025-05-16 00:05:50,547 - INFO - Training: cls_zice: 237.7906010276393; reg_zipnll: 623.8085776881168; aux_mae_loss_1: 342.3439058002673; aux_mae_loss_2: 64.43868376079358; aux_mae_loss_4: 13.108683586120605; cnt_loss: 135.2243197591681; 2025-05-16 00:05:50,548 - INFO - Epoch: 0012 / 1300 lr: 2.754e-05 2025-05-16 00:05:52,601 - INFO - Training: cls_zice: 192.5218236822831; reg_zipnll: 569.7213279322574; aux_mae_loss_1: 330.916563736765; aux_mae_loss_2: 63.43188506678531; aux_mae_loss_4: 13.09957114018892; cnt_loss: 143.24435459940057; 2025-05-16 00:05:52,602 - INFO - Epoch: 0013 / 1300 lr: 3.020e-05 2025-05-16 00:05:54,568 - INFO - Training: cls_zice: 195.55027068288703; reg_zipnll: 543.7245909038343; aux_mae_loss_1: 324.62252245451276; aux_mae_loss_2: 59.640204881366934; aux_mae_loss_4: 12.08888780443292; cnt_loss: 125.32516359028064; 2025-05-16 00:05:54,568 - INFO - Epoch: 0014 / 1300 lr: 3.311e-05 2025-05-16 00:05:56,678 - INFO - Training: cls_zice: 183.90572929382324; reg_zipnll: 527.9118965550473; aux_mae_loss_1: 310.11301944130344; aux_mae_loss_2: 55.51756788554945; aux_mae_loss_4: 11.077236828051115; cnt_loss: 116.16319555985301; 2025-05-16 00:05:56,678 - INFO - Epoch: 0015 / 1300 lr: 3.631e-05 2025-05-16 00:05:58,690 - INFO - Training: cls_zice: 176.21118846692536; reg_zipnll: 517.9011069849918; aux_mae_loss_1: 317.6393701653731; aux_mae_loss_2: 58.134377027812754; aux_mae_loss_4: 12.002271275771292; cnt_loss: 136.00302846808182; 2025-05-16 00:05:58,690 - INFO - Epoch: 0016 / 1300 lr: 3.981e-05 2025-05-16 00:06:00,751 - INFO - Training: cls_zice: 162.93023109436035; reg_zipnll: 490.1881448846114; aux_mae_loss_1: 308.3437086406507; aux_mae_loss_2: 56.10984711898001; aux_mae_loss_4: 11.448439322019878; cnt_loss: 125.18267390602513; 2025-05-16 00:06:00,751 - INFO - Epoch: 0017 / 1300 lr: 4.365e-05 2025-05-16 00:06:02,702 - INFO - Training: cls_zice: 156.33042967946906; reg_zipnll: 462.3679002460681; aux_mae_loss_1: 296.0021000912315; aux_mae_loss_2: 52.14671596727873; aux_mae_loss_4: 10.46761753684596; cnt_loss: 117.8624499471564; 2025-05-16 00:06:02,702 - INFO - Epoch: 0018 / 1300 lr: 4.786e-05 2025-05-16 00:06:04,676 - INFO - Training: cls_zice: 170.53799438476562; reg_zipnll: 461.03491652639286; aux_mae_loss_1: 297.59394394723995; aux_mae_loss_2: 53.779844635411315; aux_mae_loss_4: 10.86207840317174; cnt_loss: 119.11053737841155; 2025-05-16 00:06:04,676 - INFO - Epoch: 0019 / 1300 lr: 5.248e-05 2025-05-16 00:06:06,667 - INFO - Training: cls_zice: 157.95471241599634; reg_zipnll: 444.35308596962375; aux_mae_loss_1: 290.6027916356137; aux_mae_loss_2: 49.10087163824784; aux_mae_loss_4: 9.522161860215036; cnt_loss: 102.29762298182438; 2025-05-16 00:06:06,668 - INFO - Epoch: 0020 / 1300 lr: 5.754e-05 2025-05-16 00:06:08,707 - INFO - Training: cls_zice: 163.24291269402755; reg_zipnll: 432.6511190314042; aux_mae_loss_1: 294.143798828125; aux_mae_loss_2: 49.946860765155996; aux_mae_loss_4: 9.75024730280826; cnt_loss: 102.57172574495014; 2025-05-16 00:06:08,707 - INFO - Epoch: 0021 / 1300 lr: 6.310e-05 2025-05-16 00:06:10,755 - INFO - Training: cls_zice: 165.32184651023462; reg_zipnll: 445.3887899298417; aux_mae_loss_1: 297.33206337376646; aux_mae_loss_2: 51.77713770615427; aux_mae_loss_4: 10.322121469598068; cnt_loss: 115.7322258196379; 2025-05-16 00:06:10,756 - INFO - Epoch: 0022 / 1300 lr: 6.918e-05 2025-05-16 00:06:12,783 - INFO - Training: cls_zice: 154.79254541899027; reg_zipnll: 409.92847362317536; aux_mae_loss_1: 290.36129238730985; aux_mae_loss_2: 50.47876588921798; aux_mae_loss_4: 10.004693319923; cnt_loss: 111.88452580100612; 2025-05-16 00:06:12,783 - INFO - Epoch: 0023 / 1300 lr: 7.586e-05 2025-05-16 00:06:14,863 - INFO - Training: cls_zice: 151.6047915408486; reg_zipnll: 406.96893872712786; aux_mae_loss_1: 288.8626729061729; aux_mae_loss_2: 50.17380875035336; aux_mae_loss_4: 9.961475949538382; cnt_loss: 111.7697222860236; 2025-05-16 00:06:14,863 - INFO - Epoch: 0024 / 1300 lr: 8.318e-05 2025-05-16 00:06:16,927 - INFO - Training: cls_zice: 157.69589107914976; reg_zipnll: 428.8402436908923; aux_mae_loss_1: 294.45703486392375; aux_mae_loss_2: 52.14399046646921; aux_mae_loss_4: 10.560597858930889; cnt_loss: 123.97506754021896; 2025-05-16 00:06:16,927 - INFO - Epoch: 0025 / 1300 lr: 9.120e-05 2025-05-16 00:06:18,898 - INFO - Training: cls_zice: 161.8228487717478; reg_zipnll: 413.43617650082234; aux_mae_loss_1: 292.45878641228927; aux_mae_loss_2: 51.09250520405016; aux_mae_loss_4: 10.230906712381463; cnt_loss: 111.04420651887592; 2025-05-16 00:06:18,898 - INFO - Epoch: 0026 / 1300 lr: 1.000e-04 2025-05-16 00:06:21,240 - INFO - Training: cls_zice: 145.06489974574038; reg_zipnll: 403.6473468981291; aux_mae_loss_1: 283.0467529296875; aux_mae_loss_2: 50.38259315490723; aux_mae_loss_4: 10.175866340336047; cnt_loss: 115.90639405501516; 2025-05-16 00:06:21,240 - INFO - Epoch: 0027 / 1300 lr: 9.055e-05 2025-05-16 00:06:23,254 - INFO - Training: cls_zice: 163.30838273700914; reg_zipnll: 405.16354209498354; aux_mae_loss_1: 290.1130057887027; aux_mae_loss_2: 52.124384327938685; aux_mae_loss_4: 10.61289173678348; cnt_loss: 124.49047219125848; 2025-05-16 00:06:23,255 - INFO - Epoch: 0028 / 1300 lr: 6.580e-05 2025-05-16 00:06:25,774 - INFO - Training: cls_zice: 148.27578303688452; reg_zipnll: 400.03351472553453; aux_mae_loss_1: 285.09089620489823; aux_mae_loss_2: 48.68119992707905; aux_mae_loss_4: 9.505817902715583; cnt_loss: 105.75325323406018; 2025-05-16 00:06:25,774 - INFO - Epoch: 0029 / 1300 lr: 3.520e-05 2025-05-16 00:06:28,002 - INFO - Training: cls_zice: 155.01447276065224; reg_zipnll: 369.4993579262181; aux_mae_loss_1: 283.0814538252981; aux_mae_loss_2: 49.07617819936652; aux_mae_loss_4: 9.699299950348703; cnt_loss: 114.35831044849597; 2025-05-16 00:06:28,003 - INFO - Epoch: 0030 / 1300 lr: 1.045e-05 2025-05-16 00:06:30,046 - INFO - Training: cls_zice: 151.55586734570954; reg_zipnll: 384.6607746325041; aux_mae_loss_1: 286.3921866165964; aux_mae_loss_2: 47.640324241236634; aux_mae_loss_4: 9.199270009994507; cnt_loss: 105.91838997288754; 2025-05-16 00:06:30,047 - INFO - Epoch: 0031 / 1300 lr: 1.000e-04 2025-05-16 00:06:32,060 - INFO - Training: cls_zice: 136.56481471814607; reg_zipnll: 362.9095041375411; aux_mae_loss_1: 271.9341647499486; aux_mae_loss_2: 46.008509836698835; aux_mae_loss_4: 8.940998353456196; cnt_loss: 100.91848353335732; 2025-05-16 00:06:32,060 - INFO - Epoch: 0032 / 1300 lr: 9.758e-05 2025-05-16 00:06:34,087 - INFO - Training: cls_zice: 146.51397464149878; reg_zipnll: 361.95623036434773; aux_mae_loss_1: 276.83955343146073; aux_mae_loss_2: 46.927012493735866; aux_mae_loss_4: 9.131854044763665; cnt_loss: 104.12641816390187; 2025-05-16 00:06:34,088 - INFO - Epoch: 0033 / 1300 lr: 9.055e-05 2025-05-16 00:06:36,114 - INFO - Training: cls_zice: 143.03522772538034; reg_zipnll: 378.53819335134403; aux_mae_loss_1: 279.23996614155016; aux_mae_loss_2: 48.5131845976177; aux_mae_loss_4: 9.766601713080155; cnt_loss: 118.24976077832673; 2025-05-16 00:06:36,114 - INFO - Epoch: 0034 / 1300 lr: 7.960e-05 2025-05-16 00:06:38,121 - INFO - Training: cls_zice: 141.33334089580336; reg_zipnll: 362.16764670924135; aux_mae_loss_1: 273.90983099686474; aux_mae_loss_2: 45.56364666788202; aux_mae_loss_4: 8.786131946664108; cnt_loss: 98.0119272533216; 2025-05-16 00:06:38,121 - INFO - Epoch: 0035 / 1300 lr: 6.580e-05 2025-05-16 00:06:40,157 - INFO - Training: cls_zice: 138.93200763903167; reg_zipnll: 363.62873760022615; aux_mae_loss_1: 273.21387401380036; aux_mae_loss_2: 44.425515024285566; aux_mae_loss_4: 8.446460234491449; cnt_loss: 97.89146453455875; 2025-05-16 00:06:40,158 - INFO - Epoch: 0036 / 1300 lr: 5.050e-05 2025-05-16 00:06:42,138 - INFO - Training: cls_zice: 149.58003244901957; reg_zipnll: 373.4217569451583; aux_mae_loss_1: 271.60545108192844; aux_mae_loss_2: 44.86724316446405; aux_mae_loss_4: 8.688726964749788; cnt_loss: 98.40877166547273; 2025-05-16 00:06:42,138 - INFO - Epoch: 0037 / 1300 lr: 3.520e-05 2025-05-16 00:06:44,141 - INFO - Training: cls_zice: 141.53584254415412; reg_zipnll: 382.3922448409231; aux_mae_loss_1: 283.06047138414885; aux_mae_loss_2: 46.18896544607062; aux_mae_loss_4: 8.771869935487446; cnt_loss: 98.23873025492618; 2025-05-16 00:06:44,142 - INFO - Epoch: 0038 / 1300 lr: 2.140e-05 2025-05-16 00:06:46,164 - INFO - Training: cls_zice: 141.2448882052773; reg_zipnll: 350.5553368016293; aux_mae_loss_1: 273.0127832513106; aux_mae_loss_2: 44.596980446263366; aux_mae_loss_4: 8.525676476327996; cnt_loss: 95.92580328489605; 2025-05-16 00:06:46,164 - INFO - Epoch: 0039 / 1300 lr: 1.045e-05 2025-05-16 00:06:48,219 - INFO - Training: cls_zice: 134.36964697586862; reg_zipnll: 367.0188233224969; aux_mae_loss_1: 259.4905150564093; aux_mae_loss_2: 41.694266068307975; aux_mae_loss_4: 7.604200074547215; cnt_loss: 82.5338972493222; 2025-05-16 00:06:48,219 - INFO - Epoch: 0040 / 1300 lr: 3.423e-06 2025-05-16 00:06:50,315 - INFO - Training: cls_zice: 149.0294862044485; reg_zipnll: 353.5286040055124; aux_mae_loss_1: 269.8444021124589; aux_mae_loss_2: 43.274435595462194; aux_mae_loss_4: 8.083943793648167; cnt_loss: 90.40628508517617; 2025-05-16 00:06:50,316 - INFO - Epoch: 0041 / 1300 lr: 1.000e-04 2025-05-16 00:06:52,371 - INFO - Training: cls_zice: 144.394884360464; reg_zipnll: 388.57663887425474; aux_mae_loss_1: 282.4873689350329; aux_mae_loss_2: 49.009715030067845; aux_mae_loss_4: 10.009717765607332; cnt_loss: 122.63934637370862; 2025-05-16 00:06:52,371 - INFO - Epoch: 0042 / 1300 lr: 9.939e-05 2025-05-16 00:06:54,428 - INFO - Training: cls_zice: 150.58842387952302; reg_zipnll: 361.72093722694797; aux_mae_loss_1: 276.7850875854492; aux_mae_loss_2: 47.207006755628086; aux_mae_loss_4: 9.375302502983494; cnt_loss: 112.9706281360827; 2025-05-16 00:06:54,428 - INFO - Epoch: 0043 / 1300 lr: 9.758e-05 2025-05-16 00:06:56,460 - INFO - Training: cls_zice: 143.90216265226664; reg_zipnll: 361.51593298661084; aux_mae_loss_1: 281.7105399683902; aux_mae_loss_2: 46.197694276508535; aux_mae_loss_4: 8.789719405927157; cnt_loss: 98.1597211235448; 2025-05-16 00:06:56,460 - INFO - Epoch: 0044 / 1300 lr: 9.460e-05 2025-05-16 00:06:58,454 - INFO - Training: cls_zice: 140.28005579898232; reg_zipnll: 358.3714543392784; aux_mae_loss_1: 272.7792912533409; aux_mae_loss_2: 45.32469975320917; aux_mae_loss_4: 8.83927994025381; cnt_loss: 102.52310481824372; 2025-05-16 00:06:58,454 - INFO - Epoch: 0045 / 1300 lr: 9.055e-05 2025-05-16 00:07:00,430 - INFO - Training: cls_zice: 138.7215859262567; reg_zipnll: 364.3496981169048; aux_mae_loss_1: 267.6516418457031; aux_mae_loss_2: 42.674660532098066; aux_mae_loss_4: 7.874398444828234; cnt_loss: 84.08237090863679; 2025-05-16 00:07:00,431 - INFO - Epoch: 0046 / 1300 lr: 8.550e-05 2025-05-16 00:07:02,454 - INFO - Training: cls_zice: 146.70273007844625; reg_zipnll: 363.53326375860917; aux_mae_loss_1: 277.4197403757196; aux_mae_loss_2: 45.0788698698345; aux_mae_loss_4: 8.677760764172202; cnt_loss: 98.15658112576133; 2025-05-16 00:07:02,455 - INFO - Epoch: 0047 / 1300 lr: 7.960e-05 2025-05-16 00:07:04,456 - INFO - Training: cls_zice: 134.05533389041298; reg_zipnll: 353.25786771272357; aux_mae_loss_1: 266.2318629214638; aux_mae_loss_2: 42.914712956077175; aux_mae_loss_4: 8.021779248588963; cnt_loss: 88.37396892748382; 2025-05-16 00:07:04,456 - INFO - Epoch: 0048 / 1300 lr: 7.297e-05 2025-05-16 00:07:06,526 - INFO - Training: cls_zice: 142.92019472624125; reg_zipnll: 346.2840580187346; aux_mae_loss_1: 264.9509417885228; aux_mae_loss_2: 43.47249206743742; aux_mae_loss_4: 8.271263800169292; cnt_loss: 94.42915273967542; 2025-05-16 00:07:06,526 - INFO - Epoch: 0049 / 1300 lr: 6.580e-05 2025-05-16 00:07:08,568 - INFO - Training: cls_zice: 131.58419599031149; reg_zipnll: 368.4257924933183; aux_mae_loss_1: 261.1106189928557; aux_mae_loss_2: 42.07895851135254; aux_mae_loss_4: 7.911606223959672; cnt_loss: 89.03014705055638; 2025-05-16 00:07:08,569 - INFO - Epoch: 0050 / 1300 lr: 5.824e-05 2025-05-16 00:07:10,640 - INFO - Training: cls_zice: 141.5620854026393; reg_zipnll: 344.71524308857164; aux_mae_loss_1: 272.1814422607422; aux_mae_loss_2: 43.115068536055716; aux_mae_loss_4: 8.03837725990697; cnt_loss: 85.23268373388993; 2025-05-16 00:07:10,802 - INFO - Epoch: 0051 / 1300 lr: 5.050e-05 2025-05-16 00:07:12,768 - INFO - Training: cls_zice: 134.49849329496683; reg_zipnll: 347.1202680688155; aux_mae_loss_1: 268.7417646709241; aux_mae_loss_2: 41.76613265589664; aux_mae_loss_4: 7.702822308791311; cnt_loss: 78.4802239066676; 2025-05-16 00:07:12,769 - INFO - Epoch: 0052 / 1300 lr: 4.276e-05 2025-05-16 00:07:14,762 - INFO - Training: cls_zice: 133.42746684425757; reg_zipnll: 335.90046310424805; aux_mae_loss_1: 260.87598338880036; aux_mae_loss_2: 41.182543654190866; aux_mae_loss_4: 7.484418454923127; cnt_loss: 80.85500350751374; 2025-05-16 00:07:14,762 - INFO - Epoch: 0053 / 1300 lr: 3.520e-05 2025-05-16 00:07:16,827 - INFO - Training: cls_zice: 133.54812637128327; reg_zipnll: 342.1289464047081; aux_mae_loss_1: 263.3767194245991; aux_mae_loss_2: 40.716666874132656; aux_mae_loss_4: 7.265843767868845; cnt_loss: 71.55181751753155; 2025-05-16 00:07:16,827 - INFO - Epoch: 0054 / 1300 lr: 2.803e-05 2025-05-16 00:07:18,926 - INFO - Training: cls_zice: 140.4960284985994; reg_zipnll: 340.22829075863484; aux_mae_loss_1: 260.64336515727797; aux_mae_loss_2: 40.14007111599571; aux_mae_loss_4: 7.267948037699649; cnt_loss: 71.618525254099; 2025-05-16 00:07:18,927 - INFO - Epoch: 0055 / 1300 lr: 2.140e-05 2025-05-16 00:07:20,937 - INFO - Training: cls_zice: 134.78583145141602; reg_zipnll: 352.40342069927016; aux_mae_loss_1: 260.2868933426706; aux_mae_loss_2: 40.12652025724712; aux_mae_loss_4: 7.238105836667512; cnt_loss: 75.24404661278976; 2025-05-16 00:07:20,937 - INFO - Epoch: 0056 / 1300 lr: 1.550e-05 2025-05-16 00:07:22,948 - INFO - Training: cls_zice: 131.14644090752853; reg_zipnll: 329.9318875764546; aux_mae_loss_1: 258.0654051931281; aux_mae_loss_2: 40.39293565248188; aux_mae_loss_4: 7.382067467037; cnt_loss: 77.32921876405415; 2025-05-16 00:07:22,948 - INFO - Epoch: 0057 / 1300 lr: 1.045e-05 2025-05-16 00:07:24,926 - INFO - Training: cls_zice: 130.23327486138595; reg_zipnll: 339.63007234272203; aux_mae_loss_1: 255.8701726009971; aux_mae_loss_2: 39.17848787809673; aux_mae_loss_4: 6.9508107837877775; cnt_loss: 74.30119880877044; 2025-05-16 00:07:24,927 - INFO - Epoch: 0058 / 1300 lr: 6.395e-06 2025-05-16 00:07:27,050 - INFO - Training: cls_zice: 133.19217742116828; reg_zipnll: 335.84188822696086; aux_mae_loss_1: 258.22475915206104; aux_mae_loss_2: 39.66180891739695; aux_mae_loss_4: 7.1529286033228825; cnt_loss: 72.75683648962723; 2025-05-16 00:07:27,051 - INFO - Epoch: 0059 / 1300 lr: 3.423e-06 2025-05-16 00:07:29,114 - INFO - Training: cls_zice: 131.97768487428365; reg_zipnll: 328.50591780010024; aux_mae_loss_1: 260.6865772448088; aux_mae_loss_2: 39.56720005838495; aux_mae_loss_4: 7.040311600032606; cnt_loss: 68.52927112579346; 2025-05-16 00:07:29,115 - INFO - Epoch: 0060 / 1300 lr: 1.609e-06 2025-05-16 00:07:31,133 - INFO - Training: cls_zice: 137.3512873900564; reg_zipnll: 327.56669134842724; aux_mae_loss_1: 258.5473291497481; aux_mae_loss_2: 40.29871418601588; aux_mae_loss_4: 7.262632257060001; cnt_loss: 73.63617119036223; 2025-05-16 00:07:31,134 - INFO - Epoch: 0061 / 1300 lr: 1.000e-04 2025-05-16 00:07:33,092 - INFO - Training: cls_zice: 146.0848472996762; reg_zipnll: 354.66795068038135; aux_mae_loss_1: 276.21031108655427; aux_mae_loss_2: 45.080969760292454; aux_mae_loss_4: 8.594045940198397; cnt_loss: 93.70037881951583; 2025-05-16 00:07:33,092 - INFO - Epoch: 0062 / 1300 lr: 9.985e-05 2025-05-16 00:07:35,084 - INFO - Training: cls_zice: 140.83400485390112; reg_zipnll: 365.54433561626234; aux_mae_loss_1: 270.3308876439145; aux_mae_loss_2: 44.376567489222474; aux_mae_loss_4: 8.451770242891813; cnt_loss: 93.65760215960051; 2025-05-16 00:07:35,085 - INFO - Epoch: 0063 / 1300 lr: 9.939e-05 2025-05-16 00:07:37,002 - INFO - Training: cls_zice: 142.92681533411928; reg_zipnll: 346.52848856072677; aux_mae_loss_1: 272.9602115028783; aux_mae_loss_2: 43.87454820934095; aux_mae_loss_4: 8.352315099615799; cnt_loss: 93.33804401598479; 2025-05-16 00:07:37,003 - INFO - Epoch: 0064 / 1300 lr: 9.863e-05 2025-05-16 00:07:38,952 - INFO - Training: cls_zice: 132.54587314003393; reg_zipnll: 357.2294492219624; aux_mae_loss_1: 269.23520339162724; aux_mae_loss_2: 44.34646054318077; aux_mae_loss_4: 8.628914594650269; cnt_loss: 102.09114074707031; 2025-05-16 00:07:38,952 - INFO - Epoch: 0065 / 1300 lr: 9.758e-05 2025-05-16 00:07:40,947 - INFO - Training: cls_zice: 140.74235707835146; reg_zipnll: 344.64691202264083; aux_mae_loss_1: 266.26537082069797; aux_mae_loss_2: 42.05177718714664; aux_mae_loss_4: 7.798841664665623; cnt_loss: 82.49995161357678; 2025-05-16 00:07:40,947 - INFO - Epoch: 0066 / 1300 lr: 9.623e-05 2025-05-16 00:07:43,295 - INFO - Training: cls_zice: 138.42533282229775; reg_zipnll: 341.41729495399875; aux_mae_loss_1: 264.6301614861739; aux_mae_loss_2: 42.676741901196934; aux_mae_loss_4: 8.011497397171823; cnt_loss: 88.00678107613011; 2025-05-16 00:07:43,296 - INFO - Epoch: 0067 / 1300 lr: 9.460e-05 2025-05-16 00:07:45,333 - INFO - Training: cls_zice: 122.21503799840023; reg_zipnll: 339.49286531147203; aux_mae_loss_1: 250.67868041992188; aux_mae_loss_2: 38.900169021204896; aux_mae_loss_4: 7.086547826465807; cnt_loss: 74.82340079859684; 2025-05-16 00:07:45,333 - INFO - Epoch: 0068 / 1300 lr: 9.271e-05 2025-05-16 00:07:47,349 - INFO - Training: cls_zice: 131.537774537739; reg_zipnll: 341.4110551131399; aux_mae_loss_1: 263.0830905311986; aux_mae_loss_2: 40.569258438913444; aux_mae_loss_4: 7.52508713069715; cnt_loss: 79.5795572180497; 2025-05-16 00:07:47,349 - INFO - Epoch: 0069 / 1300 lr: 9.055e-05 2025-05-16 00:07:49,307 - INFO - Training: cls_zice: 129.3801928570396; reg_zipnll: 344.2932016473067; aux_mae_loss_1: 257.0033300299394; aux_mae_loss_2: 39.938054385938145; aux_mae_loss_4: 7.383267001101845; cnt_loss: 80.8018237164146; 2025-05-16 00:07:49,307 - INFO - Epoch: 0070 / 1300 lr: 8.814e-05 2025-05-16 00:07:51,372 - INFO - Training: cls_zice: 133.93299805490594; reg_zipnll: 335.1691637541118; aux_mae_loss_1: 263.818194740697; aux_mae_loss_2: 42.23774674064234; aux_mae_loss_4: 7.97200325915688; cnt_loss: 90.52929567035876; 2025-05-16 00:07:51,372 - INFO - Epoch: 0071 / 1300 lr: 8.550e-05 2025-05-16 00:07:53,435 - INFO - Training: cls_zice: 129.98243080942254; reg_zipnll: 326.5888097662675; aux_mae_loss_1: 257.0597855417352; aux_mae_loss_2: 39.59809102510151; aux_mae_loss_4: 7.179873642168547; cnt_loss: 75.25952730680767; 2025-05-16 00:07:53,436 - INFO - Epoch: 0072 / 1300 lr: 8.265e-05 2025-05-16 00:07:55,431 - INFO - Training: cls_zice: 133.40306954634818; reg_zipnll: 323.0637606570595; aux_mae_loss_1: 260.6899124948602; aux_mae_loss_2: 40.462115940294765; aux_mae_loss_4: 7.303001190486707; cnt_loss: 71.1090414147628; 2025-05-16 00:07:55,431 - INFO - Epoch: 0073 / 1300 lr: 7.960e-05 2025-05-16 00:07:57,398 - INFO - Training: cls_zice: 137.8640093552439; reg_zipnll: 333.80710280568974; aux_mae_loss_1: 263.34991655851667; aux_mae_loss_2: 39.98444742905466; aux_mae_loss_4: 7.1471684669193465; cnt_loss: 69.25650681947407; 2025-05-16 00:07:57,399 - INFO - Epoch: 0074 / 1300 lr: 7.636e-05 2025-05-16 00:07:59,365 - INFO - Training: cls_zice: 119.84467044629548; reg_zipnll: 334.43224736263875; aux_mae_loss_1: 247.05837932385896; aux_mae_loss_2: 37.926411026402526; aux_mae_loss_4: 6.724735147074649; cnt_loss: 64.38796976992958; 2025-05-16 00:07:59,365 - INFO - Epoch: 0075 / 1300 lr: 7.297e-05 2025-05-16 00:08:01,444 - INFO - Training: cls_zice: 133.14760649831672; reg_zipnll: 332.540786341617; aux_mae_loss_1: 261.35660954525594; aux_mae_loss_2: 39.82856102993614; aux_mae_loss_4: 7.272667131925884; cnt_loss: 78.26936927594636; 2025-05-16 00:08:01,444 - INFO - Epoch: 0076 / 1300 lr: 6.944e-05 2025-05-16 00:08:03,488 - INFO - Training: cls_zice: 133.06402582871286; reg_zipnll: 331.73908514725537; aux_mae_loss_1: 254.7405817132247; aux_mae_loss_2: 39.09008196780556; aux_mae_loss_4: 7.149411000703511; cnt_loss: 75.3929974656356; 2025-05-16 00:08:03,488 - INFO - Epoch: 0077 / 1300 lr: 6.580e-05 2025-05-16 00:08:05,427 - INFO - Training: cls_zice: 131.76119995117188; reg_zipnll: 335.87086808054073; aux_mae_loss_1: 252.6916692633378; aux_mae_loss_2: 37.25528927853233; aux_mae_loss_4: 6.43500008081135; cnt_loss: 57.82494364286724; 2025-05-16 00:08:05,427 - INFO - Epoch: 0078 / 1300 lr: 6.206e-05 2025-05-16 00:08:07,451 - INFO - Training: cls_zice: 132.0684914839895; reg_zipnll: 325.90497067100125; aux_mae_loss_1: 254.27549141331724; aux_mae_loss_2: 38.683703372353; aux_mae_loss_4: 6.937929416957655; cnt_loss: 67.54026533427991; 2025-05-16 00:08:07,451 - INFO - Epoch: 0079 / 1300 lr: 5.824e-05 2025-05-16 00:08:09,527 - INFO - Training: cls_zice: 126.91118335723877; reg_zipnll: 335.7374924107602; aux_mae_loss_1: 258.7679788689864; aux_mae_loss_2: 38.50233384182579; aux_mae_loss_4: 6.746832809950176; cnt_loss: 66.91061843068977; 2025-05-16 00:08:09,527 - INFO - Epoch: 0080 / 1300 lr: 5.438e-05 2025-05-16 00:08:11,534 - INFO - Training: cls_zice: 131.80291487041274; reg_zipnll: 332.94156747115284; aux_mae_loss_1: 255.70932930394224; aux_mae_loss_2: 38.096545570775085; aux_mae_loss_4: 6.74934751109073; cnt_loss: 67.29738822736238; 2025-05-16 00:08:11,534 - INFO - Epoch: 0081 / 1300 lr: 5.050e-05 2025-05-16 00:08:13,703 - INFO - Training: cls_zice: 124.84953669497841; reg_zipnll: 349.99076100399617; aux_mae_loss_1: 256.9662632189299; aux_mae_loss_2: 39.29542978186356; aux_mae_loss_4: 7.1552060089613265; cnt_loss: 77.6190441031205; 2025-05-16 00:08:13,703 - INFO - Epoch: 0082 / 1300 lr: 4.662e-05 2025-05-16 00:08:15,702 - INFO - Training: cls_zice: 131.87271148280092; reg_zipnll: 320.35268482409026; aux_mae_loss_1: 248.55284961901214; aux_mae_loss_2: 37.02452584316856; aux_mae_loss_4: 6.369856897153352; cnt_loss: 61.775643147920306; 2025-05-16 00:08:15,703 - INFO - Epoch: 0083 / 1300 lr: 4.276e-05 2025-05-16 00:08:17,734 - INFO - Training: cls_zice: 122.66673007764314; reg_zipnll: 323.8488713314659; aux_mae_loss_1: 251.41628707082648; aux_mae_loss_2: 37.52662262163664; aux_mae_loss_4: 6.604176828735753; cnt_loss: 64.54155640853078; 2025-05-16 00:08:17,735 - INFO - Epoch: 0084 / 1300 lr: 3.894e-05 2025-05-16 00:08:19,726 - INFO - Training: cls_zice: 125.4609708284077; reg_zipnll: 315.9992430837531; aux_mae_loss_1: 248.86457784552323; aux_mae_loss_2: 36.61511717344585; aux_mae_loss_4: 6.456089910707976; cnt_loss: 64.31610980786775; 2025-05-16 00:08:19,726 - INFO - Epoch: 0085 / 1300 lr: 3.520e-05 2025-05-16 00:08:21,822 - INFO - Training: cls_zice: 122.75702416269402; reg_zipnll: 330.1057361803557; aux_mae_loss_1: 246.58467423288445; aux_mae_loss_2: 35.883992094742624; aux_mae_loss_4: 6.150172277500755; cnt_loss: 55.67581081390381; 2025-05-16 00:08:21,823 - INFO - Epoch: 0086 / 1300 lr: 3.156e-05 2025-05-16 00:08:23,809 - INFO - Training: cls_zice: 132.3085396415309; reg_zipnll: 305.9210863615337; aux_mae_loss_1: 250.3818813123201; aux_mae_loss_2: 37.90683374906841; aux_mae_loss_4: 6.802127850683112; cnt_loss: 70.4081832986129; 2025-05-16 00:08:23,810 - INFO - Epoch: 0087 / 1300 lr: 2.803e-05 2025-05-16 00:08:25,779 - INFO - Training: cls_zice: 133.14752096878854; reg_zipnll: 325.81596193815534; aux_mae_loss_1: 254.6749267578125; aux_mae_loss_2: 37.12682307393927; aux_mae_loss_4: 6.518243990446392; cnt_loss: 63.713034228274694; 2025-05-16 00:08:25,779 - INFO - Epoch: 0088 / 1300 lr: 2.464e-05 2025-05-16 00:08:27,755 - INFO - Training: cls_zice: 131.5913529647024; reg_zipnll: 331.41810085898953; aux_mae_loss_1: 248.42957064979956; aux_mae_loss_2: 37.23371375234503; aux_mae_loss_4: 6.5262560467971; cnt_loss: 65.50052100733707; 2025-05-16 00:08:27,756 - INFO - Epoch: 0089 / 1300 lr: 2.140e-05 2025-05-16 00:08:29,754 - INFO - Training: cls_zice: 130.00896674708315; reg_zipnll: 319.81140277260226; aux_mae_loss_1: 249.6862624318976; aux_mae_loss_2: 36.67593072590075; aux_mae_loss_4: 6.346097877151088; cnt_loss: 59.68349667599327; 2025-05-16 00:08:29,754 - INFO - Epoch: 0090 / 1300 lr: 1.835e-05 2025-05-16 00:08:31,730 - INFO - Training: cls_zice: 126.4790318137721; reg_zipnll: 323.50000361392375; aux_mae_loss_1: 242.85473271420128; aux_mae_loss_2: 35.07071088489733; aux_mae_loss_4: 5.972955534332677; cnt_loss: 52.81413256494623; 2025-05-16 00:08:31,731 - INFO - Epoch: 0091 / 1300 lr: 1.550e-05 2025-05-16 00:08:33,872 - INFO - Training: cls_zice: 137.02981165835732; reg_zipnll: 312.2516158254523; aux_mae_loss_1: 250.12784014250101; aux_mae_loss_2: 36.61219677172209; aux_mae_loss_4: 6.394796559685155; cnt_loss: 59.871473462958086; 2025-05-16 00:08:33,872 - INFO - Epoch: 0092 / 1300 lr: 1.286e-05 2025-05-16 00:08:35,981 - INFO - Training: cls_zice: 126.83062367690236; reg_zipnll: 321.3528344003778; aux_mae_loss_1: 248.263098867316; aux_mae_loss_2: 35.72715036492599; aux_mae_loss_4: 6.035604941217523; cnt_loss: 54.84193425429495; 2025-05-16 00:08:35,981 - INFO - Epoch: 0093 / 1300 lr: 1.045e-05 2025-05-16 00:08:38,094 - INFO - Training: cls_zice: 140.04642330972771; reg_zipnll: 330.77825686806125; aux_mae_loss_1: 254.79834265457956; aux_mae_loss_2: 37.009005646956595; aux_mae_loss_4: 6.357482006675319; cnt_loss: 57.75834003247713; 2025-05-16 00:08:38,094 - INFO - Epoch: 0094 / 1300 lr: 8.294e-06 2025-05-16 00:08:40,145 - INFO - Training: cls_zice: 134.83146245856034; reg_zipnll: 330.4063726726331; aux_mae_loss_1: 247.4646164743524; aux_mae_loss_2: 35.873812223735605; aux_mae_loss_4: 6.204897886828372; cnt_loss: 59.03322887420654; 2025-05-16 00:08:40,145 - INFO - Epoch: 0095 / 1300 lr: 6.395e-06 2025-05-16 00:08:42,178 - INFO - Training: cls_zice: 128.89956263491982; reg_zipnll: 326.1220414011102; aux_mae_loss_1: 250.70907673082854; aux_mae_loss_2: 35.57775808635511; aux_mae_loss_4: 6.090402471391778; cnt_loss: 53.93247308229145; 2025-05-16 00:08:42,178 - INFO - Epoch: 0096 / 1300 lr: 4.768e-06 2025-05-16 00:08:44,197 - INFO - Training: cls_zice: 128.95319657576712; reg_zipnll: 325.71917925382917; aux_mae_loss_1: 249.83270343981292; aux_mae_loss_2: 36.11888865420693; aux_mae_loss_4: 6.225539646650615; cnt_loss: 56.55082986229345; 2025-05-16 00:08:44,198 - INFO - Epoch: 0097 / 1300 lr: 3.423e-06 2025-05-16 00:08:46,198 - INFO - Training: cls_zice: 129.91640954268607; reg_zipnll: 313.06197638260693; aux_mae_loss_1: 253.43979604620682; aux_mae_loss_2: 37.07967697946649; aux_mae_loss_4: 6.439968899676674; cnt_loss: 59.69342673452277; 2025-05-16 00:08:46,198 - INFO - Epoch: 0098 / 1300 lr: 2.368e-06 2025-05-16 00:08:48,214 - INFO - Training: cls_zice: 124.38929828844573; reg_zipnll: 312.2632643047132; aux_mae_loss_1: 243.46318977757505; aux_mae_loss_2: 35.13888569882042; aux_mae_loss_4: 5.9789469493062875; cnt_loss: 54.073223666140905; 2025-05-16 00:08:48,214 - INFO - Epoch: 0099 / 1300 lr: 1.609e-06 2025-05-16 00:08:50,227 - INFO - Training: cls_zice: 131.60147968091462; reg_zipnll: 318.23780923140674; aux_mae_loss_1: 248.3260329397101; aux_mae_loss_2: 35.766881340428405; aux_mae_loss_4: 5.91335582105737; cnt_loss: 52.77934947766756; 2025-05-16 00:08:50,228 - INFO - Epoch: 0100 / 1300 lr: 1.153e-06 2025-05-16 00:09:01,412 - INFO - Training: cls_zice: 126.64086708269622; reg_zipnll: 317.0184671502364; aux_mae_loss_1: 244.5596903750771; aux_mae_loss_2: 35.02952766418457; aux_mae_loss_4: 5.8378921182532055; cnt_loss: 49.33669823094418; 2025-05-16 00:09:01,601 - INFO - Evaluation: Curr mae: 101.9390; Best mae: 101.9390; inf; inf; inf; inf; Curr rmse: 144.9409; Best rmse: 144.9409; inf; inf; inf; inf; Curr nae: 0.3005; Best nae: 0.3005; inf; inf; inf; inf; 2025-05-16 00:09:01,766 - INFO - Epoch: 0101 / 1300 lr: 1.000e-04 2025-05-16 00:09:11,813 - INFO - Training: cls_zice: 128.39485248766448; reg_zipnll: 327.44790850187604; aux_mae_loss_1: 254.24540790758635; aux_mae_loss_2: 38.52913178895649; aux_mae_loss_4: 6.996548527165463; cnt_loss: 74.50445195248253; 2025-05-16 00:09:11,991 - INFO - Evaluation: Curr mae: 97.2642; Best mae: 97.2642; 101.9390; inf; inf; inf; Curr rmse: 142.3368; Best rmse: 142.3368; 144.9409; inf; inf; inf; Curr nae: 0.2862; Best nae: 0.2862; 0.3005; inf; inf; inf; 2025-05-16 00:09:11,992 - INFO - Epoch: 0102 / 1300 lr: 9.996e-05 2025-05-16 00:09:22,180 - INFO - Training: cls_zice: 122.68214567084061; reg_zipnll: 326.3331856978567; aux_mae_loss_1: 250.0338154842979; aux_mae_loss_2: 37.95767262107447; aux_mae_loss_4: 6.917435809185631; cnt_loss: 74.16419370550858; 2025-05-16 00:09:22,371 - INFO - Evaluation: Curr mae: 96.5822; Best mae: 96.5822; 97.2642; 101.9390; inf; inf; Curr rmse: 140.2451; Best rmse: 140.2451; 142.3368; 144.9409; inf; inf; Curr nae: 0.2581; Best nae: 0.2581; 0.2862; 0.3005; inf; inf; 2025-05-16 00:09:22,371 - INFO - Epoch: 0103 / 1300 lr: 9.985e-05 2025-05-16 00:09:32,678 - INFO - Training: cls_zice: 131.25275631954796; reg_zipnll: 331.79290189241107; aux_mae_loss_1: 256.8119631315532; aux_mae_loss_2: 38.89485203592401; aux_mae_loss_4: 7.045846725765028; cnt_loss: 73.59213457609478; 2025-05-16 00:09:32,861 - INFO - Evaluation: Curr mae: 99.6912; Best mae: 96.5822; 97.2642; 99.6912; 101.9390; inf; Curr rmse: 169.9261; Best rmse: 140.2451; 142.3368; 144.9409; 169.9261; inf; Curr nae: 0.2879; Best nae: 0.2581; 0.2862; 0.2879; 0.3005; inf; 2025-05-16 00:09:32,861 - INFO - Epoch: 0104 / 1300 lr: 9.966e-05 2025-05-16 00:09:43,041 - INFO - Training: cls_zice: 135.01221787302117; reg_zipnll: 326.02332466527037; aux_mae_loss_1: 258.7163399144223; aux_mae_loss_2: 40.06127849378084; aux_mae_loss_4: 7.505015875163831; cnt_loss: 80.88838755457024; 2025-05-16 00:09:43,227 - INFO - Evaluation: Curr mae: 97.3196; Best mae: 96.5822; 97.2642; 97.3196; 99.6912; 101.9390; Curr rmse: 154.3511; Best rmse: 140.2451; 142.3368; 144.9409; 154.3511; 169.9261; Curr nae: 0.3040; Best nae: 0.2581; 0.2862; 0.2879; 0.3005; 0.3040; 2025-05-16 00:09:43,227 - INFO - Epoch: 0105 / 1300 lr: 9.939e-05 2025-05-16 00:09:53,355 - INFO - Training: cls_zice: 137.4151470786647; reg_zipnll: 313.8021922864412; aux_mae_loss_1: 265.05753366570724; aux_mae_loss_2: 41.391166285464635; aux_mae_loss_4: 7.661253113495676; cnt_loss: 87.5385079634817; 2025-05-16 00:09:53,417 - INFO - Evaluation: Curr mae: 102.4305; Best mae: 96.5822; 97.2642; 97.3196; 99.6912; 101.9390; Curr rmse: 157.9700; Best rmse: 140.2451; 142.3368; 144.9409; 154.3511; 157.9700; Curr nae: 0.3256; Best nae: 0.2581; 0.2862; 0.2879; 0.3005; 0.3040; 2025-05-16 00:09:53,417 - INFO - Epoch: 0106 / 1300 lr: 9.905e-05 2025-05-16 00:10:03,642 - INFO - Training: cls_zice: 136.12622391550164; reg_zipnll: 332.9980496858296; aux_mae_loss_1: 250.40791280646073; aux_mae_loss_2: 38.03516583693655; aux_mae_loss_4: 6.8648605974097; cnt_loss: 66.44482125734028; 2025-05-16 00:10:03,795 - INFO - Evaluation: Curr mae: 101.3138; Best mae: 96.5822; 97.2642; 97.3196; 99.6912; 101.3138; Curr rmse: 163.2663; Best rmse: 140.2451; 142.3368; 144.9409; 154.3511; 157.9700; Curr nae: 0.2669; Best nae: 0.2581; 0.2669; 0.2862; 0.2879; 0.3005; 2025-05-16 00:10:03,796 - INFO - Epoch: 0107 / 1300 lr: 9.863e-05 2025-05-16 00:10:13,992 - INFO - Training: cls_zice: 126.23551348636025; reg_zipnll: 324.3787142101087; aux_mae_loss_1: 254.51270695736534; aux_mae_loss_2: 39.98027003438849; aux_mae_loss_4: 7.4671672896335; cnt_loss: 79.6013250852886; 2025-05-16 00:10:13,993 - INFO - Evaluation: Curr mae: 110.7512; Best mae: 96.5822; 97.2642; 97.3196; 99.6912; 101.3138; Curr rmse: 163.4850; Best rmse: 140.2451; 142.3368; 144.9409; 154.3511; 157.9700; Curr nae: 0.3106; Best nae: 0.2581; 0.2669; 0.2862; 0.2879; 0.3005; 2025-05-16 00:10:13,993 - INFO - Epoch: 0108 / 1300 lr: 9.814e-05 2025-05-16 00:10:24,288 - INFO - Training: cls_zice: 136.64169291446083; reg_zipnll: 316.64632014224406; aux_mae_loss_1: 261.5051831697163; aux_mae_loss_2: 40.98587382467169; aux_mae_loss_4: 7.551046735362003; cnt_loss: 82.05538187528911; 2025-05-16 00:10:24,289 - INFO - Evaluation: Curr mae: 109.8434; Best mae: 96.5822; 97.2642; 97.3196; 99.6912; 101.3138; Curr rmse: 160.0288; Best rmse: 140.2451; 142.3368; 144.9409; 154.3511; 157.9700; Curr nae: 0.3139; Best nae: 0.2581; 0.2669; 0.2862; 0.2879; 0.3005; 2025-05-16 00:10:24,289 - INFO - Epoch: 0109 / 1300 lr: 9.758e-05 2025-05-16 00:10:34,520 - INFO - Training: cls_zice: 135.9835965005975; reg_zipnll: 333.0217016119706; aux_mae_loss_1: 262.2947604530736; aux_mae_loss_2: 40.28533559096487; aux_mae_loss_4: 7.512478891171907; cnt_loss: 76.69655719556306; 2025-05-16 00:10:34,722 - INFO - Evaluation: Curr mae: 98.0819; Best mae: 96.5822; 97.2642; 97.3196; 98.0819; 99.6912; Curr rmse: 152.4400; Best rmse: 140.2451; 142.3368; 144.9409; 152.4400; 154.3511; Curr nae: 0.2876; Best nae: 0.2581; 0.2669; 0.2862; 0.2876; 0.2879; 2025-05-16 00:10:34,723 - INFO - Epoch: 0110 / 1300 lr: 9.694e-05 2025-05-16 00:10:45,066 - INFO - Training: cls_zice: 135.67415287620142; reg_zipnll: 330.15564486854953; aux_mae_loss_1: 258.89018570749386; aux_mae_loss_2: 38.700773540296055; aux_mae_loss_4: 7.021478765889218; cnt_loss: 73.7886280009621; 2025-05-16 00:10:45,258 - INFO - Evaluation: Curr mae: 85.8764; Best mae: 85.8764; 96.5822; 97.2642; 97.3196; 98.0819; Curr rmse: 132.4045; Best rmse: 132.4045; 140.2451; 142.3368; 144.9409; 152.4400; Curr nae: 0.2269; Best nae: 0.2269; 0.2581; 0.2669; 0.2862; 0.2876; 2025-05-16 00:10:45,258 - INFO - Epoch: 0111 / 1300 lr: 9.623e-05 2025-05-16 00:10:55,473 - INFO - Training: cls_zice: 138.71557958502518; reg_zipnll: 321.7260312532124; aux_mae_loss_1: 261.84994546990646; aux_mae_loss_2: 41.275567958229466; aux_mae_loss_4: 7.818839211212961; cnt_loss: 84.41584843083432; 2025-05-16 00:10:55,676 - INFO - Evaluation: Curr mae: 90.7307; Best mae: 85.8764; 90.7307; 96.5822; 97.2642; 97.3196; Curr rmse: 142.7648; Best rmse: 132.4045; 140.2451; 142.3368; 142.7648; 144.9409; Curr nae: 0.2469; Best nae: 0.2269; 0.2469; 0.2581; 0.2669; 0.2862; 2025-05-16 00:10:55,676 - INFO - Epoch: 0112 / 1300 lr: 9.545e-05 2025-05-16 00:11:05,815 - INFO - Training: cls_zice: 123.71017937911184; reg_zipnll: 323.4212387486508; aux_mae_loss_1: 251.48186492919922; aux_mae_loss_2: 37.53321160768208; aux_mae_loss_4: 6.726600596779271; cnt_loss: 64.97940113669948; 2025-05-16 00:11:06,345 - INFO - Evaluation: Curr mae: 88.2211; Best mae: 85.8764; 88.2211; 90.7307; 96.5822; 97.2642; Curr rmse: 137.0937; Best rmse: 132.4045; 137.0937; 140.2451; 142.3368; 142.7648; Curr nae: 0.2403; Best nae: 0.2269; 0.2403; 0.2469; 0.2581; 0.2669; 2025-05-16 00:11:06,345 - INFO - Epoch: 0113 / 1300 lr: 9.460e-05 2025-05-16 00:11:16,563 - INFO - Training: cls_zice: 130.9917933815404; reg_zipnll: 321.1989430879292; aux_mae_loss_1: 250.66067785965768; aux_mae_loss_2: 37.08718716470819; aux_mae_loss_4: 6.555919427620737; cnt_loss: 66.35189146744578; 2025-05-16 00:11:16,788 - INFO - Evaluation: Curr mae: 90.7483; Best mae: 85.8764; 88.2211; 90.7307; 90.7483; 96.5822; Curr rmse: 138.3400; Best rmse: 132.4045; 137.0937; 138.3400; 140.2451; 142.3368; Curr nae: 0.2529; Best nae: 0.2269; 0.2403; 0.2469; 0.2529; 0.2581; 2025-05-16 00:11:16,788 - INFO - Epoch: 0114 / 1300 lr: 9.369e-05 2025-05-16 00:11:27,019 - INFO - Training: cls_zice: 127.75790646201686; reg_zipnll: 330.12019468608656; aux_mae_loss_1: 249.96882589239823; aux_mae_loss_2: 37.11892855794806; aux_mae_loss_4: 6.68886775719492; cnt_loss: 69.33665365921824; 2025-05-16 00:11:27,200 - INFO - Evaluation: Curr mae: 87.5004; Best mae: 85.8764; 87.5004; 88.2211; 90.7307; 90.7483; Curr rmse: 138.9119; Best rmse: 132.4045; 137.0937; 138.3400; 138.9119; 140.2451; Curr nae: 0.2332; Best nae: 0.2269; 0.2332; 0.2403; 0.2469; 0.2529; 2025-05-16 00:11:27,200 - INFO - Epoch: 0115 / 1300 lr: 9.271e-05 2025-05-16 00:11:37,417 - INFO - Training: cls_zice: 125.42110362805818; reg_zipnll: 326.8349276090923; aux_mae_loss_1: 245.7527887444747; aux_mae_loss_2: 36.47980845601935; aux_mae_loss_4: 6.535780705903706; cnt_loss: 65.97127532958984; 2025-05-16 00:11:37,418 - INFO - Evaluation: Curr mae: 100.0305; Best mae: 85.8764; 87.5004; 88.2211; 90.7307; 90.7483; Curr rmse: 183.0751; Best rmse: 132.4045; 137.0937; 138.3400; 138.9119; 140.2451; Curr nae: 0.3600; Best nae: 0.2269; 0.2332; 0.2403; 0.2469; 0.2529; 2025-05-16 00:11:37,418 - INFO - Epoch: 0116 / 1300 lr: 9.166e-05 2025-05-16 00:11:51,683 - INFO - Training: cls_zice: 128.15099786457262; reg_zipnll: 312.5210926658229; aux_mae_loss_1: 249.81748681319388; aux_mae_loss_2: 37.729188316746765; aux_mae_loss_4: 6.801860357585706; cnt_loss: 69.11641040601228; 2025-05-16 00:11:51,688 - INFO - Evaluation: Curr mae: 104.4090; Best mae: 85.8764; 87.5004; 88.2211; 90.7307; 90.7483; Curr rmse: 169.0850; Best rmse: 132.4045; 137.0937; 138.3400; 138.9119; 140.2451; Curr nae: 0.3644; Best nae: 0.2269; 0.2332; 0.2403; 0.2469; 0.2529; 2025-05-16 00:11:51,688 - INFO - Epoch: 0117 / 1300 lr: 9.055e-05 2025-05-16 00:12:06,026 - INFO - Training: cls_zice: 131.358826888235; reg_zipnll: 326.8868010671515; aux_mae_loss_1: 256.0748250860917; aux_mae_loss_2: 39.250892337999844; aux_mae_loss_4: 7.381273721393786; cnt_loss: 80.55627687353837; 2025-05-16 00:12:06,210 - INFO - Evaluation: Curr mae: 85.5041; Best mae: 85.5041; 85.8764; 87.5004; 88.2211; 90.7307; Curr rmse: 132.7491; Best rmse: 132.4045; 132.7491; 137.0937; 138.3400; 138.9119; Curr nae: 0.2389; Best nae: 0.2269; 0.2332; 0.2389; 0.2403; 0.2469; 2025-05-16 00:12:06,211 - INFO - Epoch: 0118 / 1300 lr: 8.937e-05 2025-05-16 00:12:16,441 - INFO - Training: cls_zice: 133.98185057389108; reg_zipnll: 332.26719424599094; aux_mae_loss_1: 255.94483224969161; aux_mae_loss_2: 38.0412923913253; aux_mae_loss_4: 6.90363631750408; cnt_loss: 75.12644240730687; 2025-05-16 00:12:16,442 - INFO - Evaluation: Curr mae: 99.2592; Best mae: 85.5041; 85.8764; 87.5004; 88.2211; 90.7307; Curr rmse: 147.9652; Best rmse: 132.4045; 132.7491; 137.0937; 138.3400; 138.9119; Curr nae: 0.3314; Best nae: 0.2269; 0.2332; 0.2389; 0.2403; 0.2469; 2025-05-16 00:12:16,442 - INFO - Epoch: 0119 / 1300 lr: 8.814e-05 2025-05-16 00:12:26,616 - INFO - Training: cls_zice: 130.63371387280915; reg_zipnll: 315.23087712338094; aux_mae_loss_1: 250.87932466205797; aux_mae_loss_2: 37.093987565291556; aux_mae_loss_4: 6.544336726790981; cnt_loss: 65.49598257165206; 2025-05-16 00:12:26,818 - INFO - Evaluation: Curr mae: 86.5735; Best mae: 85.5041; 85.8764; 86.5735; 87.5004; 88.2211; Curr rmse: 134.3437; Best rmse: 132.4045; 132.7491; 134.3437; 137.0937; 138.3400; Curr nae: 0.2102; Best nae: 0.2102; 0.2269; 0.2332; 0.2389; 0.2403; 2025-05-16 00:12:26,819 - INFO - Epoch: 0120 / 1300 lr: 8.685e-05 2025-05-16 00:12:37,192 - INFO - Training: cls_zice: 136.80162961859452; reg_zipnll: 330.3842195209704; aux_mae_loss_1: 255.34632873535156; aux_mae_loss_2: 37.74325466156006; aux_mae_loss_4: 6.83971359227833; cnt_loss: 73.43178312402023; 2025-05-16 00:12:37,193 - INFO - Evaluation: Curr mae: 91.7386; Best mae: 85.5041; 85.8764; 86.5735; 87.5004; 88.2211; Curr rmse: 145.1352; Best rmse: 132.4045; 132.7491; 134.3437; 137.0937; 138.3400; Curr nae: 0.2580; Best nae: 0.2102; 0.2269; 0.2332; 0.2389; 0.2403; 2025-05-16 00:12:37,193 - INFO - Epoch: 0121 / 1300 lr: 8.550e-05 2025-05-16 00:12:47,438 - INFO - Training: cls_zice: 126.7968060342889; reg_zipnll: 309.94370731554534; aux_mae_loss_1: 248.27669565301193; aux_mae_loss_2: 35.999822315416836; aux_mae_loss_4: 6.200429125836021; cnt_loss: 58.84249461324591; 2025-05-16 00:12:47,439 - INFO - Evaluation: Curr mae: 100.9589; Best mae: 85.5041; 85.8764; 86.5735; 87.5004; 88.2211; Curr rmse: 160.4657; Best rmse: 132.4045; 132.7491; 134.3437; 137.0937; 138.3400; Curr nae: 0.2878; Best nae: 0.2102; 0.2269; 0.2332; 0.2389; 0.2403; 2025-05-16 00:12:47,439 - INFO - Epoch: 0122 / 1300 lr: 8.410e-05 2025-05-16 00:12:57,636 - INFO - Training: cls_zice: 125.89478989651329; reg_zipnll: 310.1347339027806; aux_mae_loss_1: 246.48592537327818; aux_mae_loss_2: 35.64034788232101; aux_mae_loss_4: 6.084845856616371; cnt_loss: 55.41506626731471; 2025-05-16 00:12:57,637 - INFO - Evaluation: Curr mae: 92.5803; Best mae: 85.5041; 85.8764; 86.5735; 87.5004; 88.2211; Curr rmse: 144.5035; Best rmse: 132.4045; 132.7491; 134.3437; 137.0937; 138.3400; Curr nae: 0.2756; Best nae: 0.2102; 0.2269; 0.2332; 0.2389; 0.2403; 2025-05-16 00:12:57,637 - INFO - Epoch: 0123 / 1300 lr: 8.265e-05 2025-05-16 00:13:07,805 - INFO - Training: cls_zice: 120.65467312461452; reg_zipnll: 306.4555575722142; aux_mae_loss_1: 243.0395299008018; aux_mae_loss_2: 35.107196155347324; aux_mae_loss_4: 6.052903005951329; cnt_loss: 58.75129157618473; 2025-05-16 00:13:07,868 - INFO - Evaluation: Curr mae: 90.4957; Best mae: 85.5041; 85.8764; 86.5735; 87.5004; 88.2211; Curr rmse: 129.3658; Best rmse: 129.3658; 132.4045; 132.7491; 134.3437; 137.0937; Curr nae: 0.2625; Best nae: 0.2102; 0.2269; 0.2332; 0.2389; 0.2403; 2025-05-16 00:13:07,868 - INFO - Epoch: 0124 / 1300 lr: 8.115e-05 2025-05-16 00:13:18,057 - INFO - Training: cls_zice: 118.74191768545853; reg_zipnll: 306.8247487921464; aux_mae_loss_1: 239.82033578973068; aux_mae_loss_2: 35.044684410095215; aux_mae_loss_4: 6.147791084490325; cnt_loss: 60.30887711675543; 2025-05-16 00:13:18,121 - INFO - Evaluation: Curr mae: 91.3031; Best mae: 85.5041; 85.8764; 86.5735; 87.5004; 88.2211; Curr rmse: 129.7187; Best rmse: 129.3658; 129.7187; 132.4045; 132.7491; 134.3437; Curr nae: 0.2530; Best nae: 0.2102; 0.2269; 0.2332; 0.2389; 0.2403; 2025-05-16 00:13:18,121 - INFO - Epoch: 0125 / 1300 lr: 7.960e-05 2025-05-16 00:13:28,323 - INFO - Training: cls_zice: 121.14535773427863; reg_zipnll: 316.1913548519737; aux_mae_loss_1: 244.23597958213404; aux_mae_loss_2: 35.695483659443106; aux_mae_loss_4: 6.313039641631277; cnt_loss: 64.34241575943797; 2025-05-16 00:13:28,324 - INFO - Evaluation: Curr mae: 93.2538; Best mae: 85.5041; 85.8764; 86.5735; 87.5004; 88.2211; Curr rmse: 144.7824; Best rmse: 129.3658; 129.7187; 132.4045; 132.7491; 134.3437; Curr nae: 0.2700; Best nae: 0.2102; 0.2269; 0.2332; 0.2389; 0.2403; 2025-05-16 00:13:28,324 - INFO - Epoch: 0126 / 1300 lr: 7.800e-05 2025-05-16 00:13:38,781 - INFO - Training: cls_zice: 123.94818752690365; reg_zipnll: 310.7932891845703; aux_mae_loss_1: 244.78265782406456; aux_mae_loss_2: 36.29617650885331; aux_mae_loss_4: 6.457400980748628; cnt_loss: 65.36651611328125; 2025-05-16 00:13:38,782 - INFO - Evaluation: Curr mae: 94.8707; Best mae: 85.5041; 85.8764; 86.5735; 87.5004; 88.2211; Curr rmse: 146.7381; Best rmse: 129.3658; 129.7187; 132.4045; 132.7491; 134.3437; Curr nae: 0.2648; Best nae: 0.2102; 0.2269; 0.2332; 0.2389; 0.2403; 2025-05-16 00:13:38,782 - INFO - Epoch: 0127 / 1300 lr: 7.636e-05 2025-05-16 00:13:49,018 - INFO - Training: cls_zice: 124.93099538903488; reg_zipnll: 319.29326228091594; aux_mae_loss_1: 238.40292438707854; aux_mae_loss_2: 34.34878575174432; aux_mae_loss_4: 5.858243446601064; cnt_loss: 53.220425605773926; 2025-05-16 00:13:49,019 - INFO - Evaluation: Curr mae: 90.4739; Best mae: 85.5041; 85.8764; 86.5735; 87.5004; 88.2211; Curr rmse: 141.9531; Best rmse: 129.3658; 129.7187; 132.4045; 132.7491; 134.3437; Curr nae: 0.2523; Best nae: 0.2102; 0.2269; 0.2332; 0.2389; 0.2403; 2025-05-16 00:13:49,020 - INFO - Epoch: 0128 / 1300 lr: 7.469e-05 2025-05-16 00:13:59,400 - INFO - Training: cls_zice: 118.2046588094611; reg_zipnll: 314.0748859204744; aux_mae_loss_1: 236.7648118671618; aux_mae_loss_2: 33.8574414002268; aux_mae_loss_4: 5.752603750479849; cnt_loss: 50.42243199599417; 2025-05-16 00:13:59,401 - INFO - Evaluation: Curr mae: 119.6195; Best mae: 85.5041; 85.8764; 86.5735; 87.5004; 88.2211; Curr rmse: 200.7729; Best rmse: 129.3658; 129.7187; 132.4045; 132.7491; 134.3437; Curr nae: 0.4370; Best nae: 0.2102; 0.2269; 0.2332; 0.2389; 0.2403; 2025-05-16 00:13:59,401 - INFO - Epoch: 0129 / 1300 lr: 7.297e-05 2025-05-16 00:14:09,767 - INFO - Training: cls_zice: 123.40257202951531; reg_zipnll: 312.88800390143143; aux_mae_loss_1: 236.6271434583162; aux_mae_loss_2: 33.860431269595495; aux_mae_loss_4: 5.78763420958268; cnt_loss: 48.8724146642183; 2025-05-16 00:14:09,847 - INFO - Evaluation: Curr mae: 86.2221; Best mae: 85.5041; 85.8764; 86.2221; 86.5735; 87.5004; Curr rmse: 136.6455; Best rmse: 129.3658; 129.7187; 132.4045; 132.7491; 134.3437; Curr nae: 0.2412; Best nae: 0.2102; 0.2269; 0.2332; 0.2389; 0.2403; 2025-05-16 00:14:09,847 - INFO - Epoch: 0130 / 1300 lr: 7.122e-05 2025-05-16 00:14:20,252 - INFO - Training: cls_zice: 124.19838885257118; reg_zipnll: 316.4454540453459; aux_mae_loss_1: 240.65621225457443; aux_mae_loss_2: 34.73012452376516; aux_mae_loss_4: 5.976981194395768; cnt_loss: 55.98605306524979; 2025-05-16 00:14:20,253 - INFO - Evaluation: Curr mae: 93.2417; Best mae: 85.5041; 85.8764; 86.2221; 86.5735; 87.5004; Curr rmse: 141.0041; Best rmse: 129.3658; 129.7187; 132.4045; 132.7491; 134.3437; Curr nae: 0.2699; Best nae: 0.2102; 0.2269; 0.2332; 0.2389; 0.2403; 2025-05-16 00:14:20,253 - INFO - Epoch: 0131 / 1300 lr: 6.944e-05 2025-05-16 00:14:30,388 - INFO - Training: cls_zice: 123.25860595703125; reg_zipnll: 299.68385375173466; aux_mae_loss_1: 243.28370064183287; aux_mae_loss_2: 34.54446140088533; aux_mae_loss_4: 5.906045951341328; cnt_loss: 51.9026009910985; 2025-05-16 00:14:30,689 - INFO - Evaluation: Curr mae: 81.4563; Best mae: 81.4563; 85.5041; 85.8764; 86.2221; 86.5735; Curr rmse: 128.4993; Best rmse: 128.4993; 129.3658; 129.7187; 132.4045; 132.7491; Curr nae: 0.2202; Best nae: 0.2102; 0.2202; 0.2269; 0.2332; 0.2389; 2025-05-16 00:14:30,690 - INFO - Epoch: 0132 / 1300 lr: 6.763e-05 2025-05-16 00:14:40,750 - INFO - Training: cls_zice: 125.80150564093339; reg_zipnll: 315.7455590900622; aux_mae_loss_1: 242.25680421528062; aux_mae_loss_2: 34.785848567360325; aux_mae_loss_4: 5.982827073649356; cnt_loss: 56.41152438364531; 2025-05-16 00:14:40,750 - INFO - Evaluation: Curr mae: 91.2825; Best mae: 81.4563; 85.5041; 85.8764; 86.2221; 86.5735; Curr rmse: 147.6012; Best rmse: 128.4993; 129.3658; 129.7187; 132.4045; 132.7491; Curr nae: 0.2443; Best nae: 0.2102; 0.2202; 0.2269; 0.2332; 0.2389; 2025-05-16 00:14:40,751 - INFO - Epoch: 0133 / 1300 lr: 6.580e-05 2025-05-16 00:14:50,876 - INFO - Training: cls_zice: 122.85639521950169; reg_zipnll: 309.0347193667763; aux_mae_loss_1: 241.40037014609888; aux_mae_loss_2: 34.79274935471384; aux_mae_loss_4: 6.063535439340692; cnt_loss: 58.48741034457558; 2025-05-16 00:14:50,878 - INFO - Evaluation: Curr mae: 91.6145; Best mae: 81.4563; 85.5041; 85.8764; 86.2221; 86.5735; Curr rmse: 140.7099; Best rmse: 128.4993; 129.3658; 129.7187; 132.4045; 132.7491; Curr nae: 0.3081; Best nae: 0.2102; 0.2202; 0.2269; 0.2332; 0.2389; 2025-05-16 00:14:50,878 - INFO - Epoch: 0134 / 1300 lr: 6.394e-05 2025-05-16 00:15:01,080 - INFO - Training: cls_zice: 132.66603961743806; reg_zipnll: 298.44192765888414; aux_mae_loss_1: 241.94393117804276; aux_mae_loss_2: 35.054020279332214; aux_mae_loss_4: 6.138884080083747; cnt_loss: 58.02351911444413; 2025-05-16 00:15:01,159 - INFO - Evaluation: Curr mae: 89.4160; Best mae: 81.4563; 85.5041; 85.8764; 86.2221; 86.5735; Curr rmse: 139.7267; Best rmse: 128.4993; 129.3658; 129.7187; 132.4045; 132.7491; Curr nae: 0.2286; Best nae: 0.2102; 0.2202; 0.2269; 0.2286; 0.2332; 2025-05-16 00:15:01,159 - INFO - Epoch: 0135 / 1300 lr: 6.206e-05 2025-05-16 00:15:11,390 - INFO - Training: cls_zice: 131.33338195399233; reg_zipnll: 308.93243167274875; aux_mae_loss_1: 248.8693474217465; aux_mae_loss_2: 35.74942588806152; aux_mae_loss_4: 6.237575687860188; cnt_loss: 60.71319183550383; 2025-05-16 00:15:11,453 - INFO - Evaluation: Curr mae: 87.0503; Best mae: 81.4563; 85.5041; 85.8764; 86.2221; 86.5735; Curr rmse: 127.0141; Best rmse: 127.0141; 128.4993; 129.3658; 129.7187; 132.4045; Curr nae: 0.2419; Best nae: 0.2102; 0.2202; 0.2269; 0.2286; 0.2332; 2025-05-16 00:15:11,453 - INFO - Epoch: 0136 / 1300 lr: 6.016e-05 2025-05-16 00:15:21,583 - INFO - Training: cls_zice: 129.1062472494025; reg_zipnll: 305.3460099069696; aux_mae_loss_1: 244.65524131373354; aux_mae_loss_2: 35.11215350502416; aux_mae_loss_4: 6.088242304952521; cnt_loss: 56.005413707933926; 2025-05-16 00:15:21,585 - INFO - Evaluation: Curr mae: 103.6758; Best mae: 81.4563; 85.5041; 85.8764; 86.2221; 86.5735; Curr rmse: 140.5801; Best rmse: 127.0141; 128.4993; 129.3658; 129.7187; 132.4045; Curr nae: 0.3225; Best nae: 0.2102; 0.2202; 0.2269; 0.2286; 0.2332; 2025-05-16 00:15:21,585 - INFO - Epoch: 0137 / 1300 lr: 5.824e-05 2025-05-16 00:15:31,598 - INFO - Training: cls_zice: 121.67611393175628; reg_zipnll: 308.078849993254; aux_mae_loss_1: 238.619579114412; aux_mae_loss_2: 34.07469096936678; aux_mae_loss_4: 5.82961650898582; cnt_loss: 52.03654592915585; 2025-05-16 00:15:31,600 - INFO - Evaluation: Curr mae: 103.5822; Best mae: 81.4563; 85.5041; 85.8764; 86.2221; 86.5735; Curr rmse: 145.0323; Best rmse: 127.0141; 128.4993; 129.3658; 129.7187; 132.4045; Curr nae: 0.3519; Best nae: 0.2102; 0.2202; 0.2269; 0.2286; 0.2332; 2025-05-16 00:15:31,600 - INFO - Epoch: 0138 / 1300 lr: 5.632e-05 2025-05-16 00:15:41,804 - INFO - Training: cls_zice: 129.74176958987587; reg_zipnll: 302.74134033604673; aux_mae_loss_1: 243.2591653121145; aux_mae_loss_2: 34.09556584609182; aux_mae_loss_4: 5.731753920253954; cnt_loss: 46.885782292014675; 2025-05-16 00:15:41,949 - INFO - Evaluation: Curr mae: 82.2158; Best mae: 81.4563; 82.2158; 85.5041; 85.8764; 86.2221; Curr rmse: 127.5238; Best rmse: 127.0141; 127.5238; 128.4993; 129.3658; 129.7187; Curr nae: 0.2342; Best nae: 0.2102; 0.2202; 0.2269; 0.2286; 0.2332; 2025-05-16 00:15:41,949 - INFO - Epoch: 0139 / 1300 lr: 5.438e-05 2025-05-16 00:15:52,106 - INFO - Training: cls_zice: 122.09392326756527; reg_zipnll: 304.92571740401416; aux_mae_loss_1: 236.43810794228003; aux_mae_loss_2: 33.470946864077916; aux_mae_loss_4: 5.765169250337701; cnt_loss: 52.164294744792734; 2025-05-16 00:15:52,107 - INFO - Evaluation: Curr mae: 96.2199; Best mae: 81.4563; 82.2158; 85.5041; 85.8764; 86.2221; Curr rmse: 143.0042; Best rmse: 127.0141; 127.5238; 128.4993; 129.3658; 129.7187; Curr nae: 0.2737; Best nae: 0.2102; 0.2202; 0.2269; 0.2286; 0.2332; 2025-05-16 00:15:52,107 - INFO - Epoch: 0140 / 1300 lr: 5.244e-05 2025-05-16 00:16:02,442 - INFO - Training: cls_zice: 122.38470991034256; reg_zipnll: 320.8285056666324; aux_mae_loss_1: 237.98132966694078; aux_mae_loss_2: 33.77328576539692; aux_mae_loss_4: 5.772853725834897; cnt_loss: 53.714984492251745; 2025-05-16 00:16:02,625 - INFO - Evaluation: Curr mae: 81.8406; Best mae: 81.4563; 81.8406; 82.2158; 85.5041; 85.8764; Curr rmse: 119.7837; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.3658; Curr nae: 0.2155; Best nae: 0.2102; 0.2155; 0.2202; 0.2269; 0.2286; 2025-05-16 00:16:02,625 - INFO - Epoch: 0141 / 1300 lr: 5.050e-05 2025-05-16 00:16:12,590 - INFO - Training: cls_zice: 118.38108484368576; reg_zipnll: 288.1265672382556; aux_mae_loss_1: 234.4544264140882; aux_mae_loss_2: 33.067411723889805; aux_mae_loss_4: 5.587969140002602; cnt_loss: 51.301585147255345; 2025-05-16 00:16:12,591 - INFO - Evaluation: Curr mae: 94.1459; Best mae: 81.4563; 81.8406; 82.2158; 85.5041; 85.8764; Curr rmse: 154.9234; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.3658; Curr nae: 0.2494; Best nae: 0.2102; 0.2155; 0.2202; 0.2269; 0.2286; 2025-05-16 00:16:12,591 - INFO - Epoch: 0142 / 1300 lr: 4.856e-05 2025-05-16 00:16:22,639 - INFO - Training: cls_zice: 123.10899011712326; reg_zipnll: 309.9667494924445; aux_mae_loss_1: 239.75642796566612; aux_mae_loss_2: 33.93918494174355; aux_mae_loss_4: 5.875735508768182; cnt_loss: 54.655398519415606; 2025-05-16 00:16:22,640 - INFO - Evaluation: Curr mae: 156.2751; Best mae: 81.4563; 81.8406; 82.2158; 85.5041; 85.8764; Curr rmse: 212.2635; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.3658; Curr nae: 0.4648; Best nae: 0.2102; 0.2155; 0.2202; 0.2269; 0.2286; 2025-05-16 00:16:22,640 - INFO - Epoch: 0143 / 1300 lr: 4.662e-05 2025-05-16 00:16:32,764 - INFO - Training: cls_zice: 127.00788588272898; reg_zipnll: 309.59202334755344; aux_mae_loss_1: 242.98675898501747; aux_mae_loss_2: 33.75563019200375; aux_mae_loss_4: 5.617948990119131; cnt_loss: 49.121667560778164; 2025-05-16 00:16:32,765 - INFO - Evaluation: Curr mae: 86.6271; Best mae: 81.4563; 81.8406; 82.2158; 85.5041; 85.8764; Curr rmse: 133.7754; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.3658; Curr nae: 0.2382; Best nae: 0.2102; 0.2155; 0.2202; 0.2269; 0.2286; 2025-05-16 00:16:32,765 - INFO - Epoch: 0144 / 1300 lr: 4.468e-05 2025-05-16 00:16:42,847 - INFO - Training: cls_zice: 117.7268056367573; reg_zipnll: 311.8586481997841; aux_mae_loss_1: 234.27754974365234; aux_mae_loss_2: 32.27269524022152; aux_mae_loss_4: 5.299183387505381; cnt_loss: 44.59925262551559; 2025-05-16 00:16:42,848 - INFO - Evaluation: Curr mae: 89.3343; Best mae: 81.4563; 81.8406; 82.2158; 85.5041; 85.8764; Curr rmse: 136.8084; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.3658; Curr nae: 0.2598; Best nae: 0.2102; 0.2155; 0.2202; 0.2269; 0.2286; 2025-05-16 00:16:42,848 - INFO - Epoch: 0145 / 1300 lr: 4.276e-05 2025-05-16 00:16:53,065 - INFO - Training: cls_zice: 126.05376303823371; reg_zipnll: 303.32799670570773; aux_mae_loss_1: 240.95328280800268; aux_mae_loss_2: 34.03883984214381; aux_mae_loss_4: 5.781178417958711; cnt_loss: 53.820558297006706; 2025-05-16 00:16:53,126 - INFO - Evaluation: Curr mae: 86.9264; Best mae: 81.4563; 81.8406; 82.2158; 85.5041; 85.8764; Curr rmse: 140.2756; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.3658; Curr nae: 0.2203; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:16:53,126 - INFO - Epoch: 0146 / 1300 lr: 4.084e-05 2025-05-16 00:17:03,177 - INFO - Training: cls_zice: 120.98407253466155; reg_zipnll: 318.8024099249589; aux_mae_loss_1: 238.3228819997687; aux_mae_loss_2: 33.46105259343197; aux_mae_loss_4: 5.603720859477394; cnt_loss: 50.580094939784; 2025-05-16 00:17:03,178 - INFO - Evaluation: Curr mae: 89.8272; Best mae: 81.4563; 81.8406; 82.2158; 85.5041; 85.8764; Curr rmse: 137.1125; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.3658; Curr nae: 0.2300; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:17:03,178 - INFO - Epoch: 0147 / 1300 lr: 3.894e-05 2025-05-16 00:17:13,283 - INFO - Training: cls_zice: 119.92875892237613; reg_zipnll: 290.37004731830797; aux_mae_loss_1: 236.618408203125; aux_mae_loss_2: 32.87333242516769; aux_mae_loss_4: 5.269803040906003; cnt_loss: 39.93765278866417; 2025-05-16 00:17:13,285 - INFO - Evaluation: Curr mae: 99.4379; Best mae: 81.4563; 81.8406; 82.2158; 85.5041; 85.8764; Curr rmse: 145.6287; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.3658; Curr nae: 0.2848; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:17:13,285 - INFO - Epoch: 0148 / 1300 lr: 3.706e-05 2025-05-16 00:17:23,291 - INFO - Training: cls_zice: 127.192122509605; reg_zipnll: 300.2344876339561; aux_mae_loss_1: 241.4371169240851; aux_mae_loss_2: 33.146047592163086; aux_mae_loss_4: 5.44311553553531; cnt_loss: 44.787736892700195; 2025-05-16 00:17:23,292 - INFO - Evaluation: Curr mae: 88.4040; Best mae: 81.4563; 81.8406; 82.2158; 85.5041; 85.8764; Curr rmse: 140.1373; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.3658; Curr nae: 0.2286; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:17:23,292 - INFO - Epoch: 0149 / 1300 lr: 3.520e-05 2025-05-16 00:17:33,394 - INFO - Training: cls_zice: 121.73264242473401; reg_zipnll: 326.74574038856906; aux_mae_loss_1: 238.37341188129625; aux_mae_loss_2: 32.62948613417776; aux_mae_loss_4: 5.416446052099529; cnt_loss: 44.884387468036856; 2025-05-16 00:17:33,395 - INFO - Evaluation: Curr mae: 101.8245; Best mae: 81.4563; 81.8406; 82.2158; 85.5041; 85.8764; Curr rmse: 151.7418; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.3658; Curr nae: 0.2773; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:17:33,395 - INFO - Epoch: 0150 / 1300 lr: 3.337e-05 2025-05-16 00:17:43,842 - INFO - Training: cls_zice: 115.78930322747482; reg_zipnll: 304.9703094080875; aux_mae_loss_1: 229.91051924856086; aux_mae_loss_2: 31.0042119277151; aux_mae_loss_4: 4.970602079441673; cnt_loss: 39.99402676130596; 2025-05-16 00:17:43,843 - INFO - Evaluation: Curr mae: 91.8554; Best mae: 81.4563; 81.8406; 82.2158; 85.5041; 85.8764; Curr rmse: 142.8313; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.3658; Curr nae: 0.2828; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:17:44,012 - INFO - Epoch: 0151 / 1300 lr: 3.156e-05 2025-05-16 00:17:54,385 - INFO - Training: cls_zice: 135.3740560632003; reg_zipnll: 295.59072941227964; aux_mae_loss_1: 245.99520271702818; aux_mae_loss_2: 34.571908950805664; aux_mae_loss_4: 5.7854083776474; cnt_loss: 51.79481579128065; 2025-05-16 00:17:54,390 - INFO - Evaluation: Curr mae: 98.2040; Best mae: 81.4563; 81.8406; 82.2158; 85.5041; 85.8764; Curr rmse: 148.4625; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.3658; Curr nae: 0.2964; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:17:54,390 - INFO - Epoch: 0152 / 1300 lr: 2.978e-05 2025-05-16 00:18:04,371 - INFO - Training: cls_zice: 116.098675175717; reg_zipnll: 311.91021929289167; aux_mae_loss_1: 235.45335388183594; aux_mae_loss_2: 33.213647290279994; aux_mae_loss_4: 5.674033867685418; cnt_loss: 52.60705179917185; 2025-05-16 00:18:04,372 - INFO - Evaluation: Curr mae: 87.7544; Best mae: 81.4563; 81.8406; 82.2158; 85.5041; 85.8764; Curr rmse: 142.6424; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.3658; Curr nae: 0.2814; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:18:04,372 - INFO - Epoch: 0153 / 1300 lr: 2.803e-05 2025-05-16 00:18:14,534 - INFO - Training: cls_zice: 123.55157179581492; reg_zipnll: 307.94009620264956; aux_mae_loss_1: 236.96942299290708; aux_mae_loss_2: 33.062325276826556; aux_mae_loss_4: 5.550508800305818; cnt_loss: 47.037439245926706; 2025-05-16 00:18:14,539 - INFO - Evaluation: Curr mae: 87.0649; Best mae: 81.4563; 81.8406; 82.2158; 85.5041; 85.8764; Curr rmse: 134.4759; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.3658; Curr nae: 0.2606; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:18:14,539 - INFO - Epoch: 0154 / 1300 lr: 2.631e-05 2025-05-16 00:18:24,759 - INFO - Training: cls_zice: 125.48061190153423; reg_zipnll: 309.93278623882094; aux_mae_loss_1: 239.5112119975843; aux_mae_loss_2: 32.981944485714564; aux_mae_loss_4: 5.4276563368345565; cnt_loss: 44.98683146426552; 2025-05-16 00:18:24,760 - INFO - Evaluation: Curr mae: 90.1259; Best mae: 81.4563; 81.8406; 82.2158; 85.5041; 85.8764; Curr rmse: 134.7705; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.3658; Curr nae: 0.2746; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:18:24,760 - INFO - Epoch: 0155 / 1300 lr: 2.464e-05 2025-05-16 00:18:34,971 - INFO - Training: cls_zice: 123.33658700240285; reg_zipnll: 309.61986300819797; aux_mae_loss_1: 232.72984916285463; aux_mae_loss_2: 32.06159134915001; aux_mae_loss_4: 5.132419040328578; cnt_loss: 39.99158613305343; 2025-05-16 00:18:34,972 - INFO - Evaluation: Curr mae: 88.7823; Best mae: 81.4563; 81.8406; 82.2158; 85.5041; 85.8764; Curr rmse: 135.9991; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.3658; Curr nae: 0.2509; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:18:34,973 - INFO - Epoch: 0156 / 1300 lr: 2.300e-05 2025-05-16 00:18:45,180 - INFO - Training: cls_zice: 117.85670320611251; reg_zipnll: 331.48066590961656; aux_mae_loss_1: 234.43203936125101; aux_mae_loss_2: 31.688446346082184; aux_mae_loss_4: 5.193789638971028; cnt_loss: 39.33933072341116; 2025-05-16 00:18:45,301 - INFO - Evaluation: Curr mae: 83.7317; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 129.2257; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.2257; Curr nae: 0.2274; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:18:45,301 - INFO - Epoch: 0157 / 1300 lr: 2.140e-05 2025-05-16 00:18:56,114 - INFO - Training: cls_zice: 124.73258339731316; reg_zipnll: 303.753645947105; aux_mae_loss_1: 238.01409751490542; aux_mae_loss_2: 32.69804332130834; aux_mae_loss_4: 5.284455468780116; cnt_loss: 45.339117777974984; 2025-05-16 00:18:56,115 - INFO - Evaluation: Curr mae: 102.1318; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 156.8863; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.2257; Curr nae: 0.3231; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:18:56,115 - INFO - Epoch: 0158 / 1300 lr: 1.985e-05 2025-05-16 00:19:06,234 - INFO - Training: cls_zice: 120.76736570659436; reg_zipnll: 299.4745081851357; aux_mae_loss_1: 232.6450703269557; aux_mae_loss_2: 32.186301381964434; aux_mae_loss_4: 5.246778394046583; cnt_loss: 42.59604790336207; 2025-05-16 00:19:06,235 - INFO - Evaluation: Curr mae: 90.2956; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 134.9907; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.2257; Curr nae: 0.2660; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:19:06,235 - INFO - Epoch: 0159 / 1300 lr: 1.835e-05 2025-05-16 00:19:16,345 - INFO - Training: cls_zice: 120.87993069698936; reg_zipnll: 318.72184522528397; aux_mae_loss_1: 237.340342069927; aux_mae_loss_2: 32.00125127089651; aux_mae_loss_4: 5.188302429098832; cnt_loss: 43.033980319374486; 2025-05-16 00:19:16,347 - INFO - Evaluation: Curr mae: 91.6811; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 147.2919; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.2257; Curr nae: 0.3035; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:19:16,347 - INFO - Epoch: 0160 / 1300 lr: 1.690e-05 2025-05-16 00:19:26,621 - INFO - Training: cls_zice: 127.95975765429046; reg_zipnll: 290.0535882648669; aux_mae_loss_1: 234.44228523655943; aux_mae_loss_2: 32.39094317586798; aux_mae_loss_4: 5.227458012731452; cnt_loss: 40.77338650352076; 2025-05-16 00:19:26,622 - INFO - Evaluation: Curr mae: 95.8448; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 144.4047; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.2257; Curr nae: 0.2900; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:19:26,622 - INFO - Epoch: 0161 / 1300 lr: 1.550e-05 2025-05-16 00:19:36,837 - INFO - Training: cls_zice: 121.9911675704153; reg_zipnll: 299.0977076480263; aux_mae_loss_1: 233.60821493048417; aux_mae_loss_2: 31.28677046926398; aux_mae_loss_4: 5.0062980526372005; cnt_loss: 38.17501341669183; 2025-05-16 00:19:36,838 - INFO - Evaluation: Curr mae: 91.6215; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 136.0057; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.2257; Curr nae: 0.2710; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:19:36,838 - INFO - Epoch: 0162 / 1300 lr: 1.415e-05 2025-05-16 00:19:47,097 - INFO - Training: cls_zice: 118.93451690673828; reg_zipnll: 301.259369498805; aux_mae_loss_1: 231.94013294420745; aux_mae_loss_2: 31.3387225803576; aux_mae_loss_4: 4.91862260040484; cnt_loss: 37.84437475706402; 2025-05-16 00:19:47,098 - INFO - Evaluation: Curr mae: 90.7864; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 134.5124; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.2257; Curr nae: 0.2429; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:19:47,098 - INFO - Epoch: 0163 / 1300 lr: 1.286e-05 2025-05-16 00:19:57,369 - INFO - Training: cls_zice: 115.25876707779734; reg_zipnll: 297.9038451345343; aux_mae_loss_1: 226.96896442614104; aux_mae_loss_2: 31.031432051407663; aux_mae_loss_4: 4.943157679156253; cnt_loss: 38.099666018235055; 2025-05-16 00:19:57,370 - INFO - Evaluation: Curr mae: 99.5990; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 144.9544; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.2257; Curr nae: 0.2798; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:19:57,370 - INFO - Epoch: 0164 / 1300 lr: 1.163e-05 2025-05-16 00:20:07,552 - INFO - Training: cls_zice: 116.51352581224944; reg_zipnll: 303.5859939173648; aux_mae_loss_1: 228.38957977294922; aux_mae_loss_2: 30.41048722518118; aux_mae_loss_4: 4.707008060656096; cnt_loss: 33.59616962232088; 2025-05-16 00:20:07,553 - INFO - Evaluation: Curr mae: 93.1104; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 138.0461; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.2257; Curr nae: 0.2680; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:20:07,553 - INFO - Epoch: 0165 / 1300 lr: 1.045e-05 2025-05-16 00:20:17,624 - INFO - Training: cls_zice: 122.98566115529914; reg_zipnll: 300.02273117868526; aux_mae_loss_1: 236.51206167120682; aux_mae_loss_2: 32.08294758043791; aux_mae_loss_4: 5.041577207414727; cnt_loss: 35.89021612468519; 2025-05-16 00:20:17,625 - INFO - Evaluation: Curr mae: 92.7472; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 135.8528; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.2257; Curr nae: 0.2658; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:20:17,626 - INFO - Epoch: 0166 / 1300 lr: 9.342e-06 2025-05-16 00:20:27,766 - INFO - Training: cls_zice: 119.59633119482743; reg_zipnll: 290.3315029144287; aux_mae_loss_1: 234.3182417217054; aux_mae_loss_2: 31.59505723652087; aux_mae_loss_4: 4.968370418799551; cnt_loss: 34.63343996750681; 2025-05-16 00:20:27,767 - INFO - Evaluation: Curr mae: 92.8816; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 134.8027; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.2257; Curr nae: 0.2590; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:20:27,767 - INFO - Epoch: 0167 / 1300 lr: 8.294e-06 2025-05-16 00:20:37,917 - INFO - Training: cls_zice: 124.26005589334588; reg_zipnll: 291.303611353824; aux_mae_loss_1: 235.89849211040297; aux_mae_loss_2: 31.641599655151367; aux_mae_loss_4: 4.943417812648573; cnt_loss: 35.786525776511745; 2025-05-16 00:20:37,917 - INFO - Evaluation: Curr mae: 98.5206; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 144.0059; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.2257; Curr nae: 0.2856; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:20:37,918 - INFO - Epoch: 0168 / 1300 lr: 7.311e-06 2025-05-16 00:20:48,143 - INFO - Training: cls_zice: 116.52458853470652; reg_zipnll: 303.6290516100432; aux_mae_loss_1: 226.61611215691818; aux_mae_loss_2: 30.771764253315173; aux_mae_loss_4: 5.00187621618572; cnt_loss: 38.764144495913854; 2025-05-16 00:20:48,144 - INFO - Evaluation: Curr mae: 100.2461; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 144.0185; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.2257; Curr nae: 0.2987; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:20:48,144 - INFO - Epoch: 0169 / 1300 lr: 6.395e-06 2025-05-16 00:20:58,256 - INFO - Training: cls_zice: 118.69321481805099; reg_zipnll: 300.19842810379834; aux_mae_loss_1: 234.1402692292866; aux_mae_loss_2: 31.458168983459473; aux_mae_loss_4: 4.929202343288221; cnt_loss: 34.395608374946995; 2025-05-16 00:20:58,257 - INFO - Evaluation: Curr mae: 102.2903; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 146.9563; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.2257; Curr nae: 0.3121; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:20:58,257 - INFO - Epoch: 0170 / 1300 lr: 5.547e-06 2025-05-16 00:21:08,481 - INFO - Training: cls_zice: 119.94969398096988; reg_zipnll: 293.90515056409333; aux_mae_loss_1: 232.62598740427117; aux_mae_loss_2: 31.853765788831208; aux_mae_loss_4: 5.074920610377663; cnt_loss: 35.53783210955168; 2025-05-16 00:21:08,482 - INFO - Evaluation: Curr mae: 97.4390; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 148.1968; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.2257; Curr nae: 0.2945; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:21:08,482 - INFO - Epoch: 0171 / 1300 lr: 4.768e-06 2025-05-16 00:21:18,723 - INFO - Training: cls_zice: 118.32933701966938; reg_zipnll: 313.4500021683542; aux_mae_loss_1: 234.83956347013773; aux_mae_loss_2: 31.407155990600586; aux_mae_loss_4: 4.9472721877850985; cnt_loss: 34.71299224150808; 2025-05-16 00:21:18,724 - INFO - Evaluation: Curr mae: 97.4593; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 143.4643; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.2257; Curr nae: 0.2877; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:21:18,724 - INFO - Epoch: 0172 / 1300 lr: 4.060e-06 2025-05-16 00:21:28,977 - INFO - Training: cls_zice: 126.31104082810252; reg_zipnll: 305.8268753854852; aux_mae_loss_1: 236.38078629343133; aux_mae_loss_2: 31.752199273360404; aux_mae_loss_4: 5.054752374950208; cnt_loss: 37.38787284650301; 2025-05-16 00:21:28,978 - INFO - Evaluation: Curr mae: 101.0834; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 141.6312; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.2257; Curr nae: 0.3043; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:21:28,978 - INFO - Epoch: 0173 / 1300 lr: 3.423e-06 2025-05-16 00:21:39,032 - INFO - Training: cls_zice: 119.8747800525866; reg_zipnll: 290.94194211457904; aux_mae_loss_1: 233.81090224416633; aux_mae_loss_2: 31.622363542255602; aux_mae_loss_4: 5.052739312774257; cnt_loss: 35.96503965478195; 2025-05-16 00:21:39,033 - INFO - Evaluation: Curr mae: 93.3771; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 137.0846; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.2257; Curr nae: 0.2727; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:21:39,033 - INFO - Epoch: 0174 / 1300 lr: 2.858e-06 2025-05-16 00:21:49,342 - INFO - Training: cls_zice: 125.14298288445724; reg_zipnll: 299.05065235338714; aux_mae_loss_1: 238.26422199450042; aux_mae_loss_2: 32.02526172838713; aux_mae_loss_4: 5.004879418172334; cnt_loss: 35.645794215955235; 2025-05-16 00:21:49,344 - INFO - Evaluation: Curr mae: 96.3871; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 144.7147; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.2257; Curr nae: 0.2912; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:21:49,344 - INFO - Epoch: 0175 / 1300 lr: 2.368e-06 2025-05-16 00:21:59,497 - INFO - Training: cls_zice: 122.80348436455978; reg_zipnll: 296.6137835853978; aux_mae_loss_1: 234.75901192112974; aux_mae_loss_2: 31.57392019974558; aux_mae_loss_4: 5.046456939295719; cnt_loss: 38.685063211541426; 2025-05-16 00:21:59,499 - INFO - Evaluation: Curr mae: 92.4505; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 136.2744; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.2257; Curr nae: 0.2749; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:21:59,499 - INFO - Epoch: 0176 / 1300 lr: 1.951e-06 2025-05-16 00:22:09,790 - INFO - Training: cls_zice: 128.5589148872777; reg_zipnll: 297.2063522338867; aux_mae_loss_1: 243.8554643329821; aux_mae_loss_2: 33.09476405695865; aux_mae_loss_4: 5.304678797721863; cnt_loss: 39.11585160305626; 2025-05-16 00:22:09,791 - INFO - Evaluation: Curr mae: 93.6231; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 140.4462; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.2257; Curr nae: 0.2736; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:22:09,791 - INFO - Epoch: 0177 / 1300 lr: 1.609e-06 2025-05-16 00:22:19,943 - INFO - Training: cls_zice: 124.40101252104107; reg_zipnll: 303.16967893901625; aux_mae_loss_1: 236.1878497475072; aux_mae_loss_2: 31.89964801386783; aux_mae_loss_4: 5.147151733699598; cnt_loss: 41.061993749518145; 2025-05-16 00:22:19,944 - INFO - Evaluation: Curr mae: 96.3796; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 142.2933; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.2257; Curr nae: 0.3014; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:22:19,944 - INFO - Epoch: 0178 / 1300 lr: 1.343e-06 2025-05-16 00:22:30,198 - INFO - Training: cls_zice: 114.12562279952199; reg_zipnll: 315.1023350765831; aux_mae_loss_1: 236.07312935277037; aux_mae_loss_2: 31.20585080196983; aux_mae_loss_4: 4.949891956228959; cnt_loss: 33.264180384184186; 2025-05-16 00:22:30,199 - INFO - Evaluation: Curr mae: 95.6638; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 140.5719; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.2257; Curr nae: 0.2892; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:22:30,199 - INFO - Epoch: 0179 / 1300 lr: 1.153e-06 2025-05-16 00:22:40,368 - INFO - Training: cls_zice: 118.6792056435033; reg_zipnll: 314.52590500681026; aux_mae_loss_1: 229.6902518021433; aux_mae_loss_2: 30.50380917599327; aux_mae_loss_4: 4.776216983795166; cnt_loss: 34.05057096481323; 2025-05-16 00:22:40,370 - INFO - Evaluation: Curr mae: 93.4823; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 137.5651; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.2257; Curr nae: 0.2808; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:22:40,370 - INFO - Epoch: 0180 / 1300 lr: 1.038e-06 2025-05-16 00:22:50,551 - INFO - Training: cls_zice: 126.14379993237947; reg_zipnll: 289.8958226254112; aux_mae_loss_1: 237.09057858115747; aux_mae_loss_2: 31.736768371180485; aux_mae_loss_4: 5.044567641459014; cnt_loss: 37.3773395136783; 2025-05-16 00:22:50,552 - INFO - Evaluation: Curr mae: 102.0127; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 146.6554; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.2257; Curr nae: 0.3076; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:22:50,552 - INFO - Epoch: 0181 / 1300 lr: 1.000e-04 2025-05-16 00:23:00,561 - INFO - Training: cls_zice: 130.05753047842728; reg_zipnll: 323.1226152118884; aux_mae_loss_1: 245.00311881617495; aux_mae_loss_2: 35.03658435219213; aux_mae_loss_4: 6.1650170213297795; cnt_loss: 58.32200908660889; 2025-05-16 00:23:00,562 - INFO - Evaluation: Curr mae: 114.6257; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 153.5625; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.2257; Curr nae: 0.3495; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:23:00,562 - INFO - Epoch: 0182 / 1300 lr: 9.999e-05 2025-05-16 00:23:10,764 - INFO - Training: cls_zice: 127.66191984477796; reg_zipnll: 308.0516983835321; aux_mae_loss_1: 242.8496153982062; aux_mae_loss_2: 35.475213954323216; aux_mae_loss_4: 6.334339951214037; cnt_loss: 64.90158101132042; 2025-05-16 00:23:10,765 - INFO - Evaluation: Curr mae: 95.9442; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 157.5912; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.2257; Curr nae: 0.2495; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:23:10,765 - INFO - Epoch: 0183 / 1300 lr: 9.996e-05 2025-05-16 00:23:20,926 - INFO - Training: cls_zice: 128.18254636463365; reg_zipnll: 310.22584272685805; aux_mae_loss_1: 242.38620075426604; aux_mae_loss_2: 34.80502976869282; aux_mae_loss_4: 5.992374018618935; cnt_loss: 55.054957941958776; 2025-05-16 00:23:20,927 - INFO - Evaluation: Curr mae: 103.9663; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 148.6176; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.2257; Curr nae: 0.3288; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:23:20,927 - INFO - Epoch: 0184 / 1300 lr: 9.991e-05 2025-05-16 00:23:31,273 - INFO - Training: cls_zice: 130.42110337709127; reg_zipnll: 314.7780532836914; aux_mae_loss_1: 246.89821263363487; aux_mae_loss_2: 36.952737055326764; aux_mae_loss_4: 6.700253549375032; cnt_loss: 67.59597863649067; 2025-05-16 00:23:31,274 - INFO - Evaluation: Curr mae: 126.7974; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 188.5357; Best rmse: 119.7837; 127.0141; 127.5238; 128.4993; 129.2257; Curr nae: 0.4247; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:23:31,274 - INFO - Epoch: 0185 / 1300 lr: 9.985e-05 2025-05-16 00:23:43,211 - INFO - Training: cls_zice: 127.99163838436729; reg_zipnll: 299.4795496087325; aux_mae_loss_1: 248.4264767295436; aux_mae_loss_2: 36.97547546185945; aux_mae_loss_4: 6.649837393509714; cnt_loss: 68.43080821790193; 2025-05-16 00:23:43,272 - INFO - Evaluation: Curr mae: 86.1192; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 128.0481; Best rmse: 119.7837; 127.0141; 127.5238; 128.0481; 128.4993; Curr nae: 0.2531; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:23:43,273 - INFO - Epoch: 0186 / 1300 lr: 9.976e-05 2025-05-16 00:23:54,402 - INFO - Training: cls_zice: 129.0582305506656; reg_zipnll: 323.28597239444133; aux_mae_loss_1: 249.26236323306435; aux_mae_loss_2: 36.3275987223575; aux_mae_loss_4: 6.4615401468778915; cnt_loss: 64.62669196881745; 2025-05-16 00:23:54,403 - INFO - Evaluation: Curr mae: 89.3310; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 133.1200; Best rmse: 119.7837; 127.0141; 127.5238; 128.0481; 128.4993; Curr nae: 0.2434; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:23:54,404 - INFO - Epoch: 0187 / 1300 lr: 9.966e-05 2025-05-16 00:24:04,591 - INFO - Training: cls_zice: 120.86633071146514; reg_zipnll: 298.479332773309; aux_mae_loss_1: 239.7951081928454; aux_mae_loss_2: 34.40829186690481; aux_mae_loss_4: 5.918111725857384; cnt_loss: 53.713946191888105; 2025-05-16 00:24:04,592 - INFO - Evaluation: Curr mae: 93.8450; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 139.4546; Best rmse: 119.7837; 127.0141; 127.5238; 128.0481; 128.4993; Curr nae: 0.2462; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:24:04,592 - INFO - Epoch: 0188 / 1300 lr: 9.953e-05 2025-05-16 00:24:15,180 - INFO - Training: cls_zice: 122.2975539659199; reg_zipnll: 306.9386319612202; aux_mae_loss_1: 240.3283731560958; aux_mae_loss_2: 35.04654964647795; aux_mae_loss_4: 6.174672804380718; cnt_loss: 63.24029566112318; 2025-05-16 00:24:15,242 - INFO - Evaluation: Curr mae: 85.9814; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 126.3864; Best rmse: 119.7837; 126.3864; 127.0141; 127.5238; 128.0481; Curr nae: 0.2309; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:24:15,242 - INFO - Epoch: 0189 / 1300 lr: 9.939e-05 2025-05-16 00:24:25,331 - INFO - Training: cls_zice: 120.77380983453048; reg_zipnll: 297.03886754889237; aux_mae_loss_1: 243.5248196250514; aux_mae_loss_2: 34.93198500181499; aux_mae_loss_4: 6.081722824197066; cnt_loss: 53.837056963067305; 2025-05-16 00:24:25,333 - INFO - Evaluation: Curr mae: 99.8061; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 162.1317; Best rmse: 119.7837; 126.3864; 127.0141; 127.5238; 128.0481; Curr nae: 0.3218; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:24:25,333 - INFO - Epoch: 0190 / 1300 lr: 9.923e-05 2025-05-16 00:24:35,421 - INFO - Training: cls_zice: 121.37951926181191; reg_zipnll: 318.0782504834627; aux_mae_loss_1: 236.95041977731805; aux_mae_loss_2: 34.94251301414088; aux_mae_loss_4: 6.231749478139375; cnt_loss: 64.95924708717747; 2025-05-16 00:24:35,422 - INFO - Evaluation: Curr mae: 91.9151; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 157.8842; Best rmse: 119.7837; 126.3864; 127.0141; 127.5238; 128.0481; Curr nae: 0.3121; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:24:35,422 - INFO - Epoch: 0191 / 1300 lr: 9.905e-05 2025-05-16 00:24:45,713 - INFO - Training: cls_zice: 129.91896599217466; reg_zipnll: 310.7376439947831; aux_mae_loss_1: 245.0728406404194; aux_mae_loss_2: 36.09747199008339; aux_mae_loss_4: 6.445827471582513; cnt_loss: 64.9791347102115; 2025-05-16 00:24:45,715 - INFO - Evaluation: Curr mae: 92.3347; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 144.9642; Best rmse: 119.7837; 126.3864; 127.0141; 127.5238; 128.0481; Curr nae: 0.2382; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:24:45,715 - INFO - Epoch: 0192 / 1300 lr: 9.885e-05 2025-05-16 00:24:56,096 - INFO - Training: cls_zice: 118.29530635632966; reg_zipnll: 307.015585246839; aux_mae_loss_1: 241.7193519190738; aux_mae_loss_2: 34.397841804905944; aux_mae_loss_4: 5.939877742215207; cnt_loss: 55.15264403192621; 2025-05-16 00:24:56,097 - INFO - Evaluation: Curr mae: 109.4926; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 150.2113; Best rmse: 119.7837; 126.3864; 127.0141; 127.5238; 128.0481; Curr nae: 0.3268; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:24:56,097 - INFO - Epoch: 0193 / 1300 lr: 9.863e-05 2025-05-16 00:25:06,372 - INFO - Training: cls_zice: 127.27296819184956; reg_zipnll: 310.3350173548648; aux_mae_loss_1: 243.82663365414268; aux_mae_loss_2: 34.74158437628495; aux_mae_loss_4: 6.098611379924574; cnt_loss: 59.64304146013762; 2025-05-16 00:25:06,373 - INFO - Evaluation: Curr mae: 112.5591; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 181.4775; Best rmse: 119.7837; 126.3864; 127.0141; 127.5238; 128.0481; Curr nae: 0.3600; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:25:06,374 - INFO - Epoch: 0194 / 1300 lr: 9.840e-05 2025-05-16 00:25:16,495 - INFO - Training: cls_zice: 131.71038918746146; reg_zipnll: 303.98596874036286; aux_mae_loss_1: 242.87687281558388; aux_mae_loss_2: 35.598251041613125; aux_mae_loss_4: 6.309827177148116; cnt_loss: 64.88159671582673; 2025-05-16 00:25:16,496 - INFO - Evaluation: Curr mae: 129.6182; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 186.8291; Best rmse: 119.7837; 126.3864; 127.0141; 127.5238; 128.0481; Curr nae: 0.4146; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:25:16,496 - INFO - Epoch: 0195 / 1300 lr: 9.814e-05 2025-05-16 00:25:26,635 - INFO - Training: cls_zice: 124.28953763058311; reg_zipnll: 303.27601944772823; aux_mae_loss_1: 243.18085760819284; aux_mae_loss_2: 34.51972800806949; aux_mae_loss_4: 5.947669920168425; cnt_loss: 55.42739326075504; 2025-05-16 00:25:26,636 - INFO - Evaluation: Curr mae: 95.7987; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 135.2972; Best rmse: 119.7837; 126.3864; 127.0141; 127.5238; 128.0481; Curr nae: 0.2848; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:25:26,636 - INFO - Epoch: 0196 / 1300 lr: 9.787e-05 2025-05-16 00:25:36,688 - INFO - Training: cls_zice: 125.15546191366096; reg_zipnll: 321.2264062981856; aux_mae_loss_1: 237.01019447728208; aux_mae_loss_2: 33.21655905874152; aux_mae_loss_4: 5.6459087572599715; cnt_loss: 50.70851240660015; 2025-05-16 00:25:36,689 - INFO - Evaluation: Curr mae: 92.7591; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 135.1631; Best rmse: 119.7837; 126.3864; 127.0141; 127.5238; 128.0481; Curr nae: 0.2574; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:25:36,690 - INFO - Epoch: 0197 / 1300 lr: 9.758e-05 2025-05-16 00:25:46,909 - INFO - Training: cls_zice: 124.10018293481124; reg_zipnll: 316.35594940185547; aux_mae_loss_1: 242.86890451531661; aux_mae_loss_2: 34.89013059515702; aux_mae_loss_4: 6.194514324790553; cnt_loss: 64.38994216918945; 2025-05-16 00:25:46,910 - INFO - Evaluation: Curr mae: 100.3781; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 155.4739; Best rmse: 119.7837; 126.3864; 127.0141; 127.5238; 128.0481; Curr nae: 0.3043; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:25:46,910 - INFO - Epoch: 0198 / 1300 lr: 9.727e-05 2025-05-16 00:25:57,100 - INFO - Training: cls_zice: 126.58600606416401; reg_zipnll: 304.8340759277344; aux_mae_loss_1: 240.75326337312399; aux_mae_loss_2: 33.9028821242483; aux_mae_loss_4: 5.822157966463189; cnt_loss: 56.128485805109925; 2025-05-16 00:25:57,101 - INFO - Evaluation: Curr mae: 112.1800; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 174.7617; Best rmse: 119.7837; 126.3864; 127.0141; 127.5238; 128.0481; Curr nae: 0.3401; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:25:57,101 - INFO - Epoch: 0199 / 1300 lr: 9.694e-05 2025-05-16 00:26:07,329 - INFO - Training: cls_zice: 122.53628630387156; reg_zipnll: 292.8231146963019; aux_mae_loss_1: 238.2994220131322; aux_mae_loss_2: 34.057334297581725; aux_mae_loss_4: 5.908958943266618; cnt_loss: 58.56131488398502; 2025-05-16 00:26:07,330 - INFO - Evaluation: Curr mae: 93.2193; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 133.7183; Best rmse: 119.7837; 126.3864; 127.0141; 127.5238; 128.0481; Curr nae: 0.2763; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:26:07,330 - INFO - Epoch: 0200 / 1300 lr: 9.660e-05 2025-05-16 00:26:17,591 - INFO - Training: cls_zice: 122.11877090052555; reg_zipnll: 320.88531192980315; aux_mae_loss_1: 244.70582259328742; aux_mae_loss_2: 35.79264394860519; aux_mae_loss_4: 6.391139532390394; cnt_loss: 66.65265264009174; 2025-05-16 00:26:17,592 - INFO - Evaluation: Curr mae: 98.9239; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 161.0198; Best rmse: 119.7837; 126.3864; 127.0141; 127.5238; 128.0481; Curr nae: 0.2274; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:26:17,759 - INFO - Epoch: 0201 / 1300 lr: 9.623e-05 2025-05-16 00:26:27,994 - INFO - Training: cls_zice: 124.07604900159333; reg_zipnll: 302.8269813939145; aux_mae_loss_1: 241.40783209549753; aux_mae_loss_2: 33.70449718676115; aux_mae_loss_4: 5.70286226272583; cnt_loss: 49.117078856418004; 2025-05-16 00:26:27,995 - INFO - Evaluation: Curr mae: 95.3821; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 85.5041; Curr rmse: 142.7519; Best rmse: 119.7837; 126.3864; 127.0141; 127.5238; 128.0481; Curr nae: 0.2569; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:26:27,995 - INFO - Epoch: 0202 / 1300 lr: 9.585e-05 2025-05-16 00:26:38,247 - INFO - Training: cls_zice: 126.59500694274902; reg_zipnll: 327.66486800344364; aux_mae_loss_1: 243.32959907933287; aux_mae_loss_2: 33.7084422864412; aux_mae_loss_4: 5.639670955507379; cnt_loss: 51.554659040350664; 2025-05-16 00:26:38,368 - INFO - Evaluation: Curr mae: 84.8860; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 84.8860; Curr rmse: 124.9765; Best rmse: 119.7837; 124.9765; 126.3864; 127.0141; 127.5238; Curr nae: 0.2482; Best nae: 0.2102; 0.2155; 0.2202; 0.2203; 0.2269; 2025-05-16 00:26:38,368 - INFO - Epoch: 0203 / 1300 lr: 9.545e-05 2025-05-16 00:26:48,579 - INFO - Training: cls_zice: 114.48912635602449; reg_zipnll: 309.4551941721063; aux_mae_loss_1: 233.24763408460115; aux_mae_loss_2: 33.01994409059223; aux_mae_loss_4: 5.726464961704455; cnt_loss: 54.600832888954564; 2025-05-16 00:26:48,642 - INFO - Evaluation: Curr mae: 86.8592; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 84.8860; Curr rmse: 139.4853; Best rmse: 119.7837; 124.9765; 126.3864; 127.0141; 127.5238; Curr nae: 0.2143; Best nae: 0.2102; 0.2143; 0.2155; 0.2202; 0.2203; 2025-05-16 00:26:48,642 - INFO - Epoch: 0204 / 1300 lr: 9.504e-05 2025-05-16 00:26:58,971 - INFO - Training: cls_zice: 127.25163991827714; reg_zipnll: 312.74170925742703; aux_mae_loss_1: 239.07213552374589; aux_mae_loss_2: 33.27502647199129; aux_mae_loss_4: 5.611213276260777; cnt_loss: 49.622038314217015; 2025-05-16 00:26:58,976 - INFO - Evaluation: Curr mae: 104.1384; Best mae: 81.4563; 81.8406; 82.2158; 83.7317; 84.8860; Curr rmse: 152.5414; Best rmse: 119.7837; 124.9765; 126.3864; 127.0141; 127.5238; Curr nae: 0.2855; Best nae: 0.2102; 0.2143; 0.2155; 0.2202; 0.2203; 2025-05-16 00:26:58,977 - INFO - Epoch: 0205 / 1300 lr: 9.460e-05 2025-05-16 00:27:09,410 - INFO - Training: cls_zice: 120.58715087489078; reg_zipnll: 302.8790510077226; aux_mae_loss_1: 236.61346355237458; aux_mae_loss_2: 33.716671090377005; aux_mae_loss_4: 5.787508042235124; cnt_loss: 56.02241987931101; 2025-05-16 00:27:09,595 - INFO - Evaluation: Curr mae: 80.3796; Best mae: 80.3796; 81.4563; 81.8406; 82.2158; 83.7317; Curr rmse: 123.5960; Best rmse: 119.7837; 123.5960; 124.9765; 126.3864; 127.0141; Curr nae: 0.1820; Best nae: 0.1820; 0.2102; 0.2143; 0.2155; 0.2202; 2025-05-16 00:27:09,595 - INFO - Epoch: 0206 / 1300 lr: 9.416e-05 2025-05-16 00:27:19,843 - INFO - Training: cls_zice: 121.14583652897885; reg_zipnll: 310.51405736019734; aux_mae_loss_1: 242.15313238846628; aux_mae_loss_2: 34.98389660684686; aux_mae_loss_4: 6.228978947589272; cnt_loss: 65.1222145682887; 2025-05-16 00:27:19,908 - INFO - Evaluation: Curr mae: 87.0293; Best mae: 80.3796; 81.4563; 81.8406; 82.2158; 83.7317; Curr rmse: 122.5293; Best rmse: 119.7837; 122.5293; 123.5960; 124.9765; 126.3864; Curr nae: 0.2703; Best nae: 0.1820; 0.2102; 0.2143; 0.2155; 0.2202; 2025-05-16 00:27:19,909 - INFO - Epoch: 0207 / 1300 lr: 9.369e-05 2025-05-16 00:27:29,893 - INFO - Training: cls_zice: 135.60370927107962; reg_zipnll: 293.8832246880782; aux_mae_loss_1: 239.37519715961656; aux_mae_loss_2: 34.75598736813194; aux_mae_loss_4: 6.035653151963887; cnt_loss: 57.180971346403425; 2025-05-16 00:27:29,894 - INFO - Evaluation: Curr mae: 93.7586; Best mae: 80.3796; 81.4563; 81.8406; 82.2158; 83.7317; Curr rmse: 146.5092; Best rmse: 119.7837; 122.5293; 123.5960; 124.9765; 126.3864; Curr nae: 0.2603; Best nae: 0.1820; 0.2102; 0.2143; 0.2155; 0.2202; 2025-05-16 00:27:29,894 - INFO - Epoch: 0208 / 1300 lr: 9.321e-05 2025-05-16 00:27:40,674 - INFO - Training: cls_zice: 119.68675181740208; reg_zipnll: 298.07865443982575; aux_mae_loss_1: 233.85671354594984; aux_mae_loss_2: 32.07963572050396; aux_mae_loss_4: 5.3610807782725285; cnt_loss: 45.9843760038677; 2025-05-16 00:27:40,676 - INFO - Evaluation: Curr mae: 95.0669; Best mae: 80.3796; 81.4563; 81.8406; 82.2158; 83.7317; Curr rmse: 135.0999; Best rmse: 119.7837; 122.5293; 123.5960; 124.9765; 126.3864; Curr nae: 0.2638; Best nae: 0.1820; 0.2102; 0.2143; 0.2155; 0.2202; 2025-05-16 00:27:40,677 - INFO - Epoch: 0209 / 1300 lr: 9.271e-05 2025-05-16 00:27:50,928 - INFO - Training: cls_zice: 133.79562578703226; reg_zipnll: 295.66616419741985; aux_mae_loss_1: 246.3711166381836; aux_mae_loss_2: 35.60651488053171; aux_mae_loss_4: 6.196756532317714; cnt_loss: 58.53664588928223; 2025-05-16 00:27:50,930 - INFO - Evaluation: Curr mae: 89.6879; Best mae: 80.3796; 81.4563; 81.8406; 82.2158; 83.7317; Curr rmse: 136.4377; Best rmse: 119.7837; 122.5293; 123.5960; 124.9765; 126.3864; Curr nae: 0.2472; Best nae: 0.1820; 0.2102; 0.2143; 0.2155; 0.2202; 2025-05-16 00:27:50,930 - INFO - Epoch: 0210 / 1300 lr: 9.219e-05 2025-05-16 00:28:01,111 - INFO - Training: cls_zice: 117.86114501953125; reg_zipnll: 297.687681700054; aux_mae_loss_1: 231.83394783421568; aux_mae_loss_2: 31.951690372667816; aux_mae_loss_4: 5.313685956754182; cnt_loss: 45.926993922183385; 2025-05-16 00:28:01,112 - INFO - Evaluation: Curr mae: 97.0579; Best mae: 80.3796; 81.4563; 81.8406; 82.2158; 83.7317; Curr rmse: 139.6765; Best rmse: 119.7837; 122.5293; 123.5960; 124.9765; 126.3864; Curr nae: 0.2652; Best nae: 0.1820; 0.2102; 0.2143; 0.2155; 0.2202; 2025-05-16 00:28:01,113 - INFO - Epoch: 0211 / 1300 lr: 9.166e-05 2025-05-16 00:28:11,286 - INFO - Training: cls_zice: 128.54780232278924; reg_zipnll: 309.71351653651186; aux_mae_loss_1: 238.7731250963713; aux_mae_loss_2: 33.74861501392565; aux_mae_loss_4: 5.758780749220597; cnt_loss: 53.934625123676504; 2025-05-16 00:28:11,358 - INFO - Evaluation: Curr mae: 89.9055; Best mae: 80.3796; 81.4563; 81.8406; 82.2158; 83.7317; Curr rmse: 143.8485; Best rmse: 119.7837; 122.5293; 123.5960; 124.9765; 126.3864; Curr nae: 0.2124; Best nae: 0.1820; 0.2102; 0.2124; 0.2143; 0.2155; 2025-05-16 00:28:11,358 - INFO - Epoch: 0212 / 1300 lr: 9.111e-05 2025-05-16 00:28:21,621 - INFO - Training: cls_zice: 117.7052640914917; reg_zipnll: 296.8357530895032; aux_mae_loss_1: 236.69146246659128; aux_mae_loss_2: 34.29788062446996; aux_mae_loss_4: 5.833288242942409; cnt_loss: 53.30966598109195; 2025-05-16 00:28:21,622 - INFO - Evaluation: Curr mae: 111.8115; Best mae: 80.3796; 81.4563; 81.8406; 82.2158; 83.7317; Curr rmse: 167.5206; Best rmse: 119.7837; 122.5293; 123.5960; 124.9765; 126.3864; Curr nae: 0.3522; Best nae: 0.1820; 0.2102; 0.2124; 0.2143; 0.2155; 2025-05-16 00:28:21,622 - INFO - Epoch: 0213 / 1300 lr: 9.055e-05 2025-05-16 00:28:31,911 - INFO - Training: cls_zice: 125.29224024320904; reg_zipnll: 303.8902644107216; aux_mae_loss_1: 237.29884378533615; aux_mae_loss_2: 33.605113782380755; aux_mae_loss_4: 5.721641747575057; cnt_loss: 52.563309920461556; 2025-05-16 00:28:31,913 - INFO - Evaluation: Curr mae: 100.6633; Best mae: 80.3796; 81.4563; 81.8406; 82.2158; 83.7317; Curr rmse: 164.1349; Best rmse: 119.7837; 122.5293; 123.5960; 124.9765; 126.3864; Curr nae: 0.3339; Best nae: 0.1820; 0.2102; 0.2124; 0.2143; 0.2155; 2025-05-16 00:28:31,913 - INFO - Epoch: 0214 / 1300 lr: 8.997e-05 2025-05-16 00:28:42,130 - INFO - Training: cls_zice: 121.0380193810714; reg_zipnll: 317.85915856612354; aux_mae_loss_1: 237.17233758223685; aux_mae_loss_2: 32.49284975152267; aux_mae_loss_4: 5.418735573166295; cnt_loss: 43.5969305540386; 2025-05-16 00:28:42,131 - INFO - Evaluation: Curr mae: 88.2692; Best mae: 80.3796; 81.4563; 81.8406; 82.2158; 83.7317; Curr rmse: 142.9904; Best rmse: 119.7837; 122.5293; 123.5960; 124.9765; 126.3864; Curr nae: 0.2754; Best nae: 0.1820; 0.2102; 0.2124; 0.2143; 0.2155; 2025-05-16 00:28:42,131 - INFO - Epoch: 0215 / 1300 lr: 8.937e-05 2025-05-16 00:28:52,273 - INFO - Training: cls_zice: 125.54431001763595; reg_zipnll: 306.1631285014905; aux_mae_loss_1: 235.42323343377365; aux_mae_loss_2: 32.42650508880615; aux_mae_loss_4: 5.322794399763408; cnt_loss: 44.080639487818665; 2025-05-16 00:28:52,274 - INFO - Evaluation: Curr mae: 128.6532; Best mae: 80.3796; 81.4563; 81.8406; 82.2158; 83.7317; Curr rmse: 192.5852; Best rmse: 119.7837; 122.5293; 123.5960; 124.9765; 126.3864; Curr nae: 0.4257; Best nae: 0.1820; 0.2102; 0.2124; 0.2143; 0.2155; 2025-05-16 00:28:52,274 - INFO - Epoch: 0216 / 1300 lr: 8.876e-05 2025-05-16 00:29:02,358 - INFO - Training: cls_zice: 123.09078487597014; reg_zipnll: 304.2362662867496; aux_mae_loss_1: 236.82470743279708; aux_mae_loss_2: 34.12469156164872; aux_mae_loss_4: 5.9898633141266675; cnt_loss: 57.54808737102308; 2025-05-16 00:29:02,359 - INFO - Evaluation: Curr mae: 93.8316; Best mae: 80.3796; 81.4563; 81.8406; 82.2158; 83.7317; Curr rmse: 162.6488; Best rmse: 119.7837; 122.5293; 123.5960; 124.9765; 126.3864; Curr nae: 0.3049; Best nae: 0.1820; 0.2102; 0.2124; 0.2143; 0.2155; 2025-05-16 00:29:02,359 - INFO - Epoch: 0217 / 1300 lr: 8.814e-05 2025-05-16 00:29:12,434 - INFO - Training: cls_zice: 121.47701845671001; reg_zipnll: 310.4432511580618; aux_mae_loss_1: 236.50083481638055; aux_mae_loss_2: 33.42653545580412; aux_mae_loss_4: 5.73887056425998; cnt_loss: 53.616332154524954; 2025-05-16 00:29:12,435 - INFO - Evaluation: Curr mae: 103.0323; Best mae: 80.3796; 81.4563; 81.8406; 82.2158; 83.7317; Curr rmse: 143.5337; Best rmse: 119.7837; 122.5293; 123.5960; 124.9765; 126.3864; Curr nae: 0.2955; Best nae: 0.1820; 0.2102; 0.2124; 0.2143; 0.2155; 2025-05-16 00:29:12,435 - INFO - Epoch: 0218 / 1300 lr: 8.750e-05 2025-05-16 00:29:22,773 - INFO - Training: cls_zice: 118.92888621280068; reg_zipnll: 308.8406978406404; aux_mae_loss_1: 235.35825588828638; aux_mae_loss_2: 33.01457952198229; aux_mae_loss_4: 5.671645641326904; cnt_loss: 50.47222664481715; 2025-05-16 00:29:22,774 - INFO - Evaluation: Curr mae: 95.8417; Best mae: 80.3796; 81.4563; 81.8406; 82.2158; 83.7317; Curr rmse: 147.8054; Best rmse: 119.7837; 122.5293; 123.5960; 124.9765; 126.3864; Curr nae: 0.2951; Best nae: 0.1820; 0.2102; 0.2124; 0.2143; 0.2155; 2025-05-16 00:29:22,774 - INFO - Epoch: 0219 / 1300 lr: 8.685e-05 2025-05-16 00:29:33,047 - INFO - Training: cls_zice: 122.95184562080784; reg_zipnll: 286.43069417853104; aux_mae_loss_1: 231.53804939671568; aux_mae_loss_2: 32.20802879333496; aux_mae_loss_4: 5.4307561673616105; cnt_loss: 48.13796103628058; 2025-05-16 00:29:33,351 - INFO - Evaluation: Curr mae: 84.5498; Best mae: 80.3796; 81.4563; 81.8406; 82.2158; 83.7317; Curr rmse: 123.3322; Best rmse: 119.7837; 122.5293; 123.3322; 123.5960; 124.9765; Curr nae: 0.2489; Best nae: 0.1820; 0.2102; 0.2124; 0.2143; 0.2155; 2025-05-16 00:29:33,351 - INFO - Epoch: 0220 / 1300 lr: 8.618e-05 2025-05-16 00:29:43,790 - INFO - Training: cls_zice: 125.51171744497199; reg_zipnll: 289.764055352462; aux_mae_loss_1: 241.52402295564352; aux_mae_loss_2: 33.8546411614669; aux_mae_loss_4: 5.706955018796418; cnt_loss: 48.03342819213867; 2025-05-16 00:29:43,791 - INFO - Evaluation: Curr mae: 86.1730; Best mae: 80.3796; 81.4563; 81.8406; 82.2158; 83.7317; Curr rmse: 128.9795; Best rmse: 119.7837; 122.5293; 123.3322; 123.5960; 124.9765; Curr nae: 0.2201; Best nae: 0.1820; 0.2102; 0.2124; 0.2143; 0.2155; 2025-05-16 00:29:43,791 - INFO - Epoch: 0221 / 1300 lr: 8.550e-05 2025-05-16 00:29:55,057 - INFO - Training: cls_zice: 125.85562189001786; reg_zipnll: 301.7222530967311; aux_mae_loss_1: 240.57094774748148; aux_mae_loss_2: 33.48104476928711; aux_mae_loss_4: 5.553458935336063; cnt_loss: 45.87232564624987; 2025-05-16 00:29:55,095 - INFO - Evaluation: Curr mae: 86.0962; Best mae: 80.3796; 81.4563; 81.8406; 82.2158; 83.7317; Curr rmse: 144.3627; Best rmse: 119.7837; 122.5293; 123.3322; 123.5960; 124.9765; Curr nae: 0.2222; Best nae: 0.1820; 0.2102; 0.2124; 0.2143; 0.2155; 2025-05-16 00:29:55,095 - INFO - Epoch: 0222 / 1300 lr: 8.481e-05 2025-05-16 00:30:08,606 - INFO - Training: cls_zice: 121.42013921235737; reg_zipnll: 300.35019242136104; aux_mae_loss_1: 237.02801955373664; aux_mae_loss_2: 33.97990161494205; aux_mae_loss_4: 5.833162408126028; cnt_loss: 55.873937707198294; 2025-05-16 00:30:08,607 - INFO - Evaluation: Curr mae: 126.8093; Best mae: 80.3796; 81.4563; 81.8406; 82.2158; 83.7317; Curr rmse: 166.9503; Best rmse: 119.7837; 122.5293; 123.3322; 123.5960; 124.9765; Curr nae: 0.3699; Best nae: 0.1820; 0.2102; 0.2124; 0.2143; 0.2155; 2025-05-16 00:30:08,607 - INFO - Epoch: 0223 / 1300 lr: 8.410e-05 2025-05-16 00:30:18,845 - INFO - Training: cls_zice: 119.47742186094585; reg_zipnll: 299.7921216864335; aux_mae_loss_1: 236.7500168649774; aux_mae_loss_2: 33.7255724856728; aux_mae_loss_4: 5.8419088564421005; cnt_loss: 49.78888195439389; 2025-05-16 00:30:18,845 - INFO - Evaluation: Curr mae: 110.3970; Best mae: 80.3796; 81.4563; 81.8406; 82.2158; 83.7317; Curr rmse: 151.0966; Best rmse: 119.7837; 122.5293; 123.3322; 123.5960; 124.9765; Curr nae: 0.3134; Best nae: 0.1820; 0.2102; 0.2124; 0.2143; 0.2155; 2025-05-16 00:30:18,846 - INFO - Epoch: 0224 / 1300 lr: 8.338e-05 2025-05-16 00:30:29,179 - INFO - Training: cls_zice: 121.76390944029156; reg_zipnll: 287.8679094816509; aux_mae_loss_1: 230.0558150442023; aux_mae_loss_2: 33.42340052755255; aux_mae_loss_4: 5.765419847086856; cnt_loss: 53.40816113823339; 2025-05-16 00:30:29,180 - INFO - Evaluation: Curr mae: 93.4254; Best mae: 80.3796; 81.4563; 81.8406; 82.2158; 83.7317; Curr rmse: 138.6241; Best rmse: 119.7837; 122.5293; 123.3322; 123.5960; 124.9765; Curr nae: 0.2251; Best nae: 0.1820; 0.2102; 0.2124; 0.2143; 0.2155; 2025-05-16 00:30:29,181 - INFO - Epoch: 0225 / 1300 lr: 8.265e-05 2025-05-16 00:30:39,333 - INFO - Training: cls_zice: 121.54585040243049; reg_zipnll: 291.9980241875899; aux_mae_loss_1: 230.52368003443667; aux_mae_loss_2: 33.11123366104929; aux_mae_loss_4: 5.7608081729788525; cnt_loss: 51.159286649603594; 2025-05-16 00:30:39,334 - INFO - Evaluation: Curr mae: 99.8785; Best mae: 80.3796; 81.4563; 81.8406; 82.2158; 83.7317; Curr rmse: 150.6069; Best rmse: 119.7837; 122.5293; 123.3322; 123.5960; 124.9765; Curr nae: 0.2855; Best nae: 0.1820; 0.2102; 0.2124; 0.2143; 0.2155; 2025-05-16 00:30:39,334 - INFO - Epoch: 0226 / 1300 lr: 8.190e-05 2025-05-16 00:30:49,497 - INFO - Training: cls_zice: 123.07212598700272; reg_zipnll: 295.8075479206286; aux_mae_loss_1: 230.49747426886307; aux_mae_loss_2: 32.11187904759457; aux_mae_loss_4: 5.321424835606625; cnt_loss: 43.12054463436729; 2025-05-16 00:30:49,498 - INFO - Evaluation: Curr mae: 104.5694; Best mae: 80.3796; 81.4563; 81.8406; 82.2158; 83.7317; Curr rmse: 170.5661; Best rmse: 119.7837; 122.5293; 123.3322; 123.5960; 124.9765; Curr nae: 0.3032; Best nae: 0.1820; 0.2102; 0.2124; 0.2143; 0.2155; 2025-05-16 00:30:49,498 - INFO - Epoch: 0227 / 1300 lr: 8.115e-05 2025-05-16 00:30:59,723 - INFO - Training: cls_zice: 125.35828891553376; reg_zipnll: 297.135540410092; aux_mae_loss_1: 231.7801722476357; aux_mae_loss_2: 31.935191305060137; aux_mae_loss_4: 5.259774822937815; cnt_loss: 43.37051431756271; 2025-05-16 00:30:59,724 - INFO - Evaluation: Curr mae: 92.4640; Best mae: 80.3796; 81.4563; 81.8406; 82.2158; 83.7317; Curr rmse: 135.3829; Best rmse: 119.7837; 122.5293; 123.3322; 123.5960; 124.9765; Curr nae: 0.2916; Best nae: 0.1820; 0.2102; 0.2124; 0.2143; 0.2155; 2025-05-16 00:30:59,724 - INFO - Epoch: 0228 / 1300 lr: 8.038e-05 2025-05-16 00:31:09,919 - INFO - Training: cls_zice: 121.43280194935046; reg_zipnll: 290.34618779232625; aux_mae_loss_1: 231.80295924136513; aux_mae_loss_2: 32.56934667888441; aux_mae_loss_4: 5.52541646831914; cnt_loss: 50.92171162053158; 2025-05-16 00:31:09,920 - INFO - Evaluation: Curr mae: 107.4708; Best mae: 80.3796; 81.4563; 81.8406; 82.2158; 83.7317; Curr rmse: 148.6517; Best rmse: 119.7837; 122.5293; 123.3322; 123.5960; 124.9765; Curr nae: 0.3195; Best nae: 0.1820; 0.2102; 0.2124; 0.2143; 0.2155; 2025-05-16 00:31:09,920 - INFO - Epoch: 0229 / 1300 lr: 7.960e-05 2025-05-16 00:31:20,088 - INFO - Training: cls_zice: 117.8507419887342; reg_zipnll: 303.77775935122844; aux_mae_loss_1: 228.8862136037726; aux_mae_loss_2: 31.339190985027113; aux_mae_loss_4: 5.225900932362205; cnt_loss: 43.48508932715968; 2025-05-16 00:31:20,090 - INFO - Evaluation: Curr mae: 92.3249; Best mae: 80.3796; 81.4563; 81.8406; 82.2158; 83.7317; Curr rmse: 149.7596; Best rmse: 119.7837; 122.5293; 123.3322; 123.5960; 124.9765; Curr nae: 0.2973; Best nae: 0.1820; 0.2102; 0.2124; 0.2143; 0.2155; 2025-05-16 00:31:20,090 - INFO - Epoch: 0230 / 1300 lr: 7.880e-05 2025-05-16 00:31:30,325 - INFO - Training: cls_zice: 121.61027767783717; reg_zipnll: 285.6425496151573; aux_mae_loss_1: 229.81876212672182; aux_mae_loss_2: 31.809585521095677; aux_mae_loss_4: 5.18274902670007; cnt_loss: 38.77226096705387; 2025-05-16 00:31:30,326 - INFO - Evaluation: Curr mae: 96.1936; Best mae: 80.3796; 81.4563; 81.8406; 82.2158; 83.7317; Curr rmse: 143.7192; Best rmse: 119.7837; 122.5293; 123.3322; 123.5960; 124.9765; Curr nae: 0.2614; Best nae: 0.1820; 0.2102; 0.2124; 0.2143; 0.2155; 2025-05-16 00:31:30,326 - INFO - Epoch: 0231 / 1300 lr: 7.800e-05 2025-05-16 00:31:40,643 - INFO - Training: cls_zice: 126.612826598318; reg_zipnll: 301.06821963661594; aux_mae_loss_1: 230.60512301796362; aux_mae_loss_2: 31.930358284398128; aux_mae_loss_4: 5.3095172518178035; cnt_loss: 44.77435142115543; 2025-05-16 00:31:40,832 - INFO - Evaluation: Curr mae: 75.1772; Best mae: 75.1772; 80.3796; 81.4563; 81.8406; 82.2158; Curr rmse: 117.1160; Best rmse: 117.1160; 119.7837; 122.5293; 123.3322; 123.5960; Curr nae: 0.1797; Best nae: 0.1797; 0.1820; 0.2102; 0.2124; 0.2143; 2025-05-16 00:31:40,832 - INFO - Epoch: 0232 / 1300 lr: 7.719e-05 2025-05-16 00:31:50,935 - INFO - Training: cls_zice: 117.28508035760177; reg_zipnll: 301.253134074964; aux_mae_loss_1: 227.55644386693052; aux_mae_loss_2: 32.49657073773836; aux_mae_loss_4: 5.72899854183197; cnt_loss: 61.29484111384342; 2025-05-16 00:31:51,058 - INFO - Evaluation: Curr mae: 79.3650; Best mae: 75.1772; 79.3650; 80.3796; 81.4563; 81.8406; Curr rmse: 129.7787; Best rmse: 117.1160; 119.7837; 122.5293; 123.3322; 123.5960; Curr nae: 0.1941; Best nae: 0.1797; 0.1820; 0.1941; 0.2102; 0.2124; 2025-05-16 00:31:51,058 - INFO - Epoch: 0233 / 1300 lr: 7.636e-05 2025-05-16 00:32:01,334 - INFO - Training: cls_zice: 117.0969110790052; reg_zipnll: 293.43548844989976; aux_mae_loss_1: 231.26892170153167; aux_mae_loss_2: 31.905226205524645; aux_mae_loss_4: 5.3093966245651245; cnt_loss: 48.252903386166224; 2025-05-16 00:32:01,335 - INFO - Evaluation: Curr mae: 99.9201; Best mae: 75.1772; 79.3650; 80.3796; 81.4563; 81.8406; Curr rmse: 147.9955; Best rmse: 117.1160; 119.7837; 122.5293; 123.3322; 123.5960; Curr nae: 0.2626; Best nae: 0.1797; 0.1820; 0.1941; 0.2102; 0.2124; 2025-05-16 00:32:01,335 - INFO - Epoch: 0234 / 1300 lr: 7.553e-05 2025-05-16 00:32:11,630 - INFO - Training: cls_zice: 119.5634425815783; reg_zipnll: 293.33118358411286; aux_mae_loss_1: 229.063954805073; aux_mae_loss_2: 31.749442150718288; aux_mae_loss_4: 5.312675156091389; cnt_loss: 46.67271624113384; 2025-05-16 00:32:11,631 - INFO - Evaluation: Curr mae: 91.5559; Best mae: 75.1772; 79.3650; 80.3796; 81.4563; 81.8406; Curr rmse: 143.4659; Best rmse: 117.1160; 119.7837; 122.5293; 123.3322; 123.5960; Curr nae: 0.2555; Best nae: 0.1797; 0.1820; 0.1941; 0.2102; 0.2124; 2025-05-16 00:32:11,631 - INFO - Epoch: 0235 / 1300 lr: 7.469e-05 2025-05-16 00:32:21,929 - INFO - Training: cls_zice: 126.27953318545693; reg_zipnll: 291.3146836130243; aux_mae_loss_1: 231.6593121980366; aux_mae_loss_2: 32.70562663831209; aux_mae_loss_4: 5.550432945552625; cnt_loss: 48.450745833547494; 2025-05-16 00:32:21,930 - INFO - Evaluation: Curr mae: 86.6754; Best mae: 75.1772; 79.3650; 80.3796; 81.4563; 81.8406; Curr rmse: 143.6224; Best rmse: 117.1160; 119.7837; 122.5293; 123.3322; 123.5960; Curr nae: 0.2932; Best nae: 0.1797; 0.1820; 0.1941; 0.2102; 0.2124; 2025-05-16 00:32:21,930 - INFO - Epoch: 0236 / 1300 lr: 7.383e-05 2025-05-16 00:32:32,316 - INFO - Training: cls_zice: 131.9420832583779; reg_zipnll: 313.848996614155; aux_mae_loss_1: 239.8749068410773; aux_mae_loss_2: 33.160059577540345; aux_mae_loss_4: 5.523676483254683; cnt_loss: 48.05343003022043; 2025-05-16 00:32:32,317 - INFO - Evaluation: Curr mae: 96.0330; Best mae: 75.1772; 79.3650; 80.3796; 81.4563; 81.8406; Curr rmse: 143.6130; Best rmse: 117.1160; 119.7837; 122.5293; 123.3322; 123.5960; Curr nae: 0.2887; Best nae: 0.1797; 0.1820; 0.1941; 0.2102; 0.2124; 2025-05-16 00:32:32,317 - INFO - Epoch: 0237 / 1300 lr: 7.297e-05 2025-05-16 00:32:42,525 - INFO - Training: cls_zice: 120.75805638965808; reg_zipnll: 303.888940911544; aux_mae_loss_1: 232.93094675164474; aux_mae_loss_2: 31.830770843907406; aux_mae_loss_4: 5.223009630253441; cnt_loss: 42.016044315538906; 2025-05-16 00:32:42,526 - INFO - Evaluation: Curr mae: 94.4874; Best mae: 75.1772; 79.3650; 80.3796; 81.4563; 81.8406; Curr rmse: 145.1185; Best rmse: 117.1160; 119.7837; 122.5293; 123.3322; 123.5960; Curr nae: 0.2708; Best nae: 0.1797; 0.1820; 0.1941; 0.2102; 0.2124; 2025-05-16 00:32:42,526 - INFO - Epoch: 0238 / 1300 lr: 7.210e-05 2025-05-16 00:32:52,682 - INFO - Training: cls_zice: 121.19870682766563; reg_zipnll: 294.9586749829744; aux_mae_loss_1: 228.1977165623715; aux_mae_loss_2: 31.73701040368331; aux_mae_loss_4: 5.313229322433472; cnt_loss: 45.39594477101376; 2025-05-16 00:32:52,683 - INFO - Evaluation: Curr mae: 96.6638; Best mae: 75.1772; 79.3650; 80.3796; 81.4563; 81.8406; Curr rmse: 147.3125; Best rmse: 117.1160; 119.7837; 122.5293; 123.3322; 123.5960; Curr nae: 0.2499; Best nae: 0.1797; 0.1820; 0.1941; 0.2102; 0.2124; 2025-05-16 00:32:52,683 - INFO - Epoch: 0239 / 1300 lr: 7.122e-05 2025-05-16 00:33:02,883 - INFO - Training: cls_zice: 125.93344467564633; reg_zipnll: 296.23389153731495; aux_mae_loss_1: 232.31927008377878; aux_mae_loss_2: 31.982336044311523; aux_mae_loss_4: 5.331888826269853; cnt_loss: 46.405022621154785; 2025-05-16 00:33:02,884 - INFO - Evaluation: Curr mae: 91.1757; Best mae: 75.1772; 79.3650; 80.3796; 81.4563; 81.8406; Curr rmse: 140.2185; Best rmse: 117.1160; 119.7837; 122.5293; 123.3322; 123.5960; Curr nae: 0.2717; Best nae: 0.1797; 0.1820; 0.1941; 0.2102; 0.2124; 2025-05-16 00:33:02,884 - INFO - Epoch: 0240 / 1300 lr: 7.034e-05 2025-05-16 00:33:13,164 - INFO - Training: cls_zice: 123.51553904382806; reg_zipnll: 292.29266317267167; aux_mae_loss_1: 230.48257606907896; aux_mae_loss_2: 31.598090071427194; aux_mae_loss_4: 5.187298065737674; cnt_loss: 41.53992803473221; 2025-05-16 00:33:13,165 - INFO - Evaluation: Curr mae: 95.4612; Best mae: 75.1772; 79.3650; 80.3796; 81.4563; 81.8406; Curr rmse: 142.5845; Best rmse: 117.1160; 119.7837; 122.5293; 123.3322; 123.5960; Curr nae: 0.2796; Best nae: 0.1797; 0.1820; 0.1941; 0.2102; 0.2124; 2025-05-16 00:33:13,165 - INFO - Epoch: 0241 / 1300 lr: 6.944e-05 2025-05-16 00:33:23,263 - INFO - Training: cls_zice: 125.48091225875051; reg_zipnll: 281.9850224946675; aux_mae_loss_1: 229.7803376850329; aux_mae_loss_2: 31.719600878263776; aux_mae_loss_4: 5.273768738696449; cnt_loss: 44.56872571142096; 2025-05-16 00:33:23,264 - INFO - Evaluation: Curr mae: 112.3300; Best mae: 75.1772; 79.3650; 80.3796; 81.4563; 81.8406; Curr rmse: 155.3790; Best rmse: 117.1160; 119.7837; 122.5293; 123.3322; 123.5960; Curr nae: 0.3425; Best nae: 0.1797; 0.1820; 0.1941; 0.2102; 0.2124; 2025-05-16 00:33:23,264 - INFO - Epoch: 0242 / 1300 lr: 6.854e-05 2025-05-16 00:33:33,837 - INFO - Training: cls_zice: 126.876195154692; reg_zipnll: 292.2722457082648; aux_mae_loss_1: 231.414072538677; aux_mae_loss_2: 31.518919794183027; aux_mae_loss_4: 5.106668660515233; cnt_loss: 41.349536293431335; 2025-05-16 00:33:33,838 - INFO - Evaluation: Curr mae: 100.3042; Best mae: 75.1772; 79.3650; 80.3796; 81.4563; 81.8406; Curr rmse: 137.5508; Best rmse: 117.1160; 119.7837; 122.5293; 123.3322; 123.5960; Curr nae: 0.2895; Best nae: 0.1797; 0.1820; 0.1941; 0.2102; 0.2124; 2025-05-16 00:33:33,838 - INFO - Epoch: 0243 / 1300 lr: 6.763e-05 2025-05-16 00:33:44,099 - INFO - Training: cls_zice: 120.61332291050961; reg_zipnll: 282.57652342946903; aux_mae_loss_1: 227.38637060868112; aux_mae_loss_2: 31.06311918559827; aux_mae_loss_4: 4.948462894088344; cnt_loss: 37.053053755509225; 2025-05-16 00:33:44,100 - INFO - Evaluation: Curr mae: 85.4406; Best mae: 75.1772; 79.3650; 80.3796; 81.4563; 81.8406; Curr rmse: 133.7640; Best rmse: 117.1160; 119.7837; 122.5293; 123.3322; 123.5960; Curr nae: 0.2184; Best nae: 0.1797; 0.1820; 0.1941; 0.2102; 0.2124; 2025-05-16 00:33:44,100 - INFO - Epoch: 0244 / 1300 lr: 6.672e-05 2025-05-16 00:33:54,403 - INFO - Training: cls_zice: 118.63289280941612; reg_zipnll: 295.1198216488487; aux_mae_loss_1: 226.77997589111328; aux_mae_loss_2: 30.461510005750153; aux_mae_loss_4: 4.85456193120856; cnt_loss: 37.71091887825414; 2025-05-16 00:33:54,404 - INFO - Evaluation: Curr mae: 99.4052; Best mae: 75.1772; 79.3650; 80.3796; 81.4563; 81.8406; Curr rmse: 141.0081; Best rmse: 117.1160; 119.7837; 122.5293; 123.3322; 123.5960; Curr nae: 0.2886; Best nae: 0.1797; 0.1820; 0.1941; 0.2102; 0.2124; 2025-05-16 00:33:54,404 - INFO - Epoch: 0245 / 1300 lr: 6.580e-05 2025-05-16 00:34:05,107 - INFO - Training: cls_zice: 113.46371469999615; reg_zipnll: 298.90168179963763; aux_mae_loss_1: 226.7064437866211; aux_mae_loss_2: 31.119041944804945; aux_mae_loss_4: 5.113978442392852; cnt_loss: 44.47526399712814; 2025-05-16 00:34:05,169 - INFO - Evaluation: Curr mae: 82.8751; Best mae: 75.1772; 79.3650; 80.3796; 81.4563; 81.8406; Curr rmse: 128.3728; Best rmse: 117.1160; 119.7837; 122.5293; 123.3322; 123.5960; Curr nae: 0.2050; Best nae: 0.1797; 0.1820; 0.1941; 0.2050; 0.2102; 2025-05-16 00:34:05,169 - INFO - Epoch: 0246 / 1300 lr: 6.487e-05 2025-05-16 00:34:15,392 - INFO - Training: cls_zice: 113.87118299383866; reg_zipnll: 296.4437482733476; aux_mae_loss_1: 222.96361742521586; aux_mae_loss_2: 30.114171981811523; aux_mae_loss_4: 4.83481912863882; cnt_loss: 40.63978350789923; 2025-05-16 00:34:15,393 - INFO - Evaluation: Curr mae: 92.4914; Best mae: 75.1772; 79.3650; 80.3796; 81.4563; 81.8406; Curr rmse: 145.1345; Best rmse: 117.1160; 119.7837; 122.5293; 123.3322; 123.5960; Curr nae: 0.2564; Best nae: 0.1797; 0.1820; 0.1941; 0.2050; 0.2102; 2025-05-16 00:34:15,393 - INFO - Epoch: 0247 / 1300 lr: 6.394e-05 2025-05-16 00:34:25,537 - INFO - Training: cls_zice: 116.53079344096936; reg_zipnll: 294.841049595883; aux_mae_loss_1: 226.91790610865542; aux_mae_loss_2: 30.868876959148206; aux_mae_loss_4: 4.988999862419932; cnt_loss: 38.54557509171335; 2025-05-16 00:34:25,538 - INFO - Evaluation: Curr mae: 92.7860; Best mae: 75.1772; 79.3650; 80.3796; 81.4563; 81.8406; Curr rmse: 132.8413; Best rmse: 117.1160; 119.7837; 122.5293; 123.3322; 123.5960; Curr nae: 0.2804; Best nae: 0.1797; 0.1820; 0.1941; 0.2050; 0.2102; 2025-05-16 00:34:25,538 - INFO - Epoch: 0248 / 1300 lr: 6.300e-05 2025-05-16 00:34:37,019 - INFO - Training: cls_zice: 118.8177171004446; reg_zipnll: 281.2858553434673; aux_mae_loss_1: 223.82515756707443; aux_mae_loss_2: 30.461961896795977; aux_mae_loss_4: 4.896641379908512; cnt_loss: 38.64667611373098; 2025-05-16 00:34:37,020 - INFO - Evaluation: Curr mae: 98.7036; Best mae: 75.1772; 79.3650; 80.3796; 81.4563; 81.8406; Curr rmse: 160.0046; Best rmse: 117.1160; 119.7837; 122.5293; 123.3322; 123.5960; Curr nae: 0.2579; Best nae: 0.1797; 0.1820; 0.1941; 0.2050; 0.2102; 2025-05-16 00:34:37,020 - INFO - Epoch: 0249 / 1300 lr: 6.206e-05 2025-05-16 00:34:50,588 - INFO - Training: cls_zice: 127.32532656820197; reg_zipnll: 283.4139321979724; aux_mae_loss_1: 235.39243798506888; aux_mae_loss_2: 32.88605745215165; aux_mae_loss_4: 5.541527377931695; cnt_loss: 52.17726180427953; 2025-05-16 00:34:50,589 - INFO - Evaluation: Curr mae: 86.2714; Best mae: 75.1772; 79.3650; 80.3796; 81.4563; 81.8406; Curr rmse: 132.6479; Best rmse: 117.1160; 119.7837; 122.5293; 123.3322; 123.5960; Curr nae: 0.2228; Best nae: 0.1797; 0.1820; 0.1941; 0.2050; 0.2102; 2025-05-16 00:34:50,589 - INFO - Epoch: 0250 / 1300 lr: 6.111e-05 2025-05-16 00:35:04,750 - INFO - Training: cls_zice: 115.38008052424381; reg_zipnll: 291.356579830772; aux_mae_loss_1: 226.8147530806692; aux_mae_loss_2: 30.763970073900726; aux_mae_loss_4: 5.011264211253116; cnt_loss: 38.776958992606716; 2025-05-16 00:35:04,751 - INFO - Evaluation: Curr mae: 106.1891; Best mae: 75.1772; 79.3650; 80.3796; 81.4563; 81.8406; Curr rmse: 148.1373; Best rmse: 117.1160; 119.7837; 122.5293; 123.3322; 123.5960; Curr nae: 0.2987; Best nae: 0.1797; 0.1820; 0.1941; 0.2050; 0.2102; 2025-05-16 00:35:04,920 - INFO - Epoch: 0251 / 1300 lr: 6.016e-05 2025-05-16 00:35:15,120 - INFO - Training: cls_zice: 117.5026626586914; reg_zipnll: 301.6671255011308; aux_mae_loss_1: 222.6368592914782; aux_mae_loss_2: 30.17473938590602; aux_mae_loss_4: 4.846214965770119; cnt_loss: 40.352082804629674; 2025-05-16 00:35:15,121 - INFO - Evaluation: Curr mae: 92.3864; Best mae: 75.1772; 79.3650; 80.3796; 81.4563; 81.8406; Curr rmse: 130.3373; Best rmse: 117.1160; 119.7837; 122.5293; 123.3322; 123.5960; Curr nae: 0.2694; Best nae: 0.1797; 0.1820; 0.1941; 0.2050; 0.2102; 2025-05-16 00:35:15,121 - INFO - Epoch: 0252 / 1300 lr: 5.920e-05 2025-05-16 00:35:25,361 - INFO - Training: cls_zice: 115.5949599617406; reg_zipnll: 290.8999876725046; aux_mae_loss_1: 223.75657854582133; aux_mae_loss_2: 30.219972710860404; aux_mae_loss_4: 4.8374160590924715; cnt_loss: 39.03517098175852; 2025-05-16 00:35:25,363 - INFO - Evaluation: Curr mae: 93.1654; Best mae: 75.1772; 79.3650; 80.3796; 81.4563; 81.8406; Curr rmse: 135.8993; Best rmse: 117.1160; 119.7837; 122.5293; 123.3322; 123.5960; Curr nae: 0.2632; Best nae: 0.1797; 0.1820; 0.1941; 0.2050; 0.2102; 2025-05-16 00:35:25,363 - INFO - Epoch: 0253 / 1300 lr: 5.824e-05 2025-05-16 00:35:35,790 - INFO - Training: cls_zice: 115.90686190755744; reg_zipnll: 286.5522161784925; aux_mae_loss_1: 227.22061438309518; aux_mae_loss_2: 31.313999125832005; aux_mae_loss_4: 5.067136124560707; cnt_loss: 40.711451078716074; 2025-05-16 00:35:35,791 - INFO - Evaluation: Curr mae: 93.4785; Best mae: 75.1772; 79.3650; 80.3796; 81.4563; 81.8406; Curr rmse: 138.1198; Best rmse: 117.1160; 119.7837; 122.5293; 123.3322; 123.5960; Curr nae: 0.2482; Best nae: 0.1797; 0.1820; 0.1941; 0.2050; 0.2102; 2025-05-16 00:35:35,792 - INFO - Epoch: 0254 / 1300 lr: 5.728e-05 2025-05-16 00:35:48,689 - INFO - Training: cls_zice: 126.58947001005474; reg_zipnll: 280.08506202697754; aux_mae_loss_1: 232.11148472836143; aux_mae_loss_2: 31.018835569682874; aux_mae_loss_4: 4.887349605560303; cnt_loss: 37.46067067196495; 2025-05-16 00:35:48,790 - INFO - Evaluation: Curr mae: 83.6195; Best mae: 75.1772; 79.3650; 80.3796; 81.4563; 81.8406; Curr rmse: 123.6212; Best rmse: 117.1160; 119.7837; 122.5293; 123.3322; 123.5960; Curr nae: 0.2504; Best nae: 0.1797; 0.1820; 0.1941; 0.2050; 0.2102; 2025-05-16 00:35:48,791 - INFO - Epoch: 0255 / 1300 lr: 5.632e-05 2025-05-16 00:36:00,920 - INFO - Training: cls_zice: 113.73060216401753; reg_zipnll: 285.9114901894017; aux_mae_loss_1: 223.23511063425164; aux_mae_loss_2: 30.008078926487972; aux_mae_loss_4: 4.8129195727800065; cnt_loss: 38.26872717706781; 2025-05-16 00:36:00,982 - INFO - Evaluation: Curr mae: 80.8959; Best mae: 75.1772; 79.3650; 80.3796; 80.8959; 81.4563; Curr rmse: 127.5829; Best rmse: 117.1160; 119.7837; 122.5293; 123.3322; 123.5960; Curr nae: 0.2111; Best nae: 0.1797; 0.1820; 0.1941; 0.2050; 0.2102; 2025-05-16 00:36:00,982 - INFO - Epoch: 0256 / 1300 lr: 5.535e-05 2025-05-16 00:36:11,222 - INFO - Training: cls_zice: 120.69844506916247; reg_zipnll: 283.8764991760254; aux_mae_loss_1: 228.95098114013672; aux_mae_loss_2: 30.97919313531173; aux_mae_loss_4: 5.066524700114601; cnt_loss: 43.127120645422686; 2025-05-16 00:36:11,223 - INFO - Evaluation: Curr mae: 101.8868; Best mae: 75.1772; 79.3650; 80.3796; 80.8959; 81.4563; Curr rmse: 141.5142; Best rmse: 117.1160; 119.7837; 122.5293; 123.3322; 123.5960; Curr nae: 0.2869; Best nae: 0.1797; 0.1820; 0.1941; 0.2050; 0.2102; 2025-05-16 00:36:11,223 - INFO - Epoch: 0257 / 1300 lr: 5.438e-05 2025-05-16 00:36:21,277 - INFO - Training: cls_zice: 120.29104072169254; reg_zipnll: 287.3989436500951; aux_mae_loss_1: 225.2073506807026; aux_mae_loss_2: 30.349989389118395; aux_mae_loss_4: 4.893084576255397; cnt_loss: 40.264732837677; 2025-05-16 00:36:21,278 - INFO - Evaluation: Curr mae: 86.0667; Best mae: 75.1772; 79.3650; 80.3796; 80.8959; 81.4563; Curr rmse: 131.4972; Best rmse: 117.1160; 119.7837; 122.5293; 123.3322; 123.5960; Curr nae: 0.2262; Best nae: 0.1797; 0.1820; 0.1941; 0.2050; 0.2102; 2025-05-16 00:36:21,279 - INFO - Epoch: 0258 / 1300 lr: 5.341e-05 2025-05-16 00:36:33,255 - INFO - Training: cls_zice: 121.43106139333625; reg_zipnll: 291.06995421961733; aux_mae_loss_1: 228.36679157457854; aux_mae_loss_2: 30.405734313161748; aux_mae_loss_4: 4.771598270064906; cnt_loss: 33.85000399539345; 2025-05-16 00:36:33,290 - INFO - Evaluation: Curr mae: 97.6020; Best mae: 75.1772; 79.3650; 80.3796; 80.8959; 81.4563; Curr rmse: 139.0685; Best rmse: 117.1160; 119.7837; 122.5293; 123.3322; 123.5960; Curr nae: 0.2439; Best nae: 0.1797; 0.1820; 0.1941; 0.2050; 0.2102; 2025-05-16 00:36:33,291 - INFO - Epoch: 0259 / 1300 lr: 5.244e-05 2025-05-16 00:36:47,518 - INFO - Training: cls_zice: 110.86327683298211; reg_zipnll: 285.012961738988; aux_mae_loss_1: 222.91255910773026; aux_mae_loss_2: 29.650178306981136; aux_mae_loss_4: 4.6719761710417895; cnt_loss: 35.01476523750707; 2025-05-16 00:36:47,519 - INFO - Evaluation: Curr mae: 89.7447; Best mae: 75.1772; 79.3650; 80.3796; 80.8959; 81.4563; Curr rmse: 134.7842; Best rmse: 117.1160; 119.7837; 122.5293; 123.3322; 123.5960; Curr nae: 0.2369; Best nae: 0.1797; 0.1820; 0.1941; 0.2050; 0.2102; 2025-05-16 00:36:47,519 - INFO - Epoch: 0260 / 1300 lr: 5.147e-05 2025-05-16 00:36:57,641 - INFO - Training: cls_zice: 121.49513204474198; reg_zipnll: 298.0338562413266; aux_mae_loss_1: 223.8088170101768; aux_mae_loss_2: 30.83187524895919; aux_mae_loss_4: 5.047806106115642; cnt_loss: 41.85420392688952; 2025-05-16 00:36:57,642 - INFO - Evaluation: Curr mae: 88.2060; Best mae: 75.1772; 79.3650; 80.3796; 80.8959; 81.4563; Curr rmse: 128.3451; Best rmse: 117.1160; 119.7837; 122.5293; 123.3322; 123.5960; Curr nae: 0.2576; Best nae: 0.1797; 0.1820; 0.1941; 0.2050; 0.2102; 2025-05-16 00:36:57,642 - INFO - Epoch: 0261 / 1300 lr: 5.050e-05 2025-05-16 00:37:07,894 - INFO - Training: cls_zice: 113.57413854097065; reg_zipnll: 281.56351802223605; aux_mae_loss_1: 218.6277020103053; aux_mae_loss_2: 29.204980498866032; aux_mae_loss_4: 4.650254393878736; cnt_loss: 36.013307671797904; 2025-05-16 00:37:07,896 - INFO - Evaluation: Curr mae: 98.7492; Best mae: 75.1772; 79.3650; 80.3796; 80.8959; 81.4563; Curr rmse: 142.5992; Best rmse: 117.1160; 119.7837; 122.5293; 123.3322; 123.5960; Curr nae: 0.2867; Best nae: 0.1797; 0.1820; 0.1941; 0.2050; 0.2102; 2025-05-16 00:37:07,896 - INFO - Epoch: 0262 / 1300 lr: 4.953e-05 2025-05-16 00:37:20,216 - INFO - Training: cls_zice: 122.94626727857087; reg_zipnll: 293.5601752431769; aux_mae_loss_1: 226.80544040077612; aux_mae_loss_2: 30.117296670612536; aux_mae_loss_4: 4.7045934827704174; cnt_loss: 31.803965091705322; 2025-05-16 00:37:20,253 - INFO - Evaluation: Curr mae: 98.1113; Best mae: 75.1772; 79.3650; 80.3796; 80.8959; 81.4563; Curr rmse: 145.8984; Best rmse: 117.1160; 119.7837; 122.5293; 123.3322; 123.5960; Curr nae: 0.2570; Best nae: 0.1797; 0.1820; 0.1941; 0.2050; 0.2102; 2025-05-16 00:37:20,253 - INFO - Epoch: 0263 / 1300 lr: 4.856e-05 2025-05-16 00:37:33,768 - INFO - Training: cls_zice: 117.6872800525866; reg_zipnll: 278.44793299624797; aux_mae_loss_1: 229.24282435366982; aux_mae_loss_2: 30.94465326008044; aux_mae_loss_4: 5.066373498816239; cnt_loss: 42.39700382634213; 2025-05-16 00:37:33,769 - INFO - Evaluation: Curr mae: 86.9500; Best mae: 75.1772; 79.3650; 80.3796; 80.8959; 81.4563; Curr rmse: 129.8428; Best rmse: 117.1160; 119.7837; 122.5293; 123.3322; 123.5960; Curr nae: 0.2457; Best nae: 0.1797; 0.1820; 0.1941; 0.2050; 0.2102; 2025-05-16 00:37:33,770 - INFO - Epoch: 0264 / 1300 lr: 4.759e-05 2025-05-16 00:37:43,951 - INFO - Training: cls_zice: 118.23308523077714; reg_zipnll: 293.7124340659694; aux_mae_loss_1: 227.19233020983245; aux_mae_loss_2: 31.26696124829744; aux_mae_loss_4: 5.175611546165065; cnt_loss: 45.80461928718969; 2025-05-16 00:37:44,191 - INFO - Evaluation: Curr mae: 82.3116; Best mae: 75.1772; 79.3650; 80.3796; 80.8959; 81.4563; Curr rmse: 119.9527; Best rmse: 117.1160; 119.7837; 119.9527; 122.5293; 123.3322; Curr nae: 0.2165; Best nae: 0.1797; 0.1820; 0.1941; 0.2050; 0.2102; 2025-05-16 00:37:44,192 - INFO - Epoch: 0265 / 1300 lr: 4.662e-05 2025-05-16 00:37:54,589 - INFO - Training: cls_zice: 113.48002905594676; reg_zipnll: 290.88636819939865; aux_mae_loss_1: 218.37908333226255; aux_mae_loss_2: 29.775724109850433; aux_mae_loss_4: 4.824862768775539; cnt_loss: 34.38947145562423; 2025-05-16 00:37:54,777 - INFO - Evaluation: Curr mae: 79.8523; Best mae: 75.1772; 79.3650; 79.8523; 80.3796; 80.8959; Curr rmse: 119.9850; Best rmse: 117.1160; 119.7837; 119.9527; 119.9850; 122.5293; Curr nae: 0.1970; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.2050; 2025-05-16 00:37:54,777 - INFO - Epoch: 0266 / 1300 lr: 4.565e-05 2025-05-16 00:38:06,094 - INFO - Training: cls_zice: 109.8977716345536; reg_zipnll: 297.4946228830438; aux_mae_loss_1: 218.52885677939966; aux_mae_loss_2: 29.088782260292454; aux_mae_loss_4: 4.607404853168287; cnt_loss: 34.0178088137978; 2025-05-16 00:38:06,129 - INFO - Evaluation: Curr mae: 83.5124; Best mae: 75.1772; 79.3650; 79.8523; 80.3796; 80.8959; Curr rmse: 127.2272; Best rmse: 117.1160; 119.7837; 119.9527; 119.9850; 122.5293; Curr nae: 0.2122; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.2050; 2025-05-16 00:38:06,129 - INFO - Epoch: 0267 / 1300 lr: 4.468e-05 2025-05-16 00:38:17,724 - INFO - Training: cls_zice: 113.11119290402061; reg_zipnll: 300.1700776752673; aux_mae_loss_1: 219.11254762348375; aux_mae_loss_2: 29.42101182435688; aux_mae_loss_4: 4.699288104709826; cnt_loss: 38.71000990114714; 2025-05-16 00:38:17,759 - INFO - Evaluation: Curr mae: 95.0867; Best mae: 75.1772; 79.3650; 79.8523; 80.3796; 80.8959; Curr rmse: 152.2448; Best rmse: 117.1160; 119.7837; 119.9527; 119.9850; 122.5293; Curr nae: 0.3093; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.2050; 2025-05-16 00:38:17,759 - INFO - Epoch: 0268 / 1300 lr: 4.372e-05 2025-05-16 00:38:32,386 - INFO - Training: cls_zice: 121.73040676116943; reg_zipnll: 290.7012849105032; aux_mae_loss_1: 226.09252166748047; aux_mae_loss_2: 30.090241582770098; aux_mae_loss_4: 4.740456028988487; cnt_loss: 33.99864098900243; 2025-05-16 00:38:32,387 - INFO - Evaluation: Curr mae: 84.4527; Best mae: 75.1772; 79.3650; 79.8523; 80.3796; 80.8959; Curr rmse: 124.8468; Best rmse: 117.1160; 119.7837; 119.9527; 119.9850; 122.5293; Curr nae: 0.2359; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.2050; 2025-05-16 00:38:32,388 - INFO - Epoch: 0269 / 1300 lr: 4.276e-05 2025-05-16 00:38:42,446 - INFO - Training: cls_zice: 119.45242560537238; reg_zipnll: 275.56237030029297; aux_mae_loss_1: 223.17273431075247; aux_mae_loss_2: 29.46833956869025; aux_mae_loss_4: 4.592358137431898; cnt_loss: 31.679146917242754; 2025-05-16 00:38:42,447 - INFO - Evaluation: Curr mae: 93.1331; Best mae: 75.1772; 79.3650; 79.8523; 80.3796; 80.8959; Curr rmse: 134.0224; Best rmse: 117.1160; 119.7837; 119.9527; 119.9850; 122.5293; Curr nae: 0.2794; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.2050; 2025-05-16 00:38:42,447 - INFO - Epoch: 0270 / 1300 lr: 4.180e-05 2025-05-16 00:38:52,614 - INFO - Training: cls_zice: 121.70521244249846; reg_zipnll: 300.84150294253703; aux_mae_loss_1: 223.65555130807977; aux_mae_loss_2: 29.918620109558105; aux_mae_loss_4: 4.746396911771674; cnt_loss: 36.149781829432435; 2025-05-16 00:38:52,615 - INFO - Evaluation: Curr mae: 111.7944; Best mae: 75.1772; 79.3650; 79.8523; 80.3796; 80.8959; Curr rmse: 162.1977; Best rmse: 117.1160; 119.7837; 119.9527; 119.9850; 122.5293; Curr nae: 0.3225; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.2050; 2025-05-16 00:38:52,615 - INFO - Epoch: 0271 / 1300 lr: 4.084e-05 2025-05-16 00:39:02,783 - INFO - Training: cls_zice: 123.66118631864849; reg_zipnll: 284.12952945106906; aux_mae_loss_1: 225.04275271767065; aux_mae_loss_2: 29.994832340039704; aux_mae_loss_4: 4.699935235475239; cnt_loss: 35.72979031111065; 2025-05-16 00:39:02,918 - INFO - Evaluation: Curr mae: 77.8590; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.3796; Curr rmse: 117.7752; Best rmse: 117.1160; 117.7752; 119.7837; 119.9527; 119.9850; Curr nae: 0.2087; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.2050; 2025-05-16 00:39:02,918 - INFO - Epoch: 0272 / 1300 lr: 3.989e-05 2025-05-16 00:39:12,942 - INFO - Training: cls_zice: 117.34740453017385; reg_zipnll: 281.4761595475046; aux_mae_loss_1: 218.5579693442897; aux_mae_loss_2: 29.26726205725419; aux_mae_loss_4: 4.54988063636579; cnt_loss: 30.50033910650956; 2025-05-16 00:39:12,942 - INFO - Evaluation: Curr mae: 87.3257; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.3796; Curr rmse: 127.1771; Best rmse: 117.1160; 117.7752; 119.7837; 119.9527; 119.9850; Curr nae: 0.2442; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.2050; 2025-05-16 00:39:12,943 - INFO - Epoch: 0273 / 1300 lr: 3.894e-05 2025-05-16 00:39:23,046 - INFO - Training: cls_zice: 116.43837888617264; reg_zipnll: 300.38025685360554; aux_mae_loss_1: 222.46890861109682; aux_mae_loss_2: 29.548534493697318; aux_mae_loss_4: 4.650287759931464; cnt_loss: 34.962972139057364; 2025-05-16 00:39:23,047 - INFO - Evaluation: Curr mae: 96.0379; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.3796; Curr rmse: 140.4309; Best rmse: 117.1160; 117.7752; 119.7837; 119.9527; 119.9850; Curr nae: 0.2731; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.2050; 2025-05-16 00:39:23,047 - INFO - Epoch: 0274 / 1300 lr: 3.800e-05 2025-05-16 00:39:37,655 - INFO - Training: cls_zice: 119.14645496167634; reg_zipnll: 285.3547903362073; aux_mae_loss_1: 217.8673364739669; aux_mae_loss_2: 29.245667959514417; aux_mae_loss_4: 4.627178261154576; cnt_loss: 33.91772511130885; 2025-05-16 00:39:38,691 - INFO - Evaluation: Curr mae: 80.0645; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 119.7541; Best rmse: 117.1160; 117.7752; 119.7541; 119.7837; 119.9527; Curr nae: 0.2123; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.2050; 2025-05-16 00:39:38,691 - INFO - Epoch: 0275 / 1300 lr: 3.706e-05 2025-05-16 00:39:50,508 - INFO - Training: cls_zice: 117.64584260237844; reg_zipnll: 298.54532342208057; aux_mae_loss_1: 225.67809737356086; aux_mae_loss_2: 29.7110205700523; aux_mae_loss_4: 4.570404636232476; cnt_loss: 33.20629596710205; 2025-05-16 00:39:50,510 - INFO - Evaluation: Curr mae: 87.9798; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 129.0648; Best rmse: 117.1160; 117.7752; 119.7541; 119.7837; 119.9527; Curr nae: 0.2344; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.2050; 2025-05-16 00:39:50,510 - INFO - Epoch: 0276 / 1300 lr: 3.613e-05 2025-05-16 00:40:00,810 - INFO - Training: cls_zice: 123.22701464201275; reg_zipnll: 286.05146910014906; aux_mae_loss_1: 224.15699366519326; aux_mae_loss_2: 30.037383631656045; aux_mae_loss_4: 4.74343572792254; cnt_loss: 34.18211665906404; 2025-05-16 00:40:00,811 - INFO - Evaluation: Curr mae: 93.2013; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 133.8737; Best rmse: 117.1160; 117.7752; 119.7541; 119.7837; 119.9527; Curr nae: 0.2504; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.2050; 2025-05-16 00:40:00,811 - INFO - Epoch: 0277 / 1300 lr: 3.520e-05 2025-05-16 00:40:10,996 - INFO - Training: cls_zice: 119.48197108820865; reg_zipnll: 287.219659303364; aux_mae_loss_1: 221.06385080437911; aux_mae_loss_2: 29.901111954136898; aux_mae_loss_4: 4.807354713741102; cnt_loss: 37.30731763337788; 2025-05-16 00:40:10,997 - INFO - Evaluation: Curr mae: 86.5979; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 129.2612; Best rmse: 117.1160; 117.7752; 119.7541; 119.7837; 119.9527; Curr nae: 0.2271; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.2050; 2025-05-16 00:40:10,997 - INFO - Epoch: 0278 / 1300 lr: 3.428e-05 2025-05-16 00:40:21,243 - INFO - Training: cls_zice: 118.39969775551243; reg_zipnll: 296.1749211361534; aux_mae_loss_1: 222.02059655440482; aux_mae_loss_2: 29.61920206170333; aux_mae_loss_4: 4.634857422427127; cnt_loss: 31.76988222724513; 2025-05-16 00:40:21,244 - INFO - Evaluation: Curr mae: 96.4299; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 137.5830; Best rmse: 117.1160; 117.7752; 119.7541; 119.7837; 119.9527; Curr nae: 0.2573; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.2050; 2025-05-16 00:40:21,244 - INFO - Epoch: 0279 / 1300 lr: 3.337e-05 2025-05-16 00:40:31,386 - INFO - Training: cls_zice: 130.01599532679506; reg_zipnll: 276.0097483584755; aux_mae_loss_1: 228.41777520430716; aux_mae_loss_2: 30.806608651813708; aux_mae_loss_4: 4.884755561226292; cnt_loss: 39.536029514513515; 2025-05-16 00:40:31,387 - INFO - Evaluation: Curr mae: 82.5095; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 122.0123; Best rmse: 117.1160; 117.7752; 119.7541; 119.7837; 119.9527; Curr nae: 0.2181; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.2050; 2025-05-16 00:40:31,387 - INFO - Epoch: 0280 / 1300 lr: 3.246e-05 2025-05-16 00:40:41,597 - INFO - Training: cls_zice: 121.64535999298096; reg_zipnll: 294.21079113608914; aux_mae_loss_1: 226.63809726112768; aux_mae_loss_2: 30.08282214716861; aux_mae_loss_4: 4.6407346286271745; cnt_loss: 31.519800336737383; 2025-05-16 00:40:41,598 - INFO - Evaluation: Curr mae: 83.4504; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 125.3346; Best rmse: 117.1160; 117.7752; 119.7541; 119.7837; 119.9527; Curr nae: 0.2132; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.2050; 2025-05-16 00:40:41,598 - INFO - Epoch: 0281 / 1300 lr: 3.156e-05 2025-05-16 00:40:51,752 - INFO - Training: cls_zice: 114.31500670784398; reg_zipnll: 286.81519558555203; aux_mae_loss_1: 217.69380308452406; aux_mae_loss_2: 28.658195796765778; aux_mae_loss_4: 4.3648672731299145; cnt_loss: 27.498674718957197; 2025-05-16 00:40:51,815 - INFO - Evaluation: Curr mae: 83.4770; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 118.4864; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2130; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.2050; 2025-05-16 00:40:51,816 - INFO - Epoch: 0282 / 1300 lr: 3.066e-05 2025-05-16 00:41:01,971 - INFO - Training: cls_zice: 112.01775390223453; reg_zipnll: 305.1165570710835; aux_mae_loss_1: 219.05725820440995; aux_mae_loss_2: 28.879991732145612; aux_mae_loss_4: 4.477597619357862; cnt_loss: 30.58784125980578; 2025-05-16 00:41:01,972 - INFO - Evaluation: Curr mae: 86.2410; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 125.5720; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2253; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.2050; 2025-05-16 00:41:01,972 - INFO - Epoch: 0283 / 1300 lr: 2.978e-05 2025-05-16 00:41:12,164 - INFO - Training: cls_zice: 121.13802598652087; reg_zipnll: 273.550619225753; aux_mae_loss_1: 219.47167286119964; aux_mae_loss_2: 29.04358909004613; aux_mae_loss_4: 4.457554729361283; cnt_loss: 29.57959679553383; 2025-05-16 00:41:12,166 - INFO - Evaluation: Curr mae: 87.6236; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 129.5129; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2316; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.2050; 2025-05-16 00:41:12,166 - INFO - Epoch: 0284 / 1300 lr: 2.890e-05 2025-05-16 00:41:22,446 - INFO - Training: cls_zice: 120.17095937226948; reg_zipnll: 271.1748480545847; aux_mae_loss_1: 220.85202468068977; aux_mae_loss_2: 29.53878984953228; aux_mae_loss_4: 4.60093513287996; cnt_loss: 31.71159832101119; 2025-05-16 00:41:22,447 - INFO - Evaluation: Curr mae: 88.0460; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 127.1716; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2452; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.2050; 2025-05-16 00:41:22,447 - INFO - Epoch: 0285 / 1300 lr: 2.803e-05 2025-05-16 00:41:32,624 - INFO - Training: cls_zice: 115.00506054727654; reg_zipnll: 278.3747379905299; aux_mae_loss_1: 223.54799772563734; aux_mae_loss_2: 29.50627653222335; aux_mae_loss_4: 4.472414349254809; cnt_loss: 27.764702094228642; 2025-05-16 00:41:32,625 - INFO - Evaluation: Curr mae: 96.9941; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 134.3450; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2689; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.2050; 2025-05-16 00:41:32,625 - INFO - Epoch: 0286 / 1300 lr: 2.717e-05 2025-05-16 00:41:46,917 - INFO - Training: cls_zice: 117.89603634884483; reg_zipnll: 280.5644784224661; aux_mae_loss_1: 219.94189212196753; aux_mae_loss_2: 29.113093376159668; aux_mae_loss_4: 4.5198094844818115; cnt_loss: 33.11681727359169; 2025-05-16 00:41:46,955 - INFO - Evaluation: Curr mae: 82.1072; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 120.6927; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2223; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.2050; 2025-05-16 00:41:46,955 - INFO - Epoch: 0287 / 1300 lr: 2.631e-05 2025-05-16 00:41:58,138 - INFO - Training: cls_zice: 114.06756988324616; reg_zipnll: 294.0499869898746; aux_mae_loss_1: 217.64423932527242; aux_mae_loss_2: 28.636737221165706; aux_mae_loss_4: 4.3782393430408675; cnt_loss: 30.340339761031302; 2025-05-16 00:41:58,139 - INFO - Evaluation: Curr mae: 86.6103; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 123.4445; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2501; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.2050; 2025-05-16 00:41:58,139 - INFO - Epoch: 0288 / 1300 lr: 2.547e-05 2025-05-16 00:42:08,583 - INFO - Training: cls_zice: 119.39836773119475; reg_zipnll: 268.99069846303837; aux_mae_loss_1: 221.0246810913086; aux_mae_loss_2: 29.308007892809417; aux_mae_loss_4: 4.589056661254482; cnt_loss: 30.555794314334268; 2025-05-16 00:42:08,584 - INFO - Evaluation: Curr mae: 88.2634; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 127.9157; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2303; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.2050; 2025-05-16 00:42:08,584 - INFO - Epoch: 0289 / 1300 lr: 2.464e-05 2025-05-16 00:42:19,225 - INFO - Training: cls_zice: 113.51851101925499; reg_zipnll: 284.7280983171965; aux_mae_loss_1: 216.30618406596938; aux_mae_loss_2: 28.48319405003598; aux_mae_loss_4: 4.4050104116138655; cnt_loss: 30.529917666786595; 2025-05-16 00:42:19,262 - INFO - Evaluation: Curr mae: 90.1661; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 130.5519; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2336; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.2050; 2025-05-16 00:42:19,262 - INFO - Epoch: 0290 / 1300 lr: 2.381e-05 2025-05-16 00:42:31,639 - INFO - Training: cls_zice: 117.3286125785426; reg_zipnll: 292.06498517488177; aux_mae_loss_1: 220.66586906031557; aux_mae_loss_2: 28.996579120033665; aux_mae_loss_4: 4.388837469251532; cnt_loss: 28.05808556707282; 2025-05-16 00:42:31,640 - INFO - Evaluation: Curr mae: 82.5582; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 121.7635; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2149; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.2050; 2025-05-16 00:42:31,640 - INFO - Epoch: 0291 / 1300 lr: 2.300e-05 2025-05-16 00:42:41,737 - INFO - Training: cls_zice: 120.13587223856072; reg_zipnll: 289.76607714201276; aux_mae_loss_1: 222.13034137926604; aux_mae_loss_2: 29.442099521034642; aux_mae_loss_4: 4.62378528243617; cnt_loss: 33.462433639325596; 2025-05-16 00:42:41,800 - INFO - Evaluation: Curr mae: 81.8354; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 126.1805; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2050; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.2050; 2025-05-16 00:42:41,800 - INFO - Epoch: 0292 / 1300 lr: 2.220e-05 2025-05-16 00:42:52,090 - INFO - Training: cls_zice: 114.29638651797646; reg_zipnll: 287.6728310835989; aux_mae_loss_1: 216.83726461310135; aux_mae_loss_2: 28.488626379715768; aux_mae_loss_4: 4.340489858075192; cnt_loss: 28.18921766783062; 2025-05-16 00:42:52,151 - INFO - Evaluation: Curr mae: 80.7182; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 126.7303; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.1997; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:42:52,151 - INFO - Epoch: 0293 / 1300 lr: 2.140e-05 2025-05-16 00:43:03,372 - INFO - Training: cls_zice: 119.99305765252365; reg_zipnll: 285.99536293431333; aux_mae_loss_1: 221.32977696468956; aux_mae_loss_2: 29.024260771901982; aux_mae_loss_4: 4.439888916517559; cnt_loss: 28.395518905238102; 2025-05-16 00:43:03,373 - INFO - Evaluation: Curr mae: 92.6051; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 129.7244; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2633; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:43:03,373 - INFO - Epoch: 0294 / 1300 lr: 2.062e-05 2025-05-16 00:43:16,649 - INFO - Training: cls_zice: 111.27133023111443; reg_zipnll: 297.69869975039836; aux_mae_loss_1: 216.82083290501646; aux_mae_loss_2: 28.58017208701686; aux_mae_loss_4: 4.406479120254517; cnt_loss: 29.878635858234606; 2025-05-16 00:43:16,649 - INFO - Evaluation: Curr mae: 93.3854; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 134.5990; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2528; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:43:16,649 - INFO - Epoch: 0295 / 1300 lr: 1.985e-05 2025-05-16 00:43:26,847 - INFO - Training: cls_zice: 119.8262468639173; reg_zipnll: 273.267167141563; aux_mae_loss_1: 222.2128352115029; aux_mae_loss_2: 29.261749869898747; aux_mae_loss_4: 4.593207936537893; cnt_loss: 30.05652550647133; 2025-05-16 00:43:26,848 - INFO - Evaluation: Curr mae: 93.5183; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 135.4087; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2481; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:43:26,848 - INFO - Epoch: 0296 / 1300 lr: 1.910e-05 2025-05-16 00:43:36,976 - INFO - Training: cls_zice: 114.73213225916813; reg_zipnll: 300.47521450645047; aux_mae_loss_1: 217.30328810842414; aux_mae_loss_2: 28.63511135703639; aux_mae_loss_4: 4.3683347262834245; cnt_loss: 28.39559713162874; 2025-05-16 00:43:36,977 - INFO - Evaluation: Curr mae: 86.7268; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 126.4422; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2326; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:43:36,977 - INFO - Epoch: 0297 / 1300 lr: 1.835e-05 2025-05-16 00:43:48,984 - INFO - Training: cls_zice: 114.09786746376439; reg_zipnll: 285.798484400699; aux_mae_loss_1: 213.64963692112974; aux_mae_loss_2: 27.842671645315068; aux_mae_loss_4: 4.251040101051331; cnt_loss: 28.52471095637271; 2025-05-16 00:43:48,986 - INFO - Evaluation: Curr mae: 88.4849; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 124.1371; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2444; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:43:48,986 - INFO - Epoch: 0298 / 1300 lr: 1.762e-05 2025-05-16 00:44:00,721 - INFO - Training: cls_zice: 119.9802135166369; reg_zipnll: 298.69710279765883; aux_mae_loss_1: 221.4710962395919; aux_mae_loss_2: 29.369402734856855; aux_mae_loss_4: 4.587217431319387; cnt_loss: 31.828172733909206; 2025-05-16 00:44:00,722 - INFO - Evaluation: Curr mae: 96.8145; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 141.2362; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2605; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:44:00,722 - INFO - Epoch: 0299 / 1300 lr: 1.690e-05 2025-05-16 00:44:11,050 - INFO - Training: cls_zice: 121.32790495219983; reg_zipnll: 284.5004999261153; aux_mae_loss_1: 219.42574952778062; aux_mae_loss_2: 28.719297308670846; aux_mae_loss_4: 4.373042169370149; cnt_loss: 27.43791893908852; 2025-05-16 00:44:11,052 - INFO - Evaluation: Curr mae: 90.3608; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 130.9261; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2449; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:44:11,052 - INFO - Epoch: 0300 / 1300 lr: 1.619e-05 2025-05-16 00:44:21,151 - INFO - Training: cls_zice: 112.58712346930253; reg_zipnll: 286.59371426230985; aux_mae_loss_1: 214.74885679546156; aux_mae_loss_2: 27.990669350875052; aux_mae_loss_4: 4.297714026350724; cnt_loss: 27.79854548604865; 2025-05-16 00:44:21,152 - INFO - Evaluation: Curr mae: 87.6861; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 124.5416; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2471; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:44:21,320 - INFO - Epoch: 0301 / 1300 lr: 1.550e-05 2025-05-16 00:44:34,961 - INFO - Training: cls_zice: 117.99830140565571; reg_zipnll: 281.56495726735966; aux_mae_loss_1: 221.15153262489721; aux_mae_loss_2: 29.61109141299599; aux_mae_loss_4: 4.664663126594142; cnt_loss: 35.071995308524684; 2025-05-16 00:44:34,962 - INFO - Evaluation: Curr mae: 92.5936; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 132.7084; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2544; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:44:34,962 - INFO - Epoch: 0302 / 1300 lr: 1.482e-05 2025-05-16 00:44:46,045 - INFO - Training: cls_zice: 110.13274212887413; reg_zipnll: 289.01173742193924; aux_mae_loss_1: 212.12382708097758; aux_mae_loss_2: 27.542449348851253; aux_mae_loss_4: 4.106797921030145; cnt_loss: 25.21368922685322; 2025-05-16 00:44:46,054 - INFO - Evaluation: Curr mae: 83.2551; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 125.1815; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2306; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:44:46,054 - INFO - Epoch: 0303 / 1300 lr: 1.415e-05 2025-05-16 00:44:56,248 - INFO - Training: cls_zice: 115.49421616604454; reg_zipnll: 280.8017722681949; aux_mae_loss_1: 216.07770618639495; aux_mae_loss_2: 28.28282476726331; aux_mae_loss_4: 4.3186642621692855; cnt_loss: 28.028963841890032; 2025-05-16 00:44:56,249 - INFO - Evaluation: Curr mae: 91.5712; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 130.1387; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2574; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:44:56,249 - INFO - Epoch: 0304 / 1300 lr: 1.350e-05 2025-05-16 00:45:06,305 - INFO - Training: cls_zice: 117.88411441602204; reg_zipnll: 279.8307214034231; aux_mae_loss_1: 216.58938719096938; aux_mae_loss_2: 28.38554532904374; aux_mae_loss_4: 4.320436929401598; cnt_loss: 26.29366704037315; 2025-05-16 00:45:06,306 - INFO - Evaluation: Curr mae: 86.4006; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 125.9372; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2397; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:45:06,306 - INFO - Epoch: 0305 / 1300 lr: 1.286e-05 2025-05-16 00:45:16,452 - INFO - Training: cls_zice: 120.16279431393272; reg_zipnll: 276.60448255037005; aux_mae_loss_1: 218.26658590216385; aux_mae_loss_2: 28.777396453054326; aux_mae_loss_4: 4.395994744802776; cnt_loss: 27.638154732553584; 2025-05-16 00:45:16,453 - INFO - Evaluation: Curr mae: 86.1780; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 127.8177; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2320; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:45:16,453 - INFO - Epoch: 0306 / 1300 lr: 1.224e-05 2025-05-16 00:45:26,541 - INFO - Training: cls_zice: 109.40152966348748; reg_zipnll: 277.0106550517835; aux_mae_loss_1: 211.52784688849198; aux_mae_loss_2: 27.75745954011616; aux_mae_loss_4: 4.271681239730434; cnt_loss: 28.014811816968415; 2025-05-16 00:45:26,542 - INFO - Evaluation: Curr mae: 87.6835; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 122.1261; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2464; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:45:26,542 - INFO - Epoch: 0307 / 1300 lr: 1.163e-05 2025-05-16 00:45:37,237 - INFO - Training: cls_zice: 116.7091319686488; reg_zipnll: 296.477581425717; aux_mae_loss_1: 217.92767333984375; aux_mae_loss_2: 28.603354253266986; aux_mae_loss_4: 4.327158821256537; cnt_loss: 26.52042647411949; 2025-05-16 00:45:37,238 - INFO - Evaluation: Curr mae: 84.9366; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 122.9078; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2255; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:45:37,238 - INFO - Epoch: 0308 / 1300 lr: 1.103e-05 2025-05-16 00:45:47,444 - INFO - Training: cls_zice: 117.72855412332635; reg_zipnll: 275.81440554167096; aux_mae_loss_1: 218.8953588385331; aux_mae_loss_2: 28.282872752139443; aux_mae_loss_4: 4.252049609234459; cnt_loss: 25.170330173090885; 2025-05-16 00:45:47,446 - INFO - Evaluation: Curr mae: 90.9620; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 129.8078; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2479; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:45:47,446 - INFO - Epoch: 0309 / 1300 lr: 1.045e-05 2025-05-16 00:45:57,712 - INFO - Training: cls_zice: 122.03884937888698; reg_zipnll: 285.22145682887026; aux_mae_loss_1: 221.80772801449424; aux_mae_loss_2: 28.70510196685791; aux_mae_loss_4: 4.33535983687953; cnt_loss: 26.14882546976993; 2025-05-16 00:45:57,713 - INFO - Evaluation: Curr mae: 88.0368; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 128.7061; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2360; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:45:57,713 - INFO - Epoch: 0310 / 1300 lr: 9.890e-06 2025-05-16 00:46:07,795 - INFO - Training: cls_zice: 116.69838303013852; reg_zipnll: 288.73720128912674; aux_mae_loss_1: 220.38980383622018; aux_mae_loss_2: 28.87053364201596; aux_mae_loss_4: 4.461500180395026; cnt_loss: 29.327992213399785; 2025-05-16 00:46:07,796 - INFO - Evaluation: Curr mae: 91.4729; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 131.0085; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2450; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:46:07,796 - INFO - Epoch: 0311 / 1300 lr: 9.342e-06 2025-05-16 00:46:17,977 - INFO - Training: cls_zice: 114.23770472877904; reg_zipnll: 288.79540855006167; aux_mae_loss_1: 218.37481589066354; aux_mae_loss_2: 28.311694145202637; aux_mae_loss_4: 4.301439987985711; cnt_loss: 28.33120592016923; 2025-05-16 00:46:17,977 - INFO - Evaluation: Curr mae: 87.1862; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 128.1628; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2366; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:46:17,978 - INFO - Epoch: 0312 / 1300 lr: 8.810e-06 2025-05-16 00:46:28,179 - INFO - Training: cls_zice: 122.31776970311215; reg_zipnll: 272.73246584440534; aux_mae_loss_1: 219.43508389121607; aux_mae_loss_2: 28.57686374061986; aux_mae_loss_4: 4.336688857329519; cnt_loss: 27.54693899656597; 2025-05-16 00:46:28,180 - INFO - Evaluation: Curr mae: 88.4747; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 128.4644; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2534; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:46:28,180 - INFO - Epoch: 0313 / 1300 lr: 8.294e-06 2025-05-16 00:46:43,015 - INFO - Training: cls_zice: 112.09876120717902; reg_zipnll: 274.9849504169665; aux_mae_loss_1: 213.5626802946392; aux_mae_loss_2: 27.68390931581196; aux_mae_loss_4: 4.223657338242782; cnt_loss: 25.119760688982513; 2025-05-16 00:46:43,016 - INFO - Evaluation: Curr mae: 88.0482; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 128.3184; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2397; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:46:43,016 - INFO - Epoch: 0314 / 1300 lr: 7.795e-06 2025-05-16 00:46:53,264 - INFO - Training: cls_zice: 120.2362127806011; reg_zipnll: 299.0016292772795; aux_mae_loss_1: 220.9351043701172; aux_mae_loss_2: 28.834216419019196; aux_mae_loss_4: 4.41699837383471; cnt_loss: 31.64547694356818; 2025-05-16 00:46:53,265 - INFO - Evaluation: Curr mae: 86.7209; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 125.3909; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2321; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:46:53,265 - INFO - Epoch: 0315 / 1300 lr: 7.311e-06 2025-05-16 00:47:03,473 - INFO - Training: cls_zice: 120.43156894884612; reg_zipnll: 279.63622384322315; aux_mae_loss_1: 222.8002206902755; aux_mae_loss_2: 29.135255311664782; aux_mae_loss_4: 4.471087794554861; cnt_loss: 28.793702276129473; 2025-05-16 00:47:03,474 - INFO - Evaluation: Curr mae: 88.8128; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 129.6703; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2477; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:47:03,474 - INFO - Epoch: 0316 / 1300 lr: 6.845e-06 2025-05-16 00:47:15,305 - INFO - Training: cls_zice: 120.5015351144891; reg_zipnll: 284.33588810970906; aux_mae_loss_1: 217.14870653654398; aux_mae_loss_2: 28.189402630454616; aux_mae_loss_4: 4.307249188423157; cnt_loss: 27.08781031558388; 2025-05-16 00:47:15,306 - INFO - Evaluation: Curr mae: 88.3039; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 128.2832; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2516; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:47:15,306 - INFO - Epoch: 0317 / 1300 lr: 6.395e-06 2025-05-16 00:47:25,634 - INFO - Training: cls_zice: 110.16150464509663; reg_zipnll: 276.2902693999441; aux_mae_loss_1: 213.37961377595602; aux_mae_loss_2: 27.760935883773; aux_mae_loss_4: 4.225606792851498; cnt_loss: 26.63225783799824; 2025-05-16 00:47:25,635 - INFO - Evaluation: Curr mae: 93.4482; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 135.9600; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2743; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:47:25,635 - INFO - Epoch: 0318 / 1300 lr: 5.962e-06 2025-05-16 00:47:35,843 - INFO - Training: cls_zice: 115.21287767510665; reg_zipnll: 281.11587785419664; aux_mae_loss_1: 216.34980994776674; aux_mae_loss_2: 28.443259138810006; aux_mae_loss_4: 4.315248916023656; cnt_loss: 27.21886789171319; 2025-05-16 00:47:35,844 - INFO - Evaluation: Curr mae: 88.6047; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 128.9980; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2604; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:47:35,844 - INFO - Epoch: 0319 / 1300 lr: 5.547e-06 2025-05-16 00:47:45,925 - INFO - Training: cls_zice: 114.06767006924278; reg_zipnll: 287.33309133429276; aux_mae_loss_1: 215.97182986610815; aux_mae_loss_2: 28.179314713729056; aux_mae_loss_4: 4.288794856322439; cnt_loss: 26.553671334919176; 2025-05-16 00:47:45,926 - INFO - Evaluation: Curr mae: 85.0648; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 124.5464; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2363; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:47:45,926 - INFO - Epoch: 0320 / 1300 lr: 5.149e-06 2025-05-16 00:47:56,180 - INFO - Training: cls_zice: 112.68905338488128; reg_zipnll: 278.70912712498716; aux_mae_loss_1: 212.79157297234786; aux_mae_loss_2: 27.755938630355033; aux_mae_loss_4: 4.251414957799409; cnt_loss: 25.970608585759212; 2025-05-16 00:47:56,181 - INFO - Evaluation: Curr mae: 88.1327; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 126.0503; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2488; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:47:56,181 - INFO - Epoch: 0321 / 1300 lr: 4.768e-06 2025-05-16 00:48:06,477 - INFO - Training: cls_zice: 114.90845519617984; reg_zipnll: 280.517249257941; aux_mae_loss_1: 213.69353043405633; aux_mae_loss_2: 27.990739019293535; aux_mae_loss_4: 4.2581471016532495; cnt_loss: 27.977742559031437; 2025-05-16 00:48:06,478 - INFO - Evaluation: Curr mae: 98.3205; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 139.2557; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2711; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:48:06,478 - INFO - Epoch: 0322 / 1300 lr: 4.405e-06 2025-05-16 00:48:16,584 - INFO - Training: cls_zice: 113.25243397762901; reg_zipnll: 277.7724418640137; aux_mae_loss_1: 211.92031117489464; aux_mae_loss_2: 27.421233704215602; aux_mae_loss_4: 4.147980777840865; cnt_loss: 24.586033218785335; 2025-05-16 00:48:16,585 - INFO - Evaluation: Curr mae: 88.1100; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 127.3361; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2385; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:48:16,585 - INFO - Epoch: 0323 / 1300 lr: 4.060e-06 2025-05-16 00:48:26,821 - INFO - Training: cls_zice: 110.48105500873767; reg_zipnll: 289.49481161017167; aux_mae_loss_1: 212.35439621774773; aux_mae_loss_2: 27.368291654084857; aux_mae_loss_4: 4.101487134632311; cnt_loss: 23.655713081359863; 2025-05-16 00:48:26,823 - INFO - Evaluation: Curr mae: 94.4168; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 133.2519; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2733; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:48:26,823 - INFO - Epoch: 0324 / 1300 lr: 3.732e-06 2025-05-16 00:48:36,916 - INFO - Training: cls_zice: 117.7495473560534; reg_zipnll: 276.34057436491315; aux_mae_loss_1: 217.74044036865234; aux_mae_loss_2: 28.52351023021497; aux_mae_loss_4: 4.250403830879613; cnt_loss: 23.881001673246686; 2025-05-16 00:48:36,917 - INFO - Evaluation: Curr mae: 87.5419; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 127.9453; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2419; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:48:36,917 - INFO - Epoch: 0325 / 1300 lr: 3.423e-06 2025-05-16 00:48:47,224 - INFO - Training: cls_zice: 115.92069896898772; reg_zipnll: 288.4992250141345; aux_mae_loss_1: 216.06782290810034; aux_mae_loss_2: 27.950550480892783; aux_mae_loss_4: 4.202466368675232; cnt_loss: 26.504914835879678; 2025-05-16 00:48:47,225 - INFO - Evaluation: Curr mae: 92.3070; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 131.7347; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2580; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:48:47,225 - INFO - Epoch: 0326 / 1300 lr: 3.131e-06 2025-05-16 00:48:57,370 - INFO - Training: cls_zice: 114.25471175344367; reg_zipnll: 280.90720588282534; aux_mae_loss_1: 214.87245017603823; aux_mae_loss_2: 27.86989076513993; aux_mae_loss_4: 4.145289352065639; cnt_loss: 24.014564890610544; 2025-05-16 00:48:57,371 - INFO - Evaluation: Curr mae: 87.7684; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 128.7595; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2379; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:48:57,371 - INFO - Epoch: 0327 / 1300 lr: 2.858e-06 2025-05-16 00:49:07,541 - INFO - Training: cls_zice: 121.83869964198063; reg_zipnll: 294.6996327450401; aux_mae_loss_1: 217.93550672029195; aux_mae_loss_2: 28.481883651331852; aux_mae_loss_4: 4.253285150778921; cnt_loss: 24.27542485688862; 2025-05-16 00:49:07,542 - INFO - Evaluation: Curr mae: 91.8109; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 132.6409; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2522; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:49:07,542 - INFO - Epoch: 0328 / 1300 lr: 2.604e-06 2025-05-16 00:49:17,719 - INFO - Training: cls_zice: 120.05932928386487; reg_zipnll: 290.81411401849044; aux_mae_loss_1: 219.14682348150956; aux_mae_loss_2: 28.513689844231855; aux_mae_loss_4: 4.301006285767806; cnt_loss: 23.309564239100407; 2025-05-16 00:49:17,720 - INFO - Evaluation: Curr mae: 92.1446; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 130.8527; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2451; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:49:17,720 - INFO - Epoch: 0329 / 1300 lr: 2.368e-06 2025-05-16 00:49:27,903 - INFO - Training: cls_zice: 113.48472093280994; reg_zipnll: 278.2913982993678; aux_mae_loss_1: 215.21592431319388; aux_mae_loss_2: 28.076782075982344; aux_mae_loss_4: 4.22545305678719; cnt_loss: 24.48707560489052; 2025-05-16 00:49:27,904 - INFO - Evaluation: Curr mae: 85.2026; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 125.9197; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2313; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:49:27,904 - INFO - Epoch: 0330 / 1300 lr: 2.150e-06 2025-05-16 00:49:42,398 - INFO - Training: cls_zice: 113.3023823185971; reg_zipnll: 269.88397758885435; aux_mae_loss_1: 215.43427356920745; aux_mae_loss_2: 28.15180768464741; aux_mae_loss_4: 4.252292526395697; cnt_loss: 24.85398124393664; 2025-05-16 00:49:42,399 - INFO - Evaluation: Curr mae: 95.4315; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 135.9700; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2699; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:49:42,399 - INFO - Epoch: 0331 / 1300 lr: 1.951e-06 2025-05-16 00:49:52,706 - INFO - Training: cls_zice: 118.00803149373908; reg_zipnll: 278.81000860113846; aux_mae_loss_1: 217.50198324103104; aux_mae_loss_2: 28.206333110207005; aux_mae_loss_4: 4.283254278333564; cnt_loss: 25.170230137674434; 2025-05-16 00:49:52,707 - INFO - Evaluation: Curr mae: 86.6287; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 127.2735; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2302; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:49:52,708 - INFO - Epoch: 0332 / 1300 lr: 1.771e-06 2025-05-16 00:50:02,754 - INFO - Training: cls_zice: 114.08594372397975; reg_zipnll: 305.63378685399107; aux_mae_loss_1: 217.23689029091284; aux_mae_loss_2: 28.023191502219753; aux_mae_loss_4: 4.200362393730565; cnt_loss: 24.692733338004665; 2025-05-16 00:50:02,755 - INFO - Evaluation: Curr mae: 89.7813; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 128.6229; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2551; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:50:02,755 - INFO - Epoch: 0333 / 1300 lr: 1.609e-06 2025-05-16 00:50:14,950 - INFO - Training: cls_zice: 113.41244416487844; reg_zipnll: 282.6190641302812; aux_mae_loss_1: 217.61039011101974; aux_mae_loss_2: 27.799898599323473; aux_mae_loss_4: 4.143493238248323; cnt_loss: 24.129836007168418; 2025-05-16 00:50:14,951 - INFO - Evaluation: Curr mae: 91.5413; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 130.8835; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2574; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:50:14,951 - INFO - Epoch: 0334 / 1300 lr: 1.467e-06 2025-05-16 00:50:28,586 - INFO - Training: cls_zice: 118.52095423246685; reg_zipnll: 286.0247238560727; aux_mae_loss_1: 218.28097574334396; aux_mae_loss_2: 28.28491667697304; aux_mae_loss_4: 4.240513054948104; cnt_loss: 25.23098992046557; 2025-05-16 00:50:28,591 - INFO - Evaluation: Curr mae: 90.8601; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 130.3740; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2462; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:50:28,591 - INFO - Epoch: 0335 / 1300 lr: 1.343e-06 2025-05-16 00:50:38,887 - INFO - Training: cls_zice: 110.92758198788292; reg_zipnll: 285.7391138578716; aux_mae_loss_1: 215.42131805419922; aux_mae_loss_2: 27.820451636063424; aux_mae_loss_4: 4.157521436088963; cnt_loss: 24.92486828251889; 2025-05-16 00:50:38,888 - INFO - Evaluation: Curr mae: 95.6603; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 135.4049; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2631; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:50:38,888 - INFO - Epoch: 0336 / 1300 lr: 1.238e-06 2025-05-16 00:50:49,089 - INFO - Training: cls_zice: 120.30932577032792; reg_zipnll: 284.3042251185367; aux_mae_loss_1: 218.1266551770662; aux_mae_loss_2: 28.55702415265535; aux_mae_loss_4: 4.275688591756318; cnt_loss: 23.42844900331999; 2025-05-16 00:50:49,090 - INFO - Evaluation: Curr mae: 89.9827; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 129.2112; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2454; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:50:49,090 - INFO - Epoch: 0337 / 1300 lr: 1.153e-06 2025-05-16 00:50:59,222 - INFO - Training: cls_zice: 120.14633005543759; reg_zipnll: 276.567726536801; aux_mae_loss_1: 221.9152458592465; aux_mae_loss_2: 28.74018538625617; aux_mae_loss_4: 4.298363403270119; cnt_loss: 24.531085842534115; 2025-05-16 00:50:59,223 - INFO - Evaluation: Curr mae: 90.2485; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 130.3363; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2447; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:50:59,223 - INFO - Epoch: 0338 / 1300 lr: 1.086e-06 2025-05-16 00:51:09,479 - INFO - Training: cls_zice: 124.08921552959241; reg_zipnll: 297.88413760536594; aux_mae_loss_1: 223.5601043701172; aux_mae_loss_2: 29.054342721637926; aux_mae_loss_4: 4.406751030369809; cnt_loss: 25.75858766154239; 2025-05-16 00:51:09,480 - INFO - Evaluation: Curr mae: 86.9889; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 126.6721; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2329; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:51:09,480 - INFO - Epoch: 0339 / 1300 lr: 1.038e-06 2025-05-16 00:51:19,675 - INFO - Training: cls_zice: 112.31105101735969; reg_zipnll: 282.99510112561677; aux_mae_loss_1: 211.73968264931128; aux_mae_loss_2: 27.256997359426396; aux_mae_loss_4: 4.067919850349426; cnt_loss: 23.38799604616667; 2025-05-16 00:51:19,675 - INFO - Evaluation: Curr mae: 87.7045; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 127.7413; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2369; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:51:19,676 - INFO - Epoch: 0340 / 1300 lr: 1.010e-06 2025-05-16 00:51:33,173 - INFO - Training: cls_zice: 117.12042647913883; reg_zipnll: 288.04147720336914; aux_mae_loss_1: 214.35681714509664; aux_mae_loss_2: 27.963867338080156; aux_mae_loss_4: 4.285243222587987; cnt_loss: 24.028208080090973; 2025-05-16 00:51:33,174 - INFO - Evaluation: Curr mae: 93.9062; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 132.2503; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2638; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:51:33,174 - INFO - Epoch: 0341 / 1300 lr: 1.000e-04 2025-05-16 00:51:44,672 - INFO - Training: cls_zice: 115.75825359946803; reg_zipnll: 283.71182501943485; aux_mae_loss_1: 218.7207115574887; aux_mae_loss_2: 29.57034552724738; aux_mae_loss_4: 4.796880941641958; cnt_loss: 40.17972775509483; 2025-05-16 00:51:44,673 - INFO - Evaluation: Curr mae: 85.6992; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 136.6791; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2182; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:51:44,673 - INFO - Epoch: 0342 / 1300 lr: 1.000e-04 2025-05-16 00:51:55,092 - INFO - Training: cls_zice: 123.3250547710218; reg_zipnll: 290.75018270392167; aux_mae_loss_1: 224.76058156866776; aux_mae_loss_2: 31.04747079548083; aux_mae_loss_4: 5.16041918804771; cnt_loss: 45.24076928590473; 2025-05-16 00:51:55,094 - INFO - Evaluation: Curr mae: 85.8804; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 130.9994; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2269; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:51:55,094 - INFO - Epoch: 0343 / 1300 lr: 9.999e-05 2025-05-16 00:52:05,333 - INFO - Training: cls_zice: 118.30618993859542; reg_zipnll: 302.88737849185344; aux_mae_loss_1: 222.28338382118628; aux_mae_loss_2: 30.961511611938477; aux_mae_loss_4: 5.134717589930484; cnt_loss: 46.79340488032291; 2025-05-16 00:52:05,335 - INFO - Evaluation: Curr mae: 101.5107; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 140.7491; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2994; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:52:05,335 - INFO - Epoch: 0344 / 1300 lr: 9.998e-05 2025-05-16 00:52:17,415 - INFO - Training: cls_zice: 120.33682311208625; reg_zipnll: 291.2358480754651; aux_mae_loss_1: 226.6741573936061; aux_mae_loss_2: 31.32615485944246; aux_mae_loss_4: 5.250094275725515; cnt_loss: 46.03895408228824; 2025-05-16 00:52:17,416 - INFO - Evaluation: Curr mae: 92.1523; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 124.2879; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2982; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:52:17,417 - INFO - Epoch: 0345 / 1300 lr: 9.996e-05 2025-05-16 00:52:27,610 - INFO - Training: cls_zice: 126.78617678190533; reg_zipnll: 295.06960718255294; aux_mae_loss_1: 232.11039372494346; aux_mae_loss_2: 32.808043680692975; aux_mae_loss_4: 5.654871187712017; cnt_loss: 50.55933937273527; 2025-05-16 00:52:27,611 - INFO - Evaluation: Curr mae: 95.5880; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 142.2918; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2333; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:52:27,611 - INFO - Epoch: 0346 / 1300 lr: 9.994e-05 2025-05-16 00:52:37,761 - INFO - Training: cls_zice: 127.13677848012824; reg_zipnll: 309.1924506739566; aux_mae_loss_1: 240.11016805548417; aux_mae_loss_2: 35.52965364958111; aux_mae_loss_4: 6.435934807124891; cnt_loss: 68.41777053632234; 2025-05-16 00:52:37,762 - INFO - Evaluation: Curr mae: 103.9970; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 159.9691; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2581; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:52:37,762 - INFO - Epoch: 0347 / 1300 lr: 9.991e-05 2025-05-16 00:52:48,385 - INFO - Training: cls_zice: 125.38619995117188; reg_zipnll: 291.6711943776984; aux_mae_loss_1: 230.31295214201273; aux_mae_loss_2: 32.71800924602308; aux_mae_loss_4: 5.58486280943218; cnt_loss: 50.17985175785265; 2025-05-16 00:52:48,386 - INFO - Evaluation: Curr mae: 94.2639; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 155.9323; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2739; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:52:48,387 - INFO - Epoch: 0348 / 1300 lr: 9.988e-05 2025-05-16 00:52:58,492 - INFO - Training: cls_zice: 119.37834659375642; reg_zipnll: 293.4628616132234; aux_mae_loss_1: 224.96247422067742; aux_mae_loss_2: 31.199557505155866; aux_mae_loss_4: 5.2064315582576555; cnt_loss: 43.941437470285514; 2025-05-16 00:52:58,493 - INFO - Evaluation: Curr mae: 103.4513; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 157.6789; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.3282; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:52:58,493 - INFO - Epoch: 0349 / 1300 lr: 9.985e-05 2025-05-16 00:53:09,453 - INFO - Training: cls_zice: 121.40669200294896; reg_zipnll: 282.4325344688014; aux_mae_loss_1: 231.187171132941; aux_mae_loss_2: 32.27721400009958; aux_mae_loss_4: 5.37864331195229; cnt_loss: 44.64551042255602; 2025-05-16 00:53:09,489 - INFO - Evaluation: Curr mae: 95.6446; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 139.2984; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2514; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:53:09,489 - INFO - Epoch: 0350 / 1300 lr: 9.981e-05 2025-05-16 00:53:22,362 - INFO - Training: cls_zice: 126.93483051500823; reg_zipnll: 300.68702998914216; aux_mae_loss_1: 230.862219961066; aux_mae_loss_2: 31.954980850219727; aux_mae_loss_4: 5.333148573574267; cnt_loss: 47.029812586934945; 2025-05-16 00:53:22,363 - INFO - Evaluation: Curr mae: 108.1716; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 162.0482; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2869; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:53:22,530 - INFO - Epoch: 0351 / 1300 lr: 9.976e-05 2025-05-16 00:53:34,246 - INFO - Training: cls_zice: 123.06268009386565; reg_zipnll: 303.6371407759817; aux_mae_loss_1: 230.2776192112973; aux_mae_loss_2: 32.463361740112305; aux_mae_loss_4: 5.580896377563477; cnt_loss: 57.121742951242545; 2025-05-16 00:53:34,247 - INFO - Evaluation: Curr mae: 101.0620; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 163.6734; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2983; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:53:34,247 - INFO - Epoch: 0352 / 1300 lr: 9.971e-05 2025-05-16 00:53:44,355 - INFO - Training: cls_zice: 123.08570490385357; reg_zipnll: 295.8433135183234; aux_mae_loss_1: 225.1109759682103; aux_mae_loss_2: 31.795730641013698; aux_mae_loss_4: 5.413087455849898; cnt_loss: 49.368720857720625; 2025-05-16 00:53:44,356 - INFO - Evaluation: Curr mae: 102.0340; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 148.3074; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.3269; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:53:44,356 - INFO - Epoch: 0353 / 1300 lr: 9.966e-05 2025-05-16 00:53:54,773 - INFO - Training: cls_zice: 117.96652603149414; reg_zipnll: 260.2755970201994; aux_mae_loss_1: 222.261190715589; aux_mae_loss_2: 31.511572084928815; aux_mae_loss_4: 5.333056481261003; cnt_loss: 48.037834895284554; 2025-05-16 00:53:54,774 - INFO - Evaluation: Curr mae: 104.5462; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 151.0080; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.3284; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:53:54,775 - INFO - Epoch: 0354 / 1300 lr: 9.960e-05 2025-05-16 00:54:04,948 - INFO - Training: cls_zice: 124.65855864474648; reg_zipnll: 282.9950830559981; aux_mae_loss_1: 223.90847537392065; aux_mae_loss_2: 31.127885617707904; aux_mae_loss_4: 5.179814081442983; cnt_loss: 44.804341215836374; 2025-05-16 00:54:04,949 - INFO - Evaluation: Curr mae: 108.8419; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 182.4891; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.3771; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:54:04,949 - INFO - Epoch: 0355 / 1300 lr: 9.953e-05 2025-05-16 00:54:15,050 - INFO - Training: cls_zice: 130.24159085123162; reg_zipnll: 283.2739314029091; aux_mae_loss_1: 228.1546586689196; aux_mae_loss_2: 32.370919378180254; aux_mae_loss_4: 5.503630964379561; cnt_loss: 49.808743828221374; 2025-05-16 00:54:15,051 - INFO - Evaluation: Curr mae: 98.7003; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 155.0844; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.3233; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:54:15,052 - INFO - Epoch: 0356 / 1300 lr: 9.946e-05 2025-05-16 00:54:29,637 - INFO - Training: cls_zice: 126.37141157451428; reg_zipnll: 292.7706583926552; aux_mae_loss_1: 227.87938248483758; aux_mae_loss_2: 31.841546259428327; aux_mae_loss_4: 5.3892600850055095; cnt_loss: 47.12691905623988; 2025-05-16 00:54:29,676 - INFO - Evaluation: Curr mae: 109.7432; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 190.7777; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2676; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:54:29,676 - INFO - Epoch: 0357 / 1300 lr: 9.939e-05 2025-05-16 00:54:40,604 - INFO - Training: cls_zice: 119.23712052797016; reg_zipnll: 287.1478580675627; aux_mae_loss_1: 222.692482396176; aux_mae_loss_2: 30.26876815996672; aux_mae_loss_4: 4.940981362995348; cnt_loss: 42.26020361247816; 2025-05-16 00:54:40,606 - INFO - Evaluation: Curr mae: 89.2006; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 137.2995; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2293; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:54:40,606 - INFO - Epoch: 0358 / 1300 lr: 9.931e-05 2025-05-16 00:54:50,691 - INFO - Training: cls_zice: 114.70553945240222; reg_zipnll: 296.60482627467104; aux_mae_loss_1: 221.17310734799034; aux_mae_loss_2: 30.368335322329873; aux_mae_loss_4: 5.032384728130541; cnt_loss: 43.72462900061356; 2025-05-16 00:54:50,692 - INFO - Evaluation: Curr mae: 93.6811; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 148.2510; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2827; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:54:50,693 - INFO - Epoch: 0359 / 1300 lr: 9.923e-05 2025-05-16 00:55:01,287 - INFO - Training: cls_zice: 123.77408645027562; reg_zipnll: 288.7164477298134; aux_mae_loss_1: 225.12341268439042; aux_mae_loss_2: 31.293117673773516; aux_mae_loss_4: 5.214453552898608; cnt_loss: 46.615607136174255; 2025-05-16 00:55:01,328 - INFO - Evaluation: Curr mae: 100.3254; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 171.4382; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.3309; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:55:01,328 - INFO - Epoch: 0360 / 1300 lr: 9.914e-05 2025-05-16 00:55:14,479 - INFO - Training: cls_zice: 134.13324032331766; reg_zipnll: 294.1012619420102; aux_mae_loss_1: 230.71426993922182; aux_mae_loss_2: 32.203395893699245; aux_mae_loss_4: 5.385813255059092; cnt_loss: 47.257345500745274; 2025-05-16 00:55:14,480 - INFO - Evaluation: Curr mae: 100.6775; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 152.8146; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2942; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:55:14,480 - INFO - Epoch: 0361 / 1300 lr: 9.905e-05 2025-05-16 00:55:24,590 - INFO - Training: cls_zice: 132.39742168627288; reg_zipnll: 290.38460801777086; aux_mae_loss_1: 235.87095200388055; aux_mae_loss_2: 34.45449854198255; aux_mae_loss_4: 6.141684927438435; cnt_loss: 62.48239303890028; 2025-05-16 00:55:24,591 - INFO - Evaluation: Curr mae: 94.8578; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 158.2757; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2176; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:55:24,592 - INFO - Epoch: 0362 / 1300 lr: 9.895e-05 2025-05-16 00:55:34,894 - INFO - Training: cls_zice: 119.29657464278371; reg_zipnll: 294.58703532971833; aux_mae_loss_1: 222.44627701608758; aux_mae_loss_2: 31.675954417178506; aux_mae_loss_4: 5.458159421619616; cnt_loss: 50.67269280082301; 2025-05-16 00:55:34,895 - INFO - Evaluation: Curr mae: 99.7271; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 151.5018; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.3357; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:55:34,895 - INFO - Epoch: 0363 / 1300 lr: 9.885e-05 2025-05-16 00:55:47,289 - INFO - Training: cls_zice: 113.57169111151444; reg_zipnll: 292.11301783511516; aux_mae_loss_1: 220.72132471988076; aux_mae_loss_2: 30.210120150917454; aux_mae_loss_4: 4.862029383057042; cnt_loss: 37.63370596735101; 2025-05-16 00:55:47,323 - INFO - Evaluation: Curr mae: 110.0350; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 155.4377; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.3436; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:55:47,323 - INFO - Epoch: 0364 / 1300 lr: 9.874e-05 2025-05-16 00:55:58,324 - INFO - Training: cls_zice: 114.38290746588456; reg_zipnll: 290.8542062859786; aux_mae_loss_1: 221.5785490337171; aux_mae_loss_2: 30.861011454933568; aux_mae_loss_4: 5.144943174562957; cnt_loss: 48.00447822871961; 2025-05-16 00:55:58,325 - INFO - Evaluation: Curr mae: 90.6624; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 149.1487; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2541; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:55:58,325 - INFO - Epoch: 0365 / 1300 lr: 9.863e-05 2025-05-16 00:56:08,620 - INFO - Training: cls_zice: 118.16807691674484; reg_zipnll: 278.0825887981214; aux_mae_loss_1: 224.52583473607115; aux_mae_loss_2: 30.910928625809518; aux_mae_loss_4: 5.117424161810624; cnt_loss: 43.4733775791369; 2025-05-16 00:56:08,621 - INFO - Evaluation: Curr mae: 129.8972; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 198.6280; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.3520; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:56:08,621 - INFO - Epoch: 0366 / 1300 lr: 9.852e-05 2025-05-16 00:56:18,854 - INFO - Training: cls_zice: 120.30917097392835; reg_zipnll: 282.8626652767784; aux_mae_loss_1: 229.5162562320107; aux_mae_loss_2: 33.61308454212389; aux_mae_loss_4: 5.952533176070766; cnt_loss: 63.01573647950825; 2025-05-16 00:56:18,855 - INFO - Evaluation: Curr mae: 87.9500; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 142.7465; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2194; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:56:18,855 - INFO - Epoch: 0367 / 1300 lr: 9.840e-05 2025-05-16 00:56:31,233 - INFO - Training: cls_zice: 118.2959034568385; reg_zipnll: 299.20842963770815; aux_mae_loss_1: 222.76788571006372; aux_mae_loss_2: 31.185504712556536; aux_mae_loss_4: 5.351907579522384; cnt_loss: 54.65532343011154; 2025-05-16 00:56:31,234 - INFO - Evaluation: Curr mae: 88.8908; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 139.7028; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2217; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:56:31,234 - INFO - Epoch: 0368 / 1300 lr: 9.827e-05 2025-05-16 00:56:41,320 - INFO - Training: cls_zice: 118.57013150265342; reg_zipnll: 275.86069930227177; aux_mae_loss_1: 220.3023392526727; aux_mae_loss_2: 30.567179378710296; aux_mae_loss_4: 5.0330502861424495; cnt_loss: 41.9697591882003; 2025-05-16 00:56:41,321 - INFO - Evaluation: Curr mae: 92.2311; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 151.2262; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2102; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:56:41,321 - INFO - Epoch: 0369 / 1300 lr: 9.814e-05 2025-05-16 00:56:51,531 - INFO - Training: cls_zice: 113.50199749595241; reg_zipnll: 274.627339212518; aux_mae_loss_1: 220.031015898052; aux_mae_loss_2: 30.75888272335655; aux_mae_loss_4: 5.176876488484834; cnt_loss: 42.67809330789667; 2025-05-16 00:56:51,532 - INFO - Evaluation: Curr mae: 92.4091; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 140.9677; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2232; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:56:51,532 - INFO - Epoch: 0370 / 1300 lr: 9.801e-05 2025-05-16 00:57:06,951 - INFO - Training: cls_zice: 117.74978064235889; reg_zipnll: 280.47325736597963; aux_mae_loss_1: 222.57837978162263; aux_mae_loss_2: 30.206468431573164; aux_mae_loss_4: 4.899394763143439; cnt_loss: 38.43806869105289; 2025-05-16 00:57:06,983 - INFO - Evaluation: Curr mae: 96.1136; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 149.5375; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2918; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:57:06,983 - INFO - Epoch: 0371 / 1300 lr: 9.787e-05 2025-05-16 00:57:17,674 - INFO - Training: cls_zice: 113.7482314862703; reg_zipnll: 277.9059090865286; aux_mae_loss_1: 220.03310514751234; aux_mae_loss_2: 30.13149522480212; aux_mae_loss_4: 4.886908324141252; cnt_loss: 40.94018705267655; 2025-05-16 00:57:17,683 - INFO - Evaluation: Curr mae: 92.3701; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 133.7159; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2768; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:57:17,683 - INFO - Epoch: 0372 / 1300 lr: 9.773e-05 2025-05-16 00:57:27,794 - INFO - Training: cls_zice: 115.32647223221629; reg_zipnll: 291.65441412674755; aux_mae_loss_1: 216.41026627390008; aux_mae_loss_2: 29.243923739383096; aux_mae_loss_4: 4.602083576352973; cnt_loss: 33.344433081777474; 2025-05-16 00:57:27,795 - INFO - Evaluation: Curr mae: 113.0766; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 153.8321; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.3594; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:57:27,795 - INFO - Epoch: 0373 / 1300 lr: 9.758e-05 2025-05-16 00:57:38,252 - INFO - Training: cls_zice: 119.79549789428711; reg_zipnll: 299.57446148521024; aux_mae_loss_1: 223.97034574809828; aux_mae_loss_2: 30.25913313815468; aux_mae_loss_4: 4.883802432762949; cnt_loss: 36.993596955349574; 2025-05-16 00:57:38,292 - INFO - Evaluation: Curr mae: 89.6718; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 141.5239; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2578; Best nae: 0.1797; 0.1820; 0.1941; 0.1970; 0.1997; 2025-05-16 00:57:38,292 - INFO - Epoch: 0374 / 1300 lr: 9.742e-05 2025-05-16 00:57:51,838 - INFO - Training: cls_zice: 122.15026002181203; reg_zipnll: 283.9122997083162; aux_mae_loss_1: 223.32739940442536; aux_mae_loss_2: 31.388059666282253; aux_mae_loss_4: 5.2635946775737565; cnt_loss: 51.48131857420269; 2025-05-16 00:57:51,899 - INFO - Evaluation: Curr mae: 89.5132; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 138.0365; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.1968; Best nae: 0.1797; 0.1820; 0.1941; 0.1968; 0.1970; 2025-05-16 00:57:51,899 - INFO - Epoch: 0375 / 1300 lr: 9.727e-05 2025-05-16 00:58:02,185 - INFO - Training: cls_zice: 120.78824254086143; reg_zipnll: 288.9555234407124; aux_mae_loss_1: 222.64806044729133; aux_mae_loss_2: 30.978397519964922; aux_mae_loss_4: 5.240492256064164; cnt_loss: 48.406991255910775; 2025-05-16 00:58:02,187 - INFO - Evaluation: Curr mae: 119.9031; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 164.0555; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.3308; Best nae: 0.1797; 0.1820; 0.1941; 0.1968; 0.1970; 2025-05-16 00:58:02,187 - INFO - Epoch: 0376 / 1300 lr: 9.711e-05 2025-05-16 00:58:12,294 - INFO - Training: cls_zice: 114.13717520864387; reg_zipnll: 276.47734792608964; aux_mae_loss_1: 215.4786397030479; aux_mae_loss_2: 29.76878863886783; aux_mae_loss_4: 4.856270488939788; cnt_loss: 37.91949347445839; 2025-05-16 00:58:12,295 - INFO - Evaluation: Curr mae: 95.3634; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 144.2693; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2472; Best nae: 0.1797; 0.1820; 0.1941; 0.1968; 0.1970; 2025-05-16 00:58:12,295 - INFO - Epoch: 0377 / 1300 lr: 9.694e-05 2025-05-16 00:58:25,245 - INFO - Training: cls_zice: 134.0280354650397; reg_zipnll: 277.080979999743; aux_mae_loss_1: 237.8490383750514; aux_mae_loss_2: 33.609912370380606; aux_mae_loss_4: 5.901565187855771; cnt_loss: 56.58305193248548; 2025-05-16 00:58:25,282 - INFO - Evaluation: Curr mae: 91.3498; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 150.0789; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2292; Best nae: 0.1797; 0.1820; 0.1941; 0.1968; 0.1970; 2025-05-16 00:58:25,282 - INFO - Epoch: 0378 / 1300 lr: 9.677e-05 2025-05-16 00:58:35,715 - INFO - Training: cls_zice: 125.2838605579577; reg_zipnll: 285.6560086702046; aux_mae_loss_1: 222.06185953240646; aux_mae_loss_2: 30.806339012949092; aux_mae_loss_4: 5.1150719366575546; cnt_loss: 41.06637244475515; 2025-05-16 00:58:35,779 - INFO - Evaluation: Curr mae: 81.5067; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 134.8155; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.1904; Best nae: 0.1797; 0.1820; 0.1904; 0.1941; 0.1968; 2025-05-16 00:58:35,779 - INFO - Epoch: 0379 / 1300 lr: 9.660e-05 2025-05-16 00:58:45,963 - INFO - Training: cls_zice: 118.56593528546784; reg_zipnll: 276.6515221846731; aux_mae_loss_1: 226.00924521998354; aux_mae_loss_2: 31.311324972855417; aux_mae_loss_4: 5.143576923169587; cnt_loss: 43.20445577721847; 2025-05-16 00:58:45,964 - INFO - Evaluation: Curr mae: 115.5181; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 160.7305; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.3698; Best nae: 0.1797; 0.1820; 0.1904; 0.1941; 0.1968; 2025-05-16 00:58:45,964 - INFO - Epoch: 0380 / 1300 lr: 9.642e-05 2025-05-16 00:58:56,246 - INFO - Training: cls_zice: 126.97190922184994; reg_zipnll: 295.192771510074; aux_mae_loss_1: 225.88482465242086; aux_mae_loss_2: 31.15176552220395; aux_mae_loss_4: 5.202760608572709; cnt_loss: 43.6192892476132; 2025-05-16 00:58:56,247 - INFO - Evaluation: Curr mae: 113.7183; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 157.0554; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.3252; Best nae: 0.1797; 0.1820; 0.1904; 0.1941; 0.1968; 2025-05-16 00:58:56,247 - INFO - Epoch: 0381 / 1300 lr: 9.623e-05 2025-05-16 00:59:06,400 - INFO - Training: cls_zice: 118.51641594736199; reg_zipnll: 269.98775080630656; aux_mae_loss_1: 216.71796618009867; aux_mae_loss_2: 30.151047054089997; aux_mae_loss_4: 4.946740809239839; cnt_loss: 42.05098749461927; 2025-05-16 00:59:06,401 - INFO - Evaluation: Curr mae: 93.7150; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 151.1388; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2730; Best nae: 0.1797; 0.1820; 0.1904; 0.1941; 0.1968; 2025-05-16 00:59:06,401 - INFO - Epoch: 0382 / 1300 lr: 9.604e-05 2025-05-16 00:59:16,534 - INFO - Training: cls_zice: 121.32345298716896; reg_zipnll: 273.76244976646024; aux_mae_loss_1: 218.9670550697728; aux_mae_loss_2: 30.043853057058232; aux_mae_loss_4: 4.851277213347585; cnt_loss: 34.6860677819503; 2025-05-16 00:59:16,535 - INFO - Evaluation: Curr mae: 88.7799; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 151.3342; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2345; Best nae: 0.1797; 0.1820; 0.1904; 0.1941; 0.1968; 2025-05-16 00:59:16,535 - INFO - Epoch: 0383 / 1300 lr: 9.585e-05 2025-05-16 00:59:28,863 - INFO - Training: cls_zice: 111.78574792962326; reg_zipnll: 278.2948206851357; aux_mae_loss_1: 217.16996885600844; aux_mae_loss_2: 29.804079306753056; aux_mae_loss_4: 4.872063003088298; cnt_loss: 39.1474720302381; 2025-05-16 00:59:28,898 - INFO - Evaluation: Curr mae: 90.5042; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 133.9907; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2579; Best nae: 0.1797; 0.1820; 0.1904; 0.1941; 0.1968; 2025-05-16 00:59:28,898 - INFO - Epoch: 0384 / 1300 lr: 9.565e-05 2025-05-16 00:59:42,064 - INFO - Training: cls_zice: 115.99289904142681; reg_zipnll: 280.7172682912726; aux_mae_loss_1: 216.45907914011102; aux_mae_loss_2: 29.372945634942305; aux_mae_loss_4: 4.705373676199662; cnt_loss: 38.9823640522204; 2025-05-16 00:59:42,065 - INFO - Evaluation: Curr mae: 99.8955; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 140.5399; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2660; Best nae: 0.1797; 0.1820; 0.1904; 0.1941; 0.1968; 2025-05-16 00:59:42,065 - INFO - Epoch: 0385 / 1300 lr: 9.545e-05 2025-05-16 00:59:52,261 - INFO - Training: cls_zice: 116.5183922617059; reg_zipnll: 275.55654264751234; aux_mae_loss_1: 214.4749924509149; aux_mae_loss_2: 29.160554082770098; aux_mae_loss_4: 4.667050531035976; cnt_loss: 35.356556139494245; 2025-05-16 00:59:52,262 - INFO - Evaluation: Curr mae: 110.2638; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 151.6738; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.3047; Best nae: 0.1797; 0.1820; 0.1904; 0.1941; 0.1968; 2025-05-16 00:59:52,263 - INFO - Epoch: 0386 / 1300 lr: 9.525e-05 2025-05-16 01:00:02,365 - INFO - Training: cls_zice: 119.15089918437756; reg_zipnll: 292.6397361755371; aux_mae_loss_1: 221.11127672697367; aux_mae_loss_2: 30.64839031821803; aux_mae_loss_4: 5.120073475335774; cnt_loss: 44.732786429555794; 2025-05-16 01:00:02,367 - INFO - Evaluation: Curr mae: 111.7812; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 162.8620; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.3672; Best nae: 0.1797; 0.1820; 0.1904; 0.1941; 0.1968; 2025-05-16 01:00:02,367 - INFO - Epoch: 0387 / 1300 lr: 9.504e-05 2025-05-16 01:00:12,687 - INFO - Training: cls_zice: 118.7400605051141; reg_zipnll: 277.0968451248972; aux_mae_loss_1: 218.24405710320724; aux_mae_loss_2: 30.278244420101768; aux_mae_loss_4: 4.939767831250241; cnt_loss: 39.981012971777666; 2025-05-16 01:00:12,688 - INFO - Evaluation: Curr mae: 83.4568; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 122.6418; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2464; Best nae: 0.1797; 0.1820; 0.1904; 0.1941; 0.1968; 2025-05-16 01:00:12,688 - INFO - Epoch: 0388 / 1300 lr: 9.482e-05 2025-05-16 01:00:22,916 - INFO - Training: cls_zice: 123.3342853847303; reg_zipnll: 277.9692749224211; aux_mae_loss_1: 221.81738441868833; aux_mae_loss_2: 30.726935988978337; aux_mae_loss_4: 5.110043839404457; cnt_loss: 43.97631881111547; 2025-05-16 01:00:22,917 - INFO - Evaluation: Curr mae: 86.5632; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 136.5576; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2029; Best nae: 0.1797; 0.1820; 0.1904; 0.1941; 0.1968; 2025-05-16 01:00:22,917 - INFO - Epoch: 0389 / 1300 lr: 9.460e-05 2025-05-16 01:00:33,076 - INFO - Training: cls_zice: 121.15403868022717; reg_zipnll: 280.2282905578613; aux_mae_loss_1: 220.4221460442794; aux_mae_loss_2: 29.978292013469495; aux_mae_loss_4: 4.878399177601463; cnt_loss: 38.80946217085186; 2025-05-16 01:00:33,077 - INFO - Evaluation: Curr mae: 89.7752; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 128.0281; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2091; Best nae: 0.1797; 0.1820; 0.1904; 0.1941; 0.1968; 2025-05-16 01:00:33,078 - INFO - Epoch: 0390 / 1300 lr: 9.438e-05 2025-05-16 01:00:45,955 - INFO - Training: cls_zice: 115.61264108356677; reg_zipnll: 275.7106240925036; aux_mae_loss_1: 218.3186886436061; aux_mae_loss_2: 30.46389082858437; aux_mae_loss_4: 5.006914904243068; cnt_loss: 41.99185301128187; 2025-05-16 01:00:45,956 - INFO - Evaluation: Curr mae: 95.1017; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 156.5511; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.3101; Best nae: 0.1797; 0.1820; 0.1904; 0.1941; 0.1968; 2025-05-16 01:00:45,956 - INFO - Epoch: 0391 / 1300 lr: 9.416e-05 2025-05-16 01:00:56,139 - INFO - Training: cls_zice: 121.4019187124152; reg_zipnll: 290.6372976805034; aux_mae_loss_1: 221.5626349198191; aux_mae_loss_2: 30.70786330574437; aux_mae_loss_4: 5.11587195019973; cnt_loss: 45.38365103069105; 2025-05-16 01:00:56,140 - INFO - Evaluation: Curr mae: 104.4482; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 149.8320; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.3113; Best nae: 0.1797; 0.1820; 0.1904; 0.1941; 0.1968; 2025-05-16 01:00:56,140 - INFO - Epoch: 0392 / 1300 lr: 9.392e-05 2025-05-16 01:01:06,362 - INFO - Training: cls_zice: 115.9239232916581; reg_zipnll: 290.0002754612973; aux_mae_loss_1: 218.08399802760073; aux_mae_loss_2: 29.803875973350124; aux_mae_loss_4: 4.869890087529233; cnt_loss: 39.32126805656835; 2025-05-16 01:01:06,363 - INFO - Evaluation: Curr mae: 87.0959; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 138.1449; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2168; Best nae: 0.1797; 0.1820; 0.1904; 0.1941; 0.1968; 2025-05-16 01:01:06,363 - INFO - Epoch: 0393 / 1300 lr: 9.369e-05 2025-05-16 01:01:16,635 - INFO - Training: cls_zice: 117.41931910263865; reg_zipnll: 275.8146884315892; aux_mae_loss_1: 212.62016738088508; aux_mae_loss_2: 28.969569306624564; aux_mae_loss_4: 4.661039302223607; cnt_loss: 35.72601797706202; 2025-05-16 01:01:16,636 - INFO - Evaluation: Curr mae: 118.6035; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 169.1099; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.3634; Best nae: 0.1797; 0.1820; 0.1904; 0.1941; 0.1968; 2025-05-16 01:01:16,636 - INFO - Epoch: 0394 / 1300 lr: 9.345e-05 2025-05-16 01:01:26,720 - INFO - Training: cls_zice: 107.5140269931994; reg_zipnll: 271.8760024622867; aux_mae_loss_1: 206.7809251484118; aux_mae_loss_2: 28.447962359378213; aux_mae_loss_4: 4.636254398446334; cnt_loss: 37.08501999001754; 2025-05-16 01:01:26,722 - INFO - Evaluation: Curr mae: 90.3998; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 149.2795; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2930; Best nae: 0.1797; 0.1820; 0.1904; 0.1941; 0.1968; 2025-05-16 01:01:26,722 - INFO - Epoch: 0395 / 1300 lr: 9.321e-05 2025-05-16 01:01:36,786 - INFO - Training: cls_zice: 119.65360249971089; reg_zipnll: 272.55636436060854; aux_mae_loss_1: 223.22244423314146; aux_mae_loss_2: 31.059454817520944; aux_mae_loss_4: 5.1954660792099805; cnt_loss: 44.91125877279984; 2025-05-16 01:01:36,787 - INFO - Evaluation: Curr mae: 92.2149; Best mae: 75.1772; 77.8590; 79.3650; 79.8523; 80.0645; Curr rmse: 144.7626; Best rmse: 117.1160; 117.7752; 118.4864; 119.7541; 119.7837; Curr nae: 0.2822; Best nae: 0.1797; 0.1820; 0.1904; 0.1941; 0.1968; 2025-05-16 01:01:36,787 - INFO - Epoch: 0396 / 1300 lr: 9.296e-05 2025-05-16 01:01:46,893 - INFO - Training: cls_zice: 121.82603685479415; reg_zipnll: 274.8030148556358; aux_mae_loss_1: 221.0579918309262; aux_mae_loss_2: 30.53082947981985; aux_mae_loss_4: 5.031252277524848; cnt_loss: 40.293724737669294; 2025-05-16 01:01:47,017 - INFO - Evaluation: Curr mae: 74.9237; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 115.3175; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2027; Best nae: 0.1797; 0.1820; 0.1904; 0.1941; 0.1968; 2025-05-16 01:01:47,017 - INFO - Epoch: 0397 / 1300 lr: 9.271e-05 2025-05-16 01:01:57,215 - INFO - Training: cls_zice: 116.14146915235017; reg_zipnll: 278.52940338536314; aux_mae_loss_1: 212.93720566598992; aux_mae_loss_2: 29.425648940236943; aux_mae_loss_4: 4.841083225451018; cnt_loss: 39.66464050192582; 2025-05-16 01:01:57,216 - INFO - Evaluation: Curr mae: 86.0171; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 133.7459; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2527; Best nae: 0.1797; 0.1820; 0.1904; 0.1941; 0.1968; 2025-05-16 01:01:57,216 - INFO - Epoch: 0398 / 1300 lr: 9.245e-05 2025-05-16 01:02:10,968 - INFO - Training: cls_zice: 119.51595687866211; reg_zipnll: 262.5528796346564; aux_mae_loss_1: 217.07467450593649; aux_mae_loss_2: 30.351268241280003; aux_mae_loss_4: 5.031255521272358; cnt_loss: 42.39827447188528; 2025-05-16 01:02:10,970 - INFO - Evaluation: Curr mae: 97.9590; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 144.9710; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2810; Best nae: 0.1797; 0.1820; 0.1904; 0.1941; 0.1968; 2025-05-16 01:02:10,970 - INFO - Epoch: 0399 / 1300 lr: 9.219e-05 2025-05-16 01:02:21,134 - INFO - Training: cls_zice: 118.04168555611058; reg_zipnll: 287.8867123252467; aux_mae_loss_1: 216.71707434403268; aux_mae_loss_2: 29.486827448794717; aux_mae_loss_4: 4.7459305713051245; cnt_loss: 35.66120908134862; 2025-05-16 01:02:21,135 - INFO - Evaluation: Curr mae: 89.0112; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 137.1114; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2324; Best nae: 0.1797; 0.1820; 0.1904; 0.1941; 0.1968; 2025-05-16 01:02:21,135 - INFO - Epoch: 0400 / 1300 lr: 9.193e-05 2025-05-16 01:02:31,385 - INFO - Training: cls_zice: 128.56673524254248; reg_zipnll: 281.5022906253212; aux_mae_loss_1: 218.28414796528062; aux_mae_loss_2: 30.6114660062288; aux_mae_loss_4: 5.111671504221465; cnt_loss: 44.26130784185309; 2025-05-16 01:02:31,447 - INFO - Evaluation: Curr mae: 84.2055; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 136.8332; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.1965; Best nae: 0.1797; 0.1820; 0.1904; 0.1941; 0.1965; 2025-05-16 01:02:31,617 - INFO - Epoch: 0401 / 1300 lr: 9.166e-05 2025-05-16 01:02:41,840 - INFO - Training: cls_zice: 124.27191317708869; reg_zipnll: 293.3707219174034; aux_mae_loss_1: 221.57379993639495; aux_mae_loss_2: 31.079081334565814; aux_mae_loss_4: 5.2949229667061255; cnt_loss: 49.91993771101299; 2025-05-16 01:02:41,841 - INFO - Evaluation: Curr mae: 89.2173; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 139.8073; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2033; Best nae: 0.1797; 0.1820; 0.1904; 0.1941; 0.1965; 2025-05-16 01:02:41,841 - INFO - Epoch: 0402 / 1300 lr: 9.139e-05 2025-05-16 01:02:51,981 - INFO - Training: cls_zice: 116.34071149324116; reg_zipnll: 289.26189924541274; aux_mae_loss_1: 212.82490619860198; aux_mae_loss_2: 29.464529689989593; aux_mae_loss_4: 4.754818797111511; cnt_loss: 36.53446072026303; 2025-05-16 01:02:51,982 - INFO - Evaluation: Curr mae: 93.1308; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 145.2621; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2248; Best nae: 0.1797; 0.1820; 0.1904; 0.1941; 0.1965; 2025-05-16 01:02:51,982 - INFO - Epoch: 0403 / 1300 lr: 9.111e-05 2025-05-16 01:03:02,203 - INFO - Training: cls_zice: 118.18957208332263; reg_zipnll: 277.9810305143657; aux_mae_loss_1: 215.26234958046362; aux_mae_loss_2: 29.91690224095395; aux_mae_loss_4: 4.9159140524111296; cnt_loss: 38.587960042451556; 2025-05-16 01:03:02,204 - INFO - Evaluation: Curr mae: 106.6128; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 164.4084; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.3001; Best nae: 0.1797; 0.1820; 0.1904; 0.1941; 0.1965; 2025-05-16 01:03:02,204 - INFO - Epoch: 0404 / 1300 lr: 9.083e-05 2025-05-16 01:03:12,519 - INFO - Training: cls_zice: 118.29021614476254; reg_zipnll: 272.09027380692334; aux_mae_loss_1: 218.96281553569594; aux_mae_loss_2: 29.86776678185714; aux_mae_loss_4: 4.849515946287858; cnt_loss: 38.02059700614527; 2025-05-16 01:03:12,520 - INFO - Evaluation: Curr mae: 89.1770; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 137.6924; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2392; Best nae: 0.1797; 0.1820; 0.1904; 0.1941; 0.1965; 2025-05-16 01:03:12,520 - INFO - Epoch: 0405 / 1300 lr: 9.055e-05 2025-05-16 01:03:22,656 - INFO - Training: cls_zice: 119.32755751358836; reg_zipnll: 279.51535074334396; aux_mae_loss_1: 215.0695844951429; aux_mae_loss_2: 29.44649254648309; aux_mae_loss_4: 4.7319219928038745; cnt_loss: 37.63716436687269; 2025-05-16 01:03:22,657 - INFO - Evaluation: Curr mae: 96.5719; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 147.2722; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2708; Best nae: 0.1797; 0.1820; 0.1904; 0.1941; 0.1965; 2025-05-16 01:03:22,657 - INFO - Epoch: 0406 / 1300 lr: 9.026e-05 2025-05-16 01:03:32,868 - INFO - Training: cls_zice: 108.64377980483205; reg_zipnll: 291.6343058535927; aux_mae_loss_1: 213.1733169555664; aux_mae_loss_2: 28.692159803290117; aux_mae_loss_4: 4.501753342779059; cnt_loss: 35.05696329317595; 2025-05-16 01:03:32,869 - INFO - Evaluation: Curr mae: 93.1885; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 148.6800; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.3001; Best nae: 0.1797; 0.1820; 0.1904; 0.1941; 0.1965; 2025-05-16 01:03:32,869 - INFO - Epoch: 0407 / 1300 lr: 8.997e-05 2025-05-16 01:03:43,087 - INFO - Training: cls_zice: 119.6924174459357; reg_zipnll: 289.0270142806204; aux_mae_loss_1: 215.16856183503805; aux_mae_loss_2: 30.07768410130551; aux_mae_loss_4: 5.019655579014828; cnt_loss: 44.54373133809943; 2025-05-16 01:03:43,089 - INFO - Evaluation: Curr mae: 89.7820; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 140.1624; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2003; Best nae: 0.1797; 0.1820; 0.1904; 0.1941; 0.1965; 2025-05-16 01:03:43,089 - INFO - Epoch: 0408 / 1300 lr: 8.967e-05 2025-05-16 01:03:53,220 - INFO - Training: cls_zice: 113.43897744228966; reg_zipnll: 276.0048376384534; aux_mae_loss_1: 213.26244996723375; aux_mae_loss_2: 28.775161341616982; aux_mae_loss_4: 4.550832158640811; cnt_loss: 30.700120700033086; 2025-05-16 01:03:53,221 - INFO - Evaluation: Curr mae: 101.1150; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 150.7907; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2565; Best nae: 0.1797; 0.1820; 0.1904; 0.1941; 0.1965; 2025-05-16 01:03:53,221 - INFO - Epoch: 0409 / 1300 lr: 8.937e-05 2025-05-16 01:04:05,664 - INFO - Training: cls_zice: 122.84439769544099; reg_zipnll: 272.9689625187924; aux_mae_loss_1: 213.93020288567794; aux_mae_loss_2: 29.05533534602115; aux_mae_loss_4: 4.4987466460780094; cnt_loss: 30.75253348601492; 2025-05-16 01:04:05,702 - INFO - Evaluation: Curr mae: 93.8579; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 135.5475; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2604; Best nae: 0.1797; 0.1820; 0.1904; 0.1941; 0.1965; 2025-05-16 01:04:05,702 - INFO - Epoch: 0410 / 1300 lr: 8.907e-05 2025-05-16 01:04:19,276 - INFO - Training: cls_zice: 113.42678386286686; reg_zipnll: 274.5625676606831; aux_mae_loss_1: 214.31124476382607; aux_mae_loss_2: 29.10718862633956; aux_mae_loss_4: 4.646044806430214; cnt_loss: 34.00633909827784; 2025-05-16 01:04:19,277 - INFO - Evaluation: Curr mae: 100.0740; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 152.5237; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2634; Best nae: 0.1797; 0.1820; 0.1904; 0.1941; 0.1965; 2025-05-16 01:04:19,277 - INFO - Epoch: 0411 / 1300 lr: 8.876e-05 2025-05-16 01:04:29,459 - INFO - Training: cls_zice: 121.4774197026303; reg_zipnll: 273.1920567562706; aux_mae_loss_1: 212.07538725200453; aux_mae_loss_2: 29.035516086377594; aux_mae_loss_4: 4.6691366245872095; cnt_loss: 35.32779618313438; 2025-05-16 01:04:29,460 - INFO - Evaluation: Curr mae: 90.6081; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 141.1867; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2460; Best nae: 0.1797; 0.1820; 0.1904; 0.1941; 0.1965; 2025-05-16 01:04:29,460 - INFO - Epoch: 0412 / 1300 lr: 8.845e-05 2025-05-16 01:04:39,551 - INFO - Training: cls_zice: 120.79236763402035; reg_zipnll: 266.1181405719958; aux_mae_loss_1: 216.69227600097656; aux_mae_loss_2: 29.744469993992855; aux_mae_loss_4: 4.813329345301578; cnt_loss: 38.428989586077236; 2025-05-16 01:04:39,552 - INFO - Evaluation: Curr mae: 86.1272; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 135.5503; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2158; Best nae: 0.1797; 0.1820; 0.1904; 0.1941; 0.1965; 2025-05-16 01:04:39,552 - INFO - Epoch: 0413 / 1300 lr: 8.814e-05 2025-05-16 01:04:53,452 - INFO - Training: cls_zice: 110.36374885157535; reg_zipnll: 282.11281143991573; aux_mae_loss_1: 211.29575829756888; aux_mae_loss_2: 29.11325424595883; aux_mae_loss_4: 4.757828530512358; cnt_loss: 42.46649262779638; 2025-05-16 01:04:53,453 - INFO - Evaluation: Curr mae: 98.7770; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 145.7138; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2817; Best nae: 0.1797; 0.1820; 0.1904; 0.1941; 0.1965; 2025-05-16 01:04:53,453 - INFO - Epoch: 0414 / 1300 lr: 8.782e-05 2025-05-16 01:05:08,567 - INFO - Training: cls_zice: 121.65358894749691; reg_zipnll: 279.50241731342516; aux_mae_loss_1: 216.33300018310547; aux_mae_loss_2: 29.68014400883725; aux_mae_loss_4: 4.784637049624794; cnt_loss: 37.36011620571739; 2025-05-16 01:05:08,568 - INFO - Evaluation: Curr mae: 90.9807; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 149.6685; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2192; Best nae: 0.1797; 0.1820; 0.1904; 0.1941; 0.1965; 2025-05-16 01:05:08,568 - INFO - Epoch: 0415 / 1300 lr: 8.750e-05 2025-05-16 01:05:19,430 - INFO - Training: cls_zice: 122.77384818227668; reg_zipnll: 271.42712020874023; aux_mae_loss_1: 216.5054971795333; aux_mae_loss_2: 30.9419944160863; aux_mae_loss_4: 5.375317968820271; cnt_loss: 53.848725620069004; 2025-05-16 01:05:19,437 - INFO - Evaluation: Curr mae: 94.9033; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 145.3386; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2267; Best nae: 0.1797; 0.1820; 0.1904; 0.1941; 0.1965; 2025-05-16 01:05:19,437 - INFO - Epoch: 0416 / 1300 lr: 8.718e-05 2025-05-16 01:05:29,504 - INFO - Training: cls_zice: 122.73854978461014; reg_zipnll: 285.89174491480776; aux_mae_loss_1: 216.33510710063734; aux_mae_loss_2: 30.03821829745644; aux_mae_loss_4: 4.9105073715511125; cnt_loss: 41.67496247040598; 2025-05-16 01:05:29,505 - INFO - Evaluation: Curr mae: 87.6837; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 139.4731; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2338; Best nae: 0.1797; 0.1820; 0.1904; 0.1941; 0.1965; 2025-05-16 01:05:29,505 - INFO - Epoch: 0417 / 1300 lr: 8.685e-05 2025-05-16 01:05:39,756 - INFO - Training: cls_zice: 117.70445050691303; reg_zipnll: 289.85383766575865; aux_mae_loss_1: 213.38822615774055; aux_mae_loss_2: 28.86481661545603; aux_mae_loss_4: 4.576945656224301; cnt_loss: 35.3410691713032; 2025-05-16 01:05:39,758 - INFO - Evaluation: Curr mae: 101.9810; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 146.0469; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2924; Best nae: 0.1797; 0.1820; 0.1904; 0.1941; 0.1965; 2025-05-16 01:05:39,758 - INFO - Epoch: 0418 / 1300 lr: 8.652e-05 2025-05-16 01:05:51,388 - INFO - Training: cls_zice: 111.74007114611175; reg_zipnll: 278.9646793164705; aux_mae_loss_1: 207.27092501991675; aux_mae_loss_2: 28.432083581623278; aux_mae_loss_4: 4.62469838794909; cnt_loss: 35.6173411670484; 2025-05-16 01:05:51,453 - INFO - Evaluation: Curr mae: 85.7839; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 136.3142; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.1832; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:05:51,453 - INFO - Epoch: 0419 / 1300 lr: 8.618e-05 2025-05-16 01:06:03,460 - INFO - Training: cls_zice: 115.23541842008892; reg_zipnll: 288.21513487163344; aux_mae_loss_1: 209.66413738853052; aux_mae_loss_2: 28.915270002264727; aux_mae_loss_4: 4.668744589153089; cnt_loss: 38.19392026098151; 2025-05-16 01:06:03,461 - INFO - Evaluation: Curr mae: 84.4434; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 133.1222; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2271; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:06:03,461 - INFO - Epoch: 0420 / 1300 lr: 8.584e-05 2025-05-16 01:06:13,613 - INFO - Training: cls_zice: 114.8446576469823; reg_zipnll: 271.7155022872122; aux_mae_loss_1: 205.97166001169305; aux_mae_loss_2: 27.911464741355495; aux_mae_loss_4: 4.3564066886901855; cnt_loss: 31.091187928852282; 2025-05-16 01:06:13,614 - INFO - Evaluation: Curr mae: 91.4909; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 146.6970; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2245; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:06:13,614 - INFO - Epoch: 0421 / 1300 lr: 8.550e-05 2025-05-16 01:06:23,731 - INFO - Training: cls_zice: 112.13704937382748; reg_zipnll: 266.94486537732575; aux_mae_loss_1: 212.58905531230727; aux_mae_loss_2: 29.258048684973467; aux_mae_loss_4: 4.699377417564392; cnt_loss: 35.714937586533395; 2025-05-16 01:06:23,732 - INFO - Evaluation: Curr mae: 109.8990; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 160.3252; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2825; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:06:23,732 - INFO - Epoch: 0422 / 1300 lr: 8.516e-05 2025-05-16 01:06:37,851 - INFO - Training: cls_zice: 107.2662898113853; reg_zipnll: 277.53194487722294; aux_mae_loss_1: 206.07222306100945; aux_mae_loss_2: 28.40349995462518; aux_mae_loss_4: 4.585088836519342; cnt_loss: 36.11911587966116; 2025-05-16 01:06:37,853 - INFO - Evaluation: Curr mae: 97.7270; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 157.7456; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2562; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:06:37,853 - INFO - Epoch: 0423 / 1300 lr: 8.481e-05 2025-05-16 01:06:48,067 - INFO - Training: cls_zice: 124.28330341138337; reg_zipnll: 276.6977916516756; aux_mae_loss_1: 215.2972042686061; aux_mae_loss_2: 29.219563684965436; aux_mae_loss_4: 4.639376169756839; cnt_loss: 35.881172832689785; 2025-05-16 01:06:48,068 - INFO - Evaluation: Curr mae: 96.1021; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 156.1121; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2671; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:06:48,069 - INFO - Epoch: 0424 / 1300 lr: 8.446e-05 2025-05-16 01:06:58,341 - INFO - Training: cls_zice: 121.46083520588122; reg_zipnll: 281.2513032210501; aux_mae_loss_1: 215.3792624222605; aux_mae_loss_2: 29.786547058507015; aux_mae_loss_4: 4.788785432514391; cnt_loss: 38.02839758521632; 2025-05-16 01:06:58,343 - INFO - Evaluation: Curr mae: 89.8419; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 136.3665; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2398; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:06:58,343 - INFO - Epoch: 0425 / 1300 lr: 8.410e-05 2025-05-16 01:07:10,756 - INFO - Training: cls_zice: 115.33440820794357; reg_zipnll: 281.3958979154888; aux_mae_loss_1: 209.97271969443872; aux_mae_loss_2: 29.55502103504382; aux_mae_loss_4: 4.909662416106777; cnt_loss: 41.7139633580258; 2025-05-16 01:07:10,757 - INFO - Evaluation: Curr mae: 86.7242; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 139.9570; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2289; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:07:10,757 - INFO - Epoch: 0426 / 1300 lr: 8.374e-05 2025-05-16 01:07:21,112 - INFO - Training: cls_zice: 113.86314402128521; reg_zipnll: 261.8158862465306; aux_mae_loss_1: 208.76644696687399; aux_mae_loss_2: 28.3838764993768; aux_mae_loss_4: 4.506449272758083; cnt_loss: 33.945807908710684; 2025-05-16 01:07:21,114 - INFO - Evaluation: Curr mae: 94.1289; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 134.1892; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2639; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:07:21,114 - INFO - Epoch: 0427 / 1300 lr: 8.338e-05 2025-05-16 01:07:31,351 - INFO - Training: cls_zice: 121.86328536585758; reg_zipnll: 270.2996866326583; aux_mae_loss_1: 215.4390230680767; aux_mae_loss_2: 29.30856539073743; aux_mae_loss_4: 4.757514734017222; cnt_loss: 39.02310070238615; 2025-05-16 01:07:31,352 - INFO - Evaluation: Curr mae: 84.2631; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 137.0569; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2140; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:07:31,353 - INFO - Epoch: 0428 / 1300 lr: 8.302e-05 2025-05-16 01:07:43,008 - INFO - Training: cls_zice: 127.00141495152523; reg_zipnll: 275.6305268940173; aux_mae_loss_1: 219.09878058182565; aux_mae_loss_2: 30.306580593711452; aux_mae_loss_4: 4.986522624367161; cnt_loss: 44.39758943256579; 2025-05-16 01:07:43,009 - INFO - Evaluation: Curr mae: 95.0906; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 143.5355; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2767; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:07:43,010 - INFO - Epoch: 0429 / 1300 lr: 8.265e-05 2025-05-16 01:07:56,816 - INFO - Training: cls_zice: 122.70655832792583; reg_zipnll: 267.07533585397823; aux_mae_loss_1: 215.4258629648309; aux_mae_loss_2: 29.893526478817588; aux_mae_loss_4: 4.89942090762289; cnt_loss: 40.93696591728612; 2025-05-16 01:07:56,817 - INFO - Evaluation: Curr mae: 132.5287; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 191.3962; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.3890; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:07:56,818 - INFO - Epoch: 0430 / 1300 lr: 8.228e-05 2025-05-16 01:08:06,946 - INFO - Training: cls_zice: 117.8474554764597; reg_zipnll: 264.9696153339587; aux_mae_loss_1: 210.10941134001078; aux_mae_loss_2: 28.608012600948935; aux_mae_loss_4: 4.484227676140635; cnt_loss: 32.21498898455971; 2025-05-16 01:08:06,947 - INFO - Evaluation: Curr mae: 85.7395; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 137.5672; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2224; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:08:06,947 - INFO - Epoch: 0431 / 1300 lr: 8.190e-05 2025-05-16 01:08:17,214 - INFO - Training: cls_zice: 131.77736031381707; reg_zipnll: 269.677961048327; aux_mae_loss_1: 216.52068449321547; aux_mae_loss_2: 29.741951842057077; aux_mae_loss_4: 4.750798978303608; cnt_loss: 36.71908396168759; 2025-05-16 01:08:17,216 - INFO - Evaluation: Curr mae: 87.6633; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 136.5908; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2259; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:08:17,216 - INFO - Epoch: 0432 / 1300 lr: 8.153e-05 2025-05-16 01:08:29,063 - INFO - Training: cls_zice: 123.71933876840691; reg_zipnll: 285.75565709565814; aux_mae_loss_1: 217.8258116872687; aux_mae_loss_2: 29.991100461859453; aux_mae_loss_4: 4.838229480542634; cnt_loss: 39.11150776712518; 2025-05-16 01:08:29,064 - INFO - Evaluation: Curr mae: 94.5498; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 149.8131; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2517; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:08:29,064 - INFO - Epoch: 0433 / 1300 lr: 8.115e-05 2025-05-16 01:08:39,134 - INFO - Training: cls_zice: 117.6482912364759; reg_zipnll: 266.37055527536495; aux_mae_loss_1: 212.43810412758276; aux_mae_loss_2: 29.331056845815556; aux_mae_loss_4: 4.696820397126047; cnt_loss: 35.690941057707136; 2025-05-16 01:08:39,135 - INFO - Evaluation: Curr mae: 101.5514; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 145.6341; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2930; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:08:39,135 - INFO - Epoch: 0434 / 1300 lr: 8.076e-05 2025-05-16 01:08:49,178 - INFO - Training: cls_zice: 118.83380387958728; reg_zipnll: 278.7674251355623; aux_mae_loss_1: 213.35886182283102; aux_mae_loss_2: 29.442406503777754; aux_mae_loss_4: 4.7028438668502; cnt_loss: 38.807894581242614; 2025-05-16 01:08:49,179 - INFO - Evaluation: Curr mae: 94.3149; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 145.1039; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2739; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:08:49,179 - INFO - Epoch: 0435 / 1300 lr: 8.038e-05 2025-05-16 01:08:59,390 - INFO - Training: cls_zice: 110.64057480661492; reg_zipnll: 284.03065490722656; aux_mae_loss_1: 205.40860949064555; aux_mae_loss_2: 28.02798998983283; aux_mae_loss_4: 4.510098777319255; cnt_loss: 35.44349810951635; 2025-05-16 01:08:59,391 - INFO - Evaluation: Curr mae: 85.7367; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 139.0081; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2193; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:08:59,391 - INFO - Epoch: 0436 / 1300 lr: 7.999e-05 2025-05-16 01:09:09,586 - INFO - Training: cls_zice: 113.17058954740826; reg_zipnll: 281.00266085172956; aux_mae_loss_1: 209.35229010331003; aux_mae_loss_2: 27.761736317684775; aux_mae_loss_4: 4.327069822110627; cnt_loss: 29.393537345685456; 2025-05-16 01:09:09,587 - INFO - Evaluation: Curr mae: 88.8818; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 134.4267; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2613; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:09:09,587 - INFO - Epoch: 0437 / 1300 lr: 7.960e-05 2025-05-16 01:09:19,730 - INFO - Training: cls_zice: 116.69447723187898; reg_zipnll: 273.2909648292943; aux_mae_loss_1: 208.61041219610917; aux_mae_loss_2: 28.293776813306305; aux_mae_loss_4: 4.554837898204201; cnt_loss: 34.88775792874788; 2025-05-16 01:09:19,731 - INFO - Evaluation: Curr mae: 93.0125; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 141.8946; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2324; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:09:19,732 - INFO - Epoch: 0438 / 1300 lr: 7.920e-05 2025-05-16 01:09:29,814 - INFO - Training: cls_zice: 111.82978268673546; reg_zipnll: 268.6961999190481; aux_mae_loss_1: 205.43616646214537; aux_mae_loss_2: 28.10699206904361; aux_mae_loss_4: 4.492021792813351; cnt_loss: 33.99218426252666; 2025-05-16 01:09:29,815 - INFO - Evaluation: Curr mae: 82.9816; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 131.8311; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2076; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:09:29,816 - INFO - Epoch: 0439 / 1300 lr: 7.880e-05 2025-05-16 01:09:40,055 - INFO - Training: cls_zice: 116.19929931038304; reg_zipnll: 277.8274356440494; aux_mae_loss_1: 210.36038408781351; aux_mae_loss_2: 28.644089096470882; aux_mae_loss_4: 4.4982401697259204; cnt_loss: 33.56095281400179; 2025-05-16 01:09:40,056 - INFO - Evaluation: Curr mae: 91.0332; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 134.6473; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2526; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:09:40,056 - INFO - Epoch: 0440 / 1300 lr: 7.840e-05 2025-05-16 01:09:50,171 - INFO - Training: cls_zice: 116.46178536666066; reg_zipnll: 287.4571956835295; aux_mae_loss_1: 212.36405703895971; aux_mae_loss_2: 29.06549062226948; aux_mae_loss_4: 4.63641891981426; cnt_loss: 35.934905428635446; 2025-05-16 01:09:50,172 - INFO - Evaluation: Curr mae: 98.9587; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 155.4561; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2913; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:09:50,172 - INFO - Epoch: 0441 / 1300 lr: 7.800e-05 2025-05-16 01:10:00,388 - INFO - Training: cls_zice: 115.02445783113178; reg_zipnll: 284.4152791876542; aux_mae_loss_1: 207.273387708162; aux_mae_loss_2: 27.983933649565046; aux_mae_loss_4: 4.358347277892263; cnt_loss: 29.097558573672647; 2025-05-16 01:10:00,389 - INFO - Evaluation: Curr mae: 84.7344; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 130.0613; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2503; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:10:00,390 - INFO - Epoch: 0442 / 1300 lr: 7.760e-05 2025-05-16 01:10:10,410 - INFO - Training: cls_zice: 115.1512592215287; reg_zipnll: 268.0145345989026; aux_mae_loss_1: 206.434924075478; aux_mae_loss_2: 28.00951345343339; aux_mae_loss_4: 4.470082847695601; cnt_loss: 32.08906366950587; 2025-05-16 01:10:10,411 - INFO - Evaluation: Curr mae: 91.4949; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 145.2705; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2396; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:10:10,411 - INFO - Epoch: 0443 / 1300 lr: 7.719e-05 2025-05-16 01:10:20,718 - INFO - Training: cls_zice: 120.1982798827322; reg_zipnll: 282.6253072839034; aux_mae_loss_1: 208.4017773678428; aux_mae_loss_2: 27.977788473430433; aux_mae_loss_4: 4.333017744516072; cnt_loss: 29.294301484760485; 2025-05-16 01:10:20,719 - INFO - Evaluation: Curr mae: 110.6914; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 164.9667; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.3346; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:10:20,719 - INFO - Epoch: 0444 / 1300 lr: 7.678e-05 2025-05-16 01:10:30,961 - INFO - Training: cls_zice: 120.71483461480392; reg_zipnll: 282.6495224802118; aux_mae_loss_1: 212.84228094000565; aux_mae_loss_2: 28.952451605545846; aux_mae_loss_4: 4.540112840501886; cnt_loss: 33.136543675472865; 2025-05-16 01:10:30,962 - INFO - Evaluation: Curr mae: 94.6039; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 148.7514; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2798; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:10:30,962 - INFO - Epoch: 0445 / 1300 lr: 7.636e-05 2025-05-16 01:10:41,145 - INFO - Training: cls_zice: 116.9764794801411; reg_zipnll: 278.7419439616956; aux_mae_loss_1: 208.21208612542404; aux_mae_loss_2: 28.206462609140498; aux_mae_loss_4: 4.394947760983517; cnt_loss: 33.88725970920763; 2025-05-16 01:10:41,146 - INFO - Evaluation: Curr mae: 85.1243; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 135.0016; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2527; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:10:41,146 - INFO - Epoch: 0446 / 1300 lr: 7.595e-05 2025-05-16 01:10:51,260 - INFO - Training: cls_zice: 122.65861902738872; reg_zipnll: 274.8717153448808; aux_mae_loss_1: 211.49214011744448; aux_mae_loss_2: 29.258868066888105; aux_mae_loss_4: 4.69275877350255; cnt_loss: 32.33408484960857; 2025-05-16 01:10:51,261 - INFO - Evaluation: Curr mae: 92.1993; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 146.4109; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2334; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:10:51,261 - INFO - Epoch: 0447 / 1300 lr: 7.553e-05 2025-05-16 01:11:01,315 - INFO - Training: cls_zice: 112.27903817829333; reg_zipnll: 283.42365606207596; aux_mae_loss_1: 205.12021114951685; aux_mae_loss_2: 27.817594126651162; aux_mae_loss_4: 4.268140121510155; cnt_loss: 28.94794642297845; 2025-05-16 01:11:01,316 - INFO - Evaluation: Curr mae: 83.8807; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 137.7340; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2549; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:11:01,316 - INFO - Epoch: 0448 / 1300 lr: 7.511e-05 2025-05-16 01:11:11,445 - INFO - Training: cls_zice: 116.95615078273572; reg_zipnll: 257.62141237760846; aux_mae_loss_1: 205.74836048326995; aux_mae_loss_2: 28.354014597441022; aux_mae_loss_4: 4.470991366787961; cnt_loss: 33.800334754743076; 2025-05-16 01:11:11,446 - INFO - Evaluation: Curr mae: 99.5805; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 141.7895; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2711; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:11:11,446 - INFO - Epoch: 0449 / 1300 lr: 7.469e-05 2025-05-16 01:11:22,684 - INFO - Training: cls_zice: 115.69353495146099; reg_zipnll: 268.9802436828613; aux_mae_loss_1: 209.38160745721115; aux_mae_loss_2: 28.326868960731908; aux_mae_loss_4: 4.45006611472682; cnt_loss: 30.05922942412527; 2025-05-16 01:11:22,685 - INFO - Evaluation: Curr mae: 94.2889; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 147.0054; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2504; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:11:22,685 - INFO - Epoch: 0450 / 1300 lr: 7.426e-05 2025-05-16 01:11:32,839 - INFO - Training: cls_zice: 118.37426727696469; reg_zipnll: 276.23874343068974; aux_mae_loss_1: 210.9189228258635; aux_mae_loss_2: 29.172358864232113; aux_mae_loss_4: 4.691203500095167; cnt_loss: 36.10360534567582; 2025-05-16 01:11:32,840 - INFO - Evaluation: Curr mae: 96.5524; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 141.9350; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.3001; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:11:33,009 - INFO - Epoch: 0451 / 1300 lr: 7.383e-05 2025-05-16 01:11:43,352 - INFO - Training: cls_zice: 113.22270762292962; reg_zipnll: 260.74078328985917; aux_mae_loss_1: 204.8137745104338; aux_mae_loss_2: 28.796258073104056; aux_mae_loss_4: 4.651049024180362; cnt_loss: 38.22750365106683; 2025-05-16 01:11:43,353 - INFO - Evaluation: Curr mae: 90.6041; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 136.6488; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2765; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:11:43,353 - INFO - Epoch: 0452 / 1300 lr: 7.340e-05 2025-05-16 01:11:53,629 - INFO - Training: cls_zice: 116.12058107476486; reg_zipnll: 275.2215905440481; aux_mae_loss_1: 205.49284382870323; aux_mae_loss_2: 27.652020404213353; aux_mae_loss_4: 4.302353018208554; cnt_loss: 31.193766970383493; 2025-05-16 01:11:53,630 - INFO - Evaluation: Curr mae: 116.2449; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 160.1671; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.3299; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:11:53,630 - INFO - Epoch: 0453 / 1300 lr: 7.297e-05 2025-05-16 01:12:03,830 - INFO - Training: cls_zice: 112.88051946539628; reg_zipnll: 278.0568084716797; aux_mae_loss_1: 202.23947143554688; aux_mae_loss_2: 26.79931234058581; aux_mae_loss_4: 4.10041091944042; cnt_loss: 26.06701208415784; 2025-05-16 01:12:03,831 - INFO - Evaluation: Curr mae: 90.1429; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 139.3264; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2343; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:12:03,832 - INFO - Epoch: 0454 / 1300 lr: 7.254e-05 2025-05-16 01:12:14,212 - INFO - Training: cls_zice: 119.1189731798674; reg_zipnll: 277.87534553126284; aux_mae_loss_1: 204.92056876734682; aux_mae_loss_2: 28.017613210176165; aux_mae_loss_4: 4.41738119878267; cnt_loss: 32.25614793677079; 2025-05-16 01:12:14,213 - INFO - Evaluation: Curr mae: 81.8730; Best mae: 74.9237; 75.1772; 77.8590; 79.3650; 79.8523; Curr rmse: 141.4969; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2061; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:12:14,213 - INFO - Epoch: 0455 / 1300 lr: 7.210e-05 2025-05-16 01:12:24,421 - INFO - Training: cls_zice: 110.87221868414628; reg_zipnll: 269.33581763819643; aux_mae_loss_1: 203.96773930599815; aux_mae_loss_2: 28.239178155597887; aux_mae_loss_4: 4.52492712673388; cnt_loss: 32.933944978212054; 2025-05-16 01:12:24,486 - INFO - Evaluation: Curr mae: 78.8698; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 127.8113; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.1947; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:12:24,486 - INFO - Epoch: 0456 / 1300 lr: 7.166e-05 2025-05-16 01:12:34,799 - INFO - Training: cls_zice: 124.90752702010305; reg_zipnll: 255.46152104829488; aux_mae_loss_1: 215.0780836406507; aux_mae_loss_2: 29.734617885790374; aux_mae_loss_4: 4.829506710955971; cnt_loss: 41.02752733230591; 2025-05-16 01:12:34,800 - INFO - Evaluation: Curr mae: 92.3841; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 152.6524; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2556; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:12:34,800 - INFO - Epoch: 0457 / 1300 lr: 7.122e-05 2025-05-16 01:12:44,936 - INFO - Training: cls_zice: 118.2907082407098; reg_zipnll: 268.6147519161827; aux_mae_loss_1: 212.7817894785028; aux_mae_loss_2: 29.265446863676374; aux_mae_loss_4: 4.674692680961208; cnt_loss: 36.27253065611187; 2025-05-16 01:12:44,937 - INFO - Evaluation: Curr mae: 101.8588; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 156.0386; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.3098; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:12:44,937 - INFO - Epoch: 0458 / 1300 lr: 7.078e-05 2025-05-16 01:12:55,126 - INFO - Training: cls_zice: 117.38685169972871; reg_zipnll: 268.34936443128083; aux_mae_loss_1: 207.22332683362458; aux_mae_loss_2: 28.39495603661788; aux_mae_loss_4: 4.493677547103481; cnt_loss: 34.28512136559738; 2025-05-16 01:12:55,127 - INFO - Evaluation: Curr mae: 101.1056; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 143.8721; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2531; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:12:55,127 - INFO - Epoch: 0459 / 1300 lr: 7.034e-05 2025-05-16 01:13:05,246 - INFO - Training: cls_zice: 121.22018241882324; reg_zipnll: 273.9659337495503; aux_mae_loss_1: 211.04485843056128; aux_mae_loss_2: 28.51217350206877; aux_mae_loss_4: 4.493919140414188; cnt_loss: 33.47114748703806; 2025-05-16 01:13:05,247 - INFO - Evaluation: Curr mae: 95.8468; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 141.1156; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2537; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:13:05,248 - INFO - Epoch: 0460 / 1300 lr: 6.989e-05 2025-05-16 01:13:18,819 - INFO - Training: cls_zice: 120.12979236402009; reg_zipnll: 275.2316213908948; aux_mae_loss_1: 211.7930510671515; aux_mae_loss_2: 29.15029119190417; aux_mae_loss_4: 4.791865656250401; cnt_loss: 38.77198472775911; 2025-05-16 01:13:18,820 - INFO - Evaluation: Curr mae: 106.1095; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 159.4938; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2737; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:13:18,820 - INFO - Epoch: 0461 / 1300 lr: 6.944e-05 2025-05-16 01:13:28,899 - INFO - Training: cls_zice: 116.53128915084035; reg_zipnll: 271.1186184130217; aux_mae_loss_1: 202.2436937030993; aux_mae_loss_2: 27.433140152379085; aux_mae_loss_4: 4.216755321151332; cnt_loss: 29.41412182858116; 2025-05-16 01:13:28,900 - INFO - Evaluation: Curr mae: 96.8644; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 145.9824; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2768; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:13:28,900 - INFO - Epoch: 0462 / 1300 lr: 6.899e-05 2025-05-16 01:13:39,164 - INFO - Training: cls_zice: 119.27520420676784; reg_zipnll: 268.2703090466951; aux_mae_loss_1: 210.95316997327302; aux_mae_loss_2: 28.79966926574707; aux_mae_loss_4: 4.562232431612517; cnt_loss: 35.415818540673506; 2025-05-16 01:13:39,165 - INFO - Evaluation: Curr mae: 104.6078; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 157.3990; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.3039; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:13:39,166 - INFO - Epoch: 0463 / 1300 lr: 6.854e-05 2025-05-16 01:13:49,594 - INFO - Training: cls_zice: 118.75230362540798; reg_zipnll: 283.97872663799086; aux_mae_loss_1: 209.91523421438117; aux_mae_loss_2: 28.340651210985687; aux_mae_loss_4: 4.423085244078385; cnt_loss: 29.968636964496813; 2025-05-16 01:13:49,595 - INFO - Evaluation: Curr mae: 96.2810; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 148.5551; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2530; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:13:49,595 - INFO - Epoch: 0464 / 1300 lr: 6.809e-05 2025-05-16 01:13:59,774 - INFO - Training: cls_zice: 116.10548069602565; reg_zipnll: 263.5590906645122; aux_mae_loss_1: 202.04443078292044; aux_mae_loss_2: 27.614624475177965; aux_mae_loss_4: 4.332194121260392; cnt_loss: 29.043304443359375; 2025-05-16 01:13:59,775 - INFO - Evaluation: Curr mae: 85.0143; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 131.3056; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2207; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:13:59,775 - INFO - Epoch: 0465 / 1300 lr: 6.763e-05 2025-05-16 01:14:10,304 - INFO - Training: cls_zice: 124.24674295124255; reg_zipnll: 279.46240415071185; aux_mae_loss_1: 212.02620456093237; aux_mae_loss_2: 28.682147979736328; aux_mae_loss_4: 4.437351741288838; cnt_loss: 33.890159104999746; 2025-05-16 01:14:10,305 - INFO - Evaluation: Curr mae: 91.2365; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 139.5376; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2443; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:14:10,306 - INFO - Epoch: 0466 / 1300 lr: 6.718e-05 2025-05-16 01:14:20,375 - INFO - Training: cls_zice: 123.11680813839561; reg_zipnll: 266.88818780999435; aux_mae_loss_1: 212.0709642109118; aux_mae_loss_2: 28.811970610367624; aux_mae_loss_4: 4.573786164584913; cnt_loss: 31.413008338526677; 2025-05-16 01:14:20,376 - INFO - Evaluation: Curr mae: 94.4197; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 138.4992; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2609; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:14:20,377 - INFO - Epoch: 0467 / 1300 lr: 6.672e-05 2025-05-16 01:14:30,495 - INFO - Training: cls_zice: 118.11793016132556; reg_zipnll: 264.47288573415653; aux_mae_loss_1: 210.02615035207648; aux_mae_loss_2: 28.778012627049495; aux_mae_loss_4: 4.516894051903172; cnt_loss: 32.42573524776258; 2025-05-16 01:14:30,496 - INFO - Evaluation: Curr mae: 90.0876; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 136.5614; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2436; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:14:30,496 - INFO - Epoch: 0468 / 1300 lr: 6.626e-05 2025-05-16 01:14:40,645 - INFO - Training: cls_zice: 113.41608566986888; reg_zipnll: 268.6180614672209; aux_mae_loss_1: 208.95298566316305; aux_mae_loss_2: 29.022910168296413; aux_mae_loss_4: 4.820990355391252; cnt_loss: 42.54961909745869; 2025-05-16 01:14:40,646 - INFO - Evaluation: Curr mae: 83.5961; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 128.0128; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2188; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:14:40,646 - INFO - Epoch: 0469 / 1300 lr: 6.580e-05 2025-05-16 01:14:50,738 - INFO - Training: cls_zice: 116.31305443613152; reg_zipnll: 279.68112584164265; aux_mae_loss_1: 202.7261205974378; aux_mae_loss_2: 27.55931221811395; aux_mae_loss_4: 4.305545405337685; cnt_loss: 30.627054766604775; 2025-05-16 01:14:50,739 - INFO - Evaluation: Curr mae: 79.7415; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 133.8774; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2072; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:14:50,740 - INFO - Epoch: 0470 / 1300 lr: 6.533e-05 2025-05-16 01:15:00,829 - INFO - Training: cls_zice: 121.13867880168713; reg_zipnll: 264.37900221975224; aux_mae_loss_1: 208.2393240677683; aux_mae_loss_2: 28.634189354745967; aux_mae_loss_4: 4.587484372289557; cnt_loss: 36.62653217817608; 2025-05-16 01:15:00,830 - INFO - Evaluation: Curr mae: 87.4289; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 139.1122; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2719; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:15:00,830 - INFO - Epoch: 0471 / 1300 lr: 6.487e-05 2025-05-16 01:15:11,162 - INFO - Training: cls_zice: 100.57283075232255; reg_zipnll: 267.6010258323268; aux_mae_loss_1: 193.1610251978824; aux_mae_loss_2: 26.686998618276494; aux_mae_loss_4: 4.201208202462447; cnt_loss: 29.675485209414834; 2025-05-16 01:15:11,163 - INFO - Evaluation: Curr mae: 85.8467; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 136.7254; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2188; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:15:11,163 - INFO - Epoch: 0472 / 1300 lr: 6.440e-05 2025-05-16 01:15:21,260 - INFO - Training: cls_zice: 116.48942357615421; reg_zipnll: 253.76943146555047; aux_mae_loss_1: 202.28755268297698; aux_mae_loss_2: 27.566817333823757; aux_mae_loss_4: 4.348542263633327; cnt_loss: 29.950405271429766; 2025-05-16 01:15:21,261 - INFO - Evaluation: Curr mae: 85.0708; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 129.6450; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2027; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:15:21,261 - INFO - Epoch: 0473 / 1300 lr: 6.394e-05 2025-05-16 01:15:31,433 - INFO - Training: cls_zice: 110.06459497150622; reg_zipnll: 265.86810905054995; aux_mae_loss_1: 203.88975324128805; aux_mae_loss_2: 27.74397669340435; aux_mae_loss_4: 4.336715717064707; cnt_loss: 31.720622263456647; 2025-05-16 01:15:31,434 - INFO - Evaluation: Curr mae: 83.7149; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 129.7015; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2082; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:15:31,435 - INFO - Epoch: 0474 / 1300 lr: 6.347e-05 2025-05-16 01:15:41,580 - INFO - Training: cls_zice: 116.75322592885871; reg_zipnll: 280.0606006823088; aux_mae_loss_1: 205.03317260742188; aux_mae_loss_2: 27.89088003258956; aux_mae_loss_4: 4.33845171175505; cnt_loss: 30.843556880950928; 2025-05-16 01:15:41,581 - INFO - Evaluation: Curr mae: 86.3172; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 134.3134; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2476; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:15:41,581 - INFO - Epoch: 0475 / 1300 lr: 6.300e-05 2025-05-16 01:15:51,638 - INFO - Training: cls_zice: 116.14752608851383; reg_zipnll: 273.1661174171849; aux_mae_loss_1: 207.89966703716078; aux_mae_loss_2: 28.06093612470125; aux_mae_loss_4: 4.416337534000999; cnt_loss: 33.9558801651001; 2025-05-16 01:15:51,639 - INFO - Evaluation: Curr mae: 84.4440; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 132.4132; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2350; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:15:51,639 - INFO - Epoch: 0476 / 1300 lr: 6.253e-05 2025-05-16 01:16:01,807 - INFO - Training: cls_zice: 106.98739332901805; reg_zipnll: 262.0805868851511; aux_mae_loss_1: 201.8770751953125; aux_mae_loss_2: 27.467906700937373; aux_mae_loss_4: 4.2968384215706275; cnt_loss: 32.98512805135626; 2025-05-16 01:16:01,808 - INFO - Evaluation: Curr mae: 90.3243; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 135.3337; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2504; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:16:01,808 - INFO - Epoch: 0477 / 1300 lr: 6.206e-05 2025-05-16 01:16:12,002 - INFO - Training: cls_zice: 119.17094702469676; reg_zipnll: 264.4963409022281; aux_mae_loss_1: 207.76045789216695; aux_mae_loss_2: 28.14192229823062; aux_mae_loss_4: 4.363591181604486; cnt_loss: 31.25003275118376; 2025-05-16 01:16:12,003 - INFO - Evaluation: Curr mae: 83.7478; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 126.6847; Best rmse: 115.3175; 117.1160; 117.7752; 118.4864; 119.7541; Curr nae: 0.2165; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:16:12,003 - INFO - Epoch: 0478 / 1300 lr: 6.158e-05 2025-05-16 01:16:22,318 - INFO - Training: cls_zice: 122.01618465624358; reg_zipnll: 273.2287587617573; aux_mae_loss_1: 209.63165885523745; aux_mae_loss_2: 28.404943767346833; aux_mae_loss_4: 4.356494062825253; cnt_loss: 28.86770782972637; 2025-05-16 01:16:22,383 - INFO - Evaluation: Curr mae: 80.1744; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 117.6009; Best rmse: 115.3175; 117.1160; 117.6009; 117.7752; 118.4864; Curr nae: 0.2192; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:16:22,383 - INFO - Epoch: 0479 / 1300 lr: 6.111e-05 2025-05-16 01:16:32,649 - INFO - Training: cls_zice: 120.02074281792892; reg_zipnll: 264.8896514491031; aux_mae_loss_1: 208.3505196822317; aux_mae_loss_2: 28.21485464196456; aux_mae_loss_4: 4.394318950803656; cnt_loss: 30.914070380361455; 2025-05-16 01:16:32,650 - INFO - Evaluation: Curr mae: 82.8343; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 126.5983; Best rmse: 115.3175; 117.1160; 117.6009; 117.7752; 118.4864; Curr nae: 0.2271; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:16:32,650 - INFO - Epoch: 0480 / 1300 lr: 6.063e-05 2025-05-16 01:16:42,769 - INFO - Training: cls_zice: 117.6849795642652; reg_zipnll: 263.22926370721115; aux_mae_loss_1: 204.78563690185547; aux_mae_loss_2: 27.708510549444902; aux_mae_loss_4: 4.365576662515339; cnt_loss: 31.105245640403346; 2025-05-16 01:16:42,770 - INFO - Evaluation: Curr mae: 89.9820; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 140.7209; Best rmse: 115.3175; 117.1160; 117.6009; 117.7752; 118.4864; Curr nae: 0.2613; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:16:42,770 - INFO - Epoch: 0481 / 1300 lr: 6.016e-05 2025-05-16 01:16:52,889 - INFO - Training: cls_zice: 114.27700489445736; reg_zipnll: 272.7780442488821; aux_mae_loss_1: 203.74829462954872; aux_mae_loss_2: 27.277311726620322; aux_mae_loss_4: 4.155677048783553; cnt_loss: 26.55679376501786; 2025-05-16 01:16:52,890 - INFO - Evaluation: Curr mae: 94.2701; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 139.4434; Best rmse: 115.3175; 117.1160; 117.6009; 117.7752; 118.4864; Curr nae: 0.2542; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:16:52,890 - INFO - Epoch: 0482 / 1300 lr: 5.968e-05 2025-05-16 01:17:02,898 - INFO - Training: cls_zice: 119.90958063225997; reg_zipnll: 276.00614728425677; aux_mae_loss_1: 204.879935214394; aux_mae_loss_2: 28.004478253816302; aux_mae_loss_4: 4.3907664575074845; cnt_loss: 30.689458520788897; 2025-05-16 01:17:02,899 - INFO - Evaluation: Curr mae: 97.2063; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 141.8402; Best rmse: 115.3175; 117.1160; 117.6009; 117.7752; 118.4864; Curr nae: 0.2723; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:17:02,899 - INFO - Epoch: 0483 / 1300 lr: 5.920e-05 2025-05-16 01:17:13,221 - INFO - Training: cls_zice: 119.323999505294; reg_zipnll: 272.23346248425935; aux_mae_loss_1: 204.77634189003393; aux_mae_loss_2: 27.826136789823835; aux_mae_loss_4: 4.372413572512175; cnt_loss: 31.50892814837004; 2025-05-16 01:17:13,222 - INFO - Evaluation: Curr mae: 84.3522; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 124.3526; Best rmse: 115.3175; 117.1160; 117.6009; 117.7752; 118.4864; Curr nae: 0.2326; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:17:13,222 - INFO - Epoch: 0484 / 1300 lr: 5.872e-05 2025-05-16 01:17:23,518 - INFO - Training: cls_zice: 113.96472127814042; reg_zipnll: 260.0223756087454; aux_mae_loss_1: 201.83294316342003; aux_mae_loss_2: 27.349018649051065; aux_mae_loss_4: 4.225730350143031; cnt_loss: 30.31342431118614; 2025-05-16 01:17:23,525 - INFO - Evaluation: Curr mae: 89.5276; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 131.7912; Best rmse: 115.3175; 117.1160; 117.6009; 117.7752; 118.4864; Curr nae: 0.2352; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:17:23,525 - INFO - Epoch: 0485 / 1300 lr: 5.824e-05 2025-05-16 01:17:33,678 - INFO - Training: cls_zice: 113.92646578738564; reg_zipnll: 279.7297905369809; aux_mae_loss_1: 204.75097696404708; aux_mae_loss_2: 27.75789431521767; aux_mae_loss_4: 4.32248644452346; cnt_loss: 29.24244905772962; 2025-05-16 01:17:33,679 - INFO - Evaluation: Curr mae: 90.0849; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 137.0322; Best rmse: 115.3175; 117.1160; 117.6009; 117.7752; 118.4864; Curr nae: 0.2253; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:17:33,679 - INFO - Epoch: 0486 / 1300 lr: 5.776e-05 2025-05-16 01:17:43,873 - INFO - Training: cls_zice: 113.95085199255692; reg_zipnll: 258.1741186443128; aux_mae_loss_1: 203.9720543309262; aux_mae_loss_2: 27.47496233488384; aux_mae_loss_4: 4.198096614134939; cnt_loss: 27.908972790366725; 2025-05-16 01:17:43,874 - INFO - Evaluation: Curr mae: 97.0779; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 139.1474; Best rmse: 115.3175; 117.1160; 117.6009; 117.7752; 118.4864; Curr nae: 0.2873; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:17:43,874 - INFO - Epoch: 0487 / 1300 lr: 5.728e-05 2025-05-16 01:17:53,961 - INFO - Training: cls_zice: 117.5429324099892; reg_zipnll: 276.7044874492444; aux_mae_loss_1: 206.43551314504523; aux_mae_loss_2: 27.988815759357653; aux_mae_loss_4: 4.418800717905948; cnt_loss: 32.48300687890304; 2025-05-16 01:17:53,962 - INFO - Evaluation: Curr mae: 81.6193; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 126.6946; Best rmse: 115.3175; 117.1160; 117.6009; 117.7752; 118.4864; Curr nae: 0.2084; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:17:53,962 - INFO - Epoch: 0488 / 1300 lr: 5.680e-05 2025-05-16 01:18:04,103 - INFO - Training: cls_zice: 110.87912963566028; reg_zipnll: 255.93636221634713; aux_mae_loss_1: 200.89169331600792; aux_mae_loss_2: 27.11931840996993; aux_mae_loss_4: 4.163594459232531; cnt_loss: 28.673610875481053; 2025-05-16 01:18:04,104 - INFO - Evaluation: Curr mae: 98.8054; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 142.6530; Best rmse: 115.3175; 117.1160; 117.6009; 117.7752; 118.4864; Curr nae: 0.2705; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:18:04,104 - INFO - Epoch: 0489 / 1300 lr: 5.632e-05 2025-05-16 01:18:14,220 - INFO - Training: cls_zice: 110.78305520509419; reg_zipnll: 269.16571948402805; aux_mae_loss_1: 199.66581163908305; aux_mae_loss_2: 27.06572070874666; aux_mae_loss_4: 4.230462130747344; cnt_loss: 31.992400821886566; 2025-05-16 01:18:14,221 - INFO - Evaluation: Curr mae: 84.5055; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 128.5590; Best rmse: 115.3175; 117.1160; 117.6009; 117.7752; 118.4864; Curr nae: 0.2195; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:18:14,221 - INFO - Epoch: 0490 / 1300 lr: 5.584e-05 2025-05-16 01:18:24,503 - INFO - Training: cls_zice: 116.44925669619911; reg_zipnll: 280.4942147104364; aux_mae_loss_1: 206.02960265310188; aux_mae_loss_2: 27.56225741536994; aux_mae_loss_4: 4.233812827812998; cnt_loss: 30.83108713752345; 2025-05-16 01:18:24,504 - INFO - Evaluation: Curr mae: 82.3192; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 131.4589; Best rmse: 115.3175; 117.1160; 117.6009; 117.7752; 118.4864; Curr nae: 0.2115; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:18:24,504 - INFO - Epoch: 0491 / 1300 lr: 5.535e-05 2025-05-16 01:18:34,733 - INFO - Training: cls_zice: 118.83609064001786; reg_zipnll: 263.99751201428865; aux_mae_loss_1: 210.13996244731703; aux_mae_loss_2: 27.855106855693617; aux_mae_loss_4: 4.263950460835507; cnt_loss: 29.437656176717656; 2025-05-16 01:18:34,735 - INFO - Evaluation: Curr mae: 89.9666; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 133.9386; Best rmse: 115.3175; 117.1160; 117.6009; 117.7752; 118.4864; Curr nae: 0.2486; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:18:34,735 - INFO - Epoch: 0492 / 1300 lr: 5.487e-05 2025-05-16 01:18:44,903 - INFO - Training: cls_zice: 106.68343684547825; reg_zipnll: 276.6908221997713; aux_mae_loss_1: 195.42983667474044; aux_mae_loss_2: 26.068836463125127; aux_mae_loss_4: 3.9806899773447135; cnt_loss: 27.779199876283343; 2025-05-16 01:18:44,937 - INFO - Evaluation: Curr mae: 100.7573; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 140.6183; Best rmse: 115.3175; 117.1160; 117.6009; 117.7752; 118.4864; Curr nae: 0.2766; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:18:44,937 - INFO - Epoch: 0493 / 1300 lr: 5.438e-05 2025-05-16 01:18:56,287 - INFO - Training: cls_zice: 114.00910829242908; reg_zipnll: 266.3759990491365; aux_mae_loss_1: 202.25613363165604; aux_mae_loss_2: 27.09937948929636; aux_mae_loss_4: 4.118500835017154; cnt_loss: 26.002268414748343; 2025-05-16 01:18:56,288 - INFO - Evaluation: Curr mae: 81.7865; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 131.5264; Best rmse: 115.3175; 117.1160; 117.6009; 117.7752; 118.4864; Curr nae: 0.2003; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:18:56,288 - INFO - Epoch: 0494 / 1300 lr: 5.390e-05 2025-05-16 01:19:06,432 - INFO - Training: cls_zice: 119.32604925256027; reg_zipnll: 265.3681419774106; aux_mae_loss_1: 201.41289480108964; aux_mae_loss_2: 26.88698582900198; aux_mae_loss_4: 4.063287421276695; cnt_loss: 24.70550793095639; 2025-05-16 01:19:06,434 - INFO - Evaluation: Curr mae: 87.0667; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 127.5230; Best rmse: 115.3175; 117.1160; 117.6009; 117.7752; 118.4864; Curr nae: 0.2316; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:19:06,434 - INFO - Epoch: 0495 / 1300 lr: 5.341e-05 2025-05-16 01:19:16,589 - INFO - Training: cls_zice: 120.25424575805664; reg_zipnll: 264.1827645552786; aux_mae_loss_1: 203.26514976903013; aux_mae_loss_2: 27.148844116612484; aux_mae_loss_4: 4.164796948432922; cnt_loss: 28.331738396694785; 2025-05-16 01:19:16,652 - INFO - Evaluation: Curr mae: 79.5559; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 116.5997; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2300; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:19:16,652 - INFO - Epoch: 0496 / 1300 lr: 5.293e-05 2025-05-16 01:19:26,828 - INFO - Training: cls_zice: 112.24940711573551; reg_zipnll: 256.4347570318925; aux_mae_loss_1: 196.93853679456208; aux_mae_loss_2: 26.571810170223838; aux_mae_loss_4: 4.042989799850865; cnt_loss: 25.67326904598035; 2025-05-16 01:19:26,829 - INFO - Evaluation: Curr mae: 92.8953; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 139.0901; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2496; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:19:26,829 - INFO - Epoch: 0497 / 1300 lr: 5.244e-05 2025-05-16 01:19:37,037 - INFO - Training: cls_zice: 113.99456777070698; reg_zipnll: 265.12272784584445; aux_mae_loss_1: 200.14823672645971; aux_mae_loss_2: 27.137364287125436; aux_mae_loss_4: 4.104882579100759; cnt_loss: 26.70537637409411; 2025-05-16 01:19:37,038 - INFO - Evaluation: Curr mae: 86.9716; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 123.7508; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2239; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:19:37,038 - INFO - Epoch: 0498 / 1300 lr: 5.196e-05 2025-05-16 01:19:47,093 - INFO - Training: cls_zice: 112.19596380936473; reg_zipnll: 261.9144562169125; aux_mae_loss_1: 200.52370211952612; aux_mae_loss_2: 27.06009965193899; aux_mae_loss_4: 4.218678311297768; cnt_loss: 29.745222116771497; 2025-05-16 01:19:47,094 - INFO - Evaluation: Curr mae: 87.0436; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 128.3759; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2370; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:19:47,094 - INFO - Epoch: 0499 / 1300 lr: 5.147e-05 2025-05-16 01:19:57,249 - INFO - Training: cls_zice: 117.35815419648823; reg_zipnll: 254.44756598221628; aux_mae_loss_1: 202.18202209472656; aux_mae_loss_2: 27.638202817816484; aux_mae_loss_4: 4.286936565449364; cnt_loss: 29.592388404043096; 2025-05-16 01:19:57,253 - INFO - Evaluation: Curr mae: 93.9193; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 148.8860; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.3015; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:19:57,253 - INFO - Epoch: 0500 / 1300 lr: 5.099e-05 2025-05-16 01:20:07,336 - INFO - Training: cls_zice: 111.67906660782664; reg_zipnll: 275.8454079878958; aux_mae_loss_1: 201.09812264693412; aux_mae_loss_2: 27.1712232890882; aux_mae_loss_4: 4.15148663520813; cnt_loss: 27.35525870323181; 2025-05-16 01:20:07,336 - INFO - Evaluation: Curr mae: 83.2932; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 126.9159; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2080; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:20:07,515 - INFO - Epoch: 0501 / 1300 lr: 5.050e-05 2025-05-16 01:20:17,698 - INFO - Training: cls_zice: 126.10099300585296; reg_zipnll: 259.49325882761104; aux_mae_loss_1: 209.84925982826636; aux_mae_loss_2: 28.28541366677535; aux_mae_loss_4: 4.382700091914127; cnt_loss: 30.14611896715666; 2025-05-16 01:20:17,700 - INFO - Evaluation: Curr mae: 93.9481; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 142.1376; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2879; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:20:17,700 - INFO - Epoch: 0502 / 1300 lr: 5.001e-05 2025-05-16 01:20:27,876 - INFO - Training: cls_zice: 116.28990459442139; reg_zipnll: 255.34563325580797; aux_mae_loss_1: 198.00594329833984; aux_mae_loss_2: 26.843847776714124; aux_mae_loss_4: 4.091508488906057; cnt_loss: 27.905778884887695; 2025-05-16 01:20:27,877 - INFO - Evaluation: Curr mae: 91.4853; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 136.5417; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2589; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:20:27,877 - INFO - Epoch: 0503 / 1300 lr: 4.953e-05 2025-05-16 01:20:38,065 - INFO - Training: cls_zice: 113.87911028611033; reg_zipnll: 266.39522753263776; aux_mae_loss_1: 203.20546260632966; aux_mae_loss_2: 27.30065275493421; aux_mae_loss_4: 4.189824876032378; cnt_loss: 29.163623935297917; 2025-05-16 01:20:38,066 - INFO - Evaluation: Curr mae: 87.2736; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 135.2737; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2334; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:20:38,066 - INFO - Epoch: 0504 / 1300 lr: 4.904e-05 2025-05-16 01:20:48,313 - INFO - Training: cls_zice: 122.7202858171965; reg_zipnll: 263.2452667637875; aux_mae_loss_1: 204.35303497314453; aux_mae_loss_2: 27.561138855783565; aux_mae_loss_4: 4.181706761059008; cnt_loss: 27.469112471530313; 2025-05-16 01:20:48,314 - INFO - Evaluation: Curr mae: 85.7387; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 133.9036; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2168; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:20:48,314 - INFO - Epoch: 0505 / 1300 lr: 4.856e-05 2025-05-16 01:20:58,384 - INFO - Training: cls_zice: 112.3001580991243; reg_zipnll: 268.71888210898953; aux_mae_loss_1: 197.90984023244758; aux_mae_loss_2: 26.9349331604807; aux_mae_loss_4: 4.226176004660757; cnt_loss: 31.779069925609388; 2025-05-16 01:20:58,385 - INFO - Evaluation: Curr mae: 84.0328; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 129.8491; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2261; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:20:58,386 - INFO - Epoch: 0506 / 1300 lr: 4.807e-05 2025-05-16 01:21:08,440 - INFO - Training: cls_zice: 118.74999819303814; reg_zipnll: 264.0394166645251; aux_mae_loss_1: 201.91955927798622; aux_mae_loss_2: 27.22675142790142; aux_mae_loss_4: 4.184564603002448; cnt_loss: 29.167717607397783; 2025-05-16 01:21:08,441 - INFO - Evaluation: Curr mae: 92.7216; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 143.6180; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2525; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:21:08,442 - INFO - Epoch: 0507 / 1300 lr: 4.759e-05 2025-05-16 01:21:18,692 - INFO - Training: cls_zice: 117.09395810177452; reg_zipnll: 255.47358522917094; aux_mae_loss_1: 201.8031120300293; aux_mae_loss_2: 27.235656186154014; aux_mae_loss_4: 4.157896870060971; cnt_loss: 27.427713971388968; 2025-05-16 01:21:18,694 - INFO - Evaluation: Curr mae: 83.9295; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 125.0215; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2228; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:21:18,694 - INFO - Epoch: 0508 / 1300 lr: 4.710e-05 2025-05-16 01:21:28,847 - INFO - Training: cls_zice: 116.60815916563335; reg_zipnll: 249.23194182546516; aux_mae_loss_1: 203.11390726189865; aux_mae_loss_2: 27.16975041439659; aux_mae_loss_4: 4.117831989338524; cnt_loss: 25.91716846666838; 2025-05-16 01:21:28,848 - INFO - Evaluation: Curr mae: 85.8213; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 127.6106; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2161; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:21:28,848 - INFO - Epoch: 0509 / 1300 lr: 4.662e-05 2025-05-16 01:21:38,964 - INFO - Training: cls_zice: 124.29700429815995; reg_zipnll: 256.11744971024365; aux_mae_loss_1: 208.73742916709497; aux_mae_loss_2: 27.785002156307822; aux_mae_loss_4: 4.161072680824681; cnt_loss: 24.483954028079385; 2025-05-16 01:21:38,965 - INFO - Evaluation: Curr mae: 97.0079; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 143.4471; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2561; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:21:38,965 - INFO - Epoch: 0510 / 1300 lr: 4.613e-05 2025-05-16 01:21:48,985 - INFO - Training: cls_zice: 113.44523359599866; reg_zipnll: 280.78319951107625; aux_mae_loss_1: 201.53868143182052; aux_mae_loss_2: 27.30355839980276; aux_mae_loss_4: 4.275434995952406; cnt_loss: 31.09970712661743; 2025-05-16 01:21:48,987 - INFO - Evaluation: Curr mae: 87.8268; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 132.1596; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2334; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:21:48,987 - INFO - Epoch: 0511 / 1300 lr: 4.565e-05 2025-05-16 01:21:59,215 - INFO - Training: cls_zice: 109.27466432671798; reg_zipnll: 272.8700071635999; aux_mae_loss_1: 198.94637539512232; aux_mae_loss_2: 26.71160472066779; aux_mae_loss_4: 4.055115793880663; cnt_loss: 26.191863135287637; 2025-05-16 01:21:59,217 - INFO - Evaluation: Curr mae: 92.8331; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 143.5755; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2497; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:21:59,217 - INFO - Epoch: 0512 / 1300 lr: 4.516e-05 2025-05-16 01:22:09,421 - INFO - Training: cls_zice: 115.49261168429726; reg_zipnll: 272.2161590174625; aux_mae_loss_1: 198.3524270308645; aux_mae_loss_2: 26.598732998496608; aux_mae_loss_4: 4.0835746024784285; cnt_loss: 28.2215122172707; 2025-05-16 01:22:09,422 - INFO - Evaluation: Curr mae: 88.3238; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 133.5689; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2492; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:22:09,422 - INFO - Epoch: 0513 / 1300 lr: 4.468e-05 2025-05-16 01:22:19,670 - INFO - Training: cls_zice: 113.33551828484786; reg_zipnll: 255.56969231053404; aux_mae_loss_1: 197.70309649015726; aux_mae_loss_2: 26.701402212444105; aux_mae_loss_4: 4.176383081235383; cnt_loss: 28.912469211377594; 2025-05-16 01:22:19,671 - INFO - Evaluation: Curr mae: 92.4830; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 137.2495; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2420; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:22:19,671 - INFO - Epoch: 0514 / 1300 lr: 4.420e-05 2025-05-16 01:22:29,840 - INFO - Training: cls_zice: 105.12124668924432; reg_zipnll: 258.5817557887027; aux_mae_loss_1: 193.92556019833214; aux_mae_loss_2: 25.7917355989155; aux_mae_loss_4: 3.8904159759220325; cnt_loss: 23.416643970891048; 2025-05-16 01:22:29,842 - INFO - Evaluation: Curr mae: 90.9729; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 137.5486; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2267; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:22:29,842 - INFO - Epoch: 0515 / 1300 lr: 4.372e-05 2025-05-16 01:22:39,958 - INFO - Training: cls_zice: 117.41699098285876; reg_zipnll: 252.22203826904297; aux_mae_loss_1: 198.92041738409745; aux_mae_loss_2: 26.853715244092438; aux_mae_loss_4: 4.092602271782725; cnt_loss: 26.071722181219805; 2025-05-16 01:22:39,959 - INFO - Evaluation: Curr mae: 88.1173; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 135.9649; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2595; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:22:39,959 - INFO - Epoch: 0516 / 1300 lr: 4.324e-05 2025-05-16 01:22:50,117 - INFO - Training: cls_zice: 108.05142011140522; reg_zipnll: 278.65660858154297; aux_mae_loss_1: 196.2840118408203; aux_mae_loss_2: 26.22441447408576; aux_mae_loss_4: 3.934779211094505; cnt_loss: 23.506144147170218; 2025-05-16 01:22:50,118 - INFO - Evaluation: Curr mae: 81.1742; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 127.7288; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2125; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:22:50,119 - INFO - Epoch: 0517 / 1300 lr: 4.276e-05 2025-05-16 01:23:00,226 - INFO - Training: cls_zice: 114.78986730073628; reg_zipnll: 262.64855736180357; aux_mae_loss_1: 199.68478795101768; aux_mae_loss_2: 26.987716072484066; aux_mae_loss_4: 4.142846803916128; cnt_loss: 29.186583117434854; 2025-05-16 01:23:00,227 - INFO - Evaluation: Curr mae: 86.1340; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 128.9037; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2261; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:23:00,227 - INFO - Epoch: 0518 / 1300 lr: 4.228e-05 2025-05-16 01:23:10,408 - INFO - Training: cls_zice: 108.90629246360378; reg_zipnll: 271.6516830042789; aux_mae_loss_1: 198.98227370412727; aux_mae_loss_2: 26.742655754089355; aux_mae_loss_4: 4.184860386346516; cnt_loss: 30.45852902061061; 2025-05-16 01:23:10,409 - INFO - Evaluation: Curr mae: 82.4097; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 122.2883; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2199; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:23:10,409 - INFO - Epoch: 0519 / 1300 lr: 4.180e-05 2025-05-16 01:23:20,608 - INFO - Training: cls_zice: 111.94967817005359; reg_zipnll: 268.4488700063605; aux_mae_loss_1: 200.85790553845857; aux_mae_loss_2: 26.92475283773322; aux_mae_loss_4: 4.135372883395145; cnt_loss: 27.11207480179636; 2025-05-16 01:23:20,610 - INFO - Evaluation: Curr mae: 89.8713; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 136.5783; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2233; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:23:20,611 - INFO - Epoch: 0520 / 1300 lr: 4.132e-05 2025-05-16 01:23:30,888 - INFO - Training: cls_zice: 113.07979222347862; reg_zipnll: 259.47392634341594; aux_mae_loss_1: 198.42451095581055; aux_mae_loss_2: 26.732355368764775; aux_mae_loss_4: 4.0603919844878344; cnt_loss: 27.93419002231799; 2025-05-16 01:23:30,889 - INFO - Evaluation: Curr mae: 92.2725; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 139.1741; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2373; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:23:30,889 - INFO - Epoch: 0521 / 1300 lr: 4.084e-05 2025-05-16 01:23:41,064 - INFO - Training: cls_zice: 114.27115410252621; reg_zipnll: 263.9511186700118; aux_mae_loss_1: 198.62858822471216; aux_mae_loss_2: 26.6165411597804; aux_mae_loss_4: 4.059289204446893; cnt_loss: 25.593376937665436; 2025-05-16 01:23:41,066 - INFO - Evaluation: Curr mae: 80.5006; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 126.1637; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2150; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:23:41,066 - INFO - Epoch: 0522 / 1300 lr: 4.037e-05 2025-05-16 01:23:51,130 - INFO - Training: cls_zice: 110.74833538657741; reg_zipnll: 263.9753124839381; aux_mae_loss_1: 197.52301286396226; aux_mae_loss_2: 26.074012555574114; aux_mae_loss_4: 3.9008616773705733; cnt_loss: 25.59884171736868; 2025-05-16 01:23:51,131 - INFO - Evaluation: Curr mae: 89.6894; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 142.4443; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2925; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:23:51,131 - INFO - Epoch: 0523 / 1300 lr: 3.989e-05 2025-05-16 01:24:01,254 - INFO - Training: cls_zice: 115.13403721859581; reg_zipnll: 260.99647793016936; aux_mae_loss_1: 196.6243896484375; aux_mae_loss_2: 26.361868205823395; aux_mae_loss_4: 4.004997686335915; cnt_loss: 25.068090614519623; 2025-05-16 01:24:01,255 - INFO - Evaluation: Curr mae: 83.5287; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 127.1055; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2362; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:24:01,255 - INFO - Epoch: 0524 / 1300 lr: 3.942e-05 2025-05-16 01:24:11,348 - INFO - Training: cls_zice: 125.33367508336117; reg_zipnll: 259.5091408177426; aux_mae_loss_1: 206.93031592118112; aux_mae_loss_2: 27.680508814359968; aux_mae_loss_4: 4.201416373252869; cnt_loss: 27.685992993806536; 2025-05-16 01:24:11,349 - INFO - Evaluation: Curr mae: 88.0370; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 130.1167; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2524; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:24:11,349 - INFO - Epoch: 0525 / 1300 lr: 3.894e-05 2025-05-16 01:24:21,564 - INFO - Training: cls_zice: 107.58455161044472; reg_zipnll: 272.65654072008635; aux_mae_loss_1: 198.43576290732935; aux_mae_loss_2: 26.141630925630267; aux_mae_loss_4: 3.9317003676765845; cnt_loss: 24.550565267864027; 2025-05-16 01:24:21,570 - INFO - Evaluation: Curr mae: 105.1029; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 151.6687; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.3133; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:24:21,570 - INFO - Epoch: 0526 / 1300 lr: 3.847e-05 2025-05-16 01:24:32,018 - INFO - Training: cls_zice: 112.4497702749152; reg_zipnll: 264.5580205415425; aux_mae_loss_1: 199.1856050993267; aux_mae_loss_2: 26.229744108099688; aux_mae_loss_4: 3.8817774935772547; cnt_loss: 24.94305254283704; 2025-05-16 01:24:32,019 - INFO - Evaluation: Curr mae: 90.4250; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 131.7993; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2465; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:24:32,019 - INFO - Epoch: 0527 / 1300 lr: 3.800e-05 2025-05-16 01:24:42,130 - INFO - Training: cls_zice: 111.36623422723068; reg_zipnll: 257.91249124627365; aux_mae_loss_1: 197.62074319939865; aux_mae_loss_2: 26.6872245888961; aux_mae_loss_4: 4.0260576323459025; cnt_loss: 23.572005422491777; 2025-05-16 01:24:42,131 - INFO - Evaluation: Curr mae: 79.5796; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 122.5445; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2002; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:24:42,131 - INFO - Epoch: 0528 / 1300 lr: 3.753e-05 2025-05-16 01:24:52,090 - INFO - Training: cls_zice: 116.26309234217594; reg_zipnll: 271.072223261783; aux_mae_loss_1: 202.20271963822213; aux_mae_loss_2: 27.16762392144454; aux_mae_loss_4: 4.20435989530463; cnt_loss: 29.28048683467664; 2025-05-16 01:24:52,091 - INFO - Evaluation: Curr mae: 89.3209; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 135.9547; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2392; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:24:52,091 - INFO - Epoch: 0529 / 1300 lr: 3.706e-05 2025-05-16 01:25:02,154 - INFO - Training: cls_zice: 113.01105951008044; reg_zipnll: 253.16472043489156; aux_mae_loss_1: 197.35364793476305; aux_mae_loss_2: 26.46700126246402; aux_mae_loss_4: 3.9936274101859643; cnt_loss: 25.592817105745013; 2025-05-16 01:25:02,155 - INFO - Evaluation: Curr mae: 82.2907; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 129.5164; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2195; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:25:02,155 - INFO - Epoch: 0530 / 1300 lr: 3.660e-05 2025-05-16 01:25:12,343 - INFO - Training: cls_zice: 115.40375619185598; reg_zipnll: 267.6855716705322; aux_mae_loss_1: 200.682995846397; aux_mae_loss_2: 26.856587811520225; aux_mae_loss_4: 4.017458984726353; cnt_loss: 25.247904802623548; 2025-05-16 01:25:12,344 - INFO - Evaluation: Curr mae: 85.2617; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 133.8378; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2176; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:25:12,344 - INFO - Epoch: 0531 / 1300 lr: 3.613e-05 2025-05-16 01:25:22,429 - INFO - Training: cls_zice: 116.93357377303273; reg_zipnll: 265.6374851026033; aux_mae_loss_1: 195.73175008673417; aux_mae_loss_2: 26.331290295249538; aux_mae_loss_4: 3.9420214828691984; cnt_loss: 25.051296460001094; 2025-05-16 01:25:22,430 - INFO - Evaluation: Curr mae: 97.0052; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 146.5246; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2604; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:25:22,430 - INFO - Epoch: 0532 / 1300 lr: 3.567e-05 2025-05-16 01:25:32,539 - INFO - Training: cls_zice: 114.18304332933928; reg_zipnll: 258.5023812745747; aux_mae_loss_1: 197.38654447856703; aux_mae_loss_2: 26.935086752239027; aux_mae_loss_4: 4.178224061664782; cnt_loss: 28.38135724318655; 2025-05-16 01:25:32,540 - INFO - Evaluation: Curr mae: 93.9774; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 140.7474; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2464; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:25:32,541 - INFO - Epoch: 0533 / 1300 lr: 3.520e-05 2025-05-16 01:25:42,745 - INFO - Training: cls_zice: 121.44695342214484; reg_zipnll: 249.9684301677503; aux_mae_loss_1: 203.16466803299753; aux_mae_loss_2: 27.140549007214997; aux_mae_loss_4: 4.04256450502496; cnt_loss: 22.014675767798174; 2025-05-16 01:25:42,752 - INFO - Evaluation: Curr mae: 91.5626; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 141.6378; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2393; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:25:42,752 - INFO - Epoch: 0534 / 1300 lr: 3.474e-05 2025-05-16 01:25:52,890 - INFO - Training: cls_zice: 122.69115357649953; reg_zipnll: 279.2680807615581; aux_mae_loss_1: 208.7963100232576; aux_mae_loss_2: 27.696282186006243; aux_mae_loss_4: 4.174778775164955; cnt_loss: 24.407760419343646; 2025-05-16 01:25:52,891 - INFO - Evaluation: Curr mae: 82.1153; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 128.8857; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2116; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:25:52,891 - INFO - Epoch: 0535 / 1300 lr: 3.428e-05 2025-05-16 01:26:03,108 - INFO - Training: cls_zice: 111.17659970333702; reg_zipnll: 256.5699029219778; aux_mae_loss_1: 196.57269126490542; aux_mae_loss_2: 26.267105780149762; aux_mae_loss_4: 3.936903238296509; cnt_loss: 22.80744103381508; 2025-05-16 01:26:03,112 - INFO - Evaluation: Curr mae: 84.1490; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 127.8363; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2244; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:26:03,112 - INFO - Epoch: 0536 / 1300 lr: 3.382e-05 2025-05-16 01:26:13,307 - INFO - Training: cls_zice: 113.17712000796669; reg_zipnll: 275.6508355391653; aux_mae_loss_1: 200.97560099551552; aux_mae_loss_2: 26.45860300566021; aux_mae_loss_4: 4.0284917166358545; cnt_loss: 24.24421975487157; 2025-05-16 01:26:13,308 - INFO - Evaluation: Curr mae: 89.8266; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 137.7718; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2470; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:26:13,308 - INFO - Epoch: 0537 / 1300 lr: 3.337e-05 2025-05-16 01:26:23,506 - INFO - Training: cls_zice: 115.67575103358219; reg_zipnll: 248.2293203253495; aux_mae_loss_1: 198.19321521959807; aux_mae_loss_2: 26.557307193153783; aux_mae_loss_4: 4.040015829236884; cnt_loss: 23.351706981658936; 2025-05-16 01:26:23,507 - INFO - Evaluation: Curr mae: 95.7369; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 149.1700; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2774; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:26:23,507 - INFO - Epoch: 0538 / 1300 lr: 3.291e-05 2025-05-16 01:26:33,728 - INFO - Training: cls_zice: 115.87727185299522; reg_zipnll: 274.1491416128058; aux_mae_loss_1: 199.92070890727797; aux_mae_loss_2: 26.4843908109163; aux_mae_loss_4: 4.008820652961731; cnt_loss: 23.947383203004534; 2025-05-16 01:26:33,730 - INFO - Evaluation: Curr mae: 86.1301; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 139.5692; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2566; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:26:33,730 - INFO - Epoch: 0539 / 1300 lr: 3.246e-05 2025-05-16 01:26:43,822 - INFO - Training: cls_zice: 109.94319122716; reg_zipnll: 262.36684859426396; aux_mae_loss_1: 198.1614432083933; aux_mae_loss_2: 26.392805802194697; aux_mae_loss_4: 3.93048442037482; cnt_loss: 24.343006259516667; 2025-05-16 01:26:43,823 - INFO - Evaluation: Curr mae: 100.4854; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 146.5312; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2824; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:26:43,824 - INFO - Epoch: 0540 / 1300 lr: 3.201e-05 2025-05-16 01:26:53,946 - INFO - Training: cls_zice: 112.18079145331131; reg_zipnll: 265.6575339467902; aux_mae_loss_1: 198.3477668762207; aux_mae_loss_2: 26.613994247034977; aux_mae_loss_4: 4.010583532483954; cnt_loss: 26.197153116527357; 2025-05-16 01:26:53,947 - INFO - Evaluation: Curr mae: 101.1662; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 150.4073; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2987; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:26:53,947 - INFO - Epoch: 0541 / 1300 lr: 3.156e-05 2025-05-16 01:27:04,168 - INFO - Training: cls_zice: 117.27196833961888; reg_zipnll: 265.81267226369755; aux_mae_loss_1: 195.83858650609068; aux_mae_loss_2: 26.2305561868768; aux_mae_loss_4: 3.9311999898207817; cnt_loss: 23.206886893824528; 2025-05-16 01:27:04,169 - INFO - Evaluation: Curr mae: 85.1016; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 128.1534; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2251; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:27:04,169 - INFO - Epoch: 0542 / 1300 lr: 3.111e-05 2025-05-16 01:27:14,269 - INFO - Training: cls_zice: 109.55032549406353; reg_zipnll: 277.280430241635; aux_mae_loss_1: 198.83692309730932; aux_mae_loss_2: 26.4880919205515; aux_mae_loss_4: 4.084202854256881; cnt_loss: 26.584581149251836; 2025-05-16 01:27:14,270 - INFO - Evaluation: Curr mae: 84.2669; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 130.5299; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2280; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:27:14,271 - INFO - Epoch: 0543 / 1300 lr: 3.066e-05 2025-05-16 01:27:24,941 - INFO - Training: cls_zice: 113.00439473202354; reg_zipnll: 248.73433886076273; aux_mae_loss_1: 195.31569751940276; aux_mae_loss_2: 26.130732937862998; aux_mae_loss_4: 3.8865637967461035; cnt_loss: 23.470115260074014; 2025-05-16 01:27:24,942 - INFO - Evaluation: Curr mae: 88.7629; Best mae: 74.9237; 75.1772; 77.8590; 78.8698; 79.3650; Curr rmse: 128.3247; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2471; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:27:24,942 - INFO - Epoch: 0544 / 1300 lr: 3.022e-05 2025-05-16 01:27:34,995 - INFO - Training: cls_zice: 111.72424030303955; reg_zipnll: 242.96969303331878; aux_mae_loss_1: 197.88271412096526; aux_mae_loss_2: 26.662429257443076; aux_mae_loss_4: 4.11149105272795; cnt_loss: 29.433043304242585; 2025-05-16 01:27:35,086 - INFO - Evaluation: Curr mae: 78.1912; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.8698; Curr rmse: 120.9698; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.1985; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:27:35,086 - INFO - Epoch: 0545 / 1300 lr: 2.978e-05 2025-05-16 01:27:45,904 - INFO - Training: cls_zice: 120.07516178331878; reg_zipnll: 261.47419056139495; aux_mae_loss_1: 202.6237110338713; aux_mae_loss_2: 27.228282125372637; aux_mae_loss_4: 4.074421230115388; cnt_loss: 25.252051077390973; 2025-05-16 01:27:45,905 - INFO - Evaluation: Curr mae: 83.8808; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.8698; Curr rmse: 129.2128; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2419; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:27:45,905 - INFO - Epoch: 0546 / 1300 lr: 2.934e-05 2025-05-16 01:27:56,086 - INFO - Training: cls_zice: 119.23822197161223; reg_zipnll: 259.83192890568785; aux_mae_loss_1: 200.79590124832956; aux_mae_loss_2: 26.77581114518015; aux_mae_loss_4: 4.049101835802982; cnt_loss: 25.001011547289398; 2025-05-16 01:27:56,088 - INFO - Evaluation: Curr mae: 79.4912; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.8698; Curr rmse: 119.9460; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2132; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:27:56,088 - INFO - Epoch: 0547 / 1300 lr: 2.890e-05 2025-05-16 01:28:06,215 - INFO - Training: cls_zice: 117.70382956454628; reg_zipnll: 261.8566838314659; aux_mae_loss_1: 199.67691060116417; aux_mae_loss_2: 26.711934340627568; aux_mae_loss_4: 4.036649735350358; cnt_loss: 23.938467678270843; 2025-05-16 01:28:06,216 - INFO - Evaluation: Curr mae: 95.9656; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.8698; Curr rmse: 140.9151; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2662; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:28:06,216 - INFO - Epoch: 0548 / 1300 lr: 2.846e-05 2025-05-16 01:28:16,391 - INFO - Training: cls_zice: 115.80559128209164; reg_zipnll: 257.56721426311293; aux_mae_loss_1: 199.8105862266139; aux_mae_loss_2: 26.877363204956055; aux_mae_loss_4: 4.104715309645; cnt_loss: 26.283947944641113; 2025-05-16 01:28:16,392 - INFO - Evaluation: Curr mae: 86.3099; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.8698; Curr rmse: 128.0792; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2259; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:28:16,392 - INFO - Epoch: 0549 / 1300 lr: 2.803e-05 2025-05-16 01:28:26,589 - INFO - Training: cls_zice: 116.69030982569645; reg_zipnll: 269.1005771034642; aux_mae_loss_1: 200.99311507375617; aux_mae_loss_2: 26.551610494914808; aux_mae_loss_4: 4.006650523135536; cnt_loss: 23.852149536735133; 2025-05-16 01:28:26,590 - INFO - Evaluation: Curr mae: 83.2779; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.8698; Curr rmse: 124.3647; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2151; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:28:26,590 - INFO - Epoch: 0550 / 1300 lr: 2.760e-05 2025-05-16 01:28:36,669 - INFO - Training: cls_zice: 118.32219766315662; reg_zipnll: 252.83189050774826; aux_mae_loss_1: 199.9815350582725; aux_mae_loss_2: 27.026811900891754; aux_mae_loss_4: 4.005627280787418; cnt_loss: 22.987322430861624; 2025-05-16 01:28:36,670 - INFO - Evaluation: Curr mae: 86.5619; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.8698; Curr rmse: 127.5594; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2313; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:28:36,840 - INFO - Epoch: 0551 / 1300 lr: 2.717e-05 2025-05-16 01:28:47,093 - INFO - Training: cls_zice: 107.4421796798706; reg_zipnll: 263.4486676266319; aux_mae_loss_1: 193.69088022332443; aux_mae_loss_2: 25.861777054636104; aux_mae_loss_4: 3.897526646915235; cnt_loss: 24.74251005524083; 2025-05-16 01:28:47,094 - INFO - Evaluation: Curr mae: 88.4008; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.8698; Curr rmse: 127.9378; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2378; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:28:47,094 - INFO - Epoch: 0552 / 1300 lr: 2.674e-05 2025-05-16 01:28:57,203 - INFO - Training: cls_zice: 109.75916508624428; reg_zipnll: 261.05987508673417; aux_mae_loss_1: 196.22413093165346; aux_mae_loss_2: 26.34845000819156; aux_mae_loss_4: 3.993724697514584; cnt_loss: 26.323498550214264; 2025-05-16 01:28:57,204 - INFO - Evaluation: Curr mae: 81.0929; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.8698; Curr rmse: 122.4642; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2085; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:28:57,204 - INFO - Epoch: 0553 / 1300 lr: 2.631e-05 2025-05-16 01:29:07,343 - INFO - Training: cls_zice: 115.72212179083573; reg_zipnll: 257.8663340116802; aux_mae_loss_1: 196.4357472469932; aux_mae_loss_2: 26.262298383210833; aux_mae_loss_4: 3.927689081744144; cnt_loss: 24.24853139174612; 2025-05-16 01:29:07,344 - INFO - Evaluation: Curr mae: 92.3119; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.8698; Curr rmse: 135.9564; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2485; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:29:07,345 - INFO - Epoch: 0554 / 1300 lr: 2.589e-05 2025-05-16 01:29:21,260 - INFO - Training: cls_zice: 109.48439166420384; reg_zipnll: 263.6140231082314; aux_mae_loss_1: 193.0251633493524; aux_mae_loss_2: 25.591159569589717; aux_mae_loss_4: 3.8075489621413383; cnt_loss: 21.95784374287254; 2025-05-16 01:29:21,295 - INFO - Evaluation: Curr mae: 86.9681; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.8698; Curr rmse: 131.1311; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2319; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:29:21,295 - INFO - Epoch: 0555 / 1300 lr: 2.547e-05 2025-05-16 01:29:32,976 - INFO - Training: cls_zice: 113.25637340545654; reg_zipnll: 257.65615864803914; aux_mae_loss_1: 200.15847135844984; aux_mae_loss_2: 26.828743131537188; aux_mae_loss_4: 4.042435122163672; cnt_loss: 25.065258302186663; 2025-05-16 01:29:32,978 - INFO - Evaluation: Curr mae: 85.4801; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.8698; Curr rmse: 126.6475; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2295; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:29:32,978 - INFO - Epoch: 0556 / 1300 lr: 2.505e-05 2025-05-16 01:29:43,215 - INFO - Training: cls_zice: 105.44918829516361; reg_zipnll: 250.81568858498022; aux_mae_loss_1: 190.477549101177; aux_mae_loss_2: 25.64966779006155; aux_mae_loss_4: 3.8001702333751477; cnt_loss: 23.42765087830393; 2025-05-16 01:29:43,216 - INFO - Evaluation: Curr mae: 80.9618; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.8698; Curr rmse: 126.5462; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2223; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:29:43,216 - INFO - Epoch: 0557 / 1300 lr: 2.464e-05 2025-05-16 01:29:53,329 - INFO - Training: cls_zice: 112.88252373745567; reg_zipnll: 244.9537494057103; aux_mae_loss_1: 198.25002670288086; aux_mae_loss_2: 26.47241268659893; aux_mae_loss_4: 3.954346462299949; cnt_loss: 24.297899120732357; 2025-05-16 01:29:53,330 - INFO - Evaluation: Curr mae: 84.2138; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.8698; Curr rmse: 126.0608; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2344; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:29:53,330 - INFO - Epoch: 0558 / 1300 lr: 2.422e-05 2025-05-16 01:30:03,455 - INFO - Training: cls_zice: 123.86556002968236; reg_zipnll: 255.44901416176245; aux_mae_loss_1: 204.38099027934828; aux_mae_loss_2: 27.170249336644222; aux_mae_loss_4: 4.111467819464834; cnt_loss: 24.421714719973114; 2025-05-16 01:30:03,459 - INFO - Evaluation: Curr mae: 88.5134; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.8698; Curr rmse: 132.1807; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2433; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:30:03,459 - INFO - Epoch: 0559 / 1300 lr: 2.381e-05 2025-05-16 01:30:13,521 - INFO - Training: cls_zice: 114.54432623009933; reg_zipnll: 248.37483938116776; aux_mae_loss_1: 197.8708983973453; aux_mae_loss_2: 26.352913404765882; aux_mae_loss_4: 4.02725865338978; cnt_loss: 23.24289671998275; 2025-05-16 01:30:13,522 - INFO - Evaluation: Curr mae: 88.9378; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.8698; Curr rmse: 130.6791; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2376; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:30:13,522 - INFO - Epoch: 0560 / 1300 lr: 2.340e-05 2025-05-16 01:30:24,131 - INFO - Training: cls_zice: 109.5072532954969; reg_zipnll: 253.5460494192023; aux_mae_loss_1: 194.2532501220703; aux_mae_loss_2: 25.977624090094317; aux_mae_loss_4: 3.9381164688813057; cnt_loss: 24.323671867972926; 2025-05-16 01:30:24,132 - INFO - Evaluation: Curr mae: 79.3252; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.8698; Curr rmse: 123.7434; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.1961; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:30:24,132 - INFO - Epoch: 0561 / 1300 lr: 2.300e-05 2025-05-16 01:30:34,268 - INFO - Training: cls_zice: 108.02444719013415; reg_zipnll: 262.782630117316; aux_mae_loss_1: 192.74759674072266; aux_mae_loss_2: 25.904358763443796; aux_mae_loss_4: 3.8811652283919487; cnt_loss: 24.158014347678737; 2025-05-16 01:30:34,270 - INFO - Evaluation: Curr mae: 89.0566; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.8698; Curr rmse: 133.3074; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2257; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:30:34,270 - INFO - Epoch: 0562 / 1300 lr: 2.260e-05 2025-05-16 01:30:44,364 - INFO - Training: cls_zice: 111.88269063046104; reg_zipnll: 253.40966776797646; aux_mae_loss_1: 196.67135820890726; aux_mae_loss_2: 26.04875659942627; aux_mae_loss_4: 3.8772179202029577; cnt_loss: 21.906131819674844; 2025-05-16 01:30:44,366 - INFO - Evaluation: Curr mae: 80.9647; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.8698; Curr rmse: 122.9954; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2102; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:30:44,366 - INFO - Epoch: 0563 / 1300 lr: 2.220e-05 2025-05-16 01:30:54,665 - INFO - Training: cls_zice: 113.68556880950928; reg_zipnll: 245.483844355533; aux_mae_loss_1: 196.40261318809107; aux_mae_loss_2: 26.08236935264186; aux_mae_loss_4: 3.8972364350369104; cnt_loss: 22.707811205010664; 2025-05-16 01:30:54,666 - INFO - Evaluation: Curr mae: 88.1899; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.8698; Curr rmse: 132.2650; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2229; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:30:54,666 - INFO - Epoch: 0564 / 1300 lr: 2.180e-05 2025-05-16 01:31:04,930 - INFO - Training: cls_zice: 117.76630702771638; reg_zipnll: 263.7475824858013; aux_mae_loss_1: 199.5609937969007; aux_mae_loss_2: 26.44091430463289; aux_mae_loss_4: 3.858568360930995; cnt_loss: 20.263847125203984; 2025-05-16 01:31:04,930 - INFO - Evaluation: Curr mae: 81.3476; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.8698; Curr rmse: 123.8501; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2014; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:31:04,931 - INFO - Epoch: 0565 / 1300 lr: 2.140e-05 2025-05-16 01:31:15,116 - INFO - Training: cls_zice: 111.79938707853618; reg_zipnll: 264.1241346660413; aux_mae_loss_1: 193.0131691380551; aux_mae_loss_2: 25.347235227886; aux_mae_loss_4: 3.7315114234623157; cnt_loss: 19.553767819153634; 2025-05-16 01:31:15,117 - INFO - Evaluation: Curr mae: 86.7429; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.8698; Curr rmse: 130.8417; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2121; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:31:15,117 - INFO - Epoch: 0566 / 1300 lr: 2.101e-05 2025-05-16 01:31:25,375 - INFO - Training: cls_zice: 106.26059361508018; reg_zipnll: 252.1326420432643; aux_mae_loss_1: 193.0158721522281; aux_mae_loss_2: 25.641844247516833; aux_mae_loss_4: 3.827468602280868; cnt_loss: 22.738998350344207; 2025-05-16 01:31:25,376 - INFO - Evaluation: Curr mae: 84.8412; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.8698; Curr rmse: 126.4939; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2169; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:31:25,376 - INFO - Epoch: 0567 / 1300 lr: 2.062e-05 2025-05-16 01:31:35,675 - INFO - Training: cls_zice: 122.86055760634572; reg_zipnll: 253.2607287356728; aux_mae_loss_1: 198.86806648655943; aux_mae_loss_2: 26.52337410575465; aux_mae_loss_4: 3.930214160367062; cnt_loss: 21.447553659740247; 2025-05-16 01:31:35,676 - INFO - Evaluation: Curr mae: 82.5415; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.8698; Curr rmse: 127.2302; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2080; Best nae: 0.1797; 0.1820; 0.1832; 0.1904; 0.1941; 2025-05-16 01:31:35,676 - INFO - Epoch: 0568 / 1300 lr: 2.024e-05 2025-05-16 01:31:45,862 - INFO - Training: cls_zice: 110.54298501265676; reg_zipnll: 259.9089126586914; aux_mae_loss_1: 197.02693838822213; aux_mae_loss_2: 26.352299539666426; aux_mae_loss_4: 3.907976232076946; cnt_loss: 22.31807811636674; 2025-05-16 01:31:45,985 - INFO - Evaluation: Curr mae: 78.1914; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 123.4477; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.1879; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:31:45,985 - INFO - Epoch: 0569 / 1300 lr: 1.985e-05 2025-05-16 01:31:56,103 - INFO - Training: cls_zice: 109.18351815876208; reg_zipnll: 267.957544427169; aux_mae_loss_1: 192.71484093917044; aux_mae_loss_2: 25.445165885122197; aux_mae_loss_4: 3.779609253532008; cnt_loss: 20.938591153998125; 2025-05-16 01:31:56,104 - INFO - Evaluation: Curr mae: 86.7642; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 129.3592; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2148; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:31:56,104 - INFO - Epoch: 0570 / 1300 lr: 1.947e-05 2025-05-16 01:32:06,363 - INFO - Training: cls_zice: 108.2909301958586; reg_zipnll: 247.74933664422286; aux_mae_loss_1: 194.6541344492059; aux_mae_loss_2: 25.841294890955876; aux_mae_loss_4: 3.884451803408171; cnt_loss: 21.05589673393651; 2025-05-16 01:32:06,364 - INFO - Evaluation: Curr mae: 87.2515; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 129.5983; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2244; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:32:06,364 - INFO - Epoch: 0571 / 1300 lr: 1.910e-05 2025-05-16 01:32:16,546 - INFO - Training: cls_zice: 115.03756743983219; reg_zipnll: 260.0417683250026; aux_mae_loss_1: 201.13442872699937; aux_mae_loss_2: 26.39819180338006; aux_mae_loss_4: 3.889418652183131; cnt_loss: 20.930931392468903; 2025-05-16 01:32:16,547 - INFO - Evaluation: Curr mae: 87.6264; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 128.4201; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2262; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:32:16,547 - INFO - Epoch: 0572 / 1300 lr: 1.872e-05 2025-05-16 01:32:26,565 - INFO - Training: cls_zice: 115.16864485489695; reg_zipnll: 256.6491351880525; aux_mae_loss_1: 195.28866135446648; aux_mae_loss_2: 26.022631444429095; aux_mae_loss_4: 3.828477407756605; cnt_loss: 20.200328299873753; 2025-05-16 01:32:26,566 - INFO - Evaluation: Curr mae: 82.3242; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 122.5325; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2114; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:32:26,566 - INFO - Epoch: 0573 / 1300 lr: 1.835e-05 2025-05-16 01:32:36,699 - INFO - Training: cls_zice: 116.97780157390393; reg_zipnll: 274.27809544613484; aux_mae_loss_1: 198.46856609143708; aux_mae_loss_2: 25.92806309147885; aux_mae_loss_4: 3.85068374558499; cnt_loss: 20.35386017749184; 2025-05-16 01:32:36,700 - INFO - Evaluation: Curr mae: 82.8832; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 120.9933; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2128; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:32:36,700 - INFO - Epoch: 0574 / 1300 lr: 1.798e-05 2025-05-16 01:32:46,916 - INFO - Training: cls_zice: 115.98013375934802; reg_zipnll: 256.7124427996184; aux_mae_loss_1: 199.38396995945982; aux_mae_loss_2: 26.548622056057578; aux_mae_loss_4: 3.951683853801928; cnt_loss: 23.73441013536955; 2025-05-16 01:32:46,917 - INFO - Evaluation: Curr mae: 82.2480; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 124.7538; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2109; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:32:46,917 - INFO - Epoch: 0575 / 1300 lr: 1.762e-05 2025-05-16 01:32:57,147 - INFO - Training: cls_zice: 115.977657418502; reg_zipnll: 267.5029891164679; aux_mae_loss_1: 201.26575188887747; aux_mae_loss_2: 26.75048828125; aux_mae_loss_4: 4.025396736044633; cnt_loss: 24.167642091449938; 2025-05-16 01:32:57,148 - INFO - Evaluation: Curr mae: 83.9568; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 128.3422; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2224; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:32:57,148 - INFO - Epoch: 0576 / 1300 lr: 1.726e-05 2025-05-16 01:33:07,356 - INFO - Training: cls_zice: 109.18899415668689; reg_zipnll: 268.62441936292146; aux_mae_loss_1: 195.85214333785208; aux_mae_loss_2: 25.925879428261204; aux_mae_loss_4: 3.842716229589362; cnt_loss: 21.30804511120445; 2025-05-16 01:33:07,357 - INFO - Evaluation: Curr mae: 84.5873; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 127.0775; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2289; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:33:07,357 - INFO - Epoch: 0577 / 1300 lr: 1.690e-05 2025-05-16 01:33:17,565 - INFO - Training: cls_zice: 123.78771651418586; reg_zipnll: 256.6360142356471; aux_mae_loss_1: 201.06064726177016; aux_mae_loss_2: 26.39524063311125; aux_mae_loss_4: 3.9480898443021273; cnt_loss: 24.18907910899112; 2025-05-16 01:33:17,567 - INFO - Evaluation: Curr mae: 83.6420; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 123.1696; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2248; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:33:17,567 - INFO - Epoch: 0578 / 1300 lr: 1.654e-05 2025-05-16 01:33:27,647 - INFO - Training: cls_zice: 112.12024272115607; reg_zipnll: 259.2395531503778; aux_mae_loss_1: 194.65707879317435; aux_mae_loss_2: 25.726412471972015; aux_mae_loss_4: 3.8598080685264184; cnt_loss: 23.524393734179046; 2025-05-16 01:33:27,648 - INFO - Evaluation: Curr mae: 86.0517; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 126.8784; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2303; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:33:27,648 - INFO - Epoch: 0579 / 1300 lr: 1.619e-05 2025-05-16 01:33:37,785 - INFO - Training: cls_zice: 110.9357496562757; reg_zipnll: 264.68517303466797; aux_mae_loss_1: 197.7514194689299; aux_mae_loss_2: 26.05102785010087; aux_mae_loss_4: 3.832934410948502; cnt_loss: 20.613124320381566; 2025-05-16 01:33:37,786 - INFO - Evaluation: Curr mae: 82.4085; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 125.6284; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2066; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:33:37,786 - INFO - Epoch: 0580 / 1300 lr: 1.584e-05 2025-05-16 01:33:47,952 - INFO - Training: cls_zice: 112.95943857494153; reg_zipnll: 274.1742176256682; aux_mae_loss_1: 199.9200608102899; aux_mae_loss_2: 26.486951175488922; aux_mae_loss_4: 3.944152123049686; cnt_loss: 23.50043369594373; 2025-05-16 01:33:47,953 - INFO - Evaluation: Curr mae: 79.9338; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 120.9395; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2087; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:33:47,953 - INFO - Epoch: 0581 / 1300 lr: 1.550e-05 2025-05-16 01:33:58,203 - INFO - Training: cls_zice: 114.88181836981522; reg_zipnll: 257.82515154386823; aux_mae_loss_1: 198.74049357364052; aux_mae_loss_2: 26.22750357577675; aux_mae_loss_4: 3.88894344003577; cnt_loss: 19.549733237216348; 2025-05-16 01:33:58,204 - INFO - Evaluation: Curr mae: 84.4767; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 126.6482; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2255; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:33:58,204 - INFO - Epoch: 0582 / 1300 lr: 1.516e-05 2025-05-16 01:34:08,388 - INFO - Training: cls_zice: 118.00876637508995; reg_zipnll: 257.43113387258427; aux_mae_loss_1: 198.8445462678608; aux_mae_loss_2: 26.340215632790013; aux_mae_loss_4: 3.8785519474431087; cnt_loss: 21.451951855107357; 2025-05-16 01:34:08,390 - INFO - Evaluation: Curr mae: 90.5880; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 132.3201; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2367; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:34:08,390 - INFO - Epoch: 0583 / 1300 lr: 1.482e-05 2025-05-16 01:34:18,501 - INFO - Training: cls_zice: 114.47240513249447; reg_zipnll: 259.4942545639841; aux_mae_loss_1: 194.45759421900698; aux_mae_loss_2: 25.8576982899716; aux_mae_loss_4: 3.822156209694712; cnt_loss: 21.149819148214238; 2025-05-16 01:34:18,502 - INFO - Evaluation: Curr mae: 86.0306; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 127.8987; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2236; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:34:18,502 - INFO - Epoch: 0584 / 1300 lr: 1.448e-05 2025-05-16 01:34:28,682 - INFO - Training: cls_zice: 115.84011389079846; reg_zipnll: 272.5265467794318; aux_mae_loss_1: 194.74222544619911; aux_mae_loss_2: 25.79400674920333; aux_mae_loss_4: 3.8135967568347326; cnt_loss: 19.082913975966605; 2025-05-16 01:34:28,683 - INFO - Evaluation: Curr mae: 83.6782; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 122.9960; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2238; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:34:28,683 - INFO - Epoch: 0585 / 1300 lr: 1.415e-05 2025-05-16 01:34:38,853 - INFO - Training: cls_zice: 111.94428765146355; reg_zipnll: 263.1743593717876; aux_mae_loss_1: 192.71099813360917; aux_mae_loss_2: 25.70199243645919; aux_mae_loss_4: 3.7996183006387008; cnt_loss: 20.208487912228232; 2025-05-16 01:34:38,854 - INFO - Evaluation: Curr mae: 81.6387; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 123.3109; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2207; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:34:38,854 - INFO - Epoch: 0586 / 1300 lr: 1.382e-05 2025-05-16 01:34:49,066 - INFO - Training: cls_zice: 114.90255330738269; reg_zipnll: 248.09416821128443; aux_mae_loss_1: 196.49649610017477; aux_mae_loss_2: 26.054389702646358; aux_mae_loss_4: 3.877462311794883; cnt_loss: 22.909348650982505; 2025-05-16 01:34:49,067 - INFO - Evaluation: Curr mae: 88.8592; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 129.0504; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2435; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:34:49,067 - INFO - Epoch: 0587 / 1300 lr: 1.350e-05 2025-05-16 01:34:59,225 - INFO - Training: cls_zice: 117.98664715415553; reg_zipnll: 261.28201193558544; aux_mae_loss_1: 200.94574376156456; aux_mae_loss_2: 26.319951182917546; aux_mae_loss_4: 3.768069304917988; cnt_loss: 20.148004055023193; 2025-05-16 01:34:59,226 - INFO - Evaluation: Curr mae: 79.6065; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 122.2666; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.1982; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:34:59,226 - INFO - Epoch: 0588 / 1300 lr: 1.318e-05 2025-05-16 01:35:09,372 - INFO - Training: cls_zice: 115.64525403474507; reg_zipnll: 257.1754446531597; aux_mae_loss_1: 197.23239376670435; aux_mae_loss_2: 25.736076505560625; aux_mae_loss_4: 3.7631221068532845; cnt_loss: 19.049625032826473; 2025-05-16 01:35:09,373 - INFO - Evaluation: Curr mae: 85.7585; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 125.5112; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2204; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:35:09,373 - INFO - Epoch: 0589 / 1300 lr: 1.286e-05 2025-05-16 01:35:19,417 - INFO - Training: cls_zice: 113.93458466780812; reg_zipnll: 252.18254430670487; aux_mae_loss_1: 196.87879903692948; aux_mae_loss_2: 26.271995243273285; aux_mae_loss_4: 3.86919315237748; cnt_loss: 22.226870612094277; 2025-05-16 01:35:19,419 - INFO - Evaluation: Curr mae: 82.0366; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 121.4845; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2162; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:35:19,419 - INFO - Epoch: 0590 / 1300 lr: 1.255e-05 2025-05-16 01:35:29,550 - INFO - Training: cls_zice: 116.01165982296592; reg_zipnll: 268.3536673094097; aux_mae_loss_1: 199.9720559371145; aux_mae_loss_2: 26.3271383486296; aux_mae_loss_4: 3.9407720252087244; cnt_loss: 23.109022090309544; 2025-05-16 01:35:29,551 - INFO - Evaluation: Curr mae: 83.3057; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 125.8228; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2102; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:35:29,551 - INFO - Epoch: 0591 / 1300 lr: 1.224e-05 2025-05-16 01:35:39,699 - INFO - Training: cls_zice: 110.44780118841874; reg_zipnll: 269.68825370387026; aux_mae_loss_1: 198.41345696700247; aux_mae_loss_2: 26.311453066374128; aux_mae_loss_4: 3.898665974014684; cnt_loss: 22.15776834989849; 2025-05-16 01:35:39,700 - INFO - Evaluation: Curr mae: 89.6554; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 131.6114; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2277; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:35:39,700 - INFO - Epoch: 0592 / 1300 lr: 1.193e-05 2025-05-16 01:35:49,808 - INFO - Training: cls_zice: 120.79413619794343; reg_zipnll: 257.99974019903885; aux_mae_loss_1: 198.5945352253161; aux_mae_loss_2: 26.302844549480238; aux_mae_loss_4: 3.8320551232287756; cnt_loss: 20.176177890677202; 2025-05-16 01:35:49,809 - INFO - Evaluation: Curr mae: 84.6714; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 123.8087; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2274; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:35:49,809 - INFO - Epoch: 0593 / 1300 lr: 1.163e-05 2025-05-16 01:36:00,024 - INFO - Training: cls_zice: 112.85885253705476; reg_zipnll: 263.46425186960323; aux_mae_loss_1: 195.48958226254112; aux_mae_loss_2: 26.068244783501875; aux_mae_loss_4: 3.8147899539847123; cnt_loss: 21.59333226555272; 2025-05-16 01:36:00,025 - INFO - Evaluation: Curr mae: 82.5643; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 121.7034; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2154; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:36:00,025 - INFO - Epoch: 0594 / 1300 lr: 1.133e-05 2025-05-16 01:36:10,179 - INFO - Training: cls_zice: 112.9169007351524; reg_zipnll: 249.96657401637026; aux_mae_loss_1: 194.22073364257812; aux_mae_loss_2: 25.443555781715794; aux_mae_loss_4: 3.690440403787713; cnt_loss: 18.841263620476973; 2025-05-16 01:36:10,179 - INFO - Evaluation: Curr mae: 82.4723; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 121.2075; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2225; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:36:10,180 - INFO - Epoch: 0595 / 1300 lr: 1.103e-05 2025-05-16 01:36:20,343 - INFO - Training: cls_zice: 105.09071510716488; reg_zipnll: 256.1883868167275; aux_mae_loss_1: 190.6529197692871; aux_mae_loss_2: 25.33781418047453; aux_mae_loss_4: 3.696628206654599; cnt_loss: 21.060685534226266; 2025-05-16 01:36:20,344 - INFO - Evaluation: Curr mae: 81.8381; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 120.8246; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2179; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:36:20,344 - INFO - Epoch: 0596 / 1300 lr: 1.074e-05 2025-05-16 01:36:30,624 - INFO - Training: cls_zice: 112.99083247937654; reg_zipnll: 242.1106499119809; aux_mae_loss_1: 194.64517372532896; aux_mae_loss_2: 26.017668121739437; aux_mae_loss_4: 3.84865235027514; cnt_loss: 19.97397421535693; 2025-05-16 01:36:30,625 - INFO - Evaluation: Curr mae: 85.7481; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 124.7292; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2255; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:36:30,625 - INFO - Epoch: 0597 / 1300 lr: 1.045e-05 2025-05-16 01:36:40,659 - INFO - Training: cls_zice: 116.16263249045925; reg_zipnll: 246.9997837668971; aux_mae_loss_1: 195.34099900095086; aux_mae_loss_2: 25.880216046383506; aux_mae_loss_4: 3.7841516168493974; cnt_loss: 20.111435614134137; 2025-05-16 01:36:40,660 - INFO - Evaluation: Curr mae: 86.0647; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 126.4274; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2262; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:36:40,660 - INFO - Epoch: 0598 / 1300 lr: 1.017e-05 2025-05-16 01:36:50,797 - INFO - Training: cls_zice: 115.91305451644094; reg_zipnll: 258.1214366712068; aux_mae_loss_1: 196.55466822574013; aux_mae_loss_2: 25.807570256684954; aux_mae_loss_4: 3.790160574411091; cnt_loss: 19.069327530108; 2025-05-16 01:36:50,798 - INFO - Evaluation: Curr mae: 82.7936; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 123.2533; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2114; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:36:50,798 - INFO - Epoch: 0599 / 1300 lr: 9.890e-06 2025-05-16 01:37:00,781 - INFO - Training: cls_zice: 113.82100988689221; reg_zipnll: 259.55921132940995; aux_mae_loss_1: 197.0992391485917; aux_mae_loss_2: 26.21082346062911; aux_mae_loss_4: 3.8827128849531474; cnt_loss: 21.542198984246504; 2025-05-16 01:37:00,782 - INFO - Evaluation: Curr mae: 84.1062; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 124.8015; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2135; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:37:00,782 - INFO - Epoch: 0600 / 1300 lr: 9.614e-06 2025-05-16 01:37:10,962 - INFO - Training: cls_zice: 116.1016022029676; reg_zipnll: 271.5085466284501; aux_mae_loss_1: 195.963655371415; aux_mae_loss_2: 25.559178753903037; aux_mae_loss_4: 3.7821936732844303; cnt_loss: 19.110988591846667; 2025-05-16 01:37:10,963 - INFO - Evaluation: Curr mae: 88.8270; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 129.0458; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2377; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:37:11,135 - INFO - Epoch: 0601 / 1300 lr: 9.342e-06 2025-05-16 01:37:21,614 - INFO - Training: cls_zice: 115.26239003633198; reg_zipnll: 255.59723392285798; aux_mae_loss_1: 195.03956644158615; aux_mae_loss_2: 25.843896564684417; aux_mae_loss_4: 3.7947061187342594; cnt_loss: 18.44677101938348; 2025-05-16 01:37:21,616 - INFO - Evaluation: Curr mae: 81.7757; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 121.5000; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2162; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:37:21,616 - INFO - Epoch: 0602 / 1300 lr: 9.074e-06 2025-05-16 01:37:31,548 - INFO - Training: cls_zice: 111.16533650849995; reg_zipnll: 257.3197125886616; aux_mae_loss_1: 192.06707723517167; aux_mae_loss_2: 25.287497520446777; aux_mae_loss_4: 3.690169459895084; cnt_loss: 19.968322628422786; 2025-05-16 01:37:31,549 - INFO - Evaluation: Curr mae: 80.6497; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 121.8751; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2058; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:37:31,549 - INFO - Epoch: 0603 / 1300 lr: 8.810e-06 2025-05-16 01:37:41,702 - INFO - Training: cls_zice: 113.50407921640496; reg_zipnll: 254.8959621630217; aux_mae_loss_1: 196.55902260228208; aux_mae_loss_2: 25.946040705630654; aux_mae_loss_4: 3.7695310053072477; cnt_loss: 17.99730938359311; 2025-05-16 01:37:41,703 - INFO - Evaluation: Curr mae: 83.6548; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 125.3989; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2212; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:37:41,703 - INFO - Epoch: 0604 / 1300 lr: 8.550e-06 2025-05-16 01:37:51,668 - INFO - Training: cls_zice: 112.35122359426398; reg_zipnll: 251.56488699662057; aux_mae_loss_1: 195.92538532457854; aux_mae_loss_2: 25.977547796149004; aux_mae_loss_4: 3.7594594390768754; cnt_loss: 18.660202440462616; 2025-05-16 01:37:51,669 - INFO - Evaluation: Curr mae: 87.9835; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 128.9370; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2332; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:37:51,669 - INFO - Epoch: 0605 / 1300 lr: 8.294e-06 2025-05-16 01:38:01,781 - INFO - Training: cls_zice: 106.38207606265419; reg_zipnll: 273.5551329160991; aux_mae_loss_1: 194.4348955656353; aux_mae_loss_2: 25.61580587688245; aux_mae_loss_4: 3.772188086258738; cnt_loss: 21.50196617528012; 2025-05-16 01:38:01,781 - INFO - Evaluation: Curr mae: 90.2109; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 129.2152; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2481; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:38:01,782 - INFO - Epoch: 0606 / 1300 lr: 8.042e-06 2025-05-16 01:38:11,774 - INFO - Training: cls_zice: 115.90722294857628; reg_zipnll: 252.90844405324836; aux_mae_loss_1: 196.43002881501852; aux_mae_loss_2: 25.80443347127814; aux_mae_loss_4: 3.7521621490779675; cnt_loss: 19.531896817056758; 2025-05-16 01:38:11,774 - INFO - Evaluation: Curr mae: 80.5596; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 121.0566; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2083; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:38:11,774 - INFO - Epoch: 0607 / 1300 lr: 7.795e-06 2025-05-16 01:38:21,841 - INFO - Training: cls_zice: 112.25385435003983; reg_zipnll: 257.8974753931949; aux_mae_loss_1: 193.73652006450453; aux_mae_loss_2: 25.529659973947627; aux_mae_loss_4: 3.761031470800701; cnt_loss: 19.78769164336355; 2025-05-16 01:38:21,842 - INFO - Evaluation: Curr mae: 85.2922; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 125.1422; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2196; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:38:21,842 - INFO - Epoch: 0608 / 1300 lr: 7.551e-06 2025-05-16 01:38:31,914 - INFO - Training: cls_zice: 109.466654928107; reg_zipnll: 260.3407576711554; aux_mae_loss_1: 194.8250672189813; aux_mae_loss_2: 25.690334972582367; aux_mae_loss_4: 3.794287637660378; cnt_loss: 20.430315695310895; 2025-05-16 01:38:31,915 - INFO - Evaluation: Curr mae: 85.7921; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 125.8938; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2256; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:38:31,915 - INFO - Epoch: 0609 / 1300 lr: 7.311e-06 2025-05-16 01:38:42,078 - INFO - Training: cls_zice: 112.72698854145251; reg_zipnll: 270.12770723041734; aux_mae_loss_1: 196.53009033203125; aux_mae_loss_2: 25.741588743109453; aux_mae_loss_4: 3.7414741139662895; cnt_loss: 18.6932658898203; 2025-05-16 01:38:42,079 - INFO - Evaluation: Curr mae: 86.1252; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 124.7911; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2276; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:38:42,079 - INFO - Epoch: 0610 / 1300 lr: 7.076e-06 2025-05-16 01:38:52,223 - INFO - Training: cls_zice: 113.73858542191356; reg_zipnll: 259.6579112002724; aux_mae_loss_1: 192.82888312088815; aux_mae_loss_2: 25.306932198373897; aux_mae_loss_4: 3.7215964292225086; cnt_loss: 17.797363494571886; 2025-05-16 01:38:52,224 - INFO - Evaluation: Curr mae: 84.9331; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 126.2520; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2195; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:38:52,224 - INFO - Epoch: 0611 / 1300 lr: 6.845e-06 2025-05-16 01:39:02,360 - INFO - Training: cls_zice: 112.97908210754395; reg_zipnll: 247.54113608912417; aux_mae_loss_1: 193.615174544485; aux_mae_loss_2: 25.766519295541865; aux_mae_loss_4: 3.725002884864807; cnt_loss: 18.0905348125257; 2025-05-16 01:39:02,361 - INFO - Evaluation: Curr mae: 86.8615; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 128.8436; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2210; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:39:02,361 - INFO - Epoch: 0612 / 1300 lr: 6.618e-06 2025-05-16 01:39:12,494 - INFO - Training: cls_zice: 115.62926011336477; reg_zipnll: 257.7075452302632; aux_mae_loss_1: 199.6980649044639; aux_mae_loss_2: 26.359728913558158; aux_mae_loss_4: 3.8838903464769063; cnt_loss: 20.762262620423968; 2025-05-16 01:39:12,495 - INFO - Evaluation: Curr mae: 84.1459; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 124.2509; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2160; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:39:12,495 - INFO - Epoch: 0613 / 1300 lr: 6.395e-06 2025-05-16 01:39:22,734 - INFO - Training: cls_zice: 116.61844875938014; reg_zipnll: 262.60163758930406; aux_mae_loss_1: 196.4660499974301; aux_mae_loss_2: 26.01307356984992; aux_mae_loss_4: 3.8112420282865824; cnt_loss: 19.20795915001317; 2025-05-16 01:39:22,735 - INFO - Evaluation: Curr mae: 86.7217; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 126.2532; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2301; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:39:22,735 - INFO - Epoch: 0614 / 1300 lr: 6.177e-06 2025-05-16 01:39:32,928 - INFO - Training: cls_zice: 112.57128183465255; reg_zipnll: 257.1855404502467; aux_mae_loss_1: 196.485545911287; aux_mae_loss_2: 26.079412359940378; aux_mae_loss_4: 3.844087707368951; cnt_loss: 20.46492782392; 2025-05-16 01:39:32,929 - INFO - Evaluation: Curr mae: 87.4284; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 127.1172; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2328; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:39:32,929 - INFO - Epoch: 0615 / 1300 lr: 5.962e-06 2025-05-16 01:39:43,082 - INFO - Training: cls_zice: 115.67393483613667; reg_zipnll: 261.81284553126284; aux_mae_loss_1: 195.68582595022102; aux_mae_loss_2: 25.62392561059249; aux_mae_loss_4: 3.7255253603583887; cnt_loss: 20.62059191653603; 2025-05-16 01:39:43,084 - INFO - Evaluation: Curr mae: 85.2466; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 127.4731; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2217; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:39:43,084 - INFO - Epoch: 0616 / 1300 lr: 5.753e-06 2025-05-16 01:39:53,264 - INFO - Training: cls_zice: 116.69880656192177; reg_zipnll: 256.64381489000823; aux_mae_loss_1: 199.50644523219057; aux_mae_loss_2: 26.32296993857936; aux_mae_loss_4: 3.851297717345388; cnt_loss: 18.399566675487318; 2025-05-16 01:39:53,265 - INFO - Evaluation: Curr mae: 88.7919; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 129.9209; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2322; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:39:53,265 - INFO - Epoch: 0617 / 1300 lr: 5.547e-06 2025-05-16 01:40:03,331 - INFO - Training: cls_zice: 118.68726639998586; reg_zipnll: 249.30008135343851; aux_mae_loss_1: 201.30609050549958; aux_mae_loss_2: 26.664820620888158; aux_mae_loss_4: 3.97631531640103; cnt_loss: 21.79571989962929; 2025-05-16 01:40:03,332 - INFO - Evaluation: Curr mae: 89.0350; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 131.5520; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2269; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:40:03,332 - INFO - Epoch: 0618 / 1300 lr: 5.346e-06 2025-05-16 01:40:13,564 - INFO - Training: cls_zice: 118.1064685018439; reg_zipnll: 250.70970916748047; aux_mae_loss_1: 196.82917223478617; aux_mae_loss_2: 26.212867435656097; aux_mae_loss_4: 3.891515794553255; cnt_loss: 17.933426963655574; 2025-05-16 01:40:13,565 - INFO - Evaluation: Curr mae: 87.0562; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 129.8294; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2180; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:40:13,566 - INFO - Epoch: 0619 / 1300 lr: 5.149e-06 2025-05-16 01:40:23,807 - INFO - Training: cls_zice: 113.62563735560367; reg_zipnll: 251.92194266068307; aux_mae_loss_1: 196.53470049406351; aux_mae_loss_2: 25.680222812451813; aux_mae_loss_4: 3.6970397296704745; cnt_loss: 19.357043178457964; 2025-05-16 01:40:23,808 - INFO - Evaluation: Curr mae: 88.4492; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 129.6796; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2228; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:40:23,808 - INFO - Epoch: 0620 / 1300 lr: 4.956e-06 2025-05-16 01:40:34,031 - INFO - Training: cls_zice: 114.73115660014905; reg_zipnll: 264.3167070087634; aux_mae_loss_1: 198.2294299477025; aux_mae_loss_2: 25.647123537565534; aux_mae_loss_4: 3.7813029226503874; cnt_loss: 19.105697405965703; 2025-05-16 01:40:34,032 - INFO - Evaluation: Curr mae: 84.3840; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 124.6605; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2172; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:40:34,032 - INFO - Epoch: 0621 / 1300 lr: 4.768e-06 2025-05-16 01:40:44,107 - INFO - Training: cls_zice: 116.64854059721294; reg_zipnll: 245.74557796277497; aux_mae_loss_1: 194.31402748509458; aux_mae_loss_2: 25.80799775374563; aux_mae_loss_4: 3.765686298671522; cnt_loss: 18.734616731342516; 2025-05-16 01:40:44,108 - INFO - Evaluation: Curr mae: 82.7451; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 123.1393; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2154; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:40:44,108 - INFO - Epoch: 0622 / 1300 lr: 4.584e-06 2025-05-16 01:40:54,255 - INFO - Training: cls_zice: 106.6956161699797; reg_zipnll: 254.0902428877981; aux_mae_loss_1: 191.15440288342927; aux_mae_loss_2: 25.444781052438838; aux_mae_loss_4: 3.770142398382488; cnt_loss: 20.15818270884062; 2025-05-16 01:40:54,256 - INFO - Evaluation: Curr mae: 87.9560; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 128.0777; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2323; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:40:54,256 - INFO - Epoch: 0623 / 1300 lr: 4.405e-06 2025-05-16 01:41:04,381 - INFO - Training: cls_zice: 113.43290584965756; reg_zipnll: 272.20232652363023; aux_mae_loss_1: 195.54935254548727; aux_mae_loss_2: 25.397622208846244; aux_mae_loss_4: 3.682592599015487; cnt_loss: 18.904539384339984; 2025-05-16 01:41:04,383 - INFO - Evaluation: Curr mae: 86.1521; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 126.1236; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2272; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:41:04,383 - INFO - Epoch: 0624 / 1300 lr: 4.230e-06 2025-05-16 01:41:14,551 - INFO - Training: cls_zice: 109.04753022444875; reg_zipnll: 247.4711573751349; aux_mae_loss_1: 193.01241563495836; aux_mae_loss_2: 25.422673426176374; aux_mae_loss_4: 3.6982718517905786; cnt_loss: 20.360976294467324; 2025-05-16 01:41:14,552 - INFO - Evaluation: Curr mae: 89.3467; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 129.5917; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2386; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:41:14,552 - INFO - Epoch: 0625 / 1300 lr: 4.060e-06 2025-05-16 01:41:24,681 - INFO - Training: cls_zice: 112.67842965377004; reg_zipnll: 246.1437578703228; aux_mae_loss_1: 193.15426816438375; aux_mae_loss_2: 25.629541899028577; aux_mae_loss_4: 3.7632293952138802; cnt_loss: 18.294166702973214; 2025-05-16 01:41:24,682 - INFO - Evaluation: Curr mae: 84.5682; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 125.7055; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2165; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:41:24,682 - INFO - Epoch: 0626 / 1300 lr: 3.894e-06 2025-05-16 01:41:34,884 - INFO - Training: cls_zice: 114.36387809954192; reg_zipnll: 238.39100104884096; aux_mae_loss_1: 195.75945783916274; aux_mae_loss_2: 26.060587682222064; aux_mae_loss_4: 3.829769121973138; cnt_loss: 18.726364825901232; 2025-05-16 01:41:34,885 - INFO - Evaluation: Curr mae: 88.9433; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 129.8305; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2331; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:41:34,885 - INFO - Epoch: 0627 / 1300 lr: 3.732e-06 2025-05-16 01:41:44,881 - INFO - Training: cls_zice: 118.37715128848427; reg_zipnll: 263.61502205698116; aux_mae_loss_1: 197.9390441492984; aux_mae_loss_2: 26.055060687818024; aux_mae_loss_4: 3.785778654249091; cnt_loss: 18.854265275754425; 2025-05-16 01:41:44,886 - INFO - Evaluation: Curr mae: 86.6510; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 128.0210; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2240; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:41:44,886 - INFO - Epoch: 0628 / 1300 lr: 3.575e-06 2025-05-16 01:41:55,058 - INFO - Training: cls_zice: 108.95968497426887; reg_zipnll: 273.6338123522307; aux_mae_loss_1: 197.21096319901315; aux_mae_loss_2: 26.06164520665219; aux_mae_loss_4: 3.79672256268953; cnt_loss: 21.128985731225264; 2025-05-16 01:41:55,059 - INFO - Evaluation: Curr mae: 87.2079; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 129.0491; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2224; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:41:55,059 - INFO - Epoch: 0629 / 1300 lr: 3.423e-06 2025-05-16 01:42:05,175 - INFO - Training: cls_zice: 122.29402441727488; reg_zipnll: 259.8854153281764; aux_mae_loss_1: 199.0248266521253; aux_mae_loss_2: 26.078852603310033; aux_mae_loss_4: 3.8322159679312455; cnt_loss: 21.182129094475194; 2025-05-16 01:42:05,176 - INFO - Evaluation: Curr mae: 85.9245; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 128.7876; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2195; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:42:05,176 - INFO - Epoch: 0630 / 1300 lr: 3.275e-06 2025-05-16 01:42:15,289 - INFO - Training: cls_zice: 105.24519333086516; reg_zipnll: 255.43545010215357; aux_mae_loss_1: 189.53303306981138; aux_mae_loss_2: 25.214957839564274; aux_mae_loss_4: 3.7137564169733146; cnt_loss: 20.036976663689863; 2025-05-16 01:42:15,291 - INFO - Evaluation: Curr mae: 86.2612; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 130.1145; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2215; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:42:15,291 - INFO - Epoch: 0631 / 1300 lr: 3.131e-06 2025-05-16 01:42:25,656 - INFO - Training: cls_zice: 115.00679497969777; reg_zipnll: 265.1108288012053; aux_mae_loss_1: 197.532909192537; aux_mae_loss_2: 25.886648680034437; aux_mae_loss_4: 3.7568953539195813; cnt_loss: 18.748435497283936; 2025-05-16 01:42:25,657 - INFO - Evaluation: Curr mae: 89.1788; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 131.7221; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2320; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:42:25,657 - INFO - Epoch: 0632 / 1300 lr: 2.993e-06 2025-05-16 01:42:35,927 - INFO - Training: cls_zice: 124.04959257025467; reg_zipnll: 254.15359667727822; aux_mae_loss_1: 198.91355233443412; aux_mae_loss_2: 26.245629586671527; aux_mae_loss_4: 3.8649295819433114; cnt_loss: 19.336640107004268; 2025-05-16 01:42:35,928 - INFO - Evaluation: Curr mae: 83.6314; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 126.0999; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2110; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:42:35,928 - INFO - Epoch: 0633 / 1300 lr: 2.858e-06 2025-05-16 01:42:46,026 - INFO - Training: cls_zice: 118.99505522376613; reg_zipnll: 246.6240513450221; aux_mae_loss_1: 200.36679358231393; aux_mae_loss_2: 26.511760962636846; aux_mae_loss_4: 3.9100568169041683; cnt_loss: 20.45442681563528; 2025-05-16 01:42:46,027 - INFO - Evaluation: Curr mae: 88.3039; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 130.6111; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2266; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:42:46,028 - INFO - Epoch: 0634 / 1300 lr: 2.729e-06 2025-05-16 01:42:56,333 - INFO - Training: cls_zice: 114.62012963545949; reg_zipnll: 270.56974933021945; aux_mae_loss_1: 198.49168436150802; aux_mae_loss_2: 26.04483790146677; aux_mae_loss_4: 3.7688898726513513; cnt_loss: 18.59463103193986; 2025-05-16 01:42:56,334 - INFO - Evaluation: Curr mae: 86.2362; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 127.8161; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2241; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:42:56,334 - INFO - Epoch: 0635 / 1300 lr: 2.604e-06 2025-05-16 01:43:06,680 - INFO - Training: cls_zice: 109.43858979877673; reg_zipnll: 267.9503772133275; aux_mae_loss_1: 191.73318240517065; aux_mae_loss_2: 25.05904722213745; aux_mae_loss_4: 3.614250578378376; cnt_loss: 17.418323178040353; 2025-05-16 01:43:06,681 - INFO - Evaluation: Curr mae: 86.5714; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 127.2438; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2270; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:43:06,681 - INFO - Epoch: 0636 / 1300 lr: 2.483e-06 2025-05-16 01:43:16,661 - INFO - Training: cls_zice: 113.09887665196469; reg_zipnll: 252.77113482826636; aux_mae_loss_1: 196.0122793097245; aux_mae_loss_2: 25.827716476038884; aux_mae_loss_4: 3.7325209065487512; cnt_loss: 17.798092729166935; 2025-05-16 01:43:16,662 - INFO - Evaluation: Curr mae: 87.1741; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 127.6640; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2255; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:43:16,662 - INFO - Epoch: 0637 / 1300 lr: 2.368e-06 2025-05-16 01:43:26,633 - INFO - Training: cls_zice: 110.8387074219553; reg_zipnll: 250.98773976376182; aux_mae_loss_1: 192.57946355719315; aux_mae_loss_2: 25.51707631663272; aux_mae_loss_4: 3.696008926943729; cnt_loss: 17.845186948776245; 2025-05-16 01:43:26,634 - INFO - Evaluation: Curr mae: 86.7286; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 127.8879; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2272; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:43:26,634 - INFO - Epoch: 0638 / 1300 lr: 2.257e-06 2025-05-16 01:43:36,761 - INFO - Training: cls_zice: 107.68159630424098; reg_zipnll: 252.9636738425807; aux_mae_loss_1: 189.63362703825297; aux_mae_loss_2: 25.0540546116076; aux_mae_loss_4: 3.646467353168287; cnt_loss: 17.925923447859915; 2025-05-16 01:43:36,762 - INFO - Evaluation: Curr mae: 86.0326; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 127.4812; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2233; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:43:36,762 - INFO - Epoch: 0639 / 1300 lr: 2.150e-06 2025-05-16 01:43:46,841 - INFO - Training: cls_zice: 115.74661300056859; reg_zipnll: 241.44990549589457; aux_mae_loss_1: 195.98146097283615; aux_mae_loss_2: 25.848648799093144; aux_mae_loss_4: 3.817044314585234; cnt_loss: 19.284267551020573; 2025-05-16 01:43:46,842 - INFO - Evaluation: Curr mae: 91.5233; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 132.8667; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2418; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:43:46,842 - INFO - Epoch: 0640 / 1300 lr: 2.048e-06 2025-05-16 01:43:57,113 - INFO - Training: cls_zice: 115.07968817259136; reg_zipnll: 250.0720995852822; aux_mae_loss_1: 194.50806547466078; aux_mae_loss_2: 25.826704527202406; aux_mae_loss_4: 3.821863789307444; cnt_loss: 19.520249969080876; 2025-05-16 01:43:57,114 - INFO - Evaluation: Curr mae: 88.5009; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 130.4313; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2298; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:43:57,114 - INFO - Epoch: 0641 / 1300 lr: 1.951e-06 2025-05-16 01:44:07,276 - INFO - Training: cls_zice: 108.71339717664216; reg_zipnll: 256.5965011998227; aux_mae_loss_1: 191.9707922684519; aux_mae_loss_2: 24.994112064963893; aux_mae_loss_4: 3.636199217093618; cnt_loss: 17.719875360790052; 2025-05-16 01:44:07,277 - INFO - Evaluation: Curr mae: 83.3841; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 125.9667; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2103; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:44:07,277 - INFO - Epoch: 0642 / 1300 lr: 1.859e-06 2025-05-16 01:44:17,945 - INFO - Training: cls_zice: 107.03177813479775; reg_zipnll: 260.77621239110044; aux_mae_loss_1: 193.70608078806023; aux_mae_loss_2: 25.414626121520996; aux_mae_loss_4: 3.697535521105716; cnt_loss: 20.23818194238763; 2025-05-16 01:44:17,946 - INFO - Evaluation: Curr mae: 82.2784; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 123.6194; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2117; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:44:17,946 - INFO - Epoch: 0643 / 1300 lr: 1.771e-06 2025-05-16 01:44:28,062 - INFO - Training: cls_zice: 110.76188328391628; reg_zipnll: 259.93134217513233; aux_mae_loss_1: 195.27088044819078; aux_mae_loss_2: 25.654510196886566; aux_mae_loss_4: 3.771765759116725; cnt_loss: 18.711201642688952; 2025-05-16 01:44:28,063 - INFO - Evaluation: Curr mae: 82.3998; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 124.9897; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2019; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:44:28,063 - INFO - Epoch: 0644 / 1300 lr: 1.688e-06 2025-05-16 01:44:38,374 - INFO - Training: cls_zice: 112.26652797899749; reg_zipnll: 266.72252092863386; aux_mae_loss_1: 199.94983472322164; aux_mae_loss_2: 26.170824025806628; aux_mae_loss_4: 3.8128220219361153; cnt_loss: 19.953438031046016; 2025-05-16 01:44:38,375 - INFO - Evaluation: Curr mae: 87.7829; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 128.3748; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2275; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:44:38,375 - INFO - Epoch: 0645 / 1300 lr: 1.609e-06 2025-05-16 01:44:48,520 - INFO - Training: cls_zice: 117.19948838886462; reg_zipnll: 263.62726030851667; aux_mae_loss_1: 198.0104751586914; aux_mae_loss_2: 26.00550116990742; aux_mae_loss_4: 3.795059411149276; cnt_loss: 18.18239134236386; 2025-05-16 01:44:48,521 - INFO - Evaluation: Curr mae: 84.3921; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 125.2567; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2173; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:44:48,521 - INFO - Epoch: 0646 / 1300 lr: 1.536e-06 2025-05-16 01:44:58,619 - INFO - Training: cls_zice: 114.03957878915887; reg_zipnll: 261.85585925453586; aux_mae_loss_1: 194.56086309332596; aux_mae_loss_2: 25.664233358282793; aux_mae_loss_4: 3.7521668735303377; cnt_loss: 19.35343215340062; 2025-05-16 01:44:58,620 - INFO - Evaluation: Curr mae: 87.5113; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 127.4180; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2332; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:44:58,620 - INFO - Epoch: 0647 / 1300 lr: 1.467e-06 2025-05-16 01:45:08,835 - INFO - Training: cls_zice: 110.83577085796155; reg_zipnll: 266.9217115703382; aux_mae_loss_1: 194.6790034645482; aux_mae_loss_2: 25.311004839445417; aux_mae_loss_4: 3.7015335434361507; cnt_loss: 18.51156527117679; 2025-05-16 01:45:08,836 - INFO - Evaluation: Curr mae: 84.6723; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 125.5438; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2164; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:45:08,836 - INFO - Epoch: 0648 / 1300 lr: 1.403e-06 2025-05-16 01:45:19,136 - INFO - Training: cls_zice: 110.0471722954198; reg_zipnll: 244.3683070132607; aux_mae_loss_1: 189.2807751705772; aux_mae_loss_2: 24.9625018772326; aux_mae_loss_4: 3.663864593756826; cnt_loss: 17.822981533251312; 2025-05-16 01:45:19,136 - INFO - Evaluation: Curr mae: 89.8192; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 130.1930; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2376; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:45:19,137 - INFO - Epoch: 0649 / 1300 lr: 1.343e-06 2025-05-16 01:45:29,330 - INFO - Training: cls_zice: 113.50738977131091; reg_zipnll: 238.6482965569747; aux_mae_loss_1: 192.36639665302476; aux_mae_loss_2: 25.411936810142116; aux_mae_loss_4: 3.6480087481046977; cnt_loss: 17.998257800152427; 2025-05-16 01:45:29,330 - INFO - Evaluation: Curr mae: 88.1823; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 129.7775; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2310; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:45:29,331 - INFO - Epoch: 0650 / 1300 lr: 1.288e-06 2025-05-16 01:45:39,359 - INFO - Training: cls_zice: 122.55308402212043; reg_zipnll: 244.6548006158126; aux_mae_loss_1: 198.06361288773385; aux_mae_loss_2: 26.230942977102178; aux_mae_loss_4: 3.8309860731426038; cnt_loss: 21.674220285917585; 2025-05-16 01:45:39,360 - INFO - Evaluation: Curr mae: 86.3537; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 127.3791; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2262; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:45:39,536 - INFO - Epoch: 0651 / 1300 lr: 1.238e-06 2025-05-16 01:45:51,494 - INFO - Training: cls_zice: 117.28125050193385; reg_zipnll: 259.6561251188579; aux_mae_loss_1: 197.45601975290398; aux_mae_loss_2: 25.914557758130524; aux_mae_loss_4: 3.7194118750722787; cnt_loss: 17.692738583213405; 2025-05-16 01:45:51,495 - INFO - Evaluation: Curr mae: 84.4645; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 127.3391; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2139; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:45:51,495 - INFO - Epoch: 0652 / 1300 lr: 1.193e-06 2025-05-16 01:46:01,660 - INFO - Training: cls_zice: 110.634251142803; reg_zipnll: 250.07843499434622; aux_mae_loss_1: 195.4425442344264; aux_mae_loss_2: 25.754474188152113; aux_mae_loss_4: 3.7274441781796908; cnt_loss: 20.474616753427608; 2025-05-16 01:46:01,661 - INFO - Evaluation: Curr mae: 89.3257; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 130.5183; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2365; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:46:01,661 - INFO - Epoch: 0653 / 1300 lr: 1.153e-06 2025-05-16 01:46:11,923 - INFO - Training: cls_zice: 115.98221266897102; reg_zipnll: 249.55262154027037; aux_mae_loss_1: 196.46084735268042; aux_mae_loss_2: 25.801284112428363; aux_mae_loss_4: 3.711565993334118; cnt_loss: 16.799466948760184; 2025-05-16 01:46:11,924 - INFO - Evaluation: Curr mae: 85.3079; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 125.2146; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2256; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:46:11,924 - INFO - Epoch: 0654 / 1300 lr: 1.117e-06 2025-05-16 01:46:24,105 - INFO - Training: cls_zice: 112.11344598468982; reg_zipnll: 257.7757662722939; aux_mae_loss_1: 195.40990086605674; aux_mae_loss_2: 25.701325466758327; aux_mae_loss_4: 3.7969993415631746; cnt_loss: 17.83764504131518; 2025-05-16 01:46:24,106 - INFO - Evaluation: Curr mae: 83.8741; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 124.9767; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2157; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:46:24,106 - INFO - Epoch: 0655 / 1300 lr: 1.086e-06 2025-05-16 01:46:34,313 - INFO - Training: cls_zice: 111.00284977963096; reg_zipnll: 252.42772373400237; aux_mae_loss_1: 195.05209390740646; aux_mae_loss_2: 25.488687816419098; aux_mae_loss_4: 3.724488063862449; cnt_loss: 18.628037013505633; 2025-05-16 01:46:34,314 - INFO - Evaluation: Curr mae: 86.2266; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 127.5559; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2232; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:46:34,314 - INFO - Epoch: 0656 / 1300 lr: 1.060e-06 2025-05-16 01:46:44,549 - INFO - Training: cls_zice: 108.56554663808723; reg_zipnll: 255.14899474696108; aux_mae_loss_1: 192.75676205283716; aux_mae_loss_2: 25.241795037922106; aux_mae_loss_4: 3.631970537336249; cnt_loss: 17.44760267358077; 2025-05-16 01:46:44,550 - INFO - Evaluation: Curr mae: 86.9916; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 128.5346; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2247; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:46:44,550 - INFO - Epoch: 0657 / 1300 lr: 1.038e-06 2025-05-16 01:46:54,844 - INFO - Training: cls_zice: 105.4530248140034; reg_zipnll: 258.8903296621222; aux_mae_loss_1: 193.70421379490904; aux_mae_loss_2: 25.381752967834473; aux_mae_loss_4: 3.661208566866423; cnt_loss: 19.512879948866996; 2025-05-16 01:46:54,846 - INFO - Evaluation: Curr mae: 86.0482; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 127.7722; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2205; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:46:54,846 - INFO - Epoch: 0658 / 1300 lr: 1.021e-06 2025-05-16 01:47:04,921 - INFO - Training: cls_zice: 107.86978530883789; reg_zipnll: 265.5248031616211; aux_mae_loss_1: 194.05932275872482; aux_mae_loss_2: 25.67545223236084; aux_mae_loss_4: 3.695930700553091; cnt_loss: 20.118463365655195; 2025-05-16 01:47:04,922 - INFO - Evaluation: Curr mae: 87.7665; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 130.1482; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2273; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:47:04,922 - INFO - Epoch: 0659 / 1300 lr: 1.010e-06 2025-05-16 01:47:15,095 - INFO - Training: cls_zice: 111.95812039626271; reg_zipnll: 251.27108142250464; aux_mae_loss_1: 192.30868229113128; aux_mae_loss_2: 25.43841226477372; aux_mae_loss_4: 3.6689493091482865; cnt_loss: 19.14896133071498; 2025-05-16 01:47:15,096 - INFO - Evaluation: Curr mae: 82.2830; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 123.4528; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2090; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:47:15,097 - INFO - Epoch: 0660 / 1300 lr: 1.002e-06 2025-05-16 01:47:25,165 - INFO - Training: cls_zice: 115.9623199262117; reg_zipnll: 245.40940013684724; aux_mae_loss_1: 193.64525242855674; aux_mae_loss_2: 25.55449510875501; aux_mae_loss_4: 3.652659447569596; cnt_loss: 17.172420263290405; 2025-05-16 01:47:25,166 - INFO - Evaluation: Curr mae: 83.7737; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 125.5098; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2122; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:47:25,166 - INFO - Epoch: 0661 / 1300 lr: 1.000e-04 2025-05-16 01:47:35,365 - INFO - Training: cls_zice: 112.37761366994758; reg_zipnll: 260.19280403538755; aux_mae_loss_1: 196.3811643500077; aux_mae_loss_2: 26.90017916026868; aux_mae_loss_4: 4.182188893619337; cnt_loss: 30.966722864853708; 2025-05-16 01:47:35,367 - INFO - Evaluation: Curr mae: 78.5930; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 126.0317; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2015; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:47:35,367 - INFO - Epoch: 0662 / 1300 lr: 1.000e-04 2025-05-16 01:47:45,514 - INFO - Training: cls_zice: 115.18069076538086; reg_zipnll: 276.8760717291581; aux_mae_loss_1: 200.20247449372945; aux_mae_loss_2: 27.115213243584883; aux_mae_loss_4: 4.275637639196296; cnt_loss: 33.46007974524247; 2025-05-16 01:47:45,515 - INFO - Evaluation: Curr mae: 82.2032; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 126.3870; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.1944; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:47:45,515 - INFO - Epoch: 0663 / 1300 lr: 1.000e-04 2025-05-16 01:47:57,362 - INFO - Training: cls_zice: 117.9801896245856; reg_zipnll: 261.90364255403216; aux_mae_loss_1: 203.19177085474917; aux_mae_loss_2: 27.786484166195518; aux_mae_loss_4: 4.331476098612735; cnt_loss: 29.515755829058197; 2025-05-16 01:47:57,363 - INFO - Evaluation: Curr mae: 110.0492; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 160.9086; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.3176; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:47:57,363 - INFO - Epoch: 0664 / 1300 lr: 9.999e-05 2025-05-16 01:48:07,507 - INFO - Training: cls_zice: 111.43348623576917; reg_zipnll: 263.42858103701946; aux_mae_loss_1: 196.82071464940122; aux_mae_loss_2: 26.884736563030042; aux_mae_loss_4: 4.205263313494231; cnt_loss: 31.037891990260075; 2025-05-16 01:48:07,508 - INFO - Evaluation: Curr mae: 107.2288; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 160.3717; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2830; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:48:07,508 - INFO - Epoch: 0665 / 1300 lr: 9.999e-05 2025-05-16 01:48:17,692 - INFO - Training: cls_zice: 121.79505318089535; reg_zipnll: 262.83547592163086; aux_mae_loss_1: 207.4019446122019; aux_mae_loss_2: 28.85376905140124; aux_mae_loss_4: 4.631171602951853; cnt_loss: 34.77466994837711; 2025-05-16 01:48:17,693 - INFO - Evaluation: Curr mae: 83.6963; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 136.0687; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2038; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:48:17,693 - INFO - Epoch: 0666 / 1300 lr: 9.999e-05 2025-05-16 01:48:27,897 - INFO - Training: cls_zice: 120.2669062363474; reg_zipnll: 285.63355275204304; aux_mae_loss_1: 211.27993172093443; aux_mae_loss_2: 29.428576519614772; aux_mae_loss_4: 4.82469349785855; cnt_loss: 44.414248642168545; 2025-05-16 01:48:27,898 - INFO - Evaluation: Curr mae: 81.2661; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 132.8986; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2227; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:48:27,898 - INFO - Epoch: 0667 / 1300 lr: 9.998e-05 2025-05-16 01:48:37,922 - INFO - Training: cls_zice: 113.25343202289783; reg_zipnll: 253.23492913497122; aux_mae_loss_1: 197.54104754799292; aux_mae_loss_2: 27.81567914862382; aux_mae_loss_4: 4.471821653215509; cnt_loss: 35.85326729322735; 2025-05-16 01:48:37,923 - INFO - Evaluation: Curr mae: 79.4505; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 126.5023; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2014; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:48:37,923 - INFO - Epoch: 0668 / 1300 lr: 9.997e-05 2025-05-16 01:48:48,108 - INFO - Training: cls_zice: 112.66416087903474; reg_zipnll: 264.44292951885024; aux_mae_loss_1: 199.22720939234682; aux_mae_loss_2: 27.695259244818438; aux_mae_loss_4: 4.48033146481765; cnt_loss: 36.53337461070011; 2025-05-16 01:48:48,111 - INFO - Evaluation: Curr mae: 87.8514; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 139.8392; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2224; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:48:48,111 - INFO - Epoch: 0669 / 1300 lr: 9.996e-05 2025-05-16 01:48:58,381 - INFO - Training: cls_zice: 113.11259600990697; reg_zipnll: 264.67395641929227; aux_mae_loss_1: 198.74614715576172; aux_mae_loss_2: 27.673686680040863; aux_mae_loss_4: 4.436648488044739; cnt_loss: 33.08444665607653; 2025-05-16 01:48:58,382 - INFO - Evaluation: Curr mae: 78.7265; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 124.5351; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.1974; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:48:58,382 - INFO - Epoch: 0670 / 1300 lr: 9.995e-05 2025-05-16 01:49:08,488 - INFO - Training: cls_zice: 118.3003831160696; reg_zipnll: 276.18676577116315; aux_mae_loss_1: 206.94918963783667; aux_mae_loss_2: 28.275058319694118; aux_mae_loss_4: 4.489998566476922; cnt_loss: 34.65294479068957; 2025-05-16 01:49:08,489 - INFO - Evaluation: Curr mae: 93.5785; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 154.3376; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2352; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:49:08,489 - INFO - Epoch: 0671 / 1300 lr: 9.994e-05 2025-05-16 01:49:21,571 - INFO - Training: cls_zice: 113.80896678723786; reg_zipnll: 265.6215786180998; aux_mae_loss_1: 201.97408736379523; aux_mae_loss_2: 28.20616280405145; aux_mae_loss_4: 4.607790463849118; cnt_loss: 38.052531593724304; 2025-05-16 01:49:21,606 - INFO - Evaluation: Curr mae: 90.7874; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 143.6915; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2150; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:49:21,606 - INFO - Epoch: 0672 / 1300 lr: 9.993e-05 2025-05-16 01:49:35,174 - INFO - Training: cls_zice: 113.48152923583984; reg_zipnll: 267.9394187927246; aux_mae_loss_1: 199.74530912700453; aux_mae_loss_2: 28.261727985582855; aux_mae_loss_4: 4.647780725830479; cnt_loss: 40.89730794806229; 2025-05-16 01:49:35,175 - INFO - Evaluation: Curr mae: 84.9125; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 128.6163; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2222; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:49:35,175 - INFO - Epoch: 0673 / 1300 lr: 9.991e-05 2025-05-16 01:49:45,353 - INFO - Training: cls_zice: 114.5633572026303; reg_zipnll: 270.4803129497327; aux_mae_loss_1: 200.99696390252365; aux_mae_loss_2: 27.58500535864579; aux_mae_loss_4: 4.3261148866854215; cnt_loss: 31.616457663084333; 2025-05-16 01:49:45,354 - INFO - Evaluation: Curr mae: 106.0474; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 159.0660; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.3013; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:49:45,354 - INFO - Epoch: 0674 / 1300 lr: 9.990e-05 2025-05-16 01:49:55,501 - INFO - Training: cls_zice: 116.92585192228618; reg_zipnll: 260.09075987966435; aux_mae_loss_1: 200.74046928004213; aux_mae_loss_2: 28.154776623374538; aux_mae_loss_4: 4.536309769279079; cnt_loss: 35.973415525336016; 2025-05-16 01:49:55,502 - INFO - Evaluation: Curr mae: 90.0215; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 143.2834; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2282; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:49:55,502 - INFO - Epoch: 0675 / 1300 lr: 9.988e-05 2025-05-16 01:50:05,594 - INFO - Training: cls_zice: 117.20338148819773; reg_zipnll: 266.30658902620013; aux_mae_loss_1: 204.44816428736635; aux_mae_loss_2: 28.618549798664294; aux_mae_loss_4: 4.703608889328806; cnt_loss: 39.22750929782265; 2025-05-16 01:50:05,595 - INFO - Evaluation: Curr mae: 84.0911; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 132.6896; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2036; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:50:05,595 - INFO - Epoch: 0676 / 1300 lr: 9.987e-05 2025-05-16 01:50:15,831 - INFO - Training: cls_zice: 111.4368442736174; reg_zipnll: 268.43157356663755; aux_mae_loss_1: 203.73494077983656; aux_mae_loss_2: 28.20170277043393; aux_mae_loss_4: 4.521735185071042; cnt_loss: 35.99335981670179; 2025-05-16 01:50:15,832 - INFO - Evaluation: Curr mae: 109.0343; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 163.5089; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2974; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:50:15,832 - INFO - Epoch: 0677 / 1300 lr: 9.985e-05 2025-05-16 01:50:26,529 - INFO - Training: cls_zice: 117.77047910188374; reg_zipnll: 275.73305059734145; aux_mae_loss_1: 206.71910898309005; aux_mae_loss_2: 29.221635617707904; aux_mae_loss_4: 4.838109305030422; cnt_loss: 44.52199757726569; 2025-05-16 01:50:26,556 - INFO - Evaluation: Curr mae: 80.4308; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 124.7241; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2259; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:50:26,556 - INFO - Epoch: 0678 / 1300 lr: 9.983e-05 2025-05-16 01:50:37,772 - INFO - Training: cls_zice: 122.86655917920564; reg_zipnll: 277.5241988332648; aux_mae_loss_1: 205.735645494963; aux_mae_loss_2: 28.705455177708675; aux_mae_loss_4: 4.690747725336175; cnt_loss: 38.91722867363378; 2025-05-16 01:50:37,773 - INFO - Evaluation: Curr mae: 89.0493; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 130.1774; Best rmse: 115.3175; 116.5997; 117.1160; 117.6009; 117.7752; Curr nae: 0.2525; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:50:37,773 - INFO - Epoch: 0679 / 1300 lr: 9.981e-05 2025-05-16 01:50:48,047 - INFO - Training: cls_zice: 119.38892695778294; reg_zipnll: 254.70337556537828; aux_mae_loss_1: 209.06368456388773; aux_mae_loss_2: 29.538332888954564; aux_mae_loss_4: 4.84246836210552; cnt_loss: 42.58097839355469; 2025-05-16 01:50:48,109 - INFO - Evaluation: Curr mae: 78.5640; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 115.5838; Best rmse: 115.3175; 115.5838; 116.5997; 117.1160; 117.6009; Curr nae: 0.2214; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:50:48,109 - INFO - Epoch: 0680 / 1300 lr: 9.978e-05 2025-05-16 01:50:58,195 - INFO - Training: cls_zice: 114.78446599056846; reg_zipnll: 269.97908200715716; aux_mae_loss_1: 204.9492456536544; aux_mae_loss_2: 28.89371018660696; aux_mae_loss_4: 4.699503810782182; cnt_loss: 42.126285678461976; 2025-05-16 01:50:58,257 - INFO - Evaluation: Curr mae: 81.8122; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 116.1801; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2192; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:50:58,257 - INFO - Epoch: 0681 / 1300 lr: 9.976e-05 2025-05-16 01:51:10,439 - INFO - Training: cls_zice: 115.54002049094753; reg_zipnll: 259.60748090242083; aux_mae_loss_1: 201.2760194477282; aux_mae_loss_2: 27.691383863750257; aux_mae_loss_4: 4.366570836619327; cnt_loss: 35.63611055675306; 2025-05-16 01:51:10,440 - INFO - Evaluation: Curr mae: 81.4648; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 125.9760; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2134; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:51:10,440 - INFO - Epoch: 0682 / 1300 lr: 9.974e-05 2025-05-16 01:51:20,642 - INFO - Training: cls_zice: 117.71691312287983; reg_zipnll: 260.5503323203639; aux_mae_loss_1: 204.83693614758943; aux_mae_loss_2: 28.50882289284154; aux_mae_loss_4: 4.5252853694715; cnt_loss: 34.513752334996276; 2025-05-16 01:51:20,643 - INFO - Evaluation: Curr mae: 83.1565; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 126.5681; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2074; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:51:20,643 - INFO - Epoch: 0683 / 1300 lr: 9.971e-05 2025-05-16 01:51:30,803 - INFO - Training: cls_zice: 123.92344026816518; reg_zipnll: 270.06897133275083; aux_mae_loss_1: 203.05146849782844; aux_mae_loss_2: 28.55017852783203; aux_mae_loss_4: 4.728129945303264; cnt_loss: 43.6074545007003; 2025-05-16 01:51:30,804 - INFO - Evaluation: Curr mae: 81.6321; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 124.7659; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2107; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:51:30,804 - INFO - Epoch: 0684 / 1300 lr: 9.968e-05 2025-05-16 01:51:40,928 - INFO - Training: cls_zice: 117.29674801073577; reg_zipnll: 263.6047622279117; aux_mae_loss_1: 205.0129852294922; aux_mae_loss_2: 28.257697205794486; aux_mae_loss_4: 4.4774974459096; cnt_loss: 35.30250388697574; 2025-05-16 01:51:40,928 - INFO - Evaluation: Curr mae: 89.2038; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 130.5858; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2291; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:51:40,929 - INFO - Epoch: 0685 / 1300 lr: 9.966e-05 2025-05-16 01:51:51,006 - INFO - Training: cls_zice: 112.1281623840332; reg_zipnll: 255.4792012666401; aux_mae_loss_1: 199.6971764815481; aux_mae_loss_2: 27.76141593330785; aux_mae_loss_4: 4.448270860471223; cnt_loss: 32.63386194329513; 2025-05-16 01:51:51,007 - INFO - Evaluation: Curr mae: 92.4353; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 141.5299; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2425; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:51:51,007 - INFO - Epoch: 0686 / 1300 lr: 9.963e-05 2025-05-16 01:52:01,381 - INFO - Training: cls_zice: 116.3696084273489; reg_zipnll: 257.28647794221575; aux_mae_loss_1: 201.07434764661286; aux_mae_loss_2: 27.953585524308053; aux_mae_loss_4: 4.372563481330872; cnt_loss: 34.420857454601084; 2025-05-16 01:52:01,382 - INFO - Evaluation: Curr mae: 87.3680; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 132.0630; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2299; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:52:01,382 - INFO - Epoch: 0687 / 1300 lr: 9.960e-05 2025-05-16 01:52:11,504 - INFO - Training: cls_zice: 114.03611956144634; reg_zipnll: 253.90434425755552; aux_mae_loss_1: 199.6554244192023; aux_mae_loss_2: 27.514719912880345; aux_mae_loss_4: 4.318546847293251; cnt_loss: 30.561038644690264; 2025-05-16 01:52:11,505 - INFO - Evaluation: Curr mae: 84.3863; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 130.4925; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2265; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:52:11,505 - INFO - Epoch: 0688 / 1300 lr: 9.957e-05 2025-05-16 01:52:21,558 - INFO - Training: cls_zice: 121.15391138980263; reg_zipnll: 247.38702191804586; aux_mae_loss_1: 205.64463203831724; aux_mae_loss_2: 28.9471368287739; aux_mae_loss_4: 4.712340618434705; cnt_loss: 38.2771011277249; 2025-05-16 01:52:21,559 - INFO - Evaluation: Curr mae: 89.2305; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 134.8012; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2378; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:52:21,559 - INFO - Epoch: 0689 / 1300 lr: 9.953e-05 2025-05-16 01:52:33,394 - INFO - Training: cls_zice: 115.80734262968365; reg_zipnll: 253.49892435575785; aux_mae_loss_1: 198.8234574167352; aux_mae_loss_2: 27.759219219810085; aux_mae_loss_4: 4.554456942959836; cnt_loss: 36.02475492577804; 2025-05-16 01:52:33,395 - INFO - Evaluation: Curr mae: 86.6056; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 132.8167; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2395; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:52:33,395 - INFO - Epoch: 0690 / 1300 lr: 9.950e-05 2025-05-16 01:52:45,416 - INFO - Training: cls_zice: 113.33403080388119; reg_zipnll: 260.53054126940276; aux_mae_loss_1: 195.29071406314247; aux_mae_loss_2: 27.462729905780993; aux_mae_loss_4: 4.337365715127242; cnt_loss: 34.18053185312372; 2025-05-16 01:52:45,417 - INFO - Evaluation: Curr mae: 99.1164; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 141.3863; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2867; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:52:45,417 - INFO - Epoch: 0691 / 1300 lr: 9.946e-05 2025-05-16 01:52:55,469 - INFO - Training: cls_zice: 121.97954428823371; reg_zipnll: 263.02502280787417; aux_mae_loss_1: 206.18185866506477; aux_mae_loss_2: 28.63062145835475; aux_mae_loss_4: 4.535791177498667; cnt_loss: 33.39155533439234; 2025-05-16 01:52:55,471 - INFO - Evaluation: Curr mae: 86.8052; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 141.2926; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2164; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:52:55,471 - INFO - Epoch: 0692 / 1300 lr: 9.943e-05 2025-05-16 01:53:05,529 - INFO - Training: cls_zice: 117.67334476270173; reg_zipnll: 251.65180115950736; aux_mae_loss_1: 203.1677515130294; aux_mae_loss_2: 28.10302563717491; aux_mae_loss_4: 4.51917913085536; cnt_loss: 34.97659454847637; 2025-05-16 01:53:05,530 - INFO - Evaluation: Curr mae: 85.8090; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 132.5281; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2335; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:53:05,530 - INFO - Epoch: 0693 / 1300 lr: 9.939e-05 2025-05-16 01:53:21,270 - INFO - Training: cls_zice: 126.06402005647358; reg_zipnll: 266.6408984535619; aux_mae_loss_1: 210.73630844919305; aux_mae_loss_2: 29.894857105455902; aux_mae_loss_4: 4.942877418116519; cnt_loss: 42.61160145307842; 2025-05-16 01:53:21,271 - INFO - Evaluation: Curr mae: 85.7192; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 139.6732; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2186; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:53:21,271 - INFO - Epoch: 0694 / 1300 lr: 9.935e-05 2025-05-16 01:53:31,448 - INFO - Training: cls_zice: 115.0621183294999; reg_zipnll: 262.546897285863; aux_mae_loss_1: 200.1600281564813; aux_mae_loss_2: 27.749883501153242; aux_mae_loss_4: 4.485235985956694; cnt_loss: 36.27429096322311; 2025-05-16 01:53:31,451 - INFO - Evaluation: Curr mae: 93.1705; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 137.6887; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2548; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:53:31,452 - INFO - Epoch: 0695 / 1300 lr: 9.931e-05 2025-05-16 01:53:41,655 - INFO - Training: cls_zice: 113.19316813820286; reg_zipnll: 255.28835105895996; aux_mae_loss_1: 199.90436875192742; aux_mae_loss_2: 27.72770761188708; aux_mae_loss_4: 4.378122549307974; cnt_loss: 31.10493181881152; 2025-05-16 01:53:41,656 - INFO - Evaluation: Curr mae: 84.5615; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 132.7947; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2046; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:53:41,656 - INFO - Epoch: 0696 / 1300 lr: 9.927e-05 2025-05-16 01:53:51,764 - INFO - Training: cls_zice: 113.96548321372585; reg_zipnll: 253.56023949070982; aux_mae_loss_1: 200.08347681949013; aux_mae_loss_2: 28.35360100394801; aux_mae_loss_4: 4.614650349867971; cnt_loss: 39.49196956032201; 2025-05-16 01:53:51,765 - INFO - Evaluation: Curr mae: 83.3568; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 128.5798; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2114; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:53:51,765 - INFO - Epoch: 0697 / 1300 lr: 9.923e-05 2025-05-16 01:54:01,868 - INFO - Training: cls_zice: 107.0543650075009; reg_zipnll: 271.8481164229544; aux_mae_loss_1: 197.37902751721833; aux_mae_loss_2: 26.96442413330078; aux_mae_loss_4: 4.220316039888482; cnt_loss: 32.87175665403667; 2025-05-16 01:54:01,869 - INFO - Evaluation: Curr mae: 86.0736; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 135.3583; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2118; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:54:01,870 - INFO - Epoch: 0698 / 1300 lr: 9.919e-05 2025-05-16 01:54:11,986 - INFO - Training: cls_zice: 115.87505390769557; reg_zipnll: 268.0142966822574; aux_mae_loss_1: 200.7905432048597; aux_mae_loss_2: 27.647059691579717; aux_mae_loss_4: 4.356263242269817; cnt_loss: 33.10409902271471; 2025-05-16 01:54:11,987 - INFO - Evaluation: Curr mae: 110.5149; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 163.5233; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.3116; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:54:11,987 - INFO - Epoch: 0699 / 1300 lr: 9.914e-05 2025-05-16 01:54:22,142 - INFO - Training: cls_zice: 117.27917299772564; reg_zipnll: 266.4350495589407; aux_mae_loss_1: 199.70377871864721; aux_mae_loss_2: 28.091387899298418; aux_mae_loss_4: 4.504235261364987; cnt_loss: 34.54973419089066; 2025-05-16 01:54:22,144 - INFO - Evaluation: Curr mae: 81.1332; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 122.6629; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2085; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:54:22,144 - INFO - Epoch: 0700 / 1300 lr: 9.910e-05 2025-05-16 01:54:32,442 - INFO - Training: cls_zice: 117.28484218998959; reg_zipnll: 257.08716342323703; aux_mae_loss_1: 202.32845788252982; aux_mae_loss_2: 28.100641752544202; aux_mae_loss_4: 4.568114770086188; cnt_loss: 38.15374379408987; 2025-05-16 01:54:32,443 - INFO - Evaluation: Curr mae: 90.8615; Best mae: 74.9237; 75.1772; 77.8590; 78.1912; 78.1914; Curr rmse: 142.9921; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2508; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:54:32,621 - INFO - Epoch: 0701 / 1300 lr: 9.905e-05 2025-05-16 01:54:42,772 - INFO - Training: cls_zice: 111.65202421891063; reg_zipnll: 251.8023070285195; aux_mae_loss_1: 198.12380740517065; aux_mae_loss_2: 27.388041646857012; aux_mae_loss_4: 4.310040473937988; cnt_loss: 33.35759165412501; 2025-05-16 01:54:42,833 - INFO - Evaluation: Curr mae: 77.5337; Best mae: 74.9237; 75.1772; 77.5337; 77.8590; 78.1912; Curr rmse: 123.8941; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2149; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:54:42,833 - INFO - Epoch: 0702 / 1300 lr: 9.900e-05 2025-05-16 01:54:52,883 - INFO - Training: cls_zice: 118.82828913236919; reg_zipnll: 265.29530073467055; aux_mae_loss_1: 201.7958843833522; aux_mae_loss_2: 27.98846942500064; aux_mae_loss_4: 4.55595958860297; cnt_loss: 36.70296541013216; 2025-05-16 01:54:52,884 - INFO - Evaluation: Curr mae: 79.1817; Best mae: 74.9237; 75.1772; 77.5337; 77.8590; 78.1912; Curr rmse: 122.5081; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2065; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:54:52,884 - INFO - Epoch: 0703 / 1300 lr: 9.895e-05 2025-05-16 01:55:03,418 - INFO - Training: cls_zice: 115.95645799134907; reg_zipnll: 270.0535697937012; aux_mae_loss_1: 200.87932345741675; aux_mae_loss_2: 27.321367665341025; aux_mae_loss_4: 4.1500183532112525; cnt_loss: 30.051458634828265; 2025-05-16 01:55:03,420 - INFO - Evaluation: Curr mae: 85.6874; Best mae: 74.9237; 75.1772; 77.5337; 77.8590; 78.1912; Curr rmse: 127.9089; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.1981; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:55:03,420 - INFO - Epoch: 0704 / 1300 lr: 9.890e-05 2025-05-16 01:55:13,486 - INFO - Training: cls_zice: 116.16508353383918; reg_zipnll: 265.18547138414885; aux_mae_loss_1: 203.5088442752236; aux_mae_loss_2: 27.934739715174626; aux_mae_loss_4: 4.360496088078148; cnt_loss: 30.50930707078231; 2025-05-16 01:55:13,488 - INFO - Evaluation: Curr mae: 91.1285; Best mae: 74.9237; 75.1772; 77.5337; 77.8590; 78.1912; Curr rmse: 129.0624; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2513; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:55:13,488 - INFO - Epoch: 0705 / 1300 lr: 9.885e-05 2025-05-16 01:55:25,095 - INFO - Training: cls_zice: 119.57424846448396; reg_zipnll: 261.6783529582776; aux_mae_loss_1: 201.1973059804816; aux_mae_loss_2: 27.511520937869424; aux_mae_loss_4: 4.288184843565288; cnt_loss: 32.10193501020733; 2025-05-16 01:55:25,096 - INFO - Evaluation: Curr mae: 101.3149; Best mae: 74.9237; 75.1772; 77.5337; 77.8590; 78.1912; Curr rmse: 151.7687; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2774; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:55:25,096 - INFO - Epoch: 0706 / 1300 lr: 9.880e-05 2025-05-16 01:55:35,365 - INFO - Training: cls_zice: 119.11163008840461; reg_zipnll: 269.178023488898; aux_mae_loss_1: 202.50299955669203; aux_mae_loss_2: 27.45598938590602; aux_mae_loss_4: 4.270298719406128; cnt_loss: 30.81043798045108; 2025-05-16 01:55:35,366 - INFO - Evaluation: Curr mae: 80.6055; Best mae: 74.9237; 75.1772; 77.5337; 77.8590; 78.1912; Curr rmse: 119.9667; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2303; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:55:35,366 - INFO - Epoch: 0707 / 1300 lr: 9.874e-05 2025-05-16 01:55:45,500 - INFO - Training: cls_zice: 116.24726817482396; reg_zipnll: 269.2151589644583; aux_mae_loss_1: 200.03153469688013; aux_mae_loss_2: 27.404684317739385; aux_mae_loss_4: 4.3143730728249805; cnt_loss: 31.55636315596731; 2025-05-16 01:55:45,501 - INFO - Evaluation: Curr mae: 90.1346; Best mae: 74.9237; 75.1772; 77.5337; 77.8590; 78.1912; Curr rmse: 133.6808; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2397; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:55:45,501 - INFO - Epoch: 0708 / 1300 lr: 9.869e-05 2025-05-16 01:55:55,720 - INFO - Training: cls_zice: 111.83325034693668; reg_zipnll: 254.14507263585142; aux_mae_loss_1: 196.0248041654888; aux_mae_loss_2: 27.17100685521176; aux_mae_loss_4: 4.271736069729454; cnt_loss: 32.499024190400775; 2025-05-16 01:55:55,721 - INFO - Evaluation: Curr mae: 89.1370; Best mae: 74.9237; 75.1772; 77.5337; 77.8590; 78.1912; Curr rmse: 130.0785; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2495; Best nae: 0.1797; 0.1820; 0.1832; 0.1879; 0.1904; 2025-05-16 01:55:55,721 - INFO - Epoch: 0709 / 1300 lr: 9.863e-05 2025-05-16 01:56:05,791 - INFO - Training: cls_zice: 115.02500559154309; reg_zipnll: 261.20525179411237; aux_mae_loss_1: 200.51658630371094; aux_mae_loss_2: 27.606460596385755; aux_mae_loss_4: 4.391460537910461; cnt_loss: 30.535963673340646; 2025-05-16 01:56:05,854 - INFO - Evaluation: Curr mae: 78.5070; Best mae: 74.9237; 75.1772; 77.5337; 77.8590; 78.1912; Curr rmse: 122.1219; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.1813; Best nae: 0.1797; 0.1813; 0.1820; 0.1832; 0.1879; 2025-05-16 01:56:05,854 - INFO - Epoch: 0710 / 1300 lr: 9.858e-05 2025-05-16 01:56:16,035 - INFO - Training: cls_zice: 115.60304099635074; reg_zipnll: 243.82280952052065; aux_mae_loss_1: 196.60608833714537; aux_mae_loss_2: 27.42496279666298; aux_mae_loss_4: 4.4009105155342505; cnt_loss: 33.44143237565693; 2025-05-16 01:56:16,036 - INFO - Evaluation: Curr mae: 85.5717; Best mae: 74.9237; 75.1772; 77.5337; 77.8590; 78.1912; Curr rmse: 137.4064; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2172; Best nae: 0.1797; 0.1813; 0.1820; 0.1832; 0.1879; 2025-05-16 01:56:16,036 - INFO - Epoch: 0711 / 1300 lr: 9.852e-05 2025-05-16 01:56:28,407 - INFO - Training: cls_zice: 117.80985440705952; reg_zipnll: 251.40968232405814; aux_mae_loss_1: 203.15480643824526; aux_mae_loss_2: 28.33337236705579; aux_mae_loss_4: 4.5389824791958455; cnt_loss: 37.380339070370326; 2025-05-16 01:56:28,442 - INFO - Evaluation: Curr mae: 82.1728; Best mae: 74.9237; 75.1772; 77.5337; 77.8590; 78.1912; Curr rmse: 121.6814; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2179; Best nae: 0.1797; 0.1813; 0.1820; 0.1832; 0.1879; 2025-05-16 01:56:28,442 - INFO - Epoch: 0712 / 1300 lr: 9.846e-05 2025-05-16 01:56:39,656 - INFO - Training: cls_zice: 125.91914779261539; reg_zipnll: 252.04261980558695; aux_mae_loss_1: 204.39637415032638; aux_mae_loss_2: 28.49960758811549; aux_mae_loss_4: 4.560884795690837; cnt_loss: 36.18713353809557; 2025-05-16 01:56:39,657 - INFO - Evaluation: Curr mae: 87.0021; Best mae: 74.9237; 75.1772; 77.5337; 77.8590; 78.1912; Curr rmse: 137.4407; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2534; Best nae: 0.1797; 0.1813; 0.1820; 0.1832; 0.1879; 2025-05-16 01:56:39,658 - INFO - Epoch: 0713 / 1300 lr: 9.840e-05 2025-05-16 01:56:49,847 - INFO - Training: cls_zice: 117.16093304282741; reg_zipnll: 248.9002496819747; aux_mae_loss_1: 197.23613538240133; aux_mae_loss_2: 28.022985483470716; aux_mae_loss_4: 4.556163480407314; cnt_loss: 39.844726236243; 2025-05-16 01:56:49,848 - INFO - Evaluation: Curr mae: 80.4604; Best mae: 74.9237; 75.1772; 77.5337; 77.8590; 78.1912; Curr rmse: 131.1325; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.1886; Best nae: 0.1797; 0.1813; 0.1820; 0.1832; 0.1879; 2025-05-16 01:56:49,848 - INFO - Epoch: 0714 / 1300 lr: 9.833e-05 2025-05-16 01:57:00,041 - INFO - Training: cls_zice: 115.3751267884907; reg_zipnll: 267.9507777565404; aux_mae_loss_1: 199.83739772595857; aux_mae_loss_2: 27.555368624235456; aux_mae_loss_4: 4.294199786688152; cnt_loss: 31.962630297008314; 2025-05-16 01:57:00,042 - INFO - Evaluation: Curr mae: 90.4447; Best mae: 74.9237; 75.1772; 77.5337; 77.8590; 78.1912; Curr rmse: 134.7348; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2333; Best nae: 0.1797; 0.1813; 0.1820; 0.1832; 0.1879; 2025-05-16 01:57:00,042 - INFO - Epoch: 0715 / 1300 lr: 9.827e-05 2025-05-16 01:57:10,223 - INFO - Training: cls_zice: 115.71704723960475; reg_zipnll: 266.0507559525339; aux_mae_loss_1: 201.72730214972245; aux_mae_loss_2: 28.18668616445441; aux_mae_loss_4: 4.494552976206729; cnt_loss: 36.41429228531687; 2025-05-16 01:57:10,224 - INFO - Evaluation: Curr mae: 84.6897; Best mae: 74.9237; 75.1772; 77.5337; 77.8590; 78.1912; Curr rmse: 130.2604; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2154; Best nae: 0.1797; 0.1813; 0.1820; 0.1832; 0.1879; 2025-05-16 01:57:10,224 - INFO - Epoch: 0716 / 1300 lr: 9.821e-05 2025-05-16 01:57:20,418 - INFO - Training: cls_zice: 116.21901090521561; reg_zipnll: 259.86478695116546; aux_mae_loss_1: 200.4738359953228; aux_mae_loss_2: 27.825404669109144; aux_mae_loss_4: 4.440373458360371; cnt_loss: 33.9328492064225; 2025-05-16 01:57:20,419 - INFO - Evaluation: Curr mae: 91.0313; Best mae: 74.9237; 75.1772; 77.5337; 77.8590; 78.1912; Curr rmse: 134.5925; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2590; Best nae: 0.1797; 0.1813; 0.1820; 0.1832; 0.1879; 2025-05-16 01:57:20,419 - INFO - Epoch: 0717 / 1300 lr: 9.814e-05 2025-05-16 01:57:32,931 - INFO - Training: cls_zice: 118.63339564674779; reg_zipnll: 265.94849636680203; aux_mae_loss_1: 201.89734790199682; aux_mae_loss_2: 27.950570909600508; aux_mae_loss_4: 4.466059590640821; cnt_loss: 34.438442983125384; 2025-05-16 01:57:33,054 - INFO - Evaluation: Curr mae: 74.9146; Best mae: 74.9146; 74.9237; 75.1772; 77.5337; 77.8590; Curr rmse: 127.0932; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.1669; Best nae: 0.1669; 0.1797; 0.1813; 0.1820; 0.1832; 2025-05-16 01:57:33,054 - INFO - Epoch: 0718 / 1300 lr: 9.808e-05 2025-05-16 01:57:43,123 - INFO - Training: cls_zice: 112.36769033733167; reg_zipnll: 258.1112192053544; aux_mae_loss_1: 198.96198754561576; aux_mae_loss_2: 27.42056289472078; aux_mae_loss_4: 4.321894357078953; cnt_loss: 31.28241767381367; 2025-05-16 01:57:43,124 - INFO - Evaluation: Curr mae: 90.1602; Best mae: 74.9146; 74.9237; 75.1772; 77.5337; 77.8590; Curr rmse: 133.2135; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2228; Best nae: 0.1669; 0.1797; 0.1813; 0.1820; 0.1832; 2025-05-16 01:57:43,124 - INFO - Epoch: 0719 / 1300 lr: 9.801e-05 2025-05-16 01:57:53,183 - INFO - Training: cls_zice: 114.18242236187584; reg_zipnll: 258.356571097123; aux_mae_loss_1: 194.73392125179893; aux_mae_loss_2: 26.88363938582571; aux_mae_loss_4: 4.251071170756691; cnt_loss: 32.782604593979684; 2025-05-16 01:57:53,184 - INFO - Evaluation: Curr mae: 90.4062; Best mae: 74.9146; 74.9237; 75.1772; 77.5337; 77.8590; Curr rmse: 127.6357; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2438; Best nae: 0.1669; 0.1797; 0.1813; 0.1820; 0.1832; 2025-05-16 01:57:53,184 - INFO - Epoch: 0720 / 1300 lr: 9.794e-05 2025-05-16 01:58:03,524 - INFO - Training: cls_zice: 118.87781474464818; reg_zipnll: 253.65934994346216; aux_mae_loss_1: 197.1951466610557; aux_mae_loss_2: 26.982131556460732; aux_mae_loss_4: 4.199388077384548; cnt_loss: 29.469749576167057; 2025-05-16 01:58:03,525 - INFO - Evaluation: Curr mae: 102.9888; Best mae: 74.9146; 74.9237; 75.1772; 77.5337; 77.8590; Curr rmse: 150.7624; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2540; Best nae: 0.1669; 0.1797; 0.1813; 0.1820; 0.1832; 2025-05-16 01:58:03,525 - INFO - Epoch: 0721 / 1300 lr: 9.787e-05 2025-05-16 01:58:13,580 - INFO - Training: cls_zice: 111.62533248098273; reg_zipnll: 260.2347605855841; aux_mae_loss_1: 198.93049099570825; aux_mae_loss_2: 27.393858759026777; aux_mae_loss_4: 4.348183500139337; cnt_loss: 32.521421106238115; 2025-05-16 01:58:13,581 - INFO - Evaluation: Curr mae: 81.8553; Best mae: 74.9146; 74.9237; 75.1772; 77.5337; 77.8590; Curr rmse: 125.8141; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2035; Best nae: 0.1669; 0.1797; 0.1813; 0.1820; 0.1832; 2025-05-16 01:58:13,581 - INFO - Epoch: 0722 / 1300 lr: 9.780e-05 2025-05-16 01:58:23,796 - INFO - Training: cls_zice: 118.54289634604203; reg_zipnll: 253.88880057083932; aux_mae_loss_1: 198.87756387810958; aux_mae_loss_2: 27.70216384686922; aux_mae_loss_4: 4.4761817706258675; cnt_loss: 35.510761311179714; 2025-05-16 01:58:23,797 - INFO - Evaluation: Curr mae: 82.8191; Best mae: 74.9146; 74.9237; 75.1772; 77.5337; 77.8590; Curr rmse: 129.0850; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2084; Best nae: 0.1669; 0.1797; 0.1813; 0.1820; 0.1832; 2025-05-16 01:58:23,798 - INFO - Epoch: 0723 / 1300 lr: 9.773e-05 2025-05-16 01:58:35,747 - INFO - Training: cls_zice: 111.89206314086914; reg_zipnll: 253.22942633377878; aux_mae_loss_1: 193.7088751541941; aux_mae_loss_2: 26.708673025432386; aux_mae_loss_4: 4.088019885514912; cnt_loss: 25.70955871280871; 2025-05-16 01:58:35,748 - INFO - Evaluation: Curr mae: 91.8843; Best mae: 74.9146; 74.9237; 75.1772; 77.5337; 77.8590; Curr rmse: 133.5550; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2437; Best nae: 0.1669; 0.1797; 0.1813; 0.1820; 0.1832; 2025-05-16 01:58:35,748 - INFO - Epoch: 0724 / 1300 lr: 9.765e-05 2025-05-16 01:58:45,950 - INFO - Training: cls_zice: 118.76008716382478; reg_zipnll: 250.51719866300883; aux_mae_loss_1: 200.6848528008712; aux_mae_loss_2: 28.06095559973466; aux_mae_loss_4: 4.485224623429148; cnt_loss: 37.47036371733013; 2025-05-16 01:58:45,951 - INFO - Evaluation: Curr mae: 80.7024; Best mae: 74.9146; 74.9237; 75.1772; 77.5337; 77.8590; Curr rmse: 123.6103; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2100; Best nae: 0.1669; 0.1797; 0.1813; 0.1820; 0.1832; 2025-05-16 01:58:45,951 - INFO - Epoch: 0725 / 1300 lr: 9.758e-05 2025-05-16 01:58:56,185 - INFO - Training: cls_zice: 107.97767548812062; reg_zipnll: 263.922542772795; aux_mae_loss_1: 187.07218953182823; aux_mae_loss_2: 26.1078832525956; aux_mae_loss_4: 4.175660889399679; cnt_loss: 33.702373692863866; 2025-05-16 01:58:56,186 - INFO - Evaluation: Curr mae: 79.4261; Best mae: 74.9146; 74.9237; 75.1772; 77.5337; 77.8590; Curr rmse: 129.2985; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2086; Best nae: 0.1669; 0.1797; 0.1813; 0.1820; 0.1832; 2025-05-16 01:58:56,186 - INFO - Epoch: 0726 / 1300 lr: 9.750e-05 2025-05-16 01:59:06,563 - INFO - Training: cls_zice: 113.78320834511204; reg_zipnll: 267.3198244195235; aux_mae_loss_1: 202.4772126047235; aux_mae_loss_2: 27.950805312708805; aux_mae_loss_4: 4.401919873137223; cnt_loss: 32.304048211951006; 2025-05-16 01:59:06,564 - INFO - Evaluation: Curr mae: 89.8283; Best mae: 74.9146; 74.9237; 75.1772; 77.5337; 77.8590; Curr rmse: 130.0599; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2419; Best nae: 0.1669; 0.1797; 0.1813; 0.1820; 0.1832; 2025-05-16 01:59:06,565 - INFO - Epoch: 0727 / 1300 lr: 9.742e-05 2025-05-16 01:59:17,153 - INFO - Training: cls_zice: 112.26826276277241; reg_zipnll: 255.58770832262542; aux_mae_loss_1: 199.92265219437448; aux_mae_loss_2: 27.49803588264867; aux_mae_loss_4: 4.235546908880535; cnt_loss: 29.867299707312334; 2025-05-16 01:59:17,154 - INFO - Evaluation: Curr mae: 92.8783; Best mae: 74.9146; 74.9237; 75.1772; 77.5337; 77.8590; Curr rmse: 139.0740; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2496; Best nae: 0.1669; 0.1797; 0.1813; 0.1820; 0.1832; 2025-05-16 01:59:17,154 - INFO - Epoch: 0728 / 1300 lr: 9.735e-05 2025-05-16 01:59:27,670 - INFO - Training: cls_zice: 114.16107278121144; reg_zipnll: 253.03514862060547; aux_mae_loss_1: 193.63873752794768; aux_mae_loss_2: 26.862462947243138; aux_mae_loss_4: 4.192046039982846; cnt_loss: 30.9962602163616; 2025-05-16 01:59:27,704 - INFO - Evaluation: Curr mae: 77.8810; Best mae: 74.9146; 74.9237; 75.1772; 77.5337; 77.8590; Curr rmse: 126.7503; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.1886; Best nae: 0.1669; 0.1797; 0.1813; 0.1820; 0.1832; 2025-05-16 01:59:27,704 - INFO - Epoch: 0729 / 1300 lr: 9.727e-05 2025-05-16 01:59:41,283 - INFO - Training: cls_zice: 113.12975015138325; reg_zipnll: 251.56517470510383; aux_mae_loss_1: 193.26599141171104; aux_mae_loss_2: 26.94822793257864; aux_mae_loss_4: 4.223251330225091; cnt_loss: 31.5943519441705; 2025-05-16 01:59:41,284 - INFO - Evaluation: Curr mae: 99.9193; Best mae: 74.9146; 74.9237; 75.1772; 77.5337; 77.8590; Curr rmse: 141.0709; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2866; Best nae: 0.1669; 0.1797; 0.1813; 0.1820; 0.1832; 2025-05-16 01:59:41,284 - INFO - Epoch: 0730 / 1300 lr: 9.719e-05 2025-05-16 01:59:51,346 - INFO - Training: cls_zice: 109.26958555924266; reg_zipnll: 265.4405810707494; aux_mae_loss_1: 192.91517137226305; aux_mae_loss_2: 26.6388968417519; aux_mae_loss_4: 4.149338044618306; cnt_loss: 28.28466134322317; 2025-05-16 01:59:51,408 - INFO - Evaluation: Curr mae: 77.7812; Best mae: 74.9146; 74.9237; 75.1772; 77.5337; 77.7812; Curr rmse: 118.2928; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2033; Best nae: 0.1669; 0.1797; 0.1813; 0.1820; 0.1832; 2025-05-16 01:59:51,408 - INFO - Epoch: 0731 / 1300 lr: 9.711e-05 2025-05-16 02:00:01,555 - INFO - Training: cls_zice: 122.8411710638749; reg_zipnll: 255.73024689523797; aux_mae_loss_1: 198.13557594700865; aux_mae_loss_2: 27.26304144608347; aux_mae_loss_4: 4.261768209306817; cnt_loss: 29.838642396424945; 2025-05-16 02:00:01,616 - INFO - Evaluation: Curr mae: 75.6869; Best mae: 74.9146; 74.9237; 75.1772; 75.6869; 77.5337; Curr rmse: 118.5953; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.1970; Best nae: 0.1669; 0.1797; 0.1813; 0.1820; 0.1832; 2025-05-16 02:00:01,617 - INFO - Epoch: 0732 / 1300 lr: 9.702e-05 2025-05-16 02:00:13,331 - INFO - Training: cls_zice: 123.40130926433362; reg_zipnll: 252.01053117450914; aux_mae_loss_1: 204.21535813181023; aux_mae_loss_2: 28.606808863188093; aux_mae_loss_4: 4.595226118439122; cnt_loss: 35.87332810853657; 2025-05-16 02:00:13,333 - INFO - Evaluation: Curr mae: 79.7270; Best mae: 74.9146; 74.9237; 75.1772; 75.6869; 77.5337; Curr rmse: 131.5600; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.1930; Best nae: 0.1669; 0.1797; 0.1813; 0.1820; 0.1832; 2025-05-16 02:00:13,333 - INFO - Epoch: 0733 / 1300 lr: 9.694e-05 2025-05-16 02:00:25,049 - INFO - Training: cls_zice: 120.11240647968494; reg_zipnll: 260.44869473105985; aux_mae_loss_1: 199.88514508699117; aux_mae_loss_2: 27.689318556534616; aux_mae_loss_4: 4.317961008925187; cnt_loss: 29.884831152464216; 2025-05-16 02:00:25,050 - INFO - Evaluation: Curr mae: 82.4749; Best mae: 74.9146; 74.9237; 75.1772; 75.6869; 77.5337; Curr rmse: 129.5606; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2119; Best nae: 0.1669; 0.1797; 0.1813; 0.1820; 0.1832; 2025-05-16 02:00:25,050 - INFO - Epoch: 0734 / 1300 lr: 9.686e-05 2025-05-16 02:00:35,208 - INFO - Training: cls_zice: 112.97580262234337; reg_zipnll: 278.81487806219803; aux_mae_loss_1: 198.73302740799753; aux_mae_loss_2: 26.7410754153603; aux_mae_loss_4: 4.116881157222547; cnt_loss: 25.854207164362858; 2025-05-16 02:00:35,209 - INFO - Evaluation: Curr mae: 93.7860; Best mae: 74.9146; 74.9237; 75.1772; 75.6869; 77.5337; Curr rmse: 144.0351; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2660; Best nae: 0.1669; 0.1797; 0.1813; 0.1820; 0.1832; 2025-05-16 02:00:35,210 - INFO - Epoch: 0735 / 1300 lr: 9.677e-05 2025-05-16 02:00:45,355 - INFO - Training: cls_zice: 111.4389961142289; reg_zipnll: 264.2057700910066; aux_mae_loss_1: 193.4947266829641; aux_mae_loss_2: 26.518256839952972; aux_mae_loss_4: 4.153439910788285; cnt_loss: 30.041081880268298; 2025-05-16 02:00:45,356 - INFO - Evaluation: Curr mae: 88.1447; Best mae: 74.9146; 74.9237; 75.1772; 75.6869; 77.5337; Curr rmse: 137.4355; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2237; Best nae: 0.1669; 0.1797; 0.1813; 0.1820; 0.1832; 2025-05-16 02:00:45,357 - INFO - Epoch: 0736 / 1300 lr: 9.668e-05 2025-05-16 02:00:55,454 - INFO - Training: cls_zice: 122.3331577903346; reg_zipnll: 250.84199343229594; aux_mae_loss_1: 199.10312311272872; aux_mae_loss_2: 27.464591026306152; aux_mae_loss_4: 4.215402791374608; cnt_loss: 28.411213372883044; 2025-05-16 02:00:55,455 - INFO - Evaluation: Curr mae: 81.2507; Best mae: 74.9146; 74.9237; 75.1772; 75.6869; 77.5337; Curr rmse: 118.2289; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2350; Best nae: 0.1669; 0.1797; 0.1813; 0.1820; 0.1832; 2025-05-16 02:00:55,455 - INFO - Epoch: 0737 / 1300 lr: 9.660e-05 2025-05-16 02:01:05,650 - INFO - Training: cls_zice: 110.02322979977257; reg_zipnll: 271.5986444573653; aux_mae_loss_1: 193.9794195074784; aux_mae_loss_2: 26.441536501834268; aux_mae_loss_4: 4.105578353530483; cnt_loss: 28.17752802999396; 2025-05-16 02:01:05,787 - INFO - Evaluation: Curr mae: 73.8734; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.6869; Curr rmse: 119.5815; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.1783; Best nae: 0.1669; 0.1783; 0.1797; 0.1813; 0.1820; 2025-05-16 02:01:05,787 - INFO - Epoch: 0738 / 1300 lr: 9.651e-05 2025-05-16 02:01:15,923 - INFO - Training: cls_zice: 118.42929448579487; reg_zipnll: 263.394312005294; aux_mae_loss_1: 199.95938270970396; aux_mae_loss_2: 27.608455105831748; aux_mae_loss_4: 4.368057633701124; cnt_loss: 31.956297573290374; 2025-05-16 02:01:15,924 - INFO - Evaluation: Curr mae: 86.1465; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.6869; Curr rmse: 131.2400; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2202; Best nae: 0.1669; 0.1783; 0.1797; 0.1813; 0.1820; 2025-05-16 02:01:15,924 - INFO - Epoch: 0739 / 1300 lr: 9.642e-05 2025-05-16 02:01:25,950 - INFO - Training: cls_zice: 114.31195981878983; reg_zipnll: 251.91509206671464; aux_mae_loss_1: 194.56700897216797; aux_mae_loss_2: 27.14938565304405; aux_mae_loss_4: 4.310486536276968; cnt_loss: 32.938610779611686; 2025-05-16 02:01:25,952 - INFO - Evaluation: Curr mae: 90.3009; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.6869; Curr rmse: 126.3953; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2675; Best nae: 0.1669; 0.1783; 0.1797; 0.1813; 0.1820; 2025-05-16 02:01:25,952 - INFO - Epoch: 0740 / 1300 lr: 9.632e-05 2025-05-16 02:01:36,189 - INFO - Training: cls_zice: 107.6594188087865; reg_zipnll: 269.3832983719675; aux_mae_loss_1: 193.98818287096526; aux_mae_loss_2: 26.890427840383428; aux_mae_loss_4: 4.243777381746392; cnt_loss: 31.83474646116558; 2025-05-16 02:01:36,190 - INFO - Evaluation: Curr mae: 97.5503; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.6869; Curr rmse: 138.1426; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2915; Best nae: 0.1669; 0.1783; 0.1797; 0.1813; 0.1820; 2025-05-16 02:01:36,190 - INFO - Epoch: 0741 / 1300 lr: 9.623e-05 2025-05-16 02:01:46,301 - INFO - Training: cls_zice: 120.14613849238346; reg_zipnll: 263.61690230118603; aux_mae_loss_1: 197.5331587540476; aux_mae_loss_2: 27.389163770173724; aux_mae_loss_4: 4.366483744822051; cnt_loss: 33.47351222289236; 2025-05-16 02:01:46,302 - INFO - Evaluation: Curr mae: 94.3792; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.6869; Curr rmse: 130.6554; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2657; Best nae: 0.1669; 0.1783; 0.1797; 0.1813; 0.1820; 2025-05-16 02:01:46,302 - INFO - Epoch: 0742 / 1300 lr: 9.614e-05 2025-05-16 02:01:56,419 - INFO - Training: cls_zice: 118.63145918595164; reg_zipnll: 258.1336276405736; aux_mae_loss_1: 203.0587712338096; aux_mae_loss_2: 28.215581944114284; aux_mae_loss_4: 4.533459199102301; cnt_loss: 34.96047348725168; 2025-05-16 02:01:56,420 - INFO - Evaluation: Curr mae: 85.9551; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.6869; Curr rmse: 128.9710; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2230; Best nae: 0.1669; 0.1783; 0.1797; 0.1813; 0.1820; 2025-05-16 02:01:56,420 - INFO - Epoch: 0743 / 1300 lr: 9.604e-05 2025-05-16 02:02:06,711 - INFO - Training: cls_zice: 120.776559578745; reg_zipnll: 250.363524085597; aux_mae_loss_1: 199.4762460809005; aux_mae_loss_2: 27.13771498830695; aux_mae_loss_4: 4.198125456508837; cnt_loss: 31.0956099660773; 2025-05-16 02:02:06,711 - INFO - Evaluation: Curr mae: 81.8931; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.6869; Curr rmse: 127.6747; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2057; Best nae: 0.1669; 0.1783; 0.1797; 0.1813; 0.1820; 2025-05-16 02:02:06,712 - INFO - Epoch: 0744 / 1300 lr: 9.595e-05 2025-05-16 02:02:21,066 - INFO - Training: cls_zice: 115.23850365688926; reg_zipnll: 246.5894670988384; aux_mae_loss_1: 197.42561601337633; aux_mae_loss_2: 27.679963664004678; aux_mae_loss_4: 4.437480593982496; cnt_loss: 35.52175052542435; 2025-05-16 02:02:21,067 - INFO - Evaluation: Curr mae: 82.0457; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.6869; Curr rmse: 122.4703; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2096; Best nae: 0.1669; 0.1783; 0.1797; 0.1813; 0.1820; 2025-05-16 02:02:21,068 - INFO - Epoch: 0745 / 1300 lr: 9.585e-05 2025-05-16 02:02:31,174 - INFO - Training: cls_zice: 102.33928288911518; reg_zipnll: 269.3702003077457; aux_mae_loss_1: 187.7299844842208; aux_mae_loss_2: 26.136328446237666; aux_mae_loss_4: 4.070089428048385; cnt_loss: 29.902388723273027; 2025-05-16 02:02:31,175 - INFO - Evaluation: Curr mae: 77.3584; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.6869; Curr rmse: 121.2342; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.1863; Best nae: 0.1669; 0.1783; 0.1797; 0.1813; 0.1820; 2025-05-16 02:02:31,175 - INFO - Epoch: 0746 / 1300 lr: 9.575e-05 2025-05-16 02:02:41,391 - INFO - Training: cls_zice: 115.40413796274285; reg_zipnll: 248.49163978978208; aux_mae_loss_1: 195.8891726042095; aux_mae_loss_2: 26.787281789277728; aux_mae_loss_4: 4.124063636127271; cnt_loss: 25.084773515400133; 2025-05-16 02:02:41,392 - INFO - Evaluation: Curr mae: 79.1324; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.6869; Curr rmse: 119.5850; Best rmse: 115.3175; 115.5838; 116.1801; 116.5997; 117.1160; Curr nae: 0.2103; Best nae: 0.1669; 0.1783; 0.1797; 0.1813; 0.1820; 2025-05-16 02:02:41,393 - INFO - Epoch: 0747 / 1300 lr: 9.565e-05 2025-05-16 02:02:51,510 - INFO - Training: cls_zice: 108.69146146272358; reg_zipnll: 254.5374043113307; aux_mae_loss_1: 189.68152337325247; aux_mae_loss_2: 26.422829828764264; aux_mae_loss_4: 4.228185283510308; cnt_loss: 34.196315012480085; 2025-05-16 02:02:51,573 - INFO - Evaluation: Curr mae: 77.9639; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.6869; Curr rmse: 114.6232; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2224; Best nae: 0.1669; 0.1783; 0.1797; 0.1813; 0.1820; 2025-05-16 02:02:51,573 - INFO - Epoch: 0748 / 1300 lr: 9.555e-05 2025-05-16 02:03:01,607 - INFO - Training: cls_zice: 119.42738854257684; reg_zipnll: 275.76198939273235; aux_mae_loss_1: 202.13588393361945; aux_mae_loss_2: 27.931589628520765; aux_mae_loss_4: 4.365905266059072; cnt_loss: 32.70180210314299; 2025-05-16 02:03:01,608 - INFO - Evaluation: Curr mae: 76.3791; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.6869; Curr rmse: 118.8407; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2102; Best nae: 0.1669; 0.1783; 0.1797; 0.1813; 0.1820; 2025-05-16 02:03:01,608 - INFO - Epoch: 0749 / 1300 lr: 9.545e-05 2025-05-16 02:03:11,717 - INFO - Training: cls_zice: 118.043853157445; reg_zipnll: 267.8957631964433; aux_mae_loss_1: 195.75440135755036; aux_mae_loss_2: 26.80088640514173; aux_mae_loss_4: 4.143885995212354; cnt_loss: 29.520230619530928; 2025-05-16 02:03:11,718 - INFO - Evaluation: Curr mae: 84.6241; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.6869; Curr rmse: 123.5798; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2118; Best nae: 0.1669; 0.1783; 0.1797; 0.1813; 0.1820; 2025-05-16 02:03:11,718 - INFO - Epoch: 0750 / 1300 lr: 9.535e-05 2025-05-16 02:03:21,949 - INFO - Training: cls_zice: 111.68480150323165; reg_zipnll: 259.18762648733036; aux_mae_loss_1: 195.66658702649568; aux_mae_loss_2: 27.191682966131914; aux_mae_loss_4: 4.36523625725194; cnt_loss: 35.85380142613461; 2025-05-16 02:03:21,950 - INFO - Evaluation: Curr mae: 81.9754; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.6869; Curr rmse: 128.9085; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2387; Best nae: 0.1669; 0.1783; 0.1797; 0.1813; 0.1820; 2025-05-16 02:03:22,125 - INFO - Epoch: 0751 / 1300 lr: 9.525e-05 2025-05-16 02:03:32,302 - INFO - Training: cls_zice: 120.38651747452586; reg_zipnll: 254.75529158742805; aux_mae_loss_1: 196.48797205874794; aux_mae_loss_2: 27.60962862717478; aux_mae_loss_4: 4.420710676594784; cnt_loss: 35.12886704896626; 2025-05-16 02:03:32,304 - INFO - Evaluation: Curr mae: 80.6527; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.6869; Curr rmse: 122.1010; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2069; Best nae: 0.1669; 0.1783; 0.1797; 0.1813; 0.1820; 2025-05-16 02:03:32,304 - INFO - Epoch: 0752 / 1300 lr: 9.514e-05 2025-05-16 02:03:43,621 - INFO - Training: cls_zice: 118.75941301646985; reg_zipnll: 246.962118449964; aux_mae_loss_1: 198.1803755509226; aux_mae_loss_2: 27.695008729633532; aux_mae_loss_4: 4.3574925974795695; cnt_loss: 31.91841015062834; 2025-05-16 02:03:43,664 - INFO - Evaluation: Curr mae: 84.2850; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.6869; Curr rmse: 127.4080; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2117; Best nae: 0.1669; 0.1783; 0.1797; 0.1813; 0.1820; 2025-05-16 02:03:43,664 - INFO - Epoch: 0753 / 1300 lr: 9.504e-05 2025-05-16 02:03:55,803 - INFO - Training: cls_zice: 109.92222153513055; reg_zipnll: 255.80666511937193; aux_mae_loss_1: 194.45995170191713; aux_mae_loss_2: 26.712951308802555; aux_mae_loss_4: 4.173569020472075; cnt_loss: 30.984035843297054; 2025-05-16 02:03:55,804 - INFO - Evaluation: Curr mae: 85.2907; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.6869; Curr rmse: 126.2311; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2209; Best nae: 0.1669; 0.1783; 0.1797; 0.1813; 0.1820; 2025-05-16 02:03:55,804 - INFO - Epoch: 0754 / 1300 lr: 9.493e-05 2025-05-16 02:04:05,902 - INFO - Training: cls_zice: 120.80718863637824; reg_zipnll: 249.7803924962094; aux_mae_loss_1: 200.02706106085526; aux_mae_loss_2: 27.601336428993626; aux_mae_loss_4: 4.307025476505882; cnt_loss: 32.673844839397226; 2025-05-16 02:04:05,903 - INFO - Evaluation: Curr mae: 81.9156; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.6869; Curr rmse: 132.0195; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2301; Best nae: 0.1669; 0.1783; 0.1797; 0.1813; 0.1820; 2025-05-16 02:04:05,903 - INFO - Epoch: 0755 / 1300 lr: 9.482e-05 2025-05-16 02:04:16,091 - INFO - Training: cls_zice: 117.80322094967491; reg_zipnll: 265.5632045143529; aux_mae_loss_1: 197.95366989938836; aux_mae_loss_2: 27.270155505130166; aux_mae_loss_4: 4.263058737704628; cnt_loss: 31.823284299750078; 2025-05-16 02:04:16,092 - INFO - Evaluation: Curr mae: 97.4952; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.6869; Curr rmse: 145.9608; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2352; Best nae: 0.1669; 0.1783; 0.1797; 0.1813; 0.1820; 2025-05-16 02:04:16,092 - INFO - Epoch: 0756 / 1300 lr: 9.471e-05 2025-05-16 02:04:28,999 - INFO - Training: cls_zice: 111.4533644224468; reg_zipnll: 267.2147532011333; aux_mae_loss_1: 194.5167579650879; aux_mae_loss_2: 27.117978547748766; aux_mae_loss_4: 4.31938089822468; cnt_loss: 33.14674871846249; 2025-05-16 02:04:29,000 - INFO - Evaluation: Curr mae: 95.6260; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.6869; Curr rmse: 142.2602; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2983; Best nae: 0.1669; 0.1783; 0.1797; 0.1813; 0.1820; 2025-05-16 02:04:29,001 - INFO - Epoch: 0757 / 1300 lr: 9.460e-05 2025-05-16 02:04:38,954 - INFO - Training: cls_zice: 117.30658721923828; reg_zipnll: 253.7604143243087; aux_mae_loss_1: 197.20099800511412; aux_mae_loss_2: 27.141494098462555; aux_mae_loss_4: 4.199874388544183; cnt_loss: 26.330641570844147; 2025-05-16 02:04:38,955 - INFO - Evaluation: Curr mae: 92.1433; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.6869; Curr rmse: 131.0024; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2571; Best nae: 0.1669; 0.1783; 0.1797; 0.1813; 0.1820; 2025-05-16 02:04:38,955 - INFO - Epoch: 0758 / 1300 lr: 9.449e-05 2025-05-16 02:04:49,071 - INFO - Training: cls_zice: 115.84391021728516; reg_zipnll: 261.3304025750411; aux_mae_loss_1: 196.16151127062346; aux_mae_loss_2: 27.335091490494577; aux_mae_loss_4: 4.373668200091312; cnt_loss: 34.095942070609645; 2025-05-16 02:04:49,072 - INFO - Evaluation: Curr mae: 86.8259; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.6869; Curr rmse: 130.3470; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2208; Best nae: 0.1669; 0.1783; 0.1797; 0.1813; 0.1820; 2025-05-16 02:04:49,072 - INFO - Epoch: 0759 / 1300 lr: 9.438e-05 2025-05-16 02:04:59,158 - INFO - Training: cls_zice: 108.9567296379491; reg_zipnll: 252.53394809522126; aux_mae_loss_1: 195.5730034677606; aux_mae_loss_2: 27.66072930787739; aux_mae_loss_4: 4.5383135456787915; cnt_loss: 40.93465048388431; 2025-05-16 02:04:59,159 - INFO - Evaluation: Curr mae: 84.5929; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.6869; Curr rmse: 137.1737; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.1884; Best nae: 0.1669; 0.1783; 0.1797; 0.1813; 0.1820; 2025-05-16 02:04:59,159 - INFO - Epoch: 0760 / 1300 lr: 9.427e-05 2025-05-16 02:05:09,220 - INFO - Training: cls_zice: 114.78046623029206; reg_zipnll: 257.0991383602745; aux_mae_loss_1: 197.30290704024466; aux_mae_loss_2: 27.75414007588437; aux_mae_loss_4: 4.533733317726536; cnt_loss: 39.0941172148052; 2025-05-16 02:05:09,221 - INFO - Evaluation: Curr mae: 89.1302; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.6869; Curr rmse: 136.7763; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2403; Best nae: 0.1669; 0.1783; 0.1797; 0.1813; 0.1820; 2025-05-16 02:05:09,221 - INFO - Epoch: 0761 / 1300 lr: 9.416e-05 2025-05-16 02:05:19,419 - INFO - Training: cls_zice: 116.90645408630371; reg_zipnll: 258.3549909089741; aux_mae_loss_1: 197.4480946189479; aux_mae_loss_2: 27.677448523672002; aux_mae_loss_4: 4.4933142160114485; cnt_loss: 35.48762647729171; 2025-05-16 02:05:19,420 - INFO - Evaluation: Curr mae: 85.3537; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.6869; Curr rmse: 131.3708; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2001; Best nae: 0.1669; 0.1783; 0.1797; 0.1813; 0.1820; 2025-05-16 02:05:19,420 - INFO - Epoch: 0762 / 1300 lr: 9.404e-05 2025-05-16 02:05:29,626 - INFO - Training: cls_zice: 111.13740567157143; reg_zipnll: 230.85235354774878; aux_mae_loss_1: 190.72814901251542; aux_mae_loss_2: 26.197386591058027; aux_mae_loss_4: 4.01760933273717; cnt_loss: 28.017841740658408; 2025-05-16 02:05:29,627 - INFO - Evaluation: Curr mae: 96.2283; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.6869; Curr rmse: 137.6168; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2619; Best nae: 0.1669; 0.1783; 0.1797; 0.1813; 0.1820; 2025-05-16 02:05:29,627 - INFO - Epoch: 0763 / 1300 lr: 9.392e-05 2025-05-16 02:05:39,623 - INFO - Training: cls_zice: 114.02380772640831; reg_zipnll: 263.46254248368115; aux_mae_loss_1: 193.8409349541915; aux_mae_loss_2: 26.65732363650673; aux_mae_loss_4: 4.184979708571183; cnt_loss: 27.772713535710384; 2025-05-16 02:05:39,624 - INFO - Evaluation: Curr mae: 81.7666; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.6869; Curr rmse: 125.6227; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.1876; Best nae: 0.1669; 0.1783; 0.1797; 0.1813; 0.1820; 2025-05-16 02:05:39,624 - INFO - Epoch: 0764 / 1300 lr: 9.381e-05 2025-05-16 02:05:49,645 - INFO - Training: cls_zice: 111.89407017356471; reg_zipnll: 251.89369482743112; aux_mae_loss_1: 196.39913097180818; aux_mae_loss_2: 27.605050739489105; aux_mae_loss_4: 4.399520353267067; cnt_loss: 33.67252359892193; 2025-05-16 02:05:49,645 - INFO - Evaluation: Curr mae: 89.1087; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.6869; Curr rmse: 136.3705; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2275; Best nae: 0.1669; 0.1783; 0.1797; 0.1813; 0.1820; 2025-05-16 02:05:49,646 - INFO - Epoch: 0765 / 1300 lr: 9.369e-05 2025-05-16 02:05:59,809 - INFO - Training: cls_zice: 109.78381066573293; reg_zipnll: 261.89484485826995; aux_mae_loss_1: 192.91280525609068; aux_mae_loss_2: 26.813789568449323; aux_mae_loss_4: 4.1823313989137345; cnt_loss: 32.64981282384772; 2025-05-16 02:05:59,810 - INFO - Evaluation: Curr mae: 96.9131; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.6869; Curr rmse: 136.7248; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2627; Best nae: 0.1669; 0.1783; 0.1797; 0.1813; 0.1820; 2025-05-16 02:05:59,810 - INFO - Epoch: 0766 / 1300 lr: 9.357e-05 2025-05-16 02:06:09,842 - INFO - Training: cls_zice: 110.06805028413471; reg_zipnll: 244.04207631161339; aux_mae_loss_1: 193.36599410207648; aux_mae_loss_2: 26.94966371435868; aux_mae_loss_4: 4.241601617712724; cnt_loss: 33.68608555040861; 2025-05-16 02:06:09,843 - INFO - Evaluation: Curr mae: 83.6113; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.6869; Curr rmse: 135.0777; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2039; Best nae: 0.1669; 0.1783; 0.1797; 0.1813; 0.1820; 2025-05-16 02:06:09,843 - INFO - Epoch: 0767 / 1300 lr: 9.345e-05 2025-05-16 02:06:19,916 - INFO - Training: cls_zice: 112.7781508094386; reg_zipnll: 251.1326480664705; aux_mae_loss_1: 192.1541852449116; aux_mae_loss_2: 26.73629705529464; aux_mae_loss_4: 4.258853178275259; cnt_loss: 33.71665347249884; 2025-05-16 02:06:19,917 - INFO - Evaluation: Curr mae: 95.2141; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.6869; Curr rmse: 138.5598; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2238; Best nae: 0.1669; 0.1783; 0.1797; 0.1813; 0.1820; 2025-05-16 02:06:19,917 - INFO - Epoch: 0768 / 1300 lr: 9.333e-05 2025-05-16 02:06:30,047 - INFO - Training: cls_zice: 114.7820180591784; reg_zipnll: 259.76774346201046; aux_mae_loss_1: 198.180136028089; aux_mae_loss_2: 28.05709497552169; aux_mae_loss_4: 4.523589981229682; cnt_loss: 35.49604671879818; 2025-05-16 02:06:30,048 - INFO - Evaluation: Curr mae: 82.1861; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.6869; Curr rmse: 126.1197; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2025; Best nae: 0.1669; 0.1783; 0.1797; 0.1813; 0.1820; 2025-05-16 02:06:30,048 - INFO - Epoch: 0769 / 1300 lr: 9.321e-05 2025-05-16 02:06:40,100 - INFO - Training: cls_zice: 111.70135314841019; reg_zipnll: 261.91535638508043; aux_mae_loss_1: 196.2042928996839; aux_mae_loss_2: 27.29942371970729; aux_mae_loss_4: 4.3181641980221395; cnt_loss: 35.48916322306583; 2025-05-16 02:06:40,101 - INFO - Evaluation: Curr mae: 89.9123; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.6869; Curr rmse: 136.4144; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2566; Best nae: 0.1669; 0.1783; 0.1797; 0.1813; 0.1820; 2025-05-16 02:06:40,101 - INFO - Epoch: 0770 / 1300 lr: 9.308e-05 2025-05-16 02:06:53,996 - INFO - Training: cls_zice: 112.07201546116879; reg_zipnll: 259.5457201505962; aux_mae_loss_1: 195.32391538118063; aux_mae_loss_2: 27.223672766434518; aux_mae_loss_4: 4.286303796266255; cnt_loss: 33.67775893211365; 2025-05-16 02:06:53,997 - INFO - Evaluation: Curr mae: 85.6082; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.6869; Curr rmse: 129.4900; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2093; Best nae: 0.1669; 0.1783; 0.1797; 0.1813; 0.1820; 2025-05-16 02:06:53,997 - INFO - Epoch: 0771 / 1300 lr: 9.296e-05 2025-05-16 02:07:04,160 - INFO - Training: cls_zice: 111.18563360916941; reg_zipnll: 257.4333379645097; aux_mae_loss_1: 196.02165704024466; aux_mae_loss_2: 26.740453268352308; aux_mae_loss_4: 4.137007700769525; cnt_loss: 27.404725651991996; 2025-05-16 02:07:04,161 - INFO - Evaluation: Curr mae: 87.6235; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.6869; Curr rmse: 136.7230; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2195; Best nae: 0.1669; 0.1783; 0.1797; 0.1813; 0.1820; 2025-05-16 02:07:04,161 - INFO - Epoch: 0772 / 1300 lr: 9.283e-05 2025-05-16 02:07:14,390 - INFO - Training: cls_zice: 117.68105848211991; reg_zipnll: 252.6836973491468; aux_mae_loss_1: 194.47665525737563; aux_mae_loss_2: 26.718161884107086; aux_mae_loss_4: 4.154748941722669; cnt_loss: 30.968652624832956; 2025-05-16 02:07:14,391 - INFO - Evaluation: Curr mae: 79.9752; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.6869; Curr rmse: 122.8629; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2013; Best nae: 0.1669; 0.1783; 0.1797; 0.1813; 0.1820; 2025-05-16 02:07:14,391 - INFO - Epoch: 0773 / 1300 lr: 9.271e-05 2025-05-16 02:07:24,674 - INFO - Training: cls_zice: 119.62347695702; reg_zipnll: 248.87745044105932; aux_mae_loss_1: 196.974417636269; aux_mae_loss_2: 27.07023645702161; aux_mae_loss_4: 4.266504871217828; cnt_loss: 31.213979921842878; 2025-05-16 02:07:24,675 - INFO - Evaluation: Curr mae: 85.8910; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.6869; Curr rmse: 128.2917; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2285; Best nae: 0.1669; 0.1783; 0.1797; 0.1813; 0.1820; 2025-05-16 02:07:24,675 - INFO - Epoch: 0774 / 1300 lr: 9.258e-05 2025-05-16 02:07:34,709 - INFO - Training: cls_zice: 116.77700288672196; reg_zipnll: 257.03003662510923; aux_mae_loss_1: 197.33950745432; aux_mae_loss_2: 27.49819434316535; aux_mae_loss_4: 4.373950355931332; cnt_loss: 32.713113860080114; 2025-05-16 02:07:34,710 - INFO - Evaluation: Curr mae: 82.3111; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.6869; Curr rmse: 128.4849; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.1977; Best nae: 0.1669; 0.1783; 0.1797; 0.1813; 0.1820; 2025-05-16 02:07:34,710 - INFO - Epoch: 0775 / 1300 lr: 9.245e-05 2025-05-16 02:07:44,950 - INFO - Training: cls_zice: 111.27831687425312; reg_zipnll: 251.18004166452508; aux_mae_loss_1: 195.0015849063271; aux_mae_loss_2: 26.811837949250872; aux_mae_loss_4: 4.205870888735118; cnt_loss: 30.183543556614925; 2025-05-16 02:07:44,951 - INFO - Evaluation: Curr mae: 78.1460; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.6869; Curr rmse: 132.8323; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.1836; Best nae: 0.1669; 0.1783; 0.1797; 0.1813; 0.1820; 2025-05-16 02:07:44,951 - INFO - Epoch: 0776 / 1300 lr: 9.232e-05 2025-05-16 02:07:55,068 - INFO - Training: cls_zice: 109.4835084112067; reg_zipnll: 250.6626703362716; aux_mae_loss_1: 193.86953494423315; aux_mae_loss_2: 26.887610184518916; aux_mae_loss_4: 4.209699116255107; cnt_loss: 29.90958261489868; 2025-05-16 02:07:55,194 - INFO - Evaluation: Curr mae: 75.2201; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.2201; Curr rmse: 123.9820; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.1762; Best nae: 0.1669; 0.1762; 0.1783; 0.1797; 0.1813; 2025-05-16 02:07:55,194 - INFO - Epoch: 0777 / 1300 lr: 9.219e-05 2025-05-16 02:08:05,272 - INFO - Training: cls_zice: 116.36651209781044; reg_zipnll: 238.23491186844674; aux_mae_loss_1: 197.79702698557; aux_mae_loss_2: 27.720724657962197; aux_mae_loss_4: 4.432843202038815; cnt_loss: 35.45473077422694; 2025-05-16 02:08:05,273 - INFO - Evaluation: Curr mae: 79.9774; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.2201; Curr rmse: 126.3063; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.1820; Best nae: 0.1669; 0.1762; 0.1783; 0.1797; 0.1813; 2025-05-16 02:08:05,273 - INFO - Epoch: 0778 / 1300 lr: 9.206e-05 2025-05-16 02:08:15,495 - INFO - Training: cls_zice: 119.2089702204654; reg_zipnll: 257.93486946507505; aux_mae_loss_1: 200.0119050678454; aux_mae_loss_2: 28.264855836567126; aux_mae_loss_4: 4.5592278555819865; cnt_loss: 38.314517874466745; 2025-05-16 02:08:15,496 - INFO - Evaluation: Curr mae: 90.3637; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.2201; Curr rmse: 132.3670; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2243; Best nae: 0.1669; 0.1762; 0.1783; 0.1797; 0.1813; 2025-05-16 02:08:15,497 - INFO - Epoch: 0779 / 1300 lr: 9.193e-05 2025-05-16 02:08:25,646 - INFO - Training: cls_zice: 112.08413013659026; reg_zipnll: 253.742685819927; aux_mae_loss_1: 194.82004868356805; aux_mae_loss_2: 26.756883771795977; aux_mae_loss_4: 4.1346701258107235; cnt_loss: 29.598096144826787; 2025-05-16 02:08:25,647 - INFO - Evaluation: Curr mae: 78.5958; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.2201; Curr rmse: 118.2656; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.1997; Best nae: 0.1669; 0.1762; 0.1783; 0.1797; 0.1813; 2025-05-16 02:08:25,647 - INFO - Epoch: 0780 / 1300 lr: 9.179e-05 2025-05-16 02:08:35,802 - INFO - Training: cls_zice: 107.69794022409539; reg_zipnll: 252.761018652665; aux_mae_loss_1: 189.75668053877982; aux_mae_loss_2: 25.92551386983771; aux_mae_loss_4: 3.98373135767485; cnt_loss: 26.865219342081172; 2025-05-16 02:08:35,803 - INFO - Evaluation: Curr mae: 79.2911; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.2201; Curr rmse: 123.3747; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.1935; Best nae: 0.1669; 0.1762; 0.1783; 0.1797; 0.1813; 2025-05-16 02:08:35,804 - INFO - Epoch: 0781 / 1300 lr: 9.166e-05 2025-05-16 02:08:45,961 - INFO - Training: cls_zice: 110.5264862462094; reg_zipnll: 249.24497584292763; aux_mae_loss_1: 193.12358253880552; aux_mae_loss_2: 26.630498032820853; aux_mae_loss_4: 4.148379576833625; cnt_loss: 29.28857724290145; 2025-05-16 02:08:45,962 - INFO - Evaluation: Curr mae: 94.5708; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.2201; Curr rmse: 132.3225; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2484; Best nae: 0.1669; 0.1762; 0.1783; 0.1797; 0.1813; 2025-05-16 02:08:45,962 - INFO - Epoch: 0782 / 1300 lr: 9.152e-05 2025-05-16 02:08:56,093 - INFO - Training: cls_zice: 110.93254004026714; reg_zipnll: 243.85538924367805; aux_mae_loss_1: 191.11750191136412; aux_mae_loss_2: 25.93470593502647; aux_mae_loss_4: 3.9723764407007316; cnt_loss: 25.324992380644147; 2025-05-16 02:08:56,094 - INFO - Evaluation: Curr mae: 83.1280; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.2201; Curr rmse: 124.3736; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2268; Best nae: 0.1669; 0.1762; 0.1783; 0.1797; 0.1813; 2025-05-16 02:08:56,094 - INFO - Epoch: 0783 / 1300 lr: 9.139e-05 2025-05-16 02:09:06,682 - INFO - Training: cls_zice: 113.42357133564197; reg_zipnll: 251.45628899022154; aux_mae_loss_1: 192.3442547446803; aux_mae_loss_2: 26.33685548681962; aux_mae_loss_4: 4.038015390697279; cnt_loss: 27.24567182440507; 2025-05-16 02:09:06,683 - INFO - Evaluation: Curr mae: 85.3620; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.2201; Curr rmse: 134.1701; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2207; Best nae: 0.1669; 0.1762; 0.1783; 0.1797; 0.1813; 2025-05-16 02:09:06,684 - INFO - Epoch: 0784 / 1300 lr: 9.125e-05 2025-05-16 02:09:16,767 - INFO - Training: cls_zice: 117.27769949561672; reg_zipnll: 249.86131025615492; aux_mae_loss_1: 197.80997467041016; aux_mae_loss_2: 27.217664793918008; aux_mae_loss_4: 4.263679065202412; cnt_loss: 29.470712184906006; 2025-05-16 02:09:16,768 - INFO - Evaluation: Curr mae: 76.7854; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.2201; Curr rmse: 122.7299; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.1824; Best nae: 0.1669; 0.1762; 0.1783; 0.1797; 0.1813; 2025-05-16 02:09:16,768 - INFO - Epoch: 0785 / 1300 lr: 9.111e-05 2025-05-16 02:09:26,898 - INFO - Training: cls_zice: 111.23767667067678; reg_zipnll: 256.6438805429559; aux_mae_loss_1: 192.23367931968286; aux_mae_loss_2: 26.54471512844688; aux_mae_loss_4: 4.12040272511934; cnt_loss: 29.018151534231084; 2025-05-16 02:09:26,899 - INFO - Evaluation: Curr mae: 88.1243; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.2201; Curr rmse: 135.6617; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2105; Best nae: 0.1669; 0.1762; 0.1783; 0.1797; 0.1813; 2025-05-16 02:09:26,899 - INFO - Epoch: 0786 / 1300 lr: 9.097e-05 2025-05-16 02:09:37,431 - INFO - Training: cls_zice: 111.6529194681268; reg_zipnll: 253.74200218602232; aux_mae_loss_1: 189.16345596313477; aux_mae_loss_2: 26.200439402931615; aux_mae_loss_4: 4.065272789252432; cnt_loss: 32.94732292074906; 2025-05-16 02:09:37,432 - INFO - Evaluation: Curr mae: 90.0629; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.2201; Curr rmse: 147.3741; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2489; Best nae: 0.1669; 0.1762; 0.1783; 0.1797; 0.1813; 2025-05-16 02:09:37,432 - INFO - Epoch: 0787 / 1300 lr: 9.083e-05 2025-05-16 02:09:47,585 - INFO - Training: cls_zice: 123.00337645882054; reg_zipnll: 248.3777013075979; aux_mae_loss_1: 198.88094068828383; aux_mae_loss_2: 27.45528000279477; aux_mae_loss_4: 4.291357441952354; cnt_loss: 29.391153410861367; 2025-05-16 02:09:47,586 - INFO - Evaluation: Curr mae: 84.9958; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.2201; Curr rmse: 135.2135; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2352; Best nae: 0.1669; 0.1762; 0.1783; 0.1797; 0.1813; 2025-05-16 02:09:47,586 - INFO - Epoch: 0788 / 1300 lr: 9.069e-05 2025-05-16 02:09:57,868 - INFO - Training: cls_zice: 116.83880359248111; reg_zipnll: 255.1902908525969; aux_mae_loss_1: 196.01536038047388; aux_mae_loss_2: 27.07627951471429; aux_mae_loss_4: 4.219845301226566; cnt_loss: 30.275134538349352; 2025-05-16 02:09:57,870 - INFO - Evaluation: Curr mae: 101.0175; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.2201; Curr rmse: 144.4716; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2854; Best nae: 0.1669; 0.1762; 0.1783; 0.1797; 0.1813; 2025-05-16 02:09:57,870 - INFO - Epoch: 0789 / 1300 lr: 9.055e-05 2025-05-16 02:10:08,052 - INFO - Training: cls_zice: 121.2894189734208; reg_zipnll: 254.95313363326224; aux_mae_loss_1: 198.84262526662727; aux_mae_loss_2: 27.297388377942536; aux_mae_loss_4: 4.222544983813637; cnt_loss: 29.77823337755705; 2025-05-16 02:10:08,053 - INFO - Evaluation: Curr mae: 84.1666; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.2201; Curr rmse: 133.7411; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.1933; Best nae: 0.1669; 0.1762; 0.1783; 0.1797; 0.1813; 2025-05-16 02:10:08,053 - INFO - Epoch: 0790 / 1300 lr: 9.040e-05 2025-05-16 02:10:18,114 - INFO - Training: cls_zice: 112.6166063860843; reg_zipnll: 253.98539011101974; aux_mae_loss_1: 189.6228236148232; aux_mae_loss_2: 26.525713167692487; aux_mae_loss_4: 4.194298675185756; cnt_loss: 34.304476261138916; 2025-05-16 02:10:18,115 - INFO - Evaluation: Curr mae: 81.8895; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.2201; Curr rmse: 130.4892; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2277; Best nae: 0.1669; 0.1762; 0.1783; 0.1797; 0.1813; 2025-05-16 02:10:18,115 - INFO - Epoch: 0791 / 1300 lr: 9.026e-05 2025-05-16 02:10:28,139 - INFO - Training: cls_zice: 111.10213741503264; reg_zipnll: 259.6954004388106; aux_mae_loss_1: 189.1555888527318; aux_mae_loss_2: 26.298005656192178; aux_mae_loss_4: 4.180030515319423; cnt_loss: 31.273487040871068; 2025-05-16 02:10:28,200 - INFO - Evaluation: Curr mae: 78.7514; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.2201; Curr rmse: 124.9064; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.1766; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:10:28,201 - INFO - Epoch: 0792 / 1300 lr: 9.011e-05 2025-05-16 02:10:38,401 - INFO - Training: cls_zice: 115.83992943010833; reg_zipnll: 261.7630057083933; aux_mae_loss_1: 193.1457210339998; aux_mae_loss_2: 26.808795427021227; aux_mae_loss_4: 4.291256553248355; cnt_loss: 36.86800888965004; 2025-05-16 02:10:38,402 - INFO - Evaluation: Curr mae: 86.3177; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.2201; Curr rmse: 132.3478; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2270; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:10:38,402 - INFO - Epoch: 0793 / 1300 lr: 8.997e-05 2025-05-16 02:10:48,637 - INFO - Training: cls_zice: 111.37923998581736; reg_zipnll: 257.1782700388055; aux_mae_loss_1: 195.0191441586143; aux_mae_loss_2: 26.96175570237009; aux_mae_loss_4: 4.230239021150689; cnt_loss: 34.07412180147673; 2025-05-16 02:10:48,638 - INFO - Evaluation: Curr mae: 88.1706; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.2201; Curr rmse: 142.7723; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2298; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:10:48,639 - INFO - Epoch: 0794 / 1300 lr: 8.982e-05 2025-05-16 02:10:59,110 - INFO - Training: cls_zice: 118.11314010620117; reg_zipnll: 250.47732674448113; aux_mae_loss_1: 197.62692461515726; aux_mae_loss_2: 27.438665691174958; aux_mae_loss_4: 4.365544231314408; cnt_loss: 33.73270228034571; 2025-05-16 02:10:59,153 - INFO - Evaluation: Curr mae: 90.4168; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.2201; Curr rmse: 141.6017; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2568; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:10:59,154 - INFO - Epoch: 0795 / 1300 lr: 8.967e-05 2025-05-16 02:11:10,764 - INFO - Training: cls_zice: 112.18696584199604; reg_zipnll: 257.5016923201712; aux_mae_loss_1: 192.36402872989052; aux_mae_loss_2: 26.80479225359465; aux_mae_loss_4: 4.295380115509033; cnt_loss: 34.127532733114144; 2025-05-16 02:11:10,765 - INFO - Evaluation: Curr mae: 77.3778; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.2201; Curr rmse: 123.7568; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.1865; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:11:10,765 - INFO - Epoch: 0796 / 1300 lr: 8.952e-05 2025-05-16 02:11:20,848 - INFO - Training: cls_zice: 116.91538760536595; reg_zipnll: 271.69576524433336; aux_mae_loss_1: 191.68789733083625; aux_mae_loss_2: 26.413863809485186; aux_mae_loss_4: 4.083688309318141; cnt_loss: 29.08145809173584; 2025-05-16 02:11:20,849 - INFO - Evaluation: Curr mae: 88.3264; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.2201; Curr rmse: 143.4326; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2275; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:11:20,849 - INFO - Epoch: 0797 / 1300 lr: 8.937e-05 2025-05-16 02:11:30,910 - INFO - Training: cls_zice: 112.91112663871364; reg_zipnll: 250.3463887666401; aux_mae_loss_1: 195.77183091013055; aux_mae_loss_2: 26.702185881765264; aux_mae_loss_4: 4.102415712256181; cnt_loss: 30.203855389042904; 2025-05-16 02:11:30,911 - INFO - Evaluation: Curr mae: 99.3002; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.2201; Curr rmse: 141.0404; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2796; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:11:30,911 - INFO - Epoch: 0798 / 1300 lr: 8.922e-05 2025-05-16 02:11:40,974 - INFO - Training: cls_zice: 115.68996283882542; reg_zipnll: 250.74045713324296; aux_mae_loss_1: 192.3100445396022; aux_mae_loss_2: 26.337022028471296; aux_mae_loss_4: 4.0724344818215625; cnt_loss: 28.66658834407204; 2025-05-16 02:11:40,975 - INFO - Evaluation: Curr mae: 82.4989; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.2201; Curr rmse: 130.2385; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2394; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:11:40,975 - INFO - Epoch: 0799 / 1300 lr: 8.907e-05 2025-05-16 02:11:51,088 - INFO - Training: cls_zice: 119.12362741169177; reg_zipnll: 254.3183314674779; aux_mae_loss_1: 196.86588769210013; aux_mae_loss_2: 27.05940311833432; aux_mae_loss_4: 4.167310426109715; cnt_loss: 29.25070511667352; 2025-05-16 02:11:51,089 - INFO - Evaluation: Curr mae: 110.7618; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.2201; Curr rmse: 163.4959; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.3110; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:11:51,089 - INFO - Epoch: 0800 / 1300 lr: 8.892e-05 2025-05-16 02:12:01,260 - INFO - Training: cls_zice: 113.92526199943141; reg_zipnll: 252.16843695389596; aux_mae_loss_1: 190.06237752814042; aux_mae_loss_2: 26.25989976682161; aux_mae_loss_4: 4.097693713087785; cnt_loss: 29.380615159084922; 2025-05-16 02:12:01,261 - INFO - Evaluation: Curr mae: 84.9742; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.2201; Curr rmse: 137.7572; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2343; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:12:01,435 - INFO - Epoch: 0801 / 1300 lr: 8.876e-05 2025-05-16 02:12:11,546 - INFO - Training: cls_zice: 117.03188334013286; reg_zipnll: 262.1398329483835; aux_mae_loss_1: 198.1526013424522; aux_mae_loss_2: 27.03110499131052; aux_mae_loss_4: 4.095551735476444; cnt_loss: 28.523860253785784; 2025-05-16 02:12:11,547 - INFO - Evaluation: Curr mae: 87.2646; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.2201; Curr rmse: 127.3666; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2211; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:12:11,548 - INFO - Epoch: 0802 / 1300 lr: 8.861e-05 2025-05-16 02:12:21,670 - INFO - Training: cls_zice: 114.18154134248432; reg_zipnll: 244.50967407226562; aux_mae_loss_1: 189.7093519913523; aux_mae_loss_2: 25.82021999359131; aux_mae_loss_4: 3.943307726006759; cnt_loss: 26.56483489588687; 2025-05-16 02:12:21,671 - INFO - Evaluation: Curr mae: 77.0447; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.2201; Curr rmse: 122.0383; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.1980; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:12:21,671 - INFO - Epoch: 0803 / 1300 lr: 8.845e-05 2025-05-16 02:12:31,896 - INFO - Training: cls_zice: 118.57520359440853; reg_zipnll: 253.61673937345805; aux_mae_loss_1: 193.35915013363487; aux_mae_loss_2: 26.52837115839908; aux_mae_loss_4: 4.0401204573480705; cnt_loss: 25.589849221078975; 2025-05-16 02:12:31,897 - INFO - Evaluation: Curr mae: 79.1689; Best mae: 73.8734; 74.9146; 74.9237; 75.1772; 75.2201; Curr rmse: 124.8262; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2016; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:12:31,897 - INFO - Epoch: 0804 / 1300 lr: 8.830e-05 2025-05-16 02:12:42,083 - INFO - Training: cls_zice: 111.285502584357; reg_zipnll: 254.31992581016138; aux_mae_loss_1: 190.6252684342234; aux_mae_loss_2: 26.18513378344084; aux_mae_loss_4: 3.9649228485007035; cnt_loss: 24.27422252454256; 2025-05-16 02:12:42,168 - INFO - Evaluation: Curr mae: 73.8409; Best mae: 73.8409; 73.8734; 74.9146; 74.9237; 75.1772; Curr rmse: 120.9759; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.1882; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:12:42,168 - INFO - Epoch: 0805 / 1300 lr: 8.814e-05 2025-05-16 02:12:52,316 - INFO - Training: cls_zice: 114.0631728925203; reg_zipnll: 253.84542645906149; aux_mae_loss_1: 194.22465454904656; aux_mae_loss_2: 26.692457048516523; aux_mae_loss_4: 4.238389755550184; cnt_loss: 33.61480095511988; 2025-05-16 02:12:52,317 - INFO - Evaluation: Curr mae: 78.2204; Best mae: 73.8409; 73.8734; 74.9146; 74.9237; 75.1772; Curr rmse: 122.9108; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2007; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:12:52,318 - INFO - Epoch: 0806 / 1300 lr: 8.798e-05 2025-05-16 02:13:02,425 - INFO - Training: cls_zice: 109.21942906630666; reg_zipnll: 254.21822317023026; aux_mae_loss_1: 187.40850729691354; aux_mae_loss_2: 25.57648457978901; aux_mae_loss_4: 3.9146526487250077; cnt_loss: 24.64798959932829; 2025-05-16 02:13:02,426 - INFO - Evaluation: Curr mae: 84.0767; Best mae: 73.8409; 73.8734; 74.9146; 74.9237; 75.1772; Curr rmse: 125.0598; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2244; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:13:02,427 - INFO - Epoch: 0807 / 1300 lr: 8.782e-05 2025-05-16 02:13:12,562 - INFO - Training: cls_zice: 112.67321255332546; reg_zipnll: 254.89986018130654; aux_mae_loss_1: 194.4229541577791; aux_mae_loss_2: 27.296188304298802; aux_mae_loss_4: 4.279893461026643; cnt_loss: 32.99736419476961; 2025-05-16 02:13:12,563 - INFO - Evaluation: Curr mae: 92.4122; Best mae: 73.8409; 73.8734; 74.9146; 74.9237; 75.1772; Curr rmse: 132.0817; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2417; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:13:12,563 - INFO - Epoch: 0808 / 1300 lr: 8.766e-05 2025-05-16 02:13:22,770 - INFO - Training: cls_zice: 108.27028836702046; reg_zipnll: 238.9969044735557; aux_mae_loss_1: 188.78311458386872; aux_mae_loss_2: 25.75489716780813; aux_mae_loss_4: 4.033450804258647; cnt_loss: 27.76080558174535; 2025-05-16 02:13:22,771 - INFO - Evaluation: Curr mae: 79.4752; Best mae: 73.8409; 73.8734; 74.9146; 74.9237; 75.1772; Curr rmse: 131.9677; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.1979; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:13:22,771 - INFO - Epoch: 0809 / 1300 lr: 8.750e-05 2025-05-16 02:13:32,938 - INFO - Training: cls_zice: 113.41725776070042; reg_zipnll: 261.7014812670256; aux_mae_loss_1: 188.19426004510177; aux_mae_loss_2: 26.130161887721012; aux_mae_loss_4: 4.081843947109423; cnt_loss: 29.44283884450009; 2025-05-16 02:13:32,939 - INFO - Evaluation: Curr mae: 91.5862; Best mae: 73.8409; 73.8734; 74.9146; 74.9237; 75.1772; Curr rmse: 133.1222; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2383; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:13:32,939 - INFO - Epoch: 0810 / 1300 lr: 8.734e-05 2025-05-16 02:13:43,143 - INFO - Training: cls_zice: 116.97289687708805; reg_zipnll: 246.52127446626363; aux_mae_loss_1: 191.4754084536904; aux_mae_loss_2: 26.116690183940687; aux_mae_loss_4: 4.035736422789724; cnt_loss: 27.294286928678815; 2025-05-16 02:13:43,208 - INFO - Evaluation: Curr mae: 73.7843; Best mae: 73.7843; 73.8409; 73.8734; 74.9146; 74.9237; Curr rmse: 119.4473; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.1860; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:13:43,208 - INFO - Epoch: 0811 / 1300 lr: 8.718e-05 2025-05-16 02:13:53,362 - INFO - Training: cls_zice: 118.98143482208252; reg_zipnll: 254.10007035104852; aux_mae_loss_1: 198.81347335012336; aux_mae_loss_2: 27.33557620801424; aux_mae_loss_4: 4.252627372741699; cnt_loss: 30.250293857172917; 2025-05-16 02:13:53,363 - INFO - Evaluation: Curr mae: 79.2323; Best mae: 73.7843; 73.8409; 73.8734; 74.9146; 74.9237; Curr rmse: 130.2015; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.1880; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:13:53,363 - INFO - Epoch: 0812 / 1300 lr: 8.701e-05 2025-05-16 02:14:03,479 - INFO - Training: cls_zice: 116.87662335446007; reg_zipnll: 254.6905706305253; aux_mae_loss_1: 194.51219277632865; aux_mae_loss_2: 26.38453137247186; aux_mae_loss_4: 4.0193075694535905; cnt_loss: 28.111346018941777; 2025-05-16 02:14:03,480 - INFO - Evaluation: Curr mae: 84.2665; Best mae: 73.7843; 73.8409; 73.8734; 74.9146; 74.9237; Curr rmse: 124.0067; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2241; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:14:03,480 - INFO - Epoch: 0813 / 1300 lr: 8.685e-05 2025-05-16 02:14:14,525 - INFO - Training: cls_zice: 121.49521240435149; reg_zipnll: 245.8232976009971; aux_mae_loss_1: 198.27424581427323; aux_mae_loss_2: 27.222970962524414; aux_mae_loss_4: 4.224315637036374; cnt_loss: 30.522875459570635; 2025-05-16 02:14:14,559 - INFO - Evaluation: Curr mae: 84.6726; Best mae: 73.7843; 73.8409; 73.8734; 74.9146; 74.9237; Curr rmse: 132.8513; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2311; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:14:14,559 - INFO - Epoch: 0814 / 1300 lr: 8.668e-05 2025-05-16 02:14:25,571 - INFO - Training: cls_zice: 114.76593213332326; reg_zipnll: 254.01872765390496; aux_mae_loss_1: 189.83492459748922; aux_mae_loss_2: 26.125446219193307; aux_mae_loss_4: 4.017749648345144; cnt_loss: 28.492158262353193; 2025-05-16 02:14:25,572 - INFO - Evaluation: Curr mae: 93.0375; Best mae: 73.7843; 73.8409; 73.8734; 74.9146; 74.9237; Curr rmse: 138.0169; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2437; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:14:25,572 - INFO - Epoch: 0815 / 1300 lr: 8.652e-05 2025-05-16 02:14:35,650 - INFO - Training: cls_zice: 115.52651059000115; reg_zipnll: 256.45424531635484; aux_mae_loss_1: 191.1951564989592; aux_mae_loss_2: 26.1946665111341; aux_mae_loss_4: 4.078898756127608; cnt_loss: 27.351625442504883; 2025-05-16 02:14:35,651 - INFO - Evaluation: Curr mae: 85.0454; Best mae: 73.7843; 73.8409; 73.8734; 74.9146; 74.9237; Curr rmse: 136.0600; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2087; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:14:35,651 - INFO - Epoch: 0816 / 1300 lr: 8.635e-05 2025-05-16 02:14:45,729 - INFO - Training: cls_zice: 116.24623047678094; reg_zipnll: 249.2768837778192; aux_mae_loss_1: 190.88651797645971; aux_mae_loss_2: 26.400109542043584; aux_mae_loss_4: 4.1555184000416805; cnt_loss: 30.97449493408203; 2025-05-16 02:14:45,731 - INFO - Evaluation: Curr mae: 97.4874; Best mae: 73.7843; 73.8409; 73.8734; 74.9146; 74.9237; Curr rmse: 154.3205; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2395; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:14:45,732 - INFO - Epoch: 0817 / 1300 lr: 8.618e-05 2025-05-16 02:14:55,845 - INFO - Training: cls_zice: 111.32019559960617; reg_zipnll: 262.273208216617; aux_mae_loss_1: 193.92564311780427; aux_mae_loss_2: 26.461586400082236; aux_mae_loss_4: 4.0860714347738964; cnt_loss: 29.572790823484723; 2025-05-16 02:14:55,846 - INFO - Evaluation: Curr mae: 81.8980; Best mae: 73.7843; 73.8409; 73.8734; 74.9146; 74.9237; Curr rmse: 127.4535; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2082; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:14:55,846 - INFO - Epoch: 0818 / 1300 lr: 8.601e-05 2025-05-16 02:15:05,944 - INFO - Training: cls_zice: 111.60988847832931; reg_zipnll: 244.2960265310187; aux_mae_loss_1: 193.16343046489516; aux_mae_loss_2: 26.44786096874036; aux_mae_loss_4: 4.078167883973372; cnt_loss: 26.840858258699114; 2025-05-16 02:15:05,945 - INFO - Evaluation: Curr mae: 87.2066; Best mae: 73.7843; 73.8409; 73.8734; 74.9146; 74.9237; Curr rmse: 138.6777; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2210; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:15:05,945 - INFO - Epoch: 0819 / 1300 lr: 8.584e-05 2025-05-16 02:15:17,862 - INFO - Training: cls_zice: 108.63978079745644; reg_zipnll: 247.99960708618164; aux_mae_loss_1: 187.6127909610146; aux_mae_loss_2: 26.018046128122432; aux_mae_loss_4: 4.106437890153182; cnt_loss: 31.421183335153682; 2025-05-16 02:15:17,863 - INFO - Evaluation: Curr mae: 81.7555; Best mae: 73.7843; 73.8409; 73.8734; 74.9146; 74.9237; Curr rmse: 128.5068; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2091; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:15:17,863 - INFO - Epoch: 0820 / 1300 lr: 8.567e-05 2025-05-16 02:15:28,219 - INFO - Training: cls_zice: 112.20481561359607; reg_zipnll: 245.26121259990492; aux_mae_loss_1: 194.77016569438734; aux_mae_loss_2: 27.089525875292328; aux_mae_loss_4: 4.306781693508751; cnt_loss: 34.64528442683973; 2025-05-16 02:15:28,220 - INFO - Evaluation: Curr mae: 88.5982; Best mae: 73.7843; 73.8409; 73.8734; 74.9146; 74.9237; Curr rmse: 134.5675; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2440; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:15:28,220 - INFO - Epoch: 0821 / 1300 lr: 8.550e-05 2025-05-16 02:15:38,287 - INFO - Training: cls_zice: 111.49868026532624; reg_zipnll: 242.49760718094674; aux_mae_loss_1: 188.12230762682464; aux_mae_loss_2: 26.127928432665374; aux_mae_loss_4: 4.050513612596612; cnt_loss: 27.697437963987653; 2025-05-16 02:15:38,288 - INFO - Evaluation: Curr mae: 88.8312; Best mae: 73.7843; 73.8409; 73.8734; 74.9146; 74.9237; Curr rmse: 136.4431; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2320; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:15:38,288 - INFO - Epoch: 0822 / 1300 lr: 8.533e-05 2025-05-16 02:15:49,992 - INFO - Training: cls_zice: 115.07480561105828; reg_zipnll: 251.9208018654271; aux_mae_loss_1: 194.33810304340562; aux_mae_loss_2: 26.388325289676065; aux_mae_loss_4: 4.0775883574234815; cnt_loss: 31.04504690672222; 2025-05-16 02:15:49,993 - INFO - Evaluation: Curr mae: 78.7257; Best mae: 73.7843; 73.8409; 73.8734; 74.9146; 74.9237; Curr rmse: 124.6599; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2017; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:15:49,993 - INFO - Epoch: 0823 / 1300 lr: 8.516e-05 2025-05-16 02:16:01,620 - INFO - Training: cls_zice: 117.03812518872712; reg_zipnll: 258.923785761783; aux_mae_loss_1: 195.54889357717414; aux_mae_loss_2: 26.930909206992702; aux_mae_loss_4: 4.2674129322955485; cnt_loss: 33.459753011402334; 2025-05-16 02:16:01,621 - INFO - Evaluation: Curr mae: 84.6296; Best mae: 73.7843; 73.8409; 73.8734; 74.9146; 74.9237; Curr rmse: 138.4756; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2481; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:16:01,621 - INFO - Epoch: 0824 / 1300 lr: 8.498e-05 2025-05-16 02:16:11,702 - INFO - Training: cls_zice: 116.89520396684345; reg_zipnll: 250.34085032814428; aux_mae_loss_1: 193.281157844945; aux_mae_loss_2: 26.199936967147025; aux_mae_loss_4: 3.947920184386404; cnt_loss: 24.687818075481214; 2025-05-16 02:16:11,704 - INFO - Evaluation: Curr mae: 86.5607; Best mae: 73.7843; 73.8409; 73.8734; 74.9146; 74.9237; Curr rmse: 136.5937; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2190; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:16:11,704 - INFO - Epoch: 0825 / 1300 lr: 8.481e-05 2025-05-16 02:16:22,057 - INFO - Training: cls_zice: 111.1034793351826; reg_zipnll: 247.37668669851203; aux_mae_loss_1: 190.26857637104234; aux_mae_loss_2: 25.871170144332083; aux_mae_loss_4: 3.90899930502239; cnt_loss: 26.311717961963854; 2025-05-16 02:16:22,058 - INFO - Evaluation: Curr mae: 81.5805; Best mae: 73.7843; 73.8409; 73.8734; 74.9146; 74.9237; Curr rmse: 127.9343; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.1946; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:16:22,058 - INFO - Epoch: 0826 / 1300 lr: 8.463e-05 2025-05-16 02:16:33,573 - INFO - Training: cls_zice: 109.80492125059429; reg_zipnll: 252.66442991557875; aux_mae_loss_1: 190.0175652754934; aux_mae_loss_2: 25.833103330511797; aux_mae_loss_4: 3.8850254008644507; cnt_loss: 27.262470119877865; 2025-05-16 02:16:33,574 - INFO - Evaluation: Curr mae: 87.6720; Best mae: 73.7843; 73.8409; 73.8734; 74.9146; 74.9237; Curr rmse: 132.3853; Best rmse: 114.6232; 115.3175; 115.5838; 116.1801; 116.5997; Curr nae: 0.2323; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:16:33,574 - INFO - Epoch: 0827 / 1300 lr: 8.446e-05 2025-05-16 02:16:43,677 - INFO - Training: cls_zice: 111.24746854681717; reg_zipnll: 261.2943259791324; aux_mae_loss_1: 191.65530074270148; aux_mae_loss_2: 26.45318949849982; aux_mae_loss_4: 4.115734451695492; cnt_loss: 33.776931160374694; 2025-05-16 02:16:43,808 - INFO - Evaluation: Curr mae: 73.4711; Best mae: 73.4711; 73.7843; 73.8409; 73.8734; 74.9146; Curr rmse: 113.7621; Best rmse: 113.7621; 114.6232; 115.3175; 115.5838; 116.1801; Curr nae: 0.1833; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:16:43,808 - INFO - Epoch: 0828 / 1300 lr: 8.428e-05 2025-05-16 02:16:53,926 - INFO - Training: cls_zice: 109.78699915032638; reg_zipnll: 255.78479505840102; aux_mae_loss_1: 186.80506254497328; aux_mae_loss_2: 25.514394509164912; aux_mae_loss_4: 3.995362777458994; cnt_loss: 27.288371638247842; 2025-05-16 02:16:53,927 - INFO - Evaluation: Curr mae: 78.5618; Best mae: 73.4711; 73.7843; 73.8409; 73.8734; 74.9146; Curr rmse: 120.6260; Best rmse: 113.7621; 114.6232; 115.3175; 115.5838; 116.1801; Curr nae: 0.1976; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:16:53,928 - INFO - Epoch: 0829 / 1300 lr: 8.410e-05 2025-05-16 02:17:05,725 - INFO - Training: cls_zice: 115.65381090264572; reg_zipnll: 254.65362488596062; aux_mae_loss_1: 190.24788063450865; aux_mae_loss_2: 26.267304520857962; aux_mae_loss_4: 4.119700952580101; cnt_loss: 29.77832851911846; 2025-05-16 02:17:05,726 - INFO - Evaluation: Curr mae: 90.6232; Best mae: 73.4711; 73.7843; 73.8409; 73.8734; 74.9146; Curr rmse: 139.8734; Best rmse: 113.7621; 114.6232; 115.3175; 115.5838; 116.1801; Curr nae: 0.2648; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:17:05,726 - INFO - Epoch: 0830 / 1300 lr: 8.392e-05 2025-05-16 02:17:15,954 - INFO - Training: cls_zice: 113.04008574234813; reg_zipnll: 266.7112503051758; aux_mae_loss_1: 191.7108248660439; aux_mae_loss_2: 26.00846933063708; aux_mae_loss_4: 3.946151068336085; cnt_loss: 27.39733846564042; 2025-05-16 02:17:15,955 - INFO - Evaluation: Curr mae: 79.3281; Best mae: 73.4711; 73.7843; 73.8409; 73.8734; 74.9146; Curr rmse: 133.5800; Best rmse: 113.7621; 114.6232; 115.3175; 115.5838; 116.1801; Curr nae: 0.1985; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:17:15,956 - INFO - Epoch: 0831 / 1300 lr: 8.374e-05 2025-05-16 02:17:25,968 - INFO - Training: cls_zice: 113.76856392308285; reg_zipnll: 255.42304550973992; aux_mae_loss_1: 193.0710308677272; aux_mae_loss_2: 26.438434550636693; aux_mae_loss_4: 4.0800780434357495; cnt_loss: 30.795444689298932; 2025-05-16 02:17:25,969 - INFO - Evaluation: Curr mae: 90.5971; Best mae: 73.4711; 73.7843; 73.8409; 73.8734; 74.9146; Curr rmse: 138.4499; Best rmse: 113.7621; 114.6232; 115.3175; 115.5838; 116.1801; Curr nae: 0.2515; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:17:25,970 - INFO - Epoch: 0832 / 1300 lr: 8.356e-05 2025-05-16 02:17:36,151 - INFO - Training: cls_zice: 112.48484460931076; reg_zipnll: 252.4824174579821; aux_mae_loss_1: 190.9928516588713; aux_mae_loss_2: 26.066142885308516; aux_mae_loss_4: 4.0006712047677295; cnt_loss: 28.383969181462337; 2025-05-16 02:17:36,152 - INFO - Evaluation: Curr mae: 87.4843; Best mae: 73.4711; 73.7843; 73.8409; 73.8734; 74.9146; Curr rmse: 128.9732; Best rmse: 113.7621; 114.6232; 115.3175; 115.5838; 116.1801; Curr nae: 0.2742; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:17:36,153 - INFO - Epoch: 0833 / 1300 lr: 8.338e-05 2025-05-16 02:17:46,323 - INFO - Training: cls_zice: 116.21701807724803; reg_zipnll: 245.19376052053352; aux_mae_loss_1: 191.64622658177427; aux_mae_loss_2: 25.99557695890728; aux_mae_loss_4: 3.9176511137109054; cnt_loss: 25.373667440916364; 2025-05-16 02:17:46,324 - INFO - Evaluation: Curr mae: 92.8033; Best mae: 73.4711; 73.7843; 73.8409; 73.8734; 74.9146; Curr rmse: 138.0449; Best rmse: 113.7621; 114.6232; 115.3175; 115.5838; 116.1801; Curr nae: 0.2569; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:17:46,325 - INFO - Epoch: 0834 / 1300 lr: 8.320e-05 2025-05-16 02:17:56,507 - INFO - Training: cls_zice: 114.85443351143284; reg_zipnll: 260.0168651781584; aux_mae_loss_1: 195.36832187050268; aux_mae_loss_2: 26.743997523659154; aux_mae_loss_4: 4.157644453801606; cnt_loss: 29.130980667315033; 2025-05-16 02:17:56,508 - INFO - Evaluation: Curr mae: 85.6329; Best mae: 73.4711; 73.7843; 73.8409; 73.8734; 74.9146; Curr rmse: 123.1380; Best rmse: 113.7621; 114.6232; 115.3175; 115.5838; 116.1801; Curr nae: 0.2340; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:17:56,508 - INFO - Epoch: 0835 / 1300 lr: 8.302e-05 2025-05-16 02:18:06,710 - INFO - Training: cls_zice: 114.77260564502917; reg_zipnll: 246.62864403975638; aux_mae_loss_1: 192.05712569387336; aux_mae_loss_2: 26.300384119937295; aux_mae_loss_4: 3.9571310909170854; cnt_loss: 25.57457467129356; 2025-05-16 02:18:06,711 - INFO - Evaluation: Curr mae: 81.7268; Best mae: 73.4711; 73.7843; 73.8409; 73.8734; 74.9146; Curr rmse: 127.2877; Best rmse: 113.7621; 114.6232; 115.3175; 115.5838; 116.1801; Curr nae: 0.2519; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:18:06,711 - INFO - Epoch: 0836 / 1300 lr: 8.283e-05 2025-05-16 02:18:16,809 - INFO - Training: cls_zice: 114.61706126363654; reg_zipnll: 260.27047167326276; aux_mae_loss_1: 193.3511962890625; aux_mae_loss_2: 26.31022260063573; aux_mae_loss_4: 4.0083736181259155; cnt_loss: 27.683291661111934; 2025-05-16 02:18:16,810 - INFO - Evaluation: Curr mae: 81.4091; Best mae: 73.4711; 73.7843; 73.8409; 73.8734; 74.9146; Curr rmse: 123.1049; Best rmse: 113.7621; 114.6232; 115.3175; 115.5838; 116.1801; Curr nae: 0.2433; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:18:16,810 - INFO - Epoch: 0837 / 1300 lr: 8.265e-05 2025-05-16 02:18:28,563 - INFO - Training: cls_zice: 112.67943748674895; reg_zipnll: 245.43335342407227; aux_mae_loss_1: 190.55346117521586; aux_mae_loss_2: 25.887315398768376; aux_mae_loss_4: 3.9120190080843473; cnt_loss: 24.572283870295475; 2025-05-16 02:18:28,606 - INFO - Evaluation: Curr mae: 85.1731; Best mae: 73.4711; 73.7843; 73.8409; 73.8734; 74.9146; Curr rmse: 127.1380; Best rmse: 113.7621; 114.6232; 115.3175; 115.5838; 116.1801; Curr nae: 0.2330; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:18:28,606 - INFO - Epoch: 0838 / 1300 lr: 8.246e-05 2025-05-16 02:18:44,036 - INFO - Training: cls_zice: 111.96708528619064; reg_zipnll: 250.95542265239516; aux_mae_loss_1: 188.00420741031044; aux_mae_loss_2: 25.902654045506527; aux_mae_loss_4: 3.9940256382289685; cnt_loss: 30.01504315828022; 2025-05-16 02:18:44,037 - INFO - Evaluation: Curr mae: 81.5790; Best mae: 73.4711; 73.7843; 73.8409; 73.8734; 74.9146; Curr rmse: 127.0050; Best rmse: 113.7621; 114.6232; 115.3175; 115.5838; 116.1801; Curr nae: 0.2100; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:18:44,037 - INFO - Epoch: 0839 / 1300 lr: 8.228e-05 2025-05-16 02:18:54,167 - INFO - Training: cls_zice: 112.25567466334293; reg_zipnll: 256.13408881739565; aux_mae_loss_1: 192.0099768387644; aux_mae_loss_2: 26.269992878562526; aux_mae_loss_4: 4.068082527110451; cnt_loss: 29.780739156823408; 2025-05-16 02:18:54,168 - INFO - Evaluation: Curr mae: 92.0569; Best mae: 73.4711; 73.7843; 73.8409; 73.8734; 74.9146; Curr rmse: 143.6489; Best rmse: 113.7621; 114.6232; 115.3175; 115.5838; 116.1801; Curr nae: 0.2692; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:18:54,168 - INFO - Epoch: 0840 / 1300 lr: 8.209e-05 2025-05-16 02:19:04,277 - INFO - Training: cls_zice: 108.35729629115055; reg_zipnll: 265.03372654161956; aux_mae_loss_1: 188.88166969700865; aux_mae_loss_2: 25.761179572657536; aux_mae_loss_4: 3.87405926930277; cnt_loss: 25.02719505209672; 2025-05-16 02:19:04,278 - INFO - Evaluation: Curr mae: 81.8754; Best mae: 73.4711; 73.7843; 73.8409; 73.8734; 74.9146; Curr rmse: 126.8542; Best rmse: 113.7621; 114.6232; 115.3175; 115.5838; 116.1801; Curr nae: 0.2274; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:19:04,278 - INFO - Epoch: 0841 / 1300 lr: 8.190e-05 2025-05-16 02:19:14,420 - INFO - Training: cls_zice: 114.32900845377068; reg_zipnll: 265.0245960637143; aux_mae_loss_1: 191.59001340364156; aux_mae_loss_2: 26.13474971369693; aux_mae_loss_4: 3.960381031036377; cnt_loss: 27.66909122467041; 2025-05-16 02:19:14,421 - INFO - Evaluation: Curr mae: 85.6759; Best mae: 73.4711; 73.7843; 73.8409; 73.8734; 74.9146; Curr rmse: 141.3418; Best rmse: 113.7621; 114.6232; 115.3175; 115.5838; 116.1801; Curr nae: 0.2713; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:19:14,421 - INFO - Epoch: 0842 / 1300 lr: 8.171e-05 2025-05-16 02:19:24,435 - INFO - Training: cls_zice: 108.82478769201981; reg_zipnll: 267.35233567890367; aux_mae_loss_1: 187.02634811401367; aux_mae_loss_2: 25.473020252428558; aux_mae_loss_4: 3.844390216626619; cnt_loss: 25.191498781505384; 2025-05-16 02:19:24,436 - INFO - Evaluation: Curr mae: 87.0991; Best mae: 73.4711; 73.7843; 73.8409; 73.8734; 74.9146; Curr rmse: 136.2986; Best rmse: 113.7621; 114.6232; 115.3175; 115.5838; 116.1801; Curr nae: 0.2610; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:19:24,436 - INFO - Epoch: 0843 / 1300 lr: 8.153e-05 2025-05-16 02:19:34,604 - INFO - Training: cls_zice: 117.82573433926231; reg_zipnll: 249.7921327289782; aux_mae_loss_1: 191.4416335256476; aux_mae_loss_2: 26.18266517237613; aux_mae_loss_4: 3.9663701245659277; cnt_loss: 28.40640728097213; 2025-05-16 02:19:34,666 - INFO - Evaluation: Curr mae: 73.8027; Best mae: 73.4711; 73.7843; 73.8027; 73.8409; 73.8734; Curr rmse: 126.5734; Best rmse: 113.7621; 114.6232; 115.3175; 115.5838; 116.1801; Curr nae: 0.2166; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:19:34,666 - INFO - Epoch: 0844 / 1300 lr: 8.134e-05 2025-05-16 02:19:44,869 - INFO - Training: cls_zice: 117.98302991766678; reg_zipnll: 261.61245948389956; aux_mae_loss_1: 195.2779029043097; aux_mae_loss_2: 26.816030326642487; aux_mae_loss_4: 4.16900898908314; cnt_loss: 28.64997166081479; 2025-05-16 02:19:44,871 - INFO - Evaluation: Curr mae: 85.7362; Best mae: 73.4711; 73.7843; 73.8027; 73.8409; 73.8734; Curr rmse: 131.5180; Best rmse: 113.7621; 114.6232; 115.3175; 115.5838; 116.1801; Curr nae: 0.2581; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:19:44,871 - INFO - Epoch: 0845 / 1300 lr: 8.115e-05 2025-05-16 02:19:55,004 - INFO - Training: cls_zice: 106.74028903559635; reg_zipnll: 248.39095326473839; aux_mae_loss_1: 186.35838619031404; aux_mae_loss_2: 25.51792860031128; aux_mae_loss_4: 3.8780704799451327; cnt_loss: 26.82644688455682; 2025-05-16 02:19:55,004 - INFO - Evaluation: Curr mae: 88.3348; Best mae: 73.4711; 73.7843; 73.8027; 73.8409; 73.8734; Curr rmse: 124.8898; Best rmse: 113.7621; 114.6232; 115.3175; 115.5838; 116.1801; Curr nae: 0.2595; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:19:55,005 - INFO - Epoch: 0846 / 1300 lr: 8.095e-05 2025-05-16 02:20:05,297 - INFO - Training: cls_zice: 110.09892242833187; reg_zipnll: 257.4370127226177; aux_mae_loss_1: 186.69516011288292; aux_mae_loss_2: 25.750543142619886; aux_mae_loss_4: 3.969281108755814; cnt_loss: 27.789047692951403; 2025-05-16 02:20:05,360 - INFO - Evaluation: Curr mae: 75.0052; Best mae: 73.4711; 73.7843; 73.8027; 73.8409; 73.8734; Curr rmse: 111.8171; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1973; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:20:05,360 - INFO - Epoch: 0847 / 1300 lr: 8.076e-05 2025-05-16 02:20:15,435 - INFO - Training: cls_zice: 109.00426422922234; reg_zipnll: 249.19874271593596; aux_mae_loss_1: 190.4360445926064; aux_mae_loss_2: 25.78136077680086; aux_mae_loss_4: 3.844605100782294; cnt_loss: 22.665041070235404; 2025-05-16 02:20:15,436 - INFO - Evaluation: Curr mae: 86.2278; Best mae: 73.4711; 73.7843; 73.8027; 73.8409; 73.8734; Curr rmse: 135.2518; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2594; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:20:15,436 - INFO - Epoch: 0848 / 1300 lr: 8.057e-05 2025-05-16 02:20:26,936 - INFO - Training: cls_zice: 112.98486960561652; reg_zipnll: 237.20151700471578; aux_mae_loss_1: 185.69556587620787; aux_mae_loss_2: 25.57803399939286; aux_mae_loss_4: 3.943333286988108; cnt_loss: 28.435862792165654; 2025-05-16 02:20:26,937 - INFO - Evaluation: Curr mae: 77.4626; Best mae: 73.4711; 73.7843; 73.8027; 73.8409; 73.8734; Curr rmse: 128.2165; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1955; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:20:26,937 - INFO - Epoch: 0849 / 1300 lr: 8.038e-05 2025-05-16 02:20:37,196 - INFO - Training: cls_zice: 113.55238000970138; reg_zipnll: 248.30678939819336; aux_mae_loss_1: 186.80284821359734; aux_mae_loss_2: 25.48709031155235; aux_mae_loss_4: 3.8690343154104134; cnt_loss: 25.97837990208676; 2025-05-16 02:20:37,197 - INFO - Evaluation: Curr mae: 88.8338; Best mae: 73.4711; 73.7843; 73.8027; 73.8409; 73.8734; Curr rmse: 132.6679; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2467; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:20:37,197 - INFO - Epoch: 0850 / 1300 lr: 8.018e-05 2025-05-16 02:20:47,587 - INFO - Training: cls_zice: 115.54812044846385; reg_zipnll: 250.2107175525866; aux_mae_loss_1: 186.5040781121505; aux_mae_loss_2: 25.889321327209473; aux_mae_loss_4: 3.968149881613882; cnt_loss: 26.028160823018926; 2025-05-16 02:20:47,588 - INFO - Evaluation: Curr mae: 82.8445; Best mae: 73.4711; 73.7843; 73.8027; 73.8409; 73.8734; Curr rmse: 131.1891; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2261; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:20:47,764 - INFO - Epoch: 0851 / 1300 lr: 7.999e-05 2025-05-16 02:20:58,013 - INFO - Training: cls_zice: 110.28621277056243; reg_zipnll: 259.5723334864566; aux_mae_loss_1: 186.05961367958471; aux_mae_loss_2: 25.7068620982923; aux_mae_loss_4: 3.988407436170076; cnt_loss: 31.178815515417803; 2025-05-16 02:20:58,014 - INFO - Evaluation: Curr mae: 82.9817; Best mae: 73.4711; 73.7843; 73.8027; 73.8409; 73.8734; Curr rmse: 128.6705; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2263; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:20:58,014 - INFO - Epoch: 0852 / 1300 lr: 7.979e-05 2025-05-16 02:21:08,189 - INFO - Training: cls_zice: 119.45652660570647; reg_zipnll: 264.63459155434055; aux_mae_loss_1: 197.02127898366828; aux_mae_loss_2: 26.99577539845517; aux_mae_loss_4: 4.153543472290039; cnt_loss: 28.605619781895687; 2025-05-16 02:21:08,190 - INFO - Evaluation: Curr mae: 82.0070; Best mae: 73.4711; 73.7843; 73.8027; 73.8409; 73.8734; Curr rmse: 137.1899; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2018; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:21:08,190 - INFO - Epoch: 0853 / 1300 lr: 7.960e-05 2025-05-16 02:21:18,532 - INFO - Training: cls_zice: 110.4297520486932; reg_zipnll: 251.89364342940482; aux_mae_loss_1: 184.72862866050318; aux_mae_loss_2: 25.284133509585732; aux_mae_loss_4: 3.8135222823996293; cnt_loss: 24.877863457328395; 2025-05-16 02:21:18,534 - INFO - Evaluation: Curr mae: 82.7407; Best mae: 73.4711; 73.7843; 73.8027; 73.8409; 73.8734; Curr rmse: 129.3445; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1977; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:21:18,534 - INFO - Epoch: 0854 / 1300 lr: 7.940e-05 2025-05-16 02:21:28,823 - INFO - Training: cls_zice: 113.47618911140843; reg_zipnll: 255.93152016087583; aux_mae_loss_1: 189.41438092683492; aux_mae_loss_2: 25.93750386489065; aux_mae_loss_4: 3.976105715099134; cnt_loss: 29.087557792663574; 2025-05-16 02:21:28,824 - INFO - Evaluation: Curr mae: 85.1388; Best mae: 73.4711; 73.7843; 73.8027; 73.8409; 73.8734; Curr rmse: 129.8036; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2088; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:21:28,824 - INFO - Epoch: 0855 / 1300 lr: 7.920e-05 2025-05-16 02:21:38,942 - INFO - Training: cls_zice: 116.60114980998792; reg_zipnll: 250.978078440616; aux_mae_loss_1: 192.36971202649568; aux_mae_loss_2: 26.447582696613512; aux_mae_loss_4: 4.008885051074781; cnt_loss: 27.16768101642006; 2025-05-16 02:21:38,943 - INFO - Evaluation: Curr mae: 77.5817; Best mae: 73.4711; 73.7843; 73.8027; 73.8409; 73.8734; Curr rmse: 128.3612; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1801; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:21:38,944 - INFO - Epoch: 0856 / 1300 lr: 7.900e-05 2025-05-16 02:21:49,177 - INFO - Training: cls_zice: 105.28677824923867; reg_zipnll: 249.52027601944772; aux_mae_loss_1: 181.47483082821495; aux_mae_loss_2: 24.7185183073345; aux_mae_loss_4: 3.7019597166462948; cnt_loss: 23.51268236260665; 2025-05-16 02:21:49,178 - INFO - Evaluation: Curr mae: 89.4878; Best mae: 73.4711; 73.7843; 73.8027; 73.8409; 73.8734; Curr rmse: 134.0065; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2151; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:21:49,178 - INFO - Epoch: 0857 / 1300 lr: 7.880e-05 2025-05-16 02:21:59,417 - INFO - Training: cls_zice: 109.71995735168457; reg_zipnll: 259.59048020212276; aux_mae_loss_1: 186.02610296952096; aux_mae_loss_2: 25.23815797504626; aux_mae_loss_4: 3.846838875820762; cnt_loss: 26.026806730973092; 2025-05-16 02:21:59,418 - INFO - Evaluation: Curr mae: 91.4156; Best mae: 73.4711; 73.7843; 73.8027; 73.8409; 73.8734; Curr rmse: 135.9122; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2262; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:21:59,418 - INFO - Epoch: 0858 / 1300 lr: 7.860e-05 2025-05-16 02:22:09,501 - INFO - Training: cls_zice: 121.63941363284462; reg_zipnll: 261.79006857621044; aux_mae_loss_1: 197.66723873740747; aux_mae_loss_2: 27.217186476054945; aux_mae_loss_4: 4.252786291273017; cnt_loss: 32.42991545325831; 2025-05-16 02:22:09,502 - INFO - Evaluation: Curr mae: 79.5391; Best mae: 73.4711; 73.7843; 73.8027; 73.8409; 73.8734; Curr rmse: 131.7163; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2082; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:22:09,502 - INFO - Epoch: 0859 / 1300 lr: 7.840e-05 2025-05-16 02:22:21,477 - INFO - Training: cls_zice: 112.26213244387978; reg_zipnll: 258.5462526020251; aux_mae_loss_1: 188.8083122654965; aux_mae_loss_2: 25.79021840346487; aux_mae_loss_4: 3.8594318816536353; cnt_loss: 25.38503865191811; 2025-05-16 02:22:21,478 - INFO - Evaluation: Curr mae: 79.0030; Best mae: 73.4711; 73.7843; 73.8027; 73.8409; 73.8734; Curr rmse: 122.4052; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1931; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:22:21,478 - INFO - Epoch: 0860 / 1300 lr: 7.820e-05 2025-05-16 02:22:31,656 - INFO - Training: cls_zice: 114.34808088603772; reg_zipnll: 244.95084009672465; aux_mae_loss_1: 188.31654899998716; aux_mae_loss_2: 25.62816660027755; aux_mae_loss_4: 3.909775137901306; cnt_loss: 25.523089509261283; 2025-05-16 02:22:31,657 - INFO - Evaluation: Curr mae: 80.9485; Best mae: 73.4711; 73.7843; 73.8027; 73.8409; 73.8734; Curr rmse: 132.8245; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2013; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:22:31,658 - INFO - Epoch: 0861 / 1300 lr: 7.800e-05 2025-05-16 02:22:41,754 - INFO - Training: cls_zice: 111.39942771510074; reg_zipnll: 251.9302101135254; aux_mae_loss_1: 188.40757410149826; aux_mae_loss_2: 25.995467938874896; aux_mae_loss_4: 3.971478399477507; cnt_loss: 25.844419153113115; 2025-05-16 02:22:41,756 - INFO - Evaluation: Curr mae: 91.5553; Best mae: 73.4711; 73.7843; 73.8027; 73.8409; 73.8734; Curr rmse: 140.4370; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2287; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:22:41,756 - INFO - Epoch: 0862 / 1300 lr: 7.780e-05 2025-05-16 02:22:52,150 - INFO - Training: cls_zice: 116.62293644955284; reg_zipnll: 234.1879593698602; aux_mae_loss_1: 190.92014111970602; aux_mae_loss_2: 26.623853056054365; aux_mae_loss_4: 4.145099828117772; cnt_loss: 32.84340012700934; 2025-05-16 02:22:52,152 - INFO - Evaluation: Curr mae: 82.0929; Best mae: 73.4711; 73.7843; 73.8027; 73.8409; 73.8734; Curr rmse: 131.3992; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1893; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:22:52,152 - INFO - Epoch: 0863 / 1300 lr: 7.760e-05 2025-05-16 02:23:02,272 - INFO - Training: cls_zice: 120.1870144291928; reg_zipnll: 248.2249089291221; aux_mae_loss_1: 193.8990249633789; aux_mae_loss_2: 26.67275865454423; aux_mae_loss_4: 4.098257955751921; cnt_loss: 25.60067696320383; 2025-05-16 02:23:02,274 - INFO - Evaluation: Curr mae: 87.5837; Best mae: 73.4711; 73.7843; 73.8027; 73.8409; 73.8734; Curr rmse: 128.8317; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2291; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:23:02,274 - INFO - Epoch: 0864 / 1300 lr: 7.739e-05 2025-05-16 02:23:13,893 - INFO - Training: cls_zice: 113.80026752070377; reg_zipnll: 249.88078689575195; aux_mae_loss_1: 189.41363525390625; aux_mae_loss_2: 26.246162966678018; aux_mae_loss_4: 4.0736222706343; cnt_loss: 29.879333947834215; 2025-05-16 02:23:14,408 - INFO - Evaluation: Curr mae: 72.2557; Best mae: 72.2557; 73.4711; 73.7843; 73.8027; 73.8409; Curr rmse: 119.6196; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1829; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:23:14,408 - INFO - Epoch: 0865 / 1300 lr: 7.719e-05 2025-05-16 02:23:26,010 - INFO - Training: cls_zice: 102.27339438388222; reg_zipnll: 265.70683649966594; aux_mae_loss_1: 183.15592273912932; aux_mae_loss_2: 25.08531123713443; aux_mae_loss_4: 3.792028358108119; cnt_loss: 26.298200782976654; 2025-05-16 02:23:26,011 - INFO - Evaluation: Curr mae: 94.0400; Best mae: 72.2557; 73.4711; 73.7843; 73.8027; 73.8409; Curr rmse: 142.1509; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2495; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:23:26,011 - INFO - Epoch: 0866 / 1300 lr: 7.698e-05 2025-05-16 02:23:36,262 - INFO - Training: cls_zice: 120.92288102601704; reg_zipnll: 243.94310539647154; aux_mae_loss_1: 191.84743740684107; aux_mae_loss_2: 26.03962903273733; aux_mae_loss_4: 3.9484287688606665; cnt_loss: 25.303208150361712; 2025-05-16 02:23:36,263 - INFO - Evaluation: Curr mae: 91.6347; Best mae: 72.2557; 73.4711; 73.7843; 73.8027; 73.8409; Curr rmse: 137.1497; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2350; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:23:36,263 - INFO - Epoch: 0867 / 1300 lr: 7.678e-05 2025-05-16 02:23:46,345 - INFO - Training: cls_zice: 111.38748741149902; reg_zipnll: 241.03681172822652; aux_mae_loss_1: 185.73942445453844; aux_mae_loss_2: 25.559340226022822; aux_mae_loss_4: 3.8694139530784204; cnt_loss: 25.795111731479043; 2025-05-16 02:23:46,346 - INFO - Evaluation: Curr mae: 79.6524; Best mae: 72.2557; 73.4711; 73.7843; 73.8027; 73.8409; Curr rmse: 130.6601; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2026; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:23:46,346 - INFO - Epoch: 0868 / 1300 lr: 7.657e-05 2025-05-16 02:23:56,326 - INFO - Training: cls_zice: 112.7004471829063; reg_zipnll: 248.04040346647562; aux_mae_loss_1: 188.93986993086966; aux_mae_loss_2: 26.096362666079873; aux_mae_loss_4: 3.960956711518137; cnt_loss: 23.427064519179496; 2025-05-16 02:23:56,327 - INFO - Evaluation: Curr mae: 80.1817; Best mae: 72.2557; 73.4711; 73.7843; 73.8027; 73.8409; Curr rmse: 124.2912; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2060; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:23:56,327 - INFO - Epoch: 0869 / 1300 lr: 7.636e-05 2025-05-16 02:24:06,532 - INFO - Training: cls_zice: 115.24213339153088; reg_zipnll: 244.44933720638878; aux_mae_loss_1: 189.5579191509046; aux_mae_loss_2: 26.264988698457415; aux_mae_loss_4: 4.000862441564861; cnt_loss: 25.923260902103625; 2025-05-16 02:24:06,533 - INFO - Evaluation: Curr mae: 76.5455; Best mae: 72.2557; 73.4711; 73.7843; 73.8027; 73.8409; Curr rmse: 131.5934; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1888; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:24:06,533 - INFO - Epoch: 0870 / 1300 lr: 7.616e-05 2025-05-16 02:24:16,684 - INFO - Training: cls_zice: 118.01373496808503; reg_zipnll: 252.93002038252982; aux_mae_loss_1: 194.0595578645405; aux_mae_loss_2: 26.669985520212276; aux_mae_loss_4: 4.075848460197449; cnt_loss: 28.082386142329167; 2025-05-16 02:24:16,685 - INFO - Evaluation: Curr mae: 83.1615; Best mae: 72.2557; 73.4711; 73.7843; 73.8027; 73.8409; Curr rmse: 130.8478; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2066; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:24:16,685 - INFO - Epoch: 0871 / 1300 lr: 7.595e-05 2025-05-16 02:24:30,636 - INFO - Training: cls_zice: 112.60094190898694; reg_zipnll: 253.67499220998664; aux_mae_loss_1: 190.35378486231753; aux_mae_loss_2: 25.78497977005808; aux_mae_loss_4: 3.9014855936953894; cnt_loss: 25.8992180071379; 2025-05-16 02:24:30,641 - INFO - Evaluation: Curr mae: 80.4312; Best mae: 72.2557; 73.4711; 73.7843; 73.8027; 73.8409; Curr rmse: 129.4434; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1899; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:24:30,641 - INFO - Epoch: 0872 / 1300 lr: 7.574e-05 2025-05-16 02:24:40,761 - INFO - Training: cls_zice: 116.38123286397834; reg_zipnll: 247.04039001464844; aux_mae_loss_1: 190.58536087839227; aux_mae_loss_2: 26.129323231546504; aux_mae_loss_4: 3.988997923700433; cnt_loss: 25.78285917482878; 2025-05-16 02:24:40,762 - INFO - Evaluation: Curr mae: 94.7657; Best mae: 72.2557; 73.4711; 73.7843; 73.8027; 73.8409; Curr rmse: 141.2147; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2415; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:24:40,762 - INFO - Epoch: 0873 / 1300 lr: 7.553e-05 2025-05-16 02:24:50,849 - INFO - Training: cls_zice: 113.72781547747161; reg_zipnll: 245.55903354444; aux_mae_loss_1: 190.4553975557026; aux_mae_loss_2: 25.710212908293073; aux_mae_loss_4: 3.8013423744000887; cnt_loss: 25.157907611445378; 2025-05-16 02:24:50,851 - INFO - Evaluation: Curr mae: 80.2413; Best mae: 72.2557; 73.4711; 73.7843; 73.8027; 73.8409; Curr rmse: 130.7012; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1979; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:24:50,851 - INFO - Epoch: 0874 / 1300 lr: 7.532e-05 2025-05-16 02:25:00,995 - INFO - Training: cls_zice: 116.62506404675935; reg_zipnll: 238.05155483045075; aux_mae_loss_1: 190.80147552490234; aux_mae_loss_2: 26.060803262810957; aux_mae_loss_4: 4.007094659303364; cnt_loss: 27.861535022133275; 2025-05-16 02:25:00,996 - INFO - Evaluation: Curr mae: 79.7680; Best mae: 72.2557; 73.4711; 73.7843; 73.8027; 73.8409; Curr rmse: 125.7674; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2020; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:25:00,996 - INFO - Epoch: 0875 / 1300 lr: 7.511e-05 2025-05-16 02:25:11,247 - INFO - Training: cls_zice: 112.16707937340988; reg_zipnll: 247.59895826640883; aux_mae_loss_1: 188.46328012566818; aux_mae_loss_2: 25.580981706318102; aux_mae_loss_4: 3.7998144814842627; cnt_loss: 24.7468994793139; 2025-05-16 02:25:11,248 - INFO - Evaluation: Curr mae: 88.2601; Best mae: 72.2557; 73.4711; 73.7843; 73.8027; 73.8409; Curr rmse: 129.9148; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2406; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:25:11,248 - INFO - Epoch: 0876 / 1300 lr: 7.490e-05 2025-05-16 02:25:21,425 - INFO - Training: cls_zice: 118.9682846069336; reg_zipnll: 261.28281884444385; aux_mae_loss_1: 190.84938531172904; aux_mae_loss_2: 26.586653157284385; aux_mae_loss_4: 4.229334931624563; cnt_loss: 34.727610638267116; 2025-05-16 02:25:21,427 - INFO - Evaluation: Curr mae: 89.9828; Best mae: 72.2557; 73.4711; 73.7843; 73.8027; 73.8409; Curr rmse: 145.2655; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2187; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:25:21,427 - INFO - Epoch: 0877 / 1300 lr: 7.469e-05 2025-05-16 02:25:31,611 - INFO - Training: cls_zice: 108.52380752563477; reg_zipnll: 246.53982162475586; aux_mae_loss_1: 185.72091253180253; aux_mae_loss_2: 25.203665582757246; aux_mae_loss_4: 3.7693669607764795; cnt_loss: 25.44335217224924; 2025-05-16 02:25:31,612 - INFO - Evaluation: Curr mae: 83.9442; Best mae: 72.2557; 73.4711; 73.7843; 73.8027; 73.8409; Curr rmse: 131.9081; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2097; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:25:31,612 - INFO - Epoch: 0878 / 1300 lr: 7.447e-05 2025-05-16 02:25:41,688 - INFO - Training: cls_zice: 113.87841972551848; reg_zipnll: 256.5155769147371; aux_mae_loss_1: 192.74908366956208; aux_mae_loss_2: 25.977672451420833; aux_mae_loss_4: 3.907969826146176; cnt_loss: 24.946736912978324; 2025-05-16 02:25:41,689 - INFO - Evaluation: Curr mae: 84.5976; Best mae: 72.2557; 73.4711; 73.7843; 73.8027; 73.8409; Curr rmse: 123.4401; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2259; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:25:41,689 - INFO - Epoch: 0879 / 1300 lr: 7.426e-05 2025-05-16 02:25:51,885 - INFO - Training: cls_zice: 115.10791477404143; reg_zipnll: 252.8664352015445; aux_mae_loss_1: 191.89273031134354; aux_mae_loss_2: 26.174622636092337; aux_mae_loss_4: 4.036808936219466; cnt_loss: 26.00085351341649; 2025-05-16 02:25:51,886 - INFO - Evaluation: Curr mae: 88.7804; Best mae: 72.2557; 73.4711; 73.7843; 73.8027; 73.8409; Curr rmse: 138.7653; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2311; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:25:51,886 - INFO - Epoch: 0880 / 1300 lr: 7.405e-05 2025-05-16 02:26:02,026 - INFO - Training: cls_zice: 118.6999172411467; reg_zipnll: 253.9319510208933; aux_mae_loss_1: 192.0512570832905; aux_mae_loss_2: 26.12535602168033; aux_mae_loss_4: 3.912022829055786; cnt_loss: 23.240195424933184; 2025-05-16 02:26:02,027 - INFO - Evaluation: Curr mae: 91.8390; Best mae: 72.2557; 73.4711; 73.7843; 73.8027; 73.8409; Curr rmse: 140.7533; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2381; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:26:02,027 - INFO - Epoch: 0881 / 1300 lr: 7.383e-05 2025-05-16 02:26:12,269 - INFO - Training: cls_zice: 112.55326361405223; reg_zipnll: 250.79140914113898; aux_mae_loss_1: 187.72082599840667; aux_mae_loss_2: 25.519891839278372; aux_mae_loss_4: 3.869109843906603; cnt_loss: 21.828078194668418; 2025-05-16 02:26:12,270 - INFO - Evaluation: Curr mae: 92.4216; Best mae: 72.2557; 73.4711; 73.7843; 73.8027; 73.8409; Curr rmse: 138.3847; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2366; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:26:12,270 - INFO - Epoch: 0882 / 1300 lr: 7.362e-05 2025-05-16 02:26:22,490 - INFO - Training: cls_zice: 107.94758224487305; reg_zipnll: 246.44104485762747; aux_mae_loss_1: 183.2055011548494; aux_mae_loss_2: 25.049932831212093; aux_mae_loss_4: 3.785145797227558; cnt_loss: 23.987653493881226; 2025-05-16 02:26:22,491 - INFO - Evaluation: Curr mae: 82.3696; Best mae: 72.2557; 73.4711; 73.7843; 73.8027; 73.8409; Curr rmse: 132.8335; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2101; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:26:22,491 - INFO - Epoch: 0883 / 1300 lr: 7.340e-05 2025-05-16 02:26:32,628 - INFO - Training: cls_zice: 116.98673499257941; reg_zipnll: 246.45910122520044; aux_mae_loss_1: 189.101622330515; aux_mae_loss_2: 26.02094434436999; aux_mae_loss_4: 4.048236520666825; cnt_loss: 29.15906384116725; 2025-05-16 02:26:32,629 - INFO - Evaluation: Curr mae: 84.6633; Best mae: 72.2557; 73.4711; 73.7843; 73.8027; 73.8409; Curr rmse: 137.2469; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2171; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:26:32,629 - INFO - Epoch: 0884 / 1300 lr: 7.319e-05 2025-05-16 02:26:42,715 - INFO - Training: cls_zice: 114.27975082397461; reg_zipnll: 249.74233426545797; aux_mae_loss_1: 188.2941904569927; aux_mae_loss_2: 25.9669347562288; aux_mae_loss_4: 3.9787640257885584; cnt_loss: 30.31738509629902; 2025-05-16 02:26:42,777 - INFO - Evaluation: Curr mae: 73.4188; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 125.6285; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2020; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:26:42,777 - INFO - Epoch: 0885 / 1300 lr: 7.297e-05 2025-05-16 02:26:52,996 - INFO - Training: cls_zice: 103.86194214067962; reg_zipnll: 249.0809709649337; aux_mae_loss_1: 185.24128964072779; aux_mae_loss_2: 25.423037503895006; aux_mae_loss_4: 3.847787298654255; cnt_loss: 25.75480553978368; 2025-05-16 02:26:52,997 - INFO - Evaluation: Curr mae: 86.3423; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 137.3818; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2237; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:26:52,998 - INFO - Epoch: 0886 / 1300 lr: 7.276e-05 2025-05-16 02:27:03,235 - INFO - Training: cls_zice: 120.48957754436292; reg_zipnll: 244.55307589079203; aux_mae_loss_1: 193.707756243254; aux_mae_loss_2: 26.249447471217106; aux_mae_loss_4: 4.02126449660251; cnt_loss: 26.088936755531712; 2025-05-16 02:27:03,236 - INFO - Evaluation: Curr mae: 92.8095; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 139.1759; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2430; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:27:03,236 - INFO - Epoch: 0887 / 1300 lr: 7.254e-05 2025-05-16 02:27:15,228 - INFO - Training: cls_zice: 113.22087579024465; reg_zipnll: 251.69276769537674; aux_mae_loss_1: 189.6690774214895; aux_mae_loss_2: 26.018347539399798; aux_mae_loss_4: 3.9891508503964075; cnt_loss: 31.249666515149567; 2025-05-16 02:27:15,229 - INFO - Evaluation: Curr mae: 80.5093; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 124.7331; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1947; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:27:15,229 - INFO - Epoch: 0888 / 1300 lr: 7.232e-05 2025-05-16 02:27:25,495 - INFO - Training: cls_zice: 107.82841075094123; reg_zipnll: 245.6184569910953; aux_mae_loss_1: 183.76436675222297; aux_mae_loss_2: 25.210851092087594; aux_mae_loss_4: 3.838141366055137; cnt_loss: 26.841278992201154; 2025-05-16 02:27:25,496 - INFO - Evaluation: Curr mae: 88.9583; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 131.5941; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2375; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:27:25,496 - INFO - Epoch: 0889 / 1300 lr: 7.210e-05 2025-05-16 02:27:35,677 - INFO - Training: cls_zice: 110.75496884396202; reg_zipnll: 256.52122166282254; aux_mae_loss_1: 187.15041772942794; aux_mae_loss_2: 25.40748842138993; aux_mae_loss_4: 3.869434908816689; cnt_loss: 26.901020200628984; 2025-05-16 02:27:35,678 - INFO - Evaluation: Curr mae: 79.4962; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 121.3401; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2024; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:27:35,678 - INFO - Epoch: 0890 / 1300 lr: 7.188e-05 2025-05-16 02:27:45,898 - INFO - Training: cls_zice: 112.68870554472271; reg_zipnll: 254.23524374710885; aux_mae_loss_1: 183.73425333123458; aux_mae_loss_2: 24.890263808401006; aux_mae_loss_4: 3.6980610082024024; cnt_loss: 22.058745409313; 2025-05-16 02:27:45,900 - INFO - Evaluation: Curr mae: 87.7765; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 133.8132; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2241; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:27:45,900 - INFO - Epoch: 0891 / 1300 lr: 7.166e-05 2025-05-16 02:27:58,744 - INFO - Training: cls_zice: 112.55557981290315; reg_zipnll: 249.7278235586066; aux_mae_loss_1: 186.26042014674135; aux_mae_loss_2: 25.47411281184146; aux_mae_loss_4: 3.783226207682961; cnt_loss: 23.669081662830553; 2025-05-16 02:27:58,745 - INFO - Evaluation: Curr mae: 84.6613; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 130.7186; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2089; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:27:58,746 - INFO - Epoch: 0892 / 1300 lr: 7.144e-05 2025-05-16 02:28:08,865 - INFO - Training: cls_zice: 117.383831425717; reg_zipnll: 249.042724609375; aux_mae_loss_1: 188.2959323682283; aux_mae_loss_2: 25.90687510841771; aux_mae_loss_4: 3.8787401851854826; cnt_loss: 25.39395462839227; 2025-05-16 02:28:08,866 - INFO - Evaluation: Curr mae: 83.6085; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 125.2561; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2336; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:28:08,866 - INFO - Epoch: 0893 / 1300 lr: 7.122e-05 2025-05-16 02:28:18,909 - INFO - Training: cls_zice: 108.75905548898797; reg_zipnll: 259.43614939639446; aux_mae_loss_1: 186.97289376509818; aux_mae_loss_2: 25.622340503491852; aux_mae_loss_4: 3.8793895370081852; cnt_loss: 25.339890605524968; 2025-05-16 02:28:18,915 - INFO - Evaluation: Curr mae: 84.4920; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 138.9185; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2028; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:28:18,915 - INFO - Epoch: 0894 / 1300 lr: 7.100e-05 2025-05-16 02:28:28,973 - INFO - Training: cls_zice: 109.88158958836605; reg_zipnll: 259.75101169786956; aux_mae_loss_1: 182.83642417506167; aux_mae_loss_2: 24.888550557588275; aux_mae_loss_4: 3.695557713508606; cnt_loss: 23.752253532409668; 2025-05-16 02:28:28,974 - INFO - Evaluation: Curr mae: 76.2779; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 124.3883; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1823; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:28:28,974 - INFO - Epoch: 0895 / 1300 lr: 7.078e-05 2025-05-16 02:28:39,223 - INFO - Training: cls_zice: 114.465625963713; reg_zipnll: 257.12640852677197; aux_mae_loss_1: 189.5175158852025; aux_mae_loss_2: 25.67148379275673; aux_mae_loss_4: 3.82293889397069; cnt_loss: 25.95507157476325; 2025-05-16 02:28:39,225 - INFO - Evaluation: Curr mae: 83.8505; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 130.6806; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2104; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:28:39,225 - INFO - Epoch: 0896 / 1300 lr: 7.056e-05 2025-05-16 02:28:49,353 - INFO - Training: cls_zice: 113.63790020189788; reg_zipnll: 230.82906482094214; aux_mae_loss_1: 187.7676463880037; aux_mae_loss_2: 25.55462410575465; aux_mae_loss_4: 3.83656372522053; cnt_loss: 25.5255641435322; 2025-05-16 02:28:49,354 - INFO - Evaluation: Curr mae: 78.8665; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 122.5873; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1867; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:28:49,354 - INFO - Epoch: 0897 / 1300 lr: 7.034e-05 2025-05-16 02:28:59,478 - INFO - Training: cls_zice: 115.13937277542918; reg_zipnll: 245.89966282091643; aux_mae_loss_1: 185.78736375507555; aux_mae_loss_2: 25.088882396095677; aux_mae_loss_4: 3.7037516769609953; cnt_loss: 21.565259105280827; 2025-05-16 02:28:59,479 - INFO - Evaluation: Curr mae: 84.6001; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 129.1535; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2250; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:28:59,479 - INFO - Epoch: 0898 / 1300 lr: 7.011e-05 2025-05-16 02:29:09,672 - INFO - Training: cls_zice: 115.60370555676911; reg_zipnll: 251.37256481772974; aux_mae_loss_1: 193.99005367881372; aux_mae_loss_2: 26.54045747455798; aux_mae_loss_4: 4.071612527495937; cnt_loss: 28.91931855051141; 2025-05-16 02:29:09,673 - INFO - Evaluation: Curr mae: 79.3195; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 123.9879; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1991; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:29:09,673 - INFO - Epoch: 0899 / 1300 lr: 6.989e-05 2025-05-16 02:29:21,592 - INFO - Training: cls_zice: 113.4796078330592; reg_zipnll: 243.7326122083162; aux_mae_loss_1: 188.61369665045487; aux_mae_loss_2: 25.861167305394222; aux_mae_loss_4: 3.9685373870949996; cnt_loss: 26.84252234509117; 2025-05-16 02:29:21,593 - INFO - Evaluation: Curr mae: 75.8915; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 118.6591; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1924; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:29:21,593 - INFO - Epoch: 0900 / 1300 lr: 6.967e-05 2025-05-16 02:29:31,800 - INFO - Training: cls_zice: 114.80868138765034; reg_zipnll: 247.20686119481138; aux_mae_loss_1: 187.24650553653115; aux_mae_loss_2: 25.661385335420306; aux_mae_loss_4: 3.856560180061742; cnt_loss: 25.170211039091413; 2025-05-16 02:29:31,801 - INFO - Evaluation: Curr mae: 83.7797; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 128.3549; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2322; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:29:31,974 - INFO - Epoch: 0901 / 1300 lr: 6.944e-05 2025-05-16 02:29:42,140 - INFO - Training: cls_zice: 110.29654829125656; reg_zipnll: 254.20877035040604; aux_mae_loss_1: 186.1439989993447; aux_mae_loss_2: 25.74747846001073; aux_mae_loss_4: 3.9450168923327795; cnt_loss: 27.94804352208188; 2025-05-16 02:29:42,141 - INFO - Evaluation: Curr mae: 93.1344; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 135.5083; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2562; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:29:42,141 - INFO - Epoch: 0902 / 1300 lr: 6.922e-05 2025-05-16 02:29:52,250 - INFO - Training: cls_zice: 113.04233209710372; reg_zipnll: 254.42750930786133; aux_mae_loss_1: 188.2533356515985; aux_mae_loss_2: 25.592455688275788; aux_mae_loss_4: 3.8126290597413717; cnt_loss: 24.781029550652754; 2025-05-16 02:29:52,251 - INFO - Evaluation: Curr mae: 86.5781; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 126.9566; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2290; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:29:52,251 - INFO - Epoch: 0903 / 1300 lr: 6.899e-05 2025-05-16 02:30:02,383 - INFO - Training: cls_zice: 113.14520946301911; reg_zipnll: 233.69069290161133; aux_mae_loss_1: 182.30845682244552; aux_mae_loss_2: 24.96054664411043; aux_mae_loss_4: 3.800472566955968; cnt_loss: 26.009928464889526; 2025-05-16 02:30:02,384 - INFO - Evaluation: Curr mae: 79.9867; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 116.4456; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2106; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:30:02,385 - INFO - Epoch: 0904 / 1300 lr: 6.877e-05 2025-05-16 02:30:12,515 - INFO - Training: cls_zice: 113.62752357282136; reg_zipnll: 246.88006370945982; aux_mae_loss_1: 189.15815975791529; aux_mae_loss_2: 25.65822975259078; aux_mae_loss_4: 3.8056323873369315; cnt_loss: 22.654842213580483; 2025-05-16 02:30:12,517 - INFO - Evaluation: Curr mae: 82.1719; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 123.7210; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1945; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:30:12,517 - INFO - Epoch: 0905 / 1300 lr: 6.854e-05 2025-05-16 02:30:22,754 - INFO - Training: cls_zice: 113.17203421341746; reg_zipnll: 225.80147813495836; aux_mae_loss_1: 185.0474873592979; aux_mae_loss_2: 25.424850012126722; aux_mae_loss_4: 3.8353066193430045; cnt_loss: 24.72104966013055; 2025-05-16 02:30:22,754 - INFO - Evaluation: Curr mae: 79.3614; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 125.6541; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1820; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:30:22,755 - INFO - Epoch: 0906 / 1300 lr: 6.831e-05 2025-05-16 02:30:33,022 - INFO - Training: cls_zice: 112.30654284828587; reg_zipnll: 256.39159132304945; aux_mae_loss_1: 187.85003441258482; aux_mae_loss_2: 25.381111395986455; aux_mae_loss_4: 3.7806643059379175; cnt_loss: 23.797272807673405; 2025-05-16 02:30:33,023 - INFO - Evaluation: Curr mae: 83.9264; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 131.7460; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2096; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:30:33,023 - INFO - Epoch: 0907 / 1300 lr: 6.809e-05 2025-05-16 02:30:43,264 - INFO - Training: cls_zice: 112.18324294843171; reg_zipnll: 256.72531529476765; aux_mae_loss_1: 191.95049747667815; aux_mae_loss_2: 26.059185279043096; aux_mae_loss_4: 3.9339777921375476; cnt_loss: 26.378174154382002; 2025-05-16 02:30:43,265 - INFO - Evaluation: Curr mae: 81.9224; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 127.9255; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2095; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:30:43,265 - INFO - Epoch: 0908 / 1300 lr: 6.786e-05 2025-05-16 02:30:53,435 - INFO - Training: cls_zice: 112.14307980788381; reg_zipnll: 248.5460658826326; aux_mae_loss_1: 187.6844044735557; aux_mae_loss_2: 25.49499855543438; aux_mae_loss_4: 3.8254079379533468; cnt_loss: 24.396368152216862; 2025-05-16 02:30:53,436 - INFO - Evaluation: Curr mae: 94.8759; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 136.9265; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2429; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:30:53,436 - INFO - Epoch: 0909 / 1300 lr: 6.763e-05 2025-05-16 02:31:03,690 - INFO - Training: cls_zice: 108.71612814853066; reg_zipnll: 248.65924252961813; aux_mae_loss_1: 185.5729342008892; aux_mae_loss_2: 25.41592959353798; aux_mae_loss_4: 3.824624281180532; cnt_loss: 24.554670534635846; 2025-05-16 02:31:03,691 - INFO - Evaluation: Curr mae: 83.3100; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 128.4858; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1997; Best nae: 0.1669; 0.1762; 0.1766; 0.1783; 0.1797; 2025-05-16 02:31:03,692 - INFO - Epoch: 0910 / 1300 lr: 6.740e-05 2025-05-16 02:31:13,901 - INFO - Training: cls_zice: 113.90349900095086; reg_zipnll: 249.41866543418482; aux_mae_loss_1: 188.78703769884612; aux_mae_loss_2: 25.739990937082393; aux_mae_loss_4: 3.9803416917198584; cnt_loss: 27.341181002165143; 2025-05-16 02:31:13,963 - INFO - Evaluation: Curr mae: 77.8502; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 135.6938; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1703; Best nae: 0.1669; 0.1703; 0.1762; 0.1766; 0.1783; 2025-05-16 02:31:13,963 - INFO - Epoch: 0911 / 1300 lr: 6.718e-05 2025-05-16 02:31:24,149 - INFO - Training: cls_zice: 108.20142454850047; reg_zipnll: 238.80436033951608; aux_mae_loss_1: 187.4672172947934; aux_mae_loss_2: 25.93634500001606; aux_mae_loss_4: 3.964087279219376; cnt_loss: 28.489679160871002; 2025-05-16 02:31:24,150 - INFO - Evaluation: Curr mae: 83.0831; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 122.5382; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2196; Best nae: 0.1669; 0.1703; 0.1762; 0.1766; 0.1783; 2025-05-16 02:31:24,150 - INFO - Epoch: 0912 / 1300 lr: 6.695e-05 2025-05-16 02:31:34,266 - INFO - Training: cls_zice: 110.72892796365838; reg_zipnll: 233.47997384322318; aux_mae_loss_1: 183.96602249145508; aux_mae_loss_2: 25.152826359397487; aux_mae_loss_4: 3.75759041936774; cnt_loss: 22.657628837384674; 2025-05-16 02:31:34,267 - INFO - Evaluation: Curr mae: 77.4222; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 125.3324; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1813; Best nae: 0.1669; 0.1703; 0.1762; 0.1766; 0.1783; 2025-05-16 02:31:34,267 - INFO - Epoch: 0913 / 1300 lr: 6.672e-05 2025-05-16 02:31:44,507 - INFO - Training: cls_zice: 115.61226317757054; reg_zipnll: 248.1161766052246; aux_mae_loss_1: 187.75012046412417; aux_mae_loss_2: 25.941181634601794; aux_mae_loss_4: 3.9376490116119385; cnt_loss: 29.350202259264496; 2025-05-16 02:31:44,508 - INFO - Evaluation: Curr mae: 90.6163; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 134.3002; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2334; Best nae: 0.1669; 0.1703; 0.1762; 0.1766; 0.1783; 2025-05-16 02:31:44,508 - INFO - Epoch: 0914 / 1300 lr: 6.649e-05 2025-05-16 02:31:54,564 - INFO - Training: cls_zice: 103.59993553161621; reg_zipnll: 250.1233737343236; aux_mae_loss_1: 184.05955023514596; aux_mae_loss_2: 25.11654954207571; aux_mae_loss_4: 3.77775682273664; cnt_loss: 24.429898738861084; 2025-05-16 02:31:54,566 - INFO - Evaluation: Curr mae: 88.1014; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 136.7426; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2178; Best nae: 0.1669; 0.1703; 0.1762; 0.1766; 0.1783; 2025-05-16 02:31:54,566 - INFO - Epoch: 0915 / 1300 lr: 6.626e-05 2025-05-16 02:32:04,754 - INFO - Training: cls_zice: 111.90638913606342; reg_zipnll: 249.92642111527292; aux_mae_loss_1: 187.63912763093649; aux_mae_loss_2: 25.311388618067692; aux_mae_loss_4: 3.8230131990031193; cnt_loss: 25.030399473089922; 2025-05-16 02:32:04,755 - INFO - Evaluation: Curr mae: 82.6654; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 121.9906; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2321; Best nae: 0.1669; 0.1703; 0.1762; 0.1766; 0.1783; 2025-05-16 02:32:04,756 - INFO - Epoch: 0916 / 1300 lr: 6.603e-05 2025-05-16 02:32:15,087 - INFO - Training: cls_zice: 108.01254342731677; reg_zipnll: 246.28494684319747; aux_mae_loss_1: 184.7083286486174; aux_mae_loss_2: 25.37456760908428; aux_mae_loss_4: 3.8284760023418225; cnt_loss: 22.837742554514033; 2025-05-16 02:32:15,088 - INFO - Evaluation: Curr mae: 84.2342; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 130.2853; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2306; Best nae: 0.1669; 0.1703; 0.1762; 0.1766; 0.1783; 2025-05-16 02:32:15,088 - INFO - Epoch: 0917 / 1300 lr: 6.580e-05 2025-05-16 02:32:25,218 - INFO - Training: cls_zice: 109.07728375886616; reg_zipnll: 243.83668317292867; aux_mae_loss_1: 186.16897904245477; aux_mae_loss_2: 25.545197988811292; aux_mae_loss_4: 3.874228226511102; cnt_loss: 25.17607289866397; 2025-05-16 02:32:25,219 - INFO - Evaluation: Curr mae: 80.5672; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 126.1038; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2074; Best nae: 0.1669; 0.1703; 0.1762; 0.1766; 0.1783; 2025-05-16 02:32:25,219 - INFO - Epoch: 0918 / 1300 lr: 6.557e-05 2025-05-16 02:32:35,419 - INFO - Training: cls_zice: 106.18901845028526; reg_zipnll: 251.6898647107576; aux_mae_loss_1: 181.84811521831313; aux_mae_loss_2: 24.792886483041865; aux_mae_loss_4: 3.6711887999584802; cnt_loss: 22.36798266360634; 2025-05-16 02:32:35,420 - INFO - Evaluation: Curr mae: 83.8331; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 128.0481; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2040; Best nae: 0.1669; 0.1703; 0.1762; 0.1766; 0.1783; 2025-05-16 02:32:35,420 - INFO - Epoch: 0919 / 1300 lr: 6.533e-05 2025-05-16 02:32:45,448 - INFO - Training: cls_zice: 108.04421143782766; reg_zipnll: 242.37163965325607; aux_mae_loss_1: 182.73328279194078; aux_mae_loss_2: 24.99014583386873; aux_mae_loss_4: 3.7021097133034155; cnt_loss: 22.387818311390124; 2025-05-16 02:32:45,449 - INFO - Evaluation: Curr mae: 85.0209; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 131.5398; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2140; Best nae: 0.1669; 0.1703; 0.1762; 0.1766; 0.1783; 2025-05-16 02:32:45,449 - INFO - Epoch: 0920 / 1300 lr: 6.510e-05 2025-05-16 02:32:55,586 - INFO - Training: cls_zice: 109.7902960024382; reg_zipnll: 248.78457460905375; aux_mae_loss_1: 189.0223786203485; aux_mae_loss_2: 25.503697043971012; aux_mae_loss_4: 3.8607149939788017; cnt_loss: 24.023002574318333; 2025-05-16 02:32:55,587 - INFO - Evaluation: Curr mae: 90.1907; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 138.9573; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2498; Best nae: 0.1669; 0.1703; 0.1762; 0.1766; 0.1783; 2025-05-16 02:32:55,587 - INFO - Epoch: 0921 / 1300 lr: 6.487e-05 2025-05-16 02:33:05,757 - INFO - Training: cls_zice: 107.93334509197034; reg_zipnll: 248.83149207265754; aux_mae_loss_1: 186.61089987503854; aux_mae_loss_2: 25.554773631848786; aux_mae_loss_4: 3.8907498623195447; cnt_loss: 25.903122123919037; 2025-05-16 02:33:05,758 - INFO - Evaluation: Curr mae: 78.7038; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 123.9330; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2060; Best nae: 0.1669; 0.1703; 0.1762; 0.1766; 0.1783; 2025-05-16 02:33:05,759 - INFO - Epoch: 0922 / 1300 lr: 6.464e-05 2025-05-16 02:33:15,849 - INFO - Training: cls_zice: 113.30317778336375; reg_zipnll: 251.38040823685495; aux_mae_loss_1: 187.47862685354133; aux_mae_loss_2: 25.20631238033897; aux_mae_loss_4: 3.6867103074726306; cnt_loss: 21.360207858838532; 2025-05-16 02:33:15,850 - INFO - Evaluation: Curr mae: 85.5279; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 131.0864; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2455; Best nae: 0.1669; 0.1703; 0.1762; 0.1766; 0.1783; 2025-05-16 02:33:15,851 - INFO - Epoch: 0923 / 1300 lr: 6.440e-05 2025-05-16 02:33:26,154 - INFO - Training: cls_zice: 108.8010842674657; reg_zipnll: 244.09191904569926; aux_mae_loss_1: 186.2564257571572; aux_mae_loss_2: 25.585264582383004; aux_mae_loss_4: 3.8397839947750696; cnt_loss: 25.679453774502402; 2025-05-16 02:33:26,155 - INFO - Evaluation: Curr mae: 79.3271; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 124.7136; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2383; Best nae: 0.1669; 0.1703; 0.1762; 0.1766; 0.1783; 2025-05-16 02:33:26,155 - INFO - Epoch: 0924 / 1300 lr: 6.417e-05 2025-05-16 02:33:36,357 - INFO - Training: cls_zice: 113.86040235820569; reg_zipnll: 262.0101065384714; aux_mae_loss_1: 187.04520456414474; aux_mae_loss_2: 25.50346474898489; aux_mae_loss_4: 3.805159098223636; cnt_loss: 23.787081542767975; 2025-05-16 02:33:36,358 - INFO - Evaluation: Curr mae: 80.7612; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 130.6420; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2006; Best nae: 0.1669; 0.1703; 0.1762; 0.1766; 0.1783; 2025-05-16 02:33:36,358 - INFO - Epoch: 0925 / 1300 lr: 6.394e-05 2025-05-16 02:33:46,528 - INFO - Training: cls_zice: 109.97161333184494; reg_zipnll: 249.34538871363588; aux_mae_loss_1: 182.2287527385511; aux_mae_loss_2: 24.69750321538825; aux_mae_loss_4: 3.697843231652912; cnt_loss: 23.640387196289865; 2025-05-16 02:33:46,529 - INFO - Evaluation: Curr mae: 79.0745; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 120.1037; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2159; Best nae: 0.1669; 0.1703; 0.1762; 0.1766; 0.1783; 2025-05-16 02:33:46,529 - INFO - Epoch: 0926 / 1300 lr: 6.370e-05 2025-05-16 02:33:56,717 - INFO - Training: cls_zice: 110.3967490447195; reg_zipnll: 251.31572984394273; aux_mae_loss_1: 183.2760702434339; aux_mae_loss_2: 24.857681123833906; aux_mae_loss_4: 3.659363345095986; cnt_loss: 22.389157847354287; 2025-05-16 02:33:56,718 - INFO - Evaluation: Curr mae: 83.7629; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 124.9939; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2267; Best nae: 0.1669; 0.1703; 0.1762; 0.1766; 0.1783; 2025-05-16 02:33:56,718 - INFO - Epoch: 0927 / 1300 lr: 6.347e-05 2025-05-16 02:34:06,828 - INFO - Training: cls_zice: 105.89232986851742; reg_zipnll: 245.05042588083367; aux_mae_loss_1: 184.6110715364155; aux_mae_loss_2: 25.01981248353657; aux_mae_loss_4: 3.751057744026184; cnt_loss: 23.534140963303415; 2025-05-16 02:34:06,829 - INFO - Evaluation: Curr mae: 84.6724; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 125.9691; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2239; Best nae: 0.1669; 0.1703; 0.1762; 0.1766; 0.1783; 2025-05-16 02:34:06,829 - INFO - Epoch: 0928 / 1300 lr: 6.323e-05 2025-05-16 02:34:17,003 - INFO - Training: cls_zice: 107.20902688879715; reg_zipnll: 257.48847620110763; aux_mae_loss_1: 187.5865223533229; aux_mae_loss_2: 25.393847465515137; aux_mae_loss_4: 3.7895869330355993; cnt_loss: 24.66012322275262; 2025-05-16 02:34:17,004 - INFO - Evaluation: Curr mae: 85.1470; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 126.1239; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2229; Best nae: 0.1669; 0.1703; 0.1762; 0.1766; 0.1783; 2025-05-16 02:34:17,004 - INFO - Epoch: 0929 / 1300 lr: 6.300e-05 2025-05-16 02:34:27,268 - INFO - Training: cls_zice: 107.94194989455373; reg_zipnll: 244.97049171046206; aux_mae_loss_1: 180.66252337004008; aux_mae_loss_2: 24.74816437771446; aux_mae_loss_4: 3.6563760104932284; cnt_loss: 22.309425454390677; 2025-05-16 02:34:27,269 - INFO - Evaluation: Curr mae: 74.3392; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 118.7155; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1801; Best nae: 0.1669; 0.1703; 0.1762; 0.1766; 0.1783; 2025-05-16 02:34:27,269 - INFO - Epoch: 0930 / 1300 lr: 6.276e-05 2025-05-16 02:34:37,456 - INFO - Training: cls_zice: 119.35054747681869; reg_zipnll: 243.548332415129; aux_mae_loss_1: 190.63045561941047; aux_mae_loss_2: 25.608477241114567; aux_mae_loss_4: 3.7710039741114567; cnt_loss: 22.880116889351292; 2025-05-16 02:34:37,457 - INFO - Evaluation: Curr mae: 83.0026; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 127.1505; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2080; Best nae: 0.1669; 0.1703; 0.1762; 0.1766; 0.1783; 2025-05-16 02:34:37,457 - INFO - Epoch: 0931 / 1300 lr: 6.253e-05 2025-05-16 02:34:47,572 - INFO - Training: cls_zice: 110.21184067977102; reg_zipnll: 262.354648991635; aux_mae_loss_1: 185.78259237189042; aux_mae_loss_2: 25.17066644367419; aux_mae_loss_4: 3.734812987478156; cnt_loss: 22.408497760170384; 2025-05-16 02:34:47,573 - INFO - Evaluation: Curr mae: 83.4547; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 124.3773; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2191; Best nae: 0.1669; 0.1703; 0.1762; 0.1766; 0.1783; 2025-05-16 02:34:47,573 - INFO - Epoch: 0932 / 1300 lr: 6.229e-05 2025-05-16 02:34:57,772 - INFO - Training: cls_zice: 114.67030148757131; reg_zipnll: 237.04392302663703; aux_mae_loss_1: 187.71113947818154; aux_mae_loss_2: 25.573013631921064; aux_mae_loss_4: 3.8442328352677193; cnt_loss: 21.853271095376265; 2025-05-16 02:34:57,773 - INFO - Evaluation: Curr mae: 82.8032; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 124.6897; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2083; Best nae: 0.1669; 0.1703; 0.1762; 0.1766; 0.1783; 2025-05-16 02:34:57,773 - INFO - Epoch: 0933 / 1300 lr: 6.206e-05 2025-05-16 02:35:07,976 - INFO - Training: cls_zice: 110.15451571815892; reg_zipnll: 248.08672061719392; aux_mae_loss_1: 185.82259409051193; aux_mae_loss_2: 25.286863979540374; aux_mae_loss_4: 3.80481891883047; cnt_loss: 24.82172075070833; 2025-05-16 02:35:07,977 - INFO - Evaluation: Curr mae: 77.5687; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 124.6473; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1893; Best nae: 0.1669; 0.1703; 0.1762; 0.1766; 0.1783; 2025-05-16 02:35:07,977 - INFO - Epoch: 0934 / 1300 lr: 6.182e-05 2025-05-16 02:35:18,116 - INFO - Training: cls_zice: 110.77921340340062; reg_zipnll: 259.03436249180845; aux_mae_loss_1: 186.58623504638672; aux_mae_loss_2: 25.41270705273277; aux_mae_loss_4: 3.8288349540610063; cnt_loss: 25.275858678315814; 2025-05-16 02:35:18,117 - INFO - Evaluation: Curr mae: 83.6381; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 127.8987; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2004; Best nae: 0.1669; 0.1703; 0.1762; 0.1766; 0.1783; 2025-05-16 02:35:18,117 - INFO - Epoch: 0935 / 1300 lr: 6.158e-05 2025-05-16 02:35:28,129 - INFO - Training: cls_zice: 113.40943446912263; reg_zipnll: 247.27933713009483; aux_mae_loss_1: 185.25370969270406; aux_mae_loss_2: 24.97453619304456; aux_mae_loss_4: 3.635683530255368; cnt_loss: 20.7943596087004; 2025-05-16 02:35:28,129 - INFO - Evaluation: Curr mae: 89.4092; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 132.2725; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2541; Best nae: 0.1669; 0.1703; 0.1762; 0.1766; 0.1783; 2025-05-16 02:35:28,129 - INFO - Epoch: 0936 / 1300 lr: 6.135e-05 2025-05-16 02:35:38,366 - INFO - Training: cls_zice: 111.43174572994835; reg_zipnll: 239.15211265965513; aux_mae_loss_1: 186.38619272332443; aux_mae_loss_2: 24.951655965102347; aux_mae_loss_4: 3.6673503800442346; cnt_loss: 23.05600367094341; 2025-05-16 02:35:38,367 - INFO - Evaluation: Curr mae: 82.5971; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 122.0684; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2168; Best nae: 0.1669; 0.1703; 0.1762; 0.1766; 0.1783; 2025-05-16 02:35:38,367 - INFO - Epoch: 0937 / 1300 lr: 6.111e-05 2025-05-16 02:35:48,476 - INFO - Training: cls_zice: 105.68174086119; reg_zipnll: 247.85365737111945; aux_mae_loss_1: 185.1581762213456; aux_mae_loss_2: 25.335591215836374; aux_mae_loss_4: 3.809160251366465; cnt_loss: 25.675286192643014; 2025-05-16 02:35:48,477 - INFO - Evaluation: Curr mae: 86.3688; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 134.1110; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2142; Best nae: 0.1669; 0.1703; 0.1762; 0.1766; 0.1783; 2025-05-16 02:35:48,477 - INFO - Epoch: 0938 / 1300 lr: 6.087e-05 2025-05-16 02:35:58,608 - INFO - Training: cls_zice: 111.97137390939812; reg_zipnll: 245.088877226177; aux_mae_loss_1: 185.68337711535003; aux_mae_loss_2: 24.997261549297132; aux_mae_loss_4: 3.730015905279862; cnt_loss: 22.300434790159528; 2025-05-16 02:35:58,610 - INFO - Evaluation: Curr mae: 78.2354; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 121.2339; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1948; Best nae: 0.1669; 0.1703; 0.1762; 0.1766; 0.1783; 2025-05-16 02:35:58,610 - INFO - Epoch: 0939 / 1300 lr: 6.063e-05 2025-05-16 02:36:08,697 - INFO - Training: cls_zice: 110.66643995987742; reg_zipnll: 248.85119267513878; aux_mae_loss_1: 183.69878748843544; aux_mae_loss_2: 24.979185556110583; aux_mae_loss_4: 3.7082718798988745; cnt_loss: 21.852899752165143; 2025-05-16 02:36:08,698 - INFO - Evaluation: Curr mae: 86.1095; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 133.4070; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2176; Best nae: 0.1669; 0.1703; 0.1762; 0.1766; 0.1783; 2025-05-16 02:36:08,698 - INFO - Epoch: 0940 / 1300 lr: 6.040e-05 2025-05-16 02:36:19,495 - INFO - Training: cls_zice: 116.11577129364014; reg_zipnll: 259.50078201293945; aux_mae_loss_1: 189.30039496170846; aux_mae_loss_2: 25.58172607421875; aux_mae_loss_4: 3.8478242472598425; cnt_loss: 23.327864094784385; 2025-05-16 02:36:19,496 - INFO - Evaluation: Curr mae: 77.6943; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 123.5800; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1866; Best nae: 0.1669; 0.1703; 0.1762; 0.1766; 0.1783; 2025-05-16 02:36:19,496 - INFO - Epoch: 0941 / 1300 lr: 6.016e-05 2025-05-16 02:36:29,636 - INFO - Training: cls_zice: 112.98426648190147; reg_zipnll: 248.6700110184519; aux_mae_loss_1: 190.68426975451018; aux_mae_loss_2: 26.274744334973786; aux_mae_loss_4: 4.054269194602966; cnt_loss: 26.277859273709748; 2025-05-16 02:36:29,637 - INFO - Evaluation: Curr mae: 105.0885; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 154.0319; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2713; Best nae: 0.1669; 0.1703; 0.1762; 0.1766; 0.1783; 2025-05-16 02:36:29,637 - INFO - Epoch: 0942 / 1300 lr: 5.992e-05 2025-05-16 02:36:39,995 - INFO - Training: cls_zice: 107.04255134180973; reg_zipnll: 247.084161256489; aux_mae_loss_1: 181.52197627017372; aux_mae_loss_2: 25.24628604085822; aux_mae_loss_4: 3.9573080225994715; cnt_loss: 28.402481003811484; 2025-05-16 02:36:39,996 - INFO - Evaluation: Curr mae: 78.6872; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 124.4706; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1854; Best nae: 0.1669; 0.1703; 0.1762; 0.1766; 0.1783; 2025-05-16 02:36:39,996 - INFO - Epoch: 0943 / 1300 lr: 5.968e-05 2025-05-16 02:36:50,136 - INFO - Training: cls_zice: 110.4949106919138; reg_zipnll: 227.18471778066535; aux_mae_loss_1: 181.7590089095266; aux_mae_loss_2: 25.13756631550036; aux_mae_loss_4: 3.832298479582134; cnt_loss: 25.59508685061806; 2025-05-16 02:36:50,137 - INFO - Evaluation: Curr mae: 76.2744; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 120.8837; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1897; Best nae: 0.1669; 0.1703; 0.1762; 0.1766; 0.1783; 2025-05-16 02:36:50,137 - INFO - Epoch: 0944 / 1300 lr: 5.944e-05 2025-05-16 02:37:00,274 - INFO - Training: cls_zice: 117.65334716596101; reg_zipnll: 232.11142811022307; aux_mae_loss_1: 187.40249031468443; aux_mae_loss_2: 25.906478630869014; aux_mae_loss_4: 3.8959324736344185; cnt_loss: 25.777640003907052; 2025-05-16 02:37:00,275 - INFO - Evaluation: Curr mae: 77.6833; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 119.3538; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1948; Best nae: 0.1669; 0.1703; 0.1762; 0.1766; 0.1783; 2025-05-16 02:37:00,275 - INFO - Epoch: 0945 / 1300 lr: 5.920e-05 2025-05-16 02:37:10,473 - INFO - Training: cls_zice: 114.51815645318283; reg_zipnll: 236.74164962768555; aux_mae_loss_1: 186.7582030045359; aux_mae_loss_2: 25.34621861106471; aux_mae_loss_4: 3.8749380362661263; cnt_loss: 22.463644153193425; 2025-05-16 02:37:10,474 - INFO - Evaluation: Curr mae: 81.5747; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 127.2781; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1986; Best nae: 0.1669; 0.1703; 0.1762; 0.1766; 0.1783; 2025-05-16 02:37:10,474 - INFO - Epoch: 0946 / 1300 lr: 5.896e-05 2025-05-16 02:37:20,575 - INFO - Training: cls_zice: 116.89696823923211; reg_zipnll: 233.2592753360146; aux_mae_loss_1: 188.27843957198294; aux_mae_loss_2: 25.449041667737458; aux_mae_loss_4: 3.731386994060717; cnt_loss: 22.11867545780383; 2025-05-16 02:37:20,576 - INFO - Evaluation: Curr mae: 86.0742; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 128.6491; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2206; Best nae: 0.1669; 0.1703; 0.1762; 0.1766; 0.1783; 2025-05-16 02:37:20,576 - INFO - Epoch: 0947 / 1300 lr: 5.872e-05 2025-05-16 02:37:30,664 - INFO - Training: cls_zice: 112.02059695595189; reg_zipnll: 240.62424278259277; aux_mae_loss_1: 190.56858745374177; aux_mae_loss_2: 25.887122706363076; aux_mae_loss_4: 3.8992204101462113; cnt_loss: 24.95247318870143; 2025-05-16 02:37:30,665 - INFO - Evaluation: Curr mae: 82.7303; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 131.0385; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2151; Best nae: 0.1669; 0.1703; 0.1762; 0.1766; 0.1783; 2025-05-16 02:37:30,665 - INFO - Epoch: 0948 / 1300 lr: 5.848e-05 2025-05-16 02:37:40,699 - INFO - Training: cls_zice: 117.23968239834434; reg_zipnll: 248.8710738734195; aux_mae_loss_1: 188.25971402620016; aux_mae_loss_2: 25.74218243046811; aux_mae_loss_4: 3.885516354912206; cnt_loss: 24.74351291907461; 2025-05-16 02:37:40,700 - INFO - Evaluation: Curr mae: 79.6615; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 123.4604; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1983; Best nae: 0.1669; 0.1703; 0.1762; 0.1766; 0.1783; 2025-05-16 02:37:40,700 - INFO - Epoch: 0949 / 1300 lr: 5.824e-05 2025-05-16 02:37:50,797 - INFO - Training: cls_zice: 115.5053434873882; reg_zipnll: 237.66880958958677; aux_mae_loss_1: 186.98337615163703; aux_mae_loss_2: 25.343157542379277; aux_mae_loss_4: 3.68651198713403; cnt_loss: 20.617289066314697; 2025-05-16 02:37:50,799 - INFO - Evaluation: Curr mae: 76.2386; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 119.4844; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1830; Best nae: 0.1669; 0.1703; 0.1762; 0.1766; 0.1783; 2025-05-16 02:37:50,799 - INFO - Epoch: 0950 / 1300 lr: 5.800e-05 2025-05-16 02:38:00,985 - INFO - Training: cls_zice: 110.0304651260376; reg_zipnll: 245.14101761265806; aux_mae_loss_1: 184.15524271914833; aux_mae_loss_2: 25.10642779500861; aux_mae_loss_4: 3.722767767153288; cnt_loss: 25.36495657971031; 2025-05-16 02:38:00,986 - INFO - Evaluation: Curr mae: 82.8108; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 124.5178; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2068; Best nae: 0.1669; 0.1703; 0.1762; 0.1766; 0.1783; 2025-05-16 02:38:01,161 - INFO - Epoch: 0951 / 1300 lr: 5.776e-05 2025-05-16 02:38:11,217 - INFO - Training: cls_zice: 116.34440095801102; reg_zipnll: 232.43245094700865; aux_mae_loss_1: 188.5986597161544; aux_mae_loss_2: 25.8342409635845; aux_mae_loss_4: 3.8526292349162854; cnt_loss: 23.423606998042057; 2025-05-16 02:38:11,218 - INFO - Evaluation: Curr mae: 81.0898; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 122.3737; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2014; Best nae: 0.1669; 0.1703; 0.1762; 0.1766; 0.1783; 2025-05-16 02:38:11,218 - INFO - Epoch: 0952 / 1300 lr: 5.752e-05 2025-05-16 02:38:21,422 - INFO - Training: cls_zice: 113.13510412918895; reg_zipnll: 254.8743159645482; aux_mae_loss_1: 186.53662430612664; aux_mae_loss_2: 25.31385602449116; aux_mae_loss_4: 3.7666256741473547; cnt_loss: 24.764710576910723; 2025-05-16 02:38:21,483 - INFO - Evaluation: Curr mae: 73.8595; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 123.9478; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1747; Best nae: 0.1669; 0.1703; 0.1747; 0.1762; 0.1766; 2025-05-16 02:38:21,483 - INFO - Epoch: 0953 / 1300 lr: 5.728e-05 2025-05-16 02:38:31,972 - INFO - Training: cls_zice: 115.215938015988; reg_zipnll: 264.5646145469264; aux_mae_loss_1: 187.11584392346833; aux_mae_loss_2: 25.494434256302682; aux_mae_loss_4: 3.786738972914846; cnt_loss: 23.095671829424408; 2025-05-16 02:38:31,973 - INFO - Evaluation: Curr mae: 77.4214; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 123.4160; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1872; Best nae: 0.1669; 0.1703; 0.1747; 0.1762; 0.1766; 2025-05-16 02:38:31,973 - INFO - Epoch: 0954 / 1300 lr: 5.704e-05 2025-05-16 02:38:42,121 - INFO - Training: cls_zice: 116.14875502335398; reg_zipnll: 242.12540646603233; aux_mae_loss_1: 186.61997503983346; aux_mae_loss_2: 25.506000669378984; aux_mae_loss_4: 3.851225156533091; cnt_loss: 24.039991353687487; 2025-05-16 02:38:42,122 - INFO - Evaluation: Curr mae: 86.2894; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 139.4956; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2075; Best nae: 0.1669; 0.1703; 0.1747; 0.1762; 0.1766; 2025-05-16 02:38:42,122 - INFO - Epoch: 0955 / 1300 lr: 5.680e-05 2025-05-16 02:38:52,245 - INFO - Training: cls_zice: 119.75896755017732; reg_zipnll: 251.65158181441458; aux_mae_loss_1: 189.53770808169716; aux_mae_loss_2: 25.80034516987048; aux_mae_loss_4: 3.8956276617552104; cnt_loss: 26.639395563225996; 2025-05-16 02:38:52,245 - INFO - Evaluation: Curr mae: 78.4235; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 124.3553; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2041; Best nae: 0.1669; 0.1703; 0.1747; 0.1762; 0.1766; 2025-05-16 02:38:52,246 - INFO - Epoch: 0956 / 1300 lr: 5.656e-05 2025-05-16 02:39:02,435 - INFO - Training: cls_zice: 108.44489187943309; reg_zipnll: 241.63390691656815; aux_mae_loss_1: 184.78280278256065; aux_mae_loss_2: 25.124104198656585; aux_mae_loss_4: 3.7443017457660877; cnt_loss: 21.222857349797298; 2025-05-16 02:39:02,436 - INFO - Evaluation: Curr mae: 76.8993; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 120.7578; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2017; Best nae: 0.1669; 0.1703; 0.1747; 0.1762; 0.1766; 2025-05-16 02:39:02,437 - INFO - Epoch: 0957 / 1300 lr: 5.632e-05 2025-05-16 02:39:12,582 - INFO - Training: cls_zice: 114.74216827593352; reg_zipnll: 257.7062998319927; aux_mae_loss_1: 188.49432112041274; aux_mae_loss_2: 25.55021988718133; aux_mae_loss_4: 3.8382555622803536; cnt_loss: 24.72196632937381; 2025-05-16 02:39:12,583 - INFO - Evaluation: Curr mae: 87.3810; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 130.1502; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2336; Best nae: 0.1669; 0.1703; 0.1747; 0.1762; 0.1766; 2025-05-16 02:39:12,583 - INFO - Epoch: 0958 / 1300 lr: 5.608e-05 2025-05-16 02:39:22,630 - INFO - Training: cls_zice: 113.40153453224583; reg_zipnll: 256.4220940439325; aux_mae_loss_1: 185.86330574437193; aux_mae_loss_2: 25.223428751292982; aux_mae_loss_4: 3.747172939149957; cnt_loss: 23.224096599378083; 2025-05-16 02:39:22,631 - INFO - Evaluation: Curr mae: 87.6297; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 132.4825; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2386; Best nae: 0.1669; 0.1703; 0.1747; 0.1762; 0.1766; 2025-05-16 02:39:22,631 - INFO - Epoch: 0959 / 1300 lr: 5.584e-05 2025-05-16 02:39:32,852 - INFO - Training: cls_zice: 110.58270474484092; reg_zipnll: 247.4920469585218; aux_mae_loss_1: 184.09449406674034; aux_mae_loss_2: 25.0879175286544; aux_mae_loss_4: 3.701679330123098; cnt_loss: 21.80682463394968; 2025-05-16 02:39:32,853 - INFO - Evaluation: Curr mae: 90.6737; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 137.9589; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2489; Best nae: 0.1669; 0.1703; 0.1747; 0.1762; 0.1766; 2025-05-16 02:39:32,854 - INFO - Epoch: 0960 / 1300 lr: 5.559e-05 2025-05-16 02:39:42,993 - INFO - Training: cls_zice: 115.3375613814906; reg_zipnll: 259.7525516309236; aux_mae_loss_1: 186.9913982592131; aux_mae_loss_2: 25.461703200089303; aux_mae_loss_4: 3.785216808319092; cnt_loss: 23.989119655207585; 2025-05-16 02:39:42,994 - INFO - Evaluation: Curr mae: 84.4334; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 130.6805; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2138; Best nae: 0.1669; 0.1703; 0.1747; 0.1762; 0.1766; 2025-05-16 02:39:42,994 - INFO - Epoch: 0961 / 1300 lr: 5.535e-05 2025-05-16 02:39:53,117 - INFO - Training: cls_zice: 103.90435735802902; reg_zipnll: 245.97784117648476; aux_mae_loss_1: 179.9398861935264; aux_mae_loss_2: 24.37816057707134; aux_mae_loss_4: 3.643506495576156; cnt_loss: 21.648312480826128; 2025-05-16 02:39:53,118 - INFO - Evaluation: Curr mae: 85.6470; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 127.8777; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2181; Best nae: 0.1669; 0.1703; 0.1747; 0.1762; 0.1766; 2025-05-16 02:39:53,118 - INFO - Epoch: 0962 / 1300 lr: 5.511e-05 2025-05-16 02:40:03,326 - INFO - Training: cls_zice: 112.10379748595388; reg_zipnll: 233.49204876548364; aux_mae_loss_1: 184.70132125051398; aux_mae_loss_2: 25.19090017519499; aux_mae_loss_4: 3.7452127368826615; cnt_loss: 22.21532106399536; 2025-05-16 02:40:03,329 - INFO - Evaluation: Curr mae: 76.6327; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 120.5979; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1905; Best nae: 0.1669; 0.1703; 0.1747; 0.1762; 0.1766; 2025-05-16 02:40:03,330 - INFO - Epoch: 0963 / 1300 lr: 5.487e-05 2025-05-16 02:40:13,514 - INFO - Training: cls_zice: 108.29538059234619; reg_zipnll: 255.78504622609992; aux_mae_loss_1: 187.46712955675628; aux_mae_loss_2: 25.23705351980109; aux_mae_loss_4: 3.7360067116586784; cnt_loss: 23.530408507899235; 2025-05-16 02:40:13,515 - INFO - Evaluation: Curr mae: 78.6548; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 126.5895; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1888; Best nae: 0.1669; 0.1703; 0.1747; 0.1762; 0.1766; 2025-05-16 02:40:13,515 - INFO - Epoch: 0964 / 1300 lr: 5.463e-05 2025-05-16 02:40:23,659 - INFO - Training: cls_zice: 115.65750674197548; reg_zipnll: 243.17941866422953; aux_mae_loss_1: 187.72225088822213; aux_mae_loss_2: 25.585952608208906; aux_mae_loss_4: 3.825978210097865; cnt_loss: 25.040705831427324; 2025-05-16 02:40:23,660 - INFO - Evaluation: Curr mae: 74.4312; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 121.8669; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1801; Best nae: 0.1669; 0.1703; 0.1747; 0.1762; 0.1766; 2025-05-16 02:40:23,661 - INFO - Epoch: 0965 / 1300 lr: 5.438e-05 2025-05-16 02:40:33,907 - INFO - Training: cls_zice: 115.74123974850303; reg_zipnll: 243.49360335500617; aux_mae_loss_1: 189.32381900988128; aux_mae_loss_2: 25.641371626602975; aux_mae_loss_4: 3.839158064440677; cnt_loss: 22.776591200577585; 2025-05-16 02:40:33,908 - INFO - Evaluation: Curr mae: 82.8294; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 130.2794; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2098; Best nae: 0.1669; 0.1703; 0.1747; 0.1762; 0.1766; 2025-05-16 02:40:33,908 - INFO - Epoch: 0966 / 1300 lr: 5.414e-05 2025-05-16 02:40:44,011 - INFO - Training: cls_zice: 106.00462260999177; reg_zipnll: 230.90498853984633; aux_mae_loss_1: 181.51360702514648; aux_mae_loss_2: 24.616880968997354; aux_mae_loss_4: 3.658287299306769; cnt_loss: 22.678647819318268; 2025-05-16 02:40:44,011 - INFO - Evaluation: Curr mae: 85.9722; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 138.6067; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2000; Best nae: 0.1669; 0.1703; 0.1747; 0.1762; 0.1766; 2025-05-16 02:40:44,012 - INFO - Epoch: 0967 / 1300 lr: 5.390e-05 2025-05-16 02:40:54,188 - INFO - Training: cls_zice: 111.61039422687732; reg_zipnll: 243.4212730809262; aux_mae_loss_1: 185.48536983289216; aux_mae_loss_2: 25.366834439729388; aux_mae_loss_4: 3.820135787913674; cnt_loss: 26.027306130057887; 2025-05-16 02:40:54,250 - INFO - Evaluation: Curr mae: 76.2418; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 127.6043; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1748; Best nae: 0.1669; 0.1703; 0.1747; 0.1748; 0.1762; 2025-05-16 02:40:54,250 - INFO - Epoch: 0968 / 1300 lr: 5.366e-05 2025-05-16 02:41:04,482 - INFO - Training: cls_zice: 112.25450415360301; reg_zipnll: 249.26851011577406; aux_mae_loss_1: 185.90856973748458; aux_mae_loss_2: 25.329573581093236; aux_mae_loss_4: 3.784374004916141; cnt_loss: 23.65631171276695; 2025-05-16 02:41:04,483 - INFO - Evaluation: Curr mae: 81.4140; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 127.5630; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2046; Best nae: 0.1669; 0.1703; 0.1747; 0.1748; 0.1762; 2025-05-16 02:41:04,483 - INFO - Epoch: 0969 / 1300 lr: 5.341e-05 2025-05-16 02:41:14,598 - INFO - Training: cls_zice: 115.58362990931461; reg_zipnll: 240.75310496280068; aux_mae_loss_1: 184.76424468191047; aux_mae_loss_2: 25.338804746928968; aux_mae_loss_4: 3.7357570811321863; cnt_loss: 22.001259828868665; 2025-05-16 02:41:14,599 - INFO - Evaluation: Curr mae: 75.7015; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 118.8105; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1836; Best nae: 0.1669; 0.1703; 0.1747; 0.1748; 0.1762; 2025-05-16 02:41:14,600 - INFO - Epoch: 0970 / 1300 lr: 5.317e-05 2025-05-16 02:41:24,792 - INFO - Training: cls_zice: 115.77745026036312; reg_zipnll: 250.0344962069863; aux_mae_loss_1: 185.59381364521226; aux_mae_loss_2: 25.182141805949964; aux_mae_loss_4: 3.7760653934980692; cnt_loss: 22.9891525569715; 2025-05-16 02:41:24,793 - INFO - Evaluation: Curr mae: 90.5359; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 134.6283; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2194; Best nae: 0.1669; 0.1703; 0.1747; 0.1748; 0.1762; 2025-05-16 02:41:24,793 - INFO - Epoch: 0971 / 1300 lr: 5.293e-05 2025-05-16 02:41:34,946 - INFO - Training: cls_zice: 108.59699841549522; reg_zipnll: 251.5500347739772; aux_mae_loss_1: 183.64953773900083; aux_mae_loss_2: 24.734787388851768; aux_mae_loss_4: 3.62948361196016; cnt_loss: 22.814703062960977; 2025-05-16 02:41:34,946 - INFO - Evaluation: Curr mae: 79.0119; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 117.2974; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1961; Best nae: 0.1669; 0.1703; 0.1747; 0.1748; 0.1762; 2025-05-16 02:41:34,946 - INFO - Epoch: 0972 / 1300 lr: 5.269e-05 2025-05-16 02:41:45,164 - INFO - Training: cls_zice: 118.88412746630217; reg_zipnll: 228.06322619789526; aux_mae_loss_1: 185.79387624640214; aux_mae_loss_2: 25.36338153638338; aux_mae_loss_4: 3.854488172029194; cnt_loss: 23.638622497257433; 2025-05-16 02:41:45,165 - INFO - Evaluation: Curr mae: 80.9895; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 122.7151; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1981; Best nae: 0.1669; 0.1703; 0.1747; 0.1748; 0.1762; 2025-05-16 02:41:45,165 - INFO - Epoch: 0973 / 1300 lr: 5.244e-05 2025-05-16 02:41:55,315 - INFO - Training: cls_zice: 111.75181870711477; reg_zipnll: 241.3664207458496; aux_mae_loss_1: 185.63907181589227; aux_mae_loss_2: 25.391377700002568; aux_mae_loss_4: 3.849667938132035; cnt_loss: 29.722282045765926; 2025-05-16 02:41:55,378 - INFO - Evaluation: Curr mae: 74.0877; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 124.5488; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1688; Best nae: 0.1669; 0.1688; 0.1703; 0.1747; 0.1748; 2025-05-16 02:41:55,379 - INFO - Epoch: 0974 / 1300 lr: 5.220e-05 2025-05-16 02:42:05,657 - INFO - Training: cls_zice: 112.4858321139687; reg_zipnll: 241.47412631386206; aux_mae_loss_1: 182.989706340589; aux_mae_loss_2: 24.7958661631534; aux_mae_loss_4: 3.6967270437039828; cnt_loss: 23.561930079209176; 2025-05-16 02:42:05,659 - INFO - Evaluation: Curr mae: 86.9485; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 133.0325; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2166; Best nae: 0.1669; 0.1688; 0.1703; 0.1747; 0.1748; 2025-05-16 02:42:05,659 - INFO - Epoch: 0975 / 1300 lr: 5.196e-05 2025-05-16 02:42:15,950 - INFO - Training: cls_zice: 110.5154941960385; reg_zipnll: 247.13073670236687; aux_mae_loss_1: 185.08540464702406; aux_mae_loss_2: 25.128926377547415; aux_mae_loss_4: 3.692098247377496; cnt_loss: 20.802009406842682; 2025-05-16 02:42:15,951 - INFO - Evaluation: Curr mae: 77.9462; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 123.2808; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1928; Best nae: 0.1669; 0.1688; 0.1703; 0.1747; 0.1748; 2025-05-16 02:42:15,951 - INFO - Epoch: 0976 / 1300 lr: 5.171e-05 2025-05-16 02:42:28,090 - INFO - Training: cls_zice: 111.72724879415412; reg_zipnll: 248.9346735100997; aux_mae_loss_1: 184.36958112214742; aux_mae_loss_2: 24.942279865867214; aux_mae_loss_4: 3.6609935446789392; cnt_loss: 21.98379313318353; 2025-05-16 02:42:28,129 - INFO - Evaluation: Curr mae: 81.1465; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 125.3422; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2033; Best nae: 0.1669; 0.1688; 0.1703; 0.1747; 0.1748; 2025-05-16 02:42:28,130 - INFO - Epoch: 0977 / 1300 lr: 5.147e-05 2025-05-16 02:42:41,378 - INFO - Training: cls_zice: 113.29251721030788; reg_zipnll: 248.97739370245682; aux_mae_loss_1: 186.32673404091284; aux_mae_loss_2: 25.546512001439144; aux_mae_loss_4: 3.813855139832748; cnt_loss: 23.669980237358494; 2025-05-16 02:42:41,379 - INFO - Evaluation: Curr mae: 84.4325; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 138.2126; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2000; Best nae: 0.1669; 0.1688; 0.1703; 0.1747; 0.1748; 2025-05-16 02:42:41,379 - INFO - Epoch: 0978 / 1300 lr: 5.123e-05 2025-05-16 02:42:51,436 - INFO - Training: cls_zice: 116.63866936533074; reg_zipnll: 246.61835359272203; aux_mae_loss_1: 186.31753540039062; aux_mae_loss_2: 25.307542650323164; aux_mae_loss_4: 3.694132077066522; cnt_loss: 22.064026431033486; 2025-05-16 02:42:51,437 - INFO - Evaluation: Curr mae: 81.0428; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 126.0463; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2031; Best nae: 0.1669; 0.1688; 0.1703; 0.1747; 0.1748; 2025-05-16 02:42:51,437 - INFO - Epoch: 0979 / 1300 lr: 5.099e-05 2025-05-16 02:43:01,643 - INFO - Training: cls_zice: 110.65876483917236; reg_zipnll: 234.71117541664526; aux_mae_loss_1: 182.46949306287263; aux_mae_loss_2: 24.33885800211053; aux_mae_loss_4: 3.5789493761564555; cnt_loss: 19.251187939392892; 2025-05-16 02:43:01,644 - INFO - Evaluation: Curr mae: 78.9615; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 119.0976; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1995; Best nae: 0.1669; 0.1688; 0.1703; 0.1747; 0.1748; 2025-05-16 02:43:01,644 - INFO - Epoch: 0980 / 1300 lr: 5.074e-05 2025-05-16 02:43:11,949 - INFO - Training: cls_zice: 115.53952427914268; reg_zipnll: 229.7744281166478; aux_mae_loss_1: 184.30465397081878; aux_mae_loss_2: 25.135810701470625; aux_mae_loss_4: 3.692111981542487; cnt_loss: 21.390382189499704; 2025-05-16 02:43:11,950 - INFO - Evaluation: Curr mae: 80.0804; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 127.0970; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1911; Best nae: 0.1669; 0.1688; 0.1703; 0.1747; 0.1748; 2025-05-16 02:43:11,951 - INFO - Epoch: 0981 / 1300 lr: 5.050e-05 2025-05-16 02:43:22,202 - INFO - Training: cls_zice: 101.0487090662906; reg_zipnll: 236.520316073769; aux_mae_loss_1: 177.65190847296464; aux_mae_loss_2: 23.97566940909938; aux_mae_loss_4: 3.5133780805688155; cnt_loss: 20.92192760266756; 2025-05-16 02:43:22,203 - INFO - Evaluation: Curr mae: 83.3510; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 128.3455; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2118; Best nae: 0.1669; 0.1688; 0.1703; 0.1747; 0.1748; 2025-05-16 02:43:22,203 - INFO - Epoch: 0982 / 1300 lr: 5.026e-05 2025-05-16 02:43:32,293 - INFO - Training: cls_zice: 113.87892321536415; reg_zipnll: 244.6189162605687; aux_mae_loss_1: 184.5626758776213; aux_mae_loss_2: 24.798572891636898; aux_mae_loss_4: 3.625676393508911; cnt_loss: 18.46478327951933; 2025-05-16 02:43:32,294 - INFO - Evaluation: Curr mae: 75.5810; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 116.9807; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1926; Best nae: 0.1669; 0.1688; 0.1703; 0.1747; 0.1748; 2025-05-16 02:43:32,294 - INFO - Epoch: 0983 / 1300 lr: 5.001e-05 2025-05-16 02:43:42,407 - INFO - Training: cls_zice: 114.6938957415129; reg_zipnll: 237.56234339663857; aux_mae_loss_1: 186.46681072837427; aux_mae_loss_2: 25.664752332787764; aux_mae_loss_4: 3.8542878000359786; cnt_loss: 25.546716514386627; 2025-05-16 02:43:42,408 - INFO - Evaluation: Curr mae: 76.3460; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 124.1000; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1802; Best nae: 0.1669; 0.1688; 0.1703; 0.1747; 0.1748; 2025-05-16 02:43:42,409 - INFO - Epoch: 0984 / 1300 lr: 4.977e-05 2025-05-16 02:43:52,413 - INFO - Training: cls_zice: 113.00102223848042; reg_zipnll: 242.20269283495452; aux_mae_loss_1: 184.43783770109476; aux_mae_loss_2: 24.83970029730546; aux_mae_loss_4: 3.7065937770040414; cnt_loss: 22.29675531387329; 2025-05-16 02:43:52,414 - INFO - Evaluation: Curr mae: 77.9293; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 123.0000; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1913; Best nae: 0.1669; 0.1688; 0.1703; 0.1747; 0.1748; 2025-05-16 02:43:52,414 - INFO - Epoch: 0985 / 1300 lr: 4.953e-05 2025-05-16 02:44:02,613 - INFO - Training: cls_zice: 114.86819688897384; reg_zipnll: 241.8974753931949; aux_mae_loss_1: 188.18404850206878; aux_mae_loss_2: 25.164349907322933; aux_mae_loss_4: 3.6847383097598425; cnt_loss: 20.76779337933189; 2025-05-16 02:44:02,614 - INFO - Evaluation: Curr mae: 85.4111; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 131.8267; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2205; Best nae: 0.1669; 0.1688; 0.1703; 0.1747; 0.1748; 2025-05-16 02:44:02,614 - INFO - Epoch: 0986 / 1300 lr: 4.929e-05 2025-05-16 02:44:12,739 - INFO - Training: cls_zice: 110.16498244436164; reg_zipnll: 248.02102620978104; aux_mae_loss_1: 179.55580741480776; aux_mae_loss_2: 24.25089625308388; aux_mae_loss_4: 3.5799000012247184; cnt_loss: 22.41162536018773; 2025-05-16 02:44:12,740 - INFO - Evaluation: Curr mae: 77.8663; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 118.3393; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1955; Best nae: 0.1669; 0.1688; 0.1703; 0.1747; 0.1748; 2025-05-16 02:44:12,740 - INFO - Epoch: 0987 / 1300 lr: 4.904e-05 2025-05-16 02:44:22,914 - INFO - Training: cls_zice: 112.72459572239926; reg_zipnll: 229.38906980815688; aux_mae_loss_1: 185.72853730854234; aux_mae_loss_2: 25.00404869882684; aux_mae_loss_4: 3.681568001445971; cnt_loss: 22.651772825341475; 2025-05-16 02:44:22,915 - INFO - Evaluation: Curr mae: 77.4630; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 117.3887; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1956; Best nae: 0.1669; 0.1688; 0.1703; 0.1747; 0.1748; 2025-05-16 02:44:22,915 - INFO - Epoch: 0988 / 1300 lr: 4.880e-05 2025-05-16 02:44:33,409 - INFO - Training: cls_zice: 115.53627746983578; reg_zipnll: 257.5112423143889; aux_mae_loss_1: 180.79326950876336; aux_mae_loss_2: 24.519298603660182; aux_mae_loss_4: 3.6091733668979846; cnt_loss: 20.030111011705902; 2025-05-16 02:44:33,410 - INFO - Evaluation: Curr mae: 78.3023; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 123.2354; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.1900; Best nae: 0.1669; 0.1688; 0.1703; 0.1747; 0.1748; 2025-05-16 02:44:33,411 - INFO - Epoch: 0989 / 1300 lr: 4.856e-05 2025-05-16 02:44:43,452 - INFO - Training: cls_zice: 113.6487179806358; reg_zipnll: 233.20334002846167; aux_mae_loss_1: 182.35349153217516; aux_mae_loss_2: 24.88607547157689; aux_mae_loss_4: 3.6979190864061056; cnt_loss: 21.234733230189274; 2025-05-16 02:44:43,453 - INFO - Evaluation: Curr mae: 90.4662; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 137.3600; Best rmse: 111.8171; 113.7621; 114.6232; 115.3175; 115.5838; Curr nae: 0.2393; Best nae: 0.1669; 0.1688; 0.1703; 0.1747; 0.1748; 2025-05-16 02:44:43,453 - INFO - Epoch: 0990 / 1300 lr: 4.831e-05 2025-05-16 02:44:53,540 - INFO - Training: cls_zice: 108.02204674168637; reg_zipnll: 232.24216019479852; aux_mae_loss_1: 180.83908020822625; aux_mae_loss_2: 24.623170175050433; aux_mae_loss_4: 3.679357516138177; cnt_loss: 22.966645943491084; 2025-05-16 02:44:53,611 - INFO - Evaluation: Curr mae: 76.0894; Best mae: 72.2557; 73.4188; 73.4711; 73.7843; 73.8027; Curr rmse: 115.0009; Best rmse: 111.8171; 113.7621; 114.6232; 115.0009; 115.3175; Curr nae: 0.1941; Best nae: 0.1669; 0.1688; 0.1703; 0.1747; 0.1748; 2025-05-16 02:44:53,611 - INFO - Epoch: 0991 / 1300 lr: 4.807e-05 2025-05-16 02:45:03,702 - INFO - Training: cls_zice: 107.37941822252776; reg_zipnll: 256.14188405087117; aux_mae_loss_1: 179.07168739720396; aux_mae_loss_2: 24.22374459316856; aux_mae_loss_4: 3.5872131021399247; cnt_loss: 21.445439740231162; 2025-05-16 02:45:03,830 - INFO - Evaluation: Curr mae: 72.0841; Best mae: 72.0841; 72.2557; 73.4188; 73.4711; 73.7843; Curr rmse: 119.5862; Best rmse: 111.8171; 113.7621; 114.6232; 115.0009; 115.3175; Curr nae: 0.1705; Best nae: 0.1669; 0.1688; 0.1703; 0.1705; 0.1747; 2025-05-16 02:45:03,830 - INFO - Epoch: 0992 / 1300 lr: 4.783e-05 2025-05-16 02:45:13,990 - INFO - Training: cls_zice: 109.15560034701699; reg_zipnll: 244.0216999053955; aux_mae_loss_1: 179.28890429045023; aux_mae_loss_2: 24.196043867813913; aux_mae_loss_4: 3.5895801908091496; cnt_loss: 22.69657998335989; 2025-05-16 02:45:14,125 - INFO - Evaluation: Curr mae: 73.5409; Best mae: 72.0841; 72.2557; 73.4188; 73.4711; 73.5409; Curr rmse: 111.3192; Best rmse: 111.3192; 111.8171; 113.7621; 114.6232; 115.0009; Curr nae: 0.1824; Best nae: 0.1669; 0.1688; 0.1703; 0.1705; 0.1747; 2025-05-16 02:45:14,125 - INFO - Epoch: 0993 / 1300 lr: 4.759e-05 2025-05-16 02:45:24,180 - INFO - Training: cls_zice: 117.81324778105083; reg_zipnll: 236.5902910734478; aux_mae_loss_1: 188.40550874408922; aux_mae_loss_2: 25.07364865353233; aux_mae_loss_4: 3.647859680025201; cnt_loss: 20.669181397086696; 2025-05-16 02:45:24,241 - INFO - Evaluation: Curr mae: 76.5386; Best mae: 72.0841; 72.2557; 73.4188; 73.4711; 73.5409; Curr rmse: 113.0290; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.6232; Curr nae: 0.1931; Best nae: 0.1669; 0.1688; 0.1703; 0.1705; 0.1747; 2025-05-16 02:45:24,241 - INFO - Epoch: 0994 / 1300 lr: 4.734e-05 2025-05-16 02:45:34,462 - INFO - Training: cls_zice: 116.50673863762303; reg_zipnll: 242.7706766630474; aux_mae_loss_1: 188.11939801667867; aux_mae_loss_2: 25.73237549631219; aux_mae_loss_4: 3.8141077254947864; cnt_loss: 24.160872961345472; 2025-05-16 02:45:34,463 - INFO - Evaluation: Curr mae: 95.7591; Best mae: 72.0841; 72.2557; 73.4188; 73.4711; 73.5409; Curr rmse: 143.0018; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.6232; Curr nae: 0.2447; Best nae: 0.1669; 0.1688; 0.1703; 0.1705; 0.1747; 2025-05-16 02:45:34,463 - INFO - Epoch: 0995 / 1300 lr: 4.710e-05 2025-05-16 02:45:44,670 - INFO - Training: cls_zice: 110.46076403166118; reg_zipnll: 250.13646477147154; aux_mae_loss_1: 183.9090108369526; aux_mae_loss_2: 25.208055245248897; aux_mae_loss_4: 3.7797938898990027; cnt_loss: 24.00529163762143; 2025-05-16 02:45:44,792 - INFO - Evaluation: Curr mae: 72.8009; Best mae: 72.0841; 72.2557; 72.8009; 73.4188; 73.4711; Curr rmse: 114.5193; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.5193; Curr nae: 0.1880; Best nae: 0.1669; 0.1688; 0.1703; 0.1705; 0.1747; 2025-05-16 02:45:44,792 - INFO - Epoch: 0996 / 1300 lr: 4.686e-05 2025-05-16 02:45:54,992 - INFO - Training: cls_zice: 108.95996686031944; reg_zipnll: 239.32367826762953; aux_mae_loss_1: 179.7227678800884; aux_mae_loss_2: 24.481504139147308; aux_mae_loss_4: 3.6786840463939465; cnt_loss: 23.359524149643747; 2025-05-16 02:45:54,993 - INFO - Evaluation: Curr mae: 81.6114; Best mae: 72.0841; 72.2557; 72.8009; 73.4188; 73.4711; Curr rmse: 125.7644; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.5193; Curr nae: 0.2028; Best nae: 0.1669; 0.1688; 0.1703; 0.1705; 0.1747; 2025-05-16 02:45:54,993 - INFO - Epoch: 0997 / 1300 lr: 4.662e-05 2025-05-16 02:46:05,203 - INFO - Training: cls_zice: 110.47197472421746; reg_zipnll: 249.2546554364656; aux_mae_loss_1: 179.55898565995065; aux_mae_loss_2: 24.53049423820094; aux_mae_loss_4: 3.6635707491322567; cnt_loss: 23.42050938857229; 2025-05-16 02:46:05,204 - INFO - Evaluation: Curr mae: 78.1548; Best mae: 72.0841; 72.2557; 72.8009; 73.4188; 73.4711; Curr rmse: 125.2219; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.5193; Curr nae: 0.1894; Best nae: 0.1669; 0.1688; 0.1703; 0.1705; 0.1747; 2025-05-16 02:46:05,204 - INFO - Epoch: 0998 / 1300 lr: 4.637e-05 2025-05-16 02:46:15,287 - INFO - Training: cls_zice: 107.99406985232704; reg_zipnll: 241.77927358526932; aux_mae_loss_1: 181.78269777799906; aux_mae_loss_2: 24.741882524992292; aux_mae_loss_4: 3.689183473587036; cnt_loss: 23.193299770355225; 2025-05-16 02:46:15,288 - INFO - Evaluation: Curr mae: 85.4240; Best mae: 72.0841; 72.2557; 72.8009; 73.4188; 73.4711; Curr rmse: 126.6685; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.5193; Curr nae: 0.2291; Best nae: 0.1669; 0.1688; 0.1703; 0.1705; 0.1747; 2025-05-16 02:46:15,288 - INFO - Epoch: 0999 / 1300 lr: 4.613e-05 2025-05-16 02:46:25,385 - INFO - Training: cls_zice: 114.8623302861264; reg_zipnll: 243.61865917005036; aux_mae_loss_1: 182.63449658845602; aux_mae_loss_2: 24.716694505591143; aux_mae_loss_4: 3.650858904186048; cnt_loss: 21.62406570033023; 2025-05-16 02:46:25,386 - INFO - Evaluation: Curr mae: 78.4234; Best mae: 72.0841; 72.2557; 72.8009; 73.4188; 73.4711; Curr rmse: 120.7549; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.5193; Curr nae: 0.1963; Best nae: 0.1669; 0.1688; 0.1703; 0.1705; 0.1747; 2025-05-16 02:46:25,386 - INFO - Epoch: 1000 / 1300 lr: 4.589e-05 2025-05-16 02:46:35,803 - INFO - Training: cls_zice: 111.35440728538914; reg_zipnll: 247.69152711567125; aux_mae_loss_1: 180.70142284192536; aux_mae_loss_2: 24.557467134375322; aux_mae_loss_4: 3.696912320036637; cnt_loss: 24.606116144280683; 2025-05-16 02:46:35,804 - INFO - Evaluation: Curr mae: 75.9512; Best mae: 72.0841; 72.2557; 72.8009; 73.4188; 73.4711; Curr rmse: 125.3762; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.5193; Curr nae: 0.1823; Best nae: 0.1669; 0.1688; 0.1703; 0.1705; 0.1747; 2025-05-16 02:46:35,980 - INFO - Epoch: 1001 / 1300 lr: 4.565e-05 2025-05-16 02:46:46,152 - INFO - Training: cls_zice: 117.94983632940995; reg_zipnll: 241.38831329345703; aux_mae_loss_1: 187.49844561125101; aux_mae_loss_2: 25.3189283672132; aux_mae_loss_4: 3.71470980895193; cnt_loss: 19.42173413226479; 2025-05-16 02:46:46,334 - INFO - Evaluation: Curr mae: 71.1800; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.4188; Curr rmse: 114.1377; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1684; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:46:46,335 - INFO - Epoch: 1002 / 1300 lr: 4.541e-05 2025-05-16 02:46:56,424 - INFO - Training: cls_zice: 102.23752644187526; reg_zipnll: 253.32776661923057; aux_mae_loss_1: 174.71549365394995; aux_mae_loss_2: 23.64771802801835; aux_mae_loss_4: 3.449019287761889; cnt_loss: 20.711717956944515; 2025-05-16 02:46:56,425 - INFO - Evaluation: Curr mae: 87.5022; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.4188; Curr rmse: 127.8692; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2284; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:46:56,425 - INFO - Epoch: 1003 / 1300 lr: 4.516e-05 2025-05-16 02:47:06,516 - INFO - Training: cls_zice: 109.287689811305; reg_zipnll: 268.72325365166915; aux_mae_loss_1: 179.12072292127107; aux_mae_loss_2: 24.276448450590436; aux_mae_loss_4: 3.5623324419322766; cnt_loss: 21.039172574093467; 2025-05-16 02:47:06,517 - INFO - Evaluation: Curr mae: 79.8542; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.4188; Curr rmse: 122.3232; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1962; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:47:06,517 - INFO - Epoch: 1004 / 1300 lr: 4.492e-05 2025-05-16 02:47:16,634 - INFO - Training: cls_zice: 113.23656418449; reg_zipnll: 231.52236456620065; aux_mae_loss_1: 182.02479994924445; aux_mae_loss_2: 24.63004880202444; aux_mae_loss_4: 3.615936436151203; cnt_loss: 20.105218761845638; 2025-05-16 02:47:16,635 - INFO - Evaluation: Curr mae: 82.2649; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.4188; Curr rmse: 128.4549; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2034; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:47:16,635 - INFO - Epoch: 1005 / 1300 lr: 4.468e-05 2025-05-16 02:47:26,684 - INFO - Training: cls_zice: 113.47218252483167; reg_zipnll: 247.54376381321958; aux_mae_loss_1: 184.95951441714638; aux_mae_loss_2: 24.946253324809827; aux_mae_loss_4: 3.6148181965476587; cnt_loss: 21.978073270697344; 2025-05-16 02:47:26,685 - INFO - Evaluation: Curr mae: 82.2005; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.4188; Curr rmse: 128.8912; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2043; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:47:26,685 - INFO - Epoch: 1006 / 1300 lr: 4.444e-05 2025-05-16 02:47:37,081 - INFO - Training: cls_zice: 117.06650111549779; reg_zipnll: 237.00292245965255; aux_mae_loss_1: 185.70843907406456; aux_mae_loss_2: 24.971762305811833; aux_mae_loss_4: 3.6779172044051323; cnt_loss: 20.129740915800397; 2025-05-16 02:47:37,082 - INFO - Evaluation: Curr mae: 80.4305; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.4188; Curr rmse: 126.2455; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2063; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:47:37,082 - INFO - Epoch: 1007 / 1300 lr: 4.420e-05 2025-05-16 02:47:47,134 - INFO - Training: cls_zice: 102.38088537517346; reg_zipnll: 246.28833268818101; aux_mae_loss_1: 175.66092922813013; aux_mae_loss_2: 23.81366599233527; aux_mae_loss_4: 3.4723511432346545; cnt_loss: 21.08831992902254; 2025-05-16 02:47:47,195 - INFO - Evaluation: Curr mae: 73.3274; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 121.7598; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1829; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:47:47,195 - INFO - Epoch: 1008 / 1300 lr: 4.396e-05 2025-05-16 02:47:57,434 - INFO - Training: cls_zice: 109.28359513533742; reg_zipnll: 249.74038545708908; aux_mae_loss_1: 181.01977900454872; aux_mae_loss_2: 24.368890185105172; aux_mae_loss_4: 3.599843884769239; cnt_loss: 21.13647844916896; 2025-05-16 02:47:57,435 - INFO - Evaluation: Curr mae: 77.0078; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 125.1282; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1880; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:47:57,435 - INFO - Epoch: 1009 / 1300 lr: 4.372e-05 2025-05-16 02:48:07,734 - INFO - Training: cls_zice: 105.68093601026033; reg_zipnll: 239.46602961891577; aux_mae_loss_1: 181.65505961367958; aux_mae_loss_2: 24.636799410769815; aux_mae_loss_4: 3.5961122073625265; cnt_loss: 21.327056144413195; 2025-05-16 02:48:07,735 - INFO - Evaluation: Curr mae: 76.5747; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 122.5458; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1833; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:48:07,735 - INFO - Epoch: 1010 / 1300 lr: 4.348e-05 2025-05-16 02:48:18,006 - INFO - Training: cls_zice: 119.07321523365222; reg_zipnll: 249.28639763279966; aux_mae_loss_1: 187.3597351877313; aux_mae_loss_2: 25.275801206889906; aux_mae_loss_4: 3.705444850419697; cnt_loss: 21.680144259804173; 2025-05-16 02:48:18,007 - INFO - Evaluation: Curr mae: 76.0037; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 123.8779; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1824; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:48:18,008 - INFO - Epoch: 1011 / 1300 lr: 4.324e-05 2025-05-16 02:48:28,021 - INFO - Training: cls_zice: 115.11008358001709; reg_zipnll: 245.19807534468802; aux_mae_loss_1: 185.0933524683902; aux_mae_loss_2: 24.961721018741006; aux_mae_loss_4: 3.6835573723441675; cnt_loss: 20.870153765929373; 2025-05-16 02:48:28,022 - INFO - Evaluation: Curr mae: 74.5394; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 121.6762; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1832; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:48:28,022 - INFO - Epoch: 1012 / 1300 lr: 4.300e-05 2025-05-16 02:48:38,157 - INFO - Training: cls_zice: 113.80548236244603; reg_zipnll: 239.0790467513235; aux_mae_loss_1: 183.8445018969084; aux_mae_loss_2: 24.741085554424085; aux_mae_loss_4: 3.588994390086124; cnt_loss: 19.234950981642072; 2025-05-16 02:48:38,158 - INFO - Evaluation: Curr mae: 82.4963; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 125.3100; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2141; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:48:38,158 - INFO - Epoch: 1013 / 1300 lr: 4.276e-05 2025-05-16 02:48:48,323 - INFO - Training: cls_zice: 115.42977423416941; reg_zipnll: 232.98286799380654; aux_mae_loss_1: 182.73782147859274; aux_mae_loss_2: 24.531289125743665; aux_mae_loss_4: 3.6739504211827327; cnt_loss: 21.944836478484305; 2025-05-16 02:48:48,324 - INFO - Evaluation: Curr mae: 79.8859; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 123.9345; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1978; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:48:48,324 - INFO - Epoch: 1014 / 1300 lr: 4.252e-05 2025-05-16 02:48:58,571 - INFO - Training: cls_zice: 108.77669921674226; reg_zipnll: 223.2761429234555; aux_mae_loss_1: 182.11603847302888; aux_mae_loss_2: 24.389826824790553; aux_mae_loss_4: 3.561473275485792; cnt_loss: 18.58649199887326; 2025-05-16 02:48:58,572 - INFO - Evaluation: Curr mae: 86.7479; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 133.9969; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2134; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:48:58,572 - INFO - Epoch: 1015 / 1300 lr: 4.228e-05 2025-05-16 02:49:08,627 - INFO - Training: cls_zice: 104.84090935556512; reg_zipnll: 243.9949242441278; aux_mae_loss_1: 176.96955269261412; aux_mae_loss_2: 23.76567672428332; aux_mae_loss_4: 3.4633064583728186; cnt_loss: 18.56843197973151; 2025-05-16 02:49:08,628 - INFO - Evaluation: Curr mae: 74.2002; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 117.7635; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1808; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:49:08,628 - INFO - Epoch: 1016 / 1300 lr: 4.204e-05 2025-05-16 02:49:18,844 - INFO - Training: cls_zice: 108.04749649449398; reg_zipnll: 233.8678422225149; aux_mae_loss_1: 179.91819241172388; aux_mae_loss_2: 24.00085170645463; aux_mae_loss_4: 3.5074896718326367; cnt_loss: 20.496911262211047; 2025-05-16 02:49:18,845 - INFO - Evaluation: Curr mae: 87.5004; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 135.9418; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2070; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:49:18,845 - INFO - Epoch: 1017 / 1300 lr: 4.180e-05 2025-05-16 02:49:29,065 - INFO - Training: cls_zice: 116.51131278590152; reg_zipnll: 247.85530923542223; aux_mae_loss_1: 185.8000050594932; aux_mae_loss_2: 25.109436637476872; aux_mae_loss_4: 3.6562819982829846; cnt_loss: 22.41550094202945; 2025-05-16 02:49:29,066 - INFO - Evaluation: Curr mae: 73.7993; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 124.7648; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1720; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:49:29,066 - INFO - Epoch: 1018 / 1300 lr: 4.156e-05 2025-05-16 02:49:39,267 - INFO - Training: cls_zice: 108.19448922809802; reg_zipnll: 238.9793462251362; aux_mae_loss_1: 181.56082073010896; aux_mae_loss_2: 24.751239676224557; aux_mae_loss_4: 3.646187888948541; cnt_loss: 21.952920788212825; 2025-05-16 02:49:39,268 - INFO - Evaluation: Curr mae: 78.7201; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 127.6102; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1908; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:49:39,268 - INFO - Epoch: 1019 / 1300 lr: 4.132e-05 2025-05-16 02:49:49,320 - INFO - Training: cls_zice: 105.35258383499949; reg_zipnll: 232.21003783376594; aux_mae_loss_1: 178.13669224789268; aux_mae_loss_2: 24.079849067487213; aux_mae_loss_4: 3.487966217492756; cnt_loss: 19.350675633079128; 2025-05-16 02:49:49,321 - INFO - Evaluation: Curr mae: 75.0134; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 122.2256; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1878; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:49:49,321 - INFO - Epoch: 1020 / 1300 lr: 4.108e-05 2025-05-16 02:49:59,402 - INFO - Training: cls_zice: 110.9526750664962; reg_zipnll: 240.22013624090897; aux_mae_loss_1: 180.9514254519814; aux_mae_loss_2: 24.580588993273285; aux_mae_loss_4: 3.5894791013316105; cnt_loss: 18.891289309451455; 2025-05-16 02:49:59,403 - INFO - Evaluation: Curr mae: 85.6703; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 127.8947; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2241; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:49:59,404 - INFO - Epoch: 1021 / 1300 lr: 4.084e-05 2025-05-16 02:50:09,685 - INFO - Training: cls_zice: 105.41803626010292; reg_zipnll: 235.00227938200297; aux_mae_loss_1: 176.2952396995143; aux_mae_loss_2: 23.760059607656377; aux_mae_loss_4: 3.447120936293351; cnt_loss: 18.289145783374185; 2025-05-16 02:50:09,686 - INFO - Evaluation: Curr mae: 78.6247; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 121.1815; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2025; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:50:09,686 - INFO - Epoch: 1022 / 1300 lr: 4.060e-05 2025-05-16 02:50:19,934 - INFO - Training: cls_zice: 111.03201484680176; reg_zipnll: 235.08788731223657; aux_mae_loss_1: 181.6312838102642; aux_mae_loss_2: 24.578259769238922; aux_mae_loss_4: 3.6511379856812325; cnt_loss: 23.210490703582764; 2025-05-16 02:50:19,935 - INFO - Evaluation: Curr mae: 78.6522; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 123.0972; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2030; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:50:19,935 - INFO - Epoch: 1023 / 1300 lr: 4.037e-05 2025-05-16 02:50:29,946 - INFO - Training: cls_zice: 111.56715182254189; reg_zipnll: 257.7039489746094; aux_mae_loss_1: 182.92741956208883; aux_mae_loss_2: 24.652725320113333; aux_mae_loss_4: 3.600998320077595; cnt_loss: 19.6748016508002; 2025-05-16 02:50:29,947 - INFO - Evaluation: Curr mae: 92.3437; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 136.5367; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2488; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:50:29,947 - INFO - Epoch: 1024 / 1300 lr: 4.013e-05 2025-05-16 02:50:39,995 - INFO - Training: cls_zice: 113.65055887322677; reg_zipnll: 249.80943840428404; aux_mae_loss_1: 179.72762840672544; aux_mae_loss_2: 24.18855315760562; aux_mae_loss_4: 3.56059435794228; cnt_loss: 20.31284704961275; 2025-05-16 02:50:39,996 - INFO - Evaluation: Curr mae: 81.5835; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 125.8579; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2139; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:50:39,996 - INFO - Epoch: 1025 / 1300 lr: 3.989e-05 2025-05-16 02:50:50,364 - INFO - Training: cls_zice: 116.55418837697883; reg_zipnll: 237.66542013067948; aux_mae_loss_1: 186.78817749023438; aux_mae_loss_2: 24.846488701669795; aux_mae_loss_4: 3.5926472325074044; cnt_loss: 20.22185498789737; 2025-05-16 02:50:50,365 - INFO - Evaluation: Curr mae: 79.9636; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 124.8086; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2028; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:50:50,365 - INFO - Epoch: 1026 / 1300 lr: 3.965e-05 2025-05-16 02:51:00,346 - INFO - Training: cls_zice: 115.92807172474109; reg_zipnll: 240.44245890567177; aux_mae_loss_1: 183.2060886182283; aux_mae_loss_2: 24.62746098167018; aux_mae_loss_4: 3.594890180386995; cnt_loss: 21.218081348820736; 2025-05-16 02:51:00,347 - INFO - Evaluation: Curr mae: 79.1789; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 126.7626; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2089; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:51:00,347 - INFO - Epoch: 1027 / 1300 lr: 3.942e-05 2025-05-16 02:51:10,513 - INFO - Training: cls_zice: 115.93499946594238; reg_zipnll: 234.1680030822754; aux_mae_loss_1: 184.80194754349557; aux_mae_loss_2: 25.00613563939145; aux_mae_loss_4: 3.6946274544063367; cnt_loss: 20.945811798698024; 2025-05-16 02:51:10,514 - INFO - Evaluation: Curr mae: 83.1478; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 131.7533; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2074; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:51:10,514 - INFO - Epoch: 1028 / 1300 lr: 3.918e-05 2025-05-16 02:51:20,563 - INFO - Training: cls_zice: 108.76004495118794; reg_zipnll: 241.1657717855353; aux_mae_loss_1: 181.81387871190122; aux_mae_loss_2: 24.686750888824463; aux_mae_loss_4: 3.5877062270515845; cnt_loss: 22.719635712473018; 2025-05-16 02:51:20,564 - INFO - Evaluation: Curr mae: 76.6794; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 126.5029; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1830; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:51:20,564 - INFO - Epoch: 1029 / 1300 lr: 3.894e-05 2025-05-16 02:51:30,650 - INFO - Training: cls_zice: 110.66834921585887; reg_zipnll: 238.4769855298494; aux_mae_loss_1: 181.04352027491518; aux_mae_loss_2: 24.396925825821725; aux_mae_loss_4: 3.5464261331056295; cnt_loss: 19.287427174417598; 2025-05-16 02:51:30,651 - INFO - Evaluation: Curr mae: 81.3950; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 126.5856; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2002; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:51:30,651 - INFO - Epoch: 1030 / 1300 lr: 3.871e-05 2025-05-16 02:51:40,815 - INFO - Training: cls_zice: 115.71224614193565; reg_zipnll: 245.25903641550164; aux_mae_loss_1: 185.3986960963199; aux_mae_loss_2: 24.971807279084857; aux_mae_loss_4: 3.6493320590571354; cnt_loss: 21.130693435668945; 2025-05-16 02:51:40,816 - INFO - Evaluation: Curr mae: 74.3452; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 115.9725; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1817; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:51:40,817 - INFO - Epoch: 1031 / 1300 lr: 3.847e-05 2025-05-16 02:51:50,991 - INFO - Training: cls_zice: 112.45102765685634; reg_zipnll: 232.6403993305407; aux_mae_loss_1: 182.24962314806487; aux_mae_loss_2: 24.555183360451146; aux_mae_loss_4: 3.5868356667066874; cnt_loss: 21.390907864821585; 2025-05-16 02:51:50,993 - INFO - Evaluation: Curr mae: 90.3282; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 132.6759; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2356; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:51:50,993 - INFO - Epoch: 1032 / 1300 lr: 3.824e-05 2025-05-16 02:52:01,311 - INFO - Training: cls_zice: 109.61107776039525; reg_zipnll: 245.05662526582418; aux_mae_loss_1: 182.2237384193822; aux_mae_loss_2: 24.441694159256784; aux_mae_loss_4: 3.510045842120522; cnt_loss: 20.044849019301566; 2025-05-16 02:52:01,311 - INFO - Evaluation: Curr mae: 83.9241; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 125.7341; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2201; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:52:01,312 - INFO - Epoch: 1033 / 1300 lr: 3.800e-05 2025-05-16 02:52:11,455 - INFO - Training: cls_zice: 114.27201522024055; reg_zipnll: 251.12999835767243; aux_mae_loss_1: 182.52408198306435; aux_mae_loss_2: 24.726995719106572; aux_mae_loss_4: 3.61031837212412; cnt_loss: 19.38925828431782; 2025-05-16 02:52:11,456 - INFO - Evaluation: Curr mae: 78.6308; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 126.1449; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1911; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:52:11,456 - INFO - Epoch: 1034 / 1300 lr: 3.777e-05 2025-05-16 02:52:21,515 - INFO - Training: cls_zice: 118.13349713777241; reg_zipnll: 235.39723466572008; aux_mae_loss_1: 186.95416621157997; aux_mae_loss_2: 25.28672464270341; aux_mae_loss_4: 3.671502797227157; cnt_loss: 20.6083369004099; 2025-05-16 02:52:21,516 - INFO - Evaluation: Curr mae: 82.9865; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 124.4746; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2134; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:52:21,516 - INFO - Epoch: 1035 / 1300 lr: 3.753e-05 2025-05-16 02:52:31,659 - INFO - Training: cls_zice: 114.7471036409077; reg_zipnll: 227.11791952032792; aux_mae_loss_1: 185.2440709565815; aux_mae_loss_2: 24.889174335881282; aux_mae_loss_4: 3.6158688382098547; cnt_loss: 19.85648240541157; 2025-05-16 02:52:31,660 - INFO - Evaluation: Curr mae: 74.6166; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 119.8702; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1827; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:52:31,660 - INFO - Epoch: 1036 / 1300 lr: 3.730e-05 2025-05-16 02:52:41,832 - INFO - Training: cls_zice: 109.3392263462669; reg_zipnll: 245.5705693897448; aux_mae_loss_1: 178.74038154200503; aux_mae_loss_2: 24.1738415768272; aux_mae_loss_4: 3.486002244447407; cnt_loss: 18.82515307476646; 2025-05-16 02:52:41,833 - INFO - Evaluation: Curr mae: 78.8952; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 126.7097; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1919; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:52:41,833 - INFO - Epoch: 1037 / 1300 lr: 3.706e-05 2025-05-16 02:52:51,784 - INFO - Training: cls_zice: 108.68655214811626; reg_zipnll: 247.94395346390573; aux_mae_loss_1: 179.7416309557463; aux_mae_loss_2: 24.196032273141963; aux_mae_loss_4: 3.5730529333415784; cnt_loss: 20.2276873588562; 2025-05-16 02:52:51,784 - INFO - Evaluation: Curr mae: 75.1556; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 120.7501; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1789; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:52:51,785 - INFO - Epoch: 1038 / 1300 lr: 3.683e-05 2025-05-16 02:53:02,061 - INFO - Training: cls_zice: 113.32683764005962; reg_zipnll: 247.4203762255217; aux_mae_loss_1: 185.6255848533229; aux_mae_loss_2: 24.953824695787933; aux_mae_loss_4: 3.629691331010116; cnt_loss: 20.248579602492484; 2025-05-16 02:53:02,062 - INFO - Evaluation: Curr mae: 89.3480; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 132.2085; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2214; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:53:02,063 - INFO - Epoch: 1039 / 1300 lr: 3.660e-05 2025-05-16 02:53:12,033 - INFO - Training: cls_zice: 109.59722207721912; reg_zipnll: 254.6840083473607; aux_mae_loss_1: 181.82288280286286; aux_mae_loss_2: 24.486152899892705; aux_mae_loss_4: 3.5937930157310083; cnt_loss: 21.304120578263934; 2025-05-16 02:53:12,034 - INFO - Evaluation: Curr mae: 87.3887; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 130.7294; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2269; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:53:12,035 - INFO - Epoch: 1040 / 1300 lr: 3.636e-05 2025-05-16 02:53:22,232 - INFO - Training: cls_zice: 107.56330851504677; reg_zipnll: 239.0494993109452; aux_mae_loss_1: 181.44283696224815; aux_mae_loss_2: 24.20839279576352; aux_mae_loss_4: 3.4477633802514327; cnt_loss: 17.709567396264326; 2025-05-16 02:53:22,233 - INFO - Evaluation: Curr mae: 84.0598; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 126.4172; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2119; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:53:22,233 - INFO - Epoch: 1041 / 1300 lr: 3.613e-05 2025-05-16 02:53:32,506 - INFO - Training: cls_zice: 109.09970745287444; reg_zipnll: 249.17913477044357; aux_mae_loss_1: 180.41494148655943; aux_mae_loss_2: 24.081866364730033; aux_mae_loss_4: 3.460945681521767; cnt_loss: 18.718605041503906; 2025-05-16 02:53:32,507 - INFO - Evaluation: Curr mae: 80.3173; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 124.9826; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2023; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:53:32,508 - INFO - Epoch: 1042 / 1300 lr: 3.590e-05 2025-05-16 02:53:42,565 - INFO - Training: cls_zice: 103.85888006812648; reg_zipnll: 232.83504646702818; aux_mae_loss_1: 175.16605758666992; aux_mae_loss_2: 23.780720334304007; aux_mae_loss_4: 3.4551453841359994; cnt_loss: 19.40950780165823; 2025-05-16 02:53:42,566 - INFO - Evaluation: Curr mae: 80.8861; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 125.9685; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2080; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:53:42,566 - INFO - Epoch: 1043 / 1300 lr: 3.567e-05 2025-05-16 02:53:52,606 - INFO - Training: cls_zice: 105.07840507908871; reg_zipnll: 239.8745258732846; aux_mae_loss_1: 178.04109412745424; aux_mae_loss_2: 24.030033989956504; aux_mae_loss_4: 3.471712482602973; cnt_loss: 20.9255310610721; 2025-05-16 02:53:52,607 - INFO - Evaluation: Curr mae: 86.9232; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 135.1227; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2058; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:53:52,607 - INFO - Epoch: 1044 / 1300 lr: 3.543e-05 2025-05-16 02:54:02,651 - INFO - Training: cls_zice: 107.89415620502673; reg_zipnll: 243.85449700606497; aux_mae_loss_1: 177.06248072574013; aux_mae_loss_2: 23.897303079303942; aux_mae_loss_4: 3.47576810184278; cnt_loss: 18.306928998545597; 2025-05-16 02:54:02,652 - INFO - Evaluation: Curr mae: 77.8068; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 127.0887; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1827; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:54:02,652 - INFO - Epoch: 1045 / 1300 lr: 3.520e-05 2025-05-16 02:54:12,837 - INFO - Training: cls_zice: 109.2864741777119; reg_zipnll: 251.0003676163523; aux_mae_loss_1: 177.9926273948268; aux_mae_loss_2: 23.87753270801745; aux_mae_loss_4: 3.490729419808639; cnt_loss: 20.1483443410773; 2025-05-16 02:54:12,838 - INFO - Evaluation: Curr mae: 82.6483; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 130.2411; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1960; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:54:12,838 - INFO - Epoch: 1046 / 1300 lr: 3.497e-05 2025-05-16 02:54:22,915 - INFO - Training: cls_zice: 109.98212252165142; reg_zipnll: 249.51317536203484; aux_mae_loss_1: 182.10603352596885; aux_mae_loss_2: 24.322986803556745; aux_mae_loss_4: 3.5078522970801904; cnt_loss: 20.427427668320504; 2025-05-16 02:54:22,916 - INFO - Evaluation: Curr mae: 86.0119; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 124.0936; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2284; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:54:22,916 - INFO - Epoch: 1047 / 1300 lr: 3.474e-05 2025-05-16 02:54:33,172 - INFO - Training: cls_zice: 112.51894820363898; reg_zipnll: 231.90298722919664; aux_mae_loss_1: 182.18344397293893; aux_mae_loss_2: 24.48707806436639; aux_mae_loss_4: 3.5375837652306807; cnt_loss: 19.50159300001044; 2025-05-16 02:54:33,173 - INFO - Evaluation: Curr mae: 79.1417; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 128.0135; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1886; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:54:33,173 - INFO - Epoch: 1048 / 1300 lr: 3.451e-05 2025-05-16 02:54:43,327 - INFO - Training: cls_zice: 112.3791893908852; reg_zipnll: 232.87856975354646; aux_mae_loss_1: 182.30932436491312; aux_mae_loss_2: 24.43160702052869; aux_mae_loss_4: 3.5618541679884257; cnt_loss: 22.25497189321016; 2025-05-16 02:54:43,328 - INFO - Evaluation: Curr mae: 82.4657; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 129.0992; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1988; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:54:43,329 - INFO - Epoch: 1049 / 1300 lr: 3.428e-05 2025-05-16 02:54:53,512 - INFO - Training: cls_zice: 119.10626165490402; reg_zipnll: 234.79348232871607; aux_mae_loss_1: 185.48428043566253; aux_mae_loss_2: 25.150533927114385; aux_mae_loss_4: 3.659359706075568; cnt_loss: 22.091323802345677; 2025-05-16 02:54:53,513 - INFO - Evaluation: Curr mae: 80.2135; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 122.7058; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1977; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:54:53,513 - INFO - Epoch: 1050 / 1300 lr: 3.405e-05 2025-05-16 02:55:03,784 - INFO - Training: cls_zice: 112.27898728220086; reg_zipnll: 235.65508812352232; aux_mae_loss_1: 182.17431660702354; aux_mae_loss_2: 24.588538220054225; aux_mae_loss_4: 3.590330864253797; cnt_loss: 19.902977165422943; 2025-05-16 02:55:03,784 - INFO - Evaluation: Curr mae: 80.3610; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 127.1069; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1955; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:55:03,971 - INFO - Epoch: 1051 / 1300 lr: 3.382e-05 2025-05-16 02:55:14,141 - INFO - Training: cls_zice: 107.91123691358064; reg_zipnll: 238.5877245852822; aux_mae_loss_1: 180.43020429109274; aux_mae_loss_2: 24.11885740882472; aux_mae_loss_4: 3.465910083369205; cnt_loss: 16.279118638289603; 2025-05-16 02:55:14,142 - INFO - Evaluation: Curr mae: 78.4267; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 123.2379; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1916; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:55:14,142 - INFO - Epoch: 1052 / 1300 lr: 3.360e-05 2025-05-16 02:55:24,428 - INFO - Training: cls_zice: 117.08988520973607; reg_zipnll: 228.22233320537367; aux_mae_loss_1: 184.30524324115953; aux_mae_loss_2: 24.60074085938303; aux_mae_loss_4: 3.578398541400307; cnt_loss: 18.15477604615061; 2025-05-16 02:55:24,429 - INFO - Evaluation: Curr mae: 80.3557; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 122.7318; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2031; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:55:24,429 - INFO - Epoch: 1053 / 1300 lr: 3.337e-05 2025-05-16 02:55:34,555 - INFO - Training: cls_zice: 115.44915662313763; reg_zipnll: 245.95619553013853; aux_mae_loss_1: 183.58720538490698; aux_mae_loss_2: 24.878065385316546; aux_mae_loss_4: 3.642674289251629; cnt_loss: 22.65759259776065; 2025-05-16 02:55:34,556 - INFO - Evaluation: Curr mae: 85.9899; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 129.3278; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2158; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:55:34,556 - INFO - Epoch: 1054 / 1300 lr: 3.314e-05 2025-05-16 02:55:44,795 - INFO - Training: cls_zice: 113.86504052814685; reg_zipnll: 231.8989772796631; aux_mae_loss_1: 182.16696468152497; aux_mae_loss_2: 24.376118509392988; aux_mae_loss_4: 3.5566917218660055; cnt_loss: 20.239461597643402; 2025-05-16 02:55:44,796 - INFO - Evaluation: Curr mae: 81.1075; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 125.2968; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1990; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:55:44,797 - INFO - Epoch: 1055 / 1300 lr: 3.291e-05 2025-05-16 02:55:54,952 - INFO - Training: cls_zice: 104.05133282510857; reg_zipnll: 255.2021514491031; aux_mae_loss_1: 178.0147789403012; aux_mae_loss_2: 23.579844023052015; aux_mae_loss_4: 3.386155228865774; cnt_loss: 17.96327943550913; 2025-05-16 02:55:54,953 - INFO - Evaluation: Curr mae: 86.0482; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 130.2117; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2057; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:55:54,953 - INFO - Epoch: 1056 / 1300 lr: 3.269e-05 2025-05-16 02:56:05,164 - INFO - Training: cls_zice: 115.94787778352436; reg_zipnll: 245.46994219328226; aux_mae_loss_1: 182.15810514751234; aux_mae_loss_2: 24.568901538848877; aux_mae_loss_4: 3.571034130297209; cnt_loss: 19.55617053885209; 2025-05-16 02:56:05,166 - INFO - Evaluation: Curr mae: 73.7982; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 119.3971; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1743; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:56:05,166 - INFO - Epoch: 1057 / 1300 lr: 3.246e-05 2025-05-16 02:56:15,381 - INFO - Training: cls_zice: 119.04226674531635; reg_zipnll: 240.8600909584447; aux_mae_loss_1: 184.6419687773052; aux_mae_loss_2: 24.6552253522371; aux_mae_loss_4: 3.5631608147370186; cnt_loss: 18.680972375367816; 2025-05-16 02:56:15,382 - INFO - Evaluation: Curr mae: 81.6516; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 126.0450; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1986; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:56:15,382 - INFO - Epoch: 1058 / 1300 lr: 3.223e-05 2025-05-16 02:56:25,493 - INFO - Training: cls_zice: 110.34958764126426; reg_zipnll: 243.1411146866648; aux_mae_loss_1: 180.40186410201224; aux_mae_loss_2: 24.315398166054173; aux_mae_loss_4: 3.6007515442998788; cnt_loss: 19.981284430152492; 2025-05-16 02:56:25,494 - INFO - Evaluation: Curr mae: 89.0967; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 132.5681; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2305; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:56:25,494 - INFO - Epoch: 1059 / 1300 lr: 3.201e-05 2025-05-16 02:56:35,793 - INFO - Training: cls_zice: 111.18393064800061; reg_zipnll: 241.37984125237716; aux_mae_loss_1: 181.10153941104286; aux_mae_loss_2: 24.287560086501273; aux_mae_loss_4: 3.483102327898929; cnt_loss: 19.512776675977204; 2025-05-16 02:56:35,794 - INFO - Evaluation: Curr mae: 81.9679; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 121.6766; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2050; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:56:35,794 - INFO - Epoch: 1060 / 1300 lr: 3.178e-05 2025-05-16 02:56:45,862 - INFO - Training: cls_zice: 119.20157181589227; reg_zipnll: 235.65633532875464; aux_mae_loss_1: 184.06342837685034; aux_mae_loss_2: 24.46997178228278; aux_mae_loss_4: 3.543332288139745; cnt_loss: 18.341102662839386; 2025-05-16 02:56:45,863 - INFO - Evaluation: Curr mae: 73.6558; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 118.4987; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1878; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:56:45,863 - INFO - Epoch: 1061 / 1300 lr: 3.156e-05 2025-05-16 02:56:56,041 - INFO - Training: cls_zice: 104.74985243144788; reg_zipnll: 232.69090893394068; aux_mae_loss_1: 178.92391365452818; aux_mae_loss_2: 24.13385140268426; aux_mae_loss_4: 3.488562696858456; cnt_loss: 19.806490722455475; 2025-05-16 02:56:56,042 - INFO - Evaluation: Curr mae: 86.3506; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 134.4557; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2116; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:56:56,042 - INFO - Epoch: 1062 / 1300 lr: 3.133e-05 2025-05-16 02:57:06,212 - INFO - Training: cls_zice: 110.69472543816818; reg_zipnll: 238.4090444665206; aux_mae_loss_1: 183.02706387168482; aux_mae_loss_2: 24.42708356756913; aux_mae_loss_4: 3.546819473567762; cnt_loss: 23.80242305052908; 2025-05-16 02:57:06,214 - INFO - Evaluation: Curr mae: 76.2453; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 123.3937; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1812; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:57:06,214 - INFO - Epoch: 1063 / 1300 lr: 3.111e-05 2025-05-16 02:57:16,404 - INFO - Training: cls_zice: 113.36721360056023; reg_zipnll: 241.21323374698036; aux_mae_loss_1: 182.11786109522768; aux_mae_loss_2: 24.691098966096575; aux_mae_loss_4: 3.6123090041311166; cnt_loss: 19.78935214092857; 2025-05-16 02:57:16,405 - INFO - Evaluation: Curr mae: 76.6144; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 121.0050; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1821; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:57:16,405 - INFO - Epoch: 1064 / 1300 lr: 3.089e-05 2025-05-16 02:57:26,591 - INFO - Training: cls_zice: 114.61305914427105; reg_zipnll: 255.1159647891396; aux_mae_loss_1: 181.84300854331568; aux_mae_loss_2: 24.411755009701377; aux_mae_loss_4: 3.5319168316690543; cnt_loss: 19.855409220645303; 2025-05-16 02:57:26,593 - INFO - Evaluation: Curr mae: 75.8254; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 117.1168; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1867; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:57:26,593 - INFO - Epoch: 1065 / 1300 lr: 3.066e-05 2025-05-16 02:57:36,685 - INFO - Training: cls_zice: 113.55934223375823; reg_zipnll: 243.31208018252724; aux_mae_loss_1: 184.15209197998047; aux_mae_loss_2: 24.550815783048932; aux_mae_loss_4: 3.5482786078202095; cnt_loss: 19.2000614718387; 2025-05-16 02:57:36,687 - INFO - Evaluation: Curr mae: 82.2309; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 126.5142; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2102; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:57:36,687 - INFO - Epoch: 1066 / 1300 lr: 3.044e-05 2025-05-16 02:57:46,688 - INFO - Training: cls_zice: 111.66674051786724; reg_zipnll: 227.2437952945107; aux_mae_loss_1: 179.09237148887232; aux_mae_loss_2: 23.968191648784437; aux_mae_loss_4: 3.4376633104525114; cnt_loss: 17.392248617975337; 2025-05-16 02:57:46,689 - INFO - Evaluation: Curr mae: 81.0492; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 125.9678; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2052; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:57:46,689 - INFO - Epoch: 1067 / 1300 lr: 3.022e-05 2025-05-16 02:57:56,935 - INFO - Training: cls_zice: 111.69728289152447; reg_zipnll: 237.88281772011206; aux_mae_loss_1: 182.3894870155736; aux_mae_loss_2: 24.51372201819169; aux_mae_loss_4: 3.5956862913934806; cnt_loss: 21.303034958086517; 2025-05-16 02:57:56,936 - INFO - Evaluation: Curr mae: 78.5615; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 122.8301; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1993; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:57:56,937 - INFO - Epoch: 1068 / 1300 lr: 3.000e-05 2025-05-16 02:58:07,075 - INFO - Training: cls_zice: 113.71589500025699; reg_zipnll: 243.68288411592184; aux_mae_loss_1: 182.04661078202096; aux_mae_loss_2: 24.258647868507786; aux_mae_loss_4: 3.4807574372542534; cnt_loss: 18.294229984283447; 2025-05-16 02:58:07,076 - INFO - Evaluation: Curr mae: 75.9676; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 120.7931; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1850; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:58:07,076 - INFO - Epoch: 1069 / 1300 lr: 2.978e-05 2025-05-16 02:58:17,186 - INFO - Training: cls_zice: 111.95807918749358; reg_zipnll: 231.33942011782997; aux_mae_loss_1: 180.08082279406096; aux_mae_loss_2: 24.37135716488487; aux_mae_loss_4: 3.5693034874765495; cnt_loss: 19.70213216229489; 2025-05-16 02:58:17,187 - INFO - Evaluation: Curr mae: 87.9574; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 129.1784; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2221; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:58:17,187 - INFO - Epoch: 1070 / 1300 lr: 2.956e-05 2025-05-16 02:58:27,234 - INFO - Training: cls_zice: 107.91413297151264; reg_zipnll: 239.61076535676656; aux_mae_loss_1: 178.82224434300474; aux_mae_loss_2: 24.01080974779631; aux_mae_loss_4: 3.527063614443729; cnt_loss: 20.459854878877337; 2025-05-16 02:58:27,235 - INFO - Evaluation: Curr mae: 74.4185; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 73.3274; Curr rmse: 116.2256; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1843; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:58:27,235 - INFO - Epoch: 1071 / 1300 lr: 2.934e-05 2025-05-16 02:58:37,393 - INFO - Training: cls_zice: 104.77787449485378; reg_zipnll: 245.45474162854646; aux_mae_loss_1: 177.58315317254318; aux_mae_loss_2: 23.831945369118138; aux_mae_loss_4: 3.4469597025921472; cnt_loss: 18.959143864481074; 2025-05-16 02:58:37,456 - INFO - Evaluation: Curr mae: 72.8908; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 72.8908; Curr rmse: 115.3120; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1759; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:58:37,456 - INFO - Epoch: 1072 / 1300 lr: 2.912e-05 2025-05-16 02:58:47,534 - INFO - Training: cls_zice: 116.29643289666427; reg_zipnll: 228.9380007292095; aux_mae_loss_1: 180.77461503681383; aux_mae_loss_2: 24.54162090703061; aux_mae_loss_4: 3.5435890712236104; cnt_loss: 19.890727118441934; 2025-05-16 02:58:47,535 - INFO - Evaluation: Curr mae: 78.8351; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 72.8908; Curr rmse: 118.0234; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1961; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:58:47,535 - INFO - Epoch: 1073 / 1300 lr: 2.890e-05 2025-05-16 02:58:57,593 - INFO - Training: cls_zice: 113.5660242281462; reg_zipnll: 235.75324630737305; aux_mae_loss_1: 182.9535679064299; aux_mae_loss_2: 24.422218925074528; aux_mae_loss_4: 3.5603821591327063; cnt_loss: 18.991220147986162; 2025-05-16 02:58:57,594 - INFO - Evaluation: Curr mae: 79.9653; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 72.8908; Curr rmse: 121.2095; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2029; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:58:57,594 - INFO - Epoch: 1074 / 1300 lr: 2.868e-05 2025-05-16 02:59:07,705 - INFO - Training: cls_zice: 114.03787326812744; reg_zipnll: 232.45626740706595; aux_mae_loss_1: 183.1188507080078; aux_mae_loss_2: 24.566338639510306; aux_mae_loss_4: 3.535520911216736; cnt_loss: 18.236202026668348; 2025-05-16 02:59:07,706 - INFO - Evaluation: Curr mae: 77.6633; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 72.8908; Curr rmse: 120.7951; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1984; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:59:07,706 - INFO - Epoch: 1075 / 1300 lr: 2.846e-05 2025-05-16 02:59:17,735 - INFO - Training: cls_zice: 113.68371943423622; reg_zipnll: 252.97216114244964; aux_mae_loss_1: 183.09715772929945; aux_mae_loss_2: 24.307755520469264; aux_mae_loss_4: 3.5387501089196456; cnt_loss: 18.40009473499499; 2025-05-16 02:59:17,736 - INFO - Evaluation: Curr mae: 80.9984; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 72.8908; Curr rmse: 123.4326; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2100; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:59:17,736 - INFO - Epoch: 1076 / 1300 lr: 2.824e-05 2025-05-16 02:59:27,978 - INFO - Training: cls_zice: 101.83752722489207; reg_zipnll: 229.06970877396432; aux_mae_loss_1: 173.72079005994294; aux_mae_loss_2: 23.561843018782767; aux_mae_loss_4: 3.4124113509529517; cnt_loss: 16.30897986261468; 2025-05-16 02:59:27,979 - INFO - Evaluation: Curr mae: 83.2237; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 72.8908; Curr rmse: 124.4901; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2107; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:59:27,979 - INFO - Epoch: 1077 / 1300 lr: 2.803e-05 2025-05-16 02:59:38,033 - INFO - Training: cls_zice: 105.71192269576223; reg_zipnll: 233.9350400221975; aux_mae_loss_1: 176.65077169317948; aux_mae_loss_2: 23.613340177034075; aux_mae_loss_4: 3.3630245610287317; cnt_loss: 17.64441173955014; 2025-05-16 02:59:38,034 - INFO - Evaluation: Curr mae: 78.1159; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 72.8908; Curr rmse: 119.9628; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1969; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:59:38,035 - INFO - Epoch: 1078 / 1300 lr: 2.781e-05 2025-05-16 02:59:48,262 - INFO - Training: cls_zice: 117.8405993612189; reg_zipnll: 250.79794923882736; aux_mae_loss_1: 185.98887092188784; aux_mae_loss_2: 25.086655340696637; aux_mae_loss_4: 3.641078472137451; cnt_loss: 21.285128041317588; 2025-05-16 02:59:48,263 - INFO - Evaluation: Curr mae: 78.1733; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 72.8908; Curr rmse: 121.1213; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1927; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:59:48,263 - INFO - Epoch: 1079 / 1300 lr: 2.760e-05 2025-05-16 02:59:58,355 - INFO - Training: cls_zice: 112.47222197683234; reg_zipnll: 240.6671042191355; aux_mae_loss_1: 183.31338962755706; aux_mae_loss_2: 24.834964952970807; aux_mae_loss_4: 3.5556430628425195; cnt_loss: 19.54701156365244; 2025-05-16 02:59:58,356 - INFO - Evaluation: Curr mae: 78.6028; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 72.8908; Curr rmse: 121.6071; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2067; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 02:59:58,356 - INFO - Epoch: 1080 / 1300 lr: 2.738e-05 2025-05-16 03:00:08,615 - INFO - Training: cls_zice: 115.97474228708367; reg_zipnll: 242.79096377523322; aux_mae_loss_1: 182.32600523296156; aux_mae_loss_2: 24.568930174175062; aux_mae_loss_4: 3.551998031766791; cnt_loss: 18.953329751366063; 2025-05-16 03:00:08,616 - INFO - Evaluation: Curr mae: 78.9476; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 72.8908; Curr rmse: 117.5192; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2048; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:00:08,616 - INFO - Epoch: 1081 / 1300 lr: 2.717e-05 2025-05-16 03:00:18,819 - INFO - Training: cls_zice: 104.46342618841874; reg_zipnll: 239.5379733035439; aux_mae_loss_1: 172.36559837742857; aux_mae_loss_2: 23.487203823892695; aux_mae_loss_4: 3.395009630604794; cnt_loss: 18.672552422473306; 2025-05-16 03:00:18,820 - INFO - Evaluation: Curr mae: 80.6394; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 72.8908; Curr rmse: 120.7077; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2024; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:00:18,820 - INFO - Epoch: 1082 / 1300 lr: 2.695e-05 2025-05-16 03:00:29,044 - INFO - Training: cls_zice: 105.09834234338058; reg_zipnll: 244.31349844681588; aux_mae_loss_1: 175.63649328131424; aux_mae_loss_2: 23.570766248201068; aux_mae_loss_4: 3.352128028869629; cnt_loss: 17.633386373519897; 2025-05-16 03:00:29,045 - INFO - Evaluation: Curr mae: 77.0066; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 72.8908; Curr rmse: 118.7447; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1922; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:00:29,045 - INFO - Epoch: 1083 / 1300 lr: 2.674e-05 2025-05-16 03:00:39,217 - INFO - Training: cls_zice: 108.08794232418663; reg_zipnll: 232.93814076875387; aux_mae_loss_1: 180.03358499627365; aux_mae_loss_2: 24.328470079522383; aux_mae_loss_4: 3.5005389138271936; cnt_loss: 18.416295766830444; 2025-05-16 03:00:39,220 - INFO - Evaluation: Curr mae: 78.6118; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 72.8908; Curr rmse: 121.0113; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1949; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:00:39,220 - INFO - Epoch: 1084 / 1300 lr: 2.653e-05 2025-05-16 03:00:49,399 - INFO - Training: cls_zice: 114.43472204710308; reg_zipnll: 245.75650084646125; aux_mae_loss_1: 181.67569531892477; aux_mae_loss_2: 24.07097013373124; aux_mae_loss_4: 3.444636715085883; cnt_loss: 16.838062386763724; 2025-05-16 03:00:49,400 - INFO - Evaluation: Curr mae: 75.5648; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 72.8908; Curr rmse: 116.2232; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1863; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:00:49,400 - INFO - Epoch: 1085 / 1300 lr: 2.631e-05 2025-05-16 03:00:59,522 - INFO - Training: cls_zice: 103.58478114479466; reg_zipnll: 232.97876498573706; aux_mae_loss_1: 176.50328626130758; aux_mae_loss_2: 23.829283413134124; aux_mae_loss_4: 3.472374439239502; cnt_loss: 21.43724331102873; 2025-05-16 03:00:59,523 - INFO - Evaluation: Curr mae: 80.6206; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 72.8908; Curr rmse: 120.1890; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2073; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:00:59,523 - INFO - Epoch: 1086 / 1300 lr: 2.610e-05 2025-05-16 03:01:09,646 - INFO - Training: cls_zice: 107.67853686684056; reg_zipnll: 250.54492809897974; aux_mae_loss_1: 179.31027221679688; aux_mae_loss_2: 23.7799812116121; aux_mae_loss_4: 3.4191086794200696; cnt_loss: 18.16501912317778; 2025-05-16 03:01:09,647 - INFO - Evaluation: Curr mae: 77.8272; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 72.8908; Curr rmse: 116.9508; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1937; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:01:09,647 - INFO - Epoch: 1087 / 1300 lr: 2.589e-05 2025-05-16 03:01:19,942 - INFO - Training: cls_zice: 108.15533848812706; reg_zipnll: 260.9810682597913; aux_mae_loss_1: 177.75769103200813; aux_mae_loss_2: 23.76886302546451; aux_mae_loss_4: 3.4183076871068856; cnt_loss: 18.741727929366263; 2025-05-16 03:01:19,943 - INFO - Evaluation: Curr mae: 75.8637; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 72.8908; Curr rmse: 115.3144; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1912; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:01:19,943 - INFO - Epoch: 1088 / 1300 lr: 2.568e-05 2025-05-16 03:01:30,180 - INFO - Training: cls_zice: 118.39848187095241; reg_zipnll: 229.5552789788497; aux_mae_loss_1: 184.27910734477797; aux_mae_loss_2: 24.886826364617598; aux_mae_loss_4: 3.6238041865198234; cnt_loss: 19.02600057501542; 2025-05-16 03:01:30,181 - INFO - Evaluation: Curr mae: 81.2505; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 72.8908; Curr rmse: 118.8817; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2116; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:01:30,182 - INFO - Epoch: 1089 / 1300 lr: 2.547e-05 2025-05-16 03:01:40,254 - INFO - Training: cls_zice: 109.17184367932771; reg_zipnll: 243.94698805558053; aux_mae_loss_1: 178.16114244962992; aux_mae_loss_2: 24.02613925933838; aux_mae_loss_4: 3.446772575378418; cnt_loss: 18.621023730227822; 2025-05-16 03:01:40,255 - INFO - Evaluation: Curr mae: 74.3051; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 72.8908; Curr rmse: 115.4713; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1830; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:01:40,255 - INFO - Epoch: 1090 / 1300 lr: 2.526e-05 2025-05-16 03:01:50,445 - INFO - Training: cls_zice: 104.00962839628521; reg_zipnll: 253.53616995560495; aux_mae_loss_1: 178.19124944586503; aux_mae_loss_2: 23.819352400930303; aux_mae_loss_4: 3.437770448232952; cnt_loss: 17.42702815407201; 2025-05-16 03:01:50,446 - INFO - Evaluation: Curr mae: 78.7509; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 72.8908; Curr rmse: 116.9722; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2050; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:01:50,446 - INFO - Epoch: 1091 / 1300 lr: 2.505e-05 2025-05-16 03:02:00,880 - INFO - Training: cls_zice: 112.34836337440892; reg_zipnll: 241.72800806949013; aux_mae_loss_1: 182.08397232858758; aux_mae_loss_2: 24.407610993636283; aux_mae_loss_4: 3.5024900875593485; cnt_loss: 15.934396241840563; 2025-05-16 03:02:00,881 - INFO - Evaluation: Curr mae: 82.2874; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 72.8908; Curr rmse: 123.7498; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.2097; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:02:00,882 - INFO - Epoch: 1092 / 1300 lr: 2.484e-05 2025-05-16 03:02:11,071 - INFO - Training: cls_zice: 116.60832595825195; reg_zipnll: 231.99703076011255; aux_mae_loss_1: 183.16339211714896; aux_mae_loss_2: 24.51287196811877; aux_mae_loss_4: 3.5072743924040544; cnt_loss: 19.2376676986092; 2025-05-16 03:02:11,072 - INFO - Evaluation: Curr mae: 73.5205; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 72.8908; Curr rmse: 115.0297; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1790; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:02:11,072 - INFO - Epoch: 1093 / 1300 lr: 2.464e-05 2025-05-16 03:02:21,224 - INFO - Training: cls_zice: 111.91581455029939; reg_zipnll: 239.9721693741648; aux_mae_loss_1: 180.9911412690815; aux_mae_loss_2: 24.379575026662724; aux_mae_loss_4: 3.5864672660827637; cnt_loss: 19.436855165581953; 2025-05-16 03:02:21,225 - INFO - Evaluation: Curr mae: 76.4517; Best mae: 71.1800; 72.0841; 72.2557; 72.8009; 72.8908; Curr rmse: 119.3834; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1377; Curr nae: 0.1810; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:02:21,225 - INFO - Epoch: 1094 / 1300 lr: 2.443e-05 2025-05-16 03:02:31,493 - INFO - Training: cls_zice: 111.74885137457596; reg_zipnll: 238.54624115793328; aux_mae_loss_1: 177.42605289660003; aux_mae_loss_2: 23.695089942530583; aux_mae_loss_4: 3.4176984084279916; cnt_loss: 16.514491244366294; 2025-05-16 03:02:31,613 - INFO - Evaluation: Curr mae: 72.4335; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 114.1300; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1760; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:02:31,613 - INFO - Epoch: 1095 / 1300 lr: 2.422e-05 2025-05-16 03:02:41,707 - INFO - Training: cls_zice: 110.54203545419793; reg_zipnll: 247.1298992759303; aux_mae_loss_1: 179.81190992656508; aux_mae_loss_2: 24.074940731650905; aux_mae_loss_4: 3.4546832724621424; cnt_loss: 16.44295066281369; 2025-05-16 03:02:41,709 - INFO - Evaluation: Curr mae: 78.3935; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.0839; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1945; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:02:41,709 - INFO - Epoch: 1096 / 1300 lr: 2.402e-05 2025-05-16 03:02:51,771 - INFO - Training: cls_zice: 110.64271951976575; reg_zipnll: 250.15942603663393; aux_mae_loss_1: 178.7050935845626; aux_mae_loss_2: 23.84686992042943; aux_mae_loss_4: 3.385318210250453; cnt_loss: 16.36820300001847; 2025-05-16 03:02:51,772 - INFO - Evaluation: Curr mae: 78.3207; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 120.3491; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1966; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:02:51,772 - INFO - Epoch: 1097 / 1300 lr: 2.381e-05 2025-05-16 03:03:02,100 - INFO - Training: cls_zice: 114.44963184155915; reg_zipnll: 226.66031777231316; aux_mae_loss_1: 181.94875175074526; aux_mae_loss_2: 24.417043359656084; aux_mae_loss_4: 3.511409960295025; cnt_loss: 17.876936121990806; 2025-05-16 03:03:02,101 - INFO - Evaluation: Curr mae: 85.7225; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 125.6684; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2154; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:03:02,102 - INFO - Epoch: 1098 / 1300 lr: 2.361e-05 2025-05-16 03:03:12,384 - INFO - Training: cls_zice: 116.43011017849571; reg_zipnll: 221.30328188444437; aux_mae_loss_1: 187.20018848619964; aux_mae_loss_2: 25.066326944451582; aux_mae_loss_4: 3.6644353678351953; cnt_loss: 20.307924609435233; 2025-05-16 03:03:12,385 - INFO - Evaluation: Curr mae: 83.3077; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 123.9852; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2105; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:03:12,385 - INFO - Epoch: 1099 / 1300 lr: 2.340e-05 2025-05-16 03:03:22,637 - INFO - Training: cls_zice: 112.43119018956234; reg_zipnll: 251.30724575645044; aux_mae_loss_1: 179.8831951743678; aux_mae_loss_2: 24.1939337379054; aux_mae_loss_4: 3.4555206738020243; cnt_loss: 19.136449073490343; 2025-05-16 03:03:22,639 - INFO - Evaluation: Curr mae: 77.9331; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.8594; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1846; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:03:22,639 - INFO - Epoch: 1100 / 1300 lr: 2.320e-05 2025-05-16 03:03:32,704 - INFO - Training: cls_zice: 114.76495205728631; reg_zipnll: 248.30265135514108; aux_mae_loss_1: 184.7911804600766; aux_mae_loss_2: 24.669392711237858; aux_mae_loss_4: 3.542177150123998; cnt_loss: 17.93020863282053; 2025-05-16 03:03:32,705 - INFO - Evaluation: Curr mae: 79.8879; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 122.7730; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1954; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:03:32,886 - INFO - Epoch: 1101 / 1300 lr: 2.300e-05 2025-05-16 03:03:43,459 - INFO - Training: cls_zice: 111.57332500658538; reg_zipnll: 227.62588119506836; aux_mae_loss_1: 177.98739965338456; aux_mae_loss_2: 23.705497214668675; aux_mae_loss_4: 3.329836475221734; cnt_loss: 15.350014385424162; 2025-05-16 03:03:43,460 - INFO - Evaluation: Curr mae: 77.9142; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 119.5310; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1897; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:03:43,460 - INFO - Epoch: 1102 / 1300 lr: 2.280e-05 2025-05-16 03:03:53,629 - INFO - Training: cls_zice: 110.43352518583599; reg_zipnll: 254.46630638524107; aux_mae_loss_1: 180.35660231740852; aux_mae_loss_2: 23.902917761551706; aux_mae_loss_4: 3.3457199774290385; cnt_loss: 17.25716277172691; 2025-05-16 03:03:53,630 - INFO - Evaluation: Curr mae: 80.2714; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 119.0033; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2059; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:03:53,630 - INFO - Epoch: 1103 / 1300 lr: 2.260e-05 2025-05-16 03:04:03,847 - INFO - Training: cls_zice: 112.49929528487355; reg_zipnll: 249.2547432748895; aux_mae_loss_1: 182.21968399850945; aux_mae_loss_2: 24.238402692895185; aux_mae_loss_4: 3.5350101590156555; cnt_loss: 19.19646486483122; 2025-05-16 03:04:03,848 - INFO - Evaluation: Curr mae: 82.1713; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 123.4438; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2070; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:04:03,848 - INFO - Epoch: 1104 / 1300 lr: 2.240e-05 2025-05-16 03:04:13,968 - INFO - Training: cls_zice: 116.74597178007427; reg_zipnll: 216.5992785002056; aux_mae_loss_1: 180.4062664634303; aux_mae_loss_2: 24.308285010488408; aux_mae_loss_4: 3.488288954684609; cnt_loss: 18.166610692676745; 2025-05-16 03:04:13,969 - INFO - Evaluation: Curr mae: 73.2594; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 118.2043; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1764; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:04:13,969 - INFO - Epoch: 1105 / 1300 lr: 2.220e-05 2025-05-16 03:04:24,185 - INFO - Training: cls_zice: 106.1287495462518; reg_zipnll: 239.218608053107; aux_mae_loss_1: 178.79954548885948; aux_mae_loss_2: 24.042027473449707; aux_mae_loss_4: 3.424913211872703; cnt_loss: 18.46904320465891; 2025-05-16 03:04:24,186 - INFO - Evaluation: Curr mae: 81.2057; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 124.8988; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1976; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:04:24,186 - INFO - Epoch: 1106 / 1300 lr: 2.200e-05 2025-05-16 03:04:34,470 - INFO - Training: cls_zice: 111.09098334061473; reg_zipnll: 251.98184073598762; aux_mae_loss_1: 178.55685806274414; aux_mae_loss_2: 23.937299929167096; aux_mae_loss_4: 3.414135594117014; cnt_loss: 18.38043875443308; 2025-05-16 03:04:34,471 - INFO - Evaluation: Curr mae: 75.9733; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 117.0861; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1918; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:04:34,471 - INFO - Epoch: 1107 / 1300 lr: 2.180e-05 2025-05-16 03:04:44,819 - INFO - Training: cls_zice: 115.95361328125; reg_zipnll: 239.33753324809828; aux_mae_loss_1: 184.0496765939813; aux_mae_loss_2: 24.50740186791671; aux_mae_loss_4: 3.527103380153054; cnt_loss: 19.310227557232505; 2025-05-16 03:04:44,820 - INFO - Evaluation: Curr mae: 77.5610; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.2001; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1897; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:04:44,820 - INFO - Epoch: 1108 / 1300 lr: 2.160e-05 2025-05-16 03:04:54,940 - INFO - Training: cls_zice: 109.37022440057052; reg_zipnll: 234.56405639648438; aux_mae_loss_1: 178.13327347604852; aux_mae_loss_2: 23.75311971965589; aux_mae_loss_4: 3.3594251180949963; cnt_loss: 14.984944970984207; 2025-05-16 03:04:54,942 - INFO - Evaluation: Curr mae: 75.1999; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 119.1224; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1814; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:04:54,942 - INFO - Epoch: 1109 / 1300 lr: 2.140e-05 2025-05-16 03:05:05,178 - INFO - Training: cls_zice: 107.19394573412444; reg_zipnll: 256.0730267574913; aux_mae_loss_1: 178.8395259254857; aux_mae_loss_2: 23.74803450233058; aux_mae_loss_4: 3.36381427237862; cnt_loss: 18.191371541274222; 2025-05-16 03:05:05,179 - INFO - Evaluation: Curr mae: 80.4261; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 120.8385; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2023; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:05:05,179 - INFO - Epoch: 1110 / 1300 lr: 2.121e-05 2025-05-16 03:05:20,097 - INFO - Training: cls_zice: 106.75949407878674; reg_zipnll: 243.67780605115388; aux_mae_loss_1: 175.05938499852232; aux_mae_loss_2: 23.32807069075735; aux_mae_loss_4: 3.254220209623638; cnt_loss: 15.630161988107782; 2025-05-16 03:05:20,129 - INFO - Evaluation: Curr mae: 78.0694; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.4700; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1934; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:05:20,129 - INFO - Epoch: 1111 / 1300 lr: 2.101e-05 2025-05-16 03:05:31,596 - INFO - Training: cls_zice: 112.84811361212479; reg_zipnll: 241.11709996273643; aux_mae_loss_1: 181.84731112028422; aux_mae_loss_2: 24.4107084274292; aux_mae_loss_4: 3.503548264503479; cnt_loss: 19.351521153199045; 2025-05-16 03:05:31,597 - INFO - Evaluation: Curr mae: 77.3095; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 117.9100; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1946; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:05:31,597 - INFO - Epoch: 1112 / 1300 lr: 2.082e-05 2025-05-16 03:05:41,862 - INFO - Training: cls_zice: 113.27777631659256; reg_zipnll: 239.12525367736816; aux_mae_loss_1: 181.72109503495065; aux_mae_loss_2: 24.28443888614052; aux_mae_loss_4: 3.4689241522236873; cnt_loss: 18.363536132009404; 2025-05-16 03:05:41,863 - INFO - Evaluation: Curr mae: 77.0980; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 118.3272; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1921; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:05:41,863 - INFO - Epoch: 1113 / 1300 lr: 2.062e-05 2025-05-16 03:05:52,003 - INFO - Training: cls_zice: 106.95781993865967; reg_zipnll: 231.643165989926; aux_mae_loss_1: 175.78346091822573; aux_mae_loss_2: 23.613165478957328; aux_mae_loss_4: 3.3765953214545; cnt_loss: 18.038664654681558; 2025-05-16 03:05:52,004 - INFO - Evaluation: Curr mae: 75.8625; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 117.9131; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1832; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:05:52,004 - INFO - Epoch: 1114 / 1300 lr: 2.043e-05 2025-05-16 03:06:02,196 - INFO - Training: cls_zice: 114.08061308609813; reg_zipnll: 236.09177559300474; aux_mae_loss_1: 182.5567462318822; aux_mae_loss_2: 24.27474814967105; aux_mae_loss_4: 3.442838966846466; cnt_loss: 17.69333801771465; 2025-05-16 03:06:02,197 - INFO - Evaluation: Curr mae: 73.0901; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 117.0075; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1754; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:06:02,197 - INFO - Epoch: 1115 / 1300 lr: 2.024e-05 2025-05-16 03:06:12,346 - INFO - Training: cls_zice: 106.10768488833779; reg_zipnll: 253.3474315844084; aux_mae_loss_1: 179.89937290392425; aux_mae_loss_2: 23.9592890488474; aux_mae_loss_4: 3.3690775632858276; cnt_loss: 17.582064026280452; 2025-05-16 03:06:12,347 - INFO - Evaluation: Curr mae: 74.3830; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 116.3424; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1847; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:06:12,347 - INFO - Epoch: 1116 / 1300 lr: 2.005e-05 2025-05-16 03:06:22,556 - INFO - Training: cls_zice: 106.13953635567113; reg_zipnll: 244.12312557822779; aux_mae_loss_1: 173.24936214246247; aux_mae_loss_2: 23.063150054530094; aux_mae_loss_4: 3.2772419954601086; cnt_loss: 15.786422315396761; 2025-05-16 03:06:22,557 - INFO - Evaluation: Curr mae: 83.3482; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 125.4704; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1968; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:06:22,557 - INFO - Epoch: 1117 / 1300 lr: 1.985e-05 2025-05-16 03:06:32,685 - INFO - Training: cls_zice: 111.87736802352102; reg_zipnll: 241.0390171251799; aux_mae_loss_1: 177.7764183847528; aux_mae_loss_2: 23.697826536078203; aux_mae_loss_4: 3.384172615252043; cnt_loss: 17.11528942459508; 2025-05-16 03:06:32,686 - INFO - Evaluation: Curr mae: 75.8627; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 117.5266; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1853; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:06:32,686 - INFO - Epoch: 1118 / 1300 lr: 1.966e-05 2025-05-16 03:06:42,977 - INFO - Training: cls_zice: 107.36386073263068; reg_zipnll: 246.1199386496293; aux_mae_loss_1: 177.4158740796541; aux_mae_loss_2: 23.537371083309775; aux_mae_loss_4: 3.3334570934897974; cnt_loss: 15.946492872740093; 2025-05-16 03:06:42,978 - INFO - Evaluation: Curr mae: 75.4955; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 118.9113; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1812; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:06:42,978 - INFO - Epoch: 1119 / 1300 lr: 1.947e-05 2025-05-16 03:06:53,157 - INFO - Training: cls_zice: 113.27003589429353; reg_zipnll: 231.51680926272743; aux_mae_loss_1: 181.6517408270585; aux_mae_loss_2: 24.294076367428428; aux_mae_loss_4: 3.5545597578349866; cnt_loss: 18.464841340717516; 2025-05-16 03:06:53,158 - INFO - Evaluation: Curr mae: 81.2939; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 126.6953; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1959; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:06:53,158 - INFO - Epoch: 1120 / 1300 lr: 1.929e-05 2025-05-16 03:07:03,441 - INFO - Training: cls_zice: 111.45416706486752; reg_zipnll: 233.84293044240852; aux_mae_loss_1: 179.24162332635177; aux_mae_loss_2: 23.9316708916112; aux_mae_loss_4: 3.432530591362401; cnt_loss: 15.582509592959756; 2025-05-16 03:07:03,442 - INFO - Evaluation: Curr mae: 78.5247; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.5421; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1881; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:07:03,442 - INFO - Epoch: 1121 / 1300 lr: 1.910e-05 2025-05-16 03:07:13,588 - INFO - Training: cls_zice: 101.9129636350431; reg_zipnll: 235.66659495705053; aux_mae_loss_1: 172.99229451229698; aux_mae_loss_2: 23.108415603637695; aux_mae_loss_4: 3.2838363145527087; cnt_loss: 17.512424017253675; 2025-05-16 03:07:13,589 - INFO - Evaluation: Curr mae: 80.1910; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 122.3812; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1969; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:07:13,589 - INFO - Epoch: 1122 / 1300 lr: 1.891e-05 2025-05-16 03:07:23,778 - INFO - Training: cls_zice: 108.46681072837428; reg_zipnll: 229.6309216147975; aux_mae_loss_1: 176.73016598350122; aux_mae_loss_2: 23.78492528513858; aux_mae_loss_4: 3.3949617900346456; cnt_loss: 19.105644414299412; 2025-05-16 03:07:23,779 - INFO - Evaluation: Curr mae: 80.3130; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 123.1154; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1946; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:07:23,779 - INFO - Epoch: 1123 / 1300 lr: 1.872e-05 2025-05-16 03:07:33,970 - INFO - Training: cls_zice: 105.7120253914281; reg_zipnll: 236.59970976177016; aux_mae_loss_1: 175.35625377454255; aux_mae_loss_2: 23.638752786736738; aux_mae_loss_4: 3.397329142219142; cnt_loss: 15.723369410163478; 2025-05-16 03:07:33,971 - INFO - Evaluation: Curr mae: 81.4894; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 126.1979; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2006; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:07:33,971 - INFO - Epoch: 1124 / 1300 lr: 1.854e-05 2025-05-16 03:07:44,246 - INFO - Training: cls_zice: 100.84030999635395; reg_zipnll: 240.29081023366828; aux_mae_loss_1: 175.50262672022768; aux_mae_loss_2: 23.586905680204694; aux_mae_loss_4: 3.3763993162857857; cnt_loss: 16.83227242921528; 2025-05-16 03:07:44,247 - INFO - Evaluation: Curr mae: 77.7840; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.1015; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1910; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:07:44,247 - INFO - Epoch: 1125 / 1300 lr: 1.835e-05 2025-05-16 03:07:54,420 - INFO - Training: cls_zice: 111.54944143797222; reg_zipnll: 231.80088404605263; aux_mae_loss_1: 179.38563497442948; aux_mae_loss_2: 23.960590237065365; aux_mae_loss_4: 3.38797086163571; cnt_loss: 16.77950758683054; 2025-05-16 03:07:54,421 - INFO - Evaluation: Curr mae: 80.1897; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.8909; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2012; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:07:54,421 - INFO - Epoch: 1126 / 1300 lr: 1.817e-05 2025-05-16 03:08:04,638 - INFO - Training: cls_zice: 114.09320530138518; reg_zipnll: 244.60913065860146; aux_mae_loss_1: 182.61101933529503; aux_mae_loss_2: 24.317312566857588; aux_mae_loss_4: 3.4810020107971993; cnt_loss: 18.658621110414202; 2025-05-16 03:08:04,639 - INFO - Evaluation: Curr mae: 82.2698; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.7221; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2008; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:08:04,639 - INFO - Epoch: 1127 / 1300 lr: 1.798e-05 2025-05-16 03:08:14,783 - INFO - Training: cls_zice: 102.54885146492406; reg_zipnll: 241.235705325478; aux_mae_loss_1: 173.79958243119088; aux_mae_loss_2: 23.299781322479248; aux_mae_loss_4: 3.301190395104258; cnt_loss: 15.640089097775911; 2025-05-16 03:08:14,784 - INFO - Evaluation: Curr mae: 79.0838; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 122.8578; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1926; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:08:14,784 - INFO - Epoch: 1128 / 1300 lr: 1.780e-05 2025-05-16 03:08:24,976 - INFO - Training: cls_zice: 104.74894393117805; reg_zipnll: 242.3438790973864; aux_mae_loss_1: 175.53193885401674; aux_mae_loss_2: 23.49554591429861; aux_mae_loss_4: 3.3303694693665755; cnt_loss: 15.57144486276727; 2025-05-16 03:08:24,977 - INFO - Evaluation: Curr mae: 79.4385; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 120.3611; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2038; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:08:24,977 - INFO - Epoch: 1129 / 1300 lr: 1.762e-05 2025-05-16 03:08:35,052 - INFO - Training: cls_zice: 111.31933061700119; reg_zipnll: 236.725638339394; aux_mae_loss_1: 179.4568180285002; aux_mae_loss_2: 24.025501201027318; aux_mae_loss_4: 3.4108912819310238; cnt_loss: 16.702500581741333; 2025-05-16 03:08:35,053 - INFO - Evaluation: Curr mae: 80.6622; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 123.2267; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2041; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:08:35,053 - INFO - Epoch: 1130 / 1300 lr: 1.744e-05 2025-05-16 03:08:45,107 - INFO - Training: cls_zice: 111.60295054787083; reg_zipnll: 247.46412196912263; aux_mae_loss_1: 179.24675268875924; aux_mae_loss_2: 23.919219318189118; aux_mae_loss_4: 3.450600316649989; cnt_loss: 17.890347631354082; 2025-05-16 03:08:45,108 - INFO - Evaluation: Curr mae: 77.3684; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.7589; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1941; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:08:45,108 - INFO - Epoch: 1131 / 1300 lr: 1.726e-05 2025-05-16 03:08:55,387 - INFO - Training: cls_zice: 107.45897815102025; reg_zipnll: 250.5177668521279; aux_mae_loss_1: 177.5445446215178; aux_mae_loss_2: 23.876853842484323; aux_mae_loss_4: 3.4118314667751917; cnt_loss: 16.79720129464802; 2025-05-16 03:08:55,388 - INFO - Evaluation: Curr mae: 80.4851; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 122.5638; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2021; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:08:55,388 - INFO - Epoch: 1132 / 1300 lr: 1.708e-05 2025-05-16 03:09:05,654 - INFO - Training: cls_zice: 107.10106247349789; reg_zipnll: 235.82635257118628; aux_mae_loss_1: 179.09567240664833; aux_mae_loss_2: 23.656653554815996; aux_mae_loss_4: 3.3622030082501864; cnt_loss: 16.20705703685158; 2025-05-16 03:09:05,655 - INFO - Evaluation: Curr mae: 79.0231; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 123.0563; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1905; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:09:05,655 - INFO - Epoch: 1133 / 1300 lr: 1.690e-05 2025-05-16 03:09:15,919 - INFO - Training: cls_zice: 114.56399561229505; reg_zipnll: 224.72507015027497; aux_mae_loss_1: 185.42718706632914; aux_mae_loss_2: 24.803240600385163; aux_mae_loss_4: 3.568510977845443; cnt_loss: 18.318721620660078; 2025-05-16 03:09:15,920 - INFO - Evaluation: Curr mae: 81.5419; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 123.6773; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2045; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:09:15,920 - INFO - Epoch: 1134 / 1300 lr: 1.672e-05 2025-05-16 03:09:26,008 - INFO - Training: cls_zice: 107.53460121154785; reg_zipnll: 226.72780850059107; aux_mae_loss_1: 173.5290736148232; aux_mae_loss_2: 23.297930190437718; aux_mae_loss_4: 3.2872273890595687; cnt_loss: 15.052447431965879; 2025-05-16 03:09:26,009 - INFO - Evaluation: Curr mae: 81.6389; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 123.6892; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2093; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:09:26,009 - INFO - Epoch: 1135 / 1300 lr: 1.654e-05 2025-05-16 03:09:36,237 - INFO - Training: cls_zice: 102.81007661317524; reg_zipnll: 228.8016198810778; aux_mae_loss_1: 171.95922771253083; aux_mae_loss_2: 22.953837394714355; aux_mae_loss_4: 3.2894777718343233; cnt_loss: 15.987174259988885; 2025-05-16 03:09:36,238 - INFO - Evaluation: Curr mae: 77.7468; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 119.7431; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2035; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:09:36,238 - INFO - Epoch: 1136 / 1300 lr: 1.637e-05 2025-05-16 03:09:46,567 - INFO - Training: cls_zice: 106.10463835063733; reg_zipnll: 251.4366495232833; aux_mae_loss_1: 173.45600248637953; aux_mae_loss_2: 22.889561351976898; aux_mae_loss_4: 3.238511223542063; cnt_loss: 14.102813708154779; 2025-05-16 03:09:46,568 - INFO - Evaluation: Curr mae: 81.4135; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 122.7057; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2107; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:09:46,568 - INFO - Epoch: 1137 / 1300 lr: 1.619e-05 2025-05-16 03:09:56,711 - INFO - Training: cls_zice: 107.67707031651547; reg_zipnll: 243.90648962322035; aux_mae_loss_1: 176.6556994789525; aux_mae_loss_2: 23.478146101299085; aux_mae_loss_4: 3.3518791512439123; cnt_loss: 14.049732634895726; 2025-05-16 03:09:56,712 - INFO - Evaluation: Curr mae: 77.3719; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 117.9363; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1983; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:09:56,712 - INFO - Epoch: 1138 / 1300 lr: 1.602e-05 2025-05-16 03:10:06,809 - INFO - Training: cls_zice: 110.66174858494809; reg_zipnll: 232.43157918829667; aux_mae_loss_1: 178.96684465910258; aux_mae_loss_2: 23.83616778725072; aux_mae_loss_4: 3.3928181309449044; cnt_loss: 17.529235613973515; 2025-05-16 03:10:06,810 - INFO - Evaluation: Curr mae: 80.2010; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 120.9238; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2061; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:10:06,810 - INFO - Epoch: 1139 / 1300 lr: 1.584e-05 2025-05-16 03:10:17,133 - INFO - Training: cls_zice: 122.38999808462043; reg_zipnll: 241.90710810611122; aux_mae_loss_1: 187.38315461811266; aux_mae_loss_2: 24.904583303551924; aux_mae_loss_4: 3.523082607670834; cnt_loss: 17.541539066716243; 2025-05-16 03:10:17,134 - INFO - Evaluation: Curr mae: 79.9759; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 123.1061; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1963; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:10:17,134 - INFO - Epoch: 1140 / 1300 lr: 1.567e-05 2025-05-16 03:10:27,178 - INFO - Training: cls_zice: 110.60462003005178; reg_zipnll: 235.57223912289268; aux_mae_loss_1: 177.4527332908229; aux_mae_loss_2: 23.85313111857364; aux_mae_loss_4: 3.4213403714330575; cnt_loss: 17.443027220274274; 2025-05-16 03:10:27,181 - INFO - Evaluation: Curr mae: 78.6801; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 122.6906; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1974; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:10:27,182 - INFO - Epoch: 1141 / 1300 lr: 1.550e-05 2025-05-16 03:10:37,278 - INFO - Training: cls_zice: 105.14692396866648; reg_zipnll: 240.17733794764467; aux_mae_loss_1: 177.5363355937757; aux_mae_loss_2: 23.922583027889853; aux_mae_loss_4: 3.4951907584541724; cnt_loss: 17.622183222519723; 2025-05-16 03:10:37,279 - INFO - Evaluation: Curr mae: 79.3742; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 124.7113; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1970; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:10:37,279 - INFO - Epoch: 1142 / 1300 lr: 1.533e-05 2025-05-16 03:10:47,369 - INFO - Training: cls_zice: 110.7676157951355; reg_zipnll: 233.4757692437423; aux_mae_loss_1: 177.20763477526214; aux_mae_loss_2: 23.539624314559134; aux_mae_loss_4: 3.3308909002103304; cnt_loss: 15.285181120822305; 2025-05-16 03:10:47,370 - INFO - Evaluation: Curr mae: 77.5338; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 120.1703; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1926; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:10:47,370 - INFO - Epoch: 1143 / 1300 lr: 1.516e-05 2025-05-16 03:10:57,633 - INFO - Training: cls_zice: 112.42563794788562; reg_zipnll: 228.9915287620143; aux_mae_loss_1: 179.70834932829203; aux_mae_loss_2: 23.936901895623457; aux_mae_loss_4: 3.4176050675542733; cnt_loss: 15.253160903328343; 2025-05-16 03:10:57,634 - INFO - Evaluation: Curr mae: 79.4916; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 122.3803; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2000; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:10:57,635 - INFO - Epoch: 1144 / 1300 lr: 1.499e-05 2025-05-16 03:11:07,899 - INFO - Training: cls_zice: 113.6383066679302; reg_zipnll: 240.91352864315635; aux_mae_loss_1: 182.76385638588354; aux_mae_loss_2: 24.278920223838405; aux_mae_loss_4: 3.439159537616529; cnt_loss: 16.025421054739702; 2025-05-16 03:11:07,900 - INFO - Evaluation: Curr mae: 82.8439; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 126.0536; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2088; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:11:07,900 - INFO - Epoch: 1145 / 1300 lr: 1.482e-05 2025-05-16 03:11:18,101 - INFO - Training: cls_zice: 108.1435748652408; reg_zipnll: 232.31812507227846; aux_mae_loss_1: 180.31606051796362; aux_mae_loss_2: 24.335117189507734; aux_mae_loss_4: 3.545058670796846; cnt_loss: 18.793374387841475; 2025-05-16 03:11:18,101 - INFO - Evaluation: Curr mae: 78.2236; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 122.9216; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1895; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:11:18,102 - INFO - Epoch: 1146 / 1300 lr: 1.465e-05 2025-05-16 03:11:28,089 - INFO - Training: cls_zice: 115.98616487101505; reg_zipnll: 226.40734521966232; aux_mae_loss_1: 178.98147261770148; aux_mae_loss_2: 24.15405363785593; aux_mae_loss_4: 3.4424638183493363; cnt_loss: 15.852586557990627; 2025-05-16 03:11:28,090 - INFO - Evaluation: Curr mae: 79.4255; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 124.6046; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1980; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:11:28,090 - INFO - Epoch: 1147 / 1300 lr: 1.448e-05 2025-05-16 03:11:38,148 - INFO - Training: cls_zice: 113.90235639873303; reg_zipnll: 246.50106389899003; aux_mae_loss_1: 183.21414586117393; aux_mae_loss_2: 24.3248089238217; aux_mae_loss_4: 3.4900708261289095; cnt_loss: 18.36430476841174; 2025-05-16 03:11:38,148 - INFO - Evaluation: Curr mae: 77.9015; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 122.5482; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1945; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:11:38,149 - INFO - Epoch: 1148 / 1300 lr: 1.432e-05 2025-05-16 03:11:48,111 - INFO - Training: cls_zice: 110.78210494392796; reg_zipnll: 239.5552151328639; aux_mae_loss_1: 178.4458290903192; aux_mae_loss_2: 23.699062824249268; aux_mae_loss_4: 3.391029960230777; cnt_loss: 17.316668623372127; 2025-05-16 03:11:48,112 - INFO - Evaluation: Curr mae: 78.1720; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.2212; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1901; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:11:48,112 - INFO - Epoch: 1149 / 1300 lr: 1.415e-05 2025-05-16 03:12:00,515 - INFO - Training: cls_zice: 110.09891133559377; reg_zipnll: 236.8815733257093; aux_mae_loss_1: 178.62615304244193; aux_mae_loss_2: 23.495228390944632; aux_mae_loss_4: 3.3278245078889945; cnt_loss: 15.59845875438891; 2025-05-16 03:12:00,516 - INFO - Evaluation: Curr mae: 81.3690; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 124.7606; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2019; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:12:00,516 - INFO - Epoch: 1150 / 1300 lr: 1.399e-05 2025-05-16 03:12:11,001 - INFO - Training: cls_zice: 115.80149329336066; reg_zipnll: 227.73437540154708; aux_mae_loss_1: 184.15227910092003; aux_mae_loss_2: 24.8011114722804; aux_mae_loss_4: 3.6703314781188965; cnt_loss: 20.10920854618675; 2025-05-16 03:12:11,002 - INFO - Evaluation: Curr mae: 85.0049; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 129.3166; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2151; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:12:11,181 - INFO - Epoch: 1151 / 1300 lr: 1.382e-05 2025-05-16 03:12:21,623 - INFO - Training: cls_zice: 112.65972840158562; reg_zipnll: 245.96465863679586; aux_mae_loss_1: 180.4324786537572; aux_mae_loss_2: 24.25713408620734; aux_mae_loss_4: 3.4827605862366524; cnt_loss: 17.151538848876953; 2025-05-16 03:12:21,624 - INFO - Evaluation: Curr mae: 79.7856; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 122.5497; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2034; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:12:21,624 - INFO - Epoch: 1152 / 1300 lr: 1.366e-05 2025-05-16 03:12:31,857 - INFO - Training: cls_zice: 102.43439468584563; reg_zipnll: 240.48192596435547; aux_mae_loss_1: 174.70302621941818; aux_mae_loss_2: 23.210888561449554; aux_mae_loss_4: 3.283548267264115; cnt_loss: 15.06883282410471; 2025-05-16 03:12:31,858 - INFO - Evaluation: Curr mae: 81.9773; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 124.2889; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2097; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:12:31,859 - INFO - Epoch: 1153 / 1300 lr: 1.350e-05 2025-05-16 03:12:42,096 - INFO - Training: cls_zice: 118.78326094777961; reg_zipnll: 232.31436177303917; aux_mae_loss_1: 182.03565075522974; aux_mae_loss_2: 24.73137617111206; aux_mae_loss_4: 3.679232029538406; cnt_loss: 20.921819799824764; 2025-05-16 03:12:42,097 - INFO - Evaluation: Curr mae: 74.5382; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 118.6754; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1834; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:12:42,097 - INFO - Epoch: 1154 / 1300 lr: 1.334e-05 2025-05-16 03:12:52,201 - INFO - Training: cls_zice: 107.93129710147255; reg_zipnll: 235.66832140872353; aux_mae_loss_1: 175.4343974464818; aux_mae_loss_2: 23.325861679880244; aux_mae_loss_4: 3.319330952669445; cnt_loss: 15.718757390975952; 2025-05-16 03:12:52,203 - INFO - Evaluation: Curr mae: 78.3510; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 122.9926; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2021; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:12:52,203 - INFO - Epoch: 1155 / 1300 lr: 1.318e-05 2025-05-16 03:13:02,337 - INFO - Training: cls_zice: 107.06153367695056; reg_zipnll: 244.17915665475945; aux_mae_loss_1: 174.30891880236175; aux_mae_loss_2: 23.15517628820319; aux_mae_loss_4: 3.285710253213581; cnt_loss: 16.88879276576795; 2025-05-16 03:13:02,338 - INFO - Evaluation: Curr mae: 79.6915; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 126.4750; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2040; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:13:02,338 - INFO - Epoch: 1156 / 1300 lr: 1.302e-05 2025-05-16 03:13:12,623 - INFO - Training: cls_zice: 107.80739884627492; reg_zipnll: 256.2187558224327; aux_mae_loss_1: 175.50292185733193; aux_mae_loss_2: 23.348584275496634; aux_mae_loss_4: 3.278811969255146; cnt_loss: 15.943121232484517; 2025-05-16 03:13:12,625 - INFO - Evaluation: Curr mae: 82.7551; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 126.4413; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2151; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:13:12,625 - INFO - Epoch: 1157 / 1300 lr: 1.286e-05 2025-05-16 03:13:22,734 - INFO - Training: cls_zice: 116.305082973681; reg_zipnll: 225.7109917088559; aux_mae_loss_1: 182.3894711544639; aux_mae_loss_2: 24.302716054414446; aux_mae_loss_4: 3.4508094568001595; cnt_loss: 16.815925422467682; 2025-05-16 03:13:22,735 - INFO - Evaluation: Curr mae: 81.0829; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 124.0696; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2097; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:13:22,735 - INFO - Epoch: 1158 / 1300 lr: 1.270e-05 2025-05-16 03:13:32,938 - INFO - Training: cls_zice: 108.50184912430613; reg_zipnll: 230.6231560958059; aux_mae_loss_1: 176.41106876574065; aux_mae_loss_2: 23.577825295297725; aux_mae_loss_4: 3.3313783532694767; cnt_loss: 15.484098133287931; 2025-05-16 03:13:32,939 - INFO - Evaluation: Curr mae: 82.9862; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 126.6363; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2191; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:13:32,939 - INFO - Epoch: 1159 / 1300 lr: 1.255e-05 2025-05-16 03:13:43,263 - INFO - Training: cls_zice: 110.30028463664807; reg_zipnll: 229.47283754850687; aux_mae_loss_1: 176.08593990928247; aux_mae_loss_2: 23.410329417178506; aux_mae_loss_4: 3.3196589884005094; cnt_loss: 16.51801717908759; 2025-05-16 03:13:43,264 - INFO - Evaluation: Curr mae: 81.4158; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 124.3109; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2139; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:13:43,264 - INFO - Epoch: 1160 / 1300 lr: 1.239e-05 2025-05-16 03:13:53,425 - INFO - Training: cls_zice: 111.00538354170949; reg_zipnll: 236.1910540932103; aux_mae_loss_1: 179.49767263312089; aux_mae_loss_2: 23.84519009841116; aux_mae_loss_4: 3.408487740315889; cnt_loss: 16.012159498114336; 2025-05-16 03:13:53,427 - INFO - Evaluation: Curr mae: 81.4535; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 124.9110; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2081; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:13:53,427 - INFO - Epoch: 1161 / 1300 lr: 1.224e-05 2025-05-16 03:14:03,611 - INFO - Training: cls_zice: 103.61993789672852; reg_zipnll: 234.9396777905916; aux_mae_loss_1: 172.75643659892836; aux_mae_loss_2: 23.24508917959113; aux_mae_loss_4: 3.356332873043261; cnt_loss: 16.62063012625042; 2025-05-16 03:14:03,612 - INFO - Evaluation: Curr mae: 83.3505; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 129.5813; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2101; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:14:03,612 - INFO - Epoch: 1162 / 1300 lr: 1.208e-05 2025-05-16 03:14:13,800 - INFO - Training: cls_zice: 109.12335456045051; reg_zipnll: 246.2492760106137; aux_mae_loss_1: 178.47226775319953; aux_mae_loss_2: 24.04064695458663; aux_mae_loss_4: 3.4461790574224374; cnt_loss: 15.636295908375791; 2025-05-16 03:14:13,801 - INFO - Evaluation: Curr mae: 82.6973; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 126.2193; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2085; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:14:13,801 - INFO - Epoch: 1163 / 1300 lr: 1.193e-05 2025-05-16 03:14:24,057 - INFO - Training: cls_zice: 109.66025804218494; reg_zipnll: 238.06523594103362; aux_mae_loss_1: 178.47202220715974; aux_mae_loss_2: 23.65362558866802; aux_mae_loss_4: 3.3941649763207686; cnt_loss: 16.64615219517758; 2025-05-16 03:14:24,058 - INFO - Evaluation: Curr mae: 83.7637; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 124.2498; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2159; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:14:24,058 - INFO - Epoch: 1164 / 1300 lr: 1.178e-05 2025-05-16 03:14:34,194 - INFO - Training: cls_zice: 114.0996305566085; reg_zipnll: 228.708428834614; aux_mae_loss_1: 180.48540858218544; aux_mae_loss_2: 24.1344249624955; aux_mae_loss_4: 3.4197227515672384; cnt_loss: 15.921810099953099; 2025-05-16 03:14:34,195 - INFO - Evaluation: Curr mae: 83.2215; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 127.0371; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2078; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:14:34,195 - INFO - Epoch: 1165 / 1300 lr: 1.163e-05 2025-05-16 03:14:44,405 - INFO - Training: cls_zice: 112.89514039692126; reg_zipnll: 238.8062465065404; aux_mae_loss_1: 180.71974141974198; aux_mae_loss_2: 23.844367228056257; aux_mae_loss_4: 3.378467277476662; cnt_loss: 16.253403349926597; 2025-05-16 03:14:44,406 - INFO - Evaluation: Curr mae: 80.8749; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 125.2916; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2037; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:14:44,406 - INFO - Epoch: 1166 / 1300 lr: 1.148e-05 2025-05-16 03:14:54,591 - INFO - Training: cls_zice: 112.068022426806; reg_zipnll: 248.05097921271073; aux_mae_loss_1: 178.5223828365928; aux_mae_loss_2: 23.654017799778988; aux_mae_loss_4: 3.36127675834455; cnt_loss: 16.240713445763838; 2025-05-16 03:14:54,593 - INFO - Evaluation: Curr mae: 77.2840; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.4823; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1933; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:14:54,593 - INFO - Epoch: 1167 / 1300 lr: 1.133e-05 2025-05-16 03:15:04,722 - INFO - Training: cls_zice: 105.43136516370271; reg_zipnll: 239.83707829525596; aux_mae_loss_1: 177.582711269981; aux_mae_loss_2: 23.823361848530016; aux_mae_loss_4: 3.4074743045003792; cnt_loss: 15.890347405483848; 2025-05-16 03:15:04,723 - INFO - Evaluation: Curr mae: 82.5264; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 126.1586; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2024; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:15:04,723 - INFO - Epoch: 1168 / 1300 lr: 1.118e-05 2025-05-16 03:15:14,758 - INFO - Training: cls_zice: 107.22025404478374; reg_zipnll: 237.1874956833689; aux_mae_loss_1: 178.64617859689812; aux_mae_loss_2: 23.701474440725224; aux_mae_loss_4: 3.3485675485510575; cnt_loss: 16.261690541317588; 2025-05-16 03:15:14,759 - INFO - Evaluation: Curr mae: 79.1795; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.5206; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1970; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:15:14,759 - INFO - Epoch: 1169 / 1300 lr: 1.103e-05 2025-05-16 03:15:24,908 - INFO - Training: cls_zice: 112.89969394081517; reg_zipnll: 241.03085025988128; aux_mae_loss_1: 182.92605811671206; aux_mae_loss_2: 24.23256846478111; aux_mae_loss_4: 3.4573955849597326; cnt_loss: 15.733357655374627; 2025-05-16 03:15:24,909 - INFO - Evaluation: Curr mae: 78.8796; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 122.3815; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1965; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:15:24,910 - INFO - Epoch: 1170 / 1300 lr: 1.089e-05 2025-05-16 03:15:34,969 - INFO - Training: cls_zice: 108.11582966854698; reg_zipnll: 236.70373294228003; aux_mae_loss_1: 176.09991294459292; aux_mae_loss_2: 23.467031227914912; aux_mae_loss_4: 3.290612336836363; cnt_loss: 15.965715082068192; 2025-05-16 03:15:34,970 - INFO - Evaluation: Curr mae: 76.5480; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 119.9257; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1873; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:15:34,970 - INFO - Epoch: 1171 / 1300 lr: 1.074e-05 2025-05-16 03:15:45,225 - INFO - Training: cls_zice: 110.0639463725843; reg_zipnll: 240.96523435492264; aux_mae_loss_1: 177.8604880885074; aux_mae_loss_2: 23.66964192139475; aux_mae_loss_4: 3.381269301238813; cnt_loss: 15.528477769148978; 2025-05-16 03:15:45,227 - INFO - Evaluation: Curr mae: 82.8960; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 124.5383; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2092; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:15:45,227 - INFO - Epoch: 1172 / 1300 lr: 1.060e-05 2025-05-16 03:15:55,454 - INFO - Training: cls_zice: 115.25306069223504; reg_zipnll: 233.97072962710732; aux_mae_loss_1: 178.87848603098016; aux_mae_loss_2: 23.727792263031006; aux_mae_loss_4: 3.3459262471450004; cnt_loss: 14.384244366696006; 2025-05-16 03:15:55,456 - INFO - Evaluation: Curr mae: 76.4432; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 118.3276; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1916; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:15:55,456 - INFO - Epoch: 1173 / 1300 lr: 1.045e-05 2025-05-16 03:16:05,459 - INFO - Training: cls_zice: 110.36324235012657; reg_zipnll: 245.7371069255628; aux_mae_loss_1: 181.56170875147768; aux_mae_loss_2: 24.076682868756745; aux_mae_loss_4: 3.418900888217123; cnt_loss: 15.471344345494321; 2025-05-16 03:16:05,460 - INFO - Evaluation: Curr mae: 78.1802; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 119.4486; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1981; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:16:05,460 - INFO - Epoch: 1174 / 1300 lr: 1.031e-05 2025-05-16 03:16:15,629 - INFO - Training: cls_zice: 109.09918860385292; reg_zipnll: 246.8523611771433; aux_mae_loss_1: 176.85628268593237; aux_mae_loss_2: 23.344594654284027; aux_mae_loss_4: 3.3114411517193445; cnt_loss: 15.615157290508872; 2025-05-16 03:16:15,630 - INFO - Evaluation: Curr mae: 76.9295; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 120.0277; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1902; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:16:15,630 - INFO - Epoch: 1175 / 1300 lr: 1.017e-05 2025-05-16 03:16:25,924 - INFO - Training: cls_zice: 103.39935413159822; reg_zipnll: 219.80125658135665; aux_mae_loss_1: 175.7237528750771; aux_mae_loss_2: 23.336489953492816; aux_mae_loss_4: 3.3097734514035677; cnt_loss: 16.274909107308638; 2025-05-16 03:16:25,925 - INFO - Evaluation: Curr mae: 75.1946; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 119.3950; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1873; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:16:25,925 - INFO - Epoch: 1176 / 1300 lr: 1.003e-05 2025-05-16 03:16:36,087 - INFO - Training: cls_zice: 107.48570929075542; reg_zipnll: 243.41873138829283; aux_mae_loss_1: 179.60608472322164; aux_mae_loss_2: 23.87980712087531; aux_mae_loss_4: 3.465200728491733; cnt_loss: 18.420674386777375; 2025-05-16 03:16:36,088 - INFO - Evaluation: Curr mae: 78.4823; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.4075; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2077; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:16:36,088 - INFO - Epoch: 1177 / 1300 lr: 9.890e-06 2025-05-16 03:16:46,340 - INFO - Training: cls_zice: 112.88665470324065; reg_zipnll: 233.47759086207338; aux_mae_loss_1: 180.62671159443101; aux_mae_loss_2: 24.211593678123073; aux_mae_loss_4: 3.388151953094884; cnt_loss: 15.220956363176045; 2025-05-16 03:16:46,341 - INFO - Evaluation: Curr mae: 80.1397; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 122.4175; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2105; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:16:46,341 - INFO - Epoch: 1178 / 1300 lr: 9.752e-06 2025-05-16 03:16:56,465 - INFO - Training: cls_zice: 106.94023403368499; reg_zipnll: 237.9793721249229; aux_mae_loss_1: 178.7404745001542; aux_mae_loss_2: 23.79475726579365; aux_mae_loss_4: 3.4001526267904985; cnt_loss: 15.803739673212954; 2025-05-16 03:16:56,466 - INFO - Evaluation: Curr mae: 80.3926; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 122.3645; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2154; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:16:56,466 - INFO - Epoch: 1179 / 1300 lr: 9.614e-06 2025-05-16 03:17:06,691 - INFO - Training: cls_zice: 108.23724525853207; reg_zipnll: 220.31872247394762; aux_mae_loss_1: 177.98284550717003; aux_mae_loss_2: 23.76709596734298; aux_mae_loss_4: 3.3168483847065975; cnt_loss: 14.499068686836644; 2025-05-16 03:17:06,692 - INFO - Evaluation: Curr mae: 82.6737; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 123.4538; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2171; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:17:06,692 - INFO - Epoch: 1180 / 1300 lr: 9.478e-06 2025-05-16 03:17:16,918 - INFO - Training: cls_zice: 99.35585523906506; reg_zipnll: 243.11307917143168; aux_mae_loss_1: 173.63381395841898; aux_mae_loss_2: 23.11996219032689; aux_mae_loss_4: 3.213147006536785; cnt_loss: 14.306335273541903; 2025-05-16 03:17:16,919 - INFO - Evaluation: Curr mae: 80.2032; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.9968; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2080; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:17:16,919 - INFO - Epoch: 1181 / 1300 lr: 9.342e-06 2025-05-16 03:17:27,181 - INFO - Training: cls_zice: 114.08699166147332; reg_zipnll: 238.64588857951918; aux_mae_loss_1: 180.98547784905685; aux_mae_loss_2: 23.635827340577777; aux_mae_loss_4: 3.3087266558095028; cnt_loss: 15.1986420280055; 2025-05-16 03:17:27,182 - INFO - Evaluation: Curr mae: 78.0998; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.3055; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1961; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:17:27,182 - INFO - Epoch: 1182 / 1300 lr: 9.208e-06 2025-05-16 03:17:37,445 - INFO - Training: cls_zice: 104.56514187862999; reg_zipnll: 238.62734744423315; aux_mae_loss_1: 175.9254339117753; aux_mae_loss_2: 23.354094856663753; aux_mae_loss_4: 3.298131252589979; cnt_loss: 16.595685582411917; 2025-05-16 03:17:37,446 - INFO - Evaluation: Curr mae: 75.5651; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 118.9366; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1833; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:17:37,446 - INFO - Epoch: 1183 / 1300 lr: 9.074e-06 2025-05-16 03:17:47,719 - INFO - Training: cls_zice: 106.63073278728284; reg_zipnll: 247.34187879060445; aux_mae_loss_1: 177.06300293771844; aux_mae_loss_2: 23.523613603491533; aux_mae_loss_4: 3.3362675967969393; cnt_loss: 16.524503155758506; 2025-05-16 03:17:47,720 - INFO - Evaluation: Curr mae: 79.7035; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.1736; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1997; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:17:47,720 - INFO - Epoch: 1184 / 1300 lr: 8.942e-06 2025-05-16 03:17:57,849 - INFO - Training: cls_zice: 110.2992959273489; reg_zipnll: 224.76966727407356; aux_mae_loss_1: 176.26042115060906; aux_mae_loss_2: 23.193480893185264; aux_mae_loss_4: 3.281295814012226; cnt_loss: 13.429334289149233; 2025-05-16 03:17:57,850 - INFO - Evaluation: Curr mae: 81.3614; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 123.5510; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2064; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:17:57,850 - INFO - Epoch: 1185 / 1300 lr: 8.810e-06 2025-05-16 03:18:08,025 - INFO - Training: cls_zice: 107.1763108905993; reg_zipnll: 241.86392201875387; aux_mae_loss_1: 176.03168688322367; aux_mae_loss_2: 23.490105704257363; aux_mae_loss_4: 3.3521765031312643; cnt_loss: 15.417230530789023; 2025-05-16 03:18:08,028 - INFO - Evaluation: Curr mae: 80.1188; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 124.6280; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1982; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:18:08,028 - INFO - Epoch: 1186 / 1300 lr: 8.680e-06 2025-05-16 03:18:18,149 - INFO - Training: cls_zice: 112.05510039078563; reg_zipnll: 239.2963638305664; aux_mae_loss_1: 179.1751638713636; aux_mae_loss_2: 23.80042116265548; aux_mae_loss_4: 3.380997111922816; cnt_loss: 15.239852039437546; 2025-05-16 03:18:18,150 - INFO - Evaluation: Curr mae: 80.2897; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 123.4091; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2021; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:18:18,151 - INFO - Epoch: 1187 / 1300 lr: 8.550e-06 2025-05-16 03:18:28,299 - INFO - Training: cls_zice: 110.30021815550954; reg_zipnll: 240.20810880159078; aux_mae_loss_1: 178.56318222848992; aux_mae_loss_2: 23.673149861787493; aux_mae_loss_4: 3.3857176460717855; cnt_loss: 16.959278959977; 2025-05-16 03:18:28,300 - INFO - Evaluation: Curr mae: 78.8850; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.3878; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1945; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:18:28,300 - INFO - Epoch: 1188 / 1300 lr: 8.422e-06 2025-05-16 03:18:38,372 - INFO - Training: cls_zice: 112.73936873988102; reg_zipnll: 238.88422012329102; aux_mae_loss_1: 176.25841080515008; aux_mae_loss_2: 23.236317684775905; aux_mae_loss_4: 3.3040274883571423; cnt_loss: 13.83724926647387; 2025-05-16 03:18:38,373 - INFO - Evaluation: Curr mae: 78.8670; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.6198; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1977; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:18:38,373 - INFO - Epoch: 1189 / 1300 lr: 8.294e-06 2025-05-16 03:18:48,581 - INFO - Training: cls_zice: 110.75605783964458; reg_zipnll: 231.75483482762388; aux_mae_loss_1: 180.20494240208677; aux_mae_loss_2: 24.16099518223813; aux_mae_loss_4: 3.4443157221141614; cnt_loss: 14.635726978904323; 2025-05-16 03:18:48,582 - INFO - Evaluation: Curr mae: 79.3732; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 122.3790; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1934; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:18:48,582 - INFO - Epoch: 1190 / 1300 lr: 8.168e-06 2025-05-16 03:18:58,745 - INFO - Training: cls_zice: 104.43808801550614; reg_zipnll: 239.59259695755807; aux_mae_loss_1: 175.26087048179224; aux_mae_loss_2: 23.329018592834473; aux_mae_loss_4: 3.243437785851328; cnt_loss: 13.504887053841038; 2025-05-16 03:18:58,746 - INFO - Evaluation: Curr mae: 77.3499; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 119.7095; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1877; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:18:58,746 - INFO - Epoch: 1191 / 1300 lr: 8.042e-06 2025-05-16 03:19:08,792 - INFO - Training: cls_zice: 101.21305445620888; reg_zipnll: 235.77666754471628; aux_mae_loss_1: 170.5533208345112; aux_mae_loss_2: 22.88833959479081; aux_mae_loss_4: 3.2628033412130257; cnt_loss: 14.941795813409906; 2025-05-16 03:19:08,793 - INFO - Evaluation: Curr mae: 80.5515; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 124.2295; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2002; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:19:08,793 - INFO - Epoch: 1192 / 1300 lr: 7.918e-06 2025-05-16 03:19:19,010 - INFO - Training: cls_zice: 110.61547018352307; reg_zipnll: 248.66294288635254; aux_mae_loss_1: 178.96610942639802; aux_mae_loss_2: 23.804550070511667; aux_mae_loss_4: 3.35025944207844; cnt_loss: 15.181640926160311; 2025-05-16 03:19:19,011 - INFO - Evaluation: Curr mae: 80.6023; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 123.9396; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2007; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:19:19,011 - INFO - Epoch: 1193 / 1300 lr: 7.795e-06 2025-05-16 03:19:29,717 - INFO - Training: cls_zice: 109.50644641173513; reg_zipnll: 234.94114725213302; aux_mae_loss_1: 180.6220992238898; aux_mae_loss_2: 23.821442930321943; aux_mae_loss_4: 3.320817188212746; cnt_loss: 15.390796711570339; 2025-05-16 03:19:29,718 - INFO - Evaluation: Curr mae: 77.6945; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 120.7676; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1942; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:19:29,719 - INFO - Epoch: 1194 / 1300 lr: 7.672e-06 2025-05-16 03:19:44,669 - INFO - Training: cls_zice: 106.65006808230751; reg_zipnll: 233.57421051828484; aux_mae_loss_1: 176.88003158569336; aux_mae_loss_2: 23.41861177745618; aux_mae_loss_4: 3.3242150796087166; cnt_loss: 15.946758169876901; 2025-05-16 03:19:44,670 - INFO - Evaluation: Curr mae: 81.1868; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 122.6391; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2074; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:19:44,670 - INFO - Epoch: 1195 / 1300 lr: 7.551e-06 2025-05-16 03:19:54,901 - INFO - Training: cls_zice: 111.73786715457314; reg_zipnll: 243.3840346085398; aux_mae_loss_1: 176.28644059833726; aux_mae_loss_2: 24.107042914942692; aux_mae_loss_4: 3.514416217803955; cnt_loss: 19.505657635237043; 2025-05-16 03:19:54,902 - INFO - Evaluation: Curr mae: 80.2840; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 123.0520; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1962; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:19:54,902 - INFO - Epoch: 1196 / 1300 lr: 7.431e-06 2025-05-16 03:20:04,978 - INFO - Training: cls_zice: 116.77442661084626; reg_zipnll: 233.08690783852026; aux_mae_loss_1: 180.53623159308182; aux_mae_loss_2: 23.956461429595947; aux_mae_loss_4: 3.409347803969132; cnt_loss: 15.192496952257658; 2025-05-16 03:20:04,979 - INFO - Evaluation: Curr mae: 79.8445; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.5774; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2017; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:20:04,979 - INFO - Epoch: 1197 / 1300 lr: 7.311e-06 2025-05-16 03:20:15,116 - INFO - Training: cls_zice: 111.48080183330335; reg_zipnll: 234.6039665623715; aux_mae_loss_1: 179.2491260327791; aux_mae_loss_2: 23.868593466909306; aux_mae_loss_4: 3.3521662887774015; cnt_loss: 15.365407630016929; 2025-05-16 03:20:15,117 - INFO - Evaluation: Curr mae: 82.7615; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 124.7983; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2096; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:20:15,117 - INFO - Epoch: 1198 / 1300 lr: 7.193e-06 2025-05-16 03:20:25,186 - INFO - Training: cls_zice: 107.85888581526906; reg_zipnll: 243.3551540374756; aux_mae_loss_1: 179.1235108626516; aux_mae_loss_2: 23.81007884678088; aux_mae_loss_4: 3.3433889903520284; cnt_loss: 15.529355877324155; 2025-05-16 03:20:25,187 - INFO - Evaluation: Curr mae: 77.7142; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 120.1392; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1931; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:20:25,187 - INFO - Epoch: 1199 / 1300 lr: 7.076e-06 2025-05-16 03:20:35,314 - INFO - Training: cls_zice: 108.99939326236122; reg_zipnll: 224.01944491737768; aux_mae_loss_1: 175.3730358324553; aux_mae_loss_2: 23.227227537255537; aux_mae_loss_4: 3.320824096077367; cnt_loss: 16.167362627230194; 2025-05-16 03:20:35,315 - INFO - Evaluation: Curr mae: 82.3738; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 123.2423; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2087; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:20:35,315 - INFO - Epoch: 1200 / 1300 lr: 6.960e-06 2025-05-16 03:20:45,527 - INFO - Training: cls_zice: 110.49605188871685; reg_zipnll: 231.66384767231187; aux_mae_loss_1: 179.66762080945466; aux_mae_loss_2: 23.83565011777376; aux_mae_loss_4: 3.346730056561922; cnt_loss: 13.988102009421901; 2025-05-16 03:20:45,528 - INFO - Evaluation: Curr mae: 72.9330; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 116.2049; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1755; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:20:45,708 - INFO - Epoch: 1201 / 1300 lr: 6.845e-06 2025-05-16 03:20:56,005 - INFO - Training: cls_zice: 109.10678286301463; reg_zipnll: 236.92355426989104; aux_mae_loss_1: 174.84978946886565; aux_mae_loss_2: 23.282799369410466; aux_mae_loss_4: 3.3157789581700374; cnt_loss: 14.3890026117626; 2025-05-16 03:20:56,006 - INFO - Evaluation: Curr mae: 80.5959; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 122.0453; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1991; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:20:56,007 - INFO - Epoch: 1202 / 1300 lr: 6.731e-06 2025-05-16 03:21:06,149 - INFO - Training: cls_zice: 99.73038718574925; reg_zipnll: 218.6978332117984; aux_mae_loss_1: 170.73317096107886; aux_mae_loss_2: 22.98069873609041; aux_mae_loss_4: 3.258974458041944; cnt_loss: 15.687903655202765; 2025-05-16 03:21:06,150 - INFO - Evaluation: Curr mae: 77.7907; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 119.2192; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1897; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:21:06,151 - INFO - Epoch: 1203 / 1300 lr: 6.618e-06 2025-05-16 03:21:16,224 - INFO - Training: cls_zice: 109.56353639301501; reg_zipnll: 244.12833755894712; aux_mae_loss_1: 177.37000475431742; aux_mae_loss_2: 23.498416800247995; aux_mae_loss_4: 3.3092842227534245; cnt_loss: 15.404483820262708; 2025-05-16 03:21:16,225 - INFO - Evaluation: Curr mae: 79.9962; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 120.5455; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2007; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:21:16,225 - INFO - Epoch: 1204 / 1300 lr: 6.506e-06 2025-05-16 03:21:26,361 - INFO - Training: cls_zice: 119.20383664181358; reg_zipnll: 239.4814181076853; aux_mae_loss_1: 181.0801662645842; aux_mae_loss_2: 24.12767488078067; aux_mae_loss_4: 3.38965547398517; cnt_loss: 14.528055504748696; 2025-05-16 03:21:26,362 - INFO - Evaluation: Curr mae: 80.0399; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 122.1516; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1990; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:21:26,362 - INFO - Epoch: 1205 / 1300 lr: 6.395e-06 2025-05-16 03:21:36,870 - INFO - Training: cls_zice: 105.91815436513801; reg_zipnll: 255.76655156988846; aux_mae_loss_1: 176.31763036627518; aux_mae_loss_2: 23.273980065395957; aux_mae_loss_4: 3.285942742699071; cnt_loss: 14.198591257396497; 2025-05-16 03:21:36,880 - INFO - Evaluation: Curr mae: 80.4578; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.3531; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2044; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:21:36,880 - INFO - Epoch: 1206 / 1300 lr: 6.285e-06 2025-05-16 03:21:47,097 - INFO - Training: cls_zice: 109.65645187779477; reg_zipnll: 224.87500311198988; aux_mae_loss_1: 178.5066769248561; aux_mae_loss_2: 23.81524688319156; aux_mae_loss_4: 3.416874885559082; cnt_loss: 14.974182455163254; 2025-05-16 03:21:47,099 - INFO - Evaluation: Curr mae: 79.1351; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.2106; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1962; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:21:47,099 - INFO - Epoch: 1207 / 1300 lr: 6.177e-06 2025-05-16 03:21:57,231 - INFO - Training: cls_zice: 102.84383322063245; reg_zipnll: 231.68726971274927; aux_mae_loss_1: 174.04112384193823; aux_mae_loss_2: 23.320277715984144; aux_mae_loss_4: 3.3502226691497; cnt_loss: 16.098206658112375; 2025-05-16 03:21:57,232 - INFO - Evaluation: Curr mae: 80.0730; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.5206; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1979; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:21:57,232 - INFO - Epoch: 1208 / 1300 lr: 6.069e-06 2025-05-16 03:22:07,323 - INFO - Training: cls_zice: 110.50288441306667; reg_zipnll: 234.02999456305253; aux_mae_loss_1: 177.87888757806076; aux_mae_loss_2: 23.502241862447637; aux_mae_loss_4: 3.323516927267376; cnt_loss: 15.24697564777575; 2025-05-16 03:22:07,324 - INFO - Evaluation: Curr mae: 77.9069; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 119.9073; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1912; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:22:07,324 - INFO - Epoch: 1209 / 1300 lr: 5.962e-06 2025-05-16 03:22:17,692 - INFO - Training: cls_zice: 106.5643418462653; reg_zipnll: 236.26440469842208; aux_mae_loss_1: 175.86994733308492; aux_mae_loss_2: 23.37802021126998; aux_mae_loss_4: 3.2993569781905725; cnt_loss: 14.876563147494668; 2025-05-16 03:22:17,693 - INFO - Evaluation: Curr mae: 80.4477; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 122.0816; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1976; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:22:17,693 - INFO - Epoch: 1210 / 1300 lr: 5.857e-06 2025-05-16 03:22:27,907 - INFO - Training: cls_zice: 111.88333812512849; reg_zipnll: 240.31374881142065; aux_mae_loss_1: 180.97456420095344; aux_mae_loss_2: 23.997810639833148; aux_mae_loss_4: 3.419934109637612; cnt_loss: 15.704606909500924; 2025-05-16 03:22:27,908 - INFO - Evaluation: Curr mae: 78.6091; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 120.6518; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1925; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:22:27,908 - INFO - Epoch: 1211 / 1300 lr: 5.753e-06 2025-05-16 03:22:38,177 - INFO - Training: cls_zice: 114.89290217349404; reg_zipnll: 241.33415704024466; aux_mae_loss_1: 182.29566333168432; aux_mae_loss_2: 24.093927132455928; aux_mae_loss_4: 3.37929462131701; cnt_loss: 14.670912240680895; 2025-05-16 03:22:38,178 - INFO - Evaluation: Curr mae: 78.3515; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 120.1116; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1935; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:22:38,178 - INFO - Epoch: 1212 / 1300 lr: 5.649e-06 2025-05-16 03:22:48,380 - INFO - Training: cls_zice: 108.48710401434647; reg_zipnll: 247.73830755133378; aux_mae_loss_1: 178.1833610534668; aux_mae_loss_2: 23.485340469761898; aux_mae_loss_4: 3.28313956762615; cnt_loss: 15.171326913331685; 2025-05-16 03:22:48,381 - INFO - Evaluation: Curr mae: 76.5263; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 119.3314; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1879; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:22:48,381 - INFO - Epoch: 1213 / 1300 lr: 5.547e-06 2025-05-16 03:22:58,606 - INFO - Training: cls_zice: 109.17102733411286; reg_zipnll: 229.042227594476; aux_mae_loss_1: 177.48353114881013; aux_mae_loss_2: 23.558118669610273; aux_mae_loss_4: 3.335125785124929; cnt_loss: 15.70962585273542; 2025-05-16 03:22:58,607 - INFO - Evaluation: Curr mae: 78.2797; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 119.4533; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1960; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:22:58,607 - INFO - Epoch: 1214 / 1300 lr: 5.446e-06 2025-05-16 03:23:08,794 - INFO - Training: cls_zice: 109.97602432652523; reg_zipnll: 248.40264782152678; aux_mae_loss_1: 177.93025006745992; aux_mae_loss_2: 23.562356346531917; aux_mae_loss_4: 3.286986231803894; cnt_loss: 15.063629853098016; 2025-05-16 03:23:08,795 - INFO - Evaluation: Curr mae: 78.4753; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 120.5008; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1916; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:23:08,795 - INFO - Epoch: 1215 / 1300 lr: 5.346e-06 2025-05-16 03:23:18,839 - INFO - Training: cls_zice: 110.73075655887001; reg_zipnll: 238.0003672148052; aux_mae_loss_1: 176.1579105979518; aux_mae_loss_2: 23.155883839255885; aux_mae_loss_4: 3.2651475416986564; cnt_loss: 14.953174892224764; 2025-05-16 03:23:18,840 - INFO - Evaluation: Curr mae: 78.8329; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.2172; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1935; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:23:18,840 - INFO - Epoch: 1216 / 1300 lr: 5.247e-06 2025-05-16 03:23:29,460 - INFO - Training: cls_zice: 110.69233452646355; reg_zipnll: 249.11975037424187; aux_mae_loss_1: 179.72430680927476; aux_mae_loss_2: 23.661953424152575; aux_mae_loss_4: 3.3193864006745186; cnt_loss: 14.529687254052414; 2025-05-16 03:23:29,461 - INFO - Evaluation: Curr mae: 77.1860; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 120.4108; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1894; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:23:29,461 - INFO - Epoch: 1217 / 1300 lr: 5.149e-06 2025-05-16 03:23:39,655 - INFO - Training: cls_zice: 101.88655391492341; reg_zipnll: 243.40976353695518; aux_mae_loss_1: 172.22396830508583; aux_mae_loss_2: 23.038069248199463; aux_mae_loss_4: 3.2829252669685767; cnt_loss: 16.69892338702553; 2025-05-16 03:23:39,657 - INFO - Evaluation: Curr mae: 81.7961; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 124.3732; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2057; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:23:39,657 - INFO - Epoch: 1218 / 1300 lr: 5.052e-06 2025-05-16 03:23:49,840 - INFO - Training: cls_zice: 112.20976397865697; reg_zipnll: 248.065776021857; aux_mae_loss_1: 176.35539325914885; aux_mae_loss_2: 23.515677401894017; aux_mae_loss_4: 3.2942290180607845; cnt_loss: 15.715889278211092; 2025-05-16 03:23:49,841 - INFO - Evaluation: Curr mae: 79.4072; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 122.0616; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2010; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:23:49,842 - INFO - Epoch: 1219 / 1300 lr: 4.956e-06 2025-05-16 03:24:00,074 - INFO - Training: cls_zice: 109.80364342739708; reg_zipnll: 237.15223874543844; aux_mae_loss_1: 176.32066044054534; aux_mae_loss_2: 23.283348510139867; aux_mae_loss_4: 3.2838587729554427; cnt_loss: 14.532059682042975; 2025-05-16 03:24:00,074 - INFO - Evaluation: Curr mae: 77.4147; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 119.2541; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1941; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:24:00,075 - INFO - Epoch: 1220 / 1300 lr: 4.861e-06 2025-05-16 03:24:10,260 - INFO - Training: cls_zice: 108.09200788799085; reg_zipnll: 248.11580135947779; aux_mae_loss_1: 177.0084782650596; aux_mae_loss_2: 23.361960486361856; aux_mae_loss_4: 3.2786941747916374; cnt_loss: 15.141799550307425; 2025-05-16 03:24:10,261 - INFO - Evaluation: Curr mae: 81.8525; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 122.8470; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2060; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:24:10,261 - INFO - Epoch: 1221 / 1300 lr: 4.768e-06 2025-05-16 03:24:20,490 - INFO - Training: cls_zice: 112.1996340500681; reg_zipnll: 242.93436130724456; aux_mae_loss_1: 178.35693238910875; aux_mae_loss_2: 23.49628962968525; aux_mae_loss_4: 3.287037598459344; cnt_loss: 14.284582175706563; 2025-05-16 03:24:20,491 - INFO - Evaluation: Curr mae: 77.9112; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 119.7694; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1943; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:24:20,491 - INFO - Epoch: 1222 / 1300 lr: 4.676e-06 2025-05-16 03:24:30,579 - INFO - Training: cls_zice: 107.41804526981555; reg_zipnll: 235.36669992145738; aux_mae_loss_1: 171.60710826673005; aux_mae_loss_2: 22.951928966923763; aux_mae_loss_4: 3.235177102841829; cnt_loss: 14.633767228377494; 2025-05-16 03:24:30,580 - INFO - Evaluation: Curr mae: 79.4524; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 120.8900; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1991; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:24:30,580 - INFO - Epoch: 1223 / 1300 lr: 4.584e-06 2025-05-16 03:24:40,693 - INFO - Training: cls_zice: 112.20352092542146; reg_zipnll: 245.00372274298417; aux_mae_loss_1: 181.7777412816098; aux_mae_loss_2: 24.25676124974301; aux_mae_loss_4: 3.4584012909939417; cnt_loss: 16.817396440004046; 2025-05-16 03:24:40,694 - INFO - Evaluation: Curr mae: 75.9627; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 118.7531; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1864; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:24:40,694 - INFO - Epoch: 1224 / 1300 lr: 4.494e-06 2025-05-16 03:24:50,768 - INFO - Training: cls_zice: 108.49587304968583; reg_zipnll: 233.30050297787315; aux_mae_loss_1: 176.58389583386872; aux_mae_loss_2: 23.647916342082777; aux_mae_loss_4: 3.349031216219852; cnt_loss: 14.73970849890458; 2025-05-16 03:24:50,769 - INFO - Evaluation: Curr mae: 79.8097; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.4681; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1995; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:24:50,770 - INFO - Epoch: 1225 / 1300 lr: 4.405e-06 2025-05-16 03:25:00,907 - INFO - Training: cls_zice: 107.40125967326917; reg_zipnll: 233.96469678376852; aux_mae_loss_1: 178.63514749627365; aux_mae_loss_2: 23.842026158383018; aux_mae_loss_4: 3.3586772146977877; cnt_loss: 15.206837503533615; 2025-05-16 03:25:00,908 - INFO - Evaluation: Curr mae: 79.2592; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.4693; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1949; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:25:00,908 - INFO - Epoch: 1226 / 1300 lr: 4.317e-06 2025-05-16 03:25:11,287 - INFO - Training: cls_zice: 114.5801880485133; reg_zipnll: 241.4050077137194; aux_mae_loss_1: 178.67656145597758; aux_mae_loss_2: 23.548515269630833; aux_mae_loss_4: 3.3116370627754614; cnt_loss: 16.230569726542424; 2025-05-16 03:25:11,289 - INFO - Evaluation: Curr mae: 78.6263; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.7152; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1932; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:25:11,289 - INFO - Epoch: 1227 / 1300 lr: 4.230e-06 2025-05-16 03:25:21,404 - INFO - Training: cls_zice: 109.6176885805632; reg_zipnll: 242.03507584019712; aux_mae_loss_1: 178.1795977542275; aux_mae_loss_2: 23.698729540172376; aux_mae_loss_4: 3.3672205272473787; cnt_loss: 15.141449840445267; 2025-05-16 03:25:21,406 - INFO - Evaluation: Curr mae: 79.5654; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 122.6441; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1955; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:25:21,406 - INFO - Epoch: 1228 / 1300 lr: 4.144e-06 2025-05-16 03:25:31,532 - INFO - Training: cls_zice: 111.54684046695107; reg_zipnll: 234.571920595671; aux_mae_loss_1: 177.60086963051245; aux_mae_loss_2: 23.43804851331209; aux_mae_loss_4: 3.331746929570248; cnt_loss: 13.315218185123644; 2025-05-16 03:25:31,533 - INFO - Evaluation: Curr mae: 78.4369; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.3550; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1893; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:25:31,534 - INFO - Epoch: 1229 / 1300 lr: 4.060e-06 2025-05-16 03:25:41,651 - INFO - Training: cls_zice: 105.73532295227051; reg_zipnll: 233.98933701766165; aux_mae_loss_1: 176.41150464509664; aux_mae_loss_2: 23.297392995733965; aux_mae_loss_4: 3.2728020705674825; cnt_loss: 13.712012679953324; 2025-05-16 03:25:41,652 - INFO - Evaluation: Curr mae: 81.9353; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 124.4027; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2002; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:25:41,653 - INFO - Epoch: 1230 / 1300 lr: 3.976e-06 2025-05-16 03:25:51,882 - INFO - Training: cls_zice: 107.86991194674843; reg_zipnll: 237.89566863210578; aux_mae_loss_1: 174.31263331363076; aux_mae_loss_2: 22.94053198161878; aux_mae_loss_4: 3.2332584920682406; cnt_loss: 14.366043253948813; 2025-05-16 03:25:51,883 - INFO - Evaluation: Curr mae: 77.4447; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 120.6483; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1936; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:25:51,883 - INFO - Epoch: 1231 / 1300 lr: 3.894e-06 2025-05-16 03:26:02,024 - INFO - Training: cls_zice: 111.03860021892346; reg_zipnll: 230.65640861109682; aux_mae_loss_1: 178.66650772094727; aux_mae_loss_2: 23.812272724352386; aux_mae_loss_4: 3.388511118135954; cnt_loss: 16.714180695383174; 2025-05-16 03:26:02,025 - INFO - Evaluation: Curr mae: 78.8204; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 122.1060; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1963; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:26:02,026 - INFO - Epoch: 1232 / 1300 lr: 3.812e-06 2025-05-16 03:26:12,182 - INFO - Training: cls_zice: 103.60570475929661; reg_zipnll: 239.32085167734246; aux_mae_loss_1: 169.54705770392167; aux_mae_loss_2: 22.576261545482435; aux_mae_loss_4: 3.1301444392455253; cnt_loss: 13.449323214982686; 2025-05-16 03:26:12,184 - INFO - Evaluation: Curr mae: 75.6357; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 118.0472; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1869; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:26:12,184 - INFO - Epoch: 1233 / 1300 lr: 3.732e-06 2025-05-16 03:26:22,456 - INFO - Training: cls_zice: 113.04094274420487; reg_zipnll: 230.69680203889547; aux_mae_loss_1: 180.2823391964561; aux_mae_loss_2: 24.137457069597748; aux_mae_loss_4: 3.374772071838379; cnt_loss: 13.415394619891519; 2025-05-16 03:26:22,457 - INFO - Evaluation: Curr mae: 78.2116; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 120.7307; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1911; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:26:22,458 - INFO - Epoch: 1234 / 1300 lr: 3.653e-06 2025-05-16 03:26:32,654 - INFO - Training: cls_zice: 103.80413256193462; reg_zipnll: 232.6298912449887; aux_mae_loss_1: 174.27045922530326; aux_mae_loss_2: 23.009929707175807; aux_mae_loss_4: 3.2102349494632922; cnt_loss: 13.959747490129972; 2025-05-16 03:26:32,655 - INFO - Evaluation: Curr mae: 79.1815; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.2515; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1956; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:26:32,656 - INFO - Epoch: 1235 / 1300 lr: 3.575e-06 2025-05-16 03:26:42,790 - INFO - Training: cls_zice: 117.29903371710526; reg_zipnll: 233.38270980433413; aux_mae_loss_1: 181.79139006765266; aux_mae_loss_2: 24.237061199389007; aux_mae_loss_4: 3.442304015159607; cnt_loss: 15.343951953084845; 2025-05-16 03:26:42,791 - INFO - Evaluation: Curr mae: 81.1445; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 122.5843; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2007; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:26:42,791 - INFO - Epoch: 1236 / 1300 lr: 3.498e-06 2025-05-16 03:26:53,030 - INFO - Training: cls_zice: 110.76779716893246; reg_zipnll: 223.77408850820441; aux_mae_loss_1: 178.30030782599198; aux_mae_loss_2: 23.689750169452868; aux_mae_loss_4: 3.3672041453813253; cnt_loss: 15.372578106428447; 2025-05-16 03:26:53,031 - INFO - Evaluation: Curr mae: 82.1956; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 124.0151; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2063; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:26:53,031 - INFO - Epoch: 1237 / 1300 lr: 3.423e-06 2025-05-16 03:27:03,173 - INFO - Training: cls_zice: 113.04313228004857; reg_zipnll: 243.12802876924215; aux_mae_loss_1: 181.16024820428146; aux_mae_loss_2: 24.085033316361276; aux_mae_loss_4: 3.3900306977723775; cnt_loss: 14.135691404342651; 2025-05-16 03:27:03,174 - INFO - Evaluation: Curr mae: 81.3105; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 123.7681; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2026; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:27:03,174 - INFO - Epoch: 1238 / 1300 lr: 3.348e-06 2025-05-16 03:27:13,566 - INFO - Training: cls_zice: 110.0402909329063; reg_zipnll: 242.4430455659565; aux_mae_loss_1: 178.65308400204307; aux_mae_loss_2: 23.554129550331517; aux_mae_loss_4: 3.253075449090255; cnt_loss: 12.38147386751677; 2025-05-16 03:27:13,568 - INFO - Evaluation: Curr mae: 77.2826; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 120.9388; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1878; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:27:13,568 - INFO - Epoch: 1239 / 1300 lr: 3.275e-06 2025-05-16 03:27:23,658 - INFO - Training: cls_zice: 105.33026996411775; reg_zipnll: 240.46220076711555; aux_mae_loss_1: 171.51177576968544; aux_mae_loss_2: 22.972693794652034; aux_mae_loss_4: 3.208193722524141; cnt_loss: 14.151127614473042; 2025-05-16 03:27:23,659 - INFO - Evaluation: Curr mae: 79.0063; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.4990; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1936; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:27:23,660 - INFO - Epoch: 1240 / 1300 lr: 3.203e-06 2025-05-16 03:27:33,765 - INFO - Training: cls_zice: 107.62159322437488; reg_zipnll: 239.36972598025673; aux_mae_loss_1: 176.72654985126695; aux_mae_loss_2: 23.52242572684037; aux_mae_loss_4: 3.292146601175007; cnt_loss: 14.207384335367303; 2025-05-16 03:27:33,767 - INFO - Evaluation: Curr mae: 79.3259; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 122.4439; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1983; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:27:33,767 - INFO - Epoch: 1241 / 1300 lr: 3.131e-06 2025-05-16 03:27:43,890 - INFO - Training: cls_zice: 109.08277350977848; reg_zipnll: 240.8170704088713; aux_mae_loss_1: 175.653604206286; aux_mae_loss_2: 23.452085796155426; aux_mae_loss_4: 3.3015939687427722; cnt_loss: 14.844006237230802; 2025-05-16 03:27:43,891 - INFO - Evaluation: Curr mae: 80.0210; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 123.3751; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1955; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:27:43,891 - INFO - Epoch: 1242 / 1300 lr: 3.061e-06 2025-05-16 03:27:54,897 - INFO - Training: cls_zice: 106.69122987044484; reg_zipnll: 238.9832211544639; aux_mae_loss_1: 174.36842587119654; aux_mae_loss_2: 23.149508978191175; aux_mae_loss_4: 3.231610539712404; cnt_loss: 13.684997320175171; 2025-05-16 03:27:54,931 - INFO - Evaluation: Curr mae: 77.3925; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.4800; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1905; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:27:54,932 - INFO - Epoch: 1243 / 1300 lr: 2.993e-06 2025-05-16 03:28:08,029 - INFO - Training: cls_zice: 108.96873403850354; reg_zipnll: 243.75760208932977; aux_mae_loss_1: 176.5309281600149; aux_mae_loss_2: 23.566657894536068; aux_mae_loss_4: 3.3171072947351554; cnt_loss: 14.888818201265837; 2025-05-16 03:28:08,030 - INFO - Evaluation: Curr mae: 77.9213; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 120.5827; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1909; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:28:08,030 - INFO - Epoch: 1244 / 1300 lr: 2.925e-06 2025-05-16 03:28:18,115 - INFO - Training: cls_zice: 110.20688066984478; reg_zipnll: 240.0443370216771; aux_mae_loss_1: 176.532707415129; aux_mae_loss_2: 23.497350818232487; aux_mae_loss_4: 3.341342336253116; cnt_loss: 16.38480994575902; 2025-05-16 03:28:18,116 - INFO - Evaluation: Curr mae: 77.3505; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 120.7563; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1894; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:28:18,116 - INFO - Epoch: 1245 / 1300 lr: 2.858e-06 2025-05-16 03:28:28,198 - INFO - Training: cls_zice: 111.34107770417866; reg_zipnll: 240.71851097910027; aux_mae_loss_1: 178.60525512695312; aux_mae_loss_2: 23.732173417743883; aux_mae_loss_4: 3.3130378346694145; cnt_loss: 14.89933745484603; 2025-05-16 03:28:28,199 - INFO - Evaluation: Curr mae: 77.3173; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 118.7697; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1967; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:28:28,199 - INFO - Epoch: 1246 / 1300 lr: 2.793e-06 2025-05-16 03:28:40,959 - INFO - Training: cls_zice: 107.94602564761513; reg_zipnll: 242.39703670300935; aux_mae_loss_1: 178.24569079750464; aux_mae_loss_2: 23.619335325140703; aux_mae_loss_4: 3.351274095083538; cnt_loss: 15.138267454348112; 2025-05-16 03:28:40,988 - INFO - Evaluation: Curr mae: 79.5461; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 120.9265; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2019; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:28:40,988 - INFO - Epoch: 1247 / 1300 lr: 2.729e-06 2025-05-16 03:28:56,584 - INFO - Training: cls_zice: 105.68910367865311; reg_zipnll: 240.3635010970266; aux_mae_loss_1: 174.0967579891807; aux_mae_loss_2: 23.087638980463932; aux_mae_loss_4: 3.2698730104847957; cnt_loss: 15.009090586712485; 2025-05-16 03:28:56,585 - INFO - Evaluation: Curr mae: 80.3851; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 122.1457; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2049; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:28:56,585 - INFO - Epoch: 1248 / 1300 lr: 2.666e-06 2025-05-16 03:29:06,594 - INFO - Training: cls_zice: 102.55822914525082; reg_zipnll: 243.7164575677169; aux_mae_loss_1: 172.88462548506888; aux_mae_loss_2: 23.212390849464818; aux_mae_loss_4: 3.2815400111047843; cnt_loss: 14.217023109134875; 2025-05-16 03:29:06,595 - INFO - Evaluation: Curr mae: 79.8974; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 122.5930; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1983; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:29:06,595 - INFO - Epoch: 1249 / 1300 lr: 2.604e-06 2025-05-16 03:29:16,794 - INFO - Training: cls_zice: 106.64141388943321; reg_zipnll: 234.81990834286339; aux_mae_loss_1: 176.96061003835578; aux_mae_loss_2: 23.389549857691716; aux_mae_loss_4: 3.240934786043669; cnt_loss: 12.682890879480462; 2025-05-16 03:29:16,795 - INFO - Evaluation: Curr mae: 79.4522; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.1324; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1997; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:29:16,795 - INFO - Epoch: 1250 / 1300 lr: 2.543e-06 2025-05-16 03:29:27,056 - INFO - Training: cls_zice: 103.01101463719418; reg_zipnll: 224.85109198720832; aux_mae_loss_1: 171.69609531603362; aux_mae_loss_2: 22.739801908794202; aux_mae_loss_4: 3.2069474646919653; cnt_loss: 13.660472380487542; 2025-05-16 03:29:27,057 - INFO - Evaluation: Curr mae: 78.9612; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 120.5900; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1978; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:29:27,240 - INFO - Epoch: 1251 / 1300 lr: 2.483e-06 2025-05-16 03:29:37,341 - INFO - Training: cls_zice: 107.23434797086213; reg_zipnll: 235.34801342612818; aux_mae_loss_1: 176.3981136522795; aux_mae_loss_2: 23.298525383597926; aux_mae_loss_4: 3.290480431757475; cnt_loss: 14.480708599090576; 2025-05-16 03:29:37,342 - INFO - Evaluation: Curr mae: 78.5713; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.0407; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1957; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:29:37,342 - INFO - Epoch: 1252 / 1300 lr: 2.425e-06 2025-05-16 03:29:47,465 - INFO - Training: cls_zice: 106.82706481532047; reg_zipnll: 249.20304368671617; aux_mae_loss_1: 172.48163062647768; aux_mae_loss_2: 22.910033828333805; aux_mae_loss_4: 3.226077349562394; cnt_loss: 13.989670979349237; 2025-05-16 03:29:47,466 - INFO - Evaluation: Curr mae: 78.6539; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.2444; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1956; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:29:47,466 - INFO - Epoch: 1253 / 1300 lr: 2.368e-06 2025-05-16 03:29:57,434 - INFO - Training: cls_zice: 103.48610305786133; reg_zipnll: 230.84353216070878; aux_mae_loss_1: 175.30926814832185; aux_mae_loss_2: 23.46229430248863; aux_mae_loss_4: 3.3025438158135665; cnt_loss: 15.956170144834017; 2025-05-16 03:29:57,435 - INFO - Evaluation: Curr mae: 79.8810; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 122.3843; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1999; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:29:57,435 - INFO - Epoch: 1254 / 1300 lr: 2.312e-06 2025-05-16 03:30:07,532 - INFO - Training: cls_zice: 108.06501273105019; reg_zipnll: 248.4324637965152; aux_mae_loss_1: 177.9385253504703; aux_mae_loss_2: 23.576615885684365; aux_mae_loss_4: 3.304958130183973; cnt_loss: 14.422813854719463; 2025-05-16 03:30:07,533 - INFO - Evaluation: Curr mae: 78.6098; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.5038; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1939; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:30:07,533 - INFO - Epoch: 1255 / 1300 lr: 2.257e-06 2025-05-16 03:30:17,570 - INFO - Training: cls_zice: 110.9588481501529; reg_zipnll: 233.79197211014596; aux_mae_loss_1: 178.85926015753495; aux_mae_loss_2: 23.559003905246133; aux_mae_loss_4: 3.331066269623606; cnt_loss: 14.68915941840724; 2025-05-16 03:30:17,572 - INFO - Evaluation: Curr mae: 80.8447; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 123.5907; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2011; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:30:17,572 - INFO - Epoch: 1256 / 1300 lr: 2.203e-06 2025-05-16 03:30:27,781 - INFO - Training: cls_zice: 102.09452257658306; reg_zipnll: 245.54008524041427; aux_mae_loss_1: 175.50238639429995; aux_mae_loss_2: 23.069087404953805; aux_mae_loss_4: 3.244611912652066; cnt_loss: 15.083773550234342; 2025-05-16 03:30:27,782 - INFO - Evaluation: Curr mae: 81.9012; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 124.5125; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2089; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:30:27,782 - INFO - Epoch: 1257 / 1300 lr: 2.150e-06 2025-05-16 03:30:38,131 - INFO - Training: cls_zice: 111.01507578398052; reg_zipnll: 237.69332263344214; aux_mae_loss_1: 180.27010144685445; aux_mae_loss_2: 23.673964651007402; aux_mae_loss_4: 3.334087760824906; cnt_loss: 13.832032705608167; 2025-05-16 03:30:38,132 - INFO - Evaluation: Curr mae: 80.4321; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 123.4149; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2020; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:30:38,132 - INFO - Epoch: 1258 / 1300 lr: 2.099e-06 2025-05-16 03:30:48,213 - INFO - Training: cls_zice: 112.38156519438091; reg_zipnll: 231.17619544581362; aux_mae_loss_1: 179.04911482961555; aux_mae_loss_2: 23.61657634534334; aux_mae_loss_4: 3.2850765554528487; cnt_loss: 13.125668952339574; 2025-05-16 03:30:48,214 - INFO - Evaluation: Curr mae: 79.9090; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 123.8005; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2033; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:30:48,214 - INFO - Epoch: 1259 / 1300 lr: 2.048e-06 2025-05-16 03:30:58,447 - INFO - Training: cls_zice: 116.88111516049034; reg_zipnll: 240.51816317909643; aux_mae_loss_1: 182.1979896143863; aux_mae_loss_2: 24.064937089618883; aux_mae_loss_4: 3.385384578453867; cnt_loss: 15.52350401878357; 2025-05-16 03:30:58,448 - INFO - Evaluation: Curr mae: 78.3056; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.1001; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1950; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:30:58,448 - INFO - Epoch: 1260 / 1300 lr: 1.999e-06 2025-05-16 03:31:08,682 - INFO - Training: cls_zice: 113.36428767756412; reg_zipnll: 232.71887267263313; aux_mae_loss_1: 179.06483439395302; aux_mae_loss_2: 23.538919599432695; aux_mae_loss_4: 3.3041782253666927; cnt_loss: 13.595903170736213; 2025-05-16 03:31:08,683 - INFO - Evaluation: Curr mae: 79.3692; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 122.9319; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1947; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:31:08,683 - INFO - Epoch: 1261 / 1300 lr: 1.951e-06 2025-05-16 03:31:18,818 - INFO - Training: cls_zice: 110.23804875424034; reg_zipnll: 233.08811749910055; aux_mae_loss_1: 175.44620594225432; aux_mae_loss_2: 23.22624231639661; aux_mae_loss_4: 3.273863855161165; cnt_loss: 12.724692056053563; 2025-05-16 03:31:18,819 - INFO - Evaluation: Curr mae: 77.7775; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 120.7686; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1923; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:31:18,819 - INFO - Epoch: 1262 / 1300 lr: 1.904e-06 2025-05-16 03:31:29,100 - INFO - Training: cls_zice: 104.45748238814504; reg_zipnll: 236.2453764363339; aux_mae_loss_1: 177.77715060585425; aux_mae_loss_2: 23.601636736016523; aux_mae_loss_4: 3.312159801784315; cnt_loss: 14.785047807191548; 2025-05-16 03:31:29,101 - INFO - Evaluation: Curr mae: 81.5188; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 124.2772; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2043; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:31:29,101 - INFO - Epoch: 1263 / 1300 lr: 1.859e-06 2025-05-16 03:31:39,158 - INFO - Training: cls_zice: 113.96497194390548; reg_zipnll: 255.06140247144197; aux_mae_loss_1: 179.5170739826403; aux_mae_loss_2: 23.695471613030683; aux_mae_loss_4: 3.354405403137207; cnt_loss: 15.611652951491507; 2025-05-16 03:31:39,159 - INFO - Evaluation: Curr mae: 78.7110; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.2086; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2007; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:31:39,159 - INFO - Epoch: 1264 / 1300 lr: 1.814e-06 2025-05-16 03:31:49,274 - INFO - Training: cls_zice: 111.01648646906803; reg_zipnll: 232.98289278933876; aux_mae_loss_1: 174.66602144743266; aux_mae_loss_2: 23.027821892186214; aux_mae_loss_4: 3.2827240448249015; cnt_loss: 14.311642872659784; 2025-05-16 03:31:49,275 - INFO - Evaluation: Curr mae: 78.2344; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 120.3168; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1939; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:31:49,275 - INFO - Epoch: 1265 / 1300 lr: 1.771e-06 2025-05-16 03:31:59,547 - INFO - Training: cls_zice: 111.60350448206852; reg_zipnll: 228.7104297437166; aux_mae_loss_1: 179.53329106381065; aux_mae_loss_2: 23.702950753663714; aux_mae_loss_4: 3.30392840347792; cnt_loss: 12.237675491132235; 2025-05-16 03:31:59,548 - INFO - Evaluation: Curr mae: 78.9956; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 120.2928; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2003; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:31:59,548 - INFO - Epoch: 1266 / 1300 lr: 1.729e-06 2025-05-16 03:32:09,769 - INFO - Training: cls_zice: 104.63803030315198; reg_zipnll: 235.19409219842208; aux_mae_loss_1: 173.01617190712378; aux_mae_loss_2: 23.18993212047376; aux_mae_loss_4: 3.296513946432816; cnt_loss: 14.499376585609035; 2025-05-16 03:32:09,770 - INFO - Evaluation: Curr mae: 82.0675; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 124.2975; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2056; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:32:09,770 - INFO - Epoch: 1267 / 1300 lr: 1.688e-06 2025-05-16 03:32:19,903 - INFO - Training: cls_zice: 108.38300824165344; reg_zipnll: 242.11936950683594; aux_mae_loss_1: 173.77895114296362; aux_mae_loss_2: 23.309091869153473; aux_mae_loss_4: 3.283284516710984; cnt_loss: 15.412923637189364; 2025-05-16 03:32:19,904 - INFO - Evaluation: Curr mae: 79.8658; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 122.3517; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1982; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:32:19,904 - INFO - Epoch: 1268 / 1300 lr: 1.648e-06 2025-05-16 03:32:30,028 - INFO - Training: cls_zice: 112.9499454498291; reg_zipnll: 239.5216209010074; aux_mae_loss_1: 179.51647166201943; aux_mae_loss_2: 23.609811130322907; aux_mae_loss_4: 3.3040769288414404; cnt_loss: 12.930330991744995; 2025-05-16 03:32:30,029 - INFO - Evaluation: Curr mae: 78.0256; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 120.6121; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1963; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:32:30,030 - INFO - Epoch: 1269 / 1300 lr: 1.609e-06 2025-05-16 03:32:40,302 - INFO - Training: cls_zice: 112.91793592352616; reg_zipnll: 221.89960158498664; aux_mae_loss_1: 178.08322625411185; aux_mae_loss_2: 23.572315893675153; aux_mae_loss_4: 3.3260627671291956; cnt_loss: 14.204304111631293; 2025-05-16 03:32:40,303 - INFO - Evaluation: Curr mae: 79.5349; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.7335; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1972; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:32:40,303 - INFO - Epoch: 1270 / 1300 lr: 1.572e-06 2025-05-16 03:32:50,383 - INFO - Training: cls_zice: 109.59309974469636; reg_zipnll: 235.80356035734476; aux_mae_loss_1: 173.93919774105674; aux_mae_loss_2: 23.205057595905505; aux_mae_loss_4: 3.2459909413990222; cnt_loss: 14.133147227136712; 2025-05-16 03:32:50,385 - INFO - Evaluation: Curr mae: 79.8146; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.4547; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2008; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:32:50,385 - INFO - Epoch: 1271 / 1300 lr: 1.536e-06 2025-05-16 03:33:00,534 - INFO - Training: cls_zice: 120.13170222232216; reg_zipnll: 241.94293313277396; aux_mae_loss_1: 184.20282745361328; aux_mae_loss_2: 24.31086786169755; aux_mae_loss_4: 3.441262734563727; cnt_loss: 15.398221191607023; 2025-05-16 03:33:00,535 - INFO - Evaluation: Curr mae: 79.6774; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.3010; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1968; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:33:00,536 - INFO - Epoch: 1272 / 1300 lr: 1.501e-06 2025-05-16 03:33:10,722 - INFO - Training: cls_zice: 110.5913469414962; reg_zipnll: 245.8558747140985; aux_mae_loss_1: 176.90901164004677; aux_mae_loss_2: 23.505683848732396; aux_mae_loss_4: 3.3169021355478385; cnt_loss: 15.081739664077759; 2025-05-16 03:33:10,723 - INFO - Evaluation: Curr mae: 78.6619; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 120.9256; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1968; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:33:10,723 - INFO - Epoch: 1273 / 1300 lr: 1.467e-06 2025-05-16 03:33:20,994 - INFO - Training: cls_zice: 105.24339640767951; reg_zipnll: 231.74746663946854; aux_mae_loss_1: 174.06153407849763; aux_mae_loss_2: 23.235064958271227; aux_mae_loss_4: 3.2872282329358553; cnt_loss: 13.587526973925138; 2025-05-16 03:33:20,995 - INFO - Evaluation: Curr mae: 78.4160; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.0478; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1935; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:33:20,995 - INFO - Epoch: 1274 / 1300 lr: 1.434e-06 2025-05-16 03:33:31,147 - INFO - Training: cls_zice: 111.91777681049548; reg_zipnll: 245.15359356528833; aux_mae_loss_1: 178.08411026000977; aux_mae_loss_2: 23.531316230171605; aux_mae_loss_4: 3.323371902892464; cnt_loss: 15.506208244122957; 2025-05-16 03:33:31,149 - INFO - Evaluation: Curr mae: 81.1157; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 122.7943; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2063; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:33:31,149 - INFO - Epoch: 1275 / 1300 lr: 1.403e-06 2025-05-16 03:33:41,287 - INFO - Training: cls_zice: 105.2500460775275; reg_zipnll: 253.68198234156557; aux_mae_loss_1: 175.97679780658922; aux_mae_loss_2: 23.23637947283293; aux_mae_loss_4: 3.252753922813817; cnt_loss: 15.205155284781204; 2025-05-16 03:33:41,288 - INFO - Evaluation: Curr mae: 81.0957; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 123.4686; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2029; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:33:41,288 - INFO - Epoch: 1276 / 1300 lr: 1.372e-06 2025-05-16 03:33:51,528 - INFO - Training: cls_zice: 120.42592369882684; reg_zipnll: 233.91781646326967; aux_mae_loss_1: 183.08925508197984; aux_mae_loss_2: 24.382635944768; aux_mae_loss_4: 3.4515063260730945; cnt_loss: 16.355014675541927; 2025-05-16 03:33:51,529 - INFO - Evaluation: Curr mae: 80.0198; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 122.4329; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1985; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:33:51,529 - INFO - Epoch: 1277 / 1300 lr: 1.343e-06 2025-05-16 03:34:01,851 - INFO - Training: cls_zice: 107.36907261296322; reg_zipnll: 234.2130594755474; aux_mae_loss_1: 175.7008066679302; aux_mae_loss_2: 23.286305578131426; aux_mae_loss_4: 3.2548885345458984; cnt_loss: 14.040410895096628; 2025-05-16 03:34:01,852 - INFO - Evaluation: Curr mae: 80.3879; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 122.7530; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1994; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:34:01,852 - INFO - Epoch: 1278 / 1300 lr: 1.315e-06 2025-05-16 03:34:15,615 - INFO - Training: cls_zice: 108.17434742576198; reg_zipnll: 244.74014031259637; aux_mae_loss_1: 177.93585425929018; aux_mae_loss_2: 23.947195128390664; aux_mae_loss_4: 3.400162116477364; cnt_loss: 15.631995527367843; 2025-05-16 03:34:15,616 - INFO - Evaluation: Curr mae: 80.2171; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 123.0672; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1993; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:34:15,616 - INFO - Epoch: 1279 / 1300 lr: 1.288e-06 2025-05-16 03:34:25,899 - INFO - Training: cls_zice: 110.32328445033023; reg_zipnll: 239.73789797331156; aux_mae_loss_1: 178.2451242145739; aux_mae_loss_2: 23.730582086663496; aux_mae_loss_4: 3.3223889752438196; cnt_loss: 13.938523581153468; 2025-05-16 03:34:25,900 - INFO - Evaluation: Curr mae: 77.5066; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 120.6458; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1922; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:34:25,900 - INFO - Epoch: 1280 / 1300 lr: 1.263e-06 2025-05-16 03:34:36,166 - INFO - Training: cls_zice: 106.8801878377011; reg_zipnll: 238.7928272046541; aux_mae_loss_1: 171.1677898607756; aux_mae_loss_2: 22.787470817565918; aux_mae_loss_4: 3.183393955230713; cnt_loss: 13.615737099396554; 2025-05-16 03:34:36,167 - INFO - Evaluation: Curr mae: 78.9773; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.0978; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1981; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:34:36,167 - INFO - Epoch: 1281 / 1300 lr: 1.238e-06 2025-05-16 03:34:47,549 - INFO - Training: cls_zice: 107.32864379882812; reg_zipnll: 237.75951526039526; aux_mae_loss_1: 177.55611178749487; aux_mae_loss_2: 23.654607220699912; aux_mae_loss_4: 3.290806029972277; cnt_loss: 14.368176861813193; 2025-05-16 03:34:47,550 - INFO - Evaluation: Curr mae: 82.1609; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 124.5606; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2106; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:34:47,550 - INFO - Epoch: 1282 / 1300 lr: 1.215e-06 2025-05-16 03:34:57,753 - INFO - Training: cls_zice: 109.24361103459408; reg_zipnll: 235.4536028410259; aux_mae_loss_1: 181.06076591893247; aux_mae_loss_2: 24.18674679806358; aux_mae_loss_4: 3.416422166322407; cnt_loss: 14.02041354932283; 2025-05-16 03:34:57,754 - INFO - Evaluation: Curr mae: 80.1510; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 123.0323; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1994; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:34:57,754 - INFO - Epoch: 1283 / 1300 lr: 1.193e-06 2025-05-16 03:35:08,048 - INFO - Training: cls_zice: 108.92620267366108; reg_zipnll: 244.08722726922286; aux_mae_loss_1: 176.6234205145585; aux_mae_loss_2: 23.47009729084216; aux_mae_loss_4: 3.254940346667641; cnt_loss: 13.42364017586959; 2025-05-16 03:35:08,049 - INFO - Evaluation: Curr mae: 80.8687; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 123.4949; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2037; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:35:08,049 - INFO - Epoch: 1284 / 1300 lr: 1.172e-06 2025-05-16 03:35:18,217 - INFO - Training: cls_zice: 111.94842373697381; reg_zipnll: 246.65500399940893; aux_mae_loss_1: 179.94444716604133; aux_mae_loss_2: 23.897268847415322; aux_mae_loss_4: 3.3401213758870174; cnt_loss: 13.981542461796812; 2025-05-16 03:35:18,218 - INFO - Evaluation: Curr mae: 80.1373; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 122.1747; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2052; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:35:18,218 - INFO - Epoch: 1285 / 1300 lr: 1.153e-06 2025-05-16 03:35:28,292 - INFO - Training: cls_zice: 111.26000053004215; reg_zipnll: 237.7651142321135; aux_mae_loss_1: 179.13154421354594; aux_mae_loss_2: 23.940317003350508; aux_mae_loss_4: 3.3641095349663184; cnt_loss: 15.993806951924375; 2025-05-16 03:35:28,294 - INFO - Evaluation: Curr mae: 78.0298; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 120.1931; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1983; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:35:28,294 - INFO - Epoch: 1286 / 1300 lr: 1.134e-06 2025-05-16 03:35:38,476 - INFO - Training: cls_zice: 109.56991848192717; reg_zipnll: 238.4500268634997; aux_mae_loss_1: 176.8576515599301; aux_mae_loss_2: 23.577286870856035; aux_mae_loss_4: 3.3230523874885156; cnt_loss: 13.750864028930664; 2025-05-16 03:35:38,492 - INFO - Evaluation: Curr mae: 78.0431; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.0920; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1925; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:35:38,492 - INFO - Epoch: 1287 / 1300 lr: 1.117e-06 2025-05-16 03:35:48,593 - INFO - Training: cls_zice: 107.18200005983051; reg_zipnll: 231.1121667560778; aux_mae_loss_1: 175.43587252968237; aux_mae_loss_2: 23.144273055227178; aux_mae_loss_4: 3.206134934174387; cnt_loss: 12.914405483948556; 2025-05-16 03:35:48,594 - INFO - Evaluation: Curr mae: 77.6349; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 119.7918; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1945; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:35:48,594 - INFO - Epoch: 1288 / 1300 lr: 1.101e-06 2025-05-16 03:35:58,829 - INFO - Training: cls_zice: 114.95862393630178; reg_zipnll: 245.52013136211195; aux_mae_loss_1: 181.35018499274003; aux_mae_loss_2: 24.031543581109297; aux_mae_loss_4: 3.363520587745466; cnt_loss: 15.102260777824803; 2025-05-16 03:35:58,830 - INFO - Evaluation: Curr mae: 78.0089; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.0673; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1917; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:35:58,830 - INFO - Epoch: 1289 / 1300 lr: 1.086e-06 2025-05-16 03:36:09,048 - INFO - Training: cls_zice: 109.23513896841752; reg_zipnll: 235.99050290961014; aux_mae_loss_1: 179.95350928055612; aux_mae_loss_2: 23.838091323250218; aux_mae_loss_4: 3.38273959410818; cnt_loss: 16.79942560195923; 2025-05-16 03:36:09,049 - INFO - Evaluation: Curr mae: 81.2869; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 124.4644; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2046; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:36:09,049 - INFO - Epoch: 1290 / 1300 lr: 1.072e-06 2025-05-16 03:36:19,141 - INFO - Training: cls_zice: 107.183207009968; reg_zipnll: 245.75863988775956; aux_mae_loss_1: 175.1585793746145; aux_mae_loss_2: 23.26364637676038; aux_mae_loss_4: 3.269266862618296; cnt_loss: 14.614802724436709; 2025-05-16 03:36:19,142 - INFO - Evaluation: Curr mae: 79.8341; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 122.6245; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2010; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:36:19,142 - INFO - Epoch: 1291 / 1300 lr: 1.060e-06 2025-05-16 03:36:29,311 - INFO - Training: cls_zice: 106.56386681606895; reg_zipnll: 243.90431695235404; aux_mae_loss_1: 174.40759116724917; aux_mae_loss_2: 22.97444348586233; aux_mae_loss_4: 3.2222647792414616; cnt_loss: 14.67379032938104; 2025-05-16 03:36:29,312 - INFO - Evaluation: Curr mae: 81.5477; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 124.3426; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2005; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:36:29,312 - INFO - Epoch: 1292 / 1300 lr: 1.048e-06 2025-05-16 03:36:39,503 - INFO - Training: cls_zice: 111.00809649417275; reg_zipnll: 229.21087405556128; aux_mae_loss_1: 180.29165549027292; aux_mae_loss_2: 23.877204016635293; aux_mae_loss_4: 3.3307745707662484; cnt_loss: 13.968933419177407; 2025-05-16 03:36:39,504 - INFO - Evaluation: Curr mae: 81.2205; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 123.6566; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2045; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:36:39,504 - INFO - Epoch: 1293 / 1300 lr: 1.038e-06 2025-05-16 03:36:49,662 - INFO - Training: cls_zice: 106.4548047216315; reg_zipnll: 224.62139430798982; aux_mae_loss_1: 173.84458943417198; aux_mae_loss_2: 23.294011116027832; aux_mae_loss_4: 3.2928952857067713; cnt_loss: 13.732422954157778; 2025-05-16 03:36:49,663 - INFO - Evaluation: Curr mae: 77.7705; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.4461; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1908; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:36:49,663 - INFO - Epoch: 1294 / 1300 lr: 1.029e-06 2025-05-16 03:37:00,113 - INFO - Training: cls_zice: 111.99662951419228; reg_zipnll: 236.49119226556076; aux_mae_loss_1: 175.91286508660568; aux_mae_loss_2: 23.536956059305293; aux_mae_loss_4: 3.2961253335601404; cnt_loss: 15.656861280140124; 2025-05-16 03:37:00,118 - INFO - Evaluation: Curr mae: 78.3236; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 120.8318; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1983; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:37:00,118 - INFO - Epoch: 1295 / 1300 lr: 1.021e-06 2025-05-16 03:37:10,277 - INFO - Training: cls_zice: 105.88477245130036; reg_zipnll: 241.19110649510435; aux_mae_loss_1: 175.02167591295745; aux_mae_loss_2: 23.152744042245967; aux_mae_loss_4: 3.262036235708939; cnt_loss: 14.862834842581497; 2025-05-16 03:37:10,278 - INFO - Evaluation: Curr mae: 78.5401; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.0117; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1945; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:37:10,278 - INFO - Epoch: 1296 / 1300 lr: 1.015e-06 2025-05-16 03:37:20,380 - INFO - Training: cls_zice: 105.05246344365571; reg_zipnll: 240.4790489799098; aux_mae_loss_1: 173.23767752396432; aux_mae_loss_2: 22.870040943748073; aux_mae_loss_4: 3.223318027822595; cnt_loss: 14.313651938187448; 2025-05-16 03:37:20,381 - INFO - Evaluation: Curr mae: 80.9761; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 123.0269; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2034; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:37:20,381 - INFO - Epoch: 1297 / 1300 lr: 1.010e-06 2025-05-16 03:37:30,692 - INFO - Training: cls_zice: 113.87613281450774; reg_zipnll: 252.529162356728; aux_mae_loss_1: 178.7437185990183; aux_mae_loss_2: 23.70635075318186; aux_mae_loss_4: 3.3302471041679382; cnt_loss: 13.4442669968856; 2025-05-16 03:37:30,693 - INFO - Evaluation: Curr mae: 79.3827; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 120.8167; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1993; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:37:30,693 - INFO - Epoch: 1298 / 1300 lr: 1.005e-06 2025-05-16 03:37:40,902 - INFO - Training: cls_zice: 109.15482039200633; reg_zipnll: 239.02702532316508; aux_mae_loss_1: 177.20339624505294; aux_mae_loss_2: 23.485925649341784; aux_mae_loss_4: 3.2870773014269377; cnt_loss: 15.233810675771613; 2025-05-16 03:37:40,903 - INFO - Evaluation: Curr mae: 80.6614; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 122.3216; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2020; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:37:40,903 - INFO - Epoch: 1299 / 1300 lr: 1.002e-06 2025-05-16 03:37:51,079 - INFO - Training: cls_zice: 106.85770396182411; reg_zipnll: 229.99657871848657; aux_mae_loss_1: 176.8333726180227; aux_mae_loss_2: 23.40233208003797; aux_mae_loss_4: 3.2874202665529753; cnt_loss: 14.271622883646112; 2025-05-16 03:37:51,080 - INFO - Evaluation: Curr mae: 79.1060; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.0221; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.1964; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705; 2025-05-16 03:37:51,080 - INFO - Epoch: 1300 / 1300 lr: 1.001e-06 2025-05-16 03:38:01,380 - INFO - Training: cls_zice: 112.4065906625045; reg_zipnll: 239.45510522942794; aux_mae_loss_1: 177.94257033498664; aux_mae_loss_2: 23.66582212950054; aux_mae_loss_4: 3.331906092794318; cnt_loss: 14.282833475815622; 2025-05-16 03:38:01,381 - INFO - Evaluation: Curr mae: 80.0622; Best mae: 71.1800; 72.0841; 72.2557; 72.4335; 72.8009; Curr rmse: 121.8321; Best rmse: 111.3192; 111.8171; 113.0290; 113.7621; 114.1300; Curr nae: 0.2032; Best nae: 0.1669; 0.1684; 0.1688; 0.1703; 0.1705;