2025-08-15 12:26:06,851 - INFO - model_name : mobilenetv4_conv_small_050 block_size : 16 clip_weight_name: None norm : none act : none num_vpt : None vpt_drop : None adapter : False adapter_reduction: None lora : False lora_rank : None lora_alpha : None lora_dropout : None dataset : nwpu in_memory_dataset: False input_size : 896 batch_size : 8 num_crops : 1 aug_min_scale : 0.75 aug_max_scale : 2.0 aug_brightness : 0.2 aug_contrast : 0.2 aug_saturation : 0.15 aug_hue : 0.0 aug_kernel_size: 5 aug_saltiness : 0.001 aug_spiciness : 0.001 aug_blur_prob : 0.2 sliding_window : False stride : 896 max_input_size : 4096 max_num_windows: 64 resize_to_multiple: False reg_loss : zipnll aux_loss : msmae weight_cls : 1.0 weight_reg : 1.0 weight_aux : 1.0 numItermax : None regularization : None scales : [1, 2, 4] min_scale_weight: 0.0 max_scale_weight: 1.0 alpha : 0.5 optimizer : adam lr : 0.0001 vpt_lr : None adapter_lr : None lora_lr : None backbone_lr : 0.0001 weight_decay : 0.0001 vpt_weight_decay: None adapter_weight_decay: None lora_weight_decay: None backbone_weight_decay: 0.0001 scheduler : cos_restarts warmup_epochs : 25 warmup_lr : 1e-05 eta_min : 1e-06 gamma : None step_size : None T_0 : 5 T_mult : 2 T_max : None ckpt_dir_name : None total_epochs : 1300 eval_start : 100 eval_freq : 1.0 save_freq : 50 save_best_k : 5 amp : True num_workers : 8 local_rank : 0 seed : 42 nprocs : 1 hash : a70917fd4a8548a1b1a4d81fed0e5a6ce0e018898b9888a862d00428ef3be08b ckpt_dir : /dcs/large/u2005387/EBC-ZIP/checkpoints/nwpu/mobilenetv4_conv_small_050_16_1.0+1.0xzipnll+1.0msmae_adam_cos_restarts_a70917fd bins : [(0.0, 0.0), (1.0, 1.0), (2.0, 2.0), (3.0, 3.0), (4.0, 4.0), (5.0, 5.0), (6.0, 6.0), (7.0, 7.0), (8.0, 8.0), (9.0, 9.0), (10.0, inf)] bin_centers : [0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 12.161079133299465] bin_counts : [14200293041, 230337258, 25716807, 6591144, 2496616, 1151263, 597759, 328222, 186538, 107834, 190931] 2025-08-15 12:26:06,851 - INFO - Total parameters: 817,164 Trainable parameters: 817,164 Non-trainable parameters: 0 2025-08-15 12:26:06,865 - INFO - Epoch: 0001 / 1300 lr: 1.000e-05 2025-08-15 12:27:29,034 - INFO - Training: cls_zice: 523.0354064240247; reg_zipnll: 2118.5497213721583; aux_mae_loss_1: 1794.7063067517122; aux_mae_loss_2: 438.79990800793803; aux_mae_loss_4: 107.84749632690743; cnt_loss: 1660.682180213438; 2025-08-15 12:27:29,035 - INFO - Epoch: 0002 / 1300 lr: 1.096e-05 2025-08-15 12:28:49,623 - INFO - Training: cls_zice: 377.7570479768101; reg_zipnll: 962.746138075017; aux_mae_loss_1: 423.5073034291402; aux_mae_loss_2: 98.24509689801762; aux_mae_loss_4: 23.158894788943098; cnt_loss: 312.7426414391682; 2025-08-15 12:28:49,624 - INFO - Epoch: 0003 / 1300 lr: 1.202e-05 2025-08-15 12:30:09,639 - INFO - Training: cls_zice: 234.08006077499195; reg_zipnll: 862.7230430936446; aux_mae_loss_1: 334.24888418634015; aux_mae_loss_2: 75.60614880559378; aux_mae_loss_4: 17.375565163580497; cnt_loss: 217.9260381781963; 2025-08-15 12:30:09,640 - INFO - Epoch: 0004 / 1300 lr: 1.318e-05 2025-08-15 12:31:30,233 - INFO - Training: cls_zice: 145.26454549583494; reg_zipnll: 724.231704594237; aux_mae_loss_1: 293.4075264428146; aux_mae_loss_2: 64.24491229216666; aux_mae_loss_4: 14.369353879080334; cnt_loss: 172.0623403122615; 2025-08-15 12:31:30,233 - INFO - Epoch: 0005 / 1300 lr: 1.445e-05 2025-08-15 12:32:50,353 - INFO - Training: cls_zice: 103.20301829450848; reg_zipnll: 579.6889091432861; aux_mae_loss_1: 254.0776802592535; aux_mae_loss_2: 52.91443477620809; aux_mae_loss_4: 11.357046016384214; cnt_loss: 126.30927698287375; 2025-08-15 12:32:50,353 - INFO - Epoch: 0006 / 1300 lr: 1.585e-05 2025-08-15 12:34:10,711 - INFO - Training: cls_zice: 92.2590208127137; reg_zipnll: 475.0948857991432; aux_mae_loss_1: 229.64045601577564; aux_mae_loss_2: 45.38933720625458; aux_mae_loss_4: 9.424631652611387; cnt_loss: 100.3377468114034; 2025-08-15 12:34:10,712 - INFO - Epoch: 0007 / 1300 lr: 1.738e-05 2025-08-15 12:35:31,522 - INFO - Training: cls_zice: 84.6022848926657; reg_zipnll: 430.96611405399585; aux_mae_loss_1: 217.90109401987266; aux_mae_loss_2: 42.06910994855787; aux_mae_loss_4: 8.588151837375905; cnt_loss: 91.25961463555579; 2025-08-15 12:35:31,522 - INFO - Epoch: 0008 / 1300 lr: 1.905e-05 2025-08-15 12:36:52,145 - INFO - Training: cls_zice: 83.38737937110862; reg_zipnll: 407.41864013671875; aux_mae_loss_1: 217.94236608274798; aux_mae_loss_2: 41.6050957211492; aux_mae_loss_4: 8.46990928000227; cnt_loss: 91.14450798917245; 2025-08-15 12:36:52,146 - INFO - Epoch: 0009 / 1300 lr: 2.089e-05 2025-08-15 12:38:13,132 - INFO - Training: cls_zice: 81.85134492833694; reg_zipnll: 391.34336178345666; aux_mae_loss_1: 215.2991329281373; aux_mae_loss_2: 40.385237593270816; aux_mae_loss_4: 8.127733788330941; cnt_loss: 86.96792010231312; 2025-08-15 12:38:13,132 - INFO - Epoch: 0010 / 1300 lr: 2.291e-05 2025-08-15 12:39:34,177 - INFO - Training: cls_zice: 76.68974631549767; reg_zipnll: 374.6579816372045; aux_mae_loss_1: 206.4147982560577; aux_mae_loss_2: 38.0019573540185; aux_mae_loss_4: 7.524319434840146; cnt_loss: 77.32228928543914; 2025-08-15 12:39:34,178 - INFO - Epoch: 0011 / 1300 lr: 2.512e-05 2025-08-15 12:40:54,449 - INFO - Training: cls_zice: 79.20956264547333; reg_zipnll: 369.82372351599844; aux_mae_loss_1: 211.7129774118144; aux_mae_loss_2: 38.680226318633956; aux_mae_loss_4: 7.664438926775229; cnt_loss: 79.10534356369764; 2025-08-15 12:40:54,449 - INFO - Epoch: 0012 / 1300 lr: 2.754e-05 2025-08-15 12:42:15,567 - INFO - Training: cls_zice: 74.46151843812595; reg_zipnll: 351.41617986291726; aux_mae_loss_1: 200.4035887436266; aux_mae_loss_2: 35.986463456043545; aux_mae_loss_4: 7.001490637085432; cnt_loss: 68.51356391857706; 2025-08-15 12:42:15,568 - INFO - Epoch: 0013 / 1300 lr: 3.020e-05 2025-08-15 12:43:35,815 - INFO - Training: cls_zice: 76.50676862025935; reg_zipnll: 354.0524528130774; aux_mae_loss_1: 203.3405614916647; aux_mae_loss_2: 37.09063298536757; aux_mae_loss_4: 7.375394076491996; cnt_loss: 78.05043226403872; 2025-08-15 12:43:35,816 - INFO - Epoch: 0014 / 1300 lr: 3.311e-05 2025-08-15 12:44:55,944 - INFO - Training: cls_zice: 73.6317549974569; reg_zipnll: 349.7023835562189; aux_mae_loss_1: 199.05292235425935; aux_mae_loss_2: 35.48599312054161; aux_mae_loss_4: 6.948042677116884; cnt_loss: 71.67589459505056; 2025-08-15 12:44:55,944 - INFO - Epoch: 0015 / 1300 lr: 3.631e-05 2025-08-15 12:46:16,417 - INFO - Training: cls_zice: 78.52455086312747; reg_zipnll: 342.850167399507; aux_mae_loss_1: 203.17093324048355; aux_mae_loss_2: 36.186944439356004; aux_mae_loss_4: 7.133654528840955; cnt_loss: 73.73772928340883; 2025-08-15 12:46:16,417 - INFO - Epoch: 0016 / 1300 lr: 3.981e-05 2025-08-15 12:47:36,477 - INFO - Training: cls_zice: 76.57364234565769; reg_zipnll: 338.7154481980978; aux_mae_loss_1: 201.10664448088423; aux_mae_loss_2: 35.71425389140308; aux_mae_loss_4: 7.00654963723798; cnt_loss: 71.45612355063078; 2025-08-15 12:47:36,478 - INFO - Epoch: 0017 / 1300 lr: 4.365e-05 2025-08-15 12:48:56,950 - INFO - Training: cls_zice: 73.01005434162512; reg_zipnll: 335.6861021929351; aux_mae_loss_1: 199.82864929042316; aux_mae_loss_2: 35.68812429629132; aux_mae_loss_4: 7.077397018594423; cnt_loss: 74.27626692789073; 2025-08-15 12:48:56,950 - INFO - Epoch: 0018 / 1300 lr: 4.786e-05 2025-08-15 12:50:17,176 - INFO - Training: cls_zice: 71.97986376346843; reg_zipnll: 334.09044045102627; aux_mae_loss_1: 192.616958990808; aux_mae_loss_2: 33.47445656401332; aux_mae_loss_4: 6.485707651986561; cnt_loss: 65.38526423240995; 2025-08-15 12:50:17,176 - INFO - Epoch: 0019 / 1300 lr: 5.248e-05 2025-08-15 12:51:37,388 - INFO - Training: cls_zice: 71.29962502837488; reg_zipnll: 325.72698550972046; aux_mae_loss_1: 195.04947228909765; aux_mae_loss_2: 33.90718376973601; aux_mae_loss_4: 6.573710558653491; cnt_loss: 65.93158110125819; 2025-08-15 12:51:37,389 - INFO - Epoch: 0020 / 1300 lr: 5.754e-05 2025-08-15 12:52:58,052 - INFO - Training: cls_zice: 79.78310820008305; reg_zipnll: 333.61525952846654; aux_mae_loss_1: 203.7767857058802; aux_mae_loss_2: 36.53105839972018; aux_mae_loss_4: 7.277997039277634; cnt_loss: 77.54799141185143; 2025-08-15 12:52:58,053 - INFO - Epoch: 0021 / 1300 lr: 6.310e-05 2025-08-15 12:54:18,179 - INFO - Training: cls_zice: 72.7223636083554; reg_zipnll: 324.3855881678721; aux_mae_loss_1: 194.49149540212284; aux_mae_loss_2: 34.07774158369912; aux_mae_loss_4: 6.656458229516037; cnt_loss: 65.28857472623221; 2025-08-15 12:54:18,180 - INFO - Epoch: 0022 / 1300 lr: 6.918e-05 2025-08-15 12:55:38,416 - INFO - Training: cls_zice: 80.93584487799814; reg_zipnll: 327.39343765768723; aux_mae_loss_1: 199.9847818291279; aux_mae_loss_2: 35.826633794142225; aux_mae_loss_4: 7.157869582004596; cnt_loss: 76.96311735677841; 2025-08-15 12:55:38,416 - INFO - Epoch: 0023 / 1300 lr: 7.586e-05 2025-08-15 12:56:58,321 - INFO - Training: cls_zice: 75.20953718662875; reg_zipnll: 318.4563390736715; aux_mae_loss_1: 191.04609720382103; aux_mae_loss_2: 33.570903624850864; aux_mae_loss_4: 6.585723694615009; cnt_loss: 67.19310239532; 2025-08-15 12:56:58,321 - INFO - Epoch: 0024 / 1300 lr: 8.318e-05 2025-08-15 12:58:18,783 - INFO - Training: cls_zice: 76.61100079191988; reg_zipnll: 319.2409714843436; aux_mae_loss_1: 193.59207497525645; aux_mae_loss_2: 34.091365532274416; aux_mae_loss_4: 6.696592395900148; cnt_loss: 68.30459139463528; 2025-08-15 12:58:18,784 - INFO - Epoch: 0025 / 1300 lr: 9.120e-05 2025-08-15 12:59:39,022 - INFO - Training: cls_zice: 71.72151400742617; reg_zipnll: 308.10763726320243; aux_mae_loss_1: 189.81851800364515; aux_mae_loss_2: 33.06061403181375; aux_mae_loss_4: 6.447641243971406; cnt_loss: 64.64474458253169; 2025-08-15 12:59:39,022 - INFO - Epoch: 0026 / 1300 lr: 1.000e-04 2025-08-15 13:00:59,013 - INFO - Training: cls_zice: 72.56115736354593; reg_zipnll: 323.7869631024437; aux_mae_loss_1: 192.17981303197865; aux_mae_loss_2: 34.32834076574958; aux_mae_loss_4: 6.864414506828877; cnt_loss: 72.68236015388469; 2025-08-15 13:00:59,014 - INFO - Epoch: 0027 / 1300 lr: 9.055e-05 2025-08-15 13:02:19,921 - INFO - Training: cls_zice: 69.58556927384325; reg_zipnll: 318.9757986387434; aux_mae_loss_1: 185.6748971031993; aux_mae_loss_2: 32.51646596177991; aux_mae_loss_4: 6.372026398126754; cnt_loss: 64.03077965714324; 2025-08-15 13:02:19,921 - INFO - Epoch: 0028 / 1300 lr: 6.580e-05 2025-08-15 13:03:39,527 - INFO - Training: cls_zice: 71.24840632962078; reg_zipnll: 309.54344765631276; aux_mae_loss_1: 182.63306620188422; aux_mae_loss_2: 31.20597330279706; aux_mae_loss_4: 5.97449594874002; cnt_loss: 56.3394762446151; 2025-08-15 13:03:39,528 - INFO - Epoch: 0029 / 1300 lr: 3.520e-05 2025-08-15 13:05:00,378 - INFO - Training: cls_zice: 66.58101694749377; reg_zipnll: 299.7739972014047; aux_mae_loss_1: 180.18841736114425; aux_mae_loss_2: 30.376078679200003; aux_mae_loss_4: 5.748491582649839; cnt_loss: 52.68741120286956; 2025-08-15 13:05:00,379 - INFO - Epoch: 0030 / 1300 lr: 1.045e-05 2025-08-15 13:06:20,720 - INFO - Training: cls_zice: 71.59162159566708; reg_zipnll: 289.4975219177403; aux_mae_loss_1: 177.59830826903982; aux_mae_loss_2: 29.505533299286753; aux_mae_loss_4: 5.45898184218566; cnt_loss: 48.392739716409714; 2025-08-15 13:06:20,721 - INFO - Epoch: 0031 / 1300 lr: 1.000e-04 2025-08-15 13:07:41,827 - INFO - Training: cls_zice: 74.18058031230476; reg_zipnll: 312.1591969762179; aux_mae_loss_1: 188.30242034402175; aux_mae_loss_2: 33.491911265414906; aux_mae_loss_4: 6.638383045907498; cnt_loss: 68.37787898831012; 2025-08-15 13:07:41,827 - INFO - Epoch: 0032 / 1300 lr: 9.758e-05 2025-08-15 13:09:02,037 - INFO - Training: cls_zice: 71.0302935189024; reg_zipnll: 318.8691279158801; aux_mae_loss_1: 188.0777403235742; aux_mae_loss_2: 33.210437105370055; aux_mae_loss_4: 6.552275848572542; cnt_loss: 67.29617807859013; 2025-08-15 13:09:02,037 - INFO - Epoch: 0033 / 1300 lr: 9.055e-05 2025-08-15 13:10:23,174 - INFO - Training: cls_zice: 70.99390285374037; reg_zipnll: 304.8079378083923; aux_mae_loss_1: 185.68917349494208; aux_mae_loss_2: 32.60371454332053; aux_mae_loss_4: 6.388904036776879; cnt_loss: 64.5156410788509; 2025-08-15 13:10:23,174 - INFO - Epoch: 0034 / 1300 lr: 7.960e-05 2025-08-15 13:11:43,689 - INFO - Training: cls_zice: 72.02336750974385; reg_zipnll: 295.85126490948437; aux_mae_loss_1: 182.9793304992519; aux_mae_loss_2: 31.267254530310936; aux_mae_loss_4: 5.981076027249922; cnt_loss: 58.41070326802663; 2025-08-15 13:11:43,690 - INFO - Epoch: 0035 / 1300 lr: 6.580e-05 2025-08-15 13:13:04,228 - INFO - Training: cls_zice: 67.03035311190206; reg_zipnll: 289.3272902187161; aux_mae_loss_1: 176.75389218759415; aux_mae_loss_2: 30.000371539500808; aux_mae_loss_4: 5.701345189371575; cnt_loss: 54.07894966841357; 2025-08-15 13:13:04,228 - INFO - Epoch: 0036 / 1300 lr: 5.050e-05 2025-08-15 13:14:24,620 - INFO - Training: cls_zice: 68.92325177474622; reg_zipnll: 285.5632471118917; aux_mae_loss_1: 174.14346776339573; aux_mae_loss_2: 29.034352434937936; aux_mae_loss_4: 5.4354438392546; cnt_loss: 49.01875461220435; 2025-08-15 13:14:24,621 - INFO - Epoch: 0037 / 1300 lr: 3.520e-05 2025-08-15 13:15:45,664 - INFO - Training: cls_zice: 69.20463100780559; reg_zipnll: 291.575745021163; aux_mae_loss_1: 173.10588943559895; aux_mae_loss_2: 28.672592882631985; aux_mae_loss_4: 5.299557097160418; cnt_loss: 45.186766330258095; 2025-08-15 13:15:45,664 - INFO - Epoch: 0038 / 1300 lr: 2.140e-05 2025-08-15 13:17:05,692 - INFO - Training: cls_zice: 68.28999158946898; reg_zipnll: 285.75831851125685; aux_mae_loss_1: 171.83864476809464; aux_mae_loss_2: 28.317863406742752; aux_mae_loss_4: 5.198830639488593; cnt_loss: 44.21186134257476; 2025-08-15 13:17:05,692 - INFO - Epoch: 0039 / 1300 lr: 1.045e-05 2025-08-15 13:18:25,472 - INFO - Training: cls_zice: 66.92397721889392; reg_zipnll: 280.9178716174128; aux_mae_loss_1: 169.02509322570958; aux_mae_loss_2: 27.210924480752038; aux_mae_loss_4: 4.895740282872649; cnt_loss: 39.41285882081961; 2025-08-15 13:18:25,473 - INFO - Epoch: 0040 / 1300 lr: 3.423e-06 2025-08-15 13:19:44,540 - INFO - Training: cls_zice: 66.93294670695204; reg_zipnll: 279.20094823959863; aux_mae_loss_1: 165.76765691958235; aux_mae_loss_2: 26.6425198025446; aux_mae_loss_4: 4.755222831409817; cnt_loss: 35.60802476939322; 2025-08-15 13:19:44,540 - INFO - Epoch: 0041 / 1300 lr: 1.000e-04 2025-08-15 13:21:03,481 - INFO - Training: cls_zice: 71.71380613702122; reg_zipnll: 305.1214023188025; aux_mae_loss_1: 183.35438037470252; aux_mae_loss_2: 31.821118700473658; aux_mae_loss_4: 6.213942417755225; cnt_loss: 61.845224797266; 2025-08-15 13:21:03,481 - INFO - Epoch: 0042 / 1300 lr: 9.939e-05 2025-08-15 13:22:23,288 - INFO - Training: cls_zice: 71.84212290106825; reg_zipnll: 306.4403152269692; aux_mae_loss_1: 184.67968867677035; aux_mae_loss_2: 32.44186304773953; aux_mae_loss_4: 6.356973991295979; cnt_loss: 65.1786088710579; 2025-08-15 13:22:23,288 - INFO - Epoch: 0043 / 1300 lr: 9.758e-05 2025-08-15 13:23:42,493 - INFO - Training: cls_zice: 68.56388292061332; reg_zipnll: 305.91873587679436; aux_mae_loss_1: 178.87698335819195; aux_mae_loss_2: 31.123968091292983; aux_mae_loss_4: 6.040214582396657; cnt_loss: 60.60223960631304; 2025-08-15 13:23:42,493 - INFO - Epoch: 0044 / 1300 lr: 9.460e-05 2025-08-15 13:25:02,011 - INFO - Training: cls_zice: 68.97925320658402; reg_zipnll: 292.55045944253095; aux_mae_loss_1: 175.3306039746439; aux_mae_loss_2: 29.916212202037823; aux_mae_loss_4: 5.694166077439767; cnt_loss: 54.070546188207395; 2025-08-15 13:25:02,011 - INFO - Epoch: 0045 / 1300 lr: 9.055e-05 2025-08-15 13:26:21,483 - INFO - Training: cls_zice: 67.97163171188997; reg_zipnll: 296.7978917884336; aux_mae_loss_1: 173.50107199857658; aux_mae_loss_2: 29.208497868711966; aux_mae_loss_4: 5.527102984622083; cnt_loss: 51.47462297527833; 2025-08-15 13:26:21,483 - INFO - Epoch: 0046 / 1300 lr: 8.550e-05 2025-08-15 13:27:41,262 - INFO - Training: cls_zice: 69.67552436102939; reg_zipnll: 293.87737946890314; aux_mae_loss_1: 173.23731129702688; aux_mae_loss_2: 29.43894851238378; aux_mae_loss_4: 5.599019995998295; cnt_loss: 53.857450978002085; 2025-08-15 13:27:41,262 - INFO - Epoch: 0047 / 1300 lr: 7.960e-05 2025-08-15 13:29:00,551 - INFO - Training: cls_zice: 73.46455435458677; reg_zipnll: 287.61617141272535; aux_mae_loss_1: 174.8769570083422; aux_mae_loss_2: 29.53013286492512; aux_mae_loss_4: 5.575316604734386; cnt_loss: 50.80928399201224; 2025-08-15 13:29:00,551 - INFO - Epoch: 0048 / 1300 lr: 7.297e-05 2025-08-15 13:30:19,981 - INFO - Training: cls_zice: 69.06647324393525; reg_zipnll: 285.40766008470234; aux_mae_loss_1: 176.23985919118846; aux_mae_loss_2: 29.976557282984718; aux_mae_loss_4: 5.707603126994136; cnt_loss: 54.251024512214954; 2025-08-15 13:30:19,981 - INFO - Epoch: 0049 / 1300 lr: 6.580e-05 2025-08-15 13:31:39,578 - INFO - Training: cls_zice: 67.2371930914397; reg_zipnll: 287.36760792082566; aux_mae_loss_1: 170.07002935924382; aux_mae_loss_2: 28.392623292143362; aux_mae_loss_4: 5.290608367147667; cnt_loss: 47.27726565535087; 2025-08-15 13:31:39,578 - INFO - Epoch: 0050 / 1300 lr: 5.824e-05 2025-08-15 13:32:59,953 - INFO - Training: cls_zice: 69.58637007649577; reg_zipnll: 280.3868960991004; aux_mae_loss_1: 171.83994808049925; aux_mae_loss_2: 28.599014794611993; aux_mae_loss_4: 5.311660680182489; cnt_loss: 46.40978670242819; 2025-08-15 13:33:00,120 - INFO - Epoch: 0051 / 1300 lr: 5.050e-05 2025-08-15 13:34:20,121 - INFO - Training: cls_zice: 66.74721535289503; reg_zipnll: 274.13050174467975; aux_mae_loss_1: 165.660112954657; aux_mae_loss_2: 27.27519730246772; aux_mae_loss_4: 4.970639291030276; cnt_loss: 41.86187004613999; 2025-08-15 13:34:20,121 - INFO - Epoch: 0052 / 1300 lr: 4.276e-05 2025-08-15 13:35:40,362 - INFO - Training: cls_zice: 70.32721295991104; reg_zipnll: 275.1316558524085; aux_mae_loss_1: 171.89324547147382; aux_mae_loss_2: 28.420370730765374; aux_mae_loss_4: 5.228383234656562; cnt_loss: 45.61972250117128; 2025-08-15 13:35:40,362 - INFO - Epoch: 0053 / 1300 lr: 3.520e-05 2025-08-15 13:37:00,015 - INFO - Training: cls_zice: 66.79860079725175; reg_zipnll: 272.3319686948487; aux_mae_loss_1: 166.31003443073183; aux_mae_loss_2: 27.074309699639564; aux_mae_loss_4: 4.91440344592293; cnt_loss: 40.34731582626892; 2025-08-15 13:37:00,016 - INFO - Epoch: 0054 / 1300 lr: 2.803e-05 2025-08-15 13:38:19,801 - INFO - Training: cls_zice: 69.09788286563364; reg_zipnll: 272.6634686624483; aux_mae_loss_1: 165.91246430365163; aux_mae_loss_2: 26.860761034458033; aux_mae_loss_4: 4.852876913578161; cnt_loss: 40.057291520591875; 2025-08-15 13:38:19,802 - INFO - Epoch: 0055 / 1300 lr: 2.140e-05 2025-08-15 13:39:39,628 - INFO - Training: cls_zice: 68.74444409507713; reg_zipnll: 272.640609182245; aux_mae_loss_1: 164.9027242979231; aux_mae_loss_2: 26.642160589713363; aux_mae_loss_4: 4.7962382345395715; cnt_loss: 37.579598698946995; 2025-08-15 13:39:39,628 - INFO - Epoch: 0056 / 1300 lr: 1.550e-05 2025-08-15 13:41:00,209 - INFO - Training: cls_zice: 65.51346989217332; reg_zipnll: 266.68804678634996; aux_mae_loss_1: 160.76230773337397; aux_mae_loss_2: 25.966900625694688; aux_mae_loss_4: 4.646709751040893; cnt_loss: 36.15977006461136; 2025-08-15 13:41:00,210 - INFO - Epoch: 0057 / 1300 lr: 1.045e-05 2025-08-15 13:42:20,164 - INFO - Training: cls_zice: 67.10615430327951; reg_zipnll: 270.33330015167786; aux_mae_loss_1: 164.38843313280904; aux_mae_loss_2: 26.18967382215289; aux_mae_loss_4: 4.625144205393705; cnt_loss: 35.35000823763772; 2025-08-15 13:42:20,165 - INFO - Epoch: 0058 / 1300 lr: 6.395e-06 2025-08-15 13:43:40,585 - INFO - Training: cls_zice: 66.15836533498029; reg_zipnll: 265.2811012464195; aux_mae_loss_1: 164.48777936724588; aux_mae_loss_2: 26.27445036463995; aux_mae_loss_4: 4.639278275801161; cnt_loss: 34.370347583201976; 2025-08-15 13:43:40,585 - INFO - Epoch: 0059 / 1300 lr: 3.423e-06 2025-08-15 13:44:59,226 - INFO - Training: cls_zice: 68.53811492565971; reg_zipnll: 256.34009086687337; aux_mae_loss_1: 166.70772572103073; aux_mae_loss_2: 26.79188044212165; aux_mae_loss_4: 4.768384646327453; cnt_loss: 36.25301776140699; 2025-08-15 13:44:59,227 - INFO - Epoch: 0060 / 1300 lr: 1.609e-06 2025-08-15 13:46:18,923 - INFO - Training: cls_zice: 66.41104850778237; reg_zipnll: 267.73465975881544; aux_mae_loss_1: 161.03457323873565; aux_mae_loss_2: 25.6908128169631; aux_mae_loss_4: 4.529869090315615; cnt_loss: 33.22273325429784; 2025-08-15 13:46:18,923 - INFO - Epoch: 0061 / 1300 lr: 1.000e-04 2025-08-15 13:47:38,627 - INFO - Training: cls_zice: 75.67601229859501; reg_zipnll: 309.33701098915236; aux_mae_loss_1: 189.64992038756225; aux_mae_loss_2: 33.83934609871597; aux_mae_loss_4: 6.730784527133854; cnt_loss: 70.98284029654182; 2025-08-15 13:47:38,628 - INFO - Epoch: 0062 / 1300 lr: 9.985e-05 2025-08-15 13:48:57,540 - INFO - Training: cls_zice: 70.83888026600785; reg_zipnll: 286.66825032172903; aux_mae_loss_1: 176.7804593083791; aux_mae_loss_2: 30.680475754725595; aux_mae_loss_4: 5.947477185021329; cnt_loss: 59.66492327565093; 2025-08-15 13:48:57,540 - INFO - Epoch: 0063 / 1300 lr: 9.939e-05 2025-08-15 13:50:16,494 - INFO - Training: cls_zice: 73.22893485695047; reg_zipnll: 290.0982638851842; aux_mae_loss_1: 174.51764486749252; aux_mae_loss_2: 29.67242967561462; aux_mae_loss_4: 5.6373689953036665; cnt_loss: 53.53737475387848; 2025-08-15 13:50:16,494 - INFO - Epoch: 0064 / 1300 lr: 9.863e-05 2025-08-15 13:51:35,168 - INFO - Training: cls_zice: 70.0465498091246; reg_zipnll: 282.3505751994704; aux_mae_loss_1: 172.9340332639248; aux_mae_loss_2: 29.489578631972286; aux_mae_loss_4: 5.5987427862873425; cnt_loss: 52.60349783860626; 2025-08-15 13:51:35,168 - INFO - Epoch: 0065 / 1300 lr: 9.758e-05 2025-08-15 13:52:54,301 - INFO - Training: cls_zice: 67.4741930235321; reg_zipnll: 289.15133157058364; aux_mae_loss_1: 173.59793618405692; aux_mae_loss_2: 29.628794596556833; aux_mae_loss_4: 5.619974931591887; cnt_loss: 51.36031766415868; 2025-08-15 13:52:54,302 - INFO - Epoch: 0066 / 1300 lr: 9.623e-05 2025-08-15 13:54:14,219 - INFO - Training: cls_zice: 68.35765187813874; reg_zipnll: 280.0826689712799; aux_mae_loss_1: 170.58038283987952; aux_mae_loss_2: 29.03568131513032; aux_mae_loss_4: 5.511401851563344; cnt_loss: 51.63135856589192; 2025-08-15 13:54:14,219 - INFO - Epoch: 0067 / 1300 lr: 9.460e-05 2025-08-15 13:55:33,960 - INFO - Training: cls_zice: 68.10379069423001; reg_zipnll: 278.73908699447514; aux_mae_loss_1: 169.81031334492113; aux_mae_loss_2: 28.906251376576165; aux_mae_loss_4: 5.456190672509162; cnt_loss: 50.4731509520033; 2025-08-15 13:55:33,960 - INFO - Epoch: 0068 / 1300 lr: 9.271e-05 2025-08-15 13:56:53,027 - INFO - Training: cls_zice: 69.71316623948228; reg_zipnll: 273.3626888637984; aux_mae_loss_1: 170.16170277141973; aux_mae_loss_2: 28.708579597865402; aux_mae_loss_4: 5.396668089999025; cnt_loss: 48.16388748850491; 2025-08-15 13:56:53,027 - INFO - Epoch: 0069 / 1300 lr: 9.055e-05 2025-08-15 13:58:12,935 - INFO - Training: cls_zice: 67.43971469531023; reg_zipnll: 280.577474775535; aux_mae_loss_1: 173.29506724536571; aux_mae_loss_2: 29.8503278129205; aux_mae_loss_4: 5.695502959057727; cnt_loss: 54.418194763458175; 2025-08-15 13:58:12,936 - INFO - Epoch: 0070 / 1300 lr: 8.814e-05 2025-08-15 13:59:32,749 - INFO - Training: cls_zice: 68.13461322848778; reg_zipnll: 278.6584773811399; aux_mae_loss_1: 166.19073196058102; aux_mae_loss_2: 27.921019943943367; aux_mae_loss_4: 5.188964091720189; cnt_loss: 46.412607082670945; 2025-08-15 13:59:32,750 - INFO - Epoch: 0071 / 1300 lr: 8.550e-05 2025-08-15 14:00:52,936 - INFO - Training: cls_zice: 67.99153789425877; reg_zipnll: 285.1763510618234; aux_mae_loss_1: 166.59279999328456; aux_mae_loss_2: 27.737599671959572; aux_mae_loss_4: 5.1208066266116266; cnt_loss: 44.82050703485092; 2025-08-15 14:00:52,937 - INFO - Epoch: 0072 / 1300 lr: 8.265e-05 2025-08-15 14:02:12,076 - INFO - Training: cls_zice: 66.4186437781182; reg_zipnll: 281.73584083419837; aux_mae_loss_1: 167.13940438513276; aux_mae_loss_2: 28.08616303294361; aux_mae_loss_4: 5.205537945568408; cnt_loss: 46.021932479348465; 2025-08-15 14:02:12,076 - INFO - Epoch: 0073 / 1300 lr: 7.960e-05 2025-08-15 14:03:31,378 - INFO - Training: cls_zice: 69.09209012954584; reg_zipnll: 272.91987450999284; aux_mae_loss_1: 169.82077934441654; aux_mae_loss_2: 29.073437338929555; aux_mae_loss_4: 5.512844495111382; cnt_loss: 50.48755620990743; 2025-08-15 14:03:31,379 - INFO - Epoch: 0074 / 1300 lr: 7.636e-05 2025-08-15 14:04:51,170 - INFO - Training: cls_zice: 67.62744626533096; reg_zipnll: 275.544017860393; aux_mae_loss_1: 167.00051462129332; aux_mae_loss_2: 27.97634580754376; aux_mae_loss_4: 5.168234332974588; cnt_loss: 44.06366691123551; 2025-08-15 14:04:51,170 - INFO - Epoch: 0075 / 1300 lr: 7.297e-05 2025-08-15 14:06:10,517 - INFO - Training: cls_zice: 68.8597252393443; reg_zipnll: 276.0345232554144; aux_mae_loss_1: 164.51028503182616; aux_mae_loss_2: 27.76134568192352; aux_mae_loss_4: 5.1738952536202945; cnt_loss: 45.662215692525045; 2025-08-15 14:06:10,518 - INFO - Epoch: 0076 / 1300 lr: 6.944e-05 2025-08-15 14:07:28,693 - INFO - Training: cls_zice: 65.27567683945584; reg_zipnll: 271.2054746426776; aux_mae_loss_1: 159.64280936037667; aux_mae_loss_2: 26.557013604818703; aux_mae_loss_4: 4.878196314551836; cnt_loss: 40.912039612130215; 2025-08-15 14:07:28,693 - INFO - Epoch: 0077 / 1300 lr: 6.580e-05 2025-08-15 14:08:47,153 - INFO - Training: cls_zice: 63.3792562895385; reg_zipnll: 268.2903405804867; aux_mae_loss_1: 154.76913914030806; aux_mae_loss_2: 25.50471553704426; aux_mae_loss_4: 4.630963137033359; cnt_loss: 38.96013508603015; 2025-08-15 14:08:47,153 - INFO - Epoch: 0078 / 1300 lr: 6.206e-05 2025-08-15 14:10:05,680 - INFO - Training: cls_zice: 71.46641728596087; reg_zipnll: 262.06616779709844; aux_mae_loss_1: 167.57068847813153; aux_mae_loss_2: 27.842556255948573; aux_mae_loss_4: 5.1167401118266245; cnt_loss: 43.97307736095242; 2025-08-15 14:10:05,681 - INFO - Epoch: 0079 / 1300 lr: 5.824e-05 2025-08-15 14:11:24,448 - INFO - Training: cls_zice: 67.25912009122132; reg_zipnll: 263.7611735424836; aux_mae_loss_1: 163.55297485783046; aux_mae_loss_2: 27.29151547659945; aux_mae_loss_4: 4.997775611963248; cnt_loss: 42.584394692761734; 2025-08-15 14:11:24,449 - INFO - Epoch: 0080 / 1300 lr: 5.438e-05 2025-08-15 14:12:43,795 - INFO - Training: cls_zice: 66.878076996434; reg_zipnll: 272.9591110151041; aux_mae_loss_1: 161.4090259620647; aux_mae_loss_2: 26.716552692697718; aux_mae_loss_4: 4.863030760637592; cnt_loss: 41.44448117793066; 2025-08-15 14:12:43,796 - INFO - Epoch: 0081 / 1300 lr: 5.050e-05 2025-08-15 14:14:02,815 - INFO - Training: cls_zice: 67.35122828419227; reg_zipnll: 259.75445218319146; aux_mae_loss_1: 161.6113978878698; aux_mae_loss_2: 26.698000472738073; aux_mae_loss_4: 4.867287739996432; cnt_loss: 41.03566854655896; 2025-08-15 14:14:02,816 - INFO - Epoch: 0082 / 1300 lr: 4.662e-05 2025-08-15 14:15:22,181 - INFO - Training: cls_zice: 64.68037451539371; reg_zipnll: 259.1747720321224; aux_mae_loss_1: 158.37918367361348; aux_mae_loss_2: 26.121731797343354; aux_mae_loss_4: 4.717020240111951; cnt_loss: 38.636050381819814; 2025-08-15 14:15:22,181 - INFO - Epoch: 0083 / 1300 lr: 4.276e-05 2025-08-15 14:16:41,893 - INFO - Training: cls_zice: 64.24085851331603; reg_zipnll: 263.70617709123076; aux_mae_loss_1: 157.82087922280124; aux_mae_loss_2: 25.556875362494303; aux_mae_loss_4: 4.535147498076863; cnt_loss: 34.72409682286123; 2025-08-15 14:16:41,894 - INFO - Epoch: 0084 / 1300 lr: 3.894e-05 2025-08-15 14:18:00,496 - INFO - Training: cls_zice: 63.4536851953265; reg_zipnll: 266.3060230559126; aux_mae_loss_1: 155.82379236196797; aux_mae_loss_2: 25.17839702297299; aux_mae_loss_4: 4.4425702870351795; cnt_loss: 33.24591675025332; 2025-08-15 14:18:00,496 - INFO - Epoch: 0085 / 1300 lr: 3.520e-05 2025-08-15 14:19:20,148 - INFO - Training: cls_zice: 63.43264211783219; reg_zipnll: 261.79494249790065; aux_mae_loss_1: 155.47120358092008; aux_mae_loss_2: 25.123215486580424; aux_mae_loss_4: 4.442530369390865; cnt_loss: 33.198071370088044; 2025-08-15 14:19:20,148 - INFO - Epoch: 0086 / 1300 lr: 3.156e-05 2025-08-15 14:20:40,027 - INFO - Training: cls_zice: 62.731949423379945; reg_zipnll: 257.69375434326327; aux_mae_loss_1: 155.8097599098186; aux_mae_loss_2: 25.155949827944404; aux_mae_loss_4: 4.445553222474831; cnt_loss: 33.56284470300748; 2025-08-15 14:20:40,028 - INFO - Epoch: 0087 / 1300 lr: 2.803e-05 2025-08-15 14:21:59,205 - INFO - Training: cls_zice: 62.36261999982488; reg_zipnll: 266.59212077123647; aux_mae_loss_1: 157.19537422160562; aux_mae_loss_2: 25.42460297434986; aux_mae_loss_4: 4.489178985433897; cnt_loss: 33.920423048014506; 2025-08-15 14:21:59,206 - INFO - Epoch: 0088 / 1300 lr: 2.464e-05 2025-08-15 14:23:17,665 - INFO - Training: cls_zice: 65.25872625759145; reg_zipnll: 260.55036295716747; aux_mae_loss_1: 155.90997531175; aux_mae_loss_2: 25.041522187867937; aux_mae_loss_4: 4.375976062372595; cnt_loss: 31.456779912688738; 2025-08-15 14:23:17,666 - INFO - Epoch: 0089 / 1300 lr: 2.140e-05 2025-08-15 14:24:36,528 - INFO - Training: cls_zice: 66.08126067073302; reg_zipnll: 257.8110360510858; aux_mae_loss_1: 157.14005775745852; aux_mae_loss_2: 25.324291359183107; aux_mae_loss_4: 4.461575339416612; cnt_loss: 33.20540364481183; 2025-08-15 14:24:36,528 - INFO - Epoch: 0090 / 1300 lr: 1.835e-05 2025-08-15 14:25:54,847 - INFO - Training: cls_zice: 63.014445357043826; reg_zipnll: 253.4612829605534; aux_mae_loss_1: 154.22866413342004; aux_mae_loss_2: 24.809246632004765; aux_mae_loss_4: 4.340248894568887; cnt_loss: 31.027662353221434; 2025-08-15 14:25:54,847 - INFO - Epoch: 0091 / 1300 lr: 1.550e-05 2025-08-15 14:27:14,003 - INFO - Training: cls_zice: 65.25053713947611; reg_zipnll: 253.19664748714024; aux_mae_loss_1: 156.0427466542065; aux_mae_loss_2: 24.991809387746386; aux_mae_loss_4: 4.351395115141391; cnt_loss: 29.496320509971873; 2025-08-15 14:27:14,003 - INFO - Epoch: 0092 / 1300 lr: 1.286e-05 2025-08-15 14:28:32,253 - INFO - Training: cls_zice: 66.37765015228855; reg_zipnll: 257.3689229224825; aux_mae_loss_1: 156.80821347665665; aux_mae_loss_2: 25.063004352746095; aux_mae_loss_4: 4.360036683572901; cnt_loss: 30.122135943802586; 2025-08-15 14:28:32,254 - INFO - Epoch: 0093 / 1300 lr: 1.045e-05 2025-08-15 14:29:51,304 - INFO - Training: cls_zice: 63.27131588186274; reg_zipnll: 261.51575500370603; aux_mae_loss_1: 154.33138124617943; aux_mae_loss_2: 24.50162472393948; aux_mae_loss_4: 4.2233003411624; cnt_loss: 27.987618722155652; 2025-08-15 14:29:51,304 - INFO - Epoch: 0094 / 1300 lr: 8.294e-06 2025-08-15 14:31:10,639 - INFO - Training: cls_zice: 64.26445865830297; reg_zipnll: 248.09560063810764; aux_mae_loss_1: 152.9996652480569; aux_mae_loss_2: 24.386749451448495; aux_mae_loss_4: 4.207365997039873; cnt_loss: 27.702983034913522; 2025-08-15 14:31:10,640 - INFO - Epoch: 0095 / 1300 lr: 6.395e-06 2025-08-15 14:32:29,472 - INFO - Training: cls_zice: 63.061668449471725; reg_zipnll: 255.44216806171485; aux_mae_loss_1: 151.9338776017216; aux_mae_loss_2: 24.144195105545318; aux_mae_loss_4: 4.1395776959801704; cnt_loss: 26.873189848309003; 2025-08-15 14:32:29,473 - INFO - Epoch: 0096 / 1300 lr: 4.768e-06 2025-08-15 14:33:48,636 - INFO - Training: cls_zice: 65.56626177814748; reg_zipnll: 261.73292939644546; aux_mae_loss_1: 154.4562286141599; aux_mae_loss_2: 24.630110812983965; aux_mae_loss_4: 4.2761319840475345; cnt_loss: 29.539713776816438; 2025-08-15 14:33:48,636 - INFO - Epoch: 0097 / 1300 lr: 3.423e-06 2025-08-15 14:35:07,693 - INFO - Training: cls_zice: 65.28974182624131; reg_zipnll: 252.74199576488192; aux_mae_loss_1: 151.8876576460419; aux_mae_loss_2: 24.055775420524775; aux_mae_loss_4: 4.118540965193035; cnt_loss: 26.247181726911688; 2025-08-15 14:35:07,694 - INFO - Epoch: 0098 / 1300 lr: 2.368e-06 2025-08-15 14:36:26,999 - INFO - Training: cls_zice: 62.622663555949316; reg_zipnll: 257.9683598025599; aux_mae_loss_1: 150.51254962342563; aux_mae_loss_2: 23.792916953716915; aux_mae_loss_4: 4.092137574383409; cnt_loss: 27.22673153785323; 2025-08-15 14:36:26,999 - INFO - Epoch: 0099 / 1300 lr: 1.609e-06 2025-08-15 14:37:46,768 - INFO - Training: cls_zice: 64.85037980311021; reg_zipnll: 258.99004157098216; aux_mae_loss_1: 154.08820725467947; aux_mae_loss_2: 24.690307913831695; aux_mae_loss_4: 4.295893724749205; cnt_loss: 30.019288596273388; 2025-08-15 14:37:46,768 - INFO - Epoch: 0100 / 1300 lr: 1.153e-06 2025-08-15 14:39:25,215 - INFO - Training: cls_zice: 61.05651978569962; reg_zipnll: 247.0748991684313; aux_mae_loss_1: 150.2514706589569; aux_mae_loss_2: 23.893235256861907; aux_mae_loss_4: 4.102804211387291; cnt_loss: 25.520821181544914; 2025-08-15 14:39:25,433 - INFO - Evaluation: Curr mae: 130.0090; Best mae: 130.0090; inf; inf; inf; inf; Curr rmse: 646.0353; Best rmse: 646.0353; inf; inf; inf; inf; Curr nae: 0.6128; Best nae: 0.6128; inf; inf; inf; inf; 2025-08-15 14:39:25,718 - INFO - Epoch: 0101 / 1300 lr: 1.000e-04 2025-08-15 14:41:03,506 - INFO - Training: cls_zice: 66.38004308540594; reg_zipnll: 269.91871115481024; aux_mae_loss_1: 160.35740815581883; aux_mae_loss_2: 26.62553186955979; aux_mae_loss_4: 4.8812766409165445; cnt_loss: 42.24105606471358; 2025-08-15 14:41:03,697 - INFO - Evaluation: Curr mae: 293.9164; Best mae: 130.0090; 293.9164; inf; inf; inf; Curr rmse: 937.3510; Best rmse: 646.0353; 937.3510; inf; inf; inf; Curr nae: 1.7431; Best nae: 0.6128; 1.7431; inf; inf; inf; 2025-08-15 14:41:03,697 - INFO - Epoch: 0102 / 1300 lr: 9.996e-05 2025-08-15 14:42:41,175 - INFO - Training: cls_zice: 68.38978746050734; reg_zipnll: 272.98197035801746; aux_mae_loss_1: 163.21716204645702; aux_mae_loss_2: 27.67601008770705; aux_mae_loss_4: 5.180805447475462; cnt_loss: 47.50390535761581; 2025-08-15 14:42:41,352 - INFO - Evaluation: Curr mae: 169.1493; Best mae: 130.0090; 169.1493; 293.9164; inf; inf; Curr rmse: 681.1707; Best rmse: 646.0353; 681.1707; 937.3510; inf; inf; Curr nae: 0.4804; Best nae: 0.4804; 0.6128; 1.7431; inf; inf; 2025-08-15 14:42:41,352 - INFO - Epoch: 0103 / 1300 lr: 9.985e-05 2025-08-15 14:44:19,561 - INFO - Training: cls_zice: 64.95228463089558; reg_zipnll: 276.0831613810326; aux_mae_loss_1: 163.53913149796904; aux_mae_loss_2: 27.597389927253626; aux_mae_loss_4: 5.133816326185486; cnt_loss: 46.32857983522979; 2025-08-15 14:44:19,737 - INFO - Evaluation: Curr mae: 100.9462; Best mae: 100.9462; 130.0090; 169.1493; 293.9164; inf; Curr rmse: 539.0520; Best rmse: 539.0520; 646.0353; 681.1707; 937.3510; inf; Curr nae: 0.3299; Best nae: 0.3299; 0.4804; 0.6128; 1.7431; inf; 2025-08-15 14:44:19,737 - INFO - Epoch: 0104 / 1300 lr: 9.966e-05 2025-08-15 14:45:57,402 - INFO - Training: cls_zice: 66.8725503433333; reg_zipnll: 271.3911117024164; aux_mae_loss_1: 162.14856079611496; aux_mae_loss_2: 27.496370721292372; aux_mae_loss_4: 5.113601227958895; cnt_loss: 45.52498780179453; 2025-08-15 14:45:57,661 - INFO - Evaluation: Curr mae: 96.1995; Best mae: 96.1995; 100.9462; 130.0090; 169.1493; 293.9164; Curr rmse: 483.2652; Best rmse: 483.2652; 539.0520; 646.0353; 681.1707; 937.3510; Curr nae: 0.3414; Best nae: 0.3299; 0.3414; 0.4804; 0.6128; 1.7431; 2025-08-15 14:45:57,661 - INFO - Epoch: 0105 / 1300 lr: 9.939e-05 2025-08-15 14:47:36,255 - INFO - Training: cls_zice: 68.6798584145568; reg_zipnll: 269.3243757998116; aux_mae_loss_1: 164.8035796197337; aux_mae_loss_2: 28.280281983794772; aux_mae_loss_4: 5.353918341560658; cnt_loss: 48.66772178267452; 2025-08-15 14:47:36,496 - INFO - Evaluation: Curr mae: 129.0927; Best mae: 96.1995; 100.9462; 129.0927; 130.0090; 169.1493; Curr rmse: 430.8597; Best rmse: 430.8597; 483.2652; 539.0520; 646.0353; 681.1707; Curr nae: 0.7782; Best nae: 0.3299; 0.3414; 0.4804; 0.6128; 0.7782; 2025-08-15 14:47:36,496 - INFO - Epoch: 0106 / 1300 lr: 9.905e-05 2025-08-15 14:49:14,029 - INFO - Training: cls_zice: 69.62593732203493; reg_zipnll: 271.08460006125483; aux_mae_loss_1: 166.24736121503736; aux_mae_loss_2: 28.64317424009269; aux_mae_loss_4: 5.415633596920416; cnt_loss: 50.172280524874104; 2025-08-15 14:49:14,151 - INFO - Evaluation: Curr mae: 155.4922; Best mae: 96.1995; 100.9462; 129.0927; 130.0090; 155.4922; Curr rmse: 592.5158; Best rmse: 430.8597; 483.2652; 539.0520; 592.5158; 646.0353; Curr nae: 0.8260; Best nae: 0.3299; 0.3414; 0.4804; 0.6128; 0.7782; 2025-08-15 14:49:14,151 - INFO - Epoch: 0107 / 1300 lr: 9.863e-05 2025-08-15 14:50:52,209 - INFO - Training: cls_zice: 68.30247475907858; reg_zipnll: 265.8486866644538; aux_mae_loss_1: 159.7906393624823; aux_mae_loss_2: 26.729772250879087; aux_mae_loss_4: 4.911101351360429; cnt_loss: 42.4360770094364; 2025-08-15 14:50:52,424 - INFO - Evaluation: Curr mae: 102.9789; Best mae: 96.1995; 100.9462; 102.9789; 129.0927; 130.0090; Curr rmse: 485.6220; Best rmse: 430.8597; 483.2652; 485.6220; 539.0520; 592.5158; Curr nae: 0.5605; Best nae: 0.3299; 0.3414; 0.4804; 0.5605; 0.6128; 2025-08-15 14:50:52,425 - INFO - Epoch: 0108 / 1300 lr: 9.814e-05 2025-08-15 14:52:31,422 - INFO - Training: cls_zice: 68.88921248974101; reg_zipnll: 267.25289004014513; aux_mae_loss_1: 165.8067038224718; aux_mae_loss_2: 28.270006965548948; aux_mae_loss_4: 5.300481104605608; cnt_loss: 48.58910911922896; 2025-08-15 14:52:31,483 - INFO - Evaluation: Curr mae: 141.9655; Best mae: 96.1995; 100.9462; 102.9789; 129.0927; 130.0090; Curr rmse: 555.9638; Best rmse: 430.8597; 483.2652; 485.6220; 539.0520; 555.9638; Curr nae: 1.1621; Best nae: 0.3299; 0.3414; 0.4804; 0.5605; 0.6128; 2025-08-15 14:52:31,483 - INFO - Epoch: 0109 / 1300 lr: 9.758e-05 2025-08-15 14:54:09,026 - INFO - Training: cls_zice: 69.20855406041623; reg_zipnll: 267.66579102856946; aux_mae_loss_1: 164.5455293336687; aux_mae_loss_2: 27.64946008893089; aux_mae_loss_4: 5.111014073489565; cnt_loss: 44.517837651284616; 2025-08-15 14:54:09,089 - INFO - Evaluation: Curr mae: 147.1550; Best mae: 96.1995; 100.9462; 102.9789; 129.0927; 130.0090; Curr rmse: 517.6743; Best rmse: 430.8597; 483.2652; 485.6220; 517.6743; 539.0520; Curr nae: 0.7969; Best nae: 0.3299; 0.3414; 0.4804; 0.5605; 0.6128; 2025-08-15 14:54:09,089 - INFO - Epoch: 0110 / 1300 lr: 9.694e-05 2025-08-15 14:55:46,743 - INFO - Training: cls_zice: 65.689566712453; reg_zipnll: 259.7551722391712; aux_mae_loss_1: 158.57979896565024; aux_mae_loss_2: 26.44800050951215; aux_mae_loss_4: 4.817264277708254; cnt_loss: 40.2565430773561; 2025-08-15 14:55:46,744 - INFO - Evaluation: Curr mae: 161.9763; Best mae: 96.1995; 100.9462; 102.9789; 129.0927; 130.0090; Curr rmse: 606.3132; Best rmse: 430.8597; 483.2652; 485.6220; 517.6743; 539.0520; Curr nae: 0.8296; Best nae: 0.3299; 0.3414; 0.4804; 0.5605; 0.6128; 2025-08-15 14:55:46,744 - INFO - Epoch: 0111 / 1300 lr: 9.623e-05 2025-08-15 14:57:24,129 - INFO - Training: cls_zice: 65.5015185338979; reg_zipnll: 267.3140684289614; aux_mae_loss_1: 157.87139903365187; aux_mae_loss_2: 26.08865251148881; aux_mae_loss_4: 4.725523318453742; cnt_loss: 38.882442799202884; 2025-08-15 14:57:24,309 - INFO - Evaluation: Curr mae: 103.3884; Best mae: 96.1995; 100.9462; 102.9789; 103.3884; 129.0927; Curr rmse: 535.5879; Best rmse: 430.8597; 483.2652; 485.6220; 517.6743; 535.5879; Curr nae: 0.5258; Best nae: 0.3299; 0.3414; 0.4804; 0.5258; 0.5605; 2025-08-15 14:57:24,309 - INFO - Epoch: 0112 / 1300 lr: 9.545e-05 2025-08-15 14:59:02,568 - INFO - Training: cls_zice: 66.48487666498266; reg_zipnll: 259.51797765815166; aux_mae_loss_1: 157.82051434553682; aux_mae_loss_2: 26.333440634769154; aux_mae_loss_4: 4.7976487259019; cnt_loss: 40.01175908686876; 2025-08-15 14:59:02,690 - INFO - Evaluation: Curr mae: 101.7378; Best mae: 96.1995; 100.9462; 101.7378; 102.9789; 103.3884; Curr rmse: 567.6188; Best rmse: 430.8597; 483.2652; 485.6220; 517.6743; 535.5879; Curr nae: 0.3635; Best nae: 0.3299; 0.3414; 0.3635; 0.4804; 0.5258; 2025-08-15 14:59:02,690 - INFO - Epoch: 0113 / 1300 lr: 9.460e-05 2025-08-15 15:00:40,440 - INFO - Training: cls_zice: 63.797490927431454; reg_zipnll: 268.2948739019948; aux_mae_loss_1: 159.15821786404882; aux_mae_loss_2: 27.016948687693148; aux_mae_loss_4: 5.0033583262585735; cnt_loss: 44.50850669338648; 2025-08-15 15:00:40,622 - INFO - Evaluation: Curr mae: 99.4995; Best mae: 96.1995; 99.4995; 100.9462; 101.7378; 102.9789; Curr rmse: 432.6571; Best rmse: 430.8597; 432.6571; 483.2652; 485.6220; 517.6743; Curr nae: 0.4482; Best nae: 0.3299; 0.3414; 0.3635; 0.4482; 0.4804; 2025-08-15 15:00:40,623 - INFO - Epoch: 0114 / 1300 lr: 9.369e-05 2025-08-15 15:02:18,635 - INFO - Training: cls_zice: 67.0294098491304; reg_zipnll: 269.2703486346953; aux_mae_loss_1: 159.02131156627195; aux_mae_loss_2: 26.58169100646188; aux_mae_loss_4: 4.8799623159026115; cnt_loss: 40.78287145349851; 2025-08-15 15:02:18,636 - INFO - Evaluation: Curr mae: 118.2541; Best mae: 96.1995; 99.4995; 100.9462; 101.7378; 102.9789; Curr rmse: 556.9622; Best rmse: 430.8597; 432.6571; 483.2652; 485.6220; 517.6743; Curr nae: 0.7907; Best nae: 0.3299; 0.3414; 0.3635; 0.4482; 0.4804; 2025-08-15 15:02:18,636 - INFO - Epoch: 0115 / 1300 lr: 9.271e-05 2025-08-15 15:03:56,968 - INFO - Training: cls_zice: 66.59002497968453; reg_zipnll: 266.27795198337583; aux_mae_loss_1: 156.80574113115247; aux_mae_loss_2: 26.185483619915487; aux_mae_loss_4: 4.787161464862774; cnt_loss: 40.5590520236057; 2025-08-15 15:03:58,653 - INFO - Evaluation: Curr mae: 108.4728; Best mae: 96.1995; 99.4995; 100.9462; 101.7378; 102.9789; Curr rmse: 375.7084; Best rmse: 375.7084; 430.8597; 432.6571; 483.2652; 485.6220; Curr nae: 0.6514; Best nae: 0.3299; 0.3414; 0.3635; 0.4482; 0.4804; 2025-08-15 15:03:58,653 - INFO - Epoch: 0116 / 1300 lr: 9.166e-05 2025-08-15 15:05:36,343 - INFO - Training: cls_zice: 66.40639245234296; reg_zipnll: 263.11651291638844; aux_mae_loss_1: 159.0140351440116; aux_mae_loss_2: 26.40481669246997; aux_mae_loss_4: 4.798375107328812; cnt_loss: 40.0008504127169; 2025-08-15 15:05:36,409 - INFO - Evaluation: Curr mae: 118.9658; Best mae: 96.1995; 99.4995; 100.9462; 101.7378; 102.9789; Curr rmse: 545.4671; Best rmse: 375.7084; 430.8597; 432.6571; 483.2652; 485.6220; Curr nae: 0.3164; Best nae: 0.3164; 0.3299; 0.3414; 0.3635; 0.4482; 2025-08-15 15:05:36,409 - INFO - Epoch: 0117 / 1300 lr: 9.055e-05 2025-08-15 15:07:13,876 - INFO - Training: cls_zice: 64.53540196712189; reg_zipnll: 259.7155513027946; aux_mae_loss_1: 154.84371050464463; aux_mae_loss_2: 25.716159629331457; aux_mae_loss_4: 4.656861382462371; cnt_loss: 38.079896913396055; 2025-08-15 15:07:13,877 - INFO - Evaluation: Curr mae: 132.7823; Best mae: 96.1995; 99.4995; 100.9462; 101.7378; 102.9789; Curr rmse: 554.0770; Best rmse: 375.7084; 430.8597; 432.6571; 483.2652; 485.6220; Curr nae: 1.0912; Best nae: 0.3164; 0.3299; 0.3414; 0.3635; 0.4482; 2025-08-15 15:07:13,878 - INFO - Epoch: 0118 / 1300 lr: 8.937e-05 2025-08-15 15:08:52,102 - INFO - Training: cls_zice: 68.97262132933943; reg_zipnll: 259.11767947827025; aux_mae_loss_1: 159.36247877106263; aux_mae_loss_2: 26.561067890078977; aux_mae_loss_4: 4.8593597884043325; cnt_loss: 40.839058823328095; 2025-08-15 15:08:52,225 - INFO - Evaluation: Curr mae: 94.0191; Best mae: 94.0191; 96.1995; 99.4995; 100.9462; 101.7378; Curr rmse: 565.2593; Best rmse: 375.7084; 430.8597; 432.6571; 483.2652; 485.6220; Curr nae: 0.3070; Best nae: 0.3070; 0.3164; 0.3299; 0.3414; 0.3635; 2025-08-15 15:08:52,225 - INFO - Epoch: 0119 / 1300 lr: 8.814e-05 2025-08-15 15:10:30,305 - INFO - Training: cls_zice: 66.87097083775274; reg_zipnll: 263.89417223697455; aux_mae_loss_1: 158.16212701674905; aux_mae_loss_2: 26.49992033754952; aux_mae_loss_4: 4.867793846252951; cnt_loss: 41.037390727310374; 2025-08-15 15:10:30,306 - INFO - Evaluation: Curr mae: 132.7523; Best mae: 94.0191; 96.1995; 99.4995; 100.9462; 101.7378; Curr rmse: 552.4304; Best rmse: 375.7084; 430.8597; 432.6571; 483.2652; 485.6220; Curr nae: 0.7064; Best nae: 0.3070; 0.3164; 0.3299; 0.3414; 0.3635; 2025-08-15 15:10:30,306 - INFO - Epoch: 0120 / 1300 lr: 8.685e-05 2025-08-15 15:12:07,688 - INFO - Training: cls_zice: 66.87989277275791; reg_zipnll: 258.1900092078358; aux_mae_loss_1: 159.57362611863792; aux_mae_loss_2: 26.682113093398225; aux_mae_loss_4: 4.869875890430264; cnt_loss: 41.35515921158778; 2025-08-15 15:12:07,689 - INFO - Evaluation: Curr mae: 110.7708; Best mae: 94.0191; 96.1995; 99.4995; 100.9462; 101.7378; Curr rmse: 556.0381; Best rmse: 375.7084; 430.8597; 432.6571; 483.2652; 485.6220; Curr nae: 0.3852; Best nae: 0.3070; 0.3164; 0.3299; 0.3414; 0.3635; 2025-08-15 15:12:07,689 - INFO - Epoch: 0121 / 1300 lr: 8.550e-05 2025-08-15 15:13:45,838 - INFO - Training: cls_zice: 64.99467035028653; reg_zipnll: 266.1000290113121; aux_mae_loss_1: 161.2429585885879; aux_mae_loss_2: 27.317691344528395; aux_mae_loss_4: 5.062294318314383; cnt_loss: 44.11960205382124; 2025-08-15 15:13:45,839 - INFO - Evaluation: Curr mae: 115.3655; Best mae: 94.0191; 96.1995; 99.4995; 100.9462; 101.7378; Curr rmse: 524.2503; Best rmse: 375.7084; 430.8597; 432.6571; 483.2652; 485.6220; Curr nae: 1.3459; Best nae: 0.3070; 0.3164; 0.3299; 0.3414; 0.3635; 2025-08-15 15:13:45,839 - INFO - Epoch: 0122 / 1300 lr: 8.410e-05 2025-08-15 15:15:24,677 - INFO - Training: cls_zice: 65.94424140514629; reg_zipnll: 265.66642625901875; aux_mae_loss_1: 157.7212534122418; aux_mae_loss_2: 26.272142477697457; aux_mae_loss_4: 4.747722562297144; cnt_loss: 38.28757533561295; 2025-08-15 15:15:24,741 - INFO - Evaluation: Curr mae: 99.4164; Best mae: 94.0191; 96.1995; 99.4164; 99.4995; 100.9462; Curr rmse: 589.1563; Best rmse: 375.7084; 430.8597; 432.6571; 483.2652; 485.6220; Curr nae: 0.4735; Best nae: 0.3070; 0.3164; 0.3299; 0.3414; 0.3635; 2025-08-15 15:15:24,741 - INFO - Epoch: 0123 / 1300 lr: 8.265e-05 2025-08-15 15:17:02,543 - INFO - Training: cls_zice: 65.5383656576161; reg_zipnll: 260.4665359948166; aux_mae_loss_1: 152.08792016193615; aux_mae_loss_2: 25.035246871124503; aux_mae_loss_4: 4.491370028579143; cnt_loss: 35.67125835639346; 2025-08-15 15:17:02,544 - INFO - Evaluation: Curr mae: 117.0914; Best mae: 94.0191; 96.1995; 99.4164; 99.4995; 100.9462; Curr rmse: 597.8900; Best rmse: 375.7084; 430.8597; 432.6571; 483.2652; 485.6220; Curr nae: 0.4205; Best nae: 0.3070; 0.3164; 0.3299; 0.3414; 0.3635; 2025-08-15 15:17:02,544 - INFO - Epoch: 0124 / 1300 lr: 8.115e-05 2025-08-15 15:18:40,707 - INFO - Training: cls_zice: 63.826948077789005; reg_zipnll: 258.67670160700544; aux_mae_loss_1: 153.1698040802865; aux_mae_loss_2: 25.196694686664102; aux_mae_loss_4: 4.512742011896442; cnt_loss: 35.173689979513995; 2025-08-15 15:18:40,708 - INFO - Evaluation: Curr mae: 107.9175; Best mae: 94.0191; 96.1995; 99.4164; 99.4995; 100.9462; Curr rmse: 601.5157; Best rmse: 375.7084; 430.8597; 432.6571; 483.2652; 485.6220; Curr nae: 0.4519; Best nae: 0.3070; 0.3164; 0.3299; 0.3414; 0.3635; 2025-08-15 15:18:40,708 - INFO - Epoch: 0125 / 1300 lr: 7.960e-05 2025-08-15 15:20:18,569 - INFO - Training: cls_zice: 64.37848580956152; reg_zipnll: 256.7956199155675; aux_mae_loss_1: 154.6530773143229; aux_mae_loss_2: 25.427643171619327; aux_mae_loss_4: 4.552345981941125; cnt_loss: 35.48708457444199; 2025-08-15 15:20:18,571 - INFO - Evaluation: Curr mae: 114.6566; Best mae: 94.0191; 96.1995; 99.4164; 99.4995; 100.9462; Curr rmse: 588.9149; Best rmse: 375.7084; 430.8597; 432.6571; 483.2652; 485.6220; Curr nae: 0.4233; Best nae: 0.3070; 0.3164; 0.3299; 0.3414; 0.3635; 2025-08-15 15:20:18,571 - INFO - Epoch: 0126 / 1300 lr: 7.800e-05 2025-08-15 15:21:56,482 - INFO - Training: cls_zice: 64.83361308062138; reg_zipnll: 252.82107543945312; aux_mae_loss_1: 155.31788774505065; aux_mae_loss_2: 25.806667001817406; aux_mae_loss_4: 4.684744362659504; cnt_loss: 38.52460378301174; 2025-08-15 15:21:56,606 - INFO - Evaluation: Curr mae: 95.5653; Best mae: 94.0191; 95.5653; 96.1995; 99.4164; 99.4995; Curr rmse: 531.0222; Best rmse: 375.7084; 430.8597; 432.6571; 483.2652; 485.6220; Curr nae: 0.2699; Best nae: 0.2699; 0.3070; 0.3164; 0.3299; 0.3414; 2025-08-15 15:21:56,607 - INFO - Epoch: 0127 / 1300 lr: 7.636e-05 2025-08-15 15:23:34,340 - INFO - Training: cls_zice: 68.23325419897132; reg_zipnll: 251.8104732189816; aux_mae_loss_1: 159.98246522427831; aux_mae_loss_2: 26.481629147321215; aux_mae_loss_4: 4.780585671605059; cnt_loss: 38.39768301429356; 2025-08-15 15:23:34,405 - INFO - Evaluation: Curr mae: 95.4856; Best mae: 94.0191; 95.4856; 95.5653; 96.1995; 99.4164; Curr rmse: 604.2357; Best rmse: 375.7084; 430.8597; 432.6571; 483.2652; 485.6220; Curr nae: 0.3769; Best nae: 0.2699; 0.3070; 0.3164; 0.3299; 0.3414; 2025-08-15 15:23:34,405 - INFO - Epoch: 0128 / 1300 lr: 7.469e-05 2025-08-15 15:25:11,607 - INFO - Training: cls_zice: 66.31967167376246; reg_zipnll: 258.10090978470436; aux_mae_loss_1: 155.812979426053; aux_mae_loss_2: 25.782800765147858; aux_mae_loss_4: 4.643085596800463; cnt_loss: 37.17335933339626; 2025-08-15 15:25:11,670 - INFO - Evaluation: Curr mae: 110.0294; Best mae: 94.0191; 95.4856; 95.5653; 96.1995; 99.4164; Curr rmse: 468.5019; Best rmse: 375.7084; 430.8597; 432.6571; 468.5019; 483.2652; Curr nae: 0.6712; Best nae: 0.2699; 0.3070; 0.3164; 0.3299; 0.3414; 2025-08-15 15:25:11,670 - INFO - Epoch: 0129 / 1300 lr: 7.297e-05 2025-08-15 15:26:49,584 - INFO - Training: cls_zice: 65.13658106867176; reg_zipnll: 251.4133109261873; aux_mae_loss_1: 152.75050075501588; aux_mae_loss_2: 25.308190342086753; aux_mae_loss_4: 4.528258294556625; cnt_loss: 35.378436483270406; 2025-08-15 15:26:49,708 - INFO - Evaluation: Curr mae: 93.4604; Best mae: 93.4604; 94.0191; 95.4856; 95.5653; 96.1995; Curr rmse: 532.7868; Best rmse: 375.7084; 430.8597; 432.6571; 468.5019; 483.2652; Curr nae: 0.2964; Best nae: 0.2699; 0.2964; 0.3070; 0.3164; 0.3299; 2025-08-15 15:26:49,708 - INFO - Epoch: 0130 / 1300 lr: 7.122e-05 2025-08-15 15:28:27,267 - INFO - Training: cls_zice: 61.210146261211534; reg_zipnll: 251.04657884612487; aux_mae_loss_1: 149.50163191572253; aux_mae_loss_2: 24.607529614455903; aux_mae_loss_4: 4.383380262741393; cnt_loss: 32.629260818878606; 2025-08-15 15:28:27,445 - INFO - Evaluation: Curr mae: 89.1754; Best mae: 89.1754; 93.4604; 94.0191; 95.4856; 95.5653; Curr rmse: 431.4297; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 468.5019; Curr nae: 0.2577; Best nae: 0.2577; 0.2699; 0.2964; 0.3070; 0.3164; 2025-08-15 15:28:27,445 - INFO - Epoch: 0131 / 1300 lr: 6.944e-05 2025-08-15 15:30:04,994 - INFO - Training: cls_zice: 63.81252306538866; reg_zipnll: 254.29508698568858; aux_mae_loss_1: 151.60043904223602; aux_mae_loss_2: 24.640629838242322; aux_mae_loss_4: 4.328428559560702; cnt_loss: 31.33752280703547; 2025-08-15 15:30:05,057 - INFO - Evaluation: Curr mae: 91.8403; Best mae: 89.1754; 91.8403; 93.4604; 94.0191; 95.4856; Curr rmse: 524.0640; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 468.5019; Curr nae: 0.5352; Best nae: 0.2577; 0.2699; 0.2964; 0.3070; 0.3164; 2025-08-15 15:30:05,057 - INFO - Epoch: 0132 / 1300 lr: 6.763e-05 2025-08-15 15:31:43,590 - INFO - Training: cls_zice: 60.910402153941845; reg_zipnll: 251.44332725897547; aux_mae_loss_1: 149.1070417879786; aux_mae_loss_2: 24.680075379447644; aux_mae_loss_4: 4.401819003578323; cnt_loss: 35.27466600413187; 2025-08-15 15:31:43,591 - INFO - Evaluation: Curr mae: 123.2156; Best mae: 89.1754; 91.8403; 93.4604; 94.0191; 95.4856; Curr rmse: 529.0384; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 468.5019; Curr nae: 0.5663; Best nae: 0.2577; 0.2699; 0.2964; 0.3070; 0.3164; 2025-08-15 15:31:43,591 - INFO - Epoch: 0133 / 1300 lr: 6.580e-05 2025-08-15 15:33:22,402 - INFO - Training: cls_zice: 62.500043479519825; reg_zipnll: 253.1417301933073; aux_mae_loss_1: 152.26559595338483; aux_mae_loss_2: 24.944592998082964; aux_mae_loss_4: 4.404810648650927; cnt_loss: 33.27384193881312; 2025-08-15 15:33:22,404 - INFO - Evaluation: Curr mae: 110.0803; Best mae: 89.1754; 91.8403; 93.4604; 94.0191; 95.4856; Curr rmse: 570.3242; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 468.5019; Curr nae: 0.3579; Best nae: 0.2577; 0.2699; 0.2964; 0.3070; 0.3164; 2025-08-15 15:33:22,404 - INFO - Epoch: 0134 / 1300 lr: 6.394e-05 2025-08-15 15:35:00,564 - INFO - Training: cls_zice: 62.30061113129545; reg_zipnll: 253.50866025517718; aux_mae_loss_1: 150.53616661032552; aux_mae_loss_2: 24.69828873734854; aux_mae_loss_4: 4.3764488510117125; cnt_loss: 33.5273626101967; 2025-08-15 15:35:00,565 - INFO - Evaluation: Curr mae: 101.9394; Best mae: 89.1754; 91.8403; 93.4604; 94.0191; 95.4856; Curr rmse: 593.1156; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 468.5019; Curr nae: 0.4027; Best nae: 0.2577; 0.2699; 0.2964; 0.3070; 0.3164; 2025-08-15 15:35:00,565 - INFO - Epoch: 0135 / 1300 lr: 6.206e-05 2025-08-15 15:36:37,976 - INFO - Training: cls_zice: 63.21392513390219; reg_zipnll: 242.99779215324813; aux_mae_loss_1: 151.05067169267903; aux_mae_loss_2: 24.611627872927944; aux_mae_loss_4: 4.32495499392708; cnt_loss: 31.45540892985915; 2025-08-15 15:36:37,977 - INFO - Evaluation: Curr mae: 163.6039; Best mae: 89.1754; 91.8403; 93.4604; 94.0191; 95.4856; Curr rmse: 541.7268; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 468.5019; Curr nae: 0.8239; Best nae: 0.2577; 0.2699; 0.2964; 0.3070; 0.3164; 2025-08-15 15:36:37,978 - INFO - Epoch: 0136 / 1300 lr: 6.016e-05 2025-08-15 15:38:15,369 - INFO - Training: cls_zice: 68.21220866194268; reg_zipnll: 250.72788701878721; aux_mae_loss_1: 155.75481487362427; aux_mae_loss_2: 25.588125094043566; aux_mae_loss_4: 4.581327894046558; cnt_loss: 35.41446131605722; 2025-08-15 15:38:15,432 - INFO - Evaluation: Curr mae: 94.4724; Best mae: 89.1754; 91.8403; 93.4604; 94.0191; 94.4724; Curr rmse: 488.1945; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 468.5019; Curr nae: 0.3530; Best nae: 0.2577; 0.2699; 0.2964; 0.3070; 0.3164; 2025-08-15 15:38:15,432 - INFO - Epoch: 0137 / 1300 lr: 5.824e-05 2025-08-15 15:39:53,291 - INFO - Training: cls_zice: 65.82264789211106; reg_zipnll: 251.4632996801852; aux_mae_loss_1: 151.12610159435124; aux_mae_loss_2: 24.783627647360678; aux_mae_loss_4: 4.388332014525151; cnt_loss: 33.422034885092685; 2025-08-15 15:39:53,355 - INFO - Evaluation: Curr mae: 85.5790; Best mae: 85.5790; 89.1754; 91.8403; 93.4604; 94.0191; Curr rmse: 501.4385; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 468.5019; Curr nae: 0.3614; Best nae: 0.2577; 0.2699; 0.2964; 0.3070; 0.3164; 2025-08-15 15:39:53,355 - INFO - Epoch: 0138 / 1300 lr: 5.632e-05 2025-08-15 15:41:31,539 - INFO - Training: cls_zice: 66.49563097823555; reg_zipnll: 261.5481580425351; aux_mae_loss_1: 153.67693163128928; aux_mae_loss_2: 25.137910095156005; aux_mae_loss_4: 4.471987527256453; cnt_loss: 34.041643650795315; 2025-08-15 15:41:31,663 - INFO - Evaluation: Curr mae: 85.0758; Best mae: 85.0758; 85.5790; 89.1754; 91.8403; 93.4604; Curr rmse: 524.0337; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 468.5019; Curr nae: 0.2607; Best nae: 0.2577; 0.2607; 0.2699; 0.2964; 0.3070; 2025-08-15 15:41:31,664 - INFO - Epoch: 0139 / 1300 lr: 5.438e-05 2025-08-15 15:43:10,446 - INFO - Training: cls_zice: 62.921656100869484; reg_zipnll: 252.39001529566121; aux_mae_loss_1: 151.41965142375093; aux_mae_loss_2: 24.71261059533048; aux_mae_loss_4: 4.361930227524824; cnt_loss: 33.05201277205754; 2025-08-15 15:43:10,508 - INFO - Evaluation: Curr mae: 103.6575; Best mae: 85.0758; 85.5790; 89.1754; 91.8403; 93.4604; Curr rmse: 451.4904; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.4407; Best nae: 0.2577; 0.2607; 0.2699; 0.2964; 0.3070; 2025-08-15 15:43:10,509 - INFO - Epoch: 0140 / 1300 lr: 5.244e-05 2025-08-15 15:44:47,775 - INFO - Training: cls_zice: 60.5210367699362; reg_zipnll: 255.62061699129316; aux_mae_loss_1: 147.40914570335252; aux_mae_loss_2: 23.699248786450656; aux_mae_loss_4: 4.103594539864204; cnt_loss: 28.555324790410335; 2025-08-15 15:44:47,776 - INFO - Evaluation: Curr mae: 100.7773; Best mae: 85.0758; 85.5790; 89.1754; 91.8403; 93.4604; Curr rmse: 537.5174; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.3703; Best nae: 0.2577; 0.2607; 0.2699; 0.2964; 0.3070; 2025-08-15 15:44:47,776 - INFO - Epoch: 0141 / 1300 lr: 5.050e-05 2025-08-15 15:46:25,366 - INFO - Training: cls_zice: 67.59117179695316; reg_zipnll: 249.58555539285615; aux_mae_loss_1: 154.03891660499082; aux_mae_loss_2: 25.197922672281535; aux_mae_loss_4: 4.476722738430249; cnt_loss: 34.72716116353601; 2025-08-15 15:46:25,487 - INFO - Evaluation: Curr mae: 88.1055; Best mae: 85.0758; 85.5790; 88.1055; 89.1754; 91.8403; Curr rmse: 556.2192; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.2905; Best nae: 0.2577; 0.2607; 0.2699; 0.2905; 0.2964; 2025-08-15 15:46:25,488 - INFO - Epoch: 0142 / 1300 lr: 4.856e-05 2025-08-15 15:48:03,623 - INFO - Training: cls_zice: 61.63805437854139; reg_zipnll: 242.6947603201192; aux_mae_loss_1: 146.8322683692285; aux_mae_loss_2: 23.692574335554266; aux_mae_loss_4: 4.1410348801502534; cnt_loss: 29.75401711831669; 2025-08-15 15:48:03,624 - INFO - Evaluation: Curr mae: 106.8679; Best mae: 85.0758; 85.5790; 88.1055; 89.1754; 91.8403; Curr rmse: 587.6797; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.8013; Best nae: 0.2577; 0.2607; 0.2699; 0.2905; 0.2964; 2025-08-15 15:48:03,625 - INFO - Epoch: 0143 / 1300 lr: 4.662e-05 2025-08-15 15:49:40,384 - INFO - Training: cls_zice: 62.8701568095727; reg_zipnll: 253.51820742256538; aux_mae_loss_1: 149.86869312864957; aux_mae_loss_2: 24.36466565168915; aux_mae_loss_4: 4.284190203965783; cnt_loss: 31.842678272325767; 2025-08-15 15:49:40,447 - INFO - Evaluation: Curr mae: 83.6888; Best mae: 83.6888; 85.0758; 85.5790; 88.1055; 89.1754; Curr rmse: 530.7586; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.3017; Best nae: 0.2577; 0.2607; 0.2699; 0.2905; 0.2964; 2025-08-15 15:49:40,448 - INFO - Epoch: 0144 / 1300 lr: 4.468e-05 2025-08-15 15:51:18,672 - INFO - Training: cls_zice: 67.07835627222735; reg_zipnll: 253.26053712545752; aux_mae_loss_1: 152.05991076197293; aux_mae_loss_2: 24.75707115183146; aux_mae_loss_4: 4.363310976782311; cnt_loss: 31.65245378109361; 2025-08-15 15:51:18,802 - INFO - Evaluation: Curr mae: 82.9954; Best mae: 82.9954; 83.6888; 85.0758; 85.5790; 88.1055; Curr rmse: 571.9293; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.2424; Best nae: 0.2424; 0.2577; 0.2607; 0.2699; 0.2905; 2025-08-15 15:51:18,803 - INFO - Epoch: 0145 / 1300 lr: 4.276e-05 2025-08-15 15:52:56,714 - INFO - Training: cls_zice: 60.59212531911683; reg_zipnll: 250.71023096707302; aux_mae_loss_1: 146.28033811083796; aux_mae_loss_2: 23.62381121064213; aux_mae_loss_4: 4.1035775546855975; cnt_loss: 28.17426560225401; 2025-08-15 15:52:56,715 - INFO - Evaluation: Curr mae: 101.5943; Best mae: 82.9954; 83.6888; 85.0758; 85.5790; 88.1055; Curr rmse: 545.5491; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.3817; Best nae: 0.2424; 0.2577; 0.2607; 0.2699; 0.2905; 2025-08-15 15:52:56,715 - INFO - Epoch: 0146 / 1300 lr: 4.084e-05 2025-08-15 15:54:34,437 - INFO - Training: cls_zice: 62.009458987296085; reg_zipnll: 247.04593718756746; aux_mae_loss_1: 146.7505679535069; aux_mae_loss_2: 23.530777286441282; aux_mae_loss_4: 4.0568209940179765; cnt_loss: 28.118162118377292; 2025-08-15 15:54:34,438 - INFO - Evaluation: Curr mae: 97.3413; Best mae: 82.9954; 83.6888; 85.0758; 85.5790; 88.1055; Curr rmse: 525.9430; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.3866; Best nae: 0.2424; 0.2577; 0.2607; 0.2699; 0.2905; 2025-08-15 15:54:34,439 - INFO - Epoch: 0147 / 1300 lr: 3.894e-05 2025-08-15 15:56:13,240 - INFO - Training: cls_zice: 65.20254272689856; reg_zipnll: 249.37763549000562; aux_mae_loss_1: 148.15404300640665; aux_mae_loss_2: 23.83648731346915; aux_mae_loss_4: 4.12989588537682; cnt_loss: 28.563277727534043; 2025-08-15 15:56:13,241 - INFO - Evaluation: Curr mae: 88.9026; Best mae: 82.9954; 83.6888; 85.0758; 85.5790; 88.1055; Curr rmse: 508.9722; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.3064; Best nae: 0.2424; 0.2577; 0.2607; 0.2699; 0.2905; 2025-08-15 15:56:13,241 - INFO - Epoch: 0148 / 1300 lr: 3.706e-05 2025-08-15 15:57:50,654 - INFO - Training: cls_zice: 61.936177533589166; reg_zipnll: 250.59662223168695; aux_mae_loss_1: 145.52300832204156; aux_mae_loss_2: 23.4448175503846; aux_mae_loss_4: 4.050714308161355; cnt_loss: 28.16626385551492; 2025-08-15 15:57:50,656 - INFO - Evaluation: Curr mae: 100.8223; Best mae: 82.9954; 83.6888; 85.0758; 85.5790; 88.1055; Curr rmse: 554.0373; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.3098; Best nae: 0.2424; 0.2577; 0.2607; 0.2699; 0.2905; 2025-08-15 15:57:50,656 - INFO - Epoch: 0149 / 1300 lr: 3.520e-05 2025-08-15 15:59:28,607 - INFO - Training: cls_zice: 60.75602775406102; reg_zipnll: 241.68392657988483; aux_mae_loss_1: 144.33928086641208; aux_mae_loss_2: 23.282407243331477; aux_mae_loss_4: 4.003109273843103; cnt_loss: 26.551448754602347; 2025-08-15 15:59:28,608 - INFO - Evaluation: Curr mae: 89.6826; Best mae: 82.9954; 83.6888; 85.0758; 85.5790; 88.1055; Curr rmse: 534.0193; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.3243; Best nae: 0.2424; 0.2577; 0.2607; 0.2699; 0.2905; 2025-08-15 15:59:28,609 - INFO - Epoch: 0150 / 1300 lr: 3.337e-05 2025-08-15 16:01:07,073 - INFO - Training: cls_zice: 65.0195456093565; reg_zipnll: 245.67593439685655; aux_mae_loss_1: 148.79064223576327; aux_mae_loss_2: 24.001302378343127; aux_mae_loss_4: 4.128713440925726; cnt_loss: 27.947344871290547; 2025-08-15 16:01:07,196 - INFO - Evaluation: Curr mae: 85.5789; Best mae: 82.9954; 83.6888; 85.0758; 85.5789; 85.5790; Curr rmse: 541.7572; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.2731; Best nae: 0.2424; 0.2577; 0.2607; 0.2699; 0.2731; 2025-08-15 16:01:07,359 - INFO - Epoch: 0151 / 1300 lr: 3.156e-05 2025-08-15 16:02:45,085 - INFO - Training: cls_zice: 61.712102643628356; reg_zipnll: 244.57990537020726; aux_mae_loss_1: 146.27050862152961; aux_mae_loss_2: 23.558952327865562; aux_mae_loss_4: 4.072026561955253; cnt_loss: 27.468702075413997; 2025-08-15 16:02:45,086 - INFO - Evaluation: Curr mae: 92.3443; Best mae: 82.9954; 83.6888; 85.0758; 85.5789; 85.5790; Curr rmse: 560.9755; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.2889; Best nae: 0.2424; 0.2577; 0.2607; 0.2699; 0.2731; 2025-08-15 16:02:45,086 - INFO - Epoch: 0152 / 1300 lr: 2.978e-05 2025-08-15 16:04:23,823 - INFO - Training: cls_zice: 61.819633336330746; reg_zipnll: 249.43321661471094; aux_mae_loss_1: 147.14109638478885; aux_mae_loss_2: 23.53095594102129; aux_mae_loss_4: 4.033755234397162; cnt_loss: 27.184774112578836; 2025-08-15 16:04:23,883 - INFO - Evaluation: Curr mae: 92.0850; Best mae: 82.9954; 83.6888; 85.0758; 85.5789; 85.5790; Curr rmse: 567.1275; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.2720; Best nae: 0.2424; 0.2577; 0.2607; 0.2699; 0.2720; 2025-08-15 16:04:23,883 - INFO - Epoch: 0153 / 1300 lr: 2.803e-05 2025-08-15 16:06:01,725 - INFO - Training: cls_zice: 66.4725509971227; reg_zipnll: 249.23817521318372; aux_mae_loss_1: 151.31283862057566; aux_mae_loss_2: 24.218065140486377; aux_mae_loss_4: 4.168308923820604; cnt_loss: 27.86480610290959; 2025-08-15 16:06:01,727 - INFO - Evaluation: Curr mae: 94.1502; Best mae: 82.9954; 83.6888; 85.0758; 85.5789; 85.5790; Curr rmse: 528.6353; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.5751; Best nae: 0.2424; 0.2577; 0.2607; 0.2699; 0.2720; 2025-08-15 16:06:01,727 - INFO - Epoch: 0154 / 1300 lr: 2.631e-05 2025-08-15 16:07:39,126 - INFO - Training: cls_zice: 60.89817941311392; reg_zipnll: 238.6434247916646; aux_mae_loss_1: 145.44631179378086; aux_mae_loss_2: 23.28857758235196; aux_mae_loss_4: 3.9709207518241705; cnt_loss: 26.320688397841465; 2025-08-15 16:07:39,128 - INFO - Evaluation: Curr mae: 93.9941; Best mae: 82.9954; 83.6888; 85.0758; 85.5789; 85.5790; Curr rmse: 609.1144; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.3045; Best nae: 0.2424; 0.2577; 0.2607; 0.2699; 0.2720; 2025-08-15 16:07:39,128 - INFO - Epoch: 0155 / 1300 lr: 2.464e-05 2025-08-15 16:09:17,670 - INFO - Training: cls_zice: 62.66453828082293; reg_zipnll: 249.2316466971351; aux_mae_loss_1: 144.05584733467788; aux_mae_loss_2: 23.004527676687754; aux_mae_loss_4: 3.930176343127204; cnt_loss: 25.61574345260169; 2025-08-15 16:09:17,671 - INFO - Evaluation: Curr mae: 92.6751; Best mae: 82.9954; 83.6888; 85.0758; 85.5789; 85.5790; Curr rmse: 587.7669; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.2863; Best nae: 0.2424; 0.2577; 0.2607; 0.2699; 0.2720; 2025-08-15 16:09:17,671 - INFO - Epoch: 0156 / 1300 lr: 2.300e-05 2025-08-15 16:10:55,166 - INFO - Training: cls_zice: 63.984717726822375; reg_zipnll: 245.0768831934598; aux_mae_loss_1: 147.151151318783; aux_mae_loss_2: 23.486230271640963; aux_mae_loss_4: 4.024742048779613; cnt_loss: 27.108547929626504; 2025-08-15 16:10:55,229 - INFO - Evaluation: Curr mae: 87.0744; Best mae: 82.9954; 83.6888; 85.0758; 85.5789; 85.5790; Curr rmse: 600.8504; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.2464; Best nae: 0.2424; 0.2464; 0.2577; 0.2607; 0.2699; 2025-08-15 16:10:55,229 - INFO - Epoch: 0157 / 1300 lr: 2.140e-05 2025-08-15 16:12:33,309 - INFO - Training: cls_zice: 58.83872048392087; reg_zipnll: 240.20728222569954; aux_mae_loss_1: 142.65197537184375; aux_mae_loss_2: 22.74009721628498; aux_mae_loss_4: 3.875903147658223; cnt_loss: 24.458420429254254; 2025-08-15 16:12:33,310 - INFO - Evaluation: Curr mae: 91.7652; Best mae: 82.9954; 83.6888; 85.0758; 85.5789; 85.5790; Curr rmse: 566.2845; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.3368; Best nae: 0.2424; 0.2464; 0.2577; 0.2607; 0.2699; 2025-08-15 16:12:33,310 - INFO - Epoch: 0158 / 1300 lr: 1.985e-05 2025-08-15 16:14:11,046 - INFO - Training: cls_zice: 63.20494831343849; reg_zipnll: 238.29603870852748; aux_mae_loss_1: 146.08404435596614; aux_mae_loss_2: 23.331393043302324; aux_mae_loss_4: 4.00256400656884; cnt_loss: 25.563989324250993; 2025-08-15 16:14:11,048 - INFO - Evaluation: Curr mae: 89.0277; Best mae: 82.9954; 83.6888; 85.0758; 85.5789; 85.5790; Curr rmse: 527.7847; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.6145; Best nae: 0.2424; 0.2464; 0.2577; 0.2607; 0.2699; 2025-08-15 16:14:11,048 - INFO - Epoch: 0159 / 1300 lr: 1.835e-05 2025-08-15 16:15:48,830 - INFO - Training: cls_zice: 63.08160943972727; reg_zipnll: 239.41278216403677; aux_mae_loss_1: 149.5937275580085; aux_mae_loss_2: 23.96332726686963; aux_mae_loss_4: 4.083756347088704; cnt_loss: 25.680544715920572; 2025-08-15 16:15:49,004 - INFO - Evaluation: Curr mae: 84.7995; Best mae: 82.9954; 83.6888; 84.7995; 85.0758; 85.5789; Curr rmse: 572.9734; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.2695; Best nae: 0.2424; 0.2464; 0.2577; 0.2607; 0.2695; 2025-08-15 16:15:49,004 - INFO - Epoch: 0160 / 1300 lr: 1.690e-05 2025-08-15 16:17:27,735 - INFO - Training: cls_zice: 58.97903402069234; reg_zipnll: 246.14303040688327; aux_mae_loss_1: 143.35492414557842; aux_mae_loss_2: 22.767771320048826; aux_mae_loss_4: 3.8453478604784967; cnt_loss: 24.393646308266412; 2025-08-15 16:17:27,737 - INFO - Evaluation: Curr mae: 86.4885; Best mae: 82.9954; 83.6888; 84.7995; 85.0758; 85.5789; Curr rmse: 544.9297; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.3549; Best nae: 0.2424; 0.2464; 0.2577; 0.2607; 0.2695; 2025-08-15 16:17:27,737 - INFO - Epoch: 0161 / 1300 lr: 1.550e-05 2025-08-15 16:19:06,218 - INFO - Training: cls_zice: 66.16589694357164; reg_zipnll: 237.66006709983844; aux_mae_loss_1: 148.11636783531208; aux_mae_loss_2: 23.591384760211856; aux_mae_loss_4: 4.020489165592929; cnt_loss: 24.37326446321139; 2025-08-15 16:19:06,219 - INFO - Evaluation: Curr mae: 97.8669; Best mae: 82.9954; 83.6888; 84.7995; 85.0758; 85.5789; Curr rmse: 520.8960; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.4718; Best nae: 0.2424; 0.2464; 0.2577; 0.2607; 0.2695; 2025-08-15 16:19:06,219 - INFO - Epoch: 0162 / 1300 lr: 1.415e-05 2025-08-15 16:20:43,744 - INFO - Training: cls_zice: 62.83593136769334; reg_zipnll: 239.6857833617144; aux_mae_loss_1: 146.11308834791797; aux_mae_loss_2: 23.17148871409556; aux_mae_loss_4: 3.8985772560372145; cnt_loss: 23.995568694063202; 2025-08-15 16:20:43,806 - INFO - Evaluation: Curr mae: 80.9947; Best mae: 80.9947; 82.9954; 83.6888; 84.7995; 85.0758; Curr rmse: 487.1284; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.3407; Best nae: 0.2424; 0.2464; 0.2577; 0.2607; 0.2695; 2025-08-15 16:20:43,806 - INFO - Epoch: 0163 / 1300 lr: 1.286e-05 2025-08-15 16:22:22,774 - INFO - Training: cls_zice: 64.01897809633405; reg_zipnll: 247.15310287475586; aux_mae_loss_1: 148.23085310771717; aux_mae_loss_2: 23.567814321934716; aux_mae_loss_4: 3.9861635697531517; cnt_loss: 23.544365589906747; 2025-08-15 16:22:22,775 - INFO - Evaluation: Curr mae: 86.4928; Best mae: 80.9947; 82.9954; 83.6888; 84.7995; 85.0758; Curr rmse: 504.9562; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.4600; Best nae: 0.2424; 0.2464; 0.2577; 0.2607; 0.2695; 2025-08-15 16:22:22,775 - INFO - Epoch: 0164 / 1300 lr: 1.163e-05 2025-08-15 16:24:00,421 - INFO - Training: cls_zice: 61.244004667264946; reg_zipnll: 242.71986498011415; aux_mae_loss_1: 144.93253958439766; aux_mae_loss_2: 22.89162730557753; aux_mae_loss_4: 3.8525671955858836; cnt_loss: 23.018953425105863; 2025-08-15 16:24:00,483 - INFO - Evaluation: Curr mae: 82.2699; Best mae: 80.9947; 82.2699; 82.9954; 83.6888; 84.7995; Curr rmse: 512.2348; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.3530; Best nae: 0.2424; 0.2464; 0.2577; 0.2607; 0.2695; 2025-08-15 16:24:00,484 - INFO - Epoch: 0165 / 1300 lr: 1.045e-05 2025-08-15 16:25:38,285 - INFO - Training: cls_zice: 62.22458742685367; reg_zipnll: 240.76710131235785; aux_mae_loss_1: 145.51159177157444; aux_mae_loss_2: 23.05210106783477; aux_mae_loss_4: 3.9139190225797327; cnt_loss: 24.05884423016889; 2025-08-15 16:25:38,287 - INFO - Evaluation: Curr mae: 85.8597; Best mae: 80.9947; 82.2699; 82.9954; 83.6888; 84.7995; Curr rmse: 514.3210; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.3806; Best nae: 0.2424; 0.2464; 0.2577; 0.2607; 0.2695; 2025-08-15 16:25:38,287 - INFO - Epoch: 0166 / 1300 lr: 9.342e-06 2025-08-15 16:27:16,898 - INFO - Training: cls_zice: 58.47668566219605; reg_zipnll: 243.43637031025628; aux_mae_loss_1: 140.61584214747413; aux_mae_loss_2: 22.227826649241706; aux_mae_loss_4: 3.733391700489662; cnt_loss: 21.060796517026454; 2025-08-15 16:27:16,899 - INFO - Evaluation: Curr mae: 93.8280; Best mae: 80.9947; 82.2699; 82.9954; 83.6888; 84.7995; Curr rmse: 491.4515; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.3963; Best nae: 0.2424; 0.2464; 0.2577; 0.2607; 0.2695; 2025-08-15 16:27:16,900 - INFO - Epoch: 0167 / 1300 lr: 8.294e-06 2025-08-15 16:28:54,662 - INFO - Training: cls_zice: 61.16137540815422; reg_zipnll: 239.86653673127867; aux_mae_loss_1: 144.5828073594748; aux_mae_loss_2: 22.991951005930765; aux_mae_loss_4: 3.888933774131736; cnt_loss: 23.45216385441758; 2025-08-15 16:28:54,663 - INFO - Evaluation: Curr mae: 90.1203; Best mae: 80.9947; 82.2699; 82.9954; 83.6888; 84.7995; Curr rmse: 480.3408; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.3973; Best nae: 0.2424; 0.2464; 0.2577; 0.2607; 0.2695; 2025-08-15 16:28:54,663 - INFO - Epoch: 0168 / 1300 lr: 7.311e-06 2025-08-15 16:30:32,298 - INFO - Training: cls_zice: 62.081035577162986; reg_zipnll: 233.1627595357233; aux_mae_loss_1: 144.357927562645; aux_mae_loss_2: 22.957740156080543; aux_mae_loss_4: 3.881686095406893; cnt_loss: 23.059103458277058; 2025-08-15 16:30:32,300 - INFO - Evaluation: Curr mae: 91.6778; Best mae: 80.9947; 82.2699; 82.9954; 83.6888; 84.7995; Curr rmse: 500.9041; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.4480; Best nae: 0.2424; 0.2464; 0.2577; 0.2607; 0.2695; 2025-08-15 16:30:32,300 - INFO - Epoch: 0169 / 1300 lr: 6.395e-06 2025-08-15 16:32:10,132 - INFO - Training: cls_zice: 58.90054926620964; reg_zipnll: 244.51643164666575; aux_mae_loss_1: 141.1186012424969; aux_mae_loss_2: 22.199479125152823; aux_mae_loss_4: 3.716527375433316; cnt_loss: 21.934221620731304; 2025-08-15 16:32:10,195 - INFO - Evaluation: Curr mae: 89.1707; Best mae: 80.9947; 82.2699; 82.9954; 83.6888; 84.7995; Curr rmse: 545.9602; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.2661; Best nae: 0.2424; 0.2464; 0.2577; 0.2607; 0.2661; 2025-08-15 16:32:10,195 - INFO - Epoch: 0170 / 1300 lr: 5.547e-06 2025-08-15 16:33:48,883 - INFO - Training: cls_zice: 61.54834083665; reg_zipnll: 241.33127785709647; aux_mae_loss_1: 145.93654968928556; aux_mae_loss_2: 23.048934243945045; aux_mae_loss_4: 3.8440391341640896; cnt_loss: 21.42999064523947; 2025-08-15 16:33:48,885 - INFO - Evaluation: Curr mae: 85.5396; Best mae: 80.9947; 82.2699; 82.9954; 83.6888; 84.7995; Curr rmse: 539.0041; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.3241; Best nae: 0.2424; 0.2464; 0.2577; 0.2607; 0.2661; 2025-08-15 16:33:48,885 - INFO - Epoch: 0171 / 1300 lr: 4.768e-06 2025-08-15 16:35:26,764 - INFO - Training: cls_zice: 62.71483798849859; reg_zipnll: 244.69718391791102; aux_mae_loss_1: 146.49569034821576; aux_mae_loss_2: 23.295212337474283; aux_mae_loss_4: 3.910203973401175; cnt_loss: 23.92046130898679; 2025-08-15 16:35:26,825 - INFO - Evaluation: Curr mae: 83.7072; Best mae: 80.9947; 82.2699; 82.9954; 83.6888; 83.7072; Curr rmse: 516.9839; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.3230; Best nae: 0.2424; 0.2464; 0.2577; 0.2607; 0.2661; 2025-08-15 16:35:26,825 - INFO - Epoch: 0172 / 1300 lr: 4.060e-06 2025-08-15 16:37:04,854 - INFO - Training: cls_zice: 59.98772158552258; reg_zipnll: 246.71984740210684; aux_mae_loss_1: 142.52751803459424; aux_mae_loss_2: 22.438808887354206; aux_mae_loss_4: 3.754445287746145; cnt_loss: 21.61036080014736; 2025-08-15 16:37:04,855 - INFO - Evaluation: Curr mae: 84.9487; Best mae: 80.9947; 82.2699; 82.9954; 83.6888; 83.7072; Curr rmse: 489.2967; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.3624; Best nae: 0.2424; 0.2464; 0.2577; 0.2607; 0.2661; 2025-08-15 16:37:04,855 - INFO - Epoch: 0173 / 1300 lr: 3.423e-06 2025-08-15 16:38:43,687 - INFO - Training: cls_zice: 61.6374677562162; reg_zipnll: 240.50700459811253; aux_mae_loss_1: 143.6030269907189; aux_mae_loss_2: 22.72369854493129; aux_mae_loss_4: 3.8111277362068394; cnt_loss: 22.55074315512395; 2025-08-15 16:38:43,688 - INFO - Evaluation: Curr mae: 86.1902; Best mae: 80.9947; 82.2699; 82.9954; 83.6888; 83.7072; Curr rmse: 515.5974; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.3236; Best nae: 0.2424; 0.2464; 0.2577; 0.2607; 0.2661; 2025-08-15 16:38:43,688 - INFO - Epoch: 0174 / 1300 lr: 2.858e-06 2025-08-15 16:40:21,984 - INFO - Training: cls_zice: 63.214582426574054; reg_zipnll: 239.62885017689212; aux_mae_loss_1: 145.50932663571865; aux_mae_loss_2: 22.8626242186539; aux_mae_loss_4: 3.832236001148322; cnt_loss: 21.298823458982923; 2025-08-15 16:40:21,985 - INFO - Evaluation: Curr mae: 84.5048; Best mae: 80.9947; 82.2699; 82.9954; 83.6888; 83.7072; Curr rmse: 523.1390; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.3209; Best nae: 0.2424; 0.2464; 0.2577; 0.2607; 0.2661; 2025-08-15 16:40:21,985 - INFO - Epoch: 0175 / 1300 lr: 2.368e-06 2025-08-15 16:42:00,008 - INFO - Training: cls_zice: 61.80370549892092; reg_zipnll: 239.9239234728188; aux_mae_loss_1: 143.4350757549845; aux_mae_loss_2: 22.64419754979543; aux_mae_loss_4: 3.8031302506635614; cnt_loss: 22.31761169127143; 2025-08-15 16:42:00,009 - INFO - Evaluation: Curr mae: 86.9073; Best mae: 80.9947; 82.2699; 82.9954; 83.6888; 83.7072; Curr rmse: 538.6102; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.2720; Best nae: 0.2424; 0.2464; 0.2577; 0.2607; 0.2661; 2025-08-15 16:42:00,009 - INFO - Epoch: 0176 / 1300 lr: 1.951e-06 2025-08-15 16:43:37,857 - INFO - Training: cls_zice: 62.634962787894786; reg_zipnll: 245.27910326685574; aux_mae_loss_1: 144.43198667393858; aux_mae_loss_2: 22.72356202976256; aux_mae_loss_4: 3.802891808947438; cnt_loss: 22.346029591131334; 2025-08-15 16:43:37,859 - INFO - Evaluation: Curr mae: 88.7577; Best mae: 80.9947; 82.2699; 82.9954; 83.6888; 83.7072; Curr rmse: 496.9302; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.3129; Best nae: 0.2424; 0.2464; 0.2577; 0.2607; 0.2661; 2025-08-15 16:43:37,859 - INFO - Epoch: 0177 / 1300 lr: 1.609e-06 2025-08-15 16:45:16,835 - INFO - Training: cls_zice: 61.397236467480354; reg_zipnll: 242.8573228399674; aux_mae_loss_1: 144.25950079773264; aux_mae_loss_2: 22.765870481652893; aux_mae_loss_4: 3.8203106453608733; cnt_loss: 22.019942715112837; 2025-08-15 16:45:16,837 - INFO - Evaluation: Curr mae: 88.1622; Best mae: 80.9947; 82.2699; 82.9954; 83.6888; 83.7072; Curr rmse: 489.3314; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.3494; Best nae: 0.2424; 0.2464; 0.2577; 0.2607; 0.2661; 2025-08-15 16:45:16,837 - INFO - Epoch: 0178 / 1300 lr: 1.343e-06 2025-08-15 16:46:54,365 - INFO - Training: cls_zice: 61.952427860971895; reg_zipnll: 237.2581482031658; aux_mae_loss_1: 144.03457050274454; aux_mae_loss_2: 22.70394909228641; aux_mae_loss_4: 3.812484453453809; cnt_loss: 20.806335183219616; 2025-08-15 16:46:54,367 - INFO - Evaluation: Curr mae: 87.5137; Best mae: 80.9947; 82.2699; 82.9954; 83.6888; 83.7072; Curr rmse: 514.5076; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.3495; Best nae: 0.2424; 0.2464; 0.2577; 0.2607; 0.2661; 2025-08-15 16:46:54,367 - INFO - Epoch: 0179 / 1300 lr: 1.153e-06 2025-08-15 16:48:32,574 - INFO - Training: cls_zice: 58.30419978610501; reg_zipnll: 240.25441306538323; aux_mae_loss_1: 141.32183309814923; aux_mae_loss_2: 22.25054145901246; aux_mae_loss_4: 3.7026238731063117; cnt_loss: 20.900620072543774; 2025-08-15 16:48:32,576 - INFO - Evaluation: Curr mae: 86.5180; Best mae: 80.9947; 82.2699; 82.9954; 83.6888; 83.7072; Curr rmse: 522.0872; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.3530; Best nae: 0.2424; 0.2464; 0.2577; 0.2607; 0.2661; 2025-08-15 16:48:32,576 - INFO - Epoch: 0180 / 1300 lr: 1.038e-06 2025-08-15 16:50:09,934 - INFO - Training: cls_zice: 65.0230724164177; reg_zipnll: 245.82677916695954; aux_mae_loss_1: 146.84924110961757; aux_mae_loss_2: 23.22036243281818; aux_mae_loss_4: 3.898406044989441; cnt_loss: 22.078183879582618; 2025-08-15 16:50:09,935 - INFO - Evaluation: Curr mae: 86.2240; Best mae: 80.9947; 82.2699; 82.9954; 83.6888; 83.7072; Curr rmse: 539.3058; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.3002; Best nae: 0.2424; 0.2464; 0.2577; 0.2607; 0.2661; 2025-08-15 16:50:09,935 - INFO - Epoch: 0181 / 1300 lr: 1.000e-04 2025-08-15 16:51:46,868 - INFO - Training: cls_zice: 63.91290469540422; reg_zipnll: 253.78915358202622; aux_mae_loss_1: 149.42175494000355; aux_mae_loss_2: 24.64643501316061; aux_mae_loss_4: 4.404452161647973; cnt_loss: 34.26479966413699; 2025-08-15 16:51:46,869 - INFO - Evaluation: Curr mae: 95.2478; Best mae: 80.9947; 82.2699; 82.9954; 83.6888; 83.7072; Curr rmse: 514.3044; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.3361; Best nae: 0.2424; 0.2464; 0.2577; 0.2607; 0.2661; 2025-08-15 16:51:46,869 - INFO - Epoch: 0182 / 1300 lr: 9.999e-05 2025-08-15 16:53:25,082 - INFO - Training: cls_zice: 70.70532685694474; reg_zipnll: 267.77188951742374; aux_mae_loss_1: 165.14952630677996; aux_mae_loss_2: 28.706650904334296; aux_mae_loss_4: 5.462505849590645; cnt_loss: 49.857127444603144; 2025-08-15 16:53:25,084 - INFO - Evaluation: Curr mae: 113.5362; Best mae: 80.9947; 82.2699; 82.9954; 83.6888; 83.7072; Curr rmse: 461.6745; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.5467; Best nae: 0.2424; 0.2464; 0.2577; 0.2607; 0.2661; 2025-08-15 16:53:25,084 - INFO - Epoch: 0183 / 1300 lr: 9.996e-05 2025-08-15 16:55:03,184 - INFO - Training: cls_zice: 68.52866251977366; reg_zipnll: 252.13933222949657; aux_mae_loss_1: 159.81015288737868; aux_mae_loss_2: 27.08938953257465; aux_mae_loss_4: 4.98514969122134; cnt_loss: 44.07817101723737; 2025-08-15 16:55:03,185 - INFO - Evaluation: Curr mae: 95.6710; Best mae: 80.9947; 82.2699; 82.9954; 83.6888; 83.7072; Curr rmse: 470.7045; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.4396; Best nae: 0.2424; 0.2464; 0.2577; 0.2607; 0.2661; 2025-08-15 16:55:03,185 - INFO - Epoch: 0184 / 1300 lr: 9.991e-05 2025-08-15 16:56:41,711 - INFO - Training: cls_zice: 65.60384921013237; reg_zipnll: 266.44727426445576; aux_mae_loss_1: 156.41786500788592; aux_mae_loss_2: 26.53576611491892; aux_mae_loss_4: 4.9048324090962545; cnt_loss: 43.51407997528508; 2025-08-15 16:56:41,784 - INFO - Evaluation: Curr mae: 83.2053; Best mae: 80.9947; 82.2699; 82.9954; 83.2053; 83.6888; Curr rmse: 489.3787; Best rmse: 375.7084; 430.8597; 431.4297; 432.6571; 451.4904; Curr nae: 0.3120; Best nae: 0.2424; 0.2464; 0.2577; 0.2607; 0.2661; 2025-08-15 16:56:41,785 - INFO - Epoch: 0185 / 1300 lr: 9.985e-05 2025-08-15 16:58:21,114 - INFO - Training: cls_zice: 66.16073207208613; reg_zipnll: 256.1322877290623; aux_mae_loss_1: 153.06719947658038; aux_mae_loss_2: 25.519941823954447; aux_mae_loss_4: 4.616309651065914; cnt_loss: 38.39993190887961; 2025-08-15 16:58:21,176 - INFO - Evaluation: Curr mae: 96.8499; Best mae: 80.9947; 82.2699; 82.9954; 83.2053; 83.6888; Curr rmse: 429.0451; Best rmse: 375.7084; 429.0451; 430.8597; 431.4297; 432.6571; Curr nae: 0.6629; Best nae: 0.2424; 0.2464; 0.2577; 0.2607; 0.2661; 2025-08-15 16:58:21,176 - INFO - Epoch: 0186 / 1300 lr: 9.976e-05 2025-08-15 16:59:59,845 - INFO - Training: cls_zice: 62.59540920790793; reg_zipnll: 256.4730877913056; aux_mae_loss_1: 149.73179741199954; aux_mae_loss_2: 24.88477891637611; aux_mae_loss_4: 4.485639561264557; cnt_loss: 36.409556437887076; 2025-08-15 16:59:59,847 - INFO - Evaluation: Curr mae: 112.8215; Best mae: 80.9947; 82.2699; 82.9954; 83.2053; 83.6888; Curr rmse: 587.1183; Best rmse: 375.7084; 429.0451; 430.8597; 431.4297; 432.6571; Curr nae: 0.7041; Best nae: 0.2424; 0.2464; 0.2577; 0.2607; 0.2661; 2025-08-15 16:59:59,847 - INFO - Epoch: 0187 / 1300 lr: 9.966e-05 2025-08-15 17:01:38,898 - INFO - Training: cls_zice: 65.23411447514606; reg_zipnll: 255.92806946036134; aux_mae_loss_1: 153.65723862439623; aux_mae_loss_2: 25.4381950005774; aux_mae_loss_4: 4.544559823669934; cnt_loss: 35.24593388390725; 2025-08-15 17:01:38,899 - INFO - Evaluation: Curr mae: 180.1084; Best mae: 80.9947; 82.2699; 82.9954; 83.2053; 83.6888; Curr rmse: 593.4211; Best rmse: 375.7084; 429.0451; 430.8597; 431.4297; 432.6571; Curr nae: 0.9974; Best nae: 0.2424; 0.2464; 0.2577; 0.2607; 0.2661; 2025-08-15 17:01:38,899 - INFO - Epoch: 0188 / 1300 lr: 9.953e-05 2025-08-15 17:03:17,182 - INFO - Training: cls_zice: 66.99637380786298; reg_zipnll: 257.50000129444743; aux_mae_loss_1: 153.96149910385014; aux_mae_loss_2: 25.601145269938176; aux_mae_loss_4: 4.622335980054959; cnt_loss: 36.58997271422555; 2025-08-15 17:03:17,183 - INFO - Evaluation: Curr mae: 111.4026; Best mae: 80.9947; 82.2699; 82.9954; 83.2053; 83.6888; Curr rmse: 613.8855; Best rmse: 375.7084; 429.0451; 430.8597; 431.4297; 432.6571; Curr nae: 0.7113; Best nae: 0.2424; 0.2464; 0.2577; 0.2607; 0.2661; 2025-08-15 17:03:17,183 - INFO - Epoch: 0189 / 1300 lr: 9.939e-05 2025-08-15 17:04:55,193 - INFO - Training: cls_zice: 63.367661107168715; reg_zipnll: 259.552111255479; aux_mae_loss_1: 149.92965685493843; aux_mae_loss_2: 24.657441239736993; aux_mae_loss_4: 4.385587059593446; cnt_loss: 33.87256390270047; 2025-08-15 17:04:55,321 - INFO - Evaluation: Curr mae: 81.7710; Best mae: 80.9947; 81.7710; 82.2699; 82.9954; 83.2053; Curr rmse: 410.1943; Best rmse: 375.7084; 410.1943; 429.0451; 430.8597; 431.4297; Curr nae: 0.2933; Best nae: 0.2424; 0.2464; 0.2577; 0.2607; 0.2661; 2025-08-15 17:04:55,321 - INFO - Epoch: 0190 / 1300 lr: 9.923e-05 2025-08-15 17:06:33,666 - INFO - Training: cls_zice: 62.7223890801092; reg_zipnll: 256.4209898431381; aux_mae_loss_1: 151.00557919087936; aux_mae_loss_2: 24.86640393642043; aux_mae_loss_4: 4.4209083088872365; cnt_loss: 34.26693049555879; 2025-08-15 17:06:33,667 - INFO - Evaluation: Curr mae: 86.9498; Best mae: 80.9947; 81.7710; 82.2699; 82.9954; 83.2053; Curr rmse: 460.5460; Best rmse: 375.7084; 410.1943; 429.0451; 430.8597; 431.4297; Curr nae: 0.8252; Best nae: 0.2424; 0.2464; 0.2577; 0.2607; 0.2661; 2025-08-15 17:06:33,667 - INFO - Epoch: 0191 / 1300 lr: 9.905e-05 2025-08-15 17:08:12,631 - INFO - Training: cls_zice: 64.18272273813238; reg_zipnll: 250.87844298492666; aux_mae_loss_1: 148.74844664350573; aux_mae_loss_2: 24.683275134520542; aux_mae_loss_4: 4.419039105694827; cnt_loss: 34.57033297580435; 2025-08-15 17:08:12,633 - INFO - Evaluation: Curr mae: 119.4170; Best mae: 80.9947; 81.7710; 82.2699; 82.9954; 83.2053; Curr rmse: 459.1944; Best rmse: 375.7084; 410.1943; 429.0451; 430.8597; 431.4297; Curr nae: 0.6658; Best nae: 0.2424; 0.2464; 0.2577; 0.2607; 0.2661; 2025-08-15 17:08:12,633 - INFO - Epoch: 0192 / 1300 lr: 9.885e-05 2025-08-15 17:09:50,821 - INFO - Training: cls_zice: 66.11593286482412; reg_zipnll: 253.52391280735674; aux_mae_loss_1: 155.85125443132495; aux_mae_loss_2: 25.905929011366975; aux_mae_loss_4: 4.684291549850552; cnt_loss: 38.580586748441874; 2025-08-15 17:09:50,887 - INFO - Evaluation: Curr mae: 98.3170; Best mae: 80.9947; 81.7710; 82.2699; 82.9954; 83.2053; Curr rmse: 568.7887; Best rmse: 375.7084; 410.1943; 429.0451; 430.8597; 431.4297; Curr nae: 0.2582; Best nae: 0.2424; 0.2464; 0.2577; 0.2582; 0.2607; 2025-08-15 17:09:50,888 - INFO - Epoch: 0193 / 1300 lr: 9.863e-05 2025-08-15 17:11:29,588 - INFO - Training: cls_zice: 66.52912980283594; reg_zipnll: 254.40987007906014; aux_mae_loss_1: 154.7884265732949; aux_mae_loss_2: 25.847294624789516; aux_mae_loss_4: 4.686426528008861; cnt_loss: 38.83510484916079; 2025-08-15 17:11:29,589 - INFO - Evaluation: Curr mae: 99.7636; Best mae: 80.9947; 81.7710; 82.2699; 82.9954; 83.2053; Curr rmse: 443.4378; Best rmse: 375.7084; 410.1943; 429.0451; 430.8597; 431.4297; Curr nae: 0.5321; Best nae: 0.2424; 0.2464; 0.2577; 0.2582; 0.2607; 2025-08-15 17:11:29,589 - INFO - Epoch: 0194 / 1300 lr: 9.840e-05 2025-08-15 17:13:08,078 - INFO - Training: cls_zice: 65.5914279511318; reg_zipnll: 246.97946200334013; aux_mae_loss_1: 153.13725557302755; aux_mae_loss_2: 25.486556243161004; aux_mae_loss_4: 4.600228099406225; cnt_loss: 37.488686268617684; 2025-08-15 17:13:08,079 - INFO - Evaluation: Curr mae: 120.5940; Best mae: 80.9947; 81.7710; 82.2699; 82.9954; 83.2053; Curr rmse: 513.7739; Best rmse: 375.7084; 410.1943; 429.0451; 430.8597; 431.4297; Curr nae: 0.4252; Best nae: 0.2424; 0.2464; 0.2577; 0.2582; 0.2607; 2025-08-15 17:13:08,079 - INFO - Epoch: 0195 / 1300 lr: 9.814e-05 2025-08-15 17:14:46,701 - INFO - Training: cls_zice: 64.53238858818855; reg_zipnll: 258.68695761673246; aux_mae_loss_1: 151.81504981621984; aux_mae_loss_2: 25.50415119107401; aux_mae_loss_4: 4.642613107257147; cnt_loss: 37.739585239047564; 2025-08-15 17:14:46,702 - INFO - Evaluation: Curr mae: 170.9850; Best mae: 80.9947; 81.7710; 82.2699; 82.9954; 83.2053; Curr rmse: 692.6524; Best rmse: 375.7084; 410.1943; 429.0451; 430.8597; 431.4297; Curr nae: 0.4385; Best nae: 0.2424; 0.2464; 0.2577; 0.2582; 0.2607; 2025-08-15 17:14:46,702 - INFO - Epoch: 0196 / 1300 lr: 9.787e-05 2025-08-15 17:16:24,527 - INFO - Training: cls_zice: 66.51235857414403; reg_zipnll: 265.3755988976643; aux_mae_loss_1: 155.83627607644678; aux_mae_loss_2: 26.15595052787761; aux_mae_loss_4: 4.739177743696002; cnt_loss: 37.85257515135032; 2025-08-15 17:16:24,528 - INFO - Evaluation: Curr mae: 111.4157; Best mae: 80.9947; 81.7710; 82.2699; 82.9954; 83.2053; Curr rmse: 531.4673; Best rmse: 375.7084; 410.1943; 429.0451; 430.8597; 431.4297; Curr nae: 0.3888; Best nae: 0.2424; 0.2464; 0.2577; 0.2582; 0.2607; 2025-08-15 17:16:24,528 - INFO - Epoch: 0197 / 1300 lr: 9.758e-05 2025-08-15 17:18:02,596 - INFO - Training: cls_zice: 65.07639827458596; reg_zipnll: 253.73799584396087; aux_mae_loss_1: 150.16032113514095; aux_mae_loss_2: 24.83854724692808; aux_mae_loss_4: 4.4194271733031485; cnt_loss: 33.379096547864705; 2025-08-15 17:18:02,597 - INFO - Evaluation: Curr mae: 101.1033; Best mae: 80.9947; 81.7710; 82.2699; 82.9954; 83.2053; Curr rmse: 522.1195; Best rmse: 375.7084; 410.1943; 429.0451; 430.8597; 431.4297; Curr nae: 0.6726; Best nae: 0.2424; 0.2464; 0.2577; 0.2582; 0.2607; 2025-08-15 17:18:02,598 - INFO - Epoch: 0198 / 1300 lr: 9.727e-05 2025-08-15 17:19:40,620 - INFO - Training: cls_zice: 64.63981805868198; reg_zipnll: 260.4928875214643; aux_mae_loss_1: 151.41960352919708; aux_mae_loss_2: 24.93938045452677; aux_mae_loss_4: 4.429714095316693; cnt_loss: 33.625992868124364; 2025-08-15 17:19:40,621 - INFO - Evaluation: Curr mae: 99.2135; Best mae: 80.9947; 81.7710; 82.2699; 82.9954; 83.2053; Curr rmse: 499.3116; Best rmse: 375.7084; 410.1943; 429.0451; 430.8597; 431.4297; Curr nae: 0.5673; Best nae: 0.2424; 0.2464; 0.2577; 0.2582; 0.2607; 2025-08-15 17:19:40,622 - INFO - Epoch: 0199 / 1300 lr: 9.694e-05 2025-08-15 17:21:19,004 - INFO - Training: cls_zice: 65.80031765139348; reg_zipnll: 244.5621508032007; aux_mae_loss_1: 151.48358695611242; aux_mae_loss_2: 24.94862737385963; aux_mae_loss_4: 4.442563780169254; cnt_loss: 33.83695567420332; 2025-08-15 17:21:19,005 - INFO - Evaluation: Curr mae: 102.7090; Best mae: 80.9947; 81.7710; 82.2699; 82.9954; 83.2053; Curr rmse: 586.7722; Best rmse: 375.7084; 410.1943; 429.0451; 430.8597; 431.4297; Curr nae: 0.4345; Best nae: 0.2424; 0.2464; 0.2577; 0.2582; 0.2607; 2025-08-15 17:21:19,005 - INFO - Epoch: 0200 / 1300 lr: 9.660e-05 2025-08-15 17:22:57,276 - INFO - Training: cls_zice: 61.26195487468132; reg_zipnll: 254.77828494564733; aux_mae_loss_1: 145.17816019425968; aux_mae_loss_2: 23.872553202670765; aux_mae_loss_4: 4.241868296441811; cnt_loss: 32.86721532571592; 2025-08-15 17:22:57,277 - INFO - Evaluation: Curr mae: 109.2034; Best mae: 80.9947; 81.7710; 82.2699; 82.9954; 83.2053; Curr rmse: 565.2205; Best rmse: 375.7084; 410.1943; 429.0451; 430.8597; 431.4297; Curr nae: 0.6674; Best nae: 0.2424; 0.2464; 0.2577; 0.2582; 0.2607; 2025-08-15 17:22:57,583 - INFO - Epoch: 0201 / 1300 lr: 9.623e-05 2025-08-15 17:24:36,002 - INFO - Training: cls_zice: 65.46285759035143; reg_zipnll: 257.8387564239894; aux_mae_loss_1: 152.70386272714805; aux_mae_loss_2: 25.20926503228038; aux_mae_loss_4: 4.497294003522182; cnt_loss: 35.06776461809644; 2025-08-15 17:24:36,003 - INFO - Evaluation: Curr mae: 102.3819; Best mae: 80.9947; 81.7710; 82.2699; 82.9954; 83.2053; Curr rmse: 451.3287; Best rmse: 375.7084; 410.1943; 429.0451; 430.8597; 431.4297; Curr nae: 0.5136; Best nae: 0.2424; 0.2464; 0.2577; 0.2582; 0.2607; 2025-08-15 17:24:36,003 - INFO - Epoch: 0202 / 1300 lr: 9.585e-05 2025-08-15 17:26:13,085 - INFO - Training: cls_zice: 64.98128196183391; reg_zipnll: 252.48611983664546; aux_mae_loss_1: 149.78136980502956; aux_mae_loss_2: 24.757305799842186; aux_mae_loss_4: 4.4109954541324035; cnt_loss: 33.63516687488801; 2025-08-15 17:26:13,087 - INFO - Evaluation: Curr mae: 119.5879; Best mae: 80.9947; 81.7710; 82.2699; 82.9954; 83.2053; Curr rmse: 557.3073; Best rmse: 375.7084; 410.1943; 429.0451; 430.8597; 431.4297; Curr nae: 0.5636; Best nae: 0.2424; 0.2464; 0.2577; 0.2582; 0.2607; 2025-08-15 17:26:13,087 - INFO - Epoch: 0203 / 1300 lr: 9.545e-05 2025-08-15 17:27:50,845 - INFO - Training: cls_zice: 66.39788759271866; reg_zipnll: 240.43029508615214; aux_mae_loss_1: 151.13647041222737; aux_mae_loss_2: 25.108495719635087; aux_mae_loss_4: 4.504095653335355; cnt_loss: 35.44840196533497; 2025-08-15 17:27:50,847 - INFO - Evaluation: Curr mae: 90.9716; Best mae: 80.9947; 81.7710; 82.2699; 82.9954; 83.2053; Curr rmse: 507.8798; Best rmse: 375.7084; 410.1943; 429.0451; 430.8597; 431.4297; Curr nae: 0.3018; Best nae: 0.2424; 0.2464; 0.2577; 0.2582; 0.2607; 2025-08-15 17:27:50,847 - INFO - Epoch: 0204 / 1300 lr: 9.504e-05 2025-08-15 17:29:29,434 - INFO - Training: cls_zice: 64.70515300180274; reg_zipnll: 241.6058722841709; aux_mae_loss_1: 153.02274800082407; aux_mae_loss_2: 25.332546414323822; aux_mae_loss_4: 4.518930588099521; cnt_loss: 34.110814743605864; 2025-08-15 17:29:29,436 - INFO - Evaluation: Curr mae: 96.4941; Best mae: 80.9947; 81.7710; 82.2699; 82.9954; 83.2053; Curr rmse: 504.5400; Best rmse: 375.7084; 410.1943; 429.0451; 430.8597; 431.4297; Curr nae: 0.4470; Best nae: 0.2424; 0.2464; 0.2577; 0.2582; 0.2607; 2025-08-15 17:29:29,436 - INFO - Epoch: 0205 / 1300 lr: 9.460e-05 2025-08-15 17:31:07,349 - INFO - Training: cls_zice: 62.61849910913366; reg_zipnll: 250.60528245744484; aux_mae_loss_1: 149.5608319182016; aux_mae_loss_2: 24.56219894046342; aux_mae_loss_4: 4.347529758677691; cnt_loss: 33.31834664749302; 2025-08-15 17:31:07,350 - INFO - Evaluation: Curr mae: 92.4559; Best mae: 80.9947; 81.7710; 82.2699; 82.9954; 83.2053; Curr rmse: 488.6004; Best rmse: 375.7084; 410.1943; 429.0451; 430.8597; 431.4297; Curr nae: 0.6032; Best nae: 0.2424; 0.2464; 0.2577; 0.2582; 0.2607; 2025-08-15 17:31:07,350 - INFO - Epoch: 0206 / 1300 lr: 9.416e-05 2025-08-15 17:32:45,045 - INFO - Training: cls_zice: 63.40071806855557; reg_zipnll: 247.3615934082659; aux_mae_loss_1: 149.05841760708924; aux_mae_loss_2: 24.430616677879982; aux_mae_loss_4: 4.3208525753879305; cnt_loss: 33.086782674862974; 2025-08-15 17:32:45,047 - INFO - Evaluation: Curr mae: 97.1063; Best mae: 80.9947; 81.7710; 82.2699; 82.9954; 83.2053; Curr rmse: 608.5417; Best rmse: 375.7084; 410.1943; 429.0451; 430.8597; 431.4297; Curr nae: 0.3007; Best nae: 0.2424; 0.2464; 0.2577; 0.2582; 0.2607; 2025-08-15 17:32:45,047 - INFO - Epoch: 0207 / 1300 lr: 9.369e-05 2025-08-15 17:34:22,188 - INFO - Training: cls_zice: 66.82942572128803; reg_zipnll: 253.08432229441664; aux_mae_loss_1: 151.59046442772245; aux_mae_loss_2: 25.13109315023937; aux_mae_loss_4: 4.516436735891132; cnt_loss: 35.949653005845136; 2025-08-15 17:34:22,189 - INFO - Evaluation: Curr mae: 96.1292; Best mae: 80.9947; 81.7710; 82.2699; 82.9954; 83.2053; Curr rmse: 602.8953; Best rmse: 375.7084; 410.1943; 429.0451; 430.8597; 431.4297; Curr nae: 0.3631; Best nae: 0.2424; 0.2464; 0.2577; 0.2582; 0.2607; 2025-08-15 17:34:22,189 - INFO - Epoch: 0208 / 1300 lr: 9.321e-05 2025-08-15 17:35:58,664 - INFO - Training: cls_zice: 64.01911335746856; reg_zipnll: 255.9266011059131; aux_mae_loss_1: 147.59846732916745; aux_mae_loss_2: 24.066905138118713; aux_mae_loss_4: 4.230167396424056; cnt_loss: 31.074105718754865; 2025-08-15 17:35:58,665 - INFO - Evaluation: Curr mae: 93.4207; Best mae: 80.9947; 81.7710; 82.2699; 82.9954; 83.2053; Curr rmse: 468.9529; Best rmse: 375.7084; 410.1943; 429.0451; 430.8597; 431.4297; Curr nae: 0.3570; Best nae: 0.2424; 0.2464; 0.2577; 0.2582; 0.2607; 2025-08-15 17:35:58,665 - INFO - Epoch: 0209 / 1300 lr: 9.271e-05 2025-08-15 17:37:36,021 - INFO - Training: cls_zice: 67.04175523272058; reg_zipnll: 251.86732740818994; aux_mae_loss_1: 151.27443532281794; aux_mae_loss_2: 25.038509650831053; aux_mae_loss_4: 4.488147635386352; cnt_loss: 34.76233158013508; 2025-08-15 17:37:36,022 - INFO - Evaluation: Curr mae: 88.7093; Best mae: 80.9947; 81.7710; 82.2699; 82.9954; 83.2053; Curr rmse: 538.5266; Best rmse: 375.7084; 410.1943; 429.0451; 430.8597; 431.4297; Curr nae: 0.3312; Best nae: 0.2424; 0.2464; 0.2577; 0.2582; 0.2607; 2025-08-15 17:37:36,022 - INFO - Epoch: 0210 / 1300 lr: 9.219e-05 2025-08-15 17:39:16,298 - INFO - Training: cls_zice: 64.94616911060399; reg_zipnll: 252.85749419734532; aux_mae_loss_1: 149.85376024123636; aux_mae_loss_2: 24.829998371840137; aux_mae_loss_4: 4.443809417035708; cnt_loss: 35.65422792851465; 2025-08-15 17:39:16,299 - INFO - Evaluation: Curr mae: 88.8082; Best mae: 80.9947; 81.7710; 82.2699; 82.9954; 83.2053; Curr rmse: 474.9599; Best rmse: 375.7084; 410.1943; 429.0451; 430.8597; 431.4297; Curr nae: 0.3430; Best nae: 0.2424; 0.2464; 0.2577; 0.2582; 0.2607; 2025-08-15 17:39:16,299 - INFO - Epoch: 0211 / 1300 lr: 9.166e-05 2025-08-15 17:40:54,169 - INFO - Training: cls_zice: 65.9693279076358; reg_zipnll: 251.45788217265073; aux_mae_loss_1: 153.51980940419176; aux_mae_loss_2: 25.749715482667664; aux_mae_loss_4: 4.681379015770547; cnt_loss: 37.195512824928855; 2025-08-15 17:40:54,171 - INFO - Evaluation: Curr mae: 95.9194; Best mae: 80.9947; 81.7710; 82.2699; 82.9954; 83.2053; Curr rmse: 582.9734; Best rmse: 375.7084; 410.1943; 429.0451; 430.8597; 431.4297; Curr nae: 0.3059; Best nae: 0.2424; 0.2464; 0.2577; 0.2582; 0.2607; 2025-08-15 17:40:54,171 - INFO - Epoch: 0212 / 1300 lr: 9.111e-05 2025-08-15 17:42:31,063 - INFO - Training: cls_zice: 63.242874198064094; reg_zipnll: 252.66694006637925; aux_mae_loss_1: 147.82629679407742; aux_mae_loss_2: 24.19636191071459; aux_mae_loss_4: 4.263732425964277; cnt_loss: 32.44427901368521; 2025-08-15 17:42:31,065 - INFO - Evaluation: Curr mae: 85.5384; Best mae: 80.9947; 81.7710; 82.2699; 82.9954; 83.2053; Curr rmse: 518.7352; Best rmse: 375.7084; 410.1943; 429.0451; 430.8597; 431.4297; Curr nae: 0.3528; Best nae: 0.2424; 0.2464; 0.2577; 0.2582; 0.2607; 2025-08-15 17:42:31,065 - INFO - Epoch: 0213 / 1300 lr: 9.055e-05 2025-08-15 17:44:08,699 - INFO - Training: cls_zice: 64.27261150944355; reg_zipnll: 247.38586611122582; aux_mae_loss_1: 148.1288875883833; aux_mae_loss_2: 24.55703005631356; aux_mae_loss_4: 4.359655498538961; cnt_loss: 33.68128395325727; 2025-08-15 17:44:08,763 - INFO - Evaluation: Curr mae: 78.8911; Best mae: 78.8911; 80.9947; 81.7710; 82.2699; 82.9954; Curr rmse: 462.6791; Best rmse: 375.7084; 410.1943; 429.0451; 430.8597; 431.4297; Curr nae: 0.3144; Best nae: 0.2424; 0.2464; 0.2577; 0.2582; 0.2607; 2025-08-15 17:44:08,763 - INFO - Epoch: 0214 / 1300 lr: 8.997e-05 2025-08-15 17:45:45,960 - INFO - Training: cls_zice: 61.83265545650129; reg_zipnll: 244.75144004331457; aux_mae_loss_1: 146.4742675869508; aux_mae_loss_2: 24.054134821217595; aux_mae_loss_4: 4.243318533223208; cnt_loss: 31.601587907207655; 2025-08-15 17:45:46,024 - INFO - Evaluation: Curr mae: 100.6237; Best mae: 78.8911; 80.9947; 81.7710; 82.2699; 82.9954; Curr rmse: 418.1089; Best rmse: 375.7084; 410.1943; 418.1089; 429.0451; 430.8597; Curr nae: 1.2282; Best nae: 0.2424; 0.2464; 0.2577; 0.2582; 0.2607; 2025-08-15 17:45:46,025 - INFO - Epoch: 0215 / 1300 lr: 8.937e-05 2025-08-15 17:47:23,935 - INFO - Training: cls_zice: 64.13460542640833; reg_zipnll: 256.19210009341987; aux_mae_loss_1: 150.81798342138453; aux_mae_loss_2: 24.96375769637238; aux_mae_loss_4: 4.455607224552674; cnt_loss: 34.64717800390444; 2025-08-15 17:47:23,937 - INFO - Evaluation: Curr mae: 100.2249; Best mae: 78.8911; 80.9947; 81.7710; 82.2699; 82.9954; Curr rmse: 556.1021; Best rmse: 375.7084; 410.1943; 418.1089; 429.0451; 430.8597; Curr nae: 0.3085; Best nae: 0.2424; 0.2464; 0.2577; 0.2582; 0.2607; 2025-08-15 17:47:23,937 - INFO - Epoch: 0216 / 1300 lr: 8.876e-05 2025-08-15 17:49:02,359 - INFO - Training: cls_zice: 64.71990069402214; reg_zipnll: 245.5500944672023; aux_mae_loss_1: 148.844125007296; aux_mae_loss_2: 24.633743163552566; aux_mae_loss_4: 4.387447250379695; cnt_loss: 33.65172551652766; 2025-08-15 17:49:02,361 - INFO - Evaluation: Curr mae: 92.4396; Best mae: 78.8911; 80.9947; 81.7710; 82.2699; 82.9954; Curr rmse: 563.5590; Best rmse: 375.7084; 410.1943; 418.1089; 429.0451; 430.8597; Curr nae: 0.2782; Best nae: 0.2424; 0.2464; 0.2577; 0.2582; 0.2607; 2025-08-15 17:49:02,361 - INFO - Epoch: 0217 / 1300 lr: 8.814e-05 2025-08-15 17:50:39,729 - INFO - Training: cls_zice: 62.512286932463816; reg_zipnll: 250.37967195486348; aux_mae_loss_1: 147.31800836891625; aux_mae_loss_2: 24.007960138100277; aux_mae_loss_4: 4.205792789594067; cnt_loss: 29.918194644555335; 2025-08-15 17:50:39,730 - INFO - Evaluation: Curr mae: 87.3714; Best mae: 78.8911; 80.9947; 81.7710; 82.2699; 82.9954; Curr rmse: 514.6452; Best rmse: 375.7084; 410.1943; 418.1089; 429.0451; 430.8597; Curr nae: 0.4128; Best nae: 0.2424; 0.2464; 0.2577; 0.2582; 0.2607; 2025-08-15 17:50:39,730 - INFO - Epoch: 0218 / 1300 lr: 8.750e-05 2025-08-15 17:52:16,972 - INFO - Training: cls_zice: 63.13333692005177; reg_zipnll: 247.32960704421018; aux_mae_loss_1: 145.4716981480851; aux_mae_loss_2: 23.77558765435893; aux_mae_loss_4: 4.159050210735792; cnt_loss: 30.80037835385928; 2025-08-15 17:52:16,974 - INFO - Evaluation: Curr mae: 88.1999; Best mae: 78.8911; 80.9947; 81.7710; 82.2699; 82.9954; Curr rmse: 545.9961; Best rmse: 375.7084; 410.1943; 418.1089; 429.0451; 430.8597; Curr nae: 0.4793; Best nae: 0.2424; 0.2464; 0.2577; 0.2582; 0.2607; 2025-08-15 17:52:16,974 - INFO - Epoch: 0219 / 1300 lr: 8.685e-05 2025-08-15 17:53:55,209 - INFO - Training: cls_zice: 62.519193290744774; reg_zipnll: 248.13278082036115; aux_mae_loss_1: 147.20215608160416; aux_mae_loss_2: 24.015330836215178; aux_mae_loss_4: 4.196482637087913; cnt_loss: 30.836875788350337; 2025-08-15 17:53:55,210 - INFO - Evaluation: Curr mae: 95.7155; Best mae: 78.8911; 80.9947; 81.7710; 82.2699; 82.9954; Curr rmse: 573.4279; Best rmse: 375.7084; 410.1943; 418.1089; 429.0451; 430.8597; Curr nae: 0.3383; Best nae: 0.2424; 0.2464; 0.2577; 0.2582; 0.2607; 2025-08-15 17:53:55,210 - INFO - Epoch: 0220 / 1300 lr: 8.618e-05 2025-08-15 17:55:32,970 - INFO - Training: cls_zice: 65.71729535891035; reg_zipnll: 246.80007822777128; aux_mae_loss_1: 151.3572360580562; aux_mae_loss_2: 24.698830899971615; aux_mae_loss_4: 4.338181951205344; cnt_loss: 31.9916496546532; 2025-08-15 17:55:32,972 - INFO - Evaluation: Curr mae: 96.3210; Best mae: 78.8911; 80.9947; 81.7710; 82.2699; 82.9954; Curr rmse: 634.8142; Best rmse: 375.7084; 410.1943; 418.1089; 429.0451; 430.8597; Curr nae: 0.3162; Best nae: 0.2424; 0.2464; 0.2577; 0.2582; 0.2607; 2025-08-15 17:55:32,972 - INFO - Epoch: 0221 / 1300 lr: 8.550e-05 2025-08-15 17:57:10,939 - INFO - Training: cls_zice: 63.08944083225451; reg_zipnll: 251.2883658519441; aux_mae_loss_1: 149.7810069135651; aux_mae_loss_2: 24.489542964798012; aux_mae_loss_4: 4.302643473319958; cnt_loss: 32.35195560565644; 2025-08-15 17:57:11,002 - INFO - Evaluation: Curr mae: 89.6085; Best mae: 78.8911; 80.9947; 81.7710; 82.2699; 82.9954; Curr rmse: 422.6009; Best rmse: 375.7084; 410.1943; 418.1089; 422.6009; 429.0451; Curr nae: 0.4227; Best nae: 0.2424; 0.2464; 0.2577; 0.2582; 0.2607; 2025-08-15 17:57:11,002 - INFO - Epoch: 0222 / 1300 lr: 8.481e-05 2025-08-15 17:58:48,372 - INFO - Training: cls_zice: 59.381456098933455; reg_zipnll: 243.01387183770422; aux_mae_loss_1: 144.6296488705515; aux_mae_loss_2: 23.840666740289997; aux_mae_loss_4: 4.214624432181331; cnt_loss: 31.241010406636335; 2025-08-15 17:58:48,373 - INFO - Evaluation: Curr mae: 119.9584; Best mae: 78.8911; 80.9947; 81.7710; 82.2699; 82.9954; Curr rmse: 618.4728; Best rmse: 375.7084; 410.1943; 418.1089; 422.6009; 429.0451; Curr nae: 0.3339; Best nae: 0.2424; 0.2464; 0.2577; 0.2582; 0.2607; 2025-08-15 17:58:48,374 - INFO - Epoch: 0223 / 1300 lr: 8.410e-05 2025-08-15 18:00:26,518 - INFO - Training: cls_zice: 62.4645557927595; reg_zipnll: 245.2139824913829; aux_mae_loss_1: 144.28264302153207; aux_mae_loss_2: 23.47303513696077; aux_mae_loss_4: 4.105087133943268; cnt_loss: 29.418509568530673; 2025-08-15 18:00:26,520 - INFO - Evaluation: Curr mae: 91.9162; Best mae: 78.8911; 80.9947; 81.7710; 82.2699; 82.9954; Curr rmse: 490.6383; Best rmse: 375.7084; 410.1943; 418.1089; 422.6009; 429.0451; Curr nae: 0.8295; Best nae: 0.2424; 0.2464; 0.2577; 0.2582; 0.2607; 2025-08-15 18:00:26,520 - INFO - Epoch: 0224 / 1300 lr: 8.338e-05 2025-08-15 18:02:03,634 - INFO - Training: cls_zice: 62.14615575819825; reg_zipnll: 247.40819332838672; aux_mae_loss_1: 146.81388101847435; aux_mae_loss_2: 24.034316490732305; aux_mae_loss_4: 4.223162616739542; cnt_loss: 30.292440490428465; 2025-08-15 18:02:03,698 - INFO - Evaluation: Curr mae: 93.1934; Best mae: 78.8911; 80.9947; 81.7710; 82.2699; 82.9954; Curr rmse: 597.6497; Best rmse: 375.7084; 410.1943; 418.1089; 422.6009; 429.0451; Curr nae: 0.2254; Best nae: 0.2254; 0.2424; 0.2464; 0.2577; 0.2582; 2025-08-15 18:02:03,699 - INFO - Epoch: 0225 / 1300 lr: 8.265e-05 2025-08-15 18:03:41,671 - INFO - Training: cls_zice: 64.03788984902107; reg_zipnll: 246.5898447404484; aux_mae_loss_1: 148.90219799718392; aux_mae_loss_2: 24.60694811950919; aux_mae_loss_4: 4.3755616249952345; cnt_loss: 33.68383314186626; 2025-08-15 18:03:41,795 - INFO - Evaluation: Curr mae: 78.0029; Best mae: 78.0029; 78.8911; 80.9947; 81.7710; 82.2699; Curr rmse: 283.6809; Best rmse: 283.6809; 375.7084; 410.1943; 418.1089; 422.6009; Curr nae: 0.2614; Best nae: 0.2254; 0.2424; 0.2464; 0.2577; 0.2582; 2025-08-15 18:03:41,795 - INFO - Epoch: 0226 / 1300 lr: 8.190e-05 2025-08-15 18:05:19,759 - INFO - Training: cls_zice: 63.76182103969138; reg_zipnll: 250.35626359954284; aux_mae_loss_1: 151.28911672950096; aux_mae_loss_2: 25.137947881742736; aux_mae_loss_4: 4.499073977182334; cnt_loss: 34.974884744781455; 2025-08-15 18:05:19,761 - INFO - Evaluation: Curr mae: 86.1641; Best mae: 78.0029; 78.8911; 80.9947; 81.7710; 82.2699; Curr rmse: 596.5488; Best rmse: 283.6809; 375.7084; 410.1943; 418.1089; 422.6009; Curr nae: 0.2600; Best nae: 0.2254; 0.2424; 0.2464; 0.2577; 0.2582; 2025-08-15 18:05:19,761 - INFO - Epoch: 0227 / 1300 lr: 8.115e-05 2025-08-15 18:06:57,290 - INFO - Training: cls_zice: 65.64790817765773; reg_zipnll: 252.77463896292954; aux_mae_loss_1: 148.69284264042324; aux_mae_loss_2: 24.379521808771365; aux_mae_loss_4: 4.30710042886685; cnt_loss: 32.4633286949295; 2025-08-15 18:06:57,292 - INFO - Evaluation: Curr mae: 128.0353; Best mae: 78.0029; 78.8911; 80.9947; 81.7710; 82.2699; Curr rmse: 637.9096; Best rmse: 283.6809; 375.7084; 410.1943; 418.1089; 422.6009; Curr nae: 0.3532; Best nae: 0.2254; 0.2424; 0.2464; 0.2577; 0.2582; 2025-08-15 18:06:57,292 - INFO - Epoch: 0228 / 1300 lr: 8.038e-05 2025-08-15 18:08:35,449 - INFO - Training: cls_zice: 62.45044918136149; reg_zipnll: 248.35852351838335; aux_mae_loss_1: 146.88379905033847; aux_mae_loss_2: 23.96494348986903; aux_mae_loss_4: 4.179543231477468; cnt_loss: 30.224197964435373; 2025-08-15 18:08:35,450 - INFO - Evaluation: Curr mae: 114.6756; Best mae: 78.0029; 78.8911; 80.9947; 81.7710; 82.2699; Curr rmse: 564.7112; Best rmse: 283.6809; 375.7084; 410.1943; 418.1089; 422.6009; Curr nae: 1.1610; Best nae: 0.2254; 0.2424; 0.2464; 0.2577; 0.2582; 2025-08-15 18:08:35,450 - INFO - Epoch: 0229 / 1300 lr: 7.960e-05 2025-08-15 18:10:12,725 - INFO - Training: cls_zice: 63.938660747019675; reg_zipnll: 242.87382774058835; aux_mae_loss_1: 145.39317953310774; aux_mae_loss_2: 23.823789265590953; aux_mae_loss_4: 4.181743739503208; cnt_loss: 30.867004478498718; 2025-08-15 18:10:12,727 - INFO - Evaluation: Curr mae: 84.7764; Best mae: 78.0029; 78.8911; 80.9947; 81.7710; 82.2699; Curr rmse: 560.9350; Best rmse: 283.6809; 375.7084; 410.1943; 418.1089; 422.6009; Curr nae: 0.2855; Best nae: 0.2254; 0.2424; 0.2464; 0.2577; 0.2582; 2025-08-15 18:10:12,727 - INFO - Epoch: 0230 / 1300 lr: 7.880e-05 2025-08-15 18:11:51,112 - INFO - Training: cls_zice: 62.88408531547359; reg_zipnll: 240.22420457580097; aux_mae_loss_1: 146.2695763301114; aux_mae_loss_2: 23.850982531177355; aux_mae_loss_4: 4.179913503958204; cnt_loss: 30.407907610993764; 2025-08-15 18:11:51,113 - INFO - Evaluation: Curr mae: 96.1761; Best mae: 78.0029; 78.8911; 80.9947; 81.7710; 82.2699; Curr rmse: 539.8515; Best rmse: 283.6809; 375.7084; 410.1943; 418.1089; 422.6009; Curr nae: 0.3676; Best nae: 0.2254; 0.2424; 0.2464; 0.2577; 0.2582; 2025-08-15 18:11:51,114 - INFO - Epoch: 0231 / 1300 lr: 7.800e-05 2025-08-15 18:13:29,079 - INFO - Training: cls_zice: 62.01497684760081; reg_zipnll: 245.09073325110586; aux_mae_loss_1: 145.17982148511246; aux_mae_loss_2: 23.653860287065676; aux_mae_loss_4: 4.13406630101731; cnt_loss: 29.70528999331065; 2025-08-15 18:13:29,081 - INFO - Evaluation: Curr mae: 99.6677; Best mae: 78.0029; 78.8911; 80.9947; 81.7710; 82.2699; Curr rmse: 576.0805; Best rmse: 283.6809; 375.7084; 410.1943; 418.1089; 422.6009; Curr nae: 0.5186; Best nae: 0.2254; 0.2424; 0.2464; 0.2577; 0.2582; 2025-08-15 18:13:29,081 - INFO - Epoch: 0232 / 1300 lr: 7.719e-05 2025-08-15 18:15:06,914 - INFO - Training: cls_zice: 64.37563885445766; reg_zipnll: 245.78613935338194; aux_mae_loss_1: 144.8010917751832; aux_mae_loss_2: 23.483441966971274; aux_mae_loss_4: 4.066239856662358; cnt_loss: 28.28055223952835; 2025-08-15 18:15:07,013 - INFO - Evaluation: Curr mae: 85.7187; Best mae: 78.0029; 78.8911; 80.9947; 81.7710; 82.2699; Curr rmse: 510.8210; Best rmse: 283.6809; 375.7084; 410.1943; 418.1089; 422.6009; Curr nae: 0.2433; Best nae: 0.2254; 0.2424; 0.2433; 0.2464; 0.2577; 2025-08-15 18:15:07,013 - INFO - Epoch: 0233 / 1300 lr: 7.636e-05 2025-08-15 18:16:44,094 - INFO - Training: cls_zice: 61.94811040055782; reg_zipnll: 243.56162517910445; aux_mae_loss_1: 145.1097477714323; aux_mae_loss_2: 23.47267883908779; aux_mae_loss_4: 4.075327517594041; cnt_loss: 28.648167923360987; 2025-08-15 18:16:44,095 - INFO - Evaluation: Curr mae: 87.2383; Best mae: 78.0029; 78.8911; 80.9947; 81.7710; 82.2699; Curr rmse: 593.3009; Best rmse: 283.6809; 375.7084; 410.1943; 418.1089; 422.6009; Curr nae: 0.3472; Best nae: 0.2254; 0.2424; 0.2433; 0.2464; 0.2577; 2025-08-15 18:16:44,095 - INFO - Epoch: 0234 / 1300 lr: 7.553e-05 2025-08-15 18:18:22,392 - INFO - Training: cls_zice: 60.517309974275705; reg_zipnll: 239.12214872463196; aux_mae_loss_1: 142.02633943042903; aux_mae_loss_2: 22.974225171733945; aux_mae_loss_4: 3.9789947723361703; cnt_loss: 27.01263803350895; 2025-08-15 18:18:22,515 - INFO - Evaluation: Curr mae: 79.9883; Best mae: 78.0029; 78.8911; 79.9883; 80.9947; 81.7710; Curr rmse: 581.8114; Best rmse: 283.6809; 375.7084; 410.1943; 418.1089; 422.6009; Curr nae: 0.2136; Best nae: 0.2136; 0.2254; 0.2424; 0.2433; 0.2464; 2025-08-15 18:18:22,516 - INFO - Epoch: 0235 / 1300 lr: 7.469e-05 2025-08-15 18:19:59,994 - INFO - Training: cls_zice: 65.95830458781866; reg_zipnll: 242.4314899493612; aux_mae_loss_1: 148.62202287394467; aux_mae_loss_2: 24.185749986790753; aux_mae_loss_4: 4.2171507318406; cnt_loss: 29.848323519248275; 2025-08-15 18:19:59,996 - INFO - Evaluation: Curr mae: 86.4801; Best mae: 78.0029; 78.8911; 79.9883; 80.9947; 81.7710; Curr rmse: 517.5690; Best rmse: 283.6809; 375.7084; 410.1943; 418.1089; 422.6009; Curr nae: 0.3013; Best nae: 0.2136; 0.2254; 0.2424; 0.2433; 0.2464; 2025-08-15 18:19:59,996 - INFO - Epoch: 0236 / 1300 lr: 7.383e-05 2025-08-15 18:21:37,213 - INFO - Training: cls_zice: 62.932403434211615; reg_zipnll: 246.76404784822833; aux_mae_loss_1: 146.09060794467484; aux_mae_loss_2: 23.857699339064965; aux_mae_loss_4: 4.190231148412111; cnt_loss: 30.7794369100605; 2025-08-15 18:21:37,214 - INFO - Evaluation: Curr mae: 84.7651; Best mae: 78.0029; 78.8911; 79.9883; 80.9947; 81.7710; Curr rmse: 552.0608; Best rmse: 283.6809; 375.7084; 410.1943; 418.1089; 422.6009; Curr nae: 0.2816; Best nae: 0.2136; 0.2254; 0.2424; 0.2433; 0.2464; 2025-08-15 18:21:37,214 - INFO - Epoch: 0237 / 1300 lr: 7.297e-05 2025-08-15 18:23:14,282 - INFO - Training: cls_zice: 62.679718750148325; reg_zipnll: 242.06738604861852; aux_mae_loss_1: 145.71707237165202; aux_mae_loss_2: 23.725804033500065; aux_mae_loss_4: 4.137769178437083; cnt_loss: 28.83398376884068; 2025-08-15 18:23:14,283 - INFO - Evaluation: Curr mae: 87.5520; Best mae: 78.0029; 78.8911; 79.9883; 80.9947; 81.7710; Curr rmse: 473.9826; Best rmse: 283.6809; 375.7084; 410.1943; 418.1089; 422.6009; Curr nae: 0.3721; Best nae: 0.2136; 0.2254; 0.2424; 0.2433; 0.2464; 2025-08-15 18:23:14,283 - INFO - Epoch: 0238 / 1300 lr: 7.210e-05 2025-08-15 18:24:51,442 - INFO - Training: cls_zice: 60.80289591327884; reg_zipnll: 242.15026724062727; aux_mae_loss_1: 144.24814317894473; aux_mae_loss_2: 23.455876904465544; aux_mae_loss_4: 4.083625785642541; cnt_loss: 30.382379132248747; 2025-08-15 18:24:51,443 - INFO - Evaluation: Curr mae: 95.8862; Best mae: 78.0029; 78.8911; 79.9883; 80.9947; 81.7710; Curr rmse: 581.0732; Best rmse: 283.6809; 375.7084; 410.1943; 418.1089; 422.6009; Curr nae: 0.4697; Best nae: 0.2136; 0.2254; 0.2424; 0.2433; 0.2464; 2025-08-15 18:24:51,443 - INFO - Epoch: 0239 / 1300 lr: 7.122e-05 2025-08-15 18:26:28,495 - INFO - Training: cls_zice: 65.8475922436518; reg_zipnll: 243.72867403790394; aux_mae_loss_1: 147.69255486613375; aux_mae_loss_2: 24.152593746283365; aux_mae_loss_4: 4.2162128959645955; cnt_loss: 30.712475751543412; 2025-08-15 18:26:28,496 - INFO - Evaluation: Curr mae: 91.2367; Best mae: 78.0029; 78.8911; 79.9883; 80.9947; 81.7710; Curr rmse: 577.8563; Best rmse: 283.6809; 375.7084; 410.1943; 418.1089; 422.6009; Curr nae: 0.4028; Best nae: 0.2136; 0.2254; 0.2424; 0.2433; 0.2464; 2025-08-15 18:26:28,496 - INFO - Epoch: 0240 / 1300 lr: 7.034e-05 2025-08-15 18:28:05,996 - INFO - Training: cls_zice: 62.23964162270484; reg_zipnll: 241.96537594439744; aux_mae_loss_1: 145.06216397812557; aux_mae_loss_2: 23.53032294153248; aux_mae_loss_4: 4.045461531316713; cnt_loss: 27.295298768805967; 2025-08-15 18:28:05,997 - INFO - Evaluation: Curr mae: 89.5477; Best mae: 78.0029; 78.8911; 79.9883; 80.9947; 81.7710; Curr rmse: 580.4579; Best rmse: 283.6809; 375.7084; 410.1943; 418.1089; 422.6009; Curr nae: 0.3502; Best nae: 0.2136; 0.2254; 0.2424; 0.2433; 0.2464; 2025-08-15 18:28:05,997 - INFO - Epoch: 0241 / 1300 lr: 6.944e-05 2025-08-15 18:29:44,369 - INFO - Training: cls_zice: 60.28689197571541; reg_zipnll: 242.3809868094241; aux_mae_loss_1: 140.85386663598695; aux_mae_loss_2: 22.590493747691568; aux_mae_loss_4: 3.8595928655492004; cnt_loss: 25.687414111698807; 2025-08-15 18:29:44,371 - INFO - Evaluation: Curr mae: 109.3970; Best mae: 78.0029; 78.8911; 79.9883; 80.9947; 81.7710; Curr rmse: 584.5513; Best rmse: 283.6809; 375.7084; 410.1943; 418.1089; 422.6009; Curr nae: 0.3155; Best nae: 0.2136; 0.2254; 0.2424; 0.2433; 0.2464; 2025-08-15 18:29:44,371 - INFO - Epoch: 0242 / 1300 lr: 6.854e-05 2025-08-15 18:31:21,273 - INFO - Training: cls_zice: 63.50399001126578; reg_zipnll: 256.17390718435564; aux_mae_loss_1: 147.5084211060198; aux_mae_loss_2: 24.161880111939496; aux_mae_loss_4: 4.25210536920626; cnt_loss: 32.20285976699201; 2025-08-15 18:31:21,274 - INFO - Evaluation: Curr mae: 85.6358; Best mae: 78.0029; 78.8911; 79.9883; 80.9947; 81.7710; Curr rmse: 436.6803; Best rmse: 283.6809; 375.7084; 410.1943; 418.1089; 422.6009; Curr nae: 0.3178; Best nae: 0.2136; 0.2254; 0.2424; 0.2433; 0.2464; 2025-08-15 18:31:21,274 - INFO - Epoch: 0243 / 1300 lr: 6.763e-05 2025-08-15 18:32:58,303 - INFO - Training: cls_zice: 64.72802279115795; reg_zipnll: 236.3074477865028; aux_mae_loss_1: 144.72262108417894; aux_mae_loss_2: 23.386396150662538; aux_mae_loss_4: 4.030656055650245; cnt_loss: 26.087246223096678; 2025-08-15 18:32:58,304 - INFO - Evaluation: Curr mae: 91.5156; Best mae: 78.0029; 78.8911; 79.9883; 80.9947; 81.7710; Curr rmse: 439.4306; Best rmse: 283.6809; 375.7084; 410.1943; 418.1089; 422.6009; Curr nae: 0.5038; Best nae: 0.2136; 0.2254; 0.2424; 0.2433; 0.2464; 2025-08-15 18:32:58,304 - INFO - Epoch: 0244 / 1300 lr: 6.672e-05 2025-08-15 18:34:36,429 - INFO - Training: cls_zice: 60.586665847460836; reg_zipnll: 243.71223121191971; aux_mae_loss_1: 141.73398427301325; aux_mae_loss_2: 22.809503606168654; aux_mae_loss_4: 3.914090862923845; cnt_loss: 26.224007401797337; 2025-08-15 18:34:36,491 - INFO - Evaluation: Curr mae: 110.0626; Best mae: 78.0029; 78.8911; 79.9883; 80.9947; 81.7710; Curr rmse: 372.9420; Best rmse: 283.6809; 372.9420; 375.7084; 410.1943; 418.1089; Curr nae: 0.6132; Best nae: 0.2136; 0.2254; 0.2424; 0.2433; 0.2464; 2025-08-15 18:34:36,491 - INFO - Epoch: 0245 / 1300 lr: 6.580e-05 2025-08-15 18:36:13,865 - INFO - Training: cls_zice: 66.0175934657646; reg_zipnll: 239.0658665634979; aux_mae_loss_1: 146.65289257608526; aux_mae_loss_2: 23.683813687155364; aux_mae_loss_4: 4.07897592157815; cnt_loss: 27.587517166505435; 2025-08-15 18:36:13,867 - INFO - Evaluation: Curr mae: 86.2080; Best mae: 78.0029; 78.8911; 79.9883; 80.9947; 81.7710; Curr rmse: 508.4558; Best rmse: 283.6809; 372.9420; 375.7084; 410.1943; 418.1089; Curr nae: 0.3291; Best nae: 0.2136; 0.2254; 0.2424; 0.2433; 0.2464; 2025-08-15 18:36:13,867 - INFO - Epoch: 0246 / 1300 lr: 6.487e-05 2025-08-15 18:37:51,880 - INFO - Training: cls_zice: 61.26530871967424; reg_zipnll: 237.53218702301575; aux_mae_loss_1: 144.08113235434408; aux_mae_loss_2: 23.207602180981084; aux_mae_loss_4: 3.9832781157947137; cnt_loss: 26.6601808322426; 2025-08-15 18:37:51,881 - INFO - Evaluation: Curr mae: 134.0394; Best mae: 78.0029; 78.8911; 79.9883; 80.9947; 81.7710; Curr rmse: 633.8986; Best rmse: 283.6809; 372.9420; 375.7084; 410.1943; 418.1089; Curr nae: 1.4597; Best nae: 0.2136; 0.2254; 0.2424; 0.2433; 0.2464; 2025-08-15 18:37:51,882 - INFO - Epoch: 0247 / 1300 lr: 6.394e-05 2025-08-15 18:39:30,002 - INFO - Training: cls_zice: 63.35412855304605; reg_zipnll: 231.14482900232153; aux_mae_loss_1: 146.74850806601557; aux_mae_loss_2: 23.82271181954823; aux_mae_loss_4: 4.099726953206148; cnt_loss: 27.114136531604288; 2025-08-15 18:39:30,004 - INFO - Evaluation: Curr mae: 91.5682; Best mae: 78.0029; 78.8911; 79.9883; 80.9947; 81.7710; Curr rmse: 519.9251; Best rmse: 283.6809; 372.9420; 375.7084; 410.1943; 418.1089; Curr nae: 0.3443; Best nae: 0.2136; 0.2254; 0.2424; 0.2433; 0.2464; 2025-08-15 18:39:30,004 - INFO - Epoch: 0248 / 1300 lr: 6.300e-05 2025-08-15 18:41:08,486 - INFO - Training: cls_zice: 62.746367823571966; reg_zipnll: 247.81712764945925; aux_mae_loss_1: 143.071384508383; aux_mae_loss_2: 23.148386167070246; aux_mae_loss_4: 3.9997786948490877; cnt_loss: 28.688882904984343; 2025-08-15 18:41:08,488 - INFO - Evaluation: Curr mae: 112.3938; Best mae: 78.0029; 78.8911; 79.9883; 80.9947; 81.7710; Curr rmse: 549.6077; Best rmse: 283.6809; 372.9420; 375.7084; 410.1943; 418.1089; Curr nae: 0.5100; Best nae: 0.2136; 0.2254; 0.2424; 0.2433; 0.2464; 2025-08-15 18:41:08,488 - INFO - Epoch: 0249 / 1300 lr: 6.206e-05 2025-08-15 18:42:45,711 - INFO - Training: cls_zice: 62.85995316329223; reg_zipnll: 243.10213665606736; aux_mae_loss_1: 144.88229627535705; aux_mae_loss_2: 23.340136155371187; aux_mae_loss_4: 4.0147042473668; cnt_loss: 27.72169338216512; 2025-08-15 18:42:45,835 - INFO - Evaluation: Curr mae: 72.6240; Best mae: 72.6240; 78.0029; 78.8911; 79.9883; 80.9947; Curr rmse: 394.6116; Best rmse: 283.6809; 372.9420; 375.7084; 394.6116; 410.1943; Curr nae: 0.3223; Best nae: 0.2136; 0.2254; 0.2424; 0.2433; 0.2464; 2025-08-15 18:42:45,835 - INFO - Epoch: 0250 / 1300 lr: 6.111e-05 2025-08-15 18:44:22,960 - INFO - Training: cls_zice: 61.5230077295193; reg_zipnll: 241.61952506607173; aux_mae_loss_1: 141.32184275747264; aux_mae_loss_2: 22.750623134230587; aux_mae_loss_4: 3.9132148045807083; cnt_loss: 27.796544551236465; 2025-08-15 18:44:22,962 - INFO - Evaluation: Curr mae: 89.0669; Best mae: 72.6240; 78.0029; 78.8911; 79.9883; 80.9947; Curr rmse: 537.1082; Best rmse: 283.6809; 372.9420; 375.7084; 394.6116; 410.1943; Curr nae: 0.4804; Best nae: 0.2136; 0.2254; 0.2424; 0.2433; 0.2464; 2025-08-15 18:44:23,131 - INFO - Epoch: 0251 / 1300 lr: 6.016e-05 2025-08-15 18:46:00,733 - INFO - Training: cls_zice: 59.862416358947144; reg_zipnll: 239.8137413554449; aux_mae_loss_1: 141.85201451710992; aux_mae_loss_2: 22.912203558306462; aux_mae_loss_4: 3.925972982513261; cnt_loss: 26.74830191852501; 2025-08-15 18:46:00,734 - INFO - Evaluation: Curr mae: 84.2360; Best mae: 72.6240; 78.0029; 78.8911; 79.9883; 80.9947; Curr rmse: 557.0154; Best rmse: 283.6809; 372.9420; 375.7084; 394.6116; 410.1943; Curr nae: 0.2749; Best nae: 0.2136; 0.2254; 0.2424; 0.2433; 0.2464; 2025-08-15 18:46:00,734 - INFO - Epoch: 0252 / 1300 lr: 5.920e-05 2025-08-15 18:47:38,768 - INFO - Training: cls_zice: 65.15622141888332; reg_zipnll: 238.642126666856; aux_mae_loss_1: 147.58246555671593; aux_mae_loss_2: 23.86502164924053; aux_mae_loss_4: 4.114047004508482; cnt_loss: 27.176467462799543; 2025-08-15 18:47:38,769 - INFO - Evaluation: Curr mae: 95.5908; Best mae: 72.6240; 78.0029; 78.8911; 79.9883; 80.9947; Curr rmse: 599.4228; Best rmse: 283.6809; 372.9420; 375.7084; 394.6116; 410.1943; Curr nae: 0.3410; Best nae: 0.2136; 0.2254; 0.2424; 0.2433; 0.2464; 2025-08-15 18:47:38,769 - INFO - Epoch: 0253 / 1300 lr: 5.824e-05 2025-08-15 18:49:17,135 - INFO - Training: cls_zice: 64.6098516494572; reg_zipnll: 239.29964223435115; aux_mae_loss_1: 143.57413125712338; aux_mae_loss_2: 23.186160374423224; aux_mae_loss_4: 3.988361483674429; cnt_loss: 26.367331823530417; 2025-08-15 18:49:17,136 - INFO - Evaluation: Curr mae: 90.6683; Best mae: 72.6240; 78.0029; 78.8911; 79.9883; 80.9947; Curr rmse: 544.0383; Best rmse: 283.6809; 372.9420; 375.7084; 394.6116; 410.1943; Curr nae: 0.2902; Best nae: 0.2136; 0.2254; 0.2424; 0.2433; 0.2464; 2025-08-15 18:49:17,136 - INFO - Epoch: 0254 / 1300 lr: 5.728e-05 2025-08-15 18:50:54,955 - INFO - Training: cls_zice: 61.797285940162936; reg_zipnll: 240.46040635488947; aux_mae_loss_1: 143.05918271376112; aux_mae_loss_2: 23.079443258614038; aux_mae_loss_4: 3.956359538137147; cnt_loss: 26.982815504074097; 2025-08-15 18:50:54,956 - INFO - Evaluation: Curr mae: 95.0918; Best mae: 72.6240; 78.0029; 78.8911; 79.9883; 80.9947; Curr rmse: 565.6599; Best rmse: 283.6809; 372.9420; 375.7084; 394.6116; 410.1943; Curr nae: 0.2966; Best nae: 0.2136; 0.2254; 0.2424; 0.2433; 0.2464; 2025-08-15 18:50:54,956 - INFO - Epoch: 0255 / 1300 lr: 5.632e-05 2025-08-15 18:52:32,054 - INFO - Training: cls_zice: 60.45483936714176; reg_zipnll: 238.40669346591196; aux_mae_loss_1: 139.45748820464226; aux_mae_loss_2: 22.296892440717446; aux_mae_loss_4: 3.7893970893710316; cnt_loss: 25.075590359214644; 2025-08-15 18:52:32,055 - INFO - Evaluation: Curr mae: 91.6241; Best mae: 72.6240; 78.0029; 78.8911; 79.9883; 80.9947; Curr rmse: 487.0970; Best rmse: 283.6809; 372.9420; 375.7084; 394.6116; 410.1943; Curr nae: 0.5944; Best nae: 0.2136; 0.2254; 0.2424; 0.2433; 0.2464; 2025-08-15 18:52:32,056 - INFO - Epoch: 0256 / 1300 lr: 5.535e-05 2025-08-15 18:54:10,549 - INFO - Training: cls_zice: 62.567681257323315; reg_zipnll: 241.04793542700133; aux_mae_loss_1: 144.9992159669381; aux_mae_loss_2: 23.249024272271477; aux_mae_loss_4: 3.9545354639349988; cnt_loss: 25.81612335256562; 2025-08-15 18:54:10,613 - INFO - Evaluation: Curr mae: 92.1849; Best mae: 72.6240; 78.0029; 78.8911; 79.9883; 80.9947; Curr rmse: 396.9744; Best rmse: 283.6809; 372.9420; 375.7084; 394.6116; 396.9744; Curr nae: 0.4655; Best nae: 0.2136; 0.2254; 0.2424; 0.2433; 0.2464; 2025-08-15 18:54:10,614 - INFO - Epoch: 0257 / 1300 lr: 5.438e-05 2025-08-15 18:55:47,926 - INFO - Training: cls_zice: 62.535166218915144; reg_zipnll: 235.9735500561241; aux_mae_loss_1: 141.80760418909068; aux_mae_loss_2: 22.856486996525664; aux_mae_loss_4: 3.8900883367864516; cnt_loss: 24.183623622806028; 2025-08-15 18:55:47,928 - INFO - Evaluation: Curr mae: 91.4024; Best mae: 72.6240; 78.0029; 78.8911; 79.9883; 80.9947; Curr rmse: 480.4154; Best rmse: 283.6809; 372.9420; 375.7084; 394.6116; 396.9744; Curr nae: 0.3576; Best nae: 0.2136; 0.2254; 0.2424; 0.2433; 0.2464; 2025-08-15 18:55:47,928 - INFO - Epoch: 0258 / 1300 lr: 5.341e-05 2025-08-15 18:57:25,248 - INFO - Training: cls_zice: 60.23021650321992; reg_zipnll: 241.7812728881836; aux_mae_loss_1: 140.85584738076807; aux_mae_loss_2: 22.39752963147004; aux_mae_loss_4: 3.7898842234231513; cnt_loss: 23.591274932601458; 2025-08-15 18:57:25,310 - INFO - Evaluation: Curr mae: 77.8855; Best mae: 72.6240; 77.8855; 78.0029; 78.8911; 79.9883; Curr rmse: 433.3402; Best rmse: 283.6809; 372.9420; 375.7084; 394.6116; 396.9744; Curr nae: 0.5383; Best nae: 0.2136; 0.2254; 0.2424; 0.2433; 0.2464; 2025-08-15 18:57:25,310 - INFO - Epoch: 0259 / 1300 lr: 5.244e-05 2025-08-15 18:59:04,190 - INFO - Training: cls_zice: 61.47385388919198; reg_zipnll: 237.67261341359745; aux_mae_loss_1: 142.74858877775296; aux_mae_loss_2: 23.02131171949725; aux_mae_loss_4: 3.947024939605693; cnt_loss: 25.273020233777004; 2025-08-15 18:59:04,191 - INFO - Evaluation: Curr mae: 89.2724; Best mae: 72.6240; 77.8855; 78.0029; 78.8911; 79.9883; Curr rmse: 518.2105; Best rmse: 283.6809; 372.9420; 375.7084; 394.6116; 396.9744; Curr nae: 0.3143; Best nae: 0.2136; 0.2254; 0.2424; 0.2433; 0.2464; 2025-08-15 18:59:04,191 - INFO - Epoch: 0260 / 1300 lr: 5.147e-05 2025-08-15 19:00:42,586 - INFO - Training: cls_zice: 65.57343111537722; reg_zipnll: 230.5057336665058; aux_mae_loss_1: 146.57624020613252; aux_mae_loss_2: 23.6768847094097; aux_mae_loss_4: 4.085215387430167; cnt_loss: 28.991501509377155; 2025-08-15 19:00:42,647 - INFO - Evaluation: Curr mae: 79.1608; Best mae: 72.6240; 77.8855; 78.0029; 78.8911; 79.1608; Curr rmse: 512.7478; Best rmse: 283.6809; 372.9420; 375.7084; 394.6116; 396.9744; Curr nae: 0.2937; Best nae: 0.2136; 0.2254; 0.2424; 0.2433; 0.2464; 2025-08-15 19:00:42,647 - INFO - Epoch: 0261 / 1300 lr: 5.050e-05 2025-08-15 19:02:20,367 - INFO - Training: cls_zice: 63.462622420646845; reg_zipnll: 239.17440316364514; aux_mae_loss_1: 144.4698360462728; aux_mae_loss_2: 23.12449084823726; aux_mae_loss_4: 3.926012069063505; cnt_loss: 24.86905149904805; 2025-08-15 19:02:20,369 - INFO - Evaluation: Curr mae: 83.6043; Best mae: 72.6240; 77.8855; 78.0029; 78.8911; 79.1608; Curr rmse: 466.4310; Best rmse: 283.6809; 372.9420; 375.7084; 394.6116; 396.9744; Curr nae: 0.2701; Best nae: 0.2136; 0.2254; 0.2424; 0.2433; 0.2464; 2025-08-15 19:02:20,369 - INFO - Epoch: 0262 / 1300 lr: 4.953e-05 2025-08-15 19:03:57,702 - INFO - Training: cls_zice: 59.47318043147997; reg_zipnll: 238.55998766391627; aux_mae_loss_1: 139.03247331163263; aux_mae_loss_2: 22.39585767613585; aux_mae_loss_4: 3.822947142669658; cnt_loss: 25.384494101786675; 2025-08-15 19:03:57,703 - INFO - Evaluation: Curr mae: 90.3214; Best mae: 72.6240; 77.8855; 78.0029; 78.8911; 79.1608; Curr rmse: 550.6486; Best rmse: 283.6809; 372.9420; 375.7084; 394.6116; 396.9744; Curr nae: 0.2766; Best nae: 0.2136; 0.2254; 0.2424; 0.2433; 0.2464; 2025-08-15 19:03:57,703 - INFO - Epoch: 0263 / 1300 lr: 4.856e-05 2025-08-15 19:05:35,326 - INFO - Training: cls_zice: 61.24693141638237; reg_zipnll: 233.82547043160486; aux_mae_loss_1: 143.29797181862486; aux_mae_loss_2: 23.04992724935929; aux_mae_loss_4: 3.9420938223677; cnt_loss: 25.571715311403445; 2025-08-15 19:05:35,327 - INFO - Evaluation: Curr mae: 89.4011; Best mae: 72.6240; 77.8855; 78.0029; 78.8911; 79.1608; Curr rmse: 480.6012; Best rmse: 283.6809; 372.9420; 375.7084; 394.6116; 396.9744; Curr nae: 0.3716; Best nae: 0.2136; 0.2254; 0.2424; 0.2433; 0.2464; 2025-08-15 19:05:35,327 - INFO - Epoch: 0264 / 1300 lr: 4.759e-05 2025-08-15 19:07:13,000 - INFO - Training: cls_zice: 62.236304391051014; reg_zipnll: 232.68184292163212; aux_mae_loss_1: 142.96972995061802; aux_mae_loss_2: 22.714428633221623; aux_mae_loss_4: 3.8226478208612966; cnt_loss: 23.35443344091695; 2025-08-15 19:07:13,066 - INFO - Evaluation: Curr mae: 81.0047; Best mae: 72.6240; 77.8855; 78.0029; 78.8911; 79.1608; Curr rmse: 511.7653; Best rmse: 283.6809; 372.9420; 375.7084; 394.6116; 396.9744; Curr nae: 0.2413; Best nae: 0.2136; 0.2254; 0.2413; 0.2424; 0.2433; 2025-08-15 19:07:13,066 - INFO - Epoch: 0265 / 1300 lr: 4.662e-05 2025-08-15 19:08:50,210 - INFO - Training: cls_zice: 61.52366003271547; reg_zipnll: 232.04450402345634; aux_mae_loss_1: 142.11719433997774; aux_mae_loss_2: 22.83755779143777; aux_mae_loss_4: 3.904251247567812; cnt_loss: 25.578576175596535; 2025-08-15 19:08:50,211 - INFO - Evaluation: Curr mae: 82.8174; Best mae: 72.6240; 77.8855; 78.0029; 78.8911; 79.1608; Curr rmse: 515.8032; Best rmse: 283.6809; 372.9420; 375.7084; 394.6116; 396.9744; Curr nae: 0.2711; Best nae: 0.2136; 0.2254; 0.2413; 0.2424; 0.2433; 2025-08-15 19:08:50,211 - INFO - Epoch: 0266 / 1300 lr: 4.565e-05 2025-08-15 19:10:27,015 - INFO - Training: cls_zice: 58.99537316018328; reg_zipnll: 229.7623727989687; aux_mae_loss_1: 136.57487679998795; aux_mae_loss_2: 21.867514001066702; aux_mae_loss_4: 3.7110418726362115; cnt_loss: 23.00164019540527; 2025-08-15 19:10:27,016 - INFO - Evaluation: Curr mae: 89.3539; Best mae: 72.6240; 77.8855; 78.0029; 78.8911; 79.1608; Curr rmse: 495.9090; Best rmse: 283.6809; 372.9420; 375.7084; 394.6116; 396.9744; Curr nae: 0.3295; Best nae: 0.2136; 0.2254; 0.2413; 0.2424; 0.2433; 2025-08-15 19:10:27,016 - INFO - Epoch: 0267 / 1300 lr: 4.468e-05 2025-08-15 19:12:04,663 - INFO - Training: cls_zice: 61.86603539707115; reg_zipnll: 236.26214887918115; aux_mae_loss_1: 140.35631844684826; aux_mae_loss_2: 22.412222494502913; aux_mae_loss_4: 3.776873268780794; cnt_loss: 23.282877278511812; 2025-08-15 19:12:04,665 - INFO - Evaluation: Curr mae: 94.6187; Best mae: 72.6240; 77.8855; 78.0029; 78.8911; 79.1608; Curr rmse: 430.7239; Best rmse: 283.6809; 372.9420; 375.7084; 394.6116; 396.9744; Curr nae: 0.5214; Best nae: 0.2136; 0.2254; 0.2413; 0.2424; 0.2433; 2025-08-15 19:12:04,665 - INFO - Epoch: 0268 / 1300 lr: 4.372e-05 2025-08-15 19:13:43,053 - INFO - Training: cls_zice: 61.40561475411326; reg_zipnll: 232.19513678857172; aux_mae_loss_1: 143.11663864449548; aux_mae_loss_2: 23.041211039364185; aux_mae_loss_4: 3.9314775715143946; cnt_loss: 24.986812068747984; 2025-08-15 19:13:43,176 - INFO - Evaluation: Curr mae: 88.8955; Best mae: 72.6240; 77.8855; 78.0029; 78.8911; 79.1608; Curr rmse: 381.8869; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.5746; Best nae: 0.2136; 0.2254; 0.2413; 0.2424; 0.2433; 2025-08-15 19:13:43,176 - INFO - Epoch: 0269 / 1300 lr: 4.276e-05 2025-08-15 19:15:21,292 - INFO - Training: cls_zice: 62.34613561553636; reg_zipnll: 241.14941229734444; aux_mae_loss_1: 141.31823324973294; aux_mae_loss_2: 22.449359492961424; aux_mae_loss_4: 3.780448350317987; cnt_loss: 23.546195833725918; 2025-08-15 19:15:21,293 - INFO - Evaluation: Curr mae: 101.1731; Best mae: 72.6240; 77.8855; 78.0029; 78.8911; 79.1608; Curr rmse: 481.4711; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.4360; Best nae: 0.2136; 0.2254; 0.2413; 0.2424; 0.2433; 2025-08-15 19:15:21,294 - INFO - Epoch: 0270 / 1300 lr: 4.180e-05 2025-08-15 19:16:58,240 - INFO - Training: cls_zice: 56.52612926096567; reg_zipnll: 237.29321938247486; aux_mae_loss_1: 137.32656444559368; aux_mae_loss_2: 21.886885177200433; aux_mae_loss_4: 3.672822237627672; cnt_loss: 22.166588859263914; 2025-08-15 19:16:58,241 - INFO - Evaluation: Curr mae: 93.3199; Best mae: 72.6240; 77.8855; 78.0029; 78.8911; 79.1608; Curr rmse: 521.4842; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2477; Best nae: 0.2136; 0.2254; 0.2413; 0.2424; 0.2433; 2025-08-15 19:16:58,241 - INFO - Epoch: 0271 / 1300 lr: 4.084e-05 2025-08-15 19:18:36,447 - INFO - Training: cls_zice: 63.8267821763429; reg_zipnll: 237.70197116685097; aux_mae_loss_1: 140.9362853768552; aux_mae_loss_2: 22.39550420128594; aux_mae_loss_4: 3.789883319087384; cnt_loss: 23.99523726220609; 2025-08-15 19:18:36,448 - INFO - Evaluation: Curr mae: 116.1549; Best mae: 72.6240; 77.8855; 78.0029; 78.8911; 79.1608; Curr rmse: 569.2892; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.4226; Best nae: 0.2136; 0.2254; 0.2413; 0.2424; 0.2433; 2025-08-15 19:18:36,449 - INFO - Epoch: 0272 / 1300 lr: 3.989e-05 2025-08-15 19:20:13,991 - INFO - Training: cls_zice: 61.53482983883825; reg_zipnll: 240.98805700660057; aux_mae_loss_1: 139.4832329149418; aux_mae_loss_2: 22.26109354784066; aux_mae_loss_4: 3.77743081890219; cnt_loss: 24.891634723827586; 2025-08-15 19:20:13,992 - INFO - Evaluation: Curr mae: 88.0357; Best mae: 72.6240; 77.8855; 78.0029; 78.8911; 79.1608; Curr rmse: 565.3873; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.3033; Best nae: 0.2136; 0.2254; 0.2413; 0.2424; 0.2433; 2025-08-15 19:20:13,992 - INFO - Epoch: 0273 / 1300 lr: 3.894e-05 2025-08-15 19:21:52,797 - INFO - Training: cls_zice: 62.68088256669228; reg_zipnll: 246.6614519918486; aux_mae_loss_1: 142.56626130131033; aux_mae_loss_2: 22.585012410171235; aux_mae_loss_4: 3.7978648943275903; cnt_loss: 23.07172951048628; 2025-08-15 19:21:52,798 - INFO - Evaluation: Curr mae: 85.9592; Best mae: 72.6240; 77.8855; 78.0029; 78.8911; 79.1608; Curr rmse: 498.9456; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.3413; Best nae: 0.2136; 0.2254; 0.2413; 0.2424; 0.2433; 2025-08-15 19:21:52,798 - INFO - Epoch: 0274 / 1300 lr: 3.800e-05 2025-08-15 19:23:31,254 - INFO - Training: cls_zice: 60.164462935150745; reg_zipnll: 236.30544835068574; aux_mae_loss_1: 138.31969102795756; aux_mae_loss_2: 21.941724007417733; aux_mae_loss_4: 3.6800016642842626; cnt_loss: 22.019999373541392; 2025-08-15 19:23:31,255 - INFO - Evaluation: Curr mae: 82.9538; Best mae: 72.6240; 77.8855; 78.0029; 78.8911; 79.1608; Curr rmse: 485.0403; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2449; Best nae: 0.2136; 0.2254; 0.2413; 0.2424; 0.2433; 2025-08-15 19:23:31,255 - INFO - Epoch: 0275 / 1300 lr: 3.706e-05 2025-08-15 19:25:08,388 - INFO - Training: cls_zice: 64.16496311997693; reg_zipnll: 228.1381925470112; aux_mae_loss_1: 143.07091254501537; aux_mae_loss_2: 22.847627430158287; aux_mae_loss_4: 3.855754109305404; cnt_loss: 23.88315983419247; 2025-08-15 19:25:08,390 - INFO - Evaluation: Curr mae: 92.3791; Best mae: 72.6240; 77.8855; 78.0029; 78.8911; 79.1608; Curr rmse: 524.2450; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2855; Best nae: 0.2136; 0.2254; 0.2413; 0.2424; 0.2433; 2025-08-15 19:25:08,390 - INFO - Epoch: 0276 / 1300 lr: 3.613e-05 2025-08-15 19:26:45,376 - INFO - Training: cls_zice: 61.364213416999284; reg_zipnll: 235.78255575420312; aux_mae_loss_1: 140.18217590351645; aux_mae_loss_2: 22.193931328300337; aux_mae_loss_4: 3.7151290314669474; cnt_loss: 22.182506948632874; 2025-08-15 19:26:45,438 - INFO - Evaluation: Curr mae: 79.9343; Best mae: 72.6240; 77.8855; 78.0029; 78.8911; 79.1608; Curr rmse: 449.9705; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2261; Best nae: 0.2136; 0.2254; 0.2261; 0.2413; 0.2424; 2025-08-15 19:26:45,438 - INFO - Epoch: 0277 / 1300 lr: 3.520e-05 2025-08-15 19:28:22,354 - INFO - Training: cls_zice: 59.06890384883531; reg_zipnll: 232.6529261875888; aux_mae_loss_1: 139.64611480046054; aux_mae_loss_2: 22.27225926357554; aux_mae_loss_4: 3.7588084979045053; cnt_loss: 23.26486771609299; 2025-08-15 19:28:22,417 - INFO - Evaluation: Curr mae: 84.7626; Best mae: 72.6240; 77.8855; 78.0029; 78.8911; 79.1608; Curr rmse: 544.5068; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2271; Best nae: 0.2136; 0.2254; 0.2261; 0.2271; 0.2413; 2025-08-15 19:28:22,418 - INFO - Epoch: 0278 / 1300 lr: 3.428e-05 2025-08-15 19:29:59,676 - INFO - Training: cls_zice: 61.91270585319837; reg_zipnll: 237.06505021828306; aux_mae_loss_1: 141.61901719649836; aux_mae_loss_2: 22.48700400673638; aux_mae_loss_4: 3.782572312036333; cnt_loss: 23.318257711846908; 2025-08-15 19:29:59,678 - INFO - Evaluation: Curr mae: 92.4849; Best mae: 72.6240; 77.8855; 78.0029; 78.8911; 79.1608; Curr rmse: 521.0270; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.3060; Best nae: 0.2136; 0.2254; 0.2261; 0.2271; 0.2413; 2025-08-15 19:29:59,678 - INFO - Epoch: 0279 / 1300 lr: 3.337e-05 2025-08-15 19:31:37,275 - INFO - Training: cls_zice: 58.37742427554566; reg_zipnll: 242.6232212429488; aux_mae_loss_1: 135.46202458575328; aux_mae_loss_2: 21.35887205324933; aux_mae_loss_4: 3.5536909258151117; cnt_loss: 20.758046466464556; 2025-08-15 19:31:37,343 - INFO - Evaluation: Curr mae: 76.8032; Best mae: 72.6240; 76.8032; 77.8855; 78.0029; 78.8911; Curr rmse: 496.1651; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2616; Best nae: 0.2136; 0.2254; 0.2261; 0.2271; 0.2413; 2025-08-15 19:31:37,343 - INFO - Epoch: 0280 / 1300 lr: 3.246e-05 2025-08-15 19:33:15,307 - INFO - Training: cls_zice: 62.210136946185386; reg_zipnll: 236.95781128204268; aux_mae_loss_1: 139.50712249579342; aux_mae_loss_2: 22.020240339950913; aux_mae_loss_4: 3.6858687112754294; cnt_loss: 21.75217466795659; 2025-08-15 19:33:15,309 - INFO - Evaluation: Curr mae: 89.2145; Best mae: 72.6240; 76.8032; 77.8855; 78.0029; 78.8911; Curr rmse: 575.8891; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2668; Best nae: 0.2136; 0.2254; 0.2261; 0.2271; 0.2413; 2025-08-15 19:33:15,309 - INFO - Epoch: 0281 / 1300 lr: 3.156e-05 2025-08-15 19:34:52,324 - INFO - Training: cls_zice: 61.03939058737001; reg_zipnll: 230.43878531762445; aux_mae_loss_1: 142.01850008780667; aux_mae_loss_2: 22.567393321304518; aux_mae_loss_4: 3.7966017727680255; cnt_loss: 23.364801796665535; 2025-08-15 19:34:52,326 - INFO - Evaluation: Curr mae: 85.3199; Best mae: 72.6240; 76.8032; 77.8855; 78.0029; 78.8911; Curr rmse: 554.4283; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.3030; Best nae: 0.2136; 0.2254; 0.2261; 0.2271; 0.2413; 2025-08-15 19:34:52,326 - INFO - Epoch: 0282 / 1300 lr: 3.066e-05 2025-08-15 19:36:30,812 - INFO - Training: cls_zice: 61.86835067407024; reg_zipnll: 233.80559456440355; aux_mae_loss_1: 139.04276371247357; aux_mae_loss_2: 22.020476076474228; aux_mae_loss_4: 3.679737935489125; cnt_loss: 22.327561406672462; 2025-08-15 19:36:30,813 - INFO - Evaluation: Curr mae: 89.6703; Best mae: 72.6240; 76.8032; 77.8855; 78.0029; 78.8911; Curr rmse: 537.6220; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2897; Best nae: 0.2136; 0.2254; 0.2261; 0.2271; 0.2413; 2025-08-15 19:36:30,814 - INFO - Epoch: 0283 / 1300 lr: 2.978e-05 2025-08-15 19:38:08,994 - INFO - Training: cls_zice: 60.275920244024775; reg_zipnll: 234.14998371742072; aux_mae_loss_1: 138.5848704585686; aux_mae_loss_2: 21.884922568166775; aux_mae_loss_4: 3.6439286334042684; cnt_loss: 21.388035236716576; 2025-08-15 19:38:09,057 - INFO - Evaluation: Curr mae: 76.4384; Best mae: 72.6240; 76.4384; 76.8032; 77.8855; 78.0029; Curr rmse: 422.2932; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2787; Best nae: 0.2136; 0.2254; 0.2261; 0.2271; 0.2413; 2025-08-15 19:38:09,058 - INFO - Epoch: 0284 / 1300 lr: 2.890e-05 2025-08-15 19:39:46,844 - INFO - Training: cls_zice: 59.24777237446572; reg_zipnll: 230.21228229355995; aux_mae_loss_1: 137.74958022639805; aux_mae_loss_2: 21.813833725789518; aux_mae_loss_4: 3.642707577248159; cnt_loss: 21.318505602201643; 2025-08-15 19:39:46,906 - INFO - Evaluation: Curr mae: 84.7879; Best mae: 72.6240; 76.4384; 76.8032; 77.8855; 78.0029; Curr rmse: 472.6464; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2348; Best nae: 0.2136; 0.2254; 0.2261; 0.2271; 0.2348; 2025-08-15 19:39:46,906 - INFO - Epoch: 0285 / 1300 lr: 2.803e-05 2025-08-15 19:41:25,676 - INFO - Training: cls_zice: 60.06998352158652; reg_zipnll: 230.7940553405291; aux_mae_loss_1: 140.46852609001886; aux_mae_loss_2: 22.49347349671901; aux_mae_loss_4: 3.795278988184843; cnt_loss: 22.427940233814073; 2025-08-15 19:41:25,677 - INFO - Evaluation: Curr mae: 95.2310; Best mae: 72.6240; 76.4384; 76.8032; 77.8855; 78.0029; Curr rmse: 577.4224; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.3035; Best nae: 0.2136; 0.2254; 0.2261; 0.2271; 0.2348; 2025-08-15 19:41:25,677 - INFO - Epoch: 0286 / 1300 lr: 2.717e-05 2025-08-15 19:43:03,679 - INFO - Training: cls_zice: 61.90711199505623; reg_zipnll: 228.57593114700904; aux_mae_loss_1: 140.4860868674624; aux_mae_loss_2: 22.264714760768076; aux_mae_loss_4: 3.716940753104448; cnt_loss: 22.293330677983693; 2025-08-15 19:43:03,745 - INFO - Evaluation: Curr mae: 76.5129; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 77.8855; Curr rmse: 418.4294; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.3475; Best nae: 0.2136; 0.2254; 0.2261; 0.2271; 0.2348; 2025-08-15 19:43:03,745 - INFO - Epoch: 0287 / 1300 lr: 2.631e-05 2025-08-15 19:44:42,194 - INFO - Training: cls_zice: 59.38738470909528; reg_zipnll: 233.86332167206203; aux_mae_loss_1: 140.3657943607909; aux_mae_loss_2: 22.302766752120462; aux_mae_loss_4: 3.707558292502916; cnt_loss: 22.097253549374773; 2025-08-15 19:44:42,195 - INFO - Evaluation: Curr mae: 87.9936; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 77.8855; Curr rmse: 454.4633; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.3270; Best nae: 0.2136; 0.2254; 0.2261; 0.2271; 0.2348; 2025-08-15 19:44:42,196 - INFO - Epoch: 0288 / 1300 lr: 2.547e-05 2025-08-15 19:46:19,561 - INFO - Training: cls_zice: 61.39733769072359; reg_zipnll: 232.82899371149608; aux_mae_loss_1: 139.29472004417283; aux_mae_loss_2: 21.966552608117347; aux_mae_loss_4: 3.6540661927666944; cnt_loss: 21.341879443828123; 2025-08-15 19:46:19,562 - INFO - Evaluation: Curr mae: 86.0488; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 77.8855; Curr rmse: 419.2619; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.3098; Best nae: 0.2136; 0.2254; 0.2261; 0.2271; 0.2348; 2025-08-15 19:46:19,562 - INFO - Epoch: 0289 / 1300 lr: 2.464e-05 2025-08-15 19:47:56,617 - INFO - Training: cls_zice: 61.66309136719201; reg_zipnll: 230.02710305142833; aux_mae_loss_1: 139.26977489540081; aux_mae_loss_2: 22.062444954114586; aux_mae_loss_4: 3.691356806338293; cnt_loss: 22.403611541713726; 2025-08-15 19:47:56,618 - INFO - Evaluation: Curr mae: 97.7675; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 77.8855; Curr rmse: 452.6064; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.3663; Best nae: 0.2136; 0.2254; 0.2261; 0.2271; 0.2348; 2025-08-15 19:47:56,618 - INFO - Epoch: 0290 / 1300 lr: 2.381e-05 2025-08-15 19:49:34,044 - INFO - Training: cls_zice: 62.97328965614878; reg_zipnll: 224.7719784714569; aux_mae_loss_1: 140.0132970589292; aux_mae_loss_2: 22.21607242451842; aux_mae_loss_4: 3.728728539379826; cnt_loss: 21.459901309564977; 2025-08-15 19:49:34,045 - INFO - Evaluation: Curr mae: 83.9283; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 77.8855; Curr rmse: 517.0843; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2462; Best nae: 0.2136; 0.2254; 0.2261; 0.2271; 0.2348; 2025-08-15 19:49:34,045 - INFO - Epoch: 0291 / 1300 lr: 2.300e-05 2025-08-15 19:51:11,371 - INFO - Training: cls_zice: 61.97888873597957; reg_zipnll: 227.800467738762; aux_mae_loss_1: 139.54946039391055; aux_mae_loss_2: 22.03183474883935; aux_mae_loss_4: 3.643558290286665; cnt_loss: 20.541147738924984; 2025-08-15 19:51:11,372 - INFO - Evaluation: Curr mae: 78.3252; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 77.8855; Curr rmse: 454.0159; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.3299; Best nae: 0.2136; 0.2254; 0.2261; 0.2271; 0.2348; 2025-08-15 19:51:11,372 - INFO - Epoch: 0292 / 1300 lr: 2.220e-05 2025-08-15 19:52:48,310 - INFO - Training: cls_zice: 60.39535638475479; reg_zipnll: 238.86725952815274; aux_mae_loss_1: 139.24009123069155; aux_mae_loss_2: 21.923177085376338; aux_mae_loss_4: 3.621255843835502; cnt_loss: 20.96187943296751; 2025-08-15 19:52:48,373 - INFO - Evaluation: Curr mae: 77.3523; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 77.3523; Curr rmse: 450.6089; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2355; Best nae: 0.2136; 0.2254; 0.2261; 0.2271; 0.2348; 2025-08-15 19:52:48,373 - INFO - Epoch: 0293 / 1300 lr: 2.140e-05 2025-08-15 19:54:26,332 - INFO - Training: cls_zice: 62.645346018449814; reg_zipnll: 233.47968181914106; aux_mae_loss_1: 141.0285324547775; aux_mae_loss_2: 22.21139316571096; aux_mae_loss_4: 3.6889179261607192; cnt_loss: 21.81101066287808; 2025-08-15 19:54:26,333 - INFO - Evaluation: Curr mae: 95.1379; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 77.3523; Curr rmse: 462.3901; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.3442; Best nae: 0.2136; 0.2254; 0.2261; 0.2271; 0.2348; 2025-08-15 19:54:26,333 - INFO - Epoch: 0294 / 1300 lr: 2.062e-05 2025-08-15 19:56:03,935 - INFO - Training: cls_zice: 60.78720222516967; reg_zipnll: 226.8040030511302; aux_mae_loss_1: 137.3293967161203; aux_mae_loss_2: 21.571556593887603; aux_mae_loss_4: 3.5702654610562754; cnt_loss: 20.014462000913056; 2025-08-15 19:56:03,936 - INFO - Evaluation: Curr mae: 78.9034; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 77.3523; Curr rmse: 499.3512; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2903; Best nae: 0.2136; 0.2254; 0.2261; 0.2271; 0.2348; 2025-08-15 19:56:03,936 - INFO - Epoch: 0295 / 1300 lr: 1.985e-05 2025-08-15 19:57:40,085 - INFO - Training: cls_zice: 58.16548853403958; reg_zipnll: 225.9141020689035; aux_mae_loss_1: 137.3741811884706; aux_mae_loss_2: 21.731831994338638; aux_mae_loss_4: 3.5783964922618132; cnt_loss: 19.57058830678003; 2025-08-15 19:57:40,086 - INFO - Evaluation: Curr mae: 83.6868; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 77.3523; Curr rmse: 497.4712; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2389; Best nae: 0.2136; 0.2254; 0.2261; 0.2271; 0.2348; 2025-08-15 19:57:40,086 - INFO - Epoch: 0296 / 1300 lr: 1.910e-05 2025-08-15 19:59:17,291 - INFO - Training: cls_zice: 59.751091410729146; reg_zipnll: 236.62321494722735; aux_mae_loss_1: 134.73471905333219; aux_mae_loss_2: 21.25792238951342; aux_mae_loss_4: 3.52427787921729; cnt_loss: 19.5665636516169; 2025-08-15 19:59:17,293 - INFO - Evaluation: Curr mae: 84.5519; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 77.3523; Curr rmse: 463.3434; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2670; Best nae: 0.2136; 0.2254; 0.2261; 0.2271; 0.2348; 2025-08-15 19:59:17,293 - INFO - Epoch: 0297 / 1300 lr: 1.835e-05 2025-08-15 20:00:54,686 - INFO - Training: cls_zice: 59.92333108569785; reg_zipnll: 232.2660343052489; aux_mae_loss_1: 139.52466122350228; aux_mae_loss_2: 21.94413839575564; aux_mae_loss_4: 3.6446976241844786; cnt_loss: 20.501388468288823; 2025-08-15 20:00:54,748 - INFO - Evaluation: Curr mae: 76.8906; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 470.0932; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2549; Best nae: 0.2136; 0.2254; 0.2261; 0.2271; 0.2348; 2025-08-15 20:00:54,749 - INFO - Epoch: 0298 / 1300 lr: 1.762e-05 2025-08-15 20:02:33,039 - INFO - Training: cls_zice: 59.62978357302652; reg_zipnll: 229.37531982166908; aux_mae_loss_1: 138.91623729176263; aux_mae_loss_2: 21.95536981021224; aux_mae_loss_4: 3.666850099833275; cnt_loss: 21.32873825640789; 2025-08-15 20:02:33,103 - INFO - Evaluation: Curr mae: 82.4103; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 516.6780; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2085; Best nae: 0.2085; 0.2136; 0.2254; 0.2261; 0.2271; 2025-08-15 20:02:33,103 - INFO - Epoch: 0299 / 1300 lr: 1.690e-05 2025-08-15 20:04:11,035 - INFO - Training: cls_zice: 61.39567629085102; reg_zipnll: 226.74655140580126; aux_mae_loss_1: 139.61818468540065; aux_mae_loss_2: 21.980278181845854; aux_mae_loss_4: 3.6400348177912303; cnt_loss: 20.973152032241725; 2025-08-15 20:04:11,036 - INFO - Evaluation: Curr mae: 85.5707; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 545.5714; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2271; Best nae: 0.2085; 0.2136; 0.2254; 0.2261; 0.2271; 2025-08-15 20:04:11,036 - INFO - Epoch: 0300 / 1300 lr: 1.619e-05 2025-08-15 20:05:48,669 - INFO - Training: cls_zice: 59.432648128592874; reg_zipnll: 238.1189336605121; aux_mae_loss_1: 136.9425108156964; aux_mae_loss_2: 21.534514440668886; aux_mae_loss_4: 3.556754381766969; cnt_loss: 19.687817192322797; 2025-08-15 20:05:48,671 - INFO - Evaluation: Curr mae: 91.0074; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 551.2804; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2392; Best nae: 0.2085; 0.2136; 0.2254; 0.2261; 0.2271; 2025-08-15 20:05:48,836 - INFO - Epoch: 0301 / 1300 lr: 1.550e-05 2025-08-15 20:07:27,308 - INFO - Training: cls_zice: 61.60104387661485; reg_zipnll: 227.2052574648036; aux_mae_loss_1: 140.6985152325471; aux_mae_loss_2: 22.102853581347624; aux_mae_loss_4: 3.6520864168292144; cnt_loss: 19.826253664217756; 2025-08-15 20:07:27,310 - INFO - Evaluation: Curr mae: 81.4461; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 514.1831; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2395; Best nae: 0.2085; 0.2136; 0.2254; 0.2261; 0.2271; 2025-08-15 20:07:27,310 - INFO - Epoch: 0302 / 1300 lr: 1.482e-05 2025-08-15 20:09:05,363 - INFO - Training: cls_zice: 61.34239611979622; reg_zipnll: 234.65375750720654; aux_mae_loss_1: 137.47795257960615; aux_mae_loss_2: 21.603413906685798; aux_mae_loss_4: 3.5735406642707885; cnt_loss: 20.319690768700333; 2025-08-15 20:09:05,425 - INFO - Evaluation: Curr mae: 80.1708; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 556.1482; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2087; Best nae: 0.2085; 0.2087; 0.2136; 0.2254; 0.2261; 2025-08-15 20:09:05,425 - INFO - Epoch: 0303 / 1300 lr: 1.415e-05 2025-08-15 20:10:42,412 - INFO - Training: cls_zice: 63.17393009042832; reg_zipnll: 239.36676548072796; aux_mae_loss_1: 139.029397111319; aux_mae_loss_2: 21.687337042433438; aux_mae_loss_4: 3.561303137660333; cnt_loss: 19.45403197369416; 2025-08-15 20:10:42,414 - INFO - Evaluation: Curr mae: 87.0731; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 570.8576; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2716; Best nae: 0.2085; 0.2087; 0.2136; 0.2254; 0.2261; 2025-08-15 20:10:42,414 - INFO - Epoch: 0304 / 1300 lr: 1.350e-05 2025-08-15 20:12:20,278 - INFO - Training: cls_zice: 61.321333659989975; reg_zipnll: 227.76091795776682; aux_mae_loss_1: 140.13876734539906; aux_mae_loss_2: 22.01990796729041; aux_mae_loss_4: 3.6298267613033404; cnt_loss: 20.167546895291935; 2025-08-15 20:12:20,279 - INFO - Evaluation: Curr mae: 86.6712; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 554.0757; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2771; Best nae: 0.2085; 0.2087; 0.2136; 0.2254; 0.2261; 2025-08-15 20:12:20,279 - INFO - Epoch: 0305 / 1300 lr: 1.286e-05 2025-08-15 20:13:58,274 - INFO - Training: cls_zice: 58.777388773801086; reg_zipnll: 235.24410059519477; aux_mae_loss_1: 136.13057380715495; aux_mae_loss_2: 21.260786762580775; aux_mae_loss_4: 3.4837895712999574; cnt_loss: 18.18848152362902; 2025-08-15 20:13:58,275 - INFO - Evaluation: Curr mae: 84.7109; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 547.2145; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.3182; Best nae: 0.2085; 0.2087; 0.2136; 0.2254; 0.2261; 2025-08-15 20:13:58,275 - INFO - Epoch: 0306 / 1300 lr: 1.224e-05 2025-08-15 20:15:35,517 - INFO - Training: cls_zice: 61.054917658662426; reg_zipnll: 233.13367607293216; aux_mae_loss_1: 138.76334982237043; aux_mae_loss_2: 21.773202936569646; aux_mae_loss_4: 3.5889387106221253; cnt_loss: 20.007900391262417; 2025-08-15 20:15:35,518 - INFO - Evaluation: Curr mae: 87.1859; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 499.7910; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2902; Best nae: 0.2085; 0.2087; 0.2136; 0.2254; 0.2261; 2025-08-15 20:15:35,518 - INFO - Epoch: 0307 / 1300 lr: 1.163e-05 2025-08-15 20:17:13,399 - INFO - Training: cls_zice: 59.517501410910896; reg_zipnll: 229.0102633106065; aux_mae_loss_1: 138.01500141467412; aux_mae_loss_2: 21.70048188182566; aux_mae_loss_4: 3.5967917784014216; cnt_loss: 19.522320903358853; 2025-08-15 20:17:13,460 - INFO - Evaluation: Curr mae: 81.0959; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 560.1336; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2140; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2254; 2025-08-15 20:17:13,460 - INFO - Epoch: 0308 / 1300 lr: 1.103e-05 2025-08-15 20:18:51,898 - INFO - Training: cls_zice: 59.97093944094481; reg_zipnll: 232.99109018124773; aux_mae_loss_1: 138.22679371086062; aux_mae_loss_2: 21.688534886181202; aux_mae_loss_4: 3.56007221885083; cnt_loss: 17.593721737898406; 2025-08-15 20:18:51,900 - INFO - Evaluation: Curr mae: 85.6109; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 540.9270; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2434; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2254; 2025-08-15 20:18:51,900 - INFO - Epoch: 0309 / 1300 lr: 1.045e-05 2025-08-15 20:20:29,175 - INFO - Training: cls_zice: 61.59911557399982; reg_zipnll: 230.6747370526233; aux_mae_loss_1: 137.85231927121512; aux_mae_loss_2: 21.515837324922067; aux_mae_loss_4: 3.5206562916539936; cnt_loss: 18.476017928368634; 2025-08-15 20:20:29,177 - INFO - Evaluation: Curr mae: 89.0206; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 573.4825; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2865; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2254; 2025-08-15 20:20:29,177 - INFO - Epoch: 0310 / 1300 lr: 9.890e-06 2025-08-15 20:22:06,411 - INFO - Training: cls_zice: 63.23298793904733; reg_zipnll: 231.82725899507577; aux_mae_loss_1: 139.6411951844674; aux_mae_loss_2: 21.939707454495075; aux_mae_loss_4: 3.6192978818189823; cnt_loss: 19.46667501368682; 2025-08-15 20:22:06,412 - INFO - Evaluation: Curr mae: 82.1849; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 539.4996; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2930; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2254; 2025-08-15 20:22:06,412 - INFO - Epoch: 0311 / 1300 lr: 9.342e-06 2025-08-15 20:23:43,444 - INFO - Training: cls_zice: 59.44517985108885; reg_zipnll: 225.8193326523494; aux_mae_loss_1: 137.4222399115869; aux_mae_loss_2: 21.579842367638047; aux_mae_loss_4: 3.5428220173080662; cnt_loss: 18.864430441035097; 2025-08-15 20:23:43,446 - INFO - Evaluation: Curr mae: 80.7795; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 536.7977; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2298; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2254; 2025-08-15 20:23:43,446 - INFO - Epoch: 0312 / 1300 lr: 8.810e-06 2025-08-15 20:25:20,713 - INFO - Training: cls_zice: 62.039015930347084; reg_zipnll: 233.76537700545205; aux_mae_loss_1: 139.9467786921327; aux_mae_loss_2: 21.928402622438643; aux_mae_loss_4: 3.6246236380390764; cnt_loss: 18.888190660501202; 2025-08-15 20:25:20,714 - INFO - Evaluation: Curr mae: 86.2213; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 528.2374; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.3296; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2254; 2025-08-15 20:25:20,715 - INFO - Epoch: 0313 / 1300 lr: 8.294e-06 2025-08-15 20:26:58,471 - INFO - Training: cls_zice: 59.8072789596025; reg_zipnll: 233.00166693444731; aux_mae_loss_1: 136.05398664008683; aux_mae_loss_2: 21.296058127690095; aux_mae_loss_4: 3.473184392967077; cnt_loss: 17.26040711378377; 2025-08-15 20:26:58,472 - INFO - Evaluation: Curr mae: 85.1440; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 502.0558; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.3967; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2254; 2025-08-15 20:26:58,473 - INFO - Epoch: 0314 / 1300 lr: 7.795e-06 2025-08-15 20:28:36,371 - INFO - Training: cls_zice: 61.04361543844629; reg_zipnll: 236.6139078704128; aux_mae_loss_1: 138.9286447539734; aux_mae_loss_2: 21.64994811643978; aux_mae_loss_4: 3.5317321746085786; cnt_loss: 19.050888419151306; 2025-08-15 20:28:36,373 - INFO - Evaluation: Curr mae: 84.0679; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 487.6694; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.3115; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2254; 2025-08-15 20:28:36,373 - INFO - Epoch: 0315 / 1300 lr: 7.311e-06 2025-08-15 20:30:13,283 - INFO - Training: cls_zice: 61.17990643088646; reg_zipnll: 223.50182843147022; aux_mae_loss_1: 136.58280277497357; aux_mae_loss_2: 21.422335755855688; aux_mae_loss_4: 3.5150898550960274; cnt_loss: 17.821744752114107; 2025-08-15 20:30:13,284 - INFO - Evaluation: Curr mae: 86.5148; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 519.0762; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2929; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2254; 2025-08-15 20:30:13,284 - INFO - Epoch: 0316 / 1300 lr: 6.845e-06 2025-08-15 20:31:50,839 - INFO - Training: cls_zice: 59.395562360058406; reg_zipnll: 233.70516553942525; aux_mae_loss_1: 137.13287935526634; aux_mae_loss_2: 21.444903189847892; aux_mae_loss_4: 3.5240003887975737; cnt_loss: 18.377289652517952; 2025-08-15 20:31:50,840 - INFO - Evaluation: Curr mae: 82.8384; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 538.9886; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.3904; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2254; 2025-08-15 20:31:50,840 - INFO - Epoch: 0317 / 1300 lr: 6.395e-06 2025-08-15 20:33:29,195 - INFO - Training: cls_zice: 60.33526794524303; reg_zipnll: 238.10879091983588; aux_mae_loss_1: 137.81915488647618; aux_mae_loss_2: 21.53430078207374; aux_mae_loss_4: 3.530579990776768; cnt_loss: 18.070616724252087; 2025-08-15 20:33:29,196 - INFO - Evaluation: Curr mae: 81.3802; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 566.0835; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2691; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2254; 2025-08-15 20:33:29,196 - INFO - Epoch: 0318 / 1300 lr: 5.962e-06 2025-08-15 20:35:06,839 - INFO - Training: cls_zice: 58.83570718087237; reg_zipnll: 231.93299148873376; aux_mae_loss_1: 136.27720787715177; aux_mae_loss_2: 21.235259577057356; aux_mae_loss_4: 3.4579441138282228; cnt_loss: 17.25070171399104; 2025-08-15 20:35:06,840 - INFO - Evaluation: Curr mae: 83.6315; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 569.9864; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2836; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2254; 2025-08-15 20:35:06,840 - INFO - Epoch: 0319 / 1300 lr: 5.547e-06 2025-08-15 20:36:44,027 - INFO - Training: cls_zice: 59.90972325175158; reg_zipnll: 239.5710827452358; aux_mae_loss_1: 137.91025639806125; aux_mae_loss_2: 21.51475549908714; aux_mae_loss_4: 3.5234270405340316; cnt_loss: 17.83263060917891; 2025-08-15 20:36:44,028 - INFO - Evaluation: Curr mae: 82.6101; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 496.9897; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.3435; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2254; 2025-08-15 20:36:44,028 - INFO - Epoch: 0320 / 1300 lr: 5.149e-06 2025-08-15 20:38:22,005 - INFO - Training: cls_zice: 61.859496245040994; reg_zipnll: 231.6559284769171; aux_mae_loss_1: 140.95899296052045; aux_mae_loss_2: 22.02904139202481; aux_mae_loss_4: 3.5850825797009898; cnt_loss: 17.407085190089013; 2025-08-15 20:38:22,006 - INFO - Evaluation: Curr mae: 80.9699; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 515.0817; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2442; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2254; 2025-08-15 20:38:22,006 - INFO - Epoch: 0321 / 1300 lr: 4.768e-06 2025-08-15 20:39:58,657 - INFO - Training: cls_zice: 61.46795294435748; reg_zipnll: 227.15899379700807; aux_mae_loss_1: 137.8531968967467; aux_mae_loss_2: 21.479538600058667; aux_mae_loss_4: 3.4787178405759267; cnt_loss: 17.106153526465505; 2025-08-15 20:39:58,658 - INFO - Evaluation: Curr mae: 86.5021; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 523.5657; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.3078; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2254; 2025-08-15 20:39:58,658 - INFO - Epoch: 0322 / 1300 lr: 4.405e-06 2025-08-15 20:41:36,347 - INFO - Training: cls_zice: 59.06945446662241; reg_zipnll: 230.5627584727074; aux_mae_loss_1: 136.31586386182929; aux_mae_loss_2: 21.302574062102252; aux_mae_loss_4: 3.4944087649985267; cnt_loss: 18.186787076964784; 2025-08-15 20:41:36,349 - INFO - Evaluation: Curr mae: 84.9934; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 543.0432; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2976; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2254; 2025-08-15 20:41:36,349 - INFO - Epoch: 0323 / 1300 lr: 4.060e-06 2025-08-15 20:43:14,690 - INFO - Training: cls_zice: 60.70718073109428; reg_zipnll: 234.17480416775976; aux_mae_loss_1: 135.50513161117436; aux_mae_loss_2: 21.05913378953321; aux_mae_loss_4: 3.4295006009790767; cnt_loss: 16.977508137342557; 2025-08-15 20:43:14,691 - INFO - Evaluation: Curr mae: 82.3560; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 545.1287; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2815; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2254; 2025-08-15 20:43:14,691 - INFO - Epoch: 0324 / 1300 lr: 3.732e-06 2025-08-15 20:44:52,597 - INFO - Training: cls_zice: 60.22326303922732; reg_zipnll: 232.79655674245487; aux_mae_loss_1: 138.22670209928773; aux_mae_loss_2: 21.597531514792944; aux_mae_loss_4: 3.5330100128460664; cnt_loss: 17.757215095363115; 2025-08-15 20:44:52,599 - INFO - Evaluation: Curr mae: 83.2306; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 563.1838; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2849; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2254; 2025-08-15 20:44:52,599 - INFO - Epoch: 0325 / 1300 lr: 3.423e-06 2025-08-15 20:46:29,773 - INFO - Training: cls_zice: 60.90541350255435; reg_zipnll: 238.55540940939306; aux_mae_loss_1: 137.5312487055526; aux_mae_loss_2: 21.435547490352835; aux_mae_loss_4: 3.4971433090366864; cnt_loss: 17.257730741427306; 2025-08-15 20:46:29,774 - INFO - Evaluation: Curr mae: 84.5540; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 528.1464; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.3005; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2254; 2025-08-15 20:46:29,775 - INFO - Epoch: 0326 / 1300 lr: 3.131e-06 2025-08-15 20:48:07,315 - INFO - Training: cls_zice: 62.28398058438975; reg_zipnll: 229.5172051378265; aux_mae_loss_1: 137.2172321035194; aux_mae_loss_2: 21.474680803735335; aux_mae_loss_4: 3.523740341393684; cnt_loss: 18.087664044608186; 2025-08-15 20:48:07,316 - INFO - Evaluation: Curr mae: 83.2075; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 573.8746; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2321; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2254; 2025-08-15 20:48:07,316 - INFO - Epoch: 0327 / 1300 lr: 2.858e-06 2025-08-15 20:49:45,474 - INFO - Training: cls_zice: 60.018201461219846; reg_zipnll: 235.08765566318385; aux_mae_loss_1: 136.3301449116214; aux_mae_loss_2: 21.380143195007637; aux_mae_loss_4: 3.485852236306453; cnt_loss: 17.634482134277228; 2025-08-15 20:49:45,476 - INFO - Evaluation: Curr mae: 83.4555; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 528.6962; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.3010; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2254; 2025-08-15 20:49:45,476 - INFO - Epoch: 0328 / 1300 lr: 2.604e-06 2025-08-15 20:51:22,812 - INFO - Training: cls_zice: 59.635971784285225; reg_zipnll: 230.7144744402339; aux_mae_loss_1: 137.5780563207396; aux_mae_loss_2: 21.50411192862111; aux_mae_loss_4: 3.5124479336113428; cnt_loss: 17.854289945722545; 2025-08-15 20:51:22,813 - INFO - Evaluation: Curr mae: 84.0433; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 545.2710; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.3091; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2254; 2025-08-15 20:51:22,813 - INFO - Epoch: 0329 / 1300 lr: 2.368e-06 2025-08-15 20:53:01,236 - INFO - Training: cls_zice: 58.773152578382685; reg_zipnll: 224.38790290459875; aux_mae_loss_1: 135.5307920720706; aux_mae_loss_2: 21.17872405603796; aux_mae_loss_4: 3.4655830883121737; cnt_loss: 17.340849546662945; 2025-08-15 20:53:01,238 - INFO - Evaluation: Curr mae: 83.6397; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 563.3098; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2462; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2254; 2025-08-15 20:53:01,238 - INFO - Epoch: 0330 / 1300 lr: 2.150e-06 2025-08-15 20:54:38,450 - INFO - Training: cls_zice: 58.49141807543894; reg_zipnll: 236.91957374710043; aux_mae_loss_1: 136.23730790400566; aux_mae_loss_2: 21.220842491385255; aux_mae_loss_4: 3.4536294057620522; cnt_loss: 17.28500021453995; 2025-08-15 20:54:38,451 - INFO - Evaluation: Curr mae: 83.9665; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 548.4478; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2361; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2254; 2025-08-15 20:54:38,451 - INFO - Epoch: 0331 / 1300 lr: 1.951e-06 2025-08-15 20:56:15,746 - INFO - Training: cls_zice: 59.68753059602948; reg_zipnll: 237.22951409994482; aux_mae_loss_1: 136.31319859953342; aux_mae_loss_2: 21.324943226223432; aux_mae_loss_4: 3.474315735552182; cnt_loss: 17.00484135034458; 2025-08-15 20:56:15,747 - INFO - Evaluation: Curr mae: 82.9896; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 567.0514; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2383; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2254; 2025-08-15 20:56:15,747 - INFO - Epoch: 0332 / 1300 lr: 1.771e-06 2025-08-15 20:57:53,053 - INFO - Training: cls_zice: 62.74134779574019; reg_zipnll: 227.17869372723342; aux_mae_loss_1: 139.80472400930057; aux_mae_loss_2: 21.970549716434626; aux_mae_loss_4: 3.589311479756029; cnt_loss: 17.82745916677931; 2025-08-15 20:57:53,169 - INFO - Evaluation: Curr mae: 86.2057; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 566.2378; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2230; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 20:57:53,169 - INFO - Epoch: 0333 / 1300 lr: 1.609e-06 2025-08-15 20:59:31,155 - INFO - Training: cls_zice: 57.578610798961705; reg_zipnll: 228.63270071662177; aux_mae_loss_1: 133.95240644930567; aux_mae_loss_2: 20.952489211810587; aux_mae_loss_4: 3.405702445684791; cnt_loss: 16.547696965519137; 2025-08-15 20:59:31,156 - INFO - Evaluation: Curr mae: 84.2792; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 563.0845; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2983; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 20:59:31,156 - INFO - Epoch: 0334 / 1300 lr: 1.467e-06 2025-08-15 21:01:08,777 - INFO - Training: cls_zice: 61.08806850299584; reg_zipnll: 229.09228637224604; aux_mae_loss_1: 135.55041719647483; aux_mae_loss_2: 21.182076552226796; aux_mae_loss_4: 3.4427768693791565; cnt_loss: 17.050068179255586; 2025-08-15 21:01:08,778 - INFO - Evaluation: Curr mae: 84.3613; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 540.1552; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2942; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 21:01:08,778 - INFO - Epoch: 0335 / 1300 lr: 1.343e-06 2025-08-15 21:02:46,774 - INFO - Training: cls_zice: 57.90756947870886; reg_zipnll: 230.29670425062008; aux_mae_loss_1: 133.05115332027327; aux_mae_loss_2: 20.73623649626587; aux_mae_loss_4: 3.37113327232302; cnt_loss: 16.675210960113603; 2025-08-15 21:02:46,776 - INFO - Evaluation: Curr mae: 86.5985; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 543.4164; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2758; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 21:02:46,776 - INFO - Epoch: 0336 / 1300 lr: 1.238e-06 2025-08-15 21:04:24,800 - INFO - Training: cls_zice: 62.39735851136149; reg_zipnll: 228.87340544673654; aux_mae_loss_1: 138.00943468285098; aux_mae_loss_2: 21.58283867505032; aux_mae_loss_4: 3.5243768983144688; cnt_loss: 17.781350371157295; 2025-08-15 21:04:24,802 - INFO - Evaluation: Curr mae: 85.7697; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 548.9468; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2798; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 21:04:24,802 - INFO - Epoch: 0337 / 1300 lr: 1.153e-06 2025-08-15 21:06:02,744 - INFO - Training: cls_zice: 61.07565536417048; reg_zipnll: 230.37134215641757; aux_mae_loss_1: 135.59849251695647; aux_mae_loss_2: 21.213544372421303; aux_mae_loss_4: 3.4736679150390133; cnt_loss: 16.350703740794124; 2025-08-15 21:06:02,746 - INFO - Evaluation: Curr mae: 84.7718; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 525.7483; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.3379; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 21:06:02,746 - INFO - Epoch: 0338 / 1300 lr: 1.086e-06 2025-08-15 21:07:41,274 - INFO - Training: cls_zice: 57.713386963296365; reg_zipnll: 235.5834131902778; aux_mae_loss_1: 134.17349074493643; aux_mae_loss_2: 20.825990667073462; aux_mae_loss_4: 3.369273111875382; cnt_loss: 16.41848631750955; 2025-08-15 21:07:41,275 - INFO - Evaluation: Curr mae: 81.9145; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 506.2262; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2891; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 21:07:41,275 - INFO - Epoch: 0339 / 1300 lr: 1.038e-06 2025-08-15 21:09:19,240 - INFO - Training: cls_zice: 59.15491482707406; reg_zipnll: 229.04276427634272; aux_mae_loss_1: 137.87681312364907; aux_mae_loss_2: 21.60026259287464; aux_mae_loss_4: 3.526090756633288; cnt_loss: 18.1174786170528; 2025-08-15 21:09:19,241 - INFO - Evaluation: Curr mae: 83.5366; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 504.5884; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2819; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 21:09:19,241 - INFO - Epoch: 0340 / 1300 lr: 1.010e-06 2025-08-15 21:10:57,432 - INFO - Training: cls_zice: 57.61930242425985; reg_zipnll: 228.31123383431324; aux_mae_loss_1: 135.0058711132844; aux_mae_loss_2: 21.051044204241204; aux_mae_loss_4: 3.4315224155055835; cnt_loss: 17.557067201192705; 2025-08-15 21:10:57,433 - INFO - Evaluation: Curr mae: 83.5771; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 510.5670; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.3208; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 21:10:57,433 - INFO - Epoch: 0341 / 1300 lr: 1.000e-04 2025-08-15 21:12:34,838 - INFO - Training: cls_zice: 61.042023098675635; reg_zipnll: 242.1507569830338; aux_mae_loss_1: 142.37910852211607; aux_mae_loss_2: 23.306030514920586; aux_mae_loss_4: 4.0794806714842435; cnt_loss: 30.68859561243523; 2025-08-15 21:12:34,840 - INFO - Evaluation: Curr mae: 173.5657; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 624.3032; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 1.1297; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 21:12:34,840 - INFO - Epoch: 0342 / 1300 lr: 1.000e-04 2025-08-15 21:14:12,437 - INFO - Training: cls_zice: 66.11938963114143; reg_zipnll: 246.0590197702913; aux_mae_loss_1: 148.34073733547964; aux_mae_loss_2: 24.455120627248807; aux_mae_loss_4: 4.322020682700189; cnt_loss: 32.88558803548543; 2025-08-15 21:14:12,438 - INFO - Evaluation: Curr mae: 112.5666; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 599.0933; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.4732; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 21:14:12,438 - INFO - Epoch: 0343 / 1300 lr: 9.999e-05 2025-08-15 21:15:49,940 - INFO - Training: cls_zice: 61.28203651481392; reg_zipnll: 239.63192155735047; aux_mae_loss_1: 144.52201223986313; aux_mae_loss_2: 23.7286439665179; aux_mae_loss_4: 4.180143528854939; cnt_loss: 32.10632313554269; 2025-08-15 21:15:49,941 - INFO - Evaluation: Curr mae: 88.9913; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 545.5845; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2466; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 21:15:49,941 - INFO - Epoch: 0344 / 1300 lr: 9.998e-05 2025-08-15 21:17:27,345 - INFO - Training: cls_zice: 64.35201782371207; reg_zipnll: 246.09024328315166; aux_mae_loss_1: 147.31157342082125; aux_mae_loss_2: 24.377941788621918; aux_mae_loss_4: 4.330468626132661; cnt_loss: 34.1874881575224; 2025-08-15 21:17:27,346 - INFO - Evaluation: Curr mae: 110.2061; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 485.0245; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.9038; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 21:17:27,346 - INFO - Epoch: 0345 / 1300 lr: 9.996e-05 2025-08-15 21:19:04,809 - INFO - Training: cls_zice: 62.97745829307328; reg_zipnll: 246.763625892698; aux_mae_loss_1: 149.5692394031044; aux_mae_loss_2: 25.44405237874519; aux_mae_loss_4: 4.643028967637942; cnt_loss: 38.98961095515744; 2025-08-15 21:19:04,810 - INFO - Evaluation: Curr mae: 90.7533; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 598.3598; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.3024; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 21:19:04,810 - INFO - Epoch: 0346 / 1300 lr: 9.994e-05 2025-08-15 21:20:41,298 - INFO - Training: cls_zice: 65.29955325013262; reg_zipnll: 252.18125507580285; aux_mae_loss_1: 151.57680542855152; aux_mae_loss_2: 25.20860655448737; aux_mae_loss_4: 4.505465216992141; cnt_loss: 34.03721369017672; 2025-08-15 21:20:41,300 - INFO - Evaluation: Curr mae: 90.9556; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 416.1757; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.3509; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 21:20:41,300 - INFO - Epoch: 0347 / 1300 lr: 9.991e-05 2025-08-15 21:22:19,303 - INFO - Training: cls_zice: 61.89766738079201; reg_zipnll: 245.56415965808387; aux_mae_loss_1: 141.55286778153368; aux_mae_loss_2: 22.89594816732529; aux_mae_loss_4: 3.9369112306817944; cnt_loss: 27.04017067874918; 2025-08-15 21:22:19,304 - INFO - Evaluation: Curr mae: 82.8711; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 509.1049; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2562; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 21:22:19,304 - INFO - Epoch: 0348 / 1300 lr: 9.988e-05 2025-08-15 21:23:57,780 - INFO - Training: cls_zice: 63.05856779347962; reg_zipnll: 238.60232945027877; aux_mae_loss_1: 143.84186476974682; aux_mae_loss_2: 23.50642547631938; aux_mae_loss_4: 4.101434120328997; cnt_loss: 29.92428731979625; 2025-08-15 21:23:57,781 - INFO - Evaluation: Curr mae: 116.3541; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 516.8710; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.6736; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 21:23:57,781 - INFO - Epoch: 0349 / 1300 lr: 9.985e-05 2025-08-15 21:25:35,526 - INFO - Training: cls_zice: 64.76886550059355; reg_zipnll: 238.7755814088954; aux_mae_loss_1: 146.34076432274668; aux_mae_loss_2: 23.92297336436176; aux_mae_loss_4: 4.16674197578185; cnt_loss: 29.843026230451688; 2025-08-15 21:25:35,527 - INFO - Evaluation: Curr mae: 80.3490; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 498.6588; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.3739; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 21:25:35,527 - INFO - Epoch: 0350 / 1300 lr: 9.981e-05 2025-08-15 21:27:12,946 - INFO - Training: cls_zice: 62.26966851459371; reg_zipnll: 246.90794074443434; aux_mae_loss_1: 149.16895743323477; aux_mae_loss_2: 24.86114240121719; aux_mae_loss_4: 4.438882397195674; cnt_loss: 34.21875791745811; 2025-08-15 21:27:12,947 - INFO - Evaluation: Curr mae: 124.1187; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 556.1727; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.6048; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 21:27:13,113 - INFO - Epoch: 0351 / 1300 lr: 9.976e-05 2025-08-15 21:28:50,582 - INFO - Training: cls_zice: 62.76351200515323; reg_zipnll: 236.66457326737037; aux_mae_loss_1: 144.7895914876982; aux_mae_loss_2: 23.523168012231665; aux_mae_loss_4: 4.082803632422401; cnt_loss: 28.023505039877023; 2025-08-15 21:28:50,584 - INFO - Evaluation: Curr mae: 83.2201; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 531.3574; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2630; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 21:28:50,585 - INFO - Epoch: 0352 / 1300 lr: 9.971e-05 2025-08-15 21:30:28,854 - INFO - Training: cls_zice: 63.68777602589223; reg_zipnll: 244.69247444368574; aux_mae_loss_1: 143.23391724613455; aux_mae_loss_2: 23.22586052338078; aux_mae_loss_4: 4.021300688807333; cnt_loss: 29.275604048853975; 2025-08-15 21:30:28,856 - INFO - Evaluation: Curr mae: 129.4183; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 447.3871; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.4898; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 21:30:28,856 - INFO - Epoch: 0353 / 1300 lr: 9.966e-05 2025-08-15 21:32:07,523 - INFO - Training: cls_zice: 65.14853472099819; reg_zipnll: 243.41969687650626; aux_mae_loss_1: 147.88840725857065; aux_mae_loss_2: 24.144784988658287; aux_mae_loss_4: 4.222081301604567; cnt_loss: 31.397977473496777; 2025-08-15 21:32:07,524 - INFO - Evaluation: Curr mae: 84.7731; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 489.8508; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.5799; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 21:32:07,525 - INFO - Epoch: 0354 / 1300 lr: 9.960e-05 2025-08-15 21:33:44,952 - INFO - Training: cls_zice: 63.53766687471027; reg_zipnll: 233.88132990663033; aux_mae_loss_1: 144.00341857674803; aux_mae_loss_2: 23.52031436616167; aux_mae_loss_4: 4.105245075679377; cnt_loss: 29.750700028819107; 2025-08-15 21:33:44,954 - INFO - Evaluation: Curr mae: 79.9747; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 506.4094; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.2852; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 21:33:44,954 - INFO - Epoch: 0355 / 1300 lr: 9.953e-05 2025-08-15 21:35:22,599 - INFO - Training: cls_zice: 60.700027969625125; reg_zipnll: 235.62747788613132; aux_mae_loss_1: 142.8354415501298; aux_mae_loss_2: 23.232297274018315; aux_mae_loss_4: 4.038039730263247; cnt_loss: 28.039760655180043; 2025-08-15 21:35:22,600 - INFO - Evaluation: Curr mae: 125.0661; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 555.9570; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.5148; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 21:35:22,601 - INFO - Epoch: 0356 / 1300 lr: 9.946e-05 2025-08-15 21:36:59,160 - INFO - Training: cls_zice: 64.00734809607957; reg_zipnll: 242.43421149560297; aux_mae_loss_1: 146.09142745246004; aux_mae_loss_2: 23.809785454316128; aux_mae_loss_4: 4.170681210747109; cnt_loss: 29.60010923579297; 2025-08-15 21:36:59,162 - INFO - Evaluation: Curr mae: 125.3616; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 465.1669; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 2.1112; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 21:36:59,162 - INFO - Epoch: 0357 / 1300 lr: 9.939e-05 2025-08-15 21:38:36,891 - INFO - Training: cls_zice: 61.06488782765013; reg_zipnll: 244.26741531882004; aux_mae_loss_1: 141.70599597646523; aux_mae_loss_2: 22.955351711851772; aux_mae_loss_4: 3.989261128602114; cnt_loss: 29.30636316124149; 2025-08-15 21:38:36,893 - INFO - Evaluation: Curr mae: 94.9072; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 539.8064; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.6023; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 21:38:36,893 - INFO - Epoch: 0358 / 1300 lr: 9.931e-05 2025-08-15 21:40:13,359 - INFO - Training: cls_zice: 64.91956221459763; reg_zipnll: 251.51329060140182; aux_mae_loss_1: 151.97087896391176; aux_mae_loss_2: 25.427145514206284; aux_mae_loss_4: 4.580861690111822; cnt_loss: 36.39171899008567; 2025-08-15 21:40:13,360 - INFO - Evaluation: Curr mae: 99.8148; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 537.0897; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 1.0038; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 21:40:13,360 - INFO - Epoch: 0359 / 1300 lr: 9.923e-05 2025-08-15 21:41:51,586 - INFO - Training: cls_zice: 59.87022447118722; reg_zipnll: 232.81726593958993; aux_mae_loss_1: 140.48455772301838; aux_mae_loss_2: 22.806641899834563; aux_mae_loss_4: 3.9566589866628377; cnt_loss: 27.75461838300553; 2025-08-15 21:41:51,588 - INFO - Evaluation: Curr mae: 112.4681; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 495.6018; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.5810; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 21:41:51,588 - INFO - Epoch: 0360 / 1300 lr: 9.914e-05 2025-08-15 21:43:29,062 - INFO - Training: cls_zice: 61.72112639439903; reg_zipnll: 229.42567211435508; aux_mae_loss_1: 145.53109999610098; aux_mae_loss_2: 23.843764598081535; aux_mae_loss_4: 4.185395973353889; cnt_loss: 31.008650288177332; 2025-08-15 21:43:29,063 - INFO - Evaluation: Curr mae: 97.3084; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 490.7748; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.3303; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 21:43:29,063 - INFO - Epoch: 0361 / 1300 lr: 9.905e-05 2025-08-15 21:45:07,204 - INFO - Training: cls_zice: 61.966082926734245; reg_zipnll: 237.44793930642095; aux_mae_loss_1: 147.91777493592093; aux_mae_loss_2: 24.227387026220484; aux_mae_loss_4: 4.25426324474168; cnt_loss: 29.579574220897605; 2025-08-15 21:45:07,206 - INFO - Evaluation: Curr mae: 99.8450; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 423.1456; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.4319; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 21:45:07,206 - INFO - Epoch: 0362 / 1300 lr: 9.895e-05 2025-08-15 21:46:44,637 - INFO - Training: cls_zice: 63.14964502482917; reg_zipnll: 236.56121760468864; aux_mae_loss_1: 145.2150387702687; aux_mae_loss_2: 23.825102893736183; aux_mae_loss_4: 4.1994125931918775; cnt_loss: 31.11425918539876; 2025-08-15 21:46:44,638 - INFO - Evaluation: Curr mae: 95.7787; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 476.5027; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.6259; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 21:46:44,638 - INFO - Epoch: 0363 / 1300 lr: 9.885e-05 2025-08-15 21:48:22,238 - INFO - Training: cls_zice: 59.88991983200407; reg_zipnll: 235.08022733948224; aux_mae_loss_1: 141.43045781388074; aux_mae_loss_2: 22.978246230392653; aux_mae_loss_4: 3.9858048247187794; cnt_loss: 28.313870852281624; 2025-08-15 21:48:22,239 - INFO - Evaluation: Curr mae: 88.6314; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 509.6812; Best rmse: 283.6809; 372.9420; 375.7084; 381.8869; 394.6116; Curr nae: 0.6116; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 21:48:22,239 - INFO - Epoch: 0364 / 1300 lr: 9.874e-05 2025-08-15 21:50:00,173 - INFO - Training: cls_zice: 62.69374970643563; reg_zipnll: 239.25286919169685; aux_mae_loss_1: 145.28213582369847; aux_mae_loss_2: 23.624710225200896; aux_mae_loss_4: 4.111757902529062; cnt_loss: 29.81644290210655; 2025-08-15 21:50:00,237 - INFO - Evaluation: Curr mae: 82.9188; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 295.9491; Best rmse: 283.6809; 295.9491; 372.9420; 375.7084; 381.8869; Curr nae: 0.5257; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 21:50:00,237 - INFO - Epoch: 0365 / 1300 lr: 9.863e-05 2025-08-15 21:51:38,853 - INFO - Training: cls_zice: 59.858170873938; reg_zipnll: 255.2040690640251; aux_mae_loss_1: 144.655663889907; aux_mae_loss_2: 23.817739058889277; aux_mae_loss_4: 4.2111318825449615; cnt_loss: 32.14676584682611; 2025-08-15 21:51:38,855 - INFO - Evaluation: Curr mae: 82.7122; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 433.4452; Best rmse: 283.6809; 295.9491; 372.9420; 375.7084; 381.8869; Curr nae: 0.7619; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 21:51:38,855 - INFO - Epoch: 0366 / 1300 lr: 9.852e-05 2025-08-15 21:53:17,426 - INFO - Training: cls_zice: 63.1162574429132; reg_zipnll: 238.44488271404356; aux_mae_loss_1: 143.6432162434399; aux_mae_loss_2: 23.33526550650903; aux_mae_loss_4: 4.049420978998464; cnt_loss: 28.896015067333426; 2025-08-15 21:53:17,427 - INFO - Evaluation: Curr mae: 86.8279; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 496.5184; Best rmse: 283.6809; 295.9491; 372.9420; 375.7084; 381.8869; Curr nae: 0.3119; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 21:53:17,427 - INFO - Epoch: 0367 / 1300 lr: 9.840e-05 2025-08-15 21:54:55,380 - INFO - Training: cls_zice: 60.55580120972312; reg_zipnll: 240.85473111110971; aux_mae_loss_1: 141.64248268402022; aux_mae_loss_2: 22.922272843995867; aux_mae_loss_4: 3.98032963551715; cnt_loss: 28.303215159242136; 2025-08-15 21:54:55,382 - INFO - Evaluation: Curr mae: 78.1025; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 461.6914; Best rmse: 283.6809; 295.9491; 372.9420; 375.7084; 381.8869; Curr nae: 0.2417; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 21:54:55,382 - INFO - Epoch: 0368 / 1300 lr: 9.827e-05 2025-08-15 21:56:32,547 - INFO - Training: cls_zice: 62.431406572192984; reg_zipnll: 240.16303096271113; aux_mae_loss_1: 143.8579563837125; aux_mae_loss_2: 23.579582278097195; aux_mae_loss_4: 4.134194078206403; cnt_loss: 31.784850969412638; 2025-08-15 21:56:32,548 - INFO - Evaluation: Curr mae: 80.0268; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 556.7765; Best rmse: 283.6809; 295.9491; 372.9420; 375.7084; 381.8869; Curr nae: 0.2946; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 21:56:32,548 - INFO - Epoch: 0369 / 1300 lr: 9.814e-05 2025-08-15 21:58:09,985 - INFO - Training: cls_zice: 60.42298009570276; reg_zipnll: 239.14727399772116; aux_mae_loss_1: 140.3212046635488; aux_mae_loss_2: 22.70033921803178; aux_mae_loss_4: 3.8943083149914877; cnt_loss: 26.863361780318627; 2025-08-15 21:58:09,986 - INFO - Evaluation: Curr mae: 108.6723; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 471.6914; Best rmse: 283.6809; 295.9491; 372.9420; 375.7084; 381.8869; Curr nae: 0.7048; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 21:58:09,986 - INFO - Epoch: 0370 / 1300 lr: 9.801e-05 2025-08-15 21:59:48,998 - INFO - Training: cls_zice: 62.727762779110805; reg_zipnll: 234.0519759661128; aux_mae_loss_1: 143.74912275691878; aux_mae_loss_2: 23.471804334449278; aux_mae_loss_4: 4.071524483992079; cnt_loss: 28.426928669750538; 2025-08-15 21:59:48,999 - INFO - Evaluation: Curr mae: 138.0612; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 506.5700; Best rmse: 283.6809; 295.9491; 372.9420; 375.7084; 381.8869; Curr nae: 0.3604; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 21:59:48,999 - INFO - Epoch: 0371 / 1300 lr: 9.787e-05 2025-08-15 22:01:26,804 - INFO - Training: cls_zice: 63.642074454221444; reg_zipnll: 237.00928233521762; aux_mae_loss_1: 145.83748782631056; aux_mae_loss_2: 24.106267856754805; aux_mae_loss_4: 4.249475159804435; cnt_loss: 31.69203030725984; 2025-08-15 22:01:26,806 - INFO - Evaluation: Curr mae: 108.9873; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 478.0699; Best rmse: 283.6809; 295.9491; 372.9420; 375.7084; 381.8869; Curr nae: 0.5397; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 22:01:26,806 - INFO - Epoch: 0372 / 1300 lr: 9.773e-05 2025-08-15 22:03:03,886 - INFO - Training: cls_zice: 63.95128099942115; reg_zipnll: 233.38430283553802; aux_mae_loss_1: 145.37142511382507; aux_mae_loss_2: 23.790023917710567; aux_mae_loss_4: 4.12448418707345; cnt_loss: 27.946616914401016; 2025-08-15 22:03:03,887 - INFO - Evaluation: Curr mae: 111.4616; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 434.9072; Best rmse: 283.6809; 295.9491; 372.9420; 375.7084; 381.8869; Curr nae: 0.2978; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 22:03:03,887 - INFO - Epoch: 0373 / 1300 lr: 9.758e-05 2025-08-15 22:04:41,515 - INFO - Training: cls_zice: 61.649943135774535; reg_zipnll: 238.32529843680962; aux_mae_loss_1: 141.33079465557188; aux_mae_loss_2: 23.073915346729112; aux_mae_loss_4: 4.021489651466703; cnt_loss: 28.435762388234274; 2025-08-15 22:04:41,518 - INFO - Evaluation: Curr mae: 105.7093; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 385.1330; Best rmse: 283.6809; 295.9491; 372.9420; 375.7084; 381.8869; Curr nae: 0.8454; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 22:04:41,518 - INFO - Epoch: 0374 / 1300 lr: 9.742e-05 2025-08-15 22:06:20,136 - INFO - Training: cls_zice: 64.37327010745715; reg_zipnll: 242.54137130384274; aux_mae_loss_1: 145.82242164513752; aux_mae_loss_2: 23.642892175591083; aux_mae_loss_4: 4.103287467919769; cnt_loss: 29.395473357031463; 2025-08-15 22:06:20,137 - INFO - Evaluation: Curr mae: 80.0026; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 447.5034; Best rmse: 283.6809; 295.9491; 372.9420; 375.7084; 381.8869; Curr nae: 0.2368; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 22:06:20,137 - INFO - Epoch: 0375 / 1300 lr: 9.727e-05 2025-08-15 22:07:58,269 - INFO - Training: cls_zice: 61.29299105715322; reg_zipnll: 243.4636110045916; aux_mae_loss_1: 141.03667499963913; aux_mae_loss_2: 22.795350506250532; aux_mae_loss_4: 3.9174097630848923; cnt_loss: 27.184871291133614; 2025-08-15 22:07:58,334 - INFO - Evaluation: Curr mae: 87.0425; Best mae: 72.6240; 76.4384; 76.5129; 76.8032; 76.8906; Curr rmse: 342.5777; Best rmse: 283.6809; 295.9491; 342.5777; 372.9420; 375.7084; Curr nae: 0.4528; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 22:07:58,334 - INFO - Epoch: 0376 / 1300 lr: 9.711e-05 2025-08-15 22:09:35,985 - INFO - Training: cls_zice: 62.42690415301176; reg_zipnll: 237.8403224307651; aux_mae_loss_1: 141.94371948634443; aux_mae_loss_2: 23.01671051917775; aux_mae_loss_4: 3.9941085273624997; cnt_loss: 27.50296846330932; 2025-08-15 22:09:36,113 - INFO - Evaluation: Curr mae: 74.9797; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 223.5263; Best rmse: 223.5263; 283.6809; 295.9491; 342.5777; 372.9420; Curr nae: 1.8139; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 22:09:36,113 - INFO - Epoch: 0377 / 1300 lr: 9.694e-05 2025-08-15 22:11:12,936 - INFO - Training: cls_zice: 64.43308537803915; reg_zipnll: 234.98461695869662; aux_mae_loss_1: 145.2318203835377; aux_mae_loss_2: 23.765528849280585; aux_mae_loss_4: 4.167045990115266; cnt_loss: 29.246052981648777; 2025-08-15 22:11:12,938 - INFO - Evaluation: Curr mae: 109.9317; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 539.3358; Best rmse: 223.5263; 283.6809; 295.9491; 342.5777; 372.9420; Curr nae: 0.2883; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 22:11:12,938 - INFO - Epoch: 0378 / 1300 lr: 9.677e-05 2025-08-15 22:12:50,561 - INFO - Training: cls_zice: 63.36526585274537; reg_zipnll: 236.9492518956986; aux_mae_loss_1: 144.3443108781751; aux_mae_loss_2: 23.44275488032167; aux_mae_loss_4: 4.078665119057143; cnt_loss: 29.39679722369177; 2025-08-15 22:12:50,562 - INFO - Evaluation: Curr mae: 81.1517; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 494.2981; Best rmse: 223.5263; 283.6809; 295.9491; 342.5777; 372.9420; Curr nae: 0.3309; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 22:12:50,562 - INFO - Epoch: 0379 / 1300 lr: 9.660e-05 2025-08-15 22:14:28,861 - INFO - Training: cls_zice: 65.4986760425537; reg_zipnll: 235.07496070371496; aux_mae_loss_1: 147.31034956983552; aux_mae_loss_2: 24.03848793819202; aux_mae_loss_4: 4.2128767691418565; cnt_loss: 30.802136128236825; 2025-08-15 22:14:28,862 - INFO - Evaluation: Curr mae: 92.9755; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 588.1610; Best rmse: 223.5263; 283.6809; 295.9491; 342.5777; 372.9420; Curr nae: 0.3398; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 22:14:28,862 - INFO - Epoch: 0380 / 1300 lr: 9.642e-05 2025-08-15 22:16:05,457 - INFO - Training: cls_zice: 63.04690110721747; reg_zipnll: 240.76953112496815; aux_mae_loss_1: 141.95140747913663; aux_mae_loss_2: 22.855131145614585; aux_mae_loss_4: 3.9113282587350486; cnt_loss: 26.547332493995334; 2025-08-15 22:16:05,458 - INFO - Evaluation: Curr mae: 76.9459; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 430.5966; Best rmse: 223.5263; 283.6809; 295.9491; 342.5777; 372.9420; Curr nae: 0.3227; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 22:16:05,458 - INFO - Epoch: 0381 / 1300 lr: 9.623e-05 2025-08-15 22:17:42,516 - INFO - Training: cls_zice: 62.36309808362419; reg_zipnll: 241.29518703078244; aux_mae_loss_1: 142.77611041620642; aux_mae_loss_2: 23.12766342236634; aux_mae_loss_4: 4.004574087714168; cnt_loss: 28.002178860813917; 2025-08-15 22:17:42,517 - INFO - Evaluation: Curr mae: 92.0930; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 584.8321; Best rmse: 223.5263; 283.6809; 295.9491; 342.5777; 372.9420; Curr nae: 0.3505; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 22:17:42,517 - INFO - Epoch: 0382 / 1300 lr: 9.604e-05 2025-08-15 22:19:19,910 - INFO - Training: cls_zice: 61.61251600040721; reg_zipnll: 242.51660099372765; aux_mae_loss_1: 142.52986147471137; aux_mae_loss_2: 23.217532852927945; aux_mae_loss_4: 4.038622537891172; cnt_loss: 30.033548274199575; 2025-08-15 22:19:19,912 - INFO - Evaluation: Curr mae: 84.3076; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 444.5997; Best rmse: 223.5263; 283.6809; 295.9491; 342.5777; 372.9420; Curr nae: 0.3432; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 22:19:19,912 - INFO - Epoch: 0383 / 1300 lr: 9.585e-05 2025-08-15 22:20:57,270 - INFO - Training: cls_zice: 65.38602960634508; reg_zipnll: 242.83763169139087; aux_mae_loss_1: 146.6277405314703; aux_mae_loss_2: 23.868787470084538; aux_mae_loss_4: 4.147197625018024; cnt_loss: 28.713889349395636; 2025-08-15 22:20:57,271 - INFO - Evaluation: Curr mae: 101.9460; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 498.6152; Best rmse: 223.5263; 283.6809; 295.9491; 342.5777; 372.9420; Curr nae: 0.4822; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 22:20:57,271 - INFO - Epoch: 0384 / 1300 lr: 9.565e-05 2025-08-15 22:22:35,190 - INFO - Training: cls_zice: 62.214431592883365; reg_zipnll: 235.83717336384987; aux_mae_loss_1: 142.400194452477; aux_mae_loss_2: 23.26695142123264; aux_mae_loss_4: 4.071298474364538; cnt_loss: 29.065800165455876; 2025-08-15 22:22:35,191 - INFO - Evaluation: Curr mae: 82.6040; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 523.8145; Best rmse: 223.5263; 283.6809; 295.9491; 342.5777; 372.9420; Curr nae: 0.3816; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 22:22:35,191 - INFO - Epoch: 0385 / 1300 lr: 9.545e-05 2025-08-15 22:24:12,065 - INFO - Training: cls_zice: 63.755372097720524; reg_zipnll: 239.9041620073098; aux_mae_loss_1: 145.53078661724965; aux_mae_loss_2: 23.765255220138627; aux_mae_loss_4: 4.137919318400189; cnt_loss: 29.520720729484655; 2025-08-15 22:24:12,066 - INFO - Evaluation: Curr mae: 101.0095; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 498.5270; Best rmse: 223.5263; 283.6809; 295.9491; 342.5777; 372.9420; Curr nae: 0.2858; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 22:24:12,067 - INFO - Epoch: 0386 / 1300 lr: 9.525e-05 2025-08-15 22:25:50,173 - INFO - Training: cls_zice: 59.797836953845916; reg_zipnll: 246.6858250537078; aux_mae_loss_1: 140.5333923153522; aux_mae_loss_2: 22.67016672781623; aux_mae_loss_4: 3.9013300703546383; cnt_loss: 26.881665850666312; 2025-08-15 22:25:50,175 - INFO - Evaluation: Curr mae: 95.0588; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 427.4569; Best rmse: 223.5263; 283.6809; 295.9491; 342.5777; 372.9420; Curr nae: 0.2877; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 22:25:50,175 - INFO - Epoch: 0387 / 1300 lr: 9.504e-05 2025-08-15 22:27:28,136 - INFO - Training: cls_zice: 65.95743800864427; reg_zipnll: 237.03633607996767; aux_mae_loss_1: 145.62321439316463; aux_mae_loss_2: 23.435532933948586; aux_mae_loss_4: 4.0416784577627105; cnt_loss: 27.70531468281096; 2025-08-15 22:27:28,137 - INFO - Evaluation: Curr mae: 78.5134; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 486.9207; Best rmse: 223.5263; 283.6809; 295.9491; 342.5777; 372.9420; Curr nae: 0.3829; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 22:27:28,138 - INFO - Epoch: 0388 / 1300 lr: 9.482e-05 2025-08-15 22:29:07,291 - INFO - Training: cls_zice: 63.37105846033458; reg_zipnll: 231.93915877550612; aux_mae_loss_1: 142.7847782419396; aux_mae_loss_2: 23.224083748452156; aux_mae_loss_4: 4.008062858201544; cnt_loss: 27.02177506057033; 2025-08-15 22:29:07,292 - INFO - Evaluation: Curr mae: 85.2226; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 545.3167; Best rmse: 223.5263; 283.6809; 295.9491; 342.5777; 372.9420; Curr nae: 0.3125; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 22:29:07,292 - INFO - Epoch: 0389 / 1300 lr: 9.460e-05 2025-08-15 22:30:44,704 - INFO - Training: cls_zice: 63.47171189216538; reg_zipnll: 237.88591500603448; aux_mae_loss_1: 144.59704744785182; aux_mae_loss_2: 23.68898719748372; aux_mae_loss_4: 4.164709834942168; cnt_loss: 31.28985985814759; 2025-08-15 22:30:44,764 - INFO - Evaluation: Curr mae: 77.1465; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 370.6185; Best rmse: 223.5263; 283.6809; 295.9491; 342.5777; 370.6185; Curr nae: 0.2258; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 22:30:44,764 - INFO - Epoch: 0390 / 1300 lr: 9.438e-05 2025-08-15 22:32:22,479 - INFO - Training: cls_zice: 60.482181149307436; reg_zipnll: 236.57522152505987; aux_mae_loss_1: 141.00578658194652; aux_mae_loss_2: 22.98608531314487; aux_mae_loss_4: 3.9823063757548294; cnt_loss: 27.45955355124486; 2025-08-15 22:32:22,481 - INFO - Evaluation: Curr mae: 79.6492; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 557.7826; Best rmse: 223.5263; 283.6809; 295.9491; 342.5777; 370.6185; Curr nae: 0.3101; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 22:32:22,481 - INFO - Epoch: 0391 / 1300 lr: 9.416e-05 2025-08-15 22:34:02,457 - INFO - Training: cls_zice: 62.35912920837231; reg_zipnll: 239.92824755474965; aux_mae_loss_1: 143.91037672773425; aux_mae_loss_2: 23.485636585475852; aux_mae_loss_4: 4.077431420280878; cnt_loss: 29.038177923555544; 2025-08-15 22:34:02,458 - INFO - Evaluation: Curr mae: 83.6092; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 434.8575; Best rmse: 223.5263; 283.6809; 295.9491; 342.5777; 370.6185; Curr nae: 0.3153; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 22:34:02,458 - INFO - Epoch: 0392 / 1300 lr: 9.392e-05 2025-08-15 22:35:40,292 - INFO - Training: cls_zice: 58.014802613417714; reg_zipnll: 240.05920750439014; aux_mae_loss_1: 140.7395759523681; aux_mae_loss_2: 22.566626637024868; aux_mae_loss_4: 3.8371133807385793; cnt_loss: 25.163762482395516; 2025-08-15 22:35:40,293 - INFO - Evaluation: Curr mae: 107.0593; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 549.0651; Best rmse: 223.5263; 283.6809; 295.9491; 342.5777; 370.6185; Curr nae: 0.3915; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 22:35:40,293 - INFO - Epoch: 0393 / 1300 lr: 9.369e-05 2025-08-15 22:37:17,794 - INFO - Training: cls_zice: 63.061243017642234; reg_zipnll: 242.3184479563892; aux_mae_loss_1: 141.3378160765974; aux_mae_loss_2: 22.949689512081196; aux_mae_loss_4: 3.9627527588437332; cnt_loss: 28.790706380780374; 2025-08-15 22:37:17,796 - INFO - Evaluation: Curr mae: 83.7234; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 445.9324; Best rmse: 223.5263; 283.6809; 295.9491; 342.5777; 370.6185; Curr nae: 0.3412; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 22:37:17,796 - INFO - Epoch: 0394 / 1300 lr: 9.345e-05 2025-08-15 22:38:55,122 - INFO - Training: cls_zice: 63.965633029228314; reg_zipnll: 239.23115968091324; aux_mae_loss_1: 144.18918934701955; aux_mae_loss_2: 23.526690718447334; aux_mae_loss_4: 4.110441454731713; cnt_loss: 29.777671706094228; 2025-08-15 22:38:55,123 - INFO - Evaluation: Curr mae: 86.7583; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 558.4950; Best rmse: 223.5263; 283.6809; 295.9491; 342.5777; 370.6185; Curr nae: 0.4368; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 22:38:55,123 - INFO - Epoch: 0395 / 1300 lr: 9.321e-05 2025-08-15 22:40:32,955 - INFO - Training: cls_zice: 60.4708242804808; reg_zipnll: 236.67041217637245; aux_mae_loss_1: 142.3561277708235; aux_mae_loss_2: 23.171332861892974; aux_mae_loss_4: 4.011691171896182; cnt_loss: 28.24738842785205; 2025-08-15 22:40:32,957 - INFO - Evaluation: Curr mae: 88.4792; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 434.6906; Best rmse: 223.5263; 283.6809; 295.9491; 342.5777; 370.6185; Curr nae: 0.4369; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 22:40:32,957 - INFO - Epoch: 0396 / 1300 lr: 9.296e-05 2025-08-15 22:42:11,358 - INFO - Training: cls_zice: 62.330973389062905; reg_zipnll: 237.11050625877087; aux_mae_loss_1: 141.58078842849537; aux_mae_loss_2: 22.76317326391264; aux_mae_loss_4: 3.87722758155862; cnt_loss: 26.203467264273478; 2025-08-15 22:42:11,359 - INFO - Evaluation: Curr mae: 93.9198; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 496.8491; Best rmse: 223.5263; 283.6809; 295.9491; 342.5777; 370.6185; Curr nae: 0.5096; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 22:42:11,359 - INFO - Epoch: 0397 / 1300 lr: 9.271e-05 2025-08-15 22:43:49,970 - INFO - Training: cls_zice: 63.6984113038812; reg_zipnll: 239.29670960492524; aux_mae_loss_1: 143.42203402090195; aux_mae_loss_2: 23.148064494439446; aux_mae_loss_4: 3.9915759275382467; cnt_loss: 28.00197653966575; 2025-08-15 22:43:49,972 - INFO - Evaluation: Curr mae: 97.1083; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 405.5894; Best rmse: 223.5263; 283.6809; 295.9491; 342.5777; 370.6185; Curr nae: 0.9725; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 22:43:49,972 - INFO - Epoch: 0398 / 1300 lr: 9.245e-05 2025-08-15 22:45:27,548 - INFO - Training: cls_zice: 60.729829319683326; reg_zipnll: 240.046649270928; aux_mae_loss_1: 141.1520671109001; aux_mae_loss_2: 22.847785041387407; aux_mae_loss_4: 3.938034007206061; cnt_loss: 26.771403429134338; 2025-08-15 22:45:27,549 - INFO - Evaluation: Curr mae: 80.0525; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 379.3506; Best rmse: 223.5263; 283.6809; 295.9491; 342.5777; 370.6185; Curr nae: 0.6347; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 22:45:27,549 - INFO - Epoch: 0399 / 1300 lr: 9.219e-05 2025-08-15 22:47:05,062 - INFO - Training: cls_zice: 61.316371933506815; reg_zipnll: 238.8056337018246; aux_mae_loss_1: 140.74342257443308; aux_mae_loss_2: 22.74922548897162; aux_mae_loss_4: 3.909722834289227; cnt_loss: 26.904699536399548; 2025-08-15 22:47:05,063 - INFO - Evaluation: Curr mae: 92.8597; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 581.3101; Best rmse: 223.5263; 283.6809; 295.9491; 342.5777; 370.6185; Curr nae: 0.3090; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 22:47:05,064 - INFO - Epoch: 0400 / 1300 lr: 9.193e-05 2025-08-15 22:48:43,310 - INFO - Training: cls_zice: 62.285076103664; reg_zipnll: 236.67538396251845; aux_mae_loss_1: 142.33523042281672; aux_mae_loss_2: 22.852252724238102; aux_mae_loss_4: 3.903690530279302; cnt_loss: 25.27359270926919; 2025-08-15 22:48:43,312 - INFO - Evaluation: Curr mae: 85.1588; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 475.1409; Best rmse: 223.5263; 283.6809; 295.9491; 342.5777; 370.6185; Curr nae: 0.6351; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 22:48:43,484 - INFO - Epoch: 0401 / 1300 lr: 9.166e-05 2025-08-15 22:50:21,595 - INFO - Training: cls_zice: 58.88240670843725; reg_zipnll: 243.18924521909582; aux_mae_loss_1: 138.44212649720492; aux_mae_loss_2: 22.32747026825932; aux_mae_loss_4: 3.8235166806794685; cnt_loss: 25.84131974977822; 2025-08-15 22:50:21,596 - INFO - Evaluation: Curr mae: 85.8349; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 475.6138; Best rmse: 223.5263; 283.6809; 295.9491; 342.5777; 370.6185; Curr nae: 0.3030; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 22:50:21,596 - INFO - Epoch: 0402 / 1300 lr: 9.139e-05 2025-08-15 22:51:59,046 - INFO - Training: cls_zice: 66.56920770745351; reg_zipnll: 234.34993545316485; aux_mae_loss_1: 144.55651610063097; aux_mae_loss_2: 23.399434911561197; aux_mae_loss_4: 4.045130429047239; cnt_loss: 27.907107097630636; 2025-08-15 22:51:59,048 - INFO - Evaluation: Curr mae: 107.3842; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 502.3479; Best rmse: 223.5263; 283.6809; 295.9491; 342.5777; 370.6185; Curr nae: 0.4631; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 22:51:59,048 - INFO - Epoch: 0403 / 1300 lr: 9.111e-05 2025-08-15 22:53:36,150 - INFO - Training: cls_zice: 62.82415185259669; reg_zipnll: 234.78596166105686; aux_mae_loss_1: 143.44097510095122; aux_mae_loss_2: 23.36237227211881; aux_mae_loss_4: 4.03294668773759; cnt_loss: 28.025114643543116; 2025-08-15 22:53:36,152 - INFO - Evaluation: Curr mae: 99.9222; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 493.6175; Best rmse: 223.5263; 283.6809; 295.9491; 342.5777; 370.6185; Curr nae: 0.3744; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 22:53:36,152 - INFO - Epoch: 0404 / 1300 lr: 9.083e-05 2025-08-15 22:55:14,546 - INFO - Training: cls_zice: 61.4548067763103; reg_zipnll: 236.1279024060404; aux_mae_loss_1: 141.26684487938576; aux_mae_loss_2: 23.041597986589053; aux_mae_loss_4: 3.994126595231132; cnt_loss: 27.56124708554432; 2025-08-15 22:55:14,547 - INFO - Evaluation: Curr mae: 101.6231; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 522.4460; Best rmse: 223.5263; 283.6809; 295.9491; 342.5777; 370.6185; Curr nae: 0.5403; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 22:55:14,548 - INFO - Epoch: 0405 / 1300 lr: 9.055e-05 2025-08-15 22:56:52,374 - INFO - Training: cls_zice: 62.697305207234116; reg_zipnll: 233.53353028677424; aux_mae_loss_1: 143.3484733159867; aux_mae_loss_2: 23.372984683912026; aux_mae_loss_4: 4.065354160753804; cnt_loss: 28.619153367216605; 2025-08-15 22:56:52,375 - INFO - Evaluation: Curr mae: 122.4063; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 511.0579; Best rmse: 223.5263; 283.6809; 295.9491; 342.5777; 370.6185; Curr nae: 0.4744; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 22:56:52,376 - INFO - Epoch: 0406 / 1300 lr: 9.026e-05 2025-08-15 22:58:29,328 - INFO - Training: cls_zice: 61.54321649295199; reg_zipnll: 238.8996070430334; aux_mae_loss_1: 143.5069675617169; aux_mae_loss_2: 23.349776030812595; aux_mae_loss_4: 4.049363273734605; cnt_loss: 29.923156368088907; 2025-08-15 22:58:29,330 - INFO - Evaluation: Curr mae: 207.2003; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 593.8190; Best rmse: 223.5263; 283.6809; 295.9491; 342.5777; 370.6185; Curr nae: 3.4503; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 22:58:29,330 - INFO - Epoch: 0407 / 1300 lr: 8.997e-05 2025-08-15 23:00:06,671 - INFO - Training: cls_zice: 62.325046740185016; reg_zipnll: 247.9870746288937; aux_mae_loss_1: 143.10373228313378; aux_mae_loss_2: 23.28995377361621; aux_mae_loss_4: 4.054838476726513; cnt_loss: 29.517588228676804; 2025-08-15 23:00:06,672 - INFO - Evaluation: Curr mae: 93.6432; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 452.2707; Best rmse: 223.5263; 283.6809; 295.9491; 342.5777; 370.6185; Curr nae: 1.5576; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 23:00:06,672 - INFO - Epoch: 0408 / 1300 lr: 8.967e-05 2025-08-15 23:01:43,833 - INFO - Training: cls_zice: 61.37368122662554; reg_zipnll: 238.54905586929127; aux_mae_loss_1: 137.11974179285045; aux_mae_loss_2: 21.968163082716092; aux_mae_loss_4: 3.746376162016606; cnt_loss: 24.787056373140192; 2025-08-15 23:01:43,834 - INFO - Evaluation: Curr mae: 108.0168; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 495.5669; Best rmse: 223.5263; 283.6809; 295.9491; 342.5777; 370.6185; Curr nae: 0.9939; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 23:01:43,834 - INFO - Epoch: 0409 / 1300 lr: 8.937e-05 2025-08-15 23:03:20,704 - INFO - Training: cls_zice: 60.73867057302157; reg_zipnll: 239.81889471725816; aux_mae_loss_1: 138.21076285256825; aux_mae_loss_2: 22.119866795282437; aux_mae_loss_4: 3.7675593794158306; cnt_loss: 24.98253084822608; 2025-08-15 23:03:20,705 - INFO - Evaluation: Curr mae: 104.4461; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 507.1905; Best rmse: 223.5263; 283.6809; 295.9491; 342.5777; 370.6185; Curr nae: 0.6090; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 23:03:20,705 - INFO - Epoch: 0410 / 1300 lr: 8.907e-05 2025-08-15 23:04:58,570 - INFO - Training: cls_zice: 60.854564695209646; reg_zipnll: 239.7102976899527; aux_mae_loss_1: 141.12074668119376; aux_mae_loss_2: 22.59913481293117; aux_mae_loss_4: 3.8431002211141707; cnt_loss: 25.84257489182342; 2025-08-15 23:04:58,571 - INFO - Evaluation: Curr mae: 91.9463; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 482.8714; Best rmse: 223.5263; 283.6809; 295.9491; 342.5777; 370.6185; Curr nae: 0.6218; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 23:04:58,572 - INFO - Epoch: 0411 / 1300 lr: 8.876e-05 2025-08-15 23:06:36,166 - INFO - Training: cls_zice: 62.38936873783949; reg_zipnll: 237.312613460276; aux_mae_loss_1: 141.0337105630909; aux_mae_loss_2: 22.834555465335406; aux_mae_loss_4: 3.960897537307445; cnt_loss: 27.982765574688163; 2025-08-15 23:06:36,167 - INFO - Evaluation: Curr mae: 80.4094; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 524.9202; Best rmse: 223.5263; 283.6809; 295.9491; 342.5777; 370.6185; Curr nae: 0.2991; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 23:06:36,167 - INFO - Epoch: 0412 / 1300 lr: 8.845e-05 2025-08-15 23:08:13,699 - INFO - Training: cls_zice: 63.09252539104698; reg_zipnll: 239.01031291147737; aux_mae_loss_1: 140.76215957308185; aux_mae_loss_2: 22.702944933295555; aux_mae_loss_4: 3.8857868381208505; cnt_loss: 25.036425570289396; 2025-08-15 23:08:13,764 - INFO - Evaluation: Curr mae: 94.4561; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 323.1447; Best rmse: 223.5263; 283.6809; 295.9491; 323.1447; 342.5777; Curr nae: 0.5885; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 23:08:13,764 - INFO - Epoch: 0413 / 1300 lr: 8.814e-05 2025-08-15 23:09:51,787 - INFO - Training: cls_zice: 61.36189623789953; reg_zipnll: 238.6742836135825; aux_mae_loss_1: 140.0381754603055; aux_mae_loss_2: 22.599040270464585; aux_mae_loss_4: 3.8883699083695986; cnt_loss: 27.28760436935719; 2025-08-15 23:09:51,789 - INFO - Evaluation: Curr mae: 130.6363; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 407.2535; Best rmse: 223.5263; 283.6809; 295.9491; 323.1447; 342.5777; Curr nae: 0.8667; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 23:09:51,789 - INFO - Epoch: 0414 / 1300 lr: 8.782e-05 2025-08-15 23:11:29,987 - INFO - Training: cls_zice: 58.54444488231811; reg_zipnll: 244.33050606734955; aux_mae_loss_1: 137.41248755467277; aux_mae_loss_2: 22.123657354045957; aux_mae_loss_4: 3.773684545317162; cnt_loss: 25.290207008469686; 2025-08-15 23:11:29,988 - INFO - Evaluation: Curr mae: 91.5682; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 517.6226; Best rmse: 223.5263; 283.6809; 295.9491; 323.1447; 342.5777; Curr nae: 0.2786; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 23:11:29,988 - INFO - Epoch: 0415 / 1300 lr: 8.750e-05 2025-08-15 23:13:07,224 - INFO - Training: cls_zice: 62.57190507271143; reg_zipnll: 238.3118461618693; aux_mae_loss_1: 141.53127880145468; aux_mae_loss_2: 22.8498225616612; aux_mae_loss_4: 3.9222216644446464; cnt_loss: 27.501000809485625; 2025-08-15 23:13:07,340 - INFO - Evaluation: Curr mae: 78.0956; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 321.4679; Best rmse: 223.5263; 283.6809; 295.9491; 321.4679; 323.1447; Curr nae: 0.7160; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 23:13:07,340 - INFO - Epoch: 0416 / 1300 lr: 8.718e-05 2025-08-15 23:14:43,913 - INFO - Training: cls_zice: 61.6187445311436; reg_zipnll: 238.19860940849873; aux_mae_loss_1: 140.47082323893176; aux_mae_loss_2: 22.55594440965236; aux_mae_loss_4: 3.8254835679169488; cnt_loss: 24.437733324756966; 2025-08-15 23:14:43,914 - INFO - Evaluation: Curr mae: 102.8933; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 472.1267; Best rmse: 223.5263; 283.6809; 295.9491; 321.4679; 323.1447; Curr nae: 0.3665; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 23:14:43,914 - INFO - Epoch: 0417 / 1300 lr: 8.685e-05 2025-08-15 23:16:21,085 - INFO - Training: cls_zice: 63.46128511260285; reg_zipnll: 242.31554388325748; aux_mae_loss_1: 140.1591339111328; aux_mae_loss_2: 22.467223885126774; aux_mae_loss_4: 3.8188461426904086; cnt_loss: 25.50400310555583; 2025-08-15 23:16:21,087 - INFO - Evaluation: Curr mae: 94.2500; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 368.9437; Best rmse: 223.5263; 283.6809; 295.9491; 321.4679; 323.1447; Curr nae: 0.3732; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 23:16:21,087 - INFO - Epoch: 0418 / 1300 lr: 8.652e-05 2025-08-15 23:17:59,049 - INFO - Training: cls_zice: 64.47800242464156; reg_zipnll: 237.32668965396047; aux_mae_loss_1: 141.4823489152374; aux_mae_loss_2: 22.72353890254749; aux_mae_loss_4: 3.8862797628638064; cnt_loss: 25.01512991186892; 2025-08-15 23:17:59,050 - INFO - Evaluation: Curr mae: 82.6638; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 338.2409; Best rmse: 223.5263; 283.6809; 295.9491; 321.4679; 323.1447; Curr nae: 0.5118; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 23:17:59,050 - INFO - Epoch: 0419 / 1300 lr: 8.618e-05 2025-08-15 23:19:36,688 - INFO - Training: cls_zice: 60.19335310410105; reg_zipnll: 238.8730187501883; aux_mae_loss_1: 138.45258067015817; aux_mae_loss_2: 22.24192241408831; aux_mae_loss_4: 3.8089321557537756; cnt_loss: 25.68675505226253; 2025-08-15 23:19:36,690 - INFO - Evaluation: Curr mae: 84.5220; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 546.5133; Best rmse: 223.5263; 283.6809; 295.9491; 321.4679; 323.1447; Curr nae: 0.4213; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2230; 2025-08-15 23:19:36,690 - INFO - Epoch: 0420 / 1300 lr: 8.584e-05 2025-08-15 23:21:14,009 - INFO - Training: cls_zice: 62.031187815653944; reg_zipnll: 232.4321469696751; aux_mae_loss_1: 142.53518105533865; aux_mae_loss_2: 23.29625059583806; aux_mae_loss_4: 4.063000120663092; cnt_loss: 28.834834322524866; 2025-08-15 23:21:14,095 - INFO - Evaluation: Curr mae: 88.2989; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 556.5539; Best rmse: 223.5263; 283.6809; 295.9491; 321.4679; 323.1447; Curr nae: 0.2206; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2206; 2025-08-15 23:21:14,095 - INFO - Epoch: 0421 / 1300 lr: 8.550e-05 2025-08-15 23:22:51,723 - INFO - Training: cls_zice: 61.333948224553104; reg_zipnll: 234.4147741126524; aux_mae_loss_1: 141.51299910067286; aux_mae_loss_2: 22.718044857133016; aux_mae_loss_4: 3.886717687076039; cnt_loss: 25.739752968356665; 2025-08-15 23:22:51,724 - INFO - Evaluation: Curr mae: 86.3635; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 589.0550; Best rmse: 223.5263; 283.6809; 295.9491; 321.4679; 323.1447; Curr nae: 0.2537; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2206; 2025-08-15 23:22:51,724 - INFO - Epoch: 0422 / 1300 lr: 8.516e-05 2025-08-15 23:24:28,806 - INFO - Training: cls_zice: 59.22325386137613; reg_zipnll: 231.34575683476072; aux_mae_loss_1: 140.2815875418695; aux_mae_loss_2: 22.667099350828746; aux_mae_loss_4: 3.8745740037650864; cnt_loss: 25.656212276542096; 2025-08-15 23:24:28,808 - INFO - Evaluation: Curr mae: 104.6011; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 577.1920; Best rmse: 223.5263; 283.6809; 295.9491; 321.4679; 323.1447; Curr nae: 0.6107; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2206; 2025-08-15 23:24:28,808 - INFO - Epoch: 0423 / 1300 lr: 8.481e-05 2025-08-15 23:26:06,087 - INFO - Training: cls_zice: 60.49880539045542; reg_zipnll: 237.4306996892228; aux_mae_loss_1: 138.80788265218465; aux_mae_loss_2: 22.439190344822745; aux_mae_loss_4: 3.8366855663321626; cnt_loss: 25.363265209148967; 2025-08-15 23:26:06,089 - INFO - Evaluation: Curr mae: 95.0713; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 609.8320; Best rmse: 223.5263; 283.6809; 295.9491; 321.4679; 323.1447; Curr nae: 0.3159; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2206; 2025-08-15 23:26:06,089 - INFO - Epoch: 0424 / 1300 lr: 8.446e-05 2025-08-15 23:27:45,168 - INFO - Training: cls_zice: 62.74385726969009; reg_zipnll: 231.83009627668287; aux_mae_loss_1: 141.5779508674053; aux_mae_loss_2: 22.902096676029707; aux_mae_loss_4: 3.947635018427145; cnt_loss: 26.79344958817744; 2025-08-15 23:27:45,169 - INFO - Evaluation: Curr mae: 119.5216; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 601.0041; Best rmse: 223.5263; 283.6809; 295.9491; 321.4679; 323.1447; Curr nae: 0.4755; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2206; 2025-08-15 23:27:45,169 - INFO - Epoch: 0425 / 1300 lr: 8.410e-05 2025-08-15 23:29:22,593 - INFO - Training: cls_zice: 60.84171834427164; reg_zipnll: 231.8707008165688; aux_mae_loss_1: 139.2825753131072; aux_mae_loss_2: 22.42595095989943; aux_mae_loss_4: 3.811159387805468; cnt_loss: 24.712122226435604; 2025-08-15 23:29:22,594 - INFO - Evaluation: Curr mae: 88.7157; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 536.4359; Best rmse: 223.5263; 283.6809; 295.9491; 321.4679; 323.1447; Curr nae: 0.3424; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2206; 2025-08-15 23:29:22,595 - INFO - Epoch: 0426 / 1300 lr: 8.374e-05 2025-08-15 23:30:59,933 - INFO - Training: cls_zice: 59.16837516783289; reg_zipnll: 233.8290500689901; aux_mae_loss_1: 137.93205888351008; aux_mae_loss_2: 22.124462401039498; aux_mae_loss_4: 3.779119473803013; cnt_loss: 25.109300338210666; 2025-08-15 23:30:59,934 - INFO - Evaluation: Curr mae: 88.8819; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 538.0416; Best rmse: 223.5263; 283.6809; 295.9491; 321.4679; 323.1447; Curr nae: 0.3405; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2206; 2025-08-15 23:30:59,934 - INFO - Epoch: 0427 / 1300 lr: 8.338e-05 2025-08-15 23:32:37,762 - INFO - Training: cls_zice: 62.214648549844796; reg_zipnll: 234.41916769267968; aux_mae_loss_1: 141.33064003775237; aux_mae_loss_2: 22.77577413813927; aux_mae_loss_4: 3.8985282199548266; cnt_loss: 25.48312339745941; 2025-08-15 23:32:37,763 - INFO - Evaluation: Curr mae: 80.2124; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 491.4575; Best rmse: 223.5263; 283.6809; 295.9491; 321.4679; 323.1447; Curr nae: 0.3509; Best nae: 0.2085; 0.2087; 0.2136; 0.2140; 0.2206; 2025-08-15 23:32:37,763 - INFO - Epoch: 0428 / 1300 lr: 8.302e-05 2025-08-15 23:34:15,049 - INFO - Training: cls_zice: 63.22291977083009; reg_zipnll: 228.77171581140828; aux_mae_loss_1: 139.2385600268994; aux_mae_loss_2: 22.276521437578765; aux_mae_loss_4: 3.7624218762687054; cnt_loss: 24.214644900630862; 2025-08-15 23:34:15,113 - INFO - Evaluation: Curr mae: 80.0961; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 441.6441; Best rmse: 223.5263; 283.6809; 295.9491; 321.4679; 323.1447; Curr nae: 0.2030; Best nae: 0.2030; 0.2085; 0.2087; 0.2136; 0.2140; 2025-08-15 23:34:15,113 - INFO - Epoch: 0429 / 1300 lr: 8.265e-05 2025-08-15 23:35:52,915 - INFO - Training: cls_zice: 60.36845016015986; reg_zipnll: 235.131801801353; aux_mae_loss_1: 138.58814366004768; aux_mae_loss_2: 22.229679019408238; aux_mae_loss_4: 3.781771728342787; cnt_loss: 24.8003157607081; 2025-08-15 23:35:52,916 - INFO - Evaluation: Curr mae: 100.4644; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 543.0015; Best rmse: 223.5263; 283.6809; 295.9491; 321.4679; 323.1447; Curr nae: 0.5084; Best nae: 0.2030; 0.2085; 0.2087; 0.2136; 0.2140; 2025-08-15 23:35:52,917 - INFO - Epoch: 0430 / 1300 lr: 8.228e-05 2025-08-15 23:37:31,314 - INFO - Training: cls_zice: 59.008125089702695; reg_zipnll: 235.52779579652918; aux_mae_loss_1: 138.25255635219858; aux_mae_loss_2: 22.228186497038617; aux_mae_loss_4: 3.776732970938891; cnt_loss: 24.739366561404232; 2025-08-15 23:37:31,315 - INFO - Evaluation: Curr mae: 90.7001; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 603.8886; Best rmse: 223.5263; 283.6809; 295.9491; 321.4679; 323.1447; Curr nae: 0.2442; Best nae: 0.2030; 0.2085; 0.2087; 0.2136; 0.2140; 2025-08-15 23:37:31,316 - INFO - Epoch: 0431 / 1300 lr: 8.190e-05 2025-08-15 23:39:09,204 - INFO - Training: cls_zice: 59.93981013835855; reg_zipnll: 244.67086997927; aux_mae_loss_1: 136.32524038280496; aux_mae_loss_2: 21.889887833043666; aux_mae_loss_4: 3.7155846579522276; cnt_loss: 25.470734629349106; 2025-08-15 23:39:09,206 - INFO - Evaluation: Curr mae: 89.8484; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 594.1931; Best rmse: 223.5263; 283.6809; 295.9491; 321.4679; 323.1447; Curr nae: 0.4673; Best nae: 0.2030; 0.2085; 0.2087; 0.2136; 0.2140; 2025-08-15 23:39:09,206 - INFO - Epoch: 0432 / 1300 lr: 8.153e-05 2025-08-15 23:40:46,950 - INFO - Training: cls_zice: 61.49954868856923; reg_zipnll: 225.23380431540522; aux_mae_loss_1: 139.5062764469333; aux_mae_loss_2: 22.30697439875272; aux_mae_loss_4: 3.790297832617723; cnt_loss: 24.612775678193355; 2025-08-15 23:40:46,951 - INFO - Evaluation: Curr mae: 123.9869; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 600.3991; Best rmse: 223.5263; 283.6809; 295.9491; 321.4679; 323.1447; Curr nae: 0.5181; Best nae: 0.2030; 0.2085; 0.2087; 0.2136; 0.2140; 2025-08-15 23:40:46,951 - INFO - Epoch: 0433 / 1300 lr: 8.115e-05 2025-08-15 23:42:26,101 - INFO - Training: cls_zice: 56.80265745375028; reg_zipnll: 237.79346387122774; aux_mae_loss_1: 134.21579143259396; aux_mae_loss_2: 21.433744381509893; aux_mae_loss_4: 3.644769979473251; cnt_loss: 24.45190095656329; 2025-08-15 23:42:26,102 - INFO - Evaluation: Curr mae: 119.0584; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 534.5004; Best rmse: 223.5263; 283.6809; 295.9491; 321.4679; 323.1447; Curr nae: 0.5152; Best nae: 0.2030; 0.2085; 0.2087; 0.2136; 0.2140; 2025-08-15 23:42:26,102 - INFO - Epoch: 0434 / 1300 lr: 8.076e-05 2025-08-15 23:44:03,112 - INFO - Training: cls_zice: 62.19479850503427; reg_zipnll: 226.97263934373242; aux_mae_loss_1: 141.3093403519579; aux_mae_loss_2: 22.873463604934418; aux_mae_loss_4: 3.9369599341120387; cnt_loss: 27.346524741778335; 2025-08-15 23:44:03,113 - INFO - Evaluation: Curr mae: 89.7847; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 522.2820; Best rmse: 223.5263; 283.6809; 295.9491; 321.4679; 323.1447; Curr nae: 0.4128; Best nae: 0.2030; 0.2085; 0.2087; 0.2136; 0.2140; 2025-08-15 23:44:03,113 - INFO - Epoch: 0435 / 1300 lr: 8.038e-05 2025-08-15 23:45:41,205 - INFO - Training: cls_zice: 66.18976302379814; reg_zipnll: 232.23034734652404; aux_mae_loss_1: 143.91812075440865; aux_mae_loss_2: 23.176229566412292; aux_mae_loss_4: 3.9714899775608035; cnt_loss: 26.759946990442153; 2025-08-15 23:45:41,207 - INFO - Evaluation: Curr mae: 92.0273; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 457.3167; Best rmse: 223.5263; 283.6809; 295.9491; 321.4679; 323.1447; Curr nae: 0.7493; Best nae: 0.2030; 0.2085; 0.2087; 0.2136; 0.2140; 2025-08-15 23:45:41,207 - INFO - Epoch: 0436 / 1300 lr: 7.999e-05 2025-08-15 23:47:19,077 - INFO - Training: cls_zice: 58.633859911813836; reg_zipnll: 233.3642214404893; aux_mae_loss_1: 137.79194604829527; aux_mae_loss_2: 21.987785112582014; aux_mae_loss_4: 3.7072976302058653; cnt_loss: 24.268699935898375; 2025-08-15 23:47:19,079 - INFO - Evaluation: Curr mae: 86.5159; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 519.8127; Best rmse: 223.5263; 283.6809; 295.9491; 321.4679; 323.1447; Curr nae: 0.3510; Best nae: 0.2030; 0.2085; 0.2087; 0.2136; 0.2140; 2025-08-15 23:47:19,079 - INFO - Epoch: 0437 / 1300 lr: 7.960e-05 2025-08-15 23:48:57,210 - INFO - Training: cls_zice: 62.54180588241868; reg_zipnll: 235.38874285386584; aux_mae_loss_1: 137.53740091495465; aux_mae_loss_2: 22.03370855032325; aux_mae_loss_4: 3.7383418916736595; cnt_loss: 24.32119300371577; 2025-08-15 23:48:57,212 - INFO - Evaluation: Curr mae: 99.7150; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 523.7170; Best rmse: 223.5263; 283.6809; 295.9491; 321.4679; 323.1447; Curr nae: 0.9247; Best nae: 0.2030; 0.2085; 0.2087; 0.2136; 0.2140; 2025-08-15 23:48:57,212 - INFO - Epoch: 0438 / 1300 lr: 7.920e-05 2025-08-15 23:50:34,679 - INFO - Training: cls_zice: 61.93328496082123; reg_zipnll: 238.8702670786252; aux_mae_loss_1: 139.25506964440825; aux_mae_loss_2: 22.290227501435268; aux_mae_loss_4: 3.7898610931435712; cnt_loss: 25.336695170341237; 2025-08-15 23:50:34,681 - INFO - Evaluation: Curr mae: 80.6268; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 442.9924; Best rmse: 223.5263; 283.6809; 295.9491; 321.4679; 323.1447; Curr nae: 0.3899; Best nae: 0.2030; 0.2085; 0.2087; 0.2136; 0.2140; 2025-08-15 23:50:34,681 - INFO - Epoch: 0439 / 1300 lr: 7.880e-05 2025-08-15 23:52:12,533 - INFO - Training: cls_zice: 63.0398247176087; reg_zipnll: 237.27375382568044; aux_mae_loss_1: 141.48850551301226; aux_mae_loss_2: 22.574117816199372; aux_mae_loss_4: 3.805574982515644; cnt_loss: 24.373279138824934; 2025-08-15 23:52:12,534 - INFO - Evaluation: Curr mae: 123.7161; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 590.6573; Best rmse: 223.5263; 283.6809; 295.9491; 321.4679; 323.1447; Curr nae: 0.3493; Best nae: 0.2030; 0.2085; 0.2087; 0.2136; 0.2140; 2025-08-15 23:52:12,534 - INFO - Epoch: 0440 / 1300 lr: 7.840e-05 2025-08-15 23:53:49,616 - INFO - Training: cls_zice: 57.65362016538728; reg_zipnll: 230.83617382490849; aux_mae_loss_1: 137.04292880354933; aux_mae_loss_2: 22.002413467760256; aux_mae_loss_4: 3.725397263823561; cnt_loss: 23.3789281446707; 2025-08-15 23:53:49,617 - INFO - Evaluation: Curr mae: 105.3756; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 507.9373; Best rmse: 223.5263; 283.6809; 295.9491; 321.4679; 323.1447; Curr nae: 0.4470; Best nae: 0.2030; 0.2085; 0.2087; 0.2136; 0.2140; 2025-08-15 23:53:49,618 - INFO - Epoch: 0441 / 1300 lr: 7.800e-05 2025-08-15 23:55:27,624 - INFO - Training: cls_zice: 62.63618492245061; reg_zipnll: 222.91451337956525; aux_mae_loss_1: 141.71723232416383; aux_mae_loss_2: 22.833053558222126; aux_mae_loss_4: 3.8978871816534615; cnt_loss: 26.061693050561036; 2025-08-15 23:55:27,684 - INFO - Evaluation: Curr mae: 88.3577; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 526.0186; Best rmse: 223.5263; 283.6809; 295.9491; 321.4679; 323.1447; Curr nae: 0.2129; Best nae: 0.2030; 0.2085; 0.2087; 0.2129; 0.2136; 2025-08-15 23:55:27,684 - INFO - Epoch: 0442 / 1300 lr: 7.760e-05 2025-08-15 23:57:04,410 - INFO - Training: cls_zice: 61.88043381331206; reg_zipnll: 236.6041624074117; aux_mae_loss_1: 139.2755949025289; aux_mae_loss_2: 22.197721491129663; aux_mae_loss_4: 3.743134222637412; cnt_loss: 23.420177404555687; 2025-08-15 23:57:04,411 - INFO - Evaluation: Curr mae: 104.9375; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 447.7567; Best rmse: 223.5263; 283.6809; 295.9491; 321.4679; 323.1447; Curr nae: 1.0107; Best nae: 0.2030; 0.2085; 0.2087; 0.2129; 0.2136; 2025-08-15 23:57:04,412 - INFO - Epoch: 0443 / 1300 lr: 7.719e-05 2025-08-15 23:58:42,462 - INFO - Training: cls_zice: 61.233201857857345; reg_zipnll: 233.07972228925456; aux_mae_loss_1: 136.77537506221194; aux_mae_loss_2: 21.731601892829246; aux_mae_loss_4: 3.6597068593250754; cnt_loss: 22.966734288284282; 2025-08-15 23:58:42,463 - INFO - Evaluation: Curr mae: 85.5124; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 522.2136; Best rmse: 223.5263; 283.6809; 295.9491; 321.4679; 323.1447; Curr nae: 0.3963; Best nae: 0.2030; 0.2085; 0.2087; 0.2129; 0.2136; 2025-08-15 23:58:42,463 - INFO - Epoch: 0444 / 1300 lr: 7.678e-05 2025-08-16 00:00:20,231 - INFO - Training: cls_zice: 63.333774059589544; reg_zipnll: 237.56163407352713; aux_mae_loss_1: 138.13875774491416; aux_mae_loss_2: 22.091965768514992; aux_mae_loss_4: 3.7397314386686507; cnt_loss: 23.477273841137137; 2025-08-16 00:00:20,232 - INFO - Evaluation: Curr mae: 100.5791; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 424.4087; Best rmse: 223.5263; 283.6809; 295.9491; 321.4679; 323.1447; Curr nae: 0.9025; Best nae: 0.2030; 0.2085; 0.2087; 0.2129; 0.2136; 2025-08-16 00:00:20,232 - INFO - Epoch: 0445 / 1300 lr: 7.636e-05 2025-08-16 00:01:57,315 - INFO - Training: cls_zice: 63.55446590532987; reg_zipnll: 230.37071571252034; aux_mae_loss_1: 140.64848755196618; aux_mae_loss_2: 22.51135108648658; aux_mae_loss_4: 3.8097381833892863; cnt_loss: 24.72459964151554; 2025-08-16 00:01:57,316 - INFO - Evaluation: Curr mae: 82.0660; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 423.5127; Best rmse: 223.5263; 283.6809; 295.9491; 321.4679; 323.1447; Curr nae: 0.8053; Best nae: 0.2030; 0.2085; 0.2087; 0.2129; 0.2136; 2025-08-16 00:01:57,316 - INFO - Epoch: 0446 / 1300 lr: 7.595e-05 2025-08-16 00:03:35,904 - INFO - Training: cls_zice: 65.18971963885664; reg_zipnll: 225.52055477544397; aux_mae_loss_1: 143.45785327313186; aux_mae_loss_2: 23.09288777422476; aux_mae_loss_4: 3.9361684051148385; cnt_loss: 27.337805094633126; 2025-08-16 00:03:35,905 - INFO - Evaluation: Curr mae: 81.6226; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 544.6258; Best rmse: 223.5263; 283.6809; 295.9491; 321.4679; 323.1447; Curr nae: 0.4205; Best nae: 0.2030; 0.2085; 0.2087; 0.2129; 0.2136; 2025-08-16 00:03:35,905 - INFO - Epoch: 0447 / 1300 lr: 7.553e-05 2025-08-16 00:05:13,357 - INFO - Training: cls_zice: 62.4477077520292; reg_zipnll: 225.25026114495677; aux_mae_loss_1: 140.47461406246862; aux_mae_loss_2: 22.531597366676234; aux_mae_loss_4: 3.827959310426197; cnt_loss: 25.84650515590658; 2025-08-16 00:05:13,358 - INFO - Evaluation: Curr mae: 85.0862; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 515.7050; Best rmse: 223.5263; 283.6809; 295.9491; 321.4679; 323.1447; Curr nae: 0.3183; Best nae: 0.2030; 0.2085; 0.2087; 0.2129; 0.2136; 2025-08-16 00:05:13,359 - INFO - Epoch: 0448 / 1300 lr: 7.511e-05 2025-08-16 00:06:51,326 - INFO - Training: cls_zice: 61.392207176067835; reg_zipnll: 234.05765797239957; aux_mae_loss_1: 138.3052170956962; aux_mae_loss_2: 22.067992357484478; aux_mae_loss_4: 3.721498103252107; cnt_loss: 24.40876953093129; 2025-08-16 00:06:51,327 - INFO - Evaluation: Curr mae: 94.3381; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 565.4051; Best rmse: 223.5263; 283.6809; 295.9491; 321.4679; 323.1447; Curr nae: 0.3270; Best nae: 0.2030; 0.2085; 0.2087; 0.2129; 0.2136; 2025-08-16 00:06:51,327 - INFO - Epoch: 0449 / 1300 lr: 7.469e-05 2025-08-16 00:08:28,617 - INFO - Training: cls_zice: 60.55546746278483; reg_zipnll: 231.53905485099264; aux_mae_loss_1: 138.32872901171217; aux_mae_loss_2: 22.06816767175277; aux_mae_loss_4: 3.7342480989532176; cnt_loss: 23.827372561383676; 2025-08-16 00:08:28,618 - INFO - Evaluation: Curr mae: 80.2768; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 532.1999; Best rmse: 223.5263; 283.6809; 295.9491; 321.4679; 323.1447; Curr nae: 0.2305; Best nae: 0.2030; 0.2085; 0.2087; 0.2129; 0.2136; 2025-08-16 00:08:28,618 - INFO - Epoch: 0450 / 1300 lr: 7.426e-05 2025-08-16 00:10:06,492 - INFO - Training: cls_zice: 59.77594681494034; reg_zipnll: 241.70932248564182; aux_mae_loss_1: 137.14541981459277; aux_mae_loss_2: 21.81362698317187; aux_mae_loss_4: 3.67036373173976; cnt_loss: 23.31360786494375; 2025-08-16 00:10:06,493 - INFO - Evaluation: Curr mae: 101.5705; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 540.3088; Best rmse: 223.5263; 283.6809; 295.9491; 321.4679; 323.1447; Curr nae: 0.5511; Best nae: 0.2030; 0.2085; 0.2087; 0.2129; 0.2136; 2025-08-16 00:10:06,666 - INFO - Epoch: 0451 / 1300 lr: 7.383e-05 2025-08-16 00:11:44,525 - INFO - Training: cls_zice: 62.65909177103202; reg_zipnll: 231.5244169946195; aux_mae_loss_1: 140.82033436341274; aux_mae_loss_2: 22.559539412165055; aux_mae_loss_4: 3.8174745156250145; cnt_loss: 24.916080833094284; 2025-08-16 00:11:44,526 - INFO - Evaluation: Curr mae: 90.7478; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 557.3619; Best rmse: 223.5263; 283.6809; 295.9491; 321.4679; 323.1447; Curr nae: 0.3208; Best nae: 0.2030; 0.2085; 0.2087; 0.2129; 0.2136; 2025-08-16 00:11:44,526 - INFO - Epoch: 0452 / 1300 lr: 7.340e-05 2025-08-16 00:13:21,517 - INFO - Training: cls_zice: 61.13903401849509; reg_zipnll: 234.2006894677954; aux_mae_loss_1: 139.54291790861703; aux_mae_loss_2: 22.135784325685478; aux_mae_loss_4: 3.71453234377128; cnt_loss: 23.473495510978992; 2025-08-16 00:13:21,519 - INFO - Evaluation: Curr mae: 81.7765; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 442.4959; Best rmse: 223.5263; 283.6809; 295.9491; 321.4679; 323.1447; Curr nae: 0.2270; Best nae: 0.2030; 0.2085; 0.2087; 0.2129; 0.2136; 2025-08-16 00:13:21,519 - INFO - Epoch: 0453 / 1300 lr: 7.297e-05 2025-08-16 00:15:00,117 - INFO - Training: cls_zice: 62.09931861932909; reg_zipnll: 227.94851243281425; aux_mae_loss_1: 139.35112181911126; aux_mae_loss_2: 22.163534828200746; aux_mae_loss_4: 3.7481415530709805; cnt_loss: 23.72738010166237; 2025-08-16 00:15:00,119 - INFO - Evaluation: Curr mae: 85.5106; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 549.8266; Best rmse: 223.5263; 283.6809; 295.9491; 321.4679; 323.1447; Curr nae: 0.2239; Best nae: 0.2030; 0.2085; 0.2087; 0.2129; 0.2136; 2025-08-16 00:15:00,119 - INFO - Epoch: 0454 / 1300 lr: 7.254e-05 2025-08-16 00:16:37,392 - INFO - Training: cls_zice: 61.83807930423086; reg_zipnll: 231.31592204822059; aux_mae_loss_1: 137.66803138850588; aux_mae_loss_2: 21.77777735187952; aux_mae_loss_4: 3.648415021234429; cnt_loss: 22.913755420547524; 2025-08-16 00:16:37,393 - INFO - Evaluation: Curr mae: 91.5960; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 529.4751; Best rmse: 223.5263; 283.6809; 295.9491; 321.4679; 323.1447; Curr nae: 0.2801; Best nae: 0.2030; 0.2085; 0.2087; 0.2129; 0.2136; 2025-08-16 00:16:37,394 - INFO - Epoch: 0455 / 1300 lr: 7.210e-05 2025-08-16 00:18:15,642 - INFO - Training: cls_zice: 57.956888339475064; reg_zipnll: 226.49095486246222; aux_mae_loss_1: 136.1568838869698; aux_mae_loss_2: 21.793351000562733; aux_mae_loss_4: 3.6746543497230215; cnt_loss: 22.414476256750543; 2025-08-16 00:18:15,644 - INFO - Evaluation: Curr mae: 96.1784; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 555.6248; Best rmse: 223.5263; 283.6809; 295.9491; 321.4679; 323.1447; Curr nae: 0.3561; Best nae: 0.2030; 0.2085; 0.2087; 0.2129; 0.2136; 2025-08-16 00:18:15,644 - INFO - Epoch: 0456 / 1300 lr: 7.166e-05 2025-08-16 00:19:55,231 - INFO - Training: cls_zice: 62.52438958468045; reg_zipnll: 232.36750625767255; aux_mae_loss_1: 140.39350614572245; aux_mae_loss_2: 22.37880034802199; aux_mae_loss_4: 3.79810515314264; cnt_loss: 24.92517519793964; 2025-08-16 00:19:55,232 - INFO - Evaluation: Curr mae: 102.1724; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 479.2316; Best rmse: 223.5263; 283.6809; 295.9491; 321.4679; 323.1447; Curr nae: 0.5614; Best nae: 0.2030; 0.2085; 0.2087; 0.2129; 0.2136; 2025-08-16 00:19:55,232 - INFO - Epoch: 0457 / 1300 lr: 7.122e-05 2025-08-16 00:21:33,095 - INFO - Training: cls_zice: 61.525997904701526; reg_zipnll: 237.0240083414975; aux_mae_loss_1: 136.53216806230324; aux_mae_loss_2: 21.712681914356498; aux_mae_loss_4: 3.6462042843468083; cnt_loss: 22.4633372286598; 2025-08-16 00:21:33,156 - INFO - Evaluation: Curr mae: 78.0248; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 298.6654; Best rmse: 223.5263; 283.6809; 295.9491; 298.6654; 321.4679; Curr nae: 0.6697; Best nae: 0.2030; 0.2085; 0.2087; 0.2129; 0.2136; 2025-08-16 00:21:33,156 - INFO - Epoch: 0458 / 1300 lr: 7.078e-05 2025-08-16 00:23:11,429 - INFO - Training: cls_zice: 62.14497671695785; reg_zipnll: 237.79749477553185; aux_mae_loss_1: 138.56403014960202; aux_mae_loss_2: 22.080039824189136; aux_mae_loss_4: 3.713079470595235; cnt_loss: 23.634186608625868; 2025-08-16 00:23:11,430 - INFO - Evaluation: Curr mae: 79.9059; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 515.2291; Best rmse: 223.5263; 283.6809; 295.9491; 298.6654; 321.4679; Curr nae: 0.2236; Best nae: 0.2030; 0.2085; 0.2087; 0.2129; 0.2136; 2025-08-16 00:23:11,431 - INFO - Epoch: 0459 / 1300 lr: 7.034e-05 2025-08-16 00:24:50,897 - INFO - Training: cls_zice: 62.1035146036001; reg_zipnll: 219.72127713397106; aux_mae_loss_1: 139.491424119258; aux_mae_loss_2: 22.255607698141457; aux_mae_loss_4: 3.7464868869144077; cnt_loss: 23.395706949626266; 2025-08-16 00:24:50,899 - INFO - Evaluation: Curr mae: 78.4857; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 489.9945; Best rmse: 223.5263; 283.6809; 295.9491; 298.6654; 321.4679; Curr nae: 0.2994; Best nae: 0.2030; 0.2085; 0.2087; 0.2129; 0.2136; 2025-08-16 00:24:50,899 - INFO - Epoch: 0460 / 1300 lr: 6.989e-05 2025-08-16 00:26:28,097 - INFO - Training: cls_zice: 57.105555812619954; reg_zipnll: 227.14474830039057; aux_mae_loss_1: 135.2774815007776; aux_mae_loss_2: 21.563387378628885; aux_mae_loss_4: 3.62612171574546; cnt_loss: 22.260996941122727; 2025-08-16 00:26:28,098 - INFO - Evaluation: Curr mae: 85.8679; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 590.0575; Best rmse: 223.5263; 283.6809; 295.9491; 298.6654; 321.4679; Curr nae: 0.2697; Best nae: 0.2030; 0.2085; 0.2087; 0.2129; 0.2136; 2025-08-16 00:26:28,099 - INFO - Epoch: 0461 / 1300 lr: 6.944e-05 2025-08-16 00:28:05,256 - INFO - Training: cls_zice: 60.22136879522727; reg_zipnll: 234.3179151441873; aux_mae_loss_1: 139.13713622889972; aux_mae_loss_2: 22.171550071637856; aux_mae_loss_4: 3.7335466281307386; cnt_loss: 23.85887600462357; 2025-08-16 00:28:05,257 - INFO - Evaluation: Curr mae: 87.4624; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 479.9335; Best rmse: 223.5263; 283.6809; 295.9491; 298.6654; 321.4679; Curr nae: 0.2916; Best nae: 0.2030; 0.2085; 0.2087; 0.2129; 0.2136; 2025-08-16 00:28:05,257 - INFO - Epoch: 0462 / 1300 lr: 6.899e-05 2025-08-16 00:29:43,868 - INFO - Training: cls_zice: 61.8893295965495; reg_zipnll: 226.8664551369635; aux_mae_loss_1: 139.58554135986955; aux_mae_loss_2: 22.100068949182113; aux_mae_loss_4: 3.706785444275579; cnt_loss: 22.309928902623586; 2025-08-16 00:29:43,870 - INFO - Evaluation: Curr mae: 83.7731; Best mae: 72.6240; 74.9797; 76.4384; 76.5129; 76.8032; Curr rmse: 546.3001; Best rmse: 223.5263; 283.6809; 295.9491; 298.6654; 321.4679; Curr nae: 0.2451; Best nae: 0.2030; 0.2085; 0.2087; 0.2129; 0.2136; 2025-08-16 00:29:43,870 - INFO - Epoch: 0463 / 1300 lr: 6.854e-05 2025-08-16 00:31:21,200 - INFO - Training: cls_zice: 60.914561416082336; reg_zipnll: 238.7692059906712; aux_mae_loss_1: 137.19662912461936; aux_mae_loss_2: 21.751909837011812; aux_mae_loss_4: 3.6482096947250757; cnt_loss: 22.774585163685227; 2025-08-16 00:31:21,321 - INFO - Evaluation: Curr mae: 70.6611; Best mae: 70.6611; 72.6240; 74.9797; 76.4384; 76.5129; Curr rmse: 484.0257; Best rmse: 223.5263; 283.6809; 295.9491; 298.6654; 321.4679; Curr nae: 0.2116; Best nae: 0.2030; 0.2085; 0.2087; 0.2116; 0.2129; 2025-08-16 00:31:21,321 - INFO - Epoch: 0464 / 1300 lr: 6.809e-05 2025-08-16 00:32:59,051 - INFO - Training: cls_zice: 61.72588010224248; reg_zipnll: 231.57954798014427; aux_mae_loss_1: 137.37418032550568; aux_mae_loss_2: 21.98467184400191; aux_mae_loss_4: 3.688285755007923; cnt_loss: 22.965695104746096; 2025-08-16 00:32:59,052 - INFO - Evaluation: Curr mae: 89.4705; Best mae: 70.6611; 72.6240; 74.9797; 76.4384; 76.5129; Curr rmse: 571.1808; Best rmse: 223.5263; 283.6809; 295.9491; 298.6654; 321.4679; Curr nae: 0.2782; Best nae: 0.2030; 0.2085; 0.2087; 0.2116; 0.2129; 2025-08-16 00:32:59,053 - INFO - Epoch: 0465 / 1300 lr: 6.763e-05 2025-08-16 00:34:38,650 - INFO - Training: cls_zice: 57.033304441212685; reg_zipnll: 231.63522044674596; aux_mae_loss_1: 133.50490244985545; aux_mae_loss_2: 21.068883253553533; aux_mae_loss_4: 3.4894188807985165; cnt_loss: 19.752814288617405; 2025-08-16 00:34:38,651 - INFO - Evaluation: Curr mae: 88.5764; Best mae: 70.6611; 72.6240; 74.9797; 76.4384; 76.5129; Curr rmse: 520.5766; Best rmse: 223.5263; 283.6809; 295.9491; 298.6654; 321.4679; Curr nae: 0.3207; Best nae: 0.2030; 0.2085; 0.2087; 0.2116; 0.2129; 2025-08-16 00:34:38,651 - INFO - Epoch: 0466 / 1300 lr: 6.718e-05 2025-08-16 00:36:15,537 - INFO - Training: cls_zice: 61.63105776691498; reg_zipnll: 225.0614924296009; aux_mae_loss_1: 136.73617054564176; aux_mae_loss_2: 21.688584068440534; aux_mae_loss_4: 3.6432803389652224; cnt_loss: 22.303996211152455; 2025-08-16 00:36:15,538 - INFO - Evaluation: Curr mae: 84.6822; Best mae: 70.6611; 72.6240; 74.9797; 76.4384; 76.5129; Curr rmse: 535.4175; Best rmse: 223.5263; 283.6809; 295.9491; 298.6654; 321.4679; Curr nae: 0.2256; Best nae: 0.2030; 0.2085; 0.2087; 0.2116; 0.2129; 2025-08-16 00:36:15,539 - INFO - Epoch: 0467 / 1300 lr: 6.672e-05 2025-08-16 00:37:53,535 - INFO - Training: cls_zice: 61.81811188134559; reg_zipnll: 234.35266975265543; aux_mae_loss_1: 140.72557087974255; aux_mae_loss_2: 22.407963096942265; aux_mae_loss_4: 3.757641190428354; cnt_loss: 23.43339273862177; 2025-08-16 00:37:53,536 - INFO - Evaluation: Curr mae: 88.9464; Best mae: 70.6611; 72.6240; 74.9797; 76.4384; 76.5129; Curr rmse: 582.3510; Best rmse: 223.5263; 283.6809; 295.9491; 298.6654; 321.4679; Curr nae: 0.4021; Best nae: 0.2030; 0.2085; 0.2087; 0.2116; 0.2129; 2025-08-16 00:37:53,537 - INFO - Epoch: 0468 / 1300 lr: 6.626e-05 2025-08-16 00:39:31,159 - INFO - Training: cls_zice: 60.52356930716792; reg_zipnll: 225.21620037990854; aux_mae_loss_1: 136.94421818201218; aux_mae_loss_2: 21.799544235734523; aux_mae_loss_4: 3.6672952098527727; cnt_loss: 22.885331839706108; 2025-08-16 00:39:31,160 - INFO - Evaluation: Curr mae: 77.7067; Best mae: 70.6611; 72.6240; 74.9797; 76.4384; 76.5129; Curr rmse: 411.1899; Best rmse: 223.5263; 283.6809; 295.9491; 298.6654; 321.4679; Curr nae: 0.3630; Best nae: 0.2030; 0.2085; 0.2087; 0.2116; 0.2129; 2025-08-16 00:39:31,160 - INFO - Epoch: 0469 / 1300 lr: 6.580e-05 2025-08-16 00:41:07,940 - INFO - Training: cls_zice: 62.227772966601854; reg_zipnll: 231.34564441886843; aux_mae_loss_1: 136.30681218340953; aux_mae_loss_2: 21.579320523916603; aux_mae_loss_4: 3.606459085616477; cnt_loss: 21.799489990298117; 2025-08-16 00:41:07,942 - INFO - Evaluation: Curr mae: 93.7202; Best mae: 70.6611; 72.6240; 74.9797; 76.4384; 76.5129; Curr rmse: 536.0810; Best rmse: 223.5263; 283.6809; 295.9491; 298.6654; 321.4679; Curr nae: 0.4074; Best nae: 0.2030; 0.2085; 0.2087; 0.2116; 0.2129; 2025-08-16 00:41:07,942 - INFO - Epoch: 0470 / 1300 lr: 6.533e-05 2025-08-16 00:42:46,179 - INFO - Training: cls_zice: 59.88649120949841; reg_zipnll: 237.62154085409367; aux_mae_loss_1: 136.01857278034436; aux_mae_loss_2: 21.554658515900755; aux_mae_loss_4: 3.602010880154019; cnt_loss: 21.79312603761727; 2025-08-16 00:42:46,180 - INFO - Evaluation: Curr mae: 98.1813; Best mae: 70.6611; 72.6240; 74.9797; 76.4384; 76.5129; Curr rmse: 543.3991; Best rmse: 223.5263; 283.6809; 295.9491; 298.6654; 321.4679; Curr nae: 0.4490; Best nae: 0.2030; 0.2085; 0.2087; 0.2116; 0.2129; 2025-08-16 00:42:46,180 - INFO - Epoch: 0471 / 1300 lr: 6.487e-05 2025-08-16 00:44:22,769 - INFO - Training: cls_zice: 59.928293018805334; reg_zipnll: 231.10035997797712; aux_mae_loss_1: 136.6224931555113; aux_mae_loss_2: 21.540465755756838; aux_mae_loss_4: 3.600917508026015; cnt_loss: 21.49454147711511; 2025-08-16 00:44:22,770 - INFO - Evaluation: Curr mae: 88.9927; Best mae: 70.6611; 72.6240; 74.9797; 76.4384; 76.5129; Curr rmse: 544.4272; Best rmse: 223.5263; 283.6809; 295.9491; 298.6654; 321.4679; Curr nae: 0.3117; Best nae: 0.2030; 0.2085; 0.2087; 0.2116; 0.2129; 2025-08-16 00:44:22,770 - INFO - Epoch: 0472 / 1300 lr: 6.440e-05 2025-08-16 00:46:00,978 - INFO - Training: cls_zice: 60.98070807896727; reg_zipnll: 234.23282296246919; aux_mae_loss_1: 137.01690720408618; aux_mae_loss_2: 21.776639401453014; aux_mae_loss_4: 3.665024705288649; cnt_loss: 22.795921361231866; 2025-08-16 00:46:00,979 - INFO - Evaluation: Curr mae: 87.8652; Best mae: 70.6611; 72.6240; 74.9797; 76.4384; 76.5129; Curr rmse: 406.5423; Best rmse: 223.5263; 283.6809; 295.9491; 298.6654; 321.4679; Curr nae: 0.3835; Best nae: 0.2030; 0.2085; 0.2087; 0.2116; 0.2129; 2025-08-16 00:46:00,979 - INFO - Epoch: 0473 / 1300 lr: 6.394e-05 2025-08-16 00:47:39,764 - INFO - Training: cls_zice: 63.457881596561876; reg_zipnll: 233.56546828556796; aux_mae_loss_1: 140.119402078859; aux_mae_loss_2: 22.088331280146896; aux_mae_loss_4: 3.6754210772122087; cnt_loss: 22.228736270056284; 2025-08-16 00:47:39,765 - INFO - Evaluation: Curr mae: 102.0770; Best mae: 70.6611; 72.6240; 74.9797; 76.4384; 76.5129; Curr rmse: 596.2013; Best rmse: 223.5263; 283.6809; 295.9491; 298.6654; 321.4679; Curr nae: 0.4122; Best nae: 0.2030; 0.2085; 0.2087; 0.2116; 0.2129; 2025-08-16 00:47:39,765 - INFO - Epoch: 0474 / 1300 lr: 6.347e-05 2025-08-16 00:49:16,533 - INFO - Training: cls_zice: 58.0801394080748; reg_zipnll: 223.46227045721136; aux_mae_loss_1: 135.93079147731123; aux_mae_loss_2: 21.565524271643866; aux_mae_loss_4: 3.602098137676563; cnt_loss: 22.195322365258225; 2025-08-16 00:49:16,535 - INFO - Evaluation: Curr mae: 85.8400; Best mae: 70.6611; 72.6240; 74.9797; 76.4384; 76.5129; Curr rmse: 461.4626; Best rmse: 223.5263; 283.6809; 295.9491; 298.6654; 321.4679; Curr nae: 0.4409; Best nae: 0.2030; 0.2085; 0.2087; 0.2116; 0.2129; 2025-08-16 00:49:16,535 - INFO - Epoch: 0475 / 1300 lr: 6.300e-05 2025-08-16 00:50:54,332 - INFO - Training: cls_zice: 60.852745246688016; reg_zipnll: 233.47590837993474; aux_mae_loss_1: 135.28051293478526; aux_mae_loss_2: 21.507075670139344; aux_mae_loss_4: 3.636767495873655; cnt_loss: 22.484917022268693; 2025-08-16 00:50:54,455 - INFO - Evaluation: Curr mae: 72.0818; Best mae: 70.6611; 72.0818; 72.6240; 74.9797; 76.4384; Curr rmse: 278.5164; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.3335; Best nae: 0.2030; 0.2085; 0.2087; 0.2116; 0.2129; 2025-08-16 00:50:54,455 - INFO - Epoch: 0476 / 1300 lr: 6.253e-05 2025-08-16 00:52:32,602 - INFO - Training: cls_zice: 61.83302386687317; reg_zipnll: 231.90630352343877; aux_mae_loss_1: 138.06942170444674; aux_mae_loss_2: 21.8763605389926; aux_mae_loss_4: 3.6754365675247116; cnt_loss: 22.90896528116535; 2025-08-16 00:52:32,603 - INFO - Evaluation: Curr mae: 93.9956; Best mae: 70.6611; 72.0818; 72.6240; 74.9797; 76.4384; Curr rmse: 533.6282; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.3071; Best nae: 0.2030; 0.2085; 0.2087; 0.2116; 0.2129; 2025-08-16 00:52:32,603 - INFO - Epoch: 0477 / 1300 lr: 6.206e-05 2025-08-16 00:54:10,870 - INFO - Training: cls_zice: 62.54752390075159; reg_zipnll: 232.35020191810432; aux_mae_loss_1: 139.7159289970496; aux_mae_loss_2: 22.14611272395117; aux_mae_loss_4: 3.6951340640725086; cnt_loss: 23.144248266759448; 2025-08-16 00:54:10,872 - INFO - Evaluation: Curr mae: 93.1838; Best mae: 70.6611; 72.0818; 72.6240; 74.9797; 76.4384; Curr rmse: 582.2570; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.3125; Best nae: 0.2030; 0.2085; 0.2087; 0.2116; 0.2129; 2025-08-16 00:54:10,872 - INFO - Epoch: 0478 / 1300 lr: 6.158e-05 2025-08-16 00:55:49,038 - INFO - Training: cls_zice: 61.85408213619708; reg_zipnll: 228.94175198513315; aux_mae_loss_1: 138.14302517025513; aux_mae_loss_2: 21.81282353339894; aux_mae_loss_4: 3.632310077279883; cnt_loss: 21.543168241383178; 2025-08-16 00:55:49,101 - INFO - Evaluation: Curr mae: 80.2214; Best mae: 70.6611; 72.0818; 72.6240; 74.9797; 76.4384; Curr rmse: 550.1034; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1841; Best nae: 0.1841; 0.2030; 0.2085; 0.2087; 0.2116; 2025-08-16 00:55:49,102 - INFO - Epoch: 0479 / 1300 lr: 6.111e-05 2025-08-16 00:57:25,912 - INFO - Training: cls_zice: 59.85752639913773; reg_zipnll: 230.2574681769913; aux_mae_loss_1: 137.3070599229906; aux_mae_loss_2: 21.758576877932317; aux_mae_loss_4: 3.6316228064595886; cnt_loss: 22.501376133651537; 2025-08-16 00:57:25,913 - INFO - Evaluation: Curr mae: 88.0516; Best mae: 70.6611; 72.0818; 72.6240; 74.9797; 76.4384; Curr rmse: 541.2954; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2255; Best nae: 0.1841; 0.2030; 0.2085; 0.2087; 0.2116; 2025-08-16 00:57:25,914 - INFO - Epoch: 0480 / 1300 lr: 6.063e-05 2025-08-16 00:59:03,439 - INFO - Training: cls_zice: 60.14459512204621; reg_zipnll: 228.10988175654472; aux_mae_loss_1: 136.47288204771695; aux_mae_loss_2: 21.595106227845335; aux_mae_loss_4: 3.6056583807217124; cnt_loss: 20.849372256997313; 2025-08-16 00:59:03,441 - INFO - Evaluation: Curr mae: 82.8258; Best mae: 70.6611; 72.0818; 72.6240; 74.9797; 76.4384; Curr rmse: 541.1881; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2382; Best nae: 0.1841; 0.2030; 0.2085; 0.2087; 0.2116; 2025-08-16 00:59:03,441 - INFO - Epoch: 0481 / 1300 lr: 6.016e-05 2025-08-16 01:00:41,453 - INFO - Training: cls_zice: 59.130529392118014; reg_zipnll: 233.12568288474586; aux_mae_loss_1: 136.13616645734538; aux_mae_loss_2: 21.42630326104348; aux_mae_loss_4: 3.550126557944673; cnt_loss: 20.428773776424574; 2025-08-16 01:00:41,455 - INFO - Evaluation: Curr mae: 78.7173; Best mae: 70.6611; 72.0818; 72.6240; 74.9797; 76.4384; Curr rmse: 539.3081; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2306; Best nae: 0.1841; 0.2030; 0.2085; 0.2087; 0.2116; 2025-08-16 01:00:41,455 - INFO - Epoch: 0482 / 1300 lr: 5.968e-05 2025-08-16 01:02:19,387 - INFO - Training: cls_zice: 62.30083575886901; reg_zipnll: 231.78326127706885; aux_mae_loss_1: 138.27106295391957; aux_mae_loss_2: 21.80332287111748; aux_mae_loss_4: 3.6254928009369074; cnt_loss: 20.80363132132356; 2025-08-16 01:02:19,389 - INFO - Evaluation: Curr mae: 82.0079; Best mae: 70.6611; 72.0818; 72.6240; 74.9797; 76.4384; Curr rmse: 515.7989; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2433; Best nae: 0.1841; 0.2030; 0.2085; 0.2087; 0.2116; 2025-08-16 01:02:19,389 - INFO - Epoch: 0483 / 1300 lr: 5.920e-05 2025-08-16 01:03:56,719 - INFO - Training: cls_zice: 58.327253929562005; reg_zipnll: 229.12095564619128; aux_mae_loss_1: 134.94010892441463; aux_mae_loss_2: 21.253179691138183; aux_mae_loss_4: 3.5291422055435673; cnt_loss: 22.013972983568678; 2025-08-16 01:03:56,721 - INFO - Evaluation: Curr mae: 86.3367; Best mae: 70.6611; 72.0818; 72.6240; 74.9797; 76.4384; Curr rmse: 557.1014; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2784; Best nae: 0.1841; 0.2030; 0.2085; 0.2087; 0.2116; 2025-08-16 01:03:56,721 - INFO - Epoch: 0484 / 1300 lr: 5.872e-05 2025-08-16 01:05:33,906 - INFO - Training: cls_zice: 62.801843353899095; reg_zipnll: 226.4949654527679; aux_mae_loss_1: 139.61438951271666; aux_mae_loss_2: 22.00040503210151; aux_mae_loss_4: 3.6605631450148044; cnt_loss: 21.786482304717705; 2025-08-16 01:05:33,969 - INFO - Evaluation: Curr mae: 75.6586; Best mae: 70.6611; 72.0818; 72.6240; 74.9797; 75.6586; Curr rmse: 506.6709; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2154; Best nae: 0.1841; 0.2030; 0.2085; 0.2087; 0.2116; 2025-08-16 01:05:33,969 - INFO - Epoch: 0485 / 1300 lr: 5.824e-05 2025-08-16 01:07:12,775 - INFO - Training: cls_zice: 61.11255216694276; reg_zipnll: 225.42099421680126; aux_mae_loss_1: 136.89427290477605; aux_mae_loss_2: 21.646091738213; aux_mae_loss_4: 3.6186997758698647; cnt_loss: 21.428926408444088; 2025-08-16 01:07:12,776 - INFO - Evaluation: Curr mae: 101.3591; Best mae: 70.6611; 72.0818; 72.6240; 74.9797; 75.6586; Curr rmse: 518.5028; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.4182; Best nae: 0.1841; 0.2030; 0.2085; 0.2087; 0.2116; 2025-08-16 01:07:12,776 - INFO - Epoch: 0486 / 1300 lr: 5.776e-05 2025-08-16 01:08:50,391 - INFO - Training: cls_zice: 59.52277273874356; reg_zipnll: 228.12169929641684; aux_mae_loss_1: 134.74094227347092; aux_mae_loss_2: 21.345601982812955; aux_mae_loss_4: 3.5544887611063096; cnt_loss: 20.88514924968729; 2025-08-16 01:08:50,392 - INFO - Evaluation: Curr mae: 77.1845; Best mae: 70.6611; 72.0818; 72.6240; 74.9797; 75.6586; Curr rmse: 530.5505; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2169; Best nae: 0.1841; 0.2030; 0.2085; 0.2087; 0.2116; 2025-08-16 01:08:50,393 - INFO - Epoch: 0487 / 1300 lr: 5.728e-05 2025-08-16 01:10:27,945 - INFO - Training: cls_zice: 61.19137879654497; reg_zipnll: 232.04457555148167; aux_mae_loss_1: 137.2827713336307; aux_mae_loss_2: 21.719169121475023; aux_mae_loss_4: 3.636698187163679; cnt_loss: 22.55072613546965; 2025-08-16 01:10:27,946 - INFO - Evaluation: Curr mae: 77.7094; Best mae: 70.6611; 72.0818; 72.6240; 74.9797; 75.6586; Curr rmse: 567.0727; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.3093; Best nae: 0.1841; 0.2030; 0.2085; 0.2087; 0.2116; 2025-08-16 01:10:27,946 - INFO - Epoch: 0488 / 1300 lr: 5.680e-05 2025-08-16 01:12:06,171 - INFO - Training: cls_zice: 58.7853989896477; reg_zipnll: 225.92105451647603; aux_mae_loss_1: 134.1700879418145; aux_mae_loss_2: 21.190966054529028; aux_mae_loss_4: 3.5213508596763514; cnt_loss: 21.493531680658727; 2025-08-16 01:12:06,172 - INFO - Evaluation: Curr mae: 93.0719; Best mae: 70.6611; 72.0818; 72.6240; 74.9797; 75.6586; Curr rmse: 568.5079; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.3040; Best nae: 0.1841; 0.2030; 0.2085; 0.2087; 0.2116; 2025-08-16 01:12:06,172 - INFO - Epoch: 0489 / 1300 lr: 5.632e-05 2025-08-16 01:13:43,615 - INFO - Training: cls_zice: 60.49372775917801; reg_zipnll: 232.704951837927; aux_mae_loss_1: 137.23180051573138; aux_mae_loss_2: 21.71155247467649; aux_mae_loss_4: 3.6287327336774693; cnt_loss: 21.18643751058603; 2025-08-16 01:13:43,616 - INFO - Evaluation: Curr mae: 76.7694; Best mae: 70.6611; 72.0818; 72.6240; 74.9797; 75.6586; Curr rmse: 540.6607; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2197; Best nae: 0.1841; 0.2030; 0.2085; 0.2087; 0.2116; 2025-08-16 01:13:43,616 - INFO - Epoch: 0490 / 1300 lr: 5.584e-05 2025-08-16 01:15:20,993 - INFO - Training: cls_zice: 61.449325347008006; reg_zipnll: 230.6392244961697; aux_mae_loss_1: 138.0023011254161; aux_mae_loss_2: 21.76546393507244; aux_mae_loss_4: 3.6126008194639017; cnt_loss: 21.7664528187259; 2025-08-16 01:15:20,995 - INFO - Evaluation: Curr mae: 90.1122; Best mae: 70.6611; 72.0818; 72.6240; 74.9797; 75.6586; Curr rmse: 559.8158; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2759; Best nae: 0.1841; 0.2030; 0.2085; 0.2087; 0.2116; 2025-08-16 01:15:20,995 - INFO - Epoch: 0491 / 1300 lr: 5.535e-05 2025-08-16 01:16:58,837 - INFO - Training: cls_zice: 62.41368113423681; reg_zipnll: 230.70109432583297; aux_mae_loss_1: 139.73657921347336; aux_mae_loss_2: 22.11793870729775; aux_mae_loss_4: 3.706351844387986; cnt_loss: 22.920504959812508; 2025-08-16 01:16:58,838 - INFO - Evaluation: Curr mae: 77.3609; Best mae: 70.6611; 72.0818; 72.6240; 74.9797; 75.6586; Curr rmse: 567.0882; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2227; Best nae: 0.1841; 0.2030; 0.2085; 0.2087; 0.2116; 2025-08-16 01:16:58,838 - INFO - Epoch: 0492 / 1300 lr: 5.487e-05 2025-08-16 01:18:37,332 - INFO - Training: cls_zice: 58.12044026015044; reg_zipnll: 230.38055239483754; aux_mae_loss_1: 133.0243260302703; aux_mae_loss_2: 20.989025975254325; aux_mae_loss_4: 3.467932223047879; cnt_loss: 19.33042239376696; 2025-08-16 01:18:37,334 - INFO - Evaluation: Curr mae: 85.6036; Best mae: 70.6611; 72.0818; 72.6240; 74.9797; 75.6586; Curr rmse: 583.9302; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2454; Best nae: 0.1841; 0.2030; 0.2085; 0.2087; 0.2116; 2025-08-16 01:18:37,334 - INFO - Epoch: 0493 / 1300 lr: 5.438e-05 2025-08-16 01:20:15,354 - INFO - Training: cls_zice: 61.56063500816687; reg_zipnll: 227.09244223548086; aux_mae_loss_1: 136.57613880775276; aux_mae_loss_2: 21.396866426982733; aux_mae_loss_4: 3.5340091825144455; cnt_loss: 19.763634793249686; 2025-08-16 01:20:15,416 - INFO - Evaluation: Curr mae: 73.4023; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 74.9797; Curr rmse: 498.0739; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2563; Best nae: 0.1841; 0.2030; 0.2085; 0.2087; 0.2116; 2025-08-16 01:20:15,417 - INFO - Epoch: 0494 / 1300 lr: 5.390e-05 2025-08-16 01:21:53,337 - INFO - Training: cls_zice: 59.38159459373485; reg_zipnll: 229.4996841450277; aux_mae_loss_1: 135.43223789970182; aux_mae_loss_2: 21.380736617012317; aux_mae_loss_4: 3.546913661809691; cnt_loss: 20.512660633935415; 2025-08-16 01:21:53,338 - INFO - Evaluation: Curr mae: 86.6533; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 74.9797; Curr rmse: 548.4490; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2625; Best nae: 0.1841; 0.2030; 0.2085; 0.2087; 0.2116; 2025-08-16 01:21:53,338 - INFO - Epoch: 0495 / 1300 lr: 5.341e-05 2025-08-16 01:23:30,724 - INFO - Training: cls_zice: 62.7968467663217; reg_zipnll: 222.32442455733036; aux_mae_loss_1: 138.87787272200794; aux_mae_loss_2: 21.918111523503203; aux_mae_loss_4: 3.63453113098071; cnt_loss: 21.013177386286326; 2025-08-16 01:23:30,725 - INFO - Evaluation: Curr mae: 87.4328; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 74.9797; Curr rmse: 597.3312; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2507; Best nae: 0.1841; 0.2030; 0.2085; 0.2087; 0.2116; 2025-08-16 01:23:30,726 - INFO - Epoch: 0496 / 1300 lr: 5.293e-05 2025-08-16 01:25:07,836 - INFO - Training: cls_zice: 59.794742919408876; reg_zipnll: 234.44268686054298; aux_mae_loss_1: 135.38267163078092; aux_mae_loss_2: 21.265983759284325; aux_mae_loss_4: 3.509136799521802; cnt_loss: 20.627946786525012; 2025-08-16 01:25:07,838 - INFO - Evaluation: Curr mae: 88.6325; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 74.9797; Curr rmse: 520.1222; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.4343; Best nae: 0.1841; 0.2030; 0.2085; 0.2087; 0.2116; 2025-08-16 01:25:07,838 - INFO - Epoch: 0497 / 1300 lr: 5.244e-05 2025-08-16 01:26:46,299 - INFO - Training: cls_zice: 58.97921763594169; reg_zipnll: 227.34816141790472; aux_mae_loss_1: 134.69360503071684; aux_mae_loss_2: 21.23761747674035; aux_mae_loss_4: 3.512185122329349; cnt_loss: 21.450844482162005; 2025-08-16 01:26:46,300 - INFO - Evaluation: Curr mae: 82.2765; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 74.9797; Curr rmse: 542.8105; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2963; Best nae: 0.1841; 0.2030; 0.2085; 0.2087; 0.2116; 2025-08-16 01:26:46,300 - INFO - Epoch: 0498 / 1300 lr: 5.196e-05 2025-08-16 01:28:24,359 - INFO - Training: cls_zice: 62.511432011245454; reg_zipnll: 220.6419363340559; aux_mae_loss_1: 138.73303859092889; aux_mae_loss_2: 21.932009868572795; aux_mae_loss_4: 3.6389576913764974; cnt_loss: 21.84819039832657; 2025-08-16 01:28:24,360 - INFO - Evaluation: Curr mae: 75.0905; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 74.9797; Curr rmse: 526.1745; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2194; Best nae: 0.1841; 0.2030; 0.2085; 0.2087; 0.2116; 2025-08-16 01:28:24,360 - INFO - Epoch: 0499 / 1300 lr: 5.147e-05 2025-08-16 01:30:02,819 - INFO - Training: cls_zice: 59.83719821530933; reg_zipnll: 235.43016928940014; aux_mae_loss_1: 136.37575027446206; aux_mae_loss_2: 21.41803174582729; aux_mae_loss_4: 3.5264163815576803; cnt_loss: 19.972994974155966; 2025-08-16 01:30:02,820 - INFO - Evaluation: Curr mae: 85.4039; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 74.9797; Curr rmse: 528.1329; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2901; Best nae: 0.1841; 0.2030; 0.2085; 0.2087; 0.2116; 2025-08-16 01:30:02,820 - INFO - Epoch: 0500 / 1300 lr: 5.099e-05 2025-08-16 01:31:41,494 - INFO - Training: cls_zice: 59.619605084962586; reg_zipnll: 227.64657216206922; aux_mae_loss_1: 134.46121350658584; aux_mae_loss_2: 21.078539972133687; aux_mae_loss_4: 3.476585303603224; cnt_loss: 20.163590005247023; 2025-08-16 01:31:41,495 - INFO - Evaluation: Curr mae: 91.4646; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 74.9797; Curr rmse: 541.0328; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.3151; Best nae: 0.1841; 0.2030; 0.2085; 0.2087; 0.2116; 2025-08-16 01:31:41,664 - INFO - Epoch: 0501 / 1300 lr: 5.050e-05 2025-08-16 01:33:19,474 - INFO - Training: cls_zice: 56.60237740550985; reg_zipnll: 224.29189970315576; aux_mae_loss_1: 134.68374342048077; aux_mae_loss_2: 21.301750758006825; aux_mae_loss_4: 3.5350684626243414; cnt_loss: 20.540417728203426; 2025-08-16 01:33:19,476 - INFO - Evaluation: Curr mae: 87.1676; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 74.9797; Curr rmse: 603.8883; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.3812; Best nae: 0.1841; 0.2030; 0.2085; 0.2087; 0.2116; 2025-08-16 01:33:19,476 - INFO - Epoch: 0502 / 1300 lr: 5.001e-05 2025-08-16 01:34:58,291 - INFO - Training: cls_zice: 58.44978728721871; reg_zipnll: 225.14875512012784; aux_mae_loss_1: 135.91768448150557; aux_mae_loss_2: 21.372173614550984; aux_mae_loss_4: 3.5429224099169048; cnt_loss: 20.247675087274192; 2025-08-16 01:34:58,354 - INFO - Evaluation: Curr mae: 81.2250; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 74.9797; Curr rmse: 512.0356; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1976; Best nae: 0.1841; 0.1976; 0.2030; 0.2085; 0.2087; 2025-08-16 01:34:58,354 - INFO - Epoch: 0503 / 1300 lr: 4.953e-05 2025-08-16 01:36:35,493 - INFO - Training: cls_zice: 57.666699083957695; reg_zipnll: 233.99727503131777; aux_mae_loss_1: 133.01468101442626; aux_mae_loss_2: 20.74832170481547; aux_mae_loss_4: 3.422344837213237; cnt_loss: 19.37985676756861; 2025-08-16 01:36:35,555 - INFO - Evaluation: Curr mae: 81.1940; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 74.9797; Curr rmse: 564.2194; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1908; Best nae: 0.1841; 0.1908; 0.1976; 0.2030; 0.2085; 2025-08-16 01:36:35,555 - INFO - Epoch: 0504 / 1300 lr: 4.904e-05 2025-08-16 01:38:13,248 - INFO - Training: cls_zice: 61.53815455669609; reg_zipnll: 223.760314607988; aux_mae_loss_1: 138.47004453075576; aux_mae_loss_2: 21.776961558275787; aux_mae_loss_4: 3.601717875671877; cnt_loss: 20.870839634713906; 2025-08-16 01:38:13,310 - INFO - Evaluation: Curr mae: 81.6187; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 74.9797; Curr rmse: 584.7088; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1900; Best nae: 0.1841; 0.1900; 0.1908; 0.1976; 0.2030; 2025-08-16 01:38:13,310 - INFO - Epoch: 0505 / 1300 lr: 4.856e-05 2025-08-16 01:39:51,297 - INFO - Training: cls_zice: 60.693944539846065; reg_zipnll: 218.04312551542543; aux_mae_loss_1: 134.1889204942169; aux_mae_loss_2: 21.34387333411484; aux_mae_loss_4: 3.563081739034628; cnt_loss: 20.604034457844143; 2025-08-16 01:39:51,360 - INFO - Evaluation: Curr mae: 78.7099; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 74.9797; Curr rmse: 572.3586; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1919; Best nae: 0.1841; 0.1900; 0.1908; 0.1919; 0.1976; 2025-08-16 01:39:51,360 - INFO - Epoch: 0506 / 1300 lr: 4.807e-05 2025-08-16 01:41:29,533 - INFO - Training: cls_zice: 58.59769919288649; reg_zipnll: 223.68636043519166; aux_mae_loss_1: 135.7892126313825; aux_mae_loss_2: 21.268345843856928; aux_mae_loss_4: 3.502993555792193; cnt_loss: 19.5229762899845; 2025-08-16 01:41:29,535 - INFO - Evaluation: Curr mae: 106.3717; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 74.9797; Curr rmse: 555.1247; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.3928; Best nae: 0.1841; 0.1900; 0.1908; 0.1919; 0.1976; 2025-08-16 01:41:29,535 - INFO - Epoch: 0507 / 1300 lr: 4.759e-05 2025-08-16 01:43:06,538 - INFO - Training: cls_zice: 61.400681072841266; reg_zipnll: 229.09923523066897; aux_mae_loss_1: 138.76091968369667; aux_mae_loss_2: 21.938639574614772; aux_mae_loss_4: 3.646277955840976; cnt_loss: 21.24338701390362; 2025-08-16 01:43:06,540 - INFO - Evaluation: Curr mae: 85.6890; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 74.9797; Curr rmse: 585.4496; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.4172; Best nae: 0.1841; 0.1900; 0.1908; 0.1919; 0.1976; 2025-08-16 01:43:06,540 - INFO - Epoch: 0508 / 1300 lr: 4.710e-05 2025-08-16 01:44:44,945 - INFO - Training: cls_zice: 60.26034297144811; reg_zipnll: 225.21223302610736; aux_mae_loss_1: 134.8130116744642; aux_mae_loss_2: 21.338474589938677; aux_mae_loss_4: 3.530283470846387; cnt_loss: 20.61053288626487; 2025-08-16 01:44:44,946 - INFO - Evaluation: Curr mae: 88.6347; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 74.9797; Curr rmse: 537.2587; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.3210; Best nae: 0.1841; 0.1900; 0.1908; 0.1919; 0.1976; 2025-08-16 01:44:44,946 - INFO - Epoch: 0509 / 1300 lr: 4.662e-05 2025-08-16 01:46:22,867 - INFO - Training: cls_zice: 58.18964873947644; reg_zipnll: 228.99686761380468; aux_mae_loss_1: 134.34168950451064; aux_mae_loss_2: 21.21978056522752; aux_mae_loss_4: 3.516604611070726; cnt_loss: 20.91082871052171; 2025-08-16 01:46:22,869 - INFO - Evaluation: Curr mae: 85.8352; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 74.9797; Curr rmse: 592.5683; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2211; Best nae: 0.1841; 0.1900; 0.1908; 0.1919; 0.1976; 2025-08-16 01:46:22,869 - INFO - Epoch: 0510 / 1300 lr: 4.613e-05 2025-08-16 01:48:00,852 - INFO - Training: cls_zice: 56.925141368281565; reg_zipnll: 225.02146635080058; aux_mae_loss_1: 133.09458982668684; aux_mae_loss_2: 20.936611338568838; aux_mae_loss_4: 3.4339456322260564; cnt_loss: 18.49468555364633; 2025-08-16 01:48:00,854 - INFO - Evaluation: Curr mae: 90.4473; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 74.9797; Curr rmse: 583.7189; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2274; Best nae: 0.1841; 0.1900; 0.1908; 0.1919; 0.1976; 2025-08-16 01:48:00,854 - INFO - Epoch: 0511 / 1300 lr: 4.565e-05 2025-08-16 01:49:39,475 - INFO - Training: cls_zice: 60.71742268741744; reg_zipnll: 230.16422791959081; aux_mae_loss_1: 135.46553646568162; aux_mae_loss_2: 21.197289653179883; aux_mae_loss_4: 3.4829195049857113; cnt_loss: 19.41932483565225; 2025-08-16 01:49:39,476 - INFO - Evaluation: Curr mae: 82.0122; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 74.9797; Curr rmse: 576.7717; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2175; Best nae: 0.1841; 0.1900; 0.1908; 0.1919; 0.1976; 2025-08-16 01:49:39,476 - INFO - Epoch: 0512 / 1300 lr: 4.516e-05 2025-08-16 01:51:18,685 - INFO - Training: cls_zice: 61.29123860218378; reg_zipnll: 223.464532131401; aux_mae_loss_1: 136.90812079030016; aux_mae_loss_2: 21.518269871071862; aux_mae_loss_4: 3.5445959819313186; cnt_loss: 19.929991549881688; 2025-08-16 01:51:18,687 - INFO - Evaluation: Curr mae: 78.3234; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 74.9797; Curr rmse: 587.3020; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2287; Best nae: 0.1841; 0.1900; 0.1908; 0.1919; 0.1976; 2025-08-16 01:51:18,687 - INFO - Epoch: 0513 / 1300 lr: 4.468e-05 2025-08-16 01:52:56,422 - INFO - Training: cls_zice: 57.032032375853596; reg_zipnll: 221.6212393017845; aux_mae_loss_1: 134.29324168227325; aux_mae_loss_2: 21.05569280021295; aux_mae_loss_4: 3.4472858936437296; cnt_loss: 18.871166612924217; 2025-08-16 01:52:56,424 - INFO - Evaluation: Curr mae: 79.9343; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 74.9797; Curr rmse: 557.0028; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2112; Best nae: 0.1841; 0.1900; 0.1908; 0.1919; 0.1976; 2025-08-16 01:52:56,424 - INFO - Epoch: 0514 / 1300 lr: 4.420e-05 2025-08-16 01:54:34,090 - INFO - Training: cls_zice: 58.56961473822594; reg_zipnll: 234.9713591058334; aux_mae_loss_1: 134.85546405272495; aux_mae_loss_2: 21.02698856270405; aux_mae_loss_4: 3.423608438674466; cnt_loss: 19.261826063489547; 2025-08-16 01:54:34,091 - INFO - Evaluation: Curr mae: 81.9746; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 74.9797; Curr rmse: 566.6020; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2573; Best nae: 0.1841; 0.1900; 0.1908; 0.1919; 0.1976; 2025-08-16 01:54:34,092 - INFO - Epoch: 0515 / 1300 lr: 4.372e-05 2025-08-16 01:56:11,422 - INFO - Training: cls_zice: 63.25323460057646; reg_zipnll: 235.7552624582325; aux_mae_loss_1: 136.34836987787165; aux_mae_loss_2: 21.264074169884612; aux_mae_loss_4: 3.496099175248477; cnt_loss: 19.871012338329404; 2025-08-16 01:56:11,423 - INFO - Evaluation: Curr mae: 77.2644; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 74.9797; Curr rmse: 538.3495; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.3274; Best nae: 0.1841; 0.1900; 0.1908; 0.1919; 0.1976; 2025-08-16 01:56:11,423 - INFO - Epoch: 0516 / 1300 lr: 4.324e-05 2025-08-16 01:57:49,519 - INFO - Training: cls_zice: 61.982847173523474; reg_zipnll: 227.43676158640255; aux_mae_loss_1: 137.78507347891448; aux_mae_loss_2: 21.716461162027784; aux_mae_loss_4: 3.594787641478688; cnt_loss: 21.207178471940342; 2025-08-16 01:57:49,581 - INFO - Evaluation: Curr mae: 73.7263; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 567.5959; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2222; Best nae: 0.1841; 0.1900; 0.1908; 0.1919; 0.1976; 2025-08-16 01:57:49,581 - INFO - Epoch: 0517 / 1300 lr: 4.276e-05 2025-08-16 01:59:27,148 - INFO - Training: cls_zice: 58.46103527230285; reg_zipnll: 219.28168159033768; aux_mae_loss_1: 135.27813680496803; aux_mae_loss_2: 21.238831853498837; aux_mae_loss_4: 3.4887760177369596; cnt_loss: 19.017165107408342; 2025-08-16 01:59:27,150 - INFO - Evaluation: Curr mae: 84.6486; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 578.9951; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2181; Best nae: 0.1841; 0.1900; 0.1908; 0.1919; 0.1976; 2025-08-16 01:59:27,150 - INFO - Epoch: 0518 / 1300 lr: 4.228e-05 2025-08-16 02:01:04,855 - INFO - Training: cls_zice: 57.93674876385759; reg_zipnll: 230.9743220469026; aux_mae_loss_1: 134.01065677848757; aux_mae_loss_2: 20.96243421154954; aux_mae_loss_4: 3.4360756138602992; cnt_loss: 19.295950689781602; 2025-08-16 02:01:04,952 - INFO - Evaluation: Curr mae: 76.3445; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 552.4372; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1849; Best nae: 0.1841; 0.1849; 0.1900; 0.1908; 0.1919; 2025-08-16 02:01:04,952 - INFO - Epoch: 0519 / 1300 lr: 4.180e-05 2025-08-16 02:02:41,889 - INFO - Training: cls_zice: 61.83856535873407; reg_zipnll: 229.90017606053684; aux_mae_loss_1: 135.14403448619694; aux_mae_loss_2: 21.21154986249144; aux_mae_loss_4: 3.4989227457953604; cnt_loss: 19.88475094969291; 2025-08-16 02:02:41,890 - INFO - Evaluation: Curr mae: 77.6149; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 566.2250; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2316; Best nae: 0.1841; 0.1849; 0.1900; 0.1908; 0.1919; 2025-08-16 02:02:41,890 - INFO - Epoch: 0520 / 1300 lr: 4.132e-05 2025-08-16 02:04:19,913 - INFO - Training: cls_zice: 58.40372138177368; reg_zipnll: 227.38784861135605; aux_mae_loss_1: 133.64427029626842; aux_mae_loss_2: 20.864684857562146; aux_mae_loss_4: 3.3943827440315775; cnt_loss: 17.943346190268706; 2025-08-16 02:04:19,914 - INFO - Evaluation: Curr mae: 82.6911; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 556.0176; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2610; Best nae: 0.1841; 0.1849; 0.1900; 0.1908; 0.1919; 2025-08-16 02:04:19,914 - INFO - Epoch: 0521 / 1300 lr: 4.084e-05 2025-08-16 02:05:57,180 - INFO - Training: cls_zice: 58.54859026576988; reg_zipnll: 227.77805237169437; aux_mae_loss_1: 134.99746177006503; aux_mae_loss_2: 21.075932789584357; aux_mae_loss_4: 3.4324876195667335; cnt_loss: 19.1724085654575; 2025-08-16 02:05:57,182 - INFO - Evaluation: Curr mae: 90.2563; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 556.5579; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2520; Best nae: 0.1841; 0.1849; 0.1900; 0.1908; 0.1919; 2025-08-16 02:05:57,182 - INFO - Epoch: 0522 / 1300 lr: 4.037e-05 2025-08-16 02:07:35,128 - INFO - Training: cls_zice: 59.59687980251018; reg_zipnll: 229.60674576158695; aux_mae_loss_1: 135.52602071688537; aux_mae_loss_2: 21.152963922691836; aux_mae_loss_4: 3.4728718473549676; cnt_loss: 19.193914844934614; 2025-08-16 02:07:35,130 - INFO - Evaluation: Curr mae: 90.0931; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 534.6028; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2578; Best nae: 0.1841; 0.1849; 0.1900; 0.1908; 0.1919; 2025-08-16 02:07:35,130 - INFO - Epoch: 0523 / 1300 lr: 3.989e-05 2025-08-16 02:09:13,326 - INFO - Training: cls_zice: 58.26128234486347; reg_zipnll: 224.68351788753716; aux_mae_loss_1: 134.47653212461495; aux_mae_loss_2: 21.08416296706408; aux_mae_loss_4: 3.4717486267071456; cnt_loss: 19.41277740332645; 2025-08-16 02:09:13,327 - INFO - Evaluation: Curr mae: 78.5154; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 468.0208; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2669; Best nae: 0.1841; 0.1849; 0.1900; 0.1908; 0.1919; 2025-08-16 02:09:13,327 - INFO - Epoch: 0524 / 1300 lr: 3.942e-05 2025-08-16 02:10:51,644 - INFO - Training: cls_zice: 60.84370615116888; reg_zipnll: 225.87752870299823; aux_mae_loss_1: 136.68980404772918; aux_mae_loss_2: 21.437913942459616; aux_mae_loss_4: 3.5562607990745407; cnt_loss: 19.900537843262935; 2025-08-16 02:10:51,646 - INFO - Evaluation: Curr mae: 79.5982; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 574.8416; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2636; Best nae: 0.1841; 0.1849; 0.1900; 0.1908; 0.1919; 2025-08-16 02:10:51,646 - INFO - Epoch: 0525 / 1300 lr: 3.894e-05 2025-08-16 02:12:30,704 - INFO - Training: cls_zice: 57.12399733177647; reg_zipnll: 228.53217139158272; aux_mae_loss_1: 131.36746823818333; aux_mae_loss_2: 20.538606962385398; aux_mae_loss_4: 3.3581362449417997; cnt_loss: 18.682935398158193; 2025-08-16 02:12:30,705 - INFO - Evaluation: Curr mae: 79.8544; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 579.8000; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2195; Best nae: 0.1841; 0.1849; 0.1900; 0.1908; 0.1919; 2025-08-16 02:12:30,705 - INFO - Epoch: 0526 / 1300 lr: 3.847e-05 2025-08-16 02:14:07,681 - INFO - Training: cls_zice: 59.904843488435205; reg_zipnll: 224.29806882372858; aux_mae_loss_1: 135.02331163460306; aux_mae_loss_2: 21.19179767140386; aux_mae_loss_4: 3.481023813121423; cnt_loss: 19.074354473913235; 2025-08-16 02:14:07,683 - INFO - Evaluation: Curr mae: 76.8083; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 555.4366; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2032; Best nae: 0.1841; 0.1849; 0.1900; 0.1908; 0.1919; 2025-08-16 02:14:07,683 - INFO - Epoch: 0527 / 1300 lr: 3.800e-05 2025-08-16 02:15:46,006 - INFO - Training: cls_zice: 61.8115863716541; reg_zipnll: 235.38577984415167; aux_mae_loss_1: 136.76365960226573; aux_mae_loss_2: 21.2341589749932; aux_mae_loss_4: 3.4551856173034805; cnt_loss: 18.50218228018989; 2025-08-16 02:15:46,007 - INFO - Evaluation: Curr mae: 77.2251; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 491.4510; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.3208; Best nae: 0.1841; 0.1849; 0.1900; 0.1908; 0.1919; 2025-08-16 02:15:46,008 - INFO - Epoch: 0528 / 1300 lr: 3.753e-05 2025-08-16 02:17:23,653 - INFO - Training: cls_zice: 61.77124795972688; reg_zipnll: 228.228982410578; aux_mae_loss_1: 136.5930133613645; aux_mae_loss_2: 21.313087435185448; aux_mae_loss_4: 3.4780327677726746; cnt_loss: 19.017038397127067; 2025-08-16 02:17:23,654 - INFO - Evaluation: Curr mae: 75.7547; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 461.2281; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2492; Best nae: 0.1841; 0.1849; 0.1900; 0.1908; 0.1919; 2025-08-16 02:17:23,654 - INFO - Epoch: 0529 / 1300 lr: 3.706e-05 2025-08-16 02:19:01,056 - INFO - Training: cls_zice: 62.536852806576725; reg_zipnll: 219.16535638843527; aux_mae_loss_1: 135.9950230311612; aux_mae_loss_2: 21.260350424710154; aux_mae_loss_4: 3.475592811800214; cnt_loss: 19.456694088742175; 2025-08-16 02:19:01,057 - INFO - Evaluation: Curr mae: 83.3614; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 446.1701; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2588; Best nae: 0.1841; 0.1849; 0.1900; 0.1908; 0.1919; 2025-08-16 02:19:01,057 - INFO - Epoch: 0530 / 1300 lr: 3.660e-05 2025-08-16 02:20:38,357 - INFO - Training: cls_zice: 59.36354150046573; reg_zipnll: 228.17864129230725; aux_mae_loss_1: 132.9464520451955; aux_mae_loss_2: 20.782684391139405; aux_mae_loss_4: 3.3894496049856464; cnt_loss: 18.78791582063415; 2025-08-16 02:20:38,437 - INFO - Evaluation: Curr mae: 75.3508; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 518.8123; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1898; Best nae: 0.1841; 0.1849; 0.1898; 0.1900; 0.1908; 2025-08-16 02:20:38,437 - INFO - Epoch: 0531 / 1300 lr: 3.613e-05 2025-08-16 02:22:16,725 - INFO - Training: cls_zice: 58.71700231106545; reg_zipnll: 221.10365153707392; aux_mae_loss_1: 134.09668852308417; aux_mae_loss_2: 20.973232016771803; aux_mae_loss_4: 3.4402092854590527; cnt_loss: 18.7887685706499; 2025-08-16 02:22:16,726 - INFO - Evaluation: Curr mae: 76.8948; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 543.3365; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2283; Best nae: 0.1841; 0.1849; 0.1898; 0.1900; 0.1908; 2025-08-16 02:22:16,726 - INFO - Epoch: 0532 / 1300 lr: 3.567e-05 2025-08-16 02:23:54,127 - INFO - Training: cls_zice: 60.69364278769279; reg_zipnll: 233.65782861783143; aux_mae_loss_1: 134.0666306895278; aux_mae_loss_2: 20.97512490829036; aux_mae_loss_4: 3.440427213370953; cnt_loss: 19.105455718187564; 2025-08-16 02:23:54,128 - INFO - Evaluation: Curr mae: 83.1574; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 507.8886; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2327; Best nae: 0.1841; 0.1849; 0.1898; 0.1900; 0.1908; 2025-08-16 02:23:54,129 - INFO - Epoch: 0533 / 1300 lr: 3.520e-05 2025-08-16 02:25:32,919 - INFO - Training: cls_zice: 62.72118504096426; reg_zipnll: 221.7274053029352; aux_mae_loss_1: 137.6548236758666; aux_mae_loss_2: 21.666929341833512; aux_mae_loss_4: 3.5612321624719083; cnt_loss: 19.61386976634322; 2025-08-16 02:25:32,920 - INFO - Evaluation: Curr mae: 80.7328; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 534.4922; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2378; Best nae: 0.1841; 0.1849; 0.1898; 0.1900; 0.1908; 2025-08-16 02:25:32,920 - INFO - Epoch: 0534 / 1300 lr: 3.474e-05 2025-08-16 02:27:10,506 - INFO - Training: cls_zice: 55.78783768813837; reg_zipnll: 230.07514883987702; aux_mae_loss_1: 131.10804973102168; aux_mae_loss_2: 20.412152208215474; aux_mae_loss_4: 3.3190166099825373; cnt_loss: 17.365862778342475; 2025-08-16 02:27:10,508 - INFO - Evaluation: Curr mae: 83.3205; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 572.7421; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2135; Best nae: 0.1841; 0.1849; 0.1898; 0.1900; 0.1908; 2025-08-16 02:27:10,508 - INFO - Epoch: 0535 / 1300 lr: 3.428e-05 2025-08-16 02:28:48,404 - INFO - Training: cls_zice: 61.65147043776083; reg_zipnll: 222.61516780902303; aux_mae_loss_1: 135.03701249737972; aux_mae_loss_2: 21.146763810155324; aux_mae_loss_4: 3.4663181272754326; cnt_loss: 18.649983889033066; 2025-08-16 02:28:48,406 - INFO - Evaluation: Curr mae: 80.4031; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 545.0130; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2503; Best nae: 0.1841; 0.1849; 0.1898; 0.1900; 0.1908; 2025-08-16 02:28:48,406 - INFO - Epoch: 0536 / 1300 lr: 3.382e-05 2025-08-16 02:30:26,752 - INFO - Training: cls_zice: 57.758794572788524; reg_zipnll: 232.09036056793136; aux_mae_loss_1: 132.63659118564087; aux_mae_loss_2: 20.589490704793857; aux_mae_loss_4: 3.339979767952603; cnt_loss: 17.246113423516633; 2025-08-16 02:30:26,753 - INFO - Evaluation: Curr mae: 87.2156; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 523.7634; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.3133; Best nae: 0.1841; 0.1849; 0.1898; 0.1900; 0.1908; 2025-08-16 02:30:26,753 - INFO - Epoch: 0537 / 1300 lr: 3.337e-05 2025-08-16 02:32:03,796 - INFO - Training: cls_zice: 61.164766784230665; reg_zipnll: 225.356096870795; aux_mae_loss_1: 134.6012770106063; aux_mae_loss_2: 20.97488335901177; aux_mae_loss_4: 3.441208216402402; cnt_loss: 18.575065298374636; 2025-08-16 02:32:03,798 - INFO - Evaluation: Curr mae: 74.8262; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 489.7845; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.3025; Best nae: 0.1841; 0.1849; 0.1898; 0.1900; 0.1908; 2025-08-16 02:32:03,798 - INFO - Epoch: 0538 / 1300 lr: 3.291e-05 2025-08-16 02:33:41,554 - INFO - Training: cls_zice: 60.246965046981614; reg_zipnll: 230.75608751154803; aux_mae_loss_1: 134.73069342488188; aux_mae_loss_2: 20.947846344013755; aux_mae_loss_4: 3.4056791938975417; cnt_loss: 17.258683637512373; 2025-08-16 02:33:41,556 - INFO - Evaluation: Curr mae: 104.4871; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 593.4298; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2814; Best nae: 0.1841; 0.1849; 0.1898; 0.1900; 0.1908; 2025-08-16 02:33:41,556 - INFO - Epoch: 0539 / 1300 lr: 3.246e-05 2025-08-16 02:35:20,012 - INFO - Training: cls_zice: 57.13145388670476; reg_zipnll: 218.27213726681117; aux_mae_loss_1: 131.05210729368548; aux_mae_loss_2: 20.45459185529184; aux_mae_loss_4: 3.3185791046882964; cnt_loss: 16.33844459853626; 2025-08-16 02:35:20,014 - INFO - Evaluation: Curr mae: 84.3214; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 562.7856; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2022; Best nae: 0.1841; 0.1849; 0.1898; 0.1900; 0.1908; 2025-08-16 02:35:20,015 - INFO - Epoch: 0540 / 1300 lr: 3.201e-05 2025-08-16 02:36:58,045 - INFO - Training: cls_zice: 56.84150640961443; reg_zipnll: 225.7840993140841; aux_mae_loss_1: 131.3411051644764; aux_mae_loss_2: 20.44607304913832; aux_mae_loss_4: 3.3075513617544985; cnt_loss: 16.864704140354245; 2025-08-16 02:36:58,047 - INFO - Evaluation: Curr mae: 86.7086; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 577.8224; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2545; Best nae: 0.1841; 0.1849; 0.1898; 0.1900; 0.1908; 2025-08-16 02:36:58,047 - INFO - Epoch: 0541 / 1300 lr: 3.156e-05 2025-08-16 02:38:35,322 - INFO - Training: cls_zice: 59.12813541036492; reg_zipnll: 221.41527535798923; aux_mae_loss_1: 134.60615020791178; aux_mae_loss_2: 21.002261329739138; aux_mae_loss_4: 3.4222608593251835; cnt_loss: 18.185466416390817; 2025-08-16 02:38:35,324 - INFO - Evaluation: Curr mae: 87.5435; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 560.6265; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2509; Best nae: 0.1841; 0.1849; 0.1898; 0.1900; 0.1908; 2025-08-16 02:38:35,324 - INFO - Epoch: 0542 / 1300 lr: 3.111e-05 2025-08-16 02:40:12,730 - INFO - Training: cls_zice: 57.39223220208923; reg_zipnll: 221.28726705242246; aux_mae_loss_1: 133.7986791360654; aux_mae_loss_2: 20.970939386166766; aux_mae_loss_4: 3.42852132041534; cnt_loss: 18.81567229587192; 2025-08-16 02:40:12,732 - INFO - Evaluation: Curr mae: 80.8977; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 557.7786; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2960; Best nae: 0.1841; 0.1849; 0.1898; 0.1900; 0.1908; 2025-08-16 02:40:12,732 - INFO - Epoch: 0543 / 1300 lr: 3.066e-05 2025-08-16 02:41:50,625 - INFO - Training: cls_zice: 58.08138405522068; reg_zipnll: 229.18443044353575; aux_mae_loss_1: 133.2457479903508; aux_mae_loss_2: 20.746799893121793; aux_mae_loss_4: 3.3728707440408154; cnt_loss: 17.387746619687903; 2025-08-16 02:41:50,626 - INFO - Evaluation: Curr mae: 87.7753; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 579.7171; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2983; Best nae: 0.1841; 0.1849; 0.1898; 0.1900; 0.1908; 2025-08-16 02:41:50,626 - INFO - Epoch: 0544 / 1300 lr: 3.022e-05 2025-08-16 02:43:28,250 - INFO - Training: cls_zice: 60.02143551845937; reg_zipnll: 227.09550234836294; aux_mae_loss_1: 135.76982139744305; aux_mae_loss_2: 21.144232411004584; aux_mae_loss_4: 3.4586645646695917; cnt_loss: 18.971911339036602; 2025-08-16 02:43:28,251 - INFO - Evaluation: Curr mae: 78.5465; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 554.7147; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2164; Best nae: 0.1841; 0.1849; 0.1898; 0.1900; 0.1908; 2025-08-16 02:43:28,252 - INFO - Epoch: 0545 / 1300 lr: 2.978e-05 2025-08-16 02:45:06,119 - INFO - Training: cls_zice: 61.69167780060235; reg_zipnll: 222.91683943290025; aux_mae_loss_1: 135.96831473715815; aux_mae_loss_2: 21.34185467587645; aux_mae_loss_4: 3.508061643431303; cnt_loss: 19.869870729495442; 2025-08-16 02:45:06,121 - INFO - Evaluation: Curr mae: 78.6504; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 510.0950; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1965; Best nae: 0.1841; 0.1849; 0.1898; 0.1900; 0.1908; 2025-08-16 02:45:06,121 - INFO - Epoch: 0546 / 1300 lr: 2.934e-05 2025-08-16 02:46:44,883 - INFO - Training: cls_zice: 57.64775398105459; reg_zipnll: 223.68603080219964; aux_mae_loss_1: 130.69331884506735; aux_mae_loss_2: 20.32940206552226; aux_mae_loss_4: 3.2935317564746103; cnt_loss: 17.025599564562114; 2025-08-16 02:46:44,884 - INFO - Evaluation: Curr mae: 83.3828; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 573.1623; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2254; Best nae: 0.1841; 0.1849; 0.1898; 0.1900; 0.1908; 2025-08-16 02:46:44,884 - INFO - Epoch: 0547 / 1300 lr: 2.890e-05 2025-08-16 02:48:22,249 - INFO - Training: cls_zice: 60.369927210489095; reg_zipnll: 230.1852676470053; aux_mae_loss_1: 133.5871033705292; aux_mae_loss_2: 20.72191654318096; aux_mae_loss_4: 3.3317897318261447; cnt_loss: 16.821894181111784; 2025-08-16 02:48:22,251 - INFO - Evaluation: Curr mae: 81.8720; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 504.8521; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2962; Best nae: 0.1841; 0.1849; 0.1898; 0.1900; 0.1908; 2025-08-16 02:48:22,251 - INFO - Epoch: 0548 / 1300 lr: 2.846e-05 2025-08-16 02:50:01,643 - INFO - Training: cls_zice: 57.36710448704832; reg_zipnll: 226.09505199834436; aux_mae_loss_1: 132.85912102843923; aux_mae_loss_2: 20.648179235066117; aux_mae_loss_4: 3.3663797622168277; cnt_loss: 17.30425597401695; 2025-08-16 02:50:01,644 - INFO - Evaluation: Curr mae: 77.8455; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 510.0864; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.5465; Best nae: 0.1841; 0.1849; 0.1898; 0.1900; 0.1908; 2025-08-16 02:50:01,644 - INFO - Epoch: 0549 / 1300 lr: 2.803e-05 2025-08-16 02:51:39,746 - INFO - Training: cls_zice: 63.23678435775952; reg_zipnll: 228.4578412406549; aux_mae_loss_1: 135.77559452498173; aux_mae_loss_2: 21.068347761747464; aux_mae_loss_4: 3.432600532062256; cnt_loss: 18.087778573783933; 2025-08-16 02:51:39,747 - INFO - Evaluation: Curr mae: 79.1968; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 573.8754; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.3973; Best nae: 0.1841; 0.1849; 0.1898; 0.1900; 0.1908; 2025-08-16 02:51:39,747 - INFO - Epoch: 0550 / 1300 lr: 2.760e-05 2025-08-16 02:53:17,750 - INFO - Training: cls_zice: 62.909049786454915; reg_zipnll: 225.42418080307831; aux_mae_loss_1: 136.5410216951738; aux_mae_loss_2: 21.284044916648178; aux_mae_loss_4: 3.464485657092538; cnt_loss: 17.768192479420442; 2025-08-16 02:53:17,751 - INFO - Evaluation: Curr mae: 76.9890; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 582.2338; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2548; Best nae: 0.1841; 0.1849; 0.1898; 0.1900; 0.1908; 2025-08-16 02:53:17,923 - INFO - Epoch: 0551 / 1300 lr: 2.717e-05 2025-08-16 02:54:55,452 - INFO - Training: cls_zice: 60.782747806076216; reg_zipnll: 217.55239774022434; aux_mae_loss_1: 135.26709979236279; aux_mae_loss_2: 21.165857447450144; aux_mae_loss_4: 3.4716103954915827; cnt_loss: 18.63592177920599; 2025-08-16 02:54:55,453 - INFO - Evaluation: Curr mae: 88.7727; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 537.2857; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.3161; Best nae: 0.1841; 0.1849; 0.1898; 0.1900; 0.1908; 2025-08-16 02:54:55,453 - INFO - Epoch: 0552 / 1300 lr: 2.674e-05 2025-08-16 02:56:33,454 - INFO - Training: cls_zice: 61.164200601970016; reg_zipnll: 221.92372250005334; aux_mae_loss_1: 135.8558626885892; aux_mae_loss_2: 21.112587542644196; aux_mae_loss_4: 3.421369108871813; cnt_loss: 18.138715436342135; 2025-08-16 02:56:33,456 - INFO - Evaluation: Curr mae: 77.3213; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 575.8616; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2206; Best nae: 0.1841; 0.1849; 0.1898; 0.1900; 0.1908; 2025-08-16 02:56:33,456 - INFO - Epoch: 0553 / 1300 lr: 2.631e-05 2025-08-16 02:58:10,827 - INFO - Training: cls_zice: 58.306530406473534; reg_zipnll: 230.77170306796586; aux_mae_loss_1: 131.86618455332777; aux_mae_loss_2: 20.44351342404716; aux_mae_loss_4: 3.29585444130444; cnt_loss: 16.282722871530332; 2025-08-16 02:58:10,829 - INFO - Evaluation: Curr mae: 79.3328; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 578.0685; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2075; Best nae: 0.1841; 0.1849; 0.1898; 0.1900; 0.1908; 2025-08-16 02:58:10,829 - INFO - Epoch: 0554 / 1300 lr: 2.589e-05 2025-08-16 02:59:47,601 - INFO - Training: cls_zice: 59.14716194642847; reg_zipnll: 230.0488157787176; aux_mae_loss_1: 133.07915530167998; aux_mae_loss_2: 20.620067467113387; aux_mae_loss_4: 3.325520647675335; cnt_loss: 16.255860666382894; 2025-08-16 02:59:47,602 - INFO - Evaluation: Curr mae: 79.4461; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 578.6690; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2827; Best nae: 0.1841; 0.1849; 0.1898; 0.1900; 0.1908; 2025-08-16 02:59:47,602 - INFO - Epoch: 0555 / 1300 lr: 2.547e-05 2025-08-16 03:01:25,348 - INFO - Training: cls_zice: 56.63145529063165; reg_zipnll: 231.769692889216; aux_mae_loss_1: 131.8288210449611; aux_mae_loss_2: 20.35233342862068; aux_mae_loss_4: 3.2712833460008577; cnt_loss: 16.567143561907475; 2025-08-16 03:01:25,350 - INFO - Evaluation: Curr mae: 74.9570; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 516.3229; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2739; Best nae: 0.1841; 0.1849; 0.1898; 0.1900; 0.1908; 2025-08-16 03:01:25,350 - INFO - Epoch: 0556 / 1300 lr: 2.505e-05 2025-08-16 03:03:03,500 - INFO - Training: cls_zice: 57.90021210679052; reg_zipnll: 223.60806099859792; aux_mae_loss_1: 131.9914366126367; aux_mae_loss_2: 20.599309321847244; aux_mae_loss_4: 3.344026416769984; cnt_loss: 17.238361954382576; 2025-08-16 03:03:03,501 - INFO - Evaluation: Curr mae: 81.8073; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 576.4596; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2258; Best nae: 0.1841; 0.1849; 0.1898; 0.1900; 0.1908; 2025-08-16 03:03:03,501 - INFO - Epoch: 0557 / 1300 lr: 2.464e-05 2025-08-16 03:04:43,836 - INFO - Training: cls_zice: 61.92377348297819; reg_zipnll: 219.38064064280846; aux_mae_loss_1: 136.45201608515643; aux_mae_loss_2: 21.26469529012175; aux_mae_loss_4: 3.455109921090094; cnt_loss: 17.543229679215536; 2025-08-16 03:04:43,837 - INFO - Evaluation: Curr mae: 79.0683; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 532.6175; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2881; Best nae: 0.1841; 0.1849; 0.1898; 0.1900; 0.1908; 2025-08-16 03:04:43,837 - INFO - Epoch: 0558 / 1300 lr: 2.422e-05 2025-08-16 03:06:22,268 - INFO - Training: cls_zice: 58.39887106161957; reg_zipnll: 225.86879916056262; aux_mae_loss_1: 132.77887429676204; aux_mae_loss_2: 20.5188108722471; aux_mae_loss_4: 3.2841702163372677; cnt_loss: 14.986481408227073; 2025-08-16 03:06:22,269 - INFO - Evaluation: Curr mae: 75.1881; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 565.8980; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2461; Best nae: 0.1841; 0.1849; 0.1898; 0.1900; 0.1908; 2025-08-16 03:06:22,269 - INFO - Epoch: 0559 / 1300 lr: 2.381e-05 2025-08-16 03:07:59,622 - INFO - Training: cls_zice: 55.70675106254672; reg_zipnll: 222.82809766950828; aux_mae_loss_1: 130.71593275290834; aux_mae_loss_2: 20.267003755643007; aux_mae_loss_4: 3.269185256069301; cnt_loss: 16.20111143221279; 2025-08-16 03:07:59,623 - INFO - Evaluation: Curr mae: 83.4058; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 584.3559; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.3655; Best nae: 0.1841; 0.1849; 0.1898; 0.1900; 0.1908; 2025-08-16 03:07:59,623 - INFO - Epoch: 0560 / 1300 lr: 2.340e-05 2025-08-16 03:09:37,121 - INFO - Training: cls_zice: 56.77220092143069; reg_zipnll: 229.034412285969; aux_mae_loss_1: 129.79277574004735; aux_mae_loss_2: 20.094961135736774; aux_mae_loss_4: 3.233561303591054; cnt_loss: 16.000833636997292; 2025-08-16 03:09:37,123 - INFO - Evaluation: Curr mae: 79.9664; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 584.8639; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2127; Best nae: 0.1841; 0.1849; 0.1898; 0.1900; 0.1908; 2025-08-16 03:09:37,123 - INFO - Epoch: 0561 / 1300 lr: 2.300e-05 2025-08-16 03:11:14,618 - INFO - Training: cls_zice: 58.9972932904116; reg_zipnll: 219.1584834317009; aux_mae_loss_1: 133.95330429077148; aux_mae_loss_2: 20.850335738959227; aux_mae_loss_4: 3.362705594010096; cnt_loss: 17.132119971253264; 2025-08-16 03:11:14,619 - INFO - Evaluation: Curr mae: 78.9022; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 582.1820; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2006; Best nae: 0.1841; 0.1849; 0.1898; 0.1900; 0.1908; 2025-08-16 03:11:14,619 - INFO - Epoch: 0562 / 1300 lr: 2.260e-05 2025-08-16 03:12:52,615 - INFO - Training: cls_zice: 62.79929720853625; reg_zipnll: 223.80756485063802; aux_mae_loss_1: 134.8557902240508; aux_mae_loss_2: 20.94673056099899; aux_mae_loss_4: 3.3918680239152788; cnt_loss: 16.256351540818006; 2025-08-16 03:12:52,676 - INFO - Evaluation: Curr mae: 75.3984; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 569.4107; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1880; Best nae: 0.1841; 0.1849; 0.1880; 0.1898; 0.1900; 2025-08-16 03:12:52,676 - INFO - Epoch: 0563 / 1300 lr: 2.220e-05 2025-08-16 03:14:31,163 - INFO - Training: cls_zice: 58.56000179887431; reg_zipnll: 225.88821569996813; aux_mae_loss_1: 131.5984982046799; aux_mae_loss_2: 20.48692388583578; aux_mae_loss_4: 3.3031864124888934; cnt_loss: 16.280630345209705; 2025-08-16 03:14:31,164 - INFO - Evaluation: Curr mae: 75.7751; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 560.2270; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2472; Best nae: 0.1841; 0.1849; 0.1880; 0.1898; 0.1900; 2025-08-16 03:14:31,164 - INFO - Epoch: 0564 / 1300 lr: 2.180e-05 2025-08-16 03:16:09,338 - INFO - Training: cls_zice: 62.569781544084414; reg_zipnll: 224.1430035618093; aux_mae_loss_1: 136.70259990545043; aux_mae_loss_2: 21.237535931457284; aux_mae_loss_4: 3.448257261499341; cnt_loss: 17.721310608184737; 2025-08-16 03:16:09,339 - INFO - Evaluation: Curr mae: 83.7968; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 562.8103; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.3569; Best nae: 0.1841; 0.1849; 0.1880; 0.1898; 0.1900; 2025-08-16 03:16:09,340 - INFO - Epoch: 0565 / 1300 lr: 2.140e-05 2025-08-16 03:17:47,194 - INFO - Training: cls_zice: 60.733644662104105; reg_zipnll: 213.4024558618933; aux_mae_loss_1: 136.2733539983362; aux_mae_loss_2: 21.251554617845002; aux_mae_loss_4: 3.4667967703471145; cnt_loss: 16.6769035199614; 2025-08-16 03:17:47,195 - INFO - Evaluation: Curr mae: 77.4318; Best mae: 70.6611; 72.0818; 72.6240; 73.4023; 73.7263; Curr rmse: 528.1051; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2369; Best nae: 0.1841; 0.1849; 0.1880; 0.1898; 0.1900; 2025-08-16 03:17:47,195 - INFO - Epoch: 0566 / 1300 lr: 2.101e-05 2025-08-16 03:19:25,170 - INFO - Training: cls_zice: 59.824784265347496; reg_zipnll: 220.72996018417084; aux_mae_loss_1: 133.94791203967097; aux_mae_loss_2: 20.83323858697494; aux_mae_loss_4: 3.388151807619551; cnt_loss: 17.795094643276578; 2025-08-16 03:19:25,232 - INFO - Evaluation: Curr mae: 72.7523; Best mae: 70.6611; 72.0818; 72.6240; 72.7523; 73.4023; Curr rmse: 513.9530; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2008; Best nae: 0.1841; 0.1849; 0.1880; 0.1898; 0.1900; 2025-08-16 03:19:25,232 - INFO - Epoch: 0567 / 1300 lr: 2.062e-05 2025-08-16 03:21:03,276 - INFO - Training: cls_zice: 59.42565677922152; reg_zipnll: 228.26501747268637; aux_mae_loss_1: 132.88326743451978; aux_mae_loss_2: 20.615169737210312; aux_mae_loss_4: 3.341948437353639; cnt_loss: 17.121022923746576; 2025-08-16 03:21:03,277 - INFO - Evaluation: Curr mae: 79.6458; Best mae: 70.6611; 72.0818; 72.6240; 72.7523; 73.4023; Curr rmse: 519.1577; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2347; Best nae: 0.1841; 0.1849; 0.1880; 0.1898; 0.1900; 2025-08-16 03:21:03,277 - INFO - Epoch: 0568 / 1300 lr: 2.024e-05 2025-08-16 03:22:40,961 - INFO - Training: cls_zice: 59.26189306822718; reg_zipnll: 222.31581042174508; aux_mae_loss_1: 135.1549902330021; aux_mae_loss_2: 20.89851320556013; aux_mae_loss_4: 3.3678947088038096; cnt_loss: 16.871885173424964; 2025-08-16 03:22:40,962 - INFO - Evaluation: Curr mae: 81.1651; Best mae: 70.6611; 72.0818; 72.6240; 72.7523; 73.4023; Curr rmse: 550.5061; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2440; Best nae: 0.1841; 0.1849; 0.1880; 0.1898; 0.1900; 2025-08-16 03:22:40,962 - INFO - Epoch: 0569 / 1300 lr: 1.985e-05 2025-08-16 03:24:18,977 - INFO - Training: cls_zice: 59.29449796864337; reg_zipnll: 233.61917490824328; aux_mae_loss_1: 131.96771291227756; aux_mae_loss_2: 20.388316125060722; aux_mae_loss_4: 3.270231414117053; cnt_loss: 15.618216292104256; 2025-08-16 03:24:18,978 - INFO - Evaluation: Curr mae: 74.6401; Best mae: 70.6611; 72.0818; 72.6240; 72.7523; 73.4023; Curr rmse: 534.4439; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2435; Best nae: 0.1841; 0.1849; 0.1880; 0.1898; 0.1900; 2025-08-16 03:24:18,978 - INFO - Epoch: 0570 / 1300 lr: 1.947e-05 2025-08-16 03:25:56,811 - INFO - Training: cls_zice: 61.5870924179842; reg_zipnll: 222.7714256051267; aux_mae_loss_1: 134.10467545967788; aux_mae_loss_2: 20.74465062869545; aux_mae_loss_4: 3.337684451767595; cnt_loss: 16.975290622686664; 2025-08-16 03:25:56,812 - INFO - Evaluation: Curr mae: 77.2591; Best mae: 70.6611; 72.0818; 72.6240; 72.7523; 73.4023; Curr rmse: 507.5402; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2130; Best nae: 0.1841; 0.1849; 0.1880; 0.1898; 0.1900; 2025-08-16 03:25:56,812 - INFO - Epoch: 0571 / 1300 lr: 1.910e-05 2025-08-16 03:27:34,192 - INFO - Training: cls_zice: 57.65707550927575; reg_zipnll: 222.26993801048297; aux_mae_loss_1: 131.4567280845348; aux_mae_loss_2: 20.457752895845545; aux_mae_loss_4: 3.304593161323077; cnt_loss: 16.00765013541538; 2025-08-16 03:27:34,193 - INFO - Evaluation: Curr mae: 74.2756; Best mae: 70.6611; 72.0818; 72.6240; 72.7523; 73.4023; Curr rmse: 499.5898; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2616; Best nae: 0.1841; 0.1849; 0.1880; 0.1898; 0.1900; 2025-08-16 03:27:34,193 - INFO - Epoch: 0572 / 1300 lr: 1.872e-05 2025-08-16 03:29:11,605 - INFO - Training: cls_zice: 60.827110583685666; reg_zipnll: 231.21437357140078; aux_mae_loss_1: 134.86002155196084; aux_mae_loss_2: 20.81387831557992; aux_mae_loss_4: 3.34635204107412; cnt_loss: 16.49884917497022; 2025-08-16 03:29:11,606 - INFO - Evaluation: Curr mae: 78.9272; Best mae: 70.6611; 72.0818; 72.6240; 72.7523; 73.4023; Curr rmse: 567.8755; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1912; Best nae: 0.1841; 0.1849; 0.1880; 0.1898; 0.1900; 2025-08-16 03:29:11,606 - INFO - Epoch: 0573 / 1300 lr: 1.835e-05 2025-08-16 03:30:48,589 - INFO - Training: cls_zice: 59.88525808095012; reg_zipnll: 219.48277148366893; aux_mae_loss_1: 134.48109205584294; aux_mae_loss_2: 20.86708232982606; aux_mae_loss_4: 3.364326759138573; cnt_loss: 16.24028887601622; 2025-08-16 03:30:48,590 - INFO - Evaluation: Curr mae: 79.3423; Best mae: 70.6611; 72.0818; 72.6240; 72.7523; 73.4023; Curr rmse: 535.1937; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2399; Best nae: 0.1841; 0.1849; 0.1880; 0.1898; 0.1900; 2025-08-16 03:30:48,590 - INFO - Epoch: 0574 / 1300 lr: 1.798e-05 2025-08-16 03:32:25,592 - INFO - Training: cls_zice: 57.419510476923236; reg_zipnll: 220.60315655313605; aux_mae_loss_1: 131.2272841152005; aux_mae_loss_2: 20.365224302581158; aux_mae_loss_4: 3.294273567230352; cnt_loss: 16.58663796275318; 2025-08-16 03:32:25,593 - INFO - Evaluation: Curr mae: 75.9460; Best mae: 70.6611; 72.0818; 72.6240; 72.7523; 73.4023; Curr rmse: 502.2052; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2345; Best nae: 0.1841; 0.1849; 0.1880; 0.1898; 0.1900; 2025-08-16 03:32:25,593 - INFO - Epoch: 0575 / 1300 lr: 1.762e-05 2025-08-16 03:34:03,213 - INFO - Training: cls_zice: 60.95325890719737; reg_zipnll: 222.5446982886307; aux_mae_loss_1: 135.17525474332598; aux_mae_loss_2: 20.968102851073354; aux_mae_loss_4: 3.382374995165435; cnt_loss: 15.30173152761778; 2025-08-16 03:34:03,214 - INFO - Evaluation: Curr mae: 78.3432; Best mae: 70.6611; 72.0818; 72.6240; 72.7523; 73.4023; Curr rmse: 544.0884; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2950; Best nae: 0.1841; 0.1849; 0.1880; 0.1898; 0.1900; 2025-08-16 03:34:03,214 - INFO - Epoch: 0576 / 1300 lr: 1.726e-05 2025-08-16 03:35:40,798 - INFO - Training: cls_zice: 57.30850292876325; reg_zipnll: 225.13071034683972; aux_mae_loss_1: 129.4007239844315; aux_mae_loss_2: 20.031212153348946; aux_mae_loss_4: 3.223622560194648; cnt_loss: 15.391855751640692; 2025-08-16 03:35:40,799 - INFO - Evaluation: Curr mae: 78.1249; Best mae: 70.6611; 72.0818; 72.6240; 72.7523; 73.4023; Curr rmse: 453.0468; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.4218; Best nae: 0.1841; 0.1849; 0.1880; 0.1898; 0.1900; 2025-08-16 03:35:40,799 - INFO - Epoch: 0577 / 1300 lr: 1.690e-05 2025-08-16 03:37:18,942 - INFO - Training: cls_zice: 60.404270617583414; reg_zipnll: 228.60894481198034; aux_mae_loss_1: 133.5641964468674; aux_mae_loss_2: 20.595306049582277; aux_mae_loss_4: 3.295873178461217; cnt_loss: 15.934896823986024; 2025-08-16 03:37:19,003 - INFO - Evaluation: Curr mae: 78.5540; Best mae: 70.6611; 72.0818; 72.6240; 72.7523; 73.4023; Curr rmse: 543.7779; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1784; Best nae: 0.1784; 0.1841; 0.1849; 0.1880; 0.1898; 2025-08-16 03:37:19,003 - INFO - Epoch: 0578 / 1300 lr: 1.654e-05 2025-08-16 03:38:55,917 - INFO - Training: cls_zice: 60.380091033397115; reg_zipnll: 228.80807405878767; aux_mae_loss_1: 134.89357837981; aux_mae_loss_2: 20.855027906079524; aux_mae_loss_4: 3.352438773931145; cnt_loss: 15.946631904739341; 2025-08-16 03:38:55,919 - INFO - Evaluation: Curr mae: 77.7086; Best mae: 70.6611; 72.0818; 72.6240; 72.7523; 73.4023; Curr rmse: 542.8331; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2176; Best nae: 0.1784; 0.1841; 0.1849; 0.1880; 0.1898; 2025-08-16 03:38:55,919 - INFO - Epoch: 0579 / 1300 lr: 1.619e-05 2025-08-16 03:40:32,568 - INFO - Training: cls_zice: 60.34417104778529; reg_zipnll: 227.17457018658558; aux_mae_loss_1: 134.16631421577043; aux_mae_loss_2: 20.635884026328824; aux_mae_loss_4: 3.2983332219650934; cnt_loss: 15.429495258931942; 2025-08-16 03:40:32,630 - INFO - Evaluation: Curr mae: 75.5969; Best mae: 70.6611; 72.0818; 72.6240; 72.7523; 73.4023; Curr rmse: 534.4583; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1891; Best nae: 0.1784; 0.1841; 0.1849; 0.1880; 0.1891; 2025-08-16 03:40:32,630 - INFO - Epoch: 0580 / 1300 lr: 1.584e-05 2025-08-16 03:42:11,039 - INFO - Training: cls_zice: 58.102062286133936; reg_zipnll: 220.94179751633985; aux_mae_loss_1: 131.5577280000427; aux_mae_loss_2: 20.374313128944536; aux_mae_loss_4: 3.264292274771742; cnt_loss: 15.281760087050019; 2025-08-16 03:42:11,040 - INFO - Evaluation: Curr mae: 82.9506; Best mae: 70.6611; 72.0818; 72.6240; 72.7523; 73.4023; Curr rmse: 579.3378; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2075; Best nae: 0.1784; 0.1841; 0.1849; 0.1880; 0.1891; 2025-08-16 03:42:11,040 - INFO - Epoch: 0581 / 1300 lr: 1.550e-05 2025-08-16 03:43:48,487 - INFO - Training: cls_zice: 59.9299342301327; reg_zipnll: 226.96174230305886; aux_mae_loss_1: 134.35151848388514; aux_mae_loss_2: 20.797646544586417; aux_mae_loss_4: 3.3540179738655187; cnt_loss: 17.07373815759595; 2025-08-16 03:43:48,489 - INFO - Evaluation: Curr mae: 77.6656; Best mae: 70.6611; 72.0818; 72.6240; 72.7523; 73.4023; Curr rmse: 522.7352; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1944; Best nae: 0.1784; 0.1841; 0.1849; 0.1880; 0.1891; 2025-08-16 03:43:48,489 - INFO - Epoch: 0582 / 1300 lr: 1.516e-05 2025-08-16 03:45:25,773 - INFO - Training: cls_zice: 61.120303783364655; reg_zipnll: 220.8827990063665; aux_mae_loss_1: 135.7160364803128; aux_mae_loss_2: 21.04612898887889; aux_mae_loss_4: 3.4006709744507364; cnt_loss: 16.60216168021175; 2025-08-16 03:45:25,774 - INFO - Evaluation: Curr mae: 82.7077; Best mae: 70.6611; 72.0818; 72.6240; 72.7523; 73.4023; Curr rmse: 502.7345; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2465; Best nae: 0.1784; 0.1841; 0.1849; 0.1880; 0.1891; 2025-08-16 03:45:25,775 - INFO - Epoch: 0583 / 1300 lr: 1.482e-05 2025-08-16 03:47:03,813 - INFO - Training: cls_zice: 60.308026035601195; reg_zipnll: 224.34897826324698; aux_mae_loss_1: 133.05266049833713; aux_mae_loss_2: 20.60066858477948; aux_mae_loss_4: 3.3143150863120368; cnt_loss: 15.412097352942341; 2025-08-16 03:47:03,814 - INFO - Evaluation: Curr mae: 78.0007; Best mae: 70.6611; 72.0818; 72.6240; 72.7523; 73.4023; Curr rmse: 538.8099; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2058; Best nae: 0.1784; 0.1841; 0.1849; 0.1880; 0.1891; 2025-08-16 03:47:03,815 - INFO - Epoch: 0584 / 1300 lr: 1.448e-05 2025-08-16 03:48:41,179 - INFO - Training: cls_zice: 56.95430471960714; reg_zipnll: 228.4744466472714; aux_mae_loss_1: 132.09121074774578; aux_mae_loss_2: 20.45329741524547; aux_mae_loss_4: 3.286283706944522; cnt_loss: 15.249195566520592; 2025-08-16 03:48:41,181 - INFO - Evaluation: Curr mae: 79.1740; Best mae: 70.6611; 72.0818; 72.6240; 72.7523; 73.4023; Curr rmse: 507.3057; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2080; Best nae: 0.1784; 0.1841; 0.1849; 0.1880; 0.1891; 2025-08-16 03:48:41,181 - INFO - Epoch: 0585 / 1300 lr: 1.415e-05 2025-08-16 03:50:18,522 - INFO - Training: cls_zice: 60.817103025922435; reg_zipnll: 224.35847484912236; aux_mae_loss_1: 135.00433487879891; aux_mae_loss_2: 20.91593508671366; aux_mae_loss_4: 3.3663386040604206; cnt_loss: 15.911782626014748; 2025-08-16 03:50:18,524 - INFO - Evaluation: Curr mae: 79.9617; Best mae: 70.6611; 72.0818; 72.6240; 72.7523; 73.4023; Curr rmse: 497.0025; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2797; Best nae: 0.1784; 0.1841; 0.1849; 0.1880; 0.1891; 2025-08-16 03:50:18,524 - INFO - Epoch: 0586 / 1300 lr: 1.382e-05 2025-08-16 03:51:56,339 - INFO - Training: cls_zice: 57.120213154961945; reg_zipnll: 215.71349807631387; aux_mae_loss_1: 131.43195101289334; aux_mae_loss_2: 20.299845217432644; aux_mae_loss_4: 3.2793049714252698; cnt_loss: 16.164410105094813; 2025-08-16 03:51:56,341 - INFO - Evaluation: Curr mae: 74.3001; Best mae: 70.6611; 72.0818; 72.6240; 72.7523; 73.4023; Curr rmse: 519.1675; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2058; Best nae: 0.1784; 0.1841; 0.1849; 0.1880; 0.1891; 2025-08-16 03:51:56,341 - INFO - Epoch: 0587 / 1300 lr: 1.350e-05 2025-08-16 03:53:32,706 - INFO - Training: cls_zice: 56.96016140906547; reg_zipnll: 223.26843542182354; aux_mae_loss_1: 130.48200442551953; aux_mae_loss_2: 20.180160419493532; aux_mae_loss_4: 3.240693130499293; cnt_loss: 16.242695002139076; 2025-08-16 03:53:32,708 - INFO - Evaluation: Curr mae: 75.8192; Best mae: 70.6611; 72.0818; 72.6240; 72.7523; 73.4023; Curr rmse: 529.3468; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1894; Best nae: 0.1784; 0.1841; 0.1849; 0.1880; 0.1891; 2025-08-16 03:53:32,708 - INFO - Epoch: 0588 / 1300 lr: 1.318e-05 2025-08-16 03:55:08,991 - INFO - Training: cls_zice: 56.137306074250326; reg_zipnll: 214.97442180761027; aux_mae_loss_1: 131.22091057000247; aux_mae_loss_2: 20.41295137013139; aux_mae_loss_4: 3.2777160504176868; cnt_loss: 15.131326540883219; 2025-08-16 03:55:09,052 - INFO - Evaluation: Curr mae: 75.2951; Best mae: 70.6611; 72.0818; 72.6240; 72.7523; 73.4023; Curr rmse: 554.6862; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1774; Best nae: 0.1774; 0.1784; 0.1841; 0.1849; 0.1880; 2025-08-16 03:55:09,052 - INFO - Epoch: 0589 / 1300 lr: 1.286e-05 2025-08-16 03:56:45,601 - INFO - Training: cls_zice: 55.96207708560869; reg_zipnll: 221.17565748317688; aux_mae_loss_1: 128.93282592204665; aux_mae_loss_2: 19.935041656837367; aux_mae_loss_4: 3.185164388776745; cnt_loss: 14.756955144644396; 2025-08-16 03:56:45,603 - INFO - Evaluation: Curr mae: 76.2593; Best mae: 70.6611; 72.0818; 72.6240; 72.7523; 73.4023; Curr rmse: 482.7512; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2296; Best nae: 0.1774; 0.1784; 0.1841; 0.1849; 0.1880; 2025-08-16 03:56:45,603 - INFO - Epoch: 0590 / 1300 lr: 1.255e-05 2025-08-16 03:58:21,849 - INFO - Training: cls_zice: 59.55564739334859; reg_zipnll: 214.60570402071838; aux_mae_loss_1: 133.64157585497074; aux_mae_loss_2: 20.717424973730562; aux_mae_loss_4: 3.330959928985733; cnt_loss: 15.86201831767369; 2025-08-16 03:58:21,850 - INFO - Evaluation: Curr mae: 76.7877; Best mae: 70.6611; 72.0818; 72.6240; 72.7523; 73.4023; Curr rmse: 490.1967; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2471; Best nae: 0.1774; 0.1784; 0.1841; 0.1849; 0.1880; 2025-08-16 03:58:21,850 - INFO - Epoch: 0591 / 1300 lr: 1.224e-05 2025-08-16 03:59:58,570 - INFO - Training: cls_zice: 57.55903952367661; reg_zipnll: 218.73650860234827; aux_mae_loss_1: 130.05793436633897; aux_mae_loss_2: 20.0827632734892; aux_mae_loss_4: 3.2178723795248487; cnt_loss: 14.996907470158868; 2025-08-16 03:59:58,633 - INFO - Evaluation: Curr mae: 72.5869; Best mae: 70.6611; 72.0818; 72.5869; 72.6240; 72.7523; Curr rmse: 528.1882; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1902; Best nae: 0.1774; 0.1784; 0.1841; 0.1849; 0.1880; 2025-08-16 03:59:58,633 - INFO - Epoch: 0592 / 1300 lr: 1.193e-05 2025-08-16 04:01:36,301 - INFO - Training: cls_zice: 57.82715392599222; reg_zipnll: 221.6818446573684; aux_mae_loss_1: 130.25206357470515; aux_mae_loss_2: 20.10119893189261; aux_mae_loss_4: 3.234311479835706; cnt_loss: 15.986422470112386; 2025-08-16 04:01:36,302 - INFO - Evaluation: Curr mae: 76.6631; Best mae: 70.6611; 72.0818; 72.5869; 72.6240; 72.7523; Curr rmse: 556.1714; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2275; Best nae: 0.1774; 0.1784; 0.1841; 0.1849; 0.1880; 2025-08-16 04:01:36,302 - INFO - Epoch: 0593 / 1300 lr: 1.163e-05 2025-08-16 04:03:14,039 - INFO - Training: cls_zice: 59.50528512473738; reg_zipnll: 220.2269460781068; aux_mae_loss_1: 133.68671155404923; aux_mae_loss_2: 20.61551757459469; aux_mae_loss_4: 3.2958124515942866; cnt_loss: 15.37534990837764; 2025-08-16 04:03:14,040 - INFO - Evaluation: Curr mae: 74.8856; Best mae: 70.6611; 72.0818; 72.5869; 72.6240; 72.7523; Curr rmse: 455.1678; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2846; Best nae: 0.1774; 0.1784; 0.1841; 0.1849; 0.1880; 2025-08-16 04:03:14,040 - INFO - Epoch: 0594 / 1300 lr: 1.133e-05 2025-08-16 04:04:51,034 - INFO - Training: cls_zice: 59.099260281819305; reg_zipnll: 217.97828882212505; aux_mae_loss_1: 133.35472728660602; aux_mae_loss_2: 20.629429462942795; aux_mae_loss_4: 3.3266029829844106; cnt_loss: 15.06677221761571; 2025-08-16 04:04:51,035 - INFO - Evaluation: Curr mae: 76.8360; Best mae: 70.6611; 72.0818; 72.5869; 72.6240; 72.7523; Curr rmse: 588.6025; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1945; Best nae: 0.1774; 0.1784; 0.1841; 0.1849; 0.1880; 2025-08-16 04:04:51,035 - INFO - Epoch: 0595 / 1300 lr: 1.103e-05 2025-08-16 04:06:28,127 - INFO - Training: cls_zice: 59.25581288088716; reg_zipnll: 223.45561122158804; aux_mae_loss_1: 132.29575840672982; aux_mae_loss_2: 20.476898253423695; aux_mae_loss_4: 3.2853740295898026; cnt_loss: 14.837386406479274; 2025-08-16 04:06:28,128 - INFO - Evaluation: Curr mae: 75.8167; Best mae: 70.6611; 72.0818; 72.5869; 72.6240; 72.7523; Curr rmse: 561.9640; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2033; Best nae: 0.1774; 0.1784; 0.1841; 0.1849; 0.1880; 2025-08-16 04:06:28,128 - INFO - Epoch: 0596 / 1300 lr: 1.074e-05 2025-08-16 04:08:06,142 - INFO - Training: cls_zice: 59.61271866206032; reg_zipnll: 224.8024585302201; aux_mae_loss_1: 131.88809000618355; aux_mae_loss_2: 20.405673554133635; aux_mae_loss_4: 3.2779790722312536; cnt_loss: 15.393760532830246; 2025-08-16 04:08:06,143 - INFO - Evaluation: Curr mae: 79.0276; Best mae: 70.6611; 72.0818; 72.5869; 72.6240; 72.7523; Curr rmse: 562.1373; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2092; Best nae: 0.1774; 0.1784; 0.1841; 0.1849; 0.1880; 2025-08-16 04:08:06,143 - INFO - Epoch: 0597 / 1300 lr: 1.045e-05 2025-08-16 04:09:43,033 - INFO - Training: cls_zice: 60.63172909219038; reg_zipnll: 218.17324293671047; aux_mae_loss_1: 134.2135033178452; aux_mae_loss_2: 20.725640929450105; aux_mae_loss_4: 3.31934096359655; cnt_loss: 14.720843962654662; 2025-08-16 04:09:43,034 - INFO - Evaluation: Curr mae: 77.8753; Best mae: 70.6611; 72.0818; 72.5869; 72.6240; 72.7523; Curr rmse: 574.7575; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2188; Best nae: 0.1774; 0.1784; 0.1841; 0.1849; 0.1880; 2025-08-16 04:09:43,034 - INFO - Epoch: 0598 / 1300 lr: 1.017e-05 2025-08-16 04:11:19,900 - INFO - Training: cls_zice: 62.2394869199602; reg_zipnll: 222.27743819562818; aux_mae_loss_1: 137.4782483853534; aux_mae_loss_2: 21.281436065781698; aux_mae_loss_4: 3.41874061337167; cnt_loss: 16.40480679840539; 2025-08-16 04:11:19,901 - INFO - Evaluation: Curr mae: 78.7953; Best mae: 70.6611; 72.0818; 72.5869; 72.6240; 72.7523; Curr rmse: 553.7758; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2313; Best nae: 0.1774; 0.1784; 0.1841; 0.1849; 0.1880; 2025-08-16 04:11:19,901 - INFO - Epoch: 0599 / 1300 lr: 9.890e-06 2025-08-16 04:12:57,060 - INFO - Training: cls_zice: 57.50304230591785; reg_zipnll: 223.13553215850595; aux_mae_loss_1: 130.69200608417736; aux_mae_loss_2: 20.262635712758435; aux_mae_loss_4: 3.230338765293896; cnt_loss: 14.11963291646276; 2025-08-16 04:12:57,061 - INFO - Evaluation: Curr mae: 75.6448; Best mae: 70.6611; 72.0818; 72.5869; 72.6240; 72.7523; Curr rmse: 546.3338; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1958; Best nae: 0.1774; 0.1784; 0.1841; 0.1849; 0.1880; 2025-08-16 04:12:57,061 - INFO - Epoch: 0600 / 1300 lr: 9.614e-06 2025-08-16 04:14:34,817 - INFO - Training: cls_zice: 57.90602643787861; reg_zipnll: 231.64856352229964; aux_mae_loss_1: 131.96054576785522; aux_mae_loss_2: 20.2179635852039; aux_mae_loss_4: 3.2074946984840236; cnt_loss: 14.727340792935427; 2025-08-16 04:14:34,818 - INFO - Evaluation: Curr mae: 80.6982; Best mae: 70.6611; 72.0818; 72.5869; 72.6240; 72.7523; Curr rmse: 521.5967; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2946; Best nae: 0.1774; 0.1784; 0.1841; 0.1849; 0.1880; 2025-08-16 04:14:35,011 - INFO - Epoch: 0601 / 1300 lr: 9.342e-06 2025-08-16 04:16:12,913 - INFO - Training: cls_zice: 59.27426887470223; reg_zipnll: 223.9004758182712; aux_mae_loss_1: 133.94899935097192; aux_mae_loss_2: 20.696198225634262; aux_mae_loss_4: 3.308979683792683; cnt_loss: 15.051478701875878; 2025-08-16 04:16:12,915 - INFO - Evaluation: Curr mae: 73.3932; Best mae: 70.6611; 72.0818; 72.5869; 72.6240; 72.7523; Curr rmse: 526.6392; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2279; Best nae: 0.1774; 0.1784; 0.1841; 0.1849; 0.1880; 2025-08-16 04:16:12,915 - INFO - Epoch: 0602 / 1300 lr: 9.074e-06 2025-08-16 04:17:50,985 - INFO - Training: cls_zice: 59.402495388966294; reg_zipnll: 224.9479947126923; aux_mae_loss_1: 131.4815272157174; aux_mae_loss_2: 20.279752057131887; aux_mae_loss_4: 3.232464723538004; cnt_loss: 14.575143750038736; 2025-08-16 04:17:50,986 - INFO - Evaluation: Curr mae: 73.0608; Best mae: 70.6611; 72.0818; 72.5869; 72.6240; 72.7523; Curr rmse: 514.4886; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2131; Best nae: 0.1774; 0.1784; 0.1841; 0.1849; 0.1880; 2025-08-16 04:17:50,986 - INFO - Epoch: 0603 / 1300 lr: 8.810e-06 2025-08-16 04:19:29,063 - INFO - Training: cls_zice: 61.71603711922402; reg_zipnll: 224.2780743380745; aux_mae_loss_1: 134.87131278128734; aux_mae_loss_2: 20.68806607802913; aux_mae_loss_4: 3.286151469826392; cnt_loss: 15.10655598744635; 2025-08-16 04:19:29,065 - INFO - Evaluation: Curr mae: 72.9941; Best mae: 70.6611; 72.0818; 72.5869; 72.6240; 72.7523; Curr rmse: 519.1223; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1893; Best nae: 0.1774; 0.1784; 0.1841; 0.1849; 0.1880; 2025-08-16 04:19:29,065 - INFO - Epoch: 0604 / 1300 lr: 8.550e-06 2025-08-16 04:21:06,244 - INFO - Training: cls_zice: 58.84240512247257; reg_zipnll: 230.5303495255105; aux_mae_loss_1: 132.11758962694967; aux_mae_loss_2: 20.37420416368617; aux_mae_loss_4: 3.2398882932711994; cnt_loss: 14.96492564586257; 2025-08-16 04:21:06,305 - INFO - Evaluation: Curr mae: 71.9461; Best mae: 70.6611; 71.9461; 72.0818; 72.5869; 72.6240; Curr rmse: 465.4136; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2150; Best nae: 0.1774; 0.1784; 0.1841; 0.1849; 0.1880; 2025-08-16 04:21:06,305 - INFO - Epoch: 0605 / 1300 lr: 8.294e-06 2025-08-16 04:22:44,658 - INFO - Training: cls_zice: 60.55867186590914; reg_zipnll: 220.94505177181605; aux_mae_loss_1: 132.3093736447528; aux_mae_loss_2: 20.43590024197929; aux_mae_loss_4: 3.278465829349116; cnt_loss: 14.983293596454022; 2025-08-16 04:22:44,659 - INFO - Evaluation: Curr mae: 80.9744; Best mae: 70.6611; 71.9461; 72.0818; 72.5869; 72.6240; Curr rmse: 517.8146; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2317; Best nae: 0.1774; 0.1784; 0.1841; 0.1849; 0.1880; 2025-08-16 04:22:44,659 - INFO - Epoch: 0606 / 1300 lr: 8.042e-06 2025-08-16 04:24:22,161 - INFO - Training: cls_zice: 55.91420947677985; reg_zipnll: 221.25351417953374; aux_mae_loss_1: 129.22592936322133; aux_mae_loss_2: 19.842508231459668; aux_mae_loss_4: 3.1623153626765568; cnt_loss: 14.67114473768249; 2025-08-16 04:24:22,163 - INFO - Evaluation: Curr mae: 72.8178; Best mae: 70.6611; 71.9461; 72.0818; 72.5869; 72.6240; Curr rmse: 488.1071; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2038; Best nae: 0.1774; 0.1784; 0.1841; 0.1849; 0.1880; 2025-08-16 04:24:22,163 - INFO - Epoch: 0607 / 1300 lr: 7.795e-06 2025-08-16 04:26:00,199 - INFO - Training: cls_zice: 58.077430418532124; reg_zipnll: 217.34914350141904; aux_mae_loss_1: 132.70644647848331; aux_mae_loss_2: 20.484312618912647; aux_mae_loss_4: 3.277971129797418; cnt_loss: 14.693901334446316; 2025-08-16 04:26:00,201 - INFO - Evaluation: Curr mae: 76.9476; Best mae: 70.6611; 71.9461; 72.0818; 72.5869; 72.6240; Curr rmse: 546.0482; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1903; Best nae: 0.1774; 0.1784; 0.1841; 0.1849; 0.1880; 2025-08-16 04:26:00,201 - INFO - Epoch: 0608 / 1300 lr: 7.551e-06 2025-08-16 04:27:37,822 - INFO - Training: cls_zice: 58.74215046705194; reg_zipnll: 225.6087852517253; aux_mae_loss_1: 131.02546097625498; aux_mae_loss_2: 20.193684986134116; aux_mae_loss_4: 3.2282302119125132; cnt_loss: 14.977128620932218; 2025-08-16 04:27:37,883 - INFO - Evaluation: Curr mae: 74.6612; Best mae: 70.6611; 71.9461; 72.0818; 72.5869; 72.6240; Curr rmse: 552.3318; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1842; Best nae: 0.1774; 0.1784; 0.1841; 0.1842; 0.1849; 2025-08-16 04:27:37,884 - INFO - Epoch: 0609 / 1300 lr: 7.311e-06 2025-08-16 04:29:14,638 - INFO - Training: cls_zice: 58.224972050110296; reg_zipnll: 222.55939506197345; aux_mae_loss_1: 131.09587908158878; aux_mae_loss_2: 20.182480219397263; aux_mae_loss_4: 3.2024409268386567; cnt_loss: 14.687620212915318; 2025-08-16 04:29:14,700 - INFO - Evaluation: Curr mae: 74.1364; Best mae: 70.6611; 71.9461; 72.0818; 72.5869; 72.6240; Curr rmse: 570.2120; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1716; Best nae: 0.1716; 0.1774; 0.1784; 0.1841; 0.1842; 2025-08-16 04:29:14,700 - INFO - Epoch: 0610 / 1300 lr: 7.076e-06 2025-08-16 04:30:52,253 - INFO - Training: cls_zice: 58.62412181216984; reg_zipnll: 225.05179480721833; aux_mae_loss_1: 130.58696707600492; aux_mae_loss_2: 20.0609908171362; aux_mae_loss_4: 3.197126574871779; cnt_loss: 13.865776216156378; 2025-08-16 04:30:52,254 - INFO - Evaluation: Curr mae: 78.1808; Best mae: 70.6611; 71.9461; 72.0818; 72.5869; 72.6240; Curr rmse: 569.0702; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2133; Best nae: 0.1716; 0.1774; 0.1784; 0.1841; 0.1842; 2025-08-16 04:30:52,254 - INFO - Epoch: 0611 / 1300 lr: 6.845e-06 2025-08-16 04:32:29,650 - INFO - Training: cls_zice: 57.94137944641181; reg_zipnll: 222.33064862327282; aux_mae_loss_1: 133.63442744571324; aux_mae_loss_2: 20.633288632321786; aux_mae_loss_4: 3.2919812049228305; cnt_loss: 14.863740896504458; 2025-08-16 04:32:29,652 - INFO - Evaluation: Curr mae: 74.6886; Best mae: 70.6611; 71.9461; 72.0818; 72.5869; 72.6240; Curr rmse: 559.3043; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1911; Best nae: 0.1716; 0.1774; 0.1784; 0.1841; 0.1842; 2025-08-16 04:32:29,652 - INFO - Epoch: 0612 / 1300 lr: 6.618e-06 2025-08-16 04:34:08,181 - INFO - Training: cls_zice: 57.993740387318375; reg_zipnll: 225.6577335102699; aux_mae_loss_1: 133.31663444048334; aux_mae_loss_2: 20.470605694542815; aux_mae_loss_4: 3.2554899451052317; cnt_loss: 14.311903145748422; 2025-08-16 04:34:08,182 - INFO - Evaluation: Curr mae: 77.5468; Best mae: 70.6611; 71.9461; 72.0818; 72.5869; 72.6240; Curr rmse: 560.6815; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2276; Best nae: 0.1716; 0.1774; 0.1784; 0.1841; 0.1842; 2025-08-16 04:34:08,183 - INFO - Epoch: 0613 / 1300 lr: 6.395e-06 2025-08-16 04:35:46,807 - INFO - Training: cls_zice: 58.59532848850927; reg_zipnll: 228.87031467898646; aux_mae_loss_1: 130.08718404304093; aux_mae_loss_2: 19.988309036490236; aux_mae_loss_4: 3.1876325850928042; cnt_loss: 14.20953587639914; 2025-08-16 04:35:46,809 - INFO - Evaluation: Curr mae: 74.9568; Best mae: 70.6611; 71.9461; 72.0818; 72.5869; 72.6240; Curr rmse: 519.4331; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2086; Best nae: 0.1716; 0.1774; 0.1784; 0.1841; 0.1842; 2025-08-16 04:35:46,809 - INFO - Epoch: 0614 / 1300 lr: 6.177e-06 2025-08-16 04:37:24,826 - INFO - Training: cls_zice: 59.91542877077788; reg_zipnll: 224.9222692720075; aux_mae_loss_1: 132.51008731969523; aux_mae_loss_2: 20.334086481280682; aux_mae_loss_4: 3.238923780869089; cnt_loss: 15.040783471803739; 2025-08-16 04:37:24,891 - INFO - Evaluation: Curr mae: 73.5299; Best mae: 70.6611; 71.9461; 72.0818; 72.5869; 72.6240; Curr rmse: 560.9022; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1769; Best nae: 0.1716; 0.1769; 0.1774; 0.1784; 0.1841; 2025-08-16 04:37:24,891 - INFO - Epoch: 0615 / 1300 lr: 5.962e-06 2025-08-16 04:39:02,143 - INFO - Training: cls_zice: 57.79397765575767; reg_zipnll: 230.39278177491803; aux_mae_loss_1: 129.94952389145877; aux_mae_loss_2: 19.944120962393008; aux_mae_loss_4: 3.1568442687277316; cnt_loss: 13.705480088917945; 2025-08-16 04:39:02,144 - INFO - Evaluation: Curr mae: 75.9755; Best mae: 70.6611; 71.9461; 72.0818; 72.5869; 72.6240; Curr rmse: 551.0022; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1926; Best nae: 0.1716; 0.1769; 0.1774; 0.1784; 0.1841; 2025-08-16 04:39:02,144 - INFO - Epoch: 0616 / 1300 lr: 5.753e-06 2025-08-16 04:40:40,659 - INFO - Training: cls_zice: 58.03615840936228; reg_zipnll: 226.78700768242766; aux_mae_loss_1: 131.74032674657042; aux_mae_loss_2: 20.22022144714787; aux_mae_loss_4: 3.223259639464185; cnt_loss: 14.693722981107266; 2025-08-16 04:40:40,660 - INFO - Evaluation: Curr mae: 74.9289; Best mae: 70.6611; 71.9461; 72.0818; 72.5869; 72.6240; Curr rmse: 543.6603; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1906; Best nae: 0.1716; 0.1769; 0.1774; 0.1784; 0.1841; 2025-08-16 04:40:40,660 - INFO - Epoch: 0617 / 1300 lr: 5.547e-06 2025-08-16 04:42:17,694 - INFO - Training: cls_zice: 57.037621449458875; reg_zipnll: 231.96208060492586; aux_mae_loss_1: 131.37144814910496; aux_mae_loss_2: 20.16460948738157; aux_mae_loss_4: 3.228823165660652; cnt_loss: 15.026207727147865; 2025-08-16 04:42:17,756 - INFO - Evaluation: Curr mae: 72.0897; Best mae: 70.6611; 71.9461; 72.0818; 72.0897; 72.5869; Curr rmse: 478.7430; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2085; Best nae: 0.1716; 0.1769; 0.1774; 0.1784; 0.1841; 2025-08-16 04:42:17,756 - INFO - Epoch: 0618 / 1300 lr: 5.346e-06 2025-08-16 04:43:55,714 - INFO - Training: cls_zice: 57.393481266835664; reg_zipnll: 225.321566240953; aux_mae_loss_1: 131.16844646973598; aux_mae_loss_2: 20.14430362706319; aux_mae_loss_4: 3.2012502019386977; cnt_loss: 14.24200967467536; 2025-08-16 04:43:55,776 - INFO - Evaluation: Curr mae: 71.6946; Best mae: 70.6611; 71.6946; 71.9461; 72.0818; 72.0897; Curr rmse: 505.4969; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1894; Best nae: 0.1716; 0.1769; 0.1774; 0.1784; 0.1841; 2025-08-16 04:43:55,776 - INFO - Epoch: 0619 / 1300 lr: 5.149e-06 2025-08-16 04:45:34,560 - INFO - Training: cls_zice: 56.69352124160237; reg_zipnll: 224.06692920675007; aux_mae_loss_1: 131.49087510685075; aux_mae_loss_2: 20.349448053266823; aux_mae_loss_4: 3.2561564695252856; cnt_loss: 15.147465697597415; 2025-08-16 04:45:34,626 - INFO - Evaluation: Curr mae: 74.6736; Best mae: 70.6611; 71.6946; 71.9461; 72.0818; 72.0897; Curr rmse: 544.5481; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1809; Best nae: 0.1716; 0.1769; 0.1774; 0.1784; 0.1809; 2025-08-16 04:45:34,626 - INFO - Epoch: 0620 / 1300 lr: 4.956e-06 2025-08-16 04:47:11,695 - INFO - Training: cls_zice: 60.6507618629151; reg_zipnll: 226.0869055505277; aux_mae_loss_1: 134.21524004212995; aux_mae_loss_2: 20.592478345169813; aux_mae_loss_4: 3.278516817215476; cnt_loss: 14.958302069752259; 2025-08-16 04:47:11,756 - INFO - Evaluation: Curr mae: 71.7576; Best mae: 70.6611; 71.6946; 71.7576; 71.9461; 72.0818; Curr rmse: 462.0502; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1996; Best nae: 0.1716; 0.1769; 0.1774; 0.1784; 0.1809; 2025-08-16 04:47:11,756 - INFO - Epoch: 0621 / 1300 lr: 4.768e-06 2025-08-16 04:48:49,783 - INFO - Training: cls_zice: 56.75173642511233; reg_zipnll: 227.90838109190483; aux_mae_loss_1: 130.533522804476; aux_mae_loss_2: 20.073537989569814; aux_mae_loss_4: 3.199491676450695; cnt_loss: 13.98484393808713; 2025-08-16 04:48:49,784 - INFO - Evaluation: Curr mae: 75.4052; Best mae: 70.6611; 71.6946; 71.7576; 71.9461; 72.0818; Curr rmse: 533.0077; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1977; Best nae: 0.1716; 0.1769; 0.1774; 0.1784; 0.1809; 2025-08-16 04:48:49,784 - INFO - Epoch: 0622 / 1300 lr: 4.584e-06 2025-08-16 04:50:27,703 - INFO - Training: cls_zice: 57.52246623560978; reg_zipnll: 233.5726731896094; aux_mae_loss_1: 130.9973692857208; aux_mae_loss_2: 20.104499896571692; aux_mae_loss_4: 3.19456122512989; cnt_loss: 14.2144196634121; 2025-08-16 04:50:27,704 - INFO - Evaluation: Curr mae: 74.1747; Best mae: 70.6611; 71.6946; 71.7576; 71.9461; 72.0818; Curr rmse: 533.7733; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1885; Best nae: 0.1716; 0.1769; 0.1774; 0.1784; 0.1809; 2025-08-16 04:50:27,704 - INFO - Epoch: 0623 / 1300 lr: 4.405e-06 2025-08-16 04:52:05,336 - INFO - Training: cls_zice: 56.61894524557118; reg_zipnll: 225.82092253775707; aux_mae_loss_1: 128.58116753487477; aux_mae_loss_2: 19.719802429866057; aux_mae_loss_4: 3.1179187370603065; cnt_loss: 13.66825091471096; 2025-08-16 04:52:05,338 - INFO - Evaluation: Curr mae: 77.1405; Best mae: 70.6611; 71.6946; 71.7576; 71.9461; 72.0818; Curr rmse: 529.4776; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2052; Best nae: 0.1716; 0.1769; 0.1774; 0.1784; 0.1809; 2025-08-16 04:52:05,338 - INFO - Epoch: 0624 / 1300 lr: 4.230e-06 2025-08-16 04:53:42,450 - INFO - Training: cls_zice: 55.666697581660166; reg_zipnll: 221.6306178232698; aux_mae_loss_1: 129.4657935801999; aux_mae_loss_2: 19.933497628699843; aux_mae_loss_4: 3.158582543192915; cnt_loss: 13.539562472034543; 2025-08-16 04:53:42,451 - INFO - Evaluation: Curr mae: 73.5996; Best mae: 70.6611; 71.6946; 71.7576; 71.9461; 72.0818; Curr rmse: 489.4066; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2136; Best nae: 0.1716; 0.1769; 0.1774; 0.1784; 0.1809; 2025-08-16 04:53:42,451 - INFO - Epoch: 0625 / 1300 lr: 4.060e-06 2025-08-16 04:55:20,320 - INFO - Training: cls_zice: 59.03234413342795; reg_zipnll: 224.98117369428698; aux_mae_loss_1: 130.36327756278618; aux_mae_loss_2: 19.992607593536377; aux_mae_loss_4: 3.169569835258327; cnt_loss: 13.463443574991201; 2025-08-16 04:55:20,322 - INFO - Evaluation: Curr mae: 76.0175; Best mae: 70.6611; 71.6946; 71.7576; 71.9461; 72.0818; Curr rmse: 527.5163; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1959; Best nae: 0.1716; 0.1769; 0.1774; 0.1784; 0.1809; 2025-08-16 04:55:20,322 - INFO - Epoch: 0626 / 1300 lr: 3.894e-06 2025-08-16 04:56:58,013 - INFO - Training: cls_zice: 56.31437884998965; reg_zipnll: 219.00013358304923; aux_mae_loss_1: 129.65341804327878; aux_mae_loss_2: 20.040166910019508; aux_mae_loss_4: 3.1928841235705083; cnt_loss: 14.484342569557132; 2025-08-16 04:56:58,014 - INFO - Evaluation: Curr mae: 73.2488; Best mae: 70.6611; 71.6946; 71.7576; 71.9461; 72.0818; Curr rmse: 503.8541; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1816; Best nae: 0.1716; 0.1769; 0.1774; 0.1784; 0.1809; 2025-08-16 04:56:58,014 - INFO - Epoch: 0627 / 1300 lr: 3.732e-06 2025-08-16 04:58:35,112 - INFO - Training: cls_zice: 59.33077307025349; reg_zipnll: 222.03281702664333; aux_mae_loss_1: 133.27777528640237; aux_mae_loss_2: 20.526906136069016; aux_mae_loss_4: 3.2646779879199816; cnt_loss: 13.539770327987279; 2025-08-16 04:58:35,113 - INFO - Evaluation: Curr mae: 72.8212; Best mae: 70.6611; 71.6946; 71.7576; 71.9461; 72.0818; Curr rmse: 482.8503; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2101; Best nae: 0.1716; 0.1769; 0.1774; 0.1784; 0.1809; 2025-08-16 04:58:35,113 - INFO - Epoch: 0628 / 1300 lr: 3.575e-06 2025-08-16 05:00:13,206 - INFO - Training: cls_zice: 59.4335499945214; reg_zipnll: 223.9201825394422; aux_mae_loss_1: 133.39914257177043; aux_mae_loss_2: 20.557106838128256; aux_mae_loss_4: 3.290369807294831; cnt_loss: 15.326723506334202; 2025-08-16 05:00:13,208 - INFO - Evaluation: Curr mae: 76.9779; Best mae: 70.6611; 71.6946; 71.7576; 71.9461; 72.0818; Curr rmse: 537.9020; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2122; Best nae: 0.1716; 0.1769; 0.1774; 0.1784; 0.1809; 2025-08-16 05:00:13,208 - INFO - Epoch: 0629 / 1300 lr: 3.423e-06 2025-08-16 05:01:51,673 - INFO - Training: cls_zice: 58.98138307797265; reg_zipnll: 221.96863468631068; aux_mae_loss_1: 134.21011810989185; aux_mae_loss_2: 20.687589511773275; aux_mae_loss_4: 3.3028027992934983; cnt_loss: 15.03727515742834; 2025-08-16 05:01:51,769 - INFO - Evaluation: Curr mae: 73.8989; Best mae: 70.6611; 71.6946; 71.7576; 71.9461; 72.0818; Curr rmse: 554.6906; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1731; Best nae: 0.1716; 0.1731; 0.1769; 0.1774; 0.1784; 2025-08-16 05:01:51,769 - INFO - Epoch: 0630 / 1300 lr: 3.275e-06 2025-08-16 05:03:29,986 - INFO - Training: cls_zice: 60.01460362622242; reg_zipnll: 223.58156992659778; aux_mae_loss_1: 133.83732776102494; aux_mae_loss_2: 20.596042487186146; aux_mae_loss_4: 3.29104185793884; cnt_loss: 14.93729391349312; 2025-08-16 05:03:29,987 - INFO - Evaluation: Curr mae: 76.8563; Best mae: 70.6611; 71.6946; 71.7576; 71.9461; 72.0818; Curr rmse: 494.2769; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2131; Best nae: 0.1716; 0.1731; 0.1769; 0.1774; 0.1784; 2025-08-16 05:03:29,987 - INFO - Epoch: 0631 / 1300 lr: 3.131e-06 2025-08-16 05:05:08,787 - INFO - Training: cls_zice: 58.30273574851166; reg_zipnll: 225.0450592237144; aux_mae_loss_1: 133.0957844888643; aux_mae_loss_2: 20.498967553165702; aux_mae_loss_4: 3.265860811756938; cnt_loss: 14.493135724092204; 2025-08-16 05:05:08,849 - INFO - Evaluation: Curr mae: 72.5900; Best mae: 70.6611; 71.6946; 71.7576; 71.9461; 72.0818; Curr rmse: 531.9082; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1769; Best nae: 0.1716; 0.1731; 0.1769; 0.1769; 0.1774; 2025-08-16 05:05:08,849 - INFO - Epoch: 0632 / 1300 lr: 2.993e-06 2025-08-16 05:06:46,806 - INFO - Training: cls_zice: 62.5662629612767; reg_zipnll: 216.39787389073703; aux_mae_loss_1: 136.6672463797052; aux_mae_loss_2: 21.048198045372658; aux_mae_loss_4: 3.3373414376094592; cnt_loss: 13.999110289281928; 2025-08-16 05:06:46,807 - INFO - Evaluation: Curr mae: 78.0562; Best mae: 70.6611; 71.6946; 71.7576; 71.9461; 72.0818; Curr rmse: 536.4715; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2121; Best nae: 0.1716; 0.1731; 0.1769; 0.1769; 0.1774; 2025-08-16 05:06:46,808 - INFO - Epoch: 0633 / 1300 lr: 2.858e-06 2025-08-16 05:08:24,517 - INFO - Training: cls_zice: 58.19566523890875; reg_zipnll: 222.008647447993; aux_mae_loss_1: 131.0071421356005; aux_mae_loss_2: 20.14110720494719; aux_mae_loss_4: 3.197480818606281; cnt_loss: 13.438552783510065; 2025-08-16 05:08:24,518 - INFO - Evaluation: Curr mae: 73.2427; Best mae: 70.6611; 71.6946; 71.7576; 71.9461; 72.0818; Curr rmse: 500.5029; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2035; Best nae: 0.1716; 0.1731; 0.1769; 0.1769; 0.1774; 2025-08-16 05:08:24,518 - INFO - Epoch: 0634 / 1300 lr: 2.729e-06 2025-08-16 05:10:01,451 - INFO - Training: cls_zice: 54.979436084321655; reg_zipnll: 230.41153180629857; aux_mae_loss_1: 127.99305223499289; aux_mae_loss_2: 19.57360684534578; aux_mae_loss_4: 3.0989970744115833; cnt_loss: 13.510428789035826; 2025-08-16 05:10:01,452 - INFO - Evaluation: Curr mae: 74.5771; Best mae: 70.6611; 71.6946; 71.7576; 71.9461; 72.0818; Curr rmse: 519.6815; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1911; Best nae: 0.1716; 0.1731; 0.1769; 0.1769; 0.1774; 2025-08-16 05:10:01,452 - INFO - Epoch: 0635 / 1300 lr: 2.604e-06 2025-08-16 05:11:39,017 - INFO - Training: cls_zice: 58.38674189265252; reg_zipnll: 223.90992121953892; aux_mae_loss_1: 133.24903739203523; aux_mae_loss_2: 20.472118738071472; aux_mae_loss_4: 3.2513489971430567; cnt_loss: 14.111651084110486; 2025-08-16 05:11:39,079 - INFO - Evaluation: Curr mae: 71.7671; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 490.8855; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1843; Best nae: 0.1716; 0.1731; 0.1769; 0.1769; 0.1774; 2025-08-16 05:11:39,079 - INFO - Epoch: 0636 / 1300 lr: 2.483e-06 2025-08-16 05:13:15,244 - INFO - Training: cls_zice: 58.24639805086474; reg_zipnll: 222.6208098002142; aux_mae_loss_1: 131.39822850558323; aux_mae_loss_2: 20.22630043078817; aux_mae_loss_4: 3.1959189826234753; cnt_loss: 13.38812347886495; 2025-08-16 05:13:15,246 - INFO - Evaluation: Curr mae: 73.8904; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 494.6528; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2075; Best nae: 0.1716; 0.1731; 0.1769; 0.1769; 0.1774; 2025-08-16 05:13:15,246 - INFO - Epoch: 0637 / 1300 lr: 2.368e-06 2025-08-16 05:14:52,896 - INFO - Training: cls_zice: 56.48684610556668; reg_zipnll: 215.96302532598108; aux_mae_loss_1: 129.53397335552617; aux_mae_loss_2: 19.893993397298388; aux_mae_loss_4: 3.1586661568644114; cnt_loss: 13.951812501738187; 2025-08-16 05:14:52,897 - INFO - Evaluation: Curr mae: 73.3279; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 502.4083; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1805; Best nae: 0.1716; 0.1731; 0.1769; 0.1769; 0.1774; 2025-08-16 05:14:52,897 - INFO - Epoch: 0638 / 1300 lr: 2.257e-06 2025-08-16 05:16:30,442 - INFO - Training: cls_zice: 57.81766252189032; reg_zipnll: 223.177162984343; aux_mae_loss_1: 129.99099111679587; aux_mae_loss_2: 19.956349336089694; aux_mae_loss_4: 3.1635543887903266; cnt_loss: 13.829520730555517; 2025-08-16 05:16:30,443 - INFO - Evaluation: Curr mae: 73.0261; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 506.7661; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1814; Best nae: 0.1716; 0.1731; 0.1769; 0.1769; 0.1774; 2025-08-16 05:16:30,444 - INFO - Epoch: 0639 / 1300 lr: 2.150e-06 2025-08-16 05:18:07,786 - INFO - Training: cls_zice: 56.001822738920204; reg_zipnll: 219.59908783037434; aux_mae_loss_1: 129.33509284365147; aux_mae_loss_2: 19.982464543957942; aux_mae_loss_4: 3.184271976236819; cnt_loss: 14.09769433384383; 2025-08-16 05:18:07,787 - INFO - Evaluation: Curr mae: 75.0363; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 519.3667; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1989; Best nae: 0.1716; 0.1731; 0.1769; 0.1769; 0.1774; 2025-08-16 05:18:07,788 - INFO - Epoch: 0640 / 1300 lr: 2.048e-06 2025-08-16 05:19:45,649 - INFO - Training: cls_zice: 59.081861812535166; reg_zipnll: 220.2174134046069; aux_mae_loss_1: 132.0347855624319; aux_mae_loss_2: 20.31027782852055; aux_mae_loss_4: 3.2230788743587877; cnt_loss: 14.216186608324321; 2025-08-16 05:19:45,650 - INFO - Evaluation: Curr mae: 75.6817; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 495.3216; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1898; Best nae: 0.1716; 0.1731; 0.1769; 0.1769; 0.1774; 2025-08-16 05:19:45,650 - INFO - Epoch: 0641 / 1300 lr: 1.951e-06 2025-08-16 05:21:23,810 - INFO - Training: cls_zice: 57.5802850222986; reg_zipnll: 223.22601960679864; aux_mae_loss_1: 131.170233003278; aux_mae_loss_2: 20.172059520044794; aux_mae_loss_4: 3.196417964822529; cnt_loss: 13.997388906527913; 2025-08-16 05:21:23,811 - INFO - Evaluation: Curr mae: 74.0649; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 531.0363; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1863; Best nae: 0.1716; 0.1731; 0.1769; 0.1769; 0.1774; 2025-08-16 05:21:23,811 - INFO - Epoch: 0642 / 1300 lr: 1.859e-06 2025-08-16 05:23:01,998 - INFO - Training: cls_zice: 62.0111429087607; reg_zipnll: 222.83770189064634; aux_mae_loss_1: 134.47638173336236; aux_mae_loss_2: 20.702714655270615; aux_mae_loss_4: 3.293694286542564; cnt_loss: 14.372822698100368; 2025-08-16 05:23:02,059 - INFO - Evaluation: Curr mae: 74.0251; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 534.5252; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1742; Best nae: 0.1716; 0.1731; 0.1742; 0.1769; 0.1769; 2025-08-16 05:23:02,060 - INFO - Epoch: 0643 / 1300 lr: 1.771e-06 2025-08-16 05:24:39,226 - INFO - Training: cls_zice: 63.044300329830776; reg_zipnll: 217.60954116978192; aux_mae_loss_1: 136.621551072383; aux_mae_loss_2: 21.086443449966705; aux_mae_loss_4: 3.370422576877329; cnt_loss: 14.710900050508945; 2025-08-16 05:24:39,228 - INFO - Evaluation: Curr mae: 74.3578; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 519.6973; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1844; Best nae: 0.1716; 0.1731; 0.1742; 0.1769; 0.1769; 2025-08-16 05:24:39,228 - INFO - Epoch: 0644 / 1300 lr: 1.688e-06 2025-08-16 05:26:17,256 - INFO - Training: cls_zice: 58.10478156314718; reg_zipnll: 232.635905601678; aux_mae_loss_1: 130.95800348786892; aux_mae_loss_2: 20.074350920924797; aux_mae_loss_4: 3.174893987132835; cnt_loss: 14.116287415009232; 2025-08-16 05:26:17,320 - INFO - Evaluation: Curr mae: 73.5773; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 548.8035; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1715; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 05:26:17,320 - INFO - Epoch: 0645 / 1300 lr: 1.609e-06 2025-08-16 05:27:54,459 - INFO - Training: cls_zice: 57.04449970361353; reg_zipnll: 219.34752864886678; aux_mae_loss_1: 130.64599047957472; aux_mae_loss_2: 20.154824582960426; aux_mae_loss_4: 3.2097730599822607; cnt_loss: 13.31436925896642; 2025-08-16 05:27:54,461 - INFO - Evaluation: Curr mae: 74.2740; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 546.4771; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1815; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 05:27:54,461 - INFO - Epoch: 0646 / 1300 lr: 1.536e-06 2025-08-16 05:29:31,146 - INFO - Training: cls_zice: 61.94709515824416; reg_zipnll: 221.5609551260588; aux_mae_loss_1: 134.55535766581949; aux_mae_loss_2: 20.66565775074505; aux_mae_loss_4: 3.2932979643804554; cnt_loss: 14.149644505395374; 2025-08-16 05:29:31,147 - INFO - Evaluation: Curr mae: 74.8457; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 550.6789; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1787; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 05:29:31,147 - INFO - Epoch: 0647 / 1300 lr: 1.467e-06 2025-08-16 05:31:07,760 - INFO - Training: cls_zice: 56.77047459455566; reg_zipnll: 222.54097129998294; aux_mae_loss_1: 131.05654473782812; aux_mae_loss_2: 20.127147724205546; aux_mae_loss_4: 3.19843913718177; cnt_loss: 13.61164599090125; 2025-08-16 05:31:07,762 - INFO - Evaluation: Curr mae: 74.3928; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 520.9164; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1837; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 05:31:07,762 - INFO - Epoch: 0648 / 1300 lr: 1.403e-06 2025-08-16 05:32:45,906 - INFO - Training: cls_zice: 58.15744999809559; reg_zipnll: 220.86593931928698; aux_mae_loss_1: 131.04254470079908; aux_mae_loss_2: 20.17815027996936; aux_mae_loss_4: 3.215478481700917; cnt_loss: 13.88159624071538; 2025-08-16 05:32:45,908 - INFO - Evaluation: Curr mae: 74.9544; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 540.0282; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1936; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 05:32:45,908 - INFO - Epoch: 0649 / 1300 lr: 1.343e-06 2025-08-16 05:34:24,904 - INFO - Training: cls_zice: 60.77356681599255; reg_zipnll: 220.31059247485163; aux_mae_loss_1: 134.64298646431655; aux_mae_loss_2: 20.75698399850213; aux_mae_loss_4: 3.3158984746602016; cnt_loss: 15.237743809168014; 2025-08-16 05:34:24,905 - INFO - Evaluation: Curr mae: 73.1681; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 519.0208; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1902; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 05:34:24,905 - INFO - Epoch: 0650 / 1300 lr: 1.288e-06 2025-08-16 05:36:02,971 - INFO - Training: cls_zice: 61.05986753619422; reg_zipnll: 225.30548469327715; aux_mae_loss_1: 133.57357596860754; aux_mae_loss_2: 20.533469620584523; aux_mae_loss_4: 3.2670610566985023; cnt_loss: 14.648775576932264; 2025-08-16 05:36:02,972 - INFO - Evaluation: Curr mae: 74.8043; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 549.5527; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1837; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 05:36:03,243 - INFO - Epoch: 0651 / 1300 lr: 1.238e-06 2025-08-16 05:37:40,842 - INFO - Training: cls_zice: 60.445193722920735; reg_zipnll: 225.29241523644612; aux_mae_loss_1: 131.5178418098195; aux_mae_loss_2: 20.235036945588178; aux_mae_loss_4: 3.2330164127913723; cnt_loss: 14.419455685161992; 2025-08-16 05:37:40,843 - INFO - Evaluation: Curr mae: 73.4720; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 508.5917; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1870; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 05:37:40,844 - INFO - Epoch: 0652 / 1300 lr: 1.193e-06 2025-08-16 05:39:18,788 - INFO - Training: cls_zice: 56.463806163261054; reg_zipnll: 227.1543138008804; aux_mae_loss_1: 129.6243879960558; aux_mae_loss_2: 19.82538302576021; aux_mae_loss_4: 3.1383038314878173; cnt_loss: 12.770776259562044; 2025-08-16 05:39:18,789 - INFO - Evaluation: Curr mae: 75.9242; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 550.9993; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1969; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 05:39:18,789 - INFO - Epoch: 0653 / 1300 lr: 1.153e-06 2025-08-16 05:40:57,668 - INFO - Training: cls_zice: 57.63648626568385; reg_zipnll: 225.1637985111815; aux_mae_loss_1: 131.2396719032817; aux_mae_loss_2: 20.14607209350272; aux_mae_loss_4: 3.1999531164573827; cnt_loss: 13.69436830849145; 2025-08-16 05:40:57,669 - INFO - Evaluation: Curr mae: 72.8173; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 511.3182; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1821; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 05:40:57,669 - INFO - Epoch: 0654 / 1300 lr: 1.117e-06 2025-08-16 05:42:35,328 - INFO - Training: cls_zice: 59.79388491284571; reg_zipnll: 220.71020589205784; aux_mae_loss_1: 131.32805446732627; aux_mae_loss_2: 20.29052258273323; aux_mae_loss_4: 3.2305432360399045; cnt_loss: 14.193470993507797; 2025-08-16 05:42:35,329 - INFO - Evaluation: Curr mae: 73.1206; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 528.1291; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1875; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 05:42:35,329 - INFO - Epoch: 0655 / 1300 lr: 1.086e-06 2025-08-16 05:44:12,608 - INFO - Training: cls_zice: 59.157728136122074; reg_zipnll: 221.10273061865092; aux_mae_loss_1: 132.60463822960548; aux_mae_loss_2: 20.372521080517217; aux_mae_loss_4: 3.240052617760734; cnt_loss: 13.328829501772294; 2025-08-16 05:44:12,610 - INFO - Evaluation: Curr mae: 73.0903; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 486.0667; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1909; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 05:44:12,610 - INFO - Epoch: 0656 / 1300 lr: 1.060e-06 2025-08-16 05:45:50,109 - INFO - Training: cls_zice: 59.99371470158541; reg_zipnll: 224.52619169181295; aux_mae_loss_1: 132.47175100468732; aux_mae_loss_2: 20.34964668720118; aux_mae_loss_4: 3.2464047661170863; cnt_loss: 14.295066360336342; 2025-08-16 05:45:50,111 - INFO - Evaluation: Curr mae: 73.7974; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 522.0242; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1911; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 05:45:50,111 - INFO - Epoch: 0657 / 1300 lr: 1.038e-06 2025-08-16 05:47:27,936 - INFO - Training: cls_zice: 60.84652029625248; reg_zipnll: 226.5807707965527; aux_mae_loss_1: 134.37916714979627; aux_mae_loss_2: 20.675110760568653; aux_mae_loss_4: 3.2754526487659366; cnt_loss: 14.269183556953863; 2025-08-16 05:47:27,937 - INFO - Evaluation: Curr mae: 73.9907; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 502.6188; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2033; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 05:47:27,937 - INFO - Epoch: 0658 / 1300 lr: 1.021e-06 2025-08-16 05:49:04,464 - INFO - Training: cls_zice: 61.17076874863366; reg_zipnll: 219.888459977883; aux_mae_loss_1: 134.55321015306487; aux_mae_loss_2: 20.70171664858232; aux_mae_loss_4: 3.3061012431098136; cnt_loss: 14.159898958966174; 2025-08-16 05:49:04,466 - INFO - Evaluation: Curr mae: 72.0809; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 458.4996; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2305; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 05:49:04,466 - INFO - Epoch: 0659 / 1300 lr: 1.010e-06 2025-08-16 05:50:42,357 - INFO - Training: cls_zice: 60.788830614488354; reg_zipnll: 227.3525763955398; aux_mae_loss_1: 133.15359956501075; aux_mae_loss_2: 20.37447845169695; aux_mae_loss_4: 3.239065415142128; cnt_loss: 14.226169189634543; 2025-08-16 05:50:42,358 - INFO - Evaluation: Curr mae: 72.3748; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 470.4826; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2018; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 05:50:42,358 - INFO - Epoch: 0660 / 1300 lr: 1.002e-06 2025-08-16 05:52:19,931 - INFO - Training: cls_zice: 57.86919127776261; reg_zipnll: 224.3033865215233; aux_mae_loss_1: 131.07645710452357; aux_mae_loss_2: 20.14025536110591; aux_mae_loss_4: 3.202135519993642; cnt_loss: 13.495849945244874; 2025-08-16 05:52:19,932 - INFO - Evaluation: Curr mae: 73.7888; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 514.1354; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1823; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 05:52:19,932 - INFO - Epoch: 0661 / 1300 lr: 1.000e-04 2025-08-16 05:53:57,275 - INFO - Training: cls_zice: 63.830279498756084; reg_zipnll: 227.58594713971058; aux_mae_loss_1: 140.98450948523984; aux_mae_loss_2: 22.660278472312005; aux_mae_loss_4: 3.8639924270328336; cnt_loss: 26.030255751009157; 2025-08-16 05:53:57,277 - INFO - Evaluation: Curr mae: 112.5140; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 562.2931; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.4261; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 05:53:57,277 - INFO - Epoch: 0662 / 1300 lr: 1.000e-04 2025-08-16 05:55:34,104 - INFO - Training: cls_zice: 63.53525172323371; reg_zipnll: 223.44998583756865; aux_mae_loss_1: 138.71901652377798; aux_mae_loss_2: 22.260144822088797; aux_mae_loss_4: 3.7812160415943605; cnt_loss: 24.73987146330983; 2025-08-16 05:55:34,105 - INFO - Evaluation: Curr mae: 78.9726; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 547.9025; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2621; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 05:55:34,106 - INFO - Epoch: 0663 / 1300 lr: 1.000e-04 2025-08-16 05:57:11,264 - INFO - Training: cls_zice: 58.72329269828404; reg_zipnll: 231.99226843238182; aux_mae_loss_1: 134.6278562374164; aux_mae_loss_2: 21.642089045752595; aux_mae_loss_4: 3.6702477990201934; cnt_loss: 24.671674692845283; 2025-08-16 05:57:11,265 - INFO - Evaluation: Curr mae: 115.0636; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 333.1281; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.8074; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 05:57:11,266 - INFO - Epoch: 0664 / 1300 lr: 9.999e-05 2025-08-16 05:58:49,219 - INFO - Training: cls_zice: 60.72462961027892; reg_zipnll: 237.39411794863508; aux_mae_loss_1: 140.03743073137377; aux_mae_loss_2: 22.933540769591737; aux_mae_loss_4: 4.033181099321665; cnt_loss: 29.703090406628686; 2025-08-16 05:58:49,221 - INFO - Evaluation: Curr mae: 88.4149; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 430.5140; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.3585; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 05:58:49,221 - INFO - Epoch: 0665 / 1300 lr: 9.999e-05 2025-08-16 06:00:26,507 - INFO - Training: cls_zice: 58.877475627590265; reg_zipnll: 230.20112280750644; aux_mae_loss_1: 134.93913894692545; aux_mae_loss_2: 21.529660288656277; aux_mae_loss_4: 3.637257159215932; cnt_loss: 23.008668989019714; 2025-08-16 06:00:26,508 - INFO - Evaluation: Curr mae: 94.8502; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 477.2862; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2602; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 06:00:26,508 - INFO - Epoch: 0666 / 1300 lr: 9.999e-05 2025-08-16 06:02:03,552 - INFO - Training: cls_zice: 58.62423461353871; reg_zipnll: 231.33613464826178; aux_mae_loss_1: 136.77548659062325; aux_mae_loss_2: 21.81793467734957; aux_mae_loss_4: 3.693400687301067; cnt_loss: 24.04646631929746; 2025-08-16 06:02:03,553 - INFO - Evaluation: Curr mae: 90.6905; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 466.1521; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2492; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 06:02:03,553 - INFO - Epoch: 0667 / 1300 lr: 9.998e-05 2025-08-16 06:03:40,026 - INFO - Training: cls_zice: 63.421342433992876; reg_zipnll: 230.8969466790442; aux_mae_loss_1: 139.0443917889828; aux_mae_loss_2: 22.029256509324885; aux_mae_loss_4: 3.6808214682539813; cnt_loss: 21.81966569674965; 2025-08-16 06:03:40,028 - INFO - Evaluation: Curr mae: 83.4401; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 339.1806; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.3008; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 06:03:40,028 - INFO - Epoch: 0668 / 1300 lr: 9.997e-05 2025-08-16 06:05:17,747 - INFO - Training: cls_zice: 64.57407404765831; reg_zipnll: 229.57788366401104; aux_mae_loss_1: 141.3281732132625; aux_mae_loss_2: 22.49340678977476; aux_mae_loss_4: 3.801818502439631; cnt_loss: 24.32923009677534; 2025-08-16 06:05:17,749 - INFO - Evaluation: Curr mae: 82.1298; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 527.9760; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2180; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 06:05:17,749 - INFO - Epoch: 0669 / 1300 lr: 9.996e-05 2025-08-16 06:06:55,595 - INFO - Training: cls_zice: 60.19386593564617; reg_zipnll: 222.61058659296108; aux_mae_loss_1: 137.75771942727056; aux_mae_loss_2: 22.081351464082772; aux_mae_loss_4: 3.729845014972981; cnt_loss: 23.486836055250585; 2025-08-16 06:06:55,596 - INFO - Evaluation: Curr mae: 98.6156; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 348.1760; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.3689; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 06:06:55,596 - INFO - Epoch: 0670 / 1300 lr: 9.995e-05 2025-08-16 06:08:32,901 - INFO - Training: cls_zice: 58.5429185852983; reg_zipnll: 232.62057980534962; aux_mae_loss_1: 136.39701917300187; aux_mae_loss_2: 21.834149398656614; aux_mae_loss_4: 3.7005276033381875; cnt_loss: 24.464673351199583; 2025-08-16 06:08:32,903 - INFO - Evaluation: Curr mae: 84.8466; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 546.3347; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2314; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 06:08:32,903 - INFO - Epoch: 0671 / 1300 lr: 9.994e-05 2025-08-16 06:10:09,825 - INFO - Training: cls_zice: 57.82115438155313; reg_zipnll: 233.90679055927345; aux_mae_loss_1: 134.8773157516911; aux_mae_loss_2: 21.465429383255827; aux_mae_loss_4: 3.597992821340389; cnt_loss: 22.20459540276417; 2025-08-16 06:10:09,827 - INFO - Evaluation: Curr mae: 107.3595; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 505.1153; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.4306; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 06:10:09,827 - INFO - Epoch: 0672 / 1300 lr: 9.993e-05 2025-08-16 06:11:47,599 - INFO - Training: cls_zice: 61.246862659034505; reg_zipnll: 227.86095097009812; aux_mae_loss_1: 136.44117517152606; aux_mae_loss_2: 21.851698428009346; aux_mae_loss_4: 3.703214631442239; cnt_loss: 24.73104801030882; 2025-08-16 06:11:47,600 - INFO - Evaluation: Curr mae: 88.8963; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 582.9463; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2252; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 06:11:47,600 - INFO - Epoch: 0673 / 1300 lr: 9.991e-05 2025-08-16 06:13:25,957 - INFO - Training: cls_zice: 62.189575104756344; reg_zipnll: 227.27756414437968; aux_mae_loss_1: 137.54809566880252; aux_mae_loss_2: 21.96283440724743; aux_mae_loss_4: 3.7093259243241925; cnt_loss: 23.409357660533836; 2025-08-16 06:13:25,958 - INFO - Evaluation: Curr mae: 81.9617; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 588.2702; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.1943; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 06:13:25,958 - INFO - Epoch: 0674 / 1300 lr: 9.990e-05 2025-08-16 06:15:02,866 - INFO - Training: cls_zice: 60.46742257111943; reg_zipnll: 242.5491980133449; aux_mae_loss_1: 138.09389256572967; aux_mae_loss_2: 22.40253801149697; aux_mae_loss_4: 3.887624491762686; cnt_loss: 28.93558066914811; 2025-08-16 06:15:02,868 - INFO - Evaluation: Curr mae: 76.5791; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 443.6599; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2164; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 06:15:02,868 - INFO - Epoch: 0675 / 1300 lr: 9.988e-05 2025-08-16 06:16:40,465 - INFO - Training: cls_zice: 61.428680929779084; reg_zipnll: 228.78995820856952; aux_mae_loss_1: 135.46163273102826; aux_mae_loss_2: 21.70069546625976; aux_mae_loss_4: 3.6931918873272087; cnt_loss: 24.5419506340223; 2025-08-16 06:16:40,466 - INFO - Evaluation: Curr mae: 92.5200; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 358.2637; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2491; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 06:16:40,466 - INFO - Epoch: 0676 / 1300 lr: 9.987e-05 2025-08-16 06:18:18,532 - INFO - Training: cls_zice: 58.04631138139028; reg_zipnll: 233.94315364366938; aux_mae_loss_1: 135.92319992085044; aux_mae_loss_2: 21.69006632655323; aux_mae_loss_4: 3.665107638946229; cnt_loss: 24.040752829500214; 2025-08-16 06:18:18,534 - INFO - Evaluation: Curr mae: 102.2917; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 590.9102; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.3637; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 06:18:18,534 - INFO - Epoch: 0677 / 1300 lr: 9.985e-05 2025-08-16 06:19:55,371 - INFO - Training: cls_zice: 58.974493253085484; reg_zipnll: 227.44079362334813; aux_mae_loss_1: 135.81273501084826; aux_mae_loss_2: 21.829220478822762; aux_mae_loss_4: 3.7048045200676416; cnt_loss: 24.214276014685936; 2025-08-16 06:19:55,372 - INFO - Evaluation: Curr mae: 72.7145; Best mae: 70.6611; 71.6946; 71.7576; 71.7671; 71.9461; Curr rmse: 367.9491; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2299; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 06:19:55,373 - INFO - Epoch: 0678 / 1300 lr: 9.983e-05 2025-08-16 06:21:33,347 - INFO - Training: cls_zice: 63.37943098826243; reg_zipnll: 234.11046105117603; aux_mae_loss_1: 137.97564269215405; aux_mae_loss_2: 21.846212374826937; aux_mae_loss_4: 3.6796251982833548; cnt_loss: 23.50126502936787; 2025-08-16 06:21:33,409 - INFO - Evaluation: Curr mae: 71.0241; Best mae: 70.6611; 71.0241; 71.6946; 71.7576; 71.7671; Curr rmse: 408.8406; Best rmse: 223.5263; 278.5164; 283.6809; 295.9491; 298.6654; Curr nae: 0.2476; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 06:21:33,409 - INFO - Epoch: 0679 / 1300 lr: 9.981e-05 2025-08-16 06:23:10,147 - INFO - Training: cls_zice: 61.36152499561751; reg_zipnll: 233.94365882383215; aux_mae_loss_1: 138.70821435531184; aux_mae_loss_2: 22.271600663202282; aux_mae_loss_4: 3.7888246010079176; cnt_loss: 25.8055651328864; 2025-08-16 06:23:10,277 - INFO - Evaluation: Curr mae: 70.9455; Best mae: 70.6611; 70.9455; 71.0241; 71.6946; 71.7576; Curr rmse: 247.2351; Best rmse: 223.5263; 247.2351; 278.5164; 283.6809; 295.9491; Curr nae: 0.4499; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 06:23:10,278 - INFO - Epoch: 0680 / 1300 lr: 9.978e-05 2025-08-16 06:24:48,715 - INFO - Training: cls_zice: 61.08493486851224; reg_zipnll: 220.75926685088092; aux_mae_loss_1: 137.21259022494516; aux_mae_loss_2: 21.874768865139135; aux_mae_loss_4: 3.683962139035252; cnt_loss: 22.686055776699035; 2025-08-16 06:24:48,716 - INFO - Evaluation: Curr mae: 86.0483; Best mae: 70.6611; 70.9455; 71.0241; 71.6946; 71.7576; Curr rmse: 580.0501; Best rmse: 223.5263; 247.2351; 278.5164; 283.6809; 295.9491; Curr nae: 0.2556; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 06:24:48,717 - INFO - Epoch: 0681 / 1300 lr: 9.976e-05 2025-08-16 06:26:26,308 - INFO - Training: cls_zice: 63.33291185737269; reg_zipnll: 224.37365899171806; aux_mae_loss_1: 139.9999898503556; aux_mae_loss_2: 22.42969592984354; aux_mae_loss_4: 3.8113481380945613; cnt_loss: 25.122923752336085; 2025-08-16 06:26:26,310 - INFO - Evaluation: Curr mae: 79.4361; Best mae: 70.6611; 70.9455; 71.0241; 71.6946; 71.7576; Curr rmse: 542.1902; Best rmse: 223.5263; 247.2351; 278.5164; 283.6809; 295.9491; Curr nae: 0.3020; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 06:26:26,310 - INFO - Epoch: 0682 / 1300 lr: 9.974e-05 2025-08-16 06:28:04,742 - INFO - Training: cls_zice: 57.54335847106262; reg_zipnll: 235.97703751316413; aux_mae_loss_1: 134.246192584001; aux_mae_loss_2: 21.240146684769186; aux_mae_loss_4: 3.563680808770932; cnt_loss: 21.907329251649752; 2025-08-16 06:28:04,818 - INFO - Evaluation: Curr mae: 83.3539; Best mae: 70.6611; 70.9455; 71.0241; 71.6946; 71.7576; Curr rmse: 271.6479; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2876; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 06:28:04,818 - INFO - Epoch: 0683 / 1300 lr: 9.971e-05 2025-08-16 06:29:42,180 - INFO - Training: cls_zice: 61.91447928337175; reg_zipnll: 233.4379521445934; aux_mae_loss_1: 139.02867684940446; aux_mae_loss_2: 22.416922293469348; aux_mae_loss_4: 3.851208721917209; cnt_loss: 27.083392818053767; 2025-08-16 06:29:42,182 - INFO - Evaluation: Curr mae: 92.9598; Best mae: 70.6611; 70.9455; 71.0241; 71.6946; 71.7576; Curr rmse: 524.3304; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3039; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 06:29:42,182 - INFO - Epoch: 0684 / 1300 lr: 9.968e-05 2025-08-16 06:31:20,469 - INFO - Training: cls_zice: 61.52989287593984; reg_zipnll: 235.43283740046093; aux_mae_loss_1: 139.09292564784346; aux_mae_loss_2: 22.185480494119208; aux_mae_loss_4: 3.739434188313227; cnt_loss: 23.594326802881334; 2025-08-16 06:31:20,531 - INFO - Evaluation: Curr mae: 70.9619; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 425.7357; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1866; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 06:31:20,531 - INFO - Epoch: 0685 / 1300 lr: 9.966e-05 2025-08-16 06:32:58,385 - INFO - Training: cls_zice: 60.11741807313689; reg_zipnll: 229.4220026991974; aux_mae_loss_1: 135.7488959834631; aux_mae_loss_2: 21.779131249474375; aux_mae_loss_4: 3.7111758482486854; cnt_loss: 25.54608506592503; 2025-08-16 06:32:58,387 - INFO - Evaluation: Curr mae: 75.2688; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 484.0346; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2658; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 06:32:58,387 - INFO - Epoch: 0686 / 1300 lr: 9.963e-05 2025-08-16 06:34:36,600 - INFO - Training: cls_zice: 61.10726788046274; reg_zipnll: 238.15778197849932; aux_mae_loss_1: 139.76523790138853; aux_mae_loss_2: 22.670838753178064; aux_mae_loss_4: 3.901359642379388; cnt_loss: 27.19035705073634; 2025-08-16 06:34:36,602 - INFO - Evaluation: Curr mae: 92.2194; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 554.6146; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2462; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 06:34:36,602 - INFO - Epoch: 0687 / 1300 lr: 9.960e-05 2025-08-16 06:36:14,287 - INFO - Training: cls_zice: 58.735634314906626; reg_zipnll: 231.33860468925732; aux_mae_loss_1: 137.23296440536382; aux_mae_loss_2: 22.05340191392482; aux_mae_loss_4: 3.7168160513005097; cnt_loss: 24.464395360652464; 2025-08-16 06:36:14,288 - INFO - Evaluation: Curr mae: 96.2841; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 487.7904; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2929; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 06:36:14,288 - INFO - Epoch: 0688 / 1300 lr: 9.957e-05 2025-08-16 06:37:51,043 - INFO - Training: cls_zice: 62.49694864946037; reg_zipnll: 230.36523640492888; aux_mae_loss_1: 138.48350769082194; aux_mae_loss_2: 21.960333237611238; aux_mae_loss_4: 3.6937237602579565; cnt_loss: 22.332186646204068; 2025-08-16 06:37:51,044 - INFO - Evaluation: Curr mae: 81.1018; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 343.8614; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2300; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 06:37:51,044 - INFO - Epoch: 0689 / 1300 lr: 9.953e-05 2025-08-16 06:39:28,859 - INFO - Training: cls_zice: 65.09065013139444; reg_zipnll: 229.0149827971863; aux_mae_loss_1: 138.83718549439104; aux_mae_loss_2: 22.12798393416221; aux_mae_loss_4: 3.7502502871050014; cnt_loss: 24.33446372444035; 2025-08-16 06:39:28,860 - INFO - Evaluation: Curr mae: 74.0793; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 306.1525; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3562; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 06:39:28,861 - INFO - Epoch: 0690 / 1300 lr: 9.950e-05 2025-08-16 06:41:06,897 - INFO - Training: cls_zice: 61.652239299525334; reg_zipnll: 226.7908078563857; aux_mae_loss_1: 137.9375857890112; aux_mae_loss_2: 22.140832023939314; aux_mae_loss_4: 3.76591480621029; cnt_loss: 24.21604202400443; 2025-08-16 06:41:06,899 - INFO - Evaluation: Curr mae: 97.0984; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 600.1481; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3102; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 06:41:06,899 - INFO - Epoch: 0691 / 1300 lr: 9.946e-05 2025-08-16 06:42:44,865 - INFO - Training: cls_zice: 59.9651574513523; reg_zipnll: 226.0037722845004; aux_mae_loss_1: 135.74904211382633; aux_mae_loss_2: 21.835292952839083; aux_mae_loss_4: 3.735194412632283; cnt_loss: 24.967213321161147; 2025-08-16 06:42:44,867 - INFO - Evaluation: Curr mae: 97.5783; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 477.6952; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.4404; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 06:42:44,867 - INFO - Epoch: 0692 / 1300 lr: 9.943e-05 2025-08-16 06:44:23,768 - INFO - Training: cls_zice: 61.559822343194085; reg_zipnll: 239.7196342056392; aux_mae_loss_1: 137.14990422167938; aux_mae_loss_2: 21.87594039519832; aux_mae_loss_4: 3.6840573944591926; cnt_loss: 23.581619031631547; 2025-08-16 06:44:23,770 - INFO - Evaluation: Curr mae: 94.6801; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 616.8986; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2809; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 06:44:23,770 - INFO - Epoch: 0693 / 1300 lr: 9.939e-05 2025-08-16 06:46:01,452 - INFO - Training: cls_zice: 60.94140582445501; reg_zipnll: 235.34473801639822; aux_mae_loss_1: 137.38757152606405; aux_mae_loss_2: 21.741274950130432; aux_mae_loss_4: 3.6136300750747132; cnt_loss: 21.97802950361394; 2025-08-16 06:46:01,454 - INFO - Evaluation: Curr mae: 81.3684; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 582.5167; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2518; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 06:46:01,454 - INFO - Epoch: 0694 / 1300 lr: 9.935e-05 2025-08-16 06:47:40,212 - INFO - Training: cls_zice: 61.985613392642044; reg_zipnll: 222.034238614276; aux_mae_loss_1: 137.59409273436873; aux_mae_loss_2: 22.02609443909711; aux_mae_loss_4: 3.736627367590877; cnt_loss: 24.603914965700675; 2025-08-16 06:47:40,214 - INFO - Evaluation: Curr mae: 88.5815; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 542.9407; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2802; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 06:47:40,214 - INFO - Epoch: 0695 / 1300 lr: 9.931e-05 2025-08-16 06:49:18,202 - INFO - Training: cls_zice: 59.86259933363809; reg_zipnll: 233.3699855657347; aux_mae_loss_1: 138.80597904960416; aux_mae_loss_2: 22.339494968747726; aux_mae_loss_4: 3.823327306303696; cnt_loss: 26.59923862001277; 2025-08-16 06:49:18,204 - INFO - Evaluation: Curr mae: 80.9161; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 486.0368; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1866; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 06:49:18,204 - INFO - Epoch: 0696 / 1300 lr: 9.927e-05 2025-08-16 06:50:55,683 - INFO - Training: cls_zice: 63.7999287690862; reg_zipnll: 229.49905974086576; aux_mae_loss_1: 139.69095809171623; aux_mae_loss_2: 22.341999410663593; aux_mae_loss_4: 3.810752656282067; cnt_loss: 24.662966439227517; 2025-08-16 06:50:55,685 - INFO - Evaluation: Curr mae: 102.6220; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 584.0531; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.4895; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 06:50:55,685 - INFO - Epoch: 0697 / 1300 lr: 9.923e-05 2025-08-16 06:52:35,132 - INFO - Training: cls_zice: 60.661100628175284; reg_zipnll: 226.26265010490516; aux_mae_loss_1: 137.12923669202164; aux_mae_loss_2: 21.782373185635837; aux_mae_loss_4: 3.679914821849078; cnt_loss: 24.008171468896546; 2025-08-16 06:52:35,134 - INFO - Evaluation: Curr mae: 95.8507; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 500.4794; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.4409; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 06:52:35,134 - INFO - Epoch: 0698 / 1300 lr: 9.919e-05 2025-08-16 06:54:12,239 - INFO - Training: cls_zice: 60.35552768953202; reg_zipnll: 230.78573263212465; aux_mae_loss_1: 136.28631254456036; aux_mae_loss_2: 21.678550015378427; aux_mae_loss_4: 3.648339843382259; cnt_loss: 23.141481799147737; 2025-08-16 06:54:12,240 - INFO - Evaluation: Curr mae: 109.4288; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 320.1458; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 1.0454; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 06:54:12,240 - INFO - Epoch: 0699 / 1300 lr: 9.914e-05 2025-08-16 06:55:48,778 - INFO - Training: cls_zice: 57.806273236487705; reg_zipnll: 233.52405520637728; aux_mae_loss_1: 136.96750540353338; aux_mae_loss_2: 21.9433037407294; aux_mae_loss_4: 3.7402976711488933; cnt_loss: 24.586078499154137; 2025-08-16 06:55:48,779 - INFO - Evaluation: Curr mae: 100.5851; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 521.3933; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.6295; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 06:55:48,779 - INFO - Epoch: 0700 / 1300 lr: 9.910e-05 2025-08-16 06:57:26,732 - INFO - Training: cls_zice: 61.38621190780233; reg_zipnll: 226.93327304084994; aux_mae_loss_1: 135.891020032005; aux_mae_loss_2: 21.579293772003645; aux_mae_loss_4: 3.6267788589460377; cnt_loss: 22.18165730081671; 2025-08-16 06:57:26,734 - INFO - Evaluation: Curr mae: 92.2506; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 548.8846; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.6676; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 06:57:26,906 - INFO - Epoch: 0701 / 1300 lr: 9.905e-05 2025-08-16 06:59:05,289 - INFO - Training: cls_zice: 60.93860931637048; reg_zipnll: 233.6807624895346; aux_mae_loss_1: 138.23979691061692; aux_mae_loss_2: 22.105452380633906; aux_mae_loss_4: 3.747446225817222; cnt_loss: 25.252347751877302; 2025-08-16 06:59:05,290 - INFO - Evaluation: Curr mae: 96.3276; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 596.0748; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.6411; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 06:59:05,290 - INFO - Epoch: 0702 / 1300 lr: 9.900e-05 2025-08-16 07:00:43,057 - INFO - Training: cls_zice: 60.08103685203585; reg_zipnll: 230.8605431897475; aux_mae_loss_1: 139.02481016340477; aux_mae_loss_2: 22.325573015948493; aux_mae_loss_4: 3.8125894432049483; cnt_loss: 25.246633095116113; 2025-08-16 07:00:43,058 - INFO - Evaluation: Curr mae: 87.2144; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 546.3954; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.5238; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 07:00:43,058 - INFO - Epoch: 0703 / 1300 lr: 9.895e-05 2025-08-16 07:02:20,331 - INFO - Training: cls_zice: 61.678753898735216; reg_zipnll: 237.76149269241293; aux_mae_loss_1: 140.38660666752597; aux_mae_loss_2: 22.445339421073697; aux_mae_loss_4: 3.7991918979696258; cnt_loss: 24.489732660793706; 2025-08-16 07:02:20,332 - INFO - Evaluation: Curr mae: 82.1978; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 544.7700; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3318; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 07:02:20,332 - INFO - Epoch: 0704 / 1300 lr: 9.890e-05 2025-08-16 07:03:57,233 - INFO - Training: cls_zice: 64.77196862573489; reg_zipnll: 225.47973652425338; aux_mae_loss_1: 141.83782099451687; aux_mae_loss_2: 22.64762655689661; aux_mae_loss_4: 3.8479616893287796; cnt_loss: 24.624914772406335; 2025-08-16 07:03:57,234 - INFO - Evaluation: Curr mae: 79.9792; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 559.8187; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.4662; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 07:03:57,234 - INFO - Epoch: 0705 / 1300 lr: 9.885e-05 2025-08-16 07:05:37,489 - INFO - Training: cls_zice: 63.9915771726854; reg_zipnll: 228.79935126316886; aux_mae_loss_1: 138.74543683755672; aux_mae_loss_2: 22.176701934294712; aux_mae_loss_4: 3.7655012832815666; cnt_loss: 24.55046704710296; 2025-08-16 07:05:37,490 - INFO - Evaluation: Curr mae: 100.7234; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 576.5226; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3185; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 07:05:37,491 - INFO - Epoch: 0706 / 1300 lr: 9.880e-05 2025-08-16 07:07:17,806 - INFO - Training: cls_zice: 57.113905055204214; reg_zipnll: 229.38507119303804; aux_mae_loss_1: 133.38053611618082; aux_mae_loss_2: 21.126800040659376; aux_mae_loss_4: 3.515848834594295; cnt_loss: 21.04413740984272; 2025-08-16 07:07:17,807 - INFO - Evaluation: Curr mae: 96.7932; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 589.9911; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.4294; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 07:07:17,807 - INFO - Epoch: 0707 / 1300 lr: 9.874e-05 2025-08-16 07:08:55,891 - INFO - Training: cls_zice: 60.925879619919854; reg_zipnll: 231.1552141184672; aux_mae_loss_1: 135.08510425342078; aux_mae_loss_2: 21.34111543057204; aux_mae_loss_4: 3.556743497866898; cnt_loss: 21.557100479277977; 2025-08-16 07:08:55,893 - INFO - Evaluation: Curr mae: 77.5972; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 554.7385; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3783; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 07:08:55,893 - INFO - Epoch: 0708 / 1300 lr: 9.869e-05 2025-08-16 07:10:33,513 - INFO - Training: cls_zice: 58.030101186665284; reg_zipnll: 234.08494290349415; aux_mae_loss_1: 136.9161669576689; aux_mae_loss_2: 21.860407439479484; aux_mae_loss_4: 3.6885037725566288; cnt_loss: 23.498484452769812; 2025-08-16 07:10:33,514 - INFO - Evaluation: Curr mae: 81.3086; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 534.4978; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2998; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 07:10:33,514 - INFO - Epoch: 0709 / 1300 lr: 9.863e-05 2025-08-16 07:12:11,975 - INFO - Training: cls_zice: 62.386761558392976; reg_zipnll: 232.22765395451327; aux_mae_loss_1: 140.75918398173118; aux_mae_loss_2: 22.39506484119935; aux_mae_loss_4: 3.774785432073941; cnt_loss: 24.241270037727062; 2025-08-16 07:12:11,976 - INFO - Evaluation: Curr mae: 77.3161; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 585.4705; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2885; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 07:12:11,976 - INFO - Epoch: 0710 / 1300 lr: 9.858e-05 2025-08-16 07:13:48,823 - INFO - Training: cls_zice: 58.07654893222076; reg_zipnll: 233.57834607592585; aux_mae_loss_1: 134.58089894194222; aux_mae_loss_2: 21.34683666253764; aux_mae_loss_4: 3.575816425382325; cnt_loss: 22.823112607921612; 2025-08-16 07:13:48,824 - INFO - Evaluation: Curr mae: 88.5052; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 587.4810; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2703; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 07:13:48,824 - INFO - Epoch: 0711 / 1300 lr: 9.852e-05 2025-08-16 07:15:26,845 - INFO - Training: cls_zice: 60.90096938318949; reg_zipnll: 229.6734630025751; aux_mae_loss_1: 136.87990911331764; aux_mae_loss_2: 21.921853891681582; aux_mae_loss_4: 3.7286090145993662; cnt_loss: 24.911850030747047; 2025-08-16 07:15:26,847 - INFO - Evaluation: Curr mae: 79.2175; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 536.3718; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2559; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 07:15:26,847 - INFO - Epoch: 0712 / 1300 lr: 9.846e-05 2025-08-16 07:17:03,707 - INFO - Training: cls_zice: 62.14553185684515; reg_zipnll: 231.6241246985899; aux_mae_loss_1: 137.69982970956053; aux_mae_loss_2: 21.909055967257384; aux_mae_loss_4: 3.712289261174386; cnt_loss: 24.453332945129866; 2025-08-16 07:17:03,708 - INFO - Evaluation: Curr mae: 97.0838; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 459.3251; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.5372; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 07:17:03,709 - INFO - Epoch: 0713 / 1300 lr: 9.840e-05 2025-08-16 07:18:42,636 - INFO - Training: cls_zice: 59.76033784468254; reg_zipnll: 224.51966150867295; aux_mae_loss_1: 134.7605140705648; aux_mae_loss_2: 21.477838854556833; aux_mae_loss_4: 3.601618753760517; cnt_loss: 23.381212631657068; 2025-08-16 07:18:42,638 - INFO - Evaluation: Curr mae: 88.1558; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 616.5732; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1825; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 07:18:42,638 - INFO - Epoch: 0714 / 1300 lr: 9.833e-05 2025-08-16 07:20:20,590 - INFO - Training: cls_zice: 60.31420730196112; reg_zipnll: 219.90204637522564; aux_mae_loss_1: 138.5076716185229; aux_mae_loss_2: 22.170590269534937; aux_mae_loss_4: 3.7486496961515177; cnt_loss: 24.537555398242333; 2025-08-16 07:20:20,592 - INFO - Evaluation: Curr mae: 79.5102; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 499.4368; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2481; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 07:20:20,592 - INFO - Epoch: 0715 / 1300 lr: 9.827e-05 2025-08-16 07:21:58,872 - INFO - Training: cls_zice: 60.90751335151244; reg_zipnll: 231.90553552387306; aux_mae_loss_1: 136.68718743017828; aux_mae_loss_2: 21.75982463451768; aux_mae_loss_4: 3.656335425713988; cnt_loss: 21.866341550429865; 2025-08-16 07:21:58,874 - INFO - Evaluation: Curr mae: 92.5644; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 516.7651; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2867; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 07:21:58,874 - INFO - Epoch: 0716 / 1300 lr: 9.821e-05 2025-08-16 07:23:36,446 - INFO - Training: cls_zice: 62.244242999156825; reg_zipnll: 237.0991573775029; aux_mae_loss_1: 138.38427078815843; aux_mae_loss_2: 22.036272064885626; aux_mae_loss_4: 3.7361999983039795; cnt_loss: 24.280515962517352; 2025-08-16 07:23:36,447 - INFO - Evaluation: Curr mae: 100.8081; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 593.3163; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.7789; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 07:23:36,448 - INFO - Epoch: 0717 / 1300 lr: 9.814e-05 2025-08-16 07:25:13,332 - INFO - Training: cls_zice: 58.7709549640935; reg_zipnll: 231.82314455478542; aux_mae_loss_1: 136.84354537924642; aux_mae_loss_2: 21.966495967462926; aux_mae_loss_4: 3.748482543122799; cnt_loss: 25.88876118666102; 2025-08-16 07:25:13,333 - INFO - Evaluation: Curr mae: 100.6293; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 542.3822; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.4086; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 07:25:13,333 - INFO - Epoch: 0718 / 1300 lr: 9.808e-05 2025-08-16 07:26:49,835 - INFO - Training: cls_zice: 60.016137794579514; reg_zipnll: 232.10606304845345; aux_mae_loss_1: 135.5088796934309; aux_mae_loss_2: 21.35626530892438; aux_mae_loss_4: 3.551281578589834; cnt_loss: 20.717288901076525; 2025-08-16 07:26:49,837 - INFO - Evaluation: Curr mae: 83.9013; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 457.8085; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2291; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 07:26:49,837 - INFO - Epoch: 0719 / 1300 lr: 9.801e-05 2025-08-16 07:28:27,729 - INFO - Training: cls_zice: 60.02299018062479; reg_zipnll: 232.58132835525473; aux_mae_loss_1: 136.75540093468516; aux_mae_loss_2: 21.679655224621143; aux_mae_loss_4: 3.6301749938557877; cnt_loss: 22.259077789850895; 2025-08-16 07:28:27,730 - INFO - Evaluation: Curr mae: 83.6640; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 583.3228; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3198; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 07:28:27,730 - INFO - Epoch: 0720 / 1300 lr: 9.794e-05 2025-08-16 07:30:04,955 - INFO - Training: cls_zice: 59.79075790914901; reg_zipnll: 231.2402003467236; aux_mae_loss_1: 135.1160292539621; aux_mae_loss_2: 21.370987482732858; aux_mae_loss_4: 3.5554906267739814; cnt_loss: 22.025492340249695; 2025-08-16 07:30:04,957 - INFO - Evaluation: Curr mae: 98.3152; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 502.1149; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.6206; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 07:30:04,957 - INFO - Epoch: 0721 / 1300 lr: 9.787e-05 2025-08-16 07:31:41,666 - INFO - Training: cls_zice: 60.29316654242096; reg_zipnll: 236.68164509672738; aux_mae_loss_1: 136.74494916920796; aux_mae_loss_2: 21.74184127332006; aux_mae_loss_4: 3.6652163254877594; cnt_loss: 23.560219651322743; 2025-08-16 07:31:41,667 - INFO - Evaluation: Curr mae: 87.6322; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 464.2921; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3749; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 07:31:41,667 - INFO - Epoch: 0722 / 1300 lr: 9.780e-05 2025-08-16 07:33:19,692 - INFO - Training: cls_zice: 59.32895375451116; reg_zipnll: 232.0416994266461; aux_mae_loss_1: 134.85686117334046; aux_mae_loss_2: 21.545737319250033; aux_mae_loss_4: 3.6390165010883755; cnt_loss: 23.76525053757322; 2025-08-16 07:33:19,694 - INFO - Evaluation: Curr mae: 76.1897; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 548.9346; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2484; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 07:33:19,694 - INFO - Epoch: 0723 / 1300 lr: 9.773e-05 2025-08-16 07:34:57,409 - INFO - Training: cls_zice: 61.32670368556805; reg_zipnll: 224.76267487592133; aux_mae_loss_1: 137.33277808240877; aux_mae_loss_2: 21.758030890192654; aux_mae_loss_4: 3.635945300516555; cnt_loss: 21.6767973752745; 2025-08-16 07:34:57,410 - INFO - Evaluation: Curr mae: 93.7002; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 580.5794; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.5258; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 07:34:57,411 - INFO - Epoch: 0724 / 1300 lr: 9.765e-05 2025-08-16 07:36:34,703 - INFO - Training: cls_zice: 57.75486330699491; reg_zipnll: 230.68345624438288; aux_mae_loss_1: 133.97282586673845; aux_mae_loss_2: 21.137837932164995; aux_mae_loss_4: 3.5072969588951466; cnt_loss: 20.17388520878201; 2025-08-16 07:36:34,704 - INFO - Evaluation: Curr mae: 83.3981; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 518.5855; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2721; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 07:36:34,705 - INFO - Epoch: 0725 / 1300 lr: 9.758e-05 2025-08-16 07:38:13,817 - INFO - Training: cls_zice: 62.06097509215914; reg_zipnll: 238.25179226049113; aux_mae_loss_1: 137.47752178849169; aux_mae_loss_2: 21.955947046108296; aux_mae_loss_4: 3.7271296489208092; cnt_loss: 25.618680073546873; 2025-08-16 07:38:13,819 - INFO - Evaluation: Curr mae: 80.6484; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 446.6620; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.6385; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 07:38:13,819 - INFO - Epoch: 0726 / 1300 lr: 9.750e-05 2025-08-16 07:39:50,573 - INFO - Training: cls_zice: 59.42098337848573; reg_zipnll: 232.62073070653605; aux_mae_loss_1: 134.5986415156975; aux_mae_loss_2: 21.36651349496719; aux_mae_loss_4: 3.5679553460645796; cnt_loss: 22.695288740883758; 2025-08-16 07:39:50,575 - INFO - Evaluation: Curr mae: 95.9494; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 566.6407; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2927; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 07:39:50,575 - INFO - Epoch: 0727 / 1300 lr: 9.742e-05 2025-08-16 07:41:27,588 - INFO - Training: cls_zice: 56.618389380506805; reg_zipnll: 227.29161865116697; aux_mae_loss_1: 130.17628711906374; aux_mae_loss_2: 20.59269225750607; aux_mae_loss_4: 3.4153161482516783; cnt_loss: 20.175766434338527; 2025-08-16 07:41:27,589 - INFO - Evaluation: Curr mae: 77.9422; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 537.1853; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1791; Best nae: 0.1715; 0.1716; 0.1731; 0.1742; 0.1769; 2025-08-16 07:41:27,590 - INFO - Epoch: 0728 / 1300 lr: 9.735e-05 2025-08-16 07:43:04,830 - INFO - Training: cls_zice: 61.68011444132861; reg_zipnll: 223.26177833380612; aux_mae_loss_1: 135.49958354096793; aux_mae_loss_2: 21.70252033616093; aux_mae_loss_4: 3.6896113095982215; cnt_loss: 23.874323146815165; 2025-08-16 07:43:04,892 - INFO - Evaluation: Curr mae: 79.2574; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 600.2659; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1623; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 07:43:04,892 - INFO - Epoch: 0729 / 1300 lr: 9.727e-05 2025-08-16 07:44:42,499 - INFO - Training: cls_zice: 65.4075975273676; reg_zipnll: 227.35944421371028; aux_mae_loss_1: 140.53314219281117; aux_mae_loss_2: 22.286795287021942; aux_mae_loss_4: 3.767521689361043; cnt_loss: 24.086427242406536; 2025-08-16 07:44:42,501 - INFO - Evaluation: Curr mae: 86.0840; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 605.4016; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2208; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 07:44:42,501 - INFO - Epoch: 0730 / 1300 lr: 9.719e-05 2025-08-16 07:46:19,491 - INFO - Training: cls_zice: 61.36071362961227; reg_zipnll: 239.82002780982953; aux_mae_loss_1: 136.32136111026557; aux_mae_loss_2: 21.58498776418691; aux_mae_loss_4: 3.6309681965330265; cnt_loss: 24.353173934402072; 2025-08-16 07:46:19,492 - INFO - Evaluation: Curr mae: 84.7304; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 591.1009; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1863; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 07:46:19,492 - INFO - Epoch: 0731 / 1300 lr: 9.711e-05 2025-08-16 07:47:56,190 - INFO - Training: cls_zice: 62.89356110361824; reg_zipnll: 231.31154820851617; aux_mae_loss_1: 139.5171976310122; aux_mae_loss_2: 22.090295202014993; aux_mae_loss_4: 3.7113234926312013; cnt_loss: 22.50562388915329; 2025-08-16 07:47:56,191 - INFO - Evaluation: Curr mae: 90.3001; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 501.5697; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2371; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 07:47:56,192 - INFO - Epoch: 0732 / 1300 lr: 9.702e-05 2025-08-16 07:49:32,939 - INFO - Training: cls_zice: 58.04513240331703; reg_zipnll: 224.62088605983703; aux_mae_loss_1: 133.56727852122643; aux_mae_loss_2: 21.049466470213353; aux_mae_loss_4: 3.4845924624134152; cnt_loss: 20.37277905309721; 2025-08-16 07:49:32,940 - INFO - Evaluation: Curr mae: 101.3757; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 568.7215; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.4282; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 07:49:32,940 - INFO - Epoch: 0733 / 1300 lr: 9.694e-05 2025-08-16 07:51:10,706 - INFO - Training: cls_zice: 62.68501152324186; reg_zipnll: 225.86818538165645; aux_mae_loss_1: 137.9687557808844; aux_mae_loss_2: 21.81834613265599; aux_mae_loss_4: 3.6629640734287645; cnt_loss: 23.625436809191665; 2025-08-16 07:51:10,707 - INFO - Evaluation: Curr mae: 98.8311; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 519.4495; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.4348; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 07:51:10,707 - INFO - Epoch: 0734 / 1300 lr: 9.686e-05 2025-08-16 07:52:47,919 - INFO - Training: cls_zice: 61.49239456990691; reg_zipnll: 228.3509700696695; aux_mae_loss_1: 135.89944365337146; aux_mae_loss_2: 21.568494241464414; aux_mae_loss_4: 3.6099340693503237; cnt_loss: 22.93189402656261; 2025-08-16 07:52:47,921 - INFO - Evaluation: Curr mae: 85.3624; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 562.3359; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2740; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 07:52:47,921 - INFO - Epoch: 0735 / 1300 lr: 9.677e-05 2025-08-16 07:54:25,249 - INFO - Training: cls_zice: 60.67944260343794; reg_zipnll: 230.05312383695863; aux_mae_loss_1: 133.58070010697628; aux_mae_loss_2: 21.099394546989302; aux_mae_loss_4: 3.515631692728224; cnt_loss: 21.722451944277648; 2025-08-16 07:54:25,251 - INFO - Evaluation: Curr mae: 74.4278; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 482.4473; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2103; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 07:54:25,251 - INFO - Epoch: 0736 / 1300 lr: 9.668e-05 2025-08-16 07:56:02,870 - INFO - Training: cls_zice: 57.42228250783943; reg_zipnll: 235.26955809017073; aux_mae_loss_1: 132.6956644278872; aux_mae_loss_2: 21.024033781801826; aux_mae_loss_4: 3.512142073219417; cnt_loss: 21.273658807602516; 2025-08-16 07:56:02,871 - INFO - Evaluation: Curr mae: 90.3715; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 502.5941; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.5655; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 07:56:02,871 - INFO - Epoch: 0737 / 1300 lr: 9.660e-05 2025-08-16 07:57:39,725 - INFO - Training: cls_zice: 60.211173711674995; reg_zipnll: 223.0369347618907; aux_mae_loss_1: 136.10539250018357; aux_mae_loss_2: 21.662133399502476; aux_mae_loss_4: 3.642153724759894; cnt_loss: 22.94387016443483; 2025-08-16 07:57:39,727 - INFO - Evaluation: Curr mae: 93.9748; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 570.2029; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3395; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 07:57:39,727 - INFO - Epoch: 0738 / 1300 lr: 9.651e-05 2025-08-16 07:59:17,879 - INFO - Training: cls_zice: 59.56864092010612; reg_zipnll: 225.96677409468703; aux_mae_loss_1: 136.15393140444718; aux_mae_loss_2: 21.735041700475932; aux_mae_loss_4: 3.6650856702677084; cnt_loss: 23.81265880577362; 2025-08-16 07:59:17,881 - INFO - Evaluation: Curr mae: 96.6641; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 574.8175; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.5979; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 07:59:17,881 - INFO - Epoch: 0739 / 1300 lr: 9.642e-05 2025-08-16 08:00:56,889 - INFO - Training: cls_zice: 60.21823903914436; reg_zipnll: 230.7701929675889; aux_mae_loss_1: 135.90002742463335; aux_mae_loss_2: 21.539503185791958; aux_mae_loss_4: 3.62881554812576; cnt_loss: 22.966199125299724; 2025-08-16 08:00:56,890 - INFO - Evaluation: Curr mae: 83.6365; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 524.2118; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.4595; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 08:00:56,890 - INFO - Epoch: 0740 / 1300 lr: 9.632e-05 2025-08-16 08:02:34,574 - INFO - Training: cls_zice: 61.16409937252116; reg_zipnll: 227.58280559431924; aux_mae_loss_1: 136.80751719634148; aux_mae_loss_2: 21.778813758055776; aux_mae_loss_4: 3.661563806944457; cnt_loss: 22.62705963375023; 2025-08-16 08:02:34,575 - INFO - Evaluation: Curr mae: 110.6937; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 391.9674; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.4003; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 08:02:34,576 - INFO - Epoch: 0741 / 1300 lr: 9.623e-05 2025-08-16 08:04:12,356 - INFO - Training: cls_zice: 60.31941182064826; reg_zipnll: 230.5792042798432; aux_mae_loss_1: 136.3229227041524; aux_mae_loss_2: 21.525088771143427; aux_mae_loss_4: 3.5850877783292363; cnt_loss: 21.88549945041882; 2025-08-16 08:04:12,357 - INFO - Evaluation: Curr mae: 73.2624; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 488.7493; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1831; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 08:04:12,357 - INFO - Epoch: 0742 / 1300 lr: 9.614e-05 2025-08-16 08:05:50,215 - INFO - Training: cls_zice: 61.78011755564832; reg_zipnll: 232.8036690837007; aux_mae_loss_1: 137.41329485836863; aux_mae_loss_2: 21.792653140188182; aux_mae_loss_4: 3.6687019298805983; cnt_loss: 23.288949564367456; 2025-08-16 08:05:50,216 - INFO - Evaluation: Curr mae: 77.2561; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 526.1182; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2037; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 08:05:50,216 - INFO - Epoch: 0743 / 1300 lr: 9.604e-05 2025-08-16 08:07:27,226 - INFO - Training: cls_zice: 60.27902198412424; reg_zipnll: 217.2753435051533; aux_mae_loss_1: 136.37469790833774; aux_mae_loss_2: 21.848641623568106; aux_mae_loss_4: 3.6987023549705054; cnt_loss: 24.754842676969297; 2025-08-16 08:07:27,227 - INFO - Evaluation: Curr mae: 82.6391; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 572.5933; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3885; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 08:07:27,227 - INFO - Epoch: 0744 / 1300 lr: 9.595e-05 2025-08-16 08:09:05,801 - INFO - Training: cls_zice: 62.96311585114824; reg_zipnll: 233.5747988389513; aux_mae_loss_1: 138.03110989077845; aux_mae_loss_2: 21.83346499636731; aux_mae_loss_4: 3.662733227091154; cnt_loss: 23.273007659495338; 2025-08-16 08:09:05,802 - INFO - Evaluation: Curr mae: 84.0631; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 534.8413; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.5102; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 08:09:05,802 - INFO - Epoch: 0745 / 1300 lr: 9.585e-05 2025-08-16 08:10:43,764 - INFO - Training: cls_zice: 56.68025801206309; reg_zipnll: 231.39976954521435; aux_mae_loss_1: 132.66553210476675; aux_mae_loss_2: 20.921446800231934; aux_mae_loss_4: 3.466234801361064; cnt_loss: 19.966528670646845; 2025-08-16 08:10:43,765 - INFO - Evaluation: Curr mae: 79.1729; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 572.6956; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3258; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 08:10:43,765 - INFO - Epoch: 0746 / 1300 lr: 9.575e-05 2025-08-16 08:12:21,758 - INFO - Training: cls_zice: 57.95539632106348; reg_zipnll: 227.2058192549757; aux_mae_loss_1: 134.92663954707834; aux_mae_loss_2: 21.22474160721492; aux_mae_loss_4: 3.534608773216797; cnt_loss: 21.105327279524815; 2025-08-16 08:12:21,760 - INFO - Evaluation: Curr mae: 81.6845; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 539.3335; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1997; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 08:12:21,760 - INFO - Epoch: 0747 / 1300 lr: 9.565e-05 2025-08-16 08:13:58,212 - INFO - Training: cls_zice: 64.92759259401373; reg_zipnll: 229.7087044017174; aux_mae_loss_1: 138.56164454678336; aux_mae_loss_2: 21.97250484991196; aux_mae_loss_4: 3.683902363544258; cnt_loss: 23.358165589580192; 2025-08-16 08:13:58,214 - INFO - Evaluation: Curr mae: 90.6123; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 587.5330; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2862; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 08:13:58,214 - INFO - Epoch: 0748 / 1300 lr: 9.555e-05 2025-08-16 08:15:35,282 - INFO - Training: cls_zice: 59.81245536504644; reg_zipnll: 229.60735181793763; aux_mae_loss_1: 135.52908817967904; aux_mae_loss_2: 21.62094008462901; aux_mae_loss_4: 3.6536040364316924; cnt_loss: 23.74446142240784; 2025-08-16 08:15:35,283 - INFO - Evaluation: Curr mae: 82.0849; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 592.2465; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1893; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 08:15:35,284 - INFO - Epoch: 0749 / 1300 lr: 9.545e-05 2025-08-16 08:17:13,039 - INFO - Training: cls_zice: 61.0741017181953; reg_zipnll: 223.1077175091349; aux_mae_loss_1: 138.6367078991966; aux_mae_loss_2: 22.007701317264978; aux_mae_loss_4: 3.692281368765549; cnt_loss: 23.137484182735335; 2025-08-16 08:17:13,041 - INFO - Evaluation: Curr mae: 101.0838; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 572.1702; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.4949; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 08:17:13,041 - INFO - Epoch: 0750 / 1300 lr: 9.535e-05 2025-08-16 08:18:50,018 - INFO - Training: cls_zice: 58.725759211611624; reg_zipnll: 224.5428566430099; aux_mae_loss_1: 134.71395733301316; aux_mae_loss_2: 21.349990240405948; aux_mae_loss_4: 3.5733310427028293; cnt_loss: 21.691149900382467; 2025-08-16 08:18:50,019 - INFO - Evaluation: Curr mae: 102.2738; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 578.1540; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2774; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 08:18:50,190 - INFO - Epoch: 0751 / 1300 lr: 9.525e-05 2025-08-16 08:20:27,234 - INFO - Training: cls_zice: 57.36999160970698; reg_zipnll: 223.84679431473995; aux_mae_loss_1: 133.6870105713989; aux_mae_loss_2: 21.31159835241754; aux_mae_loss_4: 3.5782481150026495; cnt_loss: 22.7745866928738; 2025-08-16 08:20:27,235 - INFO - Evaluation: Curr mae: 89.7690; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 573.2824; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2607; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 08:20:27,235 - INFO - Epoch: 0752 / 1300 lr: 9.514e-05 2025-08-16 08:22:04,919 - INFO - Training: cls_zice: 59.14822949656791; reg_zipnll: 229.69744263087568; aux_mae_loss_1: 134.868013872279; aux_mae_loss_2: 21.367685324122178; aux_mae_loss_4: 3.5795625203066437; cnt_loss: 21.837907040333686; 2025-08-16 08:22:04,921 - INFO - Evaluation: Curr mae: 94.9660; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 575.4521; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.9201; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 08:22:04,921 - INFO - Epoch: 0753 / 1300 lr: 9.504e-05 2025-08-16 08:23:42,181 - INFO - Training: cls_zice: 62.845491806806514; reg_zipnll: 235.0769735547142; aux_mae_loss_1: 139.057298910342; aux_mae_loss_2: 22.316422271238196; aux_mae_loss_4: 3.80602693435159; cnt_loss: 25.60382181574569; 2025-08-16 08:23:42,182 - INFO - Evaluation: Curr mae: 82.3289; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 524.4069; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.5856; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 08:23:42,183 - INFO - Epoch: 0754 / 1300 lr: 9.493e-05 2025-08-16 08:25:20,243 - INFO - Training: cls_zice: 60.21650032381166; reg_zipnll: 224.43038082858286; aux_mae_loss_1: 137.45177986811856; aux_mae_loss_2: 21.76460537689817; aux_mae_loss_4: 3.627032894095296; cnt_loss: 22.69899046942017; 2025-08-16 08:25:20,244 - INFO - Evaluation: Curr mae: 81.7813; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 505.9553; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2365; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 08:25:20,244 - INFO - Epoch: 0755 / 1300 lr: 9.482e-05 2025-08-16 08:26:57,056 - INFO - Training: cls_zice: 62.81149794180473; reg_zipnll: 228.55584854086752; aux_mae_loss_1: 138.7860663887161; aux_mae_loss_2: 22.029420601371626; aux_mae_loss_4: 3.668526626184851; cnt_loss: 22.210232489519683; 2025-08-16 08:26:57,058 - INFO - Evaluation: Curr mae: 99.7875; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 598.5081; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3145; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 08:26:57,058 - INFO - Epoch: 0756 / 1300 lr: 9.471e-05 2025-08-16 08:28:33,878 - INFO - Training: cls_zice: 61.35356785115668; reg_zipnll: 228.7973736368292; aux_mae_loss_1: 137.20107814033724; aux_mae_loss_2: 21.75965935037804; aux_mae_loss_4: 3.6356603391372757; cnt_loss: 22.005533554866567; 2025-08-16 08:28:33,880 - INFO - Evaluation: Curr mae: 91.3116; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 532.3843; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.5971; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 08:28:33,880 - INFO - Epoch: 0757 / 1300 lr: 9.460e-05 2025-08-16 08:30:11,032 - INFO - Training: cls_zice: 59.916443837255926; reg_zipnll: 230.11584246618276; aux_mae_loss_1: 136.13587841828254; aux_mae_loss_2: 21.51418619781043; aux_mae_loss_4: 3.5889371522441316; cnt_loss: 22.506609991460962; 2025-08-16 08:30:11,033 - INFO - Evaluation: Curr mae: 88.8204; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 581.5232; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.4122; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 08:30:11,033 - INFO - Epoch: 0758 / 1300 lr: 9.449e-05 2025-08-16 08:31:49,635 - INFO - Training: cls_zice: 56.43724485289468; reg_zipnll: 227.5985000924157; aux_mae_loss_1: 130.90090391997506; aux_mae_loss_2: 20.707757727958857; aux_mae_loss_4: 3.4581919787475566; cnt_loss: 21.73380625646341; 2025-08-16 08:31:49,636 - INFO - Evaluation: Curr mae: 87.4851; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 574.0894; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3269; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 08:31:49,636 - INFO - Epoch: 0759 / 1300 lr: 9.438e-05 2025-08-16 08:33:27,590 - INFO - Training: cls_zice: 60.752603140963686; reg_zipnll: 232.58286894379054; aux_mae_loss_1: 136.70923076129512; aux_mae_loss_2: 21.60190286856997; aux_mae_loss_4: 3.5969978348761416; cnt_loss: 21.31582190015935; 2025-08-16 08:33:27,592 - INFO - Evaluation: Curr mae: 107.5088; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 483.8994; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.4071; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 08:33:27,592 - INFO - Epoch: 0760 / 1300 lr: 9.427e-05 2025-08-16 08:35:04,996 - INFO - Training: cls_zice: 61.78044074053629; reg_zipnll: 233.2920129378841; aux_mae_loss_1: 138.31293515987446; aux_mae_loss_2: 21.93158465118212; aux_mae_loss_4: 3.6941583804728744; cnt_loss: 23.729929986527157; 2025-08-16 08:35:04,998 - INFO - Evaluation: Curr mae: 86.0408; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 539.2911; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2901; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 08:35:04,998 - INFO - Epoch: 0761 / 1300 lr: 9.416e-05 2025-08-16 08:36:43,114 - INFO - Training: cls_zice: 57.81630258955502; reg_zipnll: 236.6879433482349; aux_mae_loss_1: 134.18541113453844; aux_mae_loss_2: 21.487730424018018; aux_mae_loss_4: 3.646385193943671; cnt_loss: 24.517597311873057; 2025-08-16 08:36:43,115 - INFO - Evaluation: Curr mae: 86.5645; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 586.0495; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3325; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 08:36:43,115 - INFO - Epoch: 0762 / 1300 lr: 9.404e-05 2025-08-16 08:38:22,103 - INFO - Training: cls_zice: 60.981328168840825; reg_zipnll: 223.85617984781535; aux_mae_loss_1: 136.7379066692833; aux_mae_loss_2: 21.596791219588724; aux_mae_loss_4: 3.600343282241135; cnt_loss: 22.065765211392183; 2025-08-16 08:38:22,104 - INFO - Evaluation: Curr mae: 80.2774; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 542.5777; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2932; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 08:38:22,104 - INFO - Epoch: 0763 / 1300 lr: 9.392e-05 2025-08-16 08:40:00,183 - INFO - Training: cls_zice: 58.13407346192546; reg_zipnll: 229.9108079552344; aux_mae_loss_1: 135.071814073695; aux_mae_loss_2: 21.288628378993135; aux_mae_loss_4: 3.527832206846203; cnt_loss: 20.30447579043077; 2025-08-16 08:40:00,184 - INFO - Evaluation: Curr mae: 79.5515; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 534.1232; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.4397; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 08:40:00,184 - INFO - Epoch: 0764 / 1300 lr: 9.381e-05 2025-08-16 08:41:37,050 - INFO - Training: cls_zice: 62.30659803353576; reg_zipnll: 220.86426206848614; aux_mae_loss_1: 137.65800474603256; aux_mae_loss_2: 21.857046151835384; aux_mae_loss_4: 3.678479540010957; cnt_loss: 22.891279772192163; 2025-08-16 08:41:37,051 - INFO - Evaluation: Curr mae: 83.3249; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 529.6681; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3264; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 08:41:37,051 - INFO - Epoch: 0765 / 1300 lr: 9.369e-05 2025-08-16 08:43:13,493 - INFO - Training: cls_zice: 58.45446333541968; reg_zipnll: 224.70325198823198; aux_mae_loss_1: 134.30497967246873; aux_mae_loss_2: 21.31169707854793; aux_mae_loss_4: 3.535411189944701; cnt_loss: 20.178671329983707; 2025-08-16 08:43:13,494 - INFO - Evaluation: Curr mae: 81.5436; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 580.9700; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2657; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 08:43:13,495 - INFO - Epoch: 0766 / 1300 lr: 9.357e-05 2025-08-16 08:44:51,780 - INFO - Training: cls_zice: 61.11071083857498; reg_zipnll: 230.55060470502605; aux_mae_loss_1: 135.24514314509295; aux_mae_loss_2: 21.3435226798364; aux_mae_loss_4: 3.5499554487917293; cnt_loss: 21.70029440330662; 2025-08-16 08:44:51,782 - INFO - Evaluation: Curr mae: 87.4772; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 608.0195; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.4669; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 08:44:51,782 - INFO - Epoch: 0767 / 1300 lr: 9.345e-05 2025-08-16 08:46:29,211 - INFO - Training: cls_zice: 60.18555620753214; reg_zipnll: 229.82108957050391; aux_mae_loss_1: 136.85049095742193; aux_mae_loss_2: 21.995785422680616; aux_mae_loss_4: 3.769767748512768; cnt_loss: 26.04408143663774; 2025-08-16 08:46:29,213 - INFO - Evaluation: Curr mae: 98.6603; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 554.5510; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.8433; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 08:46:29,213 - INFO - Epoch: 0768 / 1300 lr: 9.333e-05 2025-08-16 08:48:07,080 - INFO - Training: cls_zice: 62.13798011647858; reg_zipnll: 224.74192660020373; aux_mae_loss_1: 136.2673520453485; aux_mae_loss_2: 21.546668780800005; aux_mae_loss_4: 3.6179331323481465; cnt_loss: 22.880768349973586; 2025-08-16 08:48:07,082 - INFO - Evaluation: Curr mae: 94.9693; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 536.5739; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3192; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 08:48:07,082 - INFO - Epoch: 0769 / 1300 lr: 9.321e-05 2025-08-16 08:49:44,426 - INFO - Training: cls_zice: 58.16828423772955; reg_zipnll: 229.31194576567427; aux_mae_loss_1: 133.59672105588152; aux_mae_loss_2: 20.965676741612295; aux_mae_loss_4: 3.4580797375321084; cnt_loss: 19.661893153251903; 2025-08-16 08:49:44,427 - INFO - Evaluation: Curr mae: 88.0694; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 579.2987; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.4438; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 08:49:44,427 - INFO - Epoch: 0770 / 1300 lr: 9.308e-05 2025-08-16 08:51:22,635 - INFO - Training: cls_zice: 59.992762844482854; reg_zipnll: 234.12691193803724; aux_mae_loss_1: 134.43950752121012; aux_mae_loss_2: 21.166301506650477; aux_mae_loss_4: 3.492525623665984; cnt_loss: 19.8514630236785; 2025-08-16 08:51:22,637 - INFO - Evaluation: Curr mae: 98.4061; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 563.8702; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.5546; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 08:51:22,637 - INFO - Epoch: 0771 / 1300 lr: 9.296e-05 2025-08-16 08:52:59,905 - INFO - Training: cls_zice: 59.297989785518006; reg_zipnll: 230.2464576662353; aux_mae_loss_1: 135.11127665600617; aux_mae_loss_2: 21.54282242595996; aux_mae_loss_4: 3.643954787432075; cnt_loss: 23.39483785935723; 2025-08-16 08:52:59,906 - INFO - Evaluation: Curr mae: 90.4556; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 597.3893; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2299; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 08:52:59,906 - INFO - Epoch: 0772 / 1300 lr: 9.283e-05 2025-08-16 08:54:38,231 - INFO - Training: cls_zice: 61.70498209329834; reg_zipnll: 238.39213138374387; aux_mae_loss_1: 138.55837680257684; aux_mae_loss_2: 22.22529047620327; aux_mae_loss_4: 3.780949008342233; cnt_loss: 24.824728636937767; 2025-08-16 08:54:38,233 - INFO - Evaluation: Curr mae: 80.8640; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 570.2567; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2548; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 08:54:38,233 - INFO - Epoch: 0773 / 1300 lr: 9.271e-05 2025-08-16 08:56:16,056 - INFO - Training: cls_zice: 61.20289404563855; reg_zipnll: 226.39431465560796; aux_mae_loss_1: 135.57930187333213; aux_mae_loss_2: 21.459166726600234; aux_mae_loss_4: 3.5801487220283645; cnt_loss: 22.194263181220595; 2025-08-16 08:56:16,058 - INFO - Evaluation: Curr mae: 82.0426; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 567.7626; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3413; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 08:56:16,058 - INFO - Epoch: 0774 / 1300 lr: 9.258e-05 2025-08-16 08:57:54,517 - INFO - Training: cls_zice: 60.18844835034986; reg_zipnll: 231.65536115102105; aux_mae_loss_1: 136.7073948132042; aux_mae_loss_2: 21.88791951360923; aux_mae_loss_4: 3.7140161473217845; cnt_loss: 23.8418070258702; 2025-08-16 08:57:54,519 - INFO - Evaluation: Curr mae: 74.7562; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 511.1323; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2106; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 08:57:54,519 - INFO - Epoch: 0775 / 1300 lr: 9.245e-05 2025-08-16 08:59:31,566 - INFO - Training: cls_zice: 60.19438435439892; reg_zipnll: 227.4239873224175; aux_mae_loss_1: 136.53949916025667; aux_mae_loss_2: 21.622759857030637; aux_mae_loss_4: 3.602843455912828; cnt_loss: 22.313867079874544; 2025-08-16 08:59:31,567 - INFO - Evaluation: Curr mae: 83.0495; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 538.1462; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3031; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 08:59:31,567 - INFO - Epoch: 0776 / 1300 lr: 9.232e-05 2025-08-16 09:01:09,798 - INFO - Training: cls_zice: 62.44437419157715; reg_zipnll: 225.92157088331209; aux_mae_loss_1: 138.4293957344977; aux_mae_loss_2: 21.699080076193134; aux_mae_loss_4: 3.6057491287167704; cnt_loss: 20.529193705948583; 2025-08-16 09:01:09,799 - INFO - Evaluation: Curr mae: 84.4955; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 464.7781; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3291; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 09:01:09,799 - INFO - Epoch: 0777 / 1300 lr: 9.219e-05 2025-08-16 09:02:47,640 - INFO - Training: cls_zice: 60.52346019803099; reg_zipnll: 231.4354669526794; aux_mae_loss_1: 135.34853795009897; aux_mae_loss_2: 21.25164903834424; aux_mae_loss_4: 3.52291689219389; cnt_loss: 20.92789160929486; 2025-08-16 09:02:47,641 - INFO - Evaluation: Curr mae: 74.0525; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 402.2734; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3346; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 09:02:47,642 - INFO - Epoch: 0778 / 1300 lr: 9.206e-05 2025-08-16 09:04:25,579 - INFO - Training: cls_zice: 60.10978782073544; reg_zipnll: 229.53267410788254; aux_mae_loss_1: 134.05074973216708; aux_mae_loss_2: 21.205352786880532; aux_mae_loss_4: 3.5491857678847327; cnt_loss: 21.698941909255588; 2025-08-16 09:04:25,580 - INFO - Evaluation: Curr mae: 79.8875; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 469.0367; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3336; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 09:04:25,580 - INFO - Epoch: 0779 / 1300 lr: 9.193e-05 2025-08-16 09:06:03,712 - INFO - Training: cls_zice: 59.24549202946587; reg_zipnll: 231.50587755610212; aux_mae_loss_1: 133.95108832920732; aux_mae_loss_2: 21.129190189979376; aux_mae_loss_4: 3.508187311627258; cnt_loss: 20.921448793386737; 2025-08-16 09:06:03,714 - INFO - Evaluation: Curr mae: 77.6454; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 414.5823; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3278; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 09:06:03,714 - INFO - Epoch: 0780 / 1300 lr: 9.179e-05 2025-08-16 09:07:41,661 - INFO - Training: cls_zice: 60.60636742914857; reg_zipnll: 231.21509633395237; aux_mae_loss_1: 135.59284731416287; aux_mae_loss_2: 21.472375063172954; aux_mae_loss_4: 3.5752020810747513; cnt_loss: 22.065639238431093; 2025-08-16 09:07:41,663 - INFO - Evaluation: Curr mae: 79.7564; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 571.0167; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3502; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 09:07:41,663 - INFO - Epoch: 0781 / 1300 lr: 9.166e-05 2025-08-16 09:09:19,898 - INFO - Training: cls_zice: 62.034750660618045; reg_zipnll: 232.78641148152877; aux_mae_loss_1: 138.7758328356902; aux_mae_loss_2: 21.985976779368972; aux_mae_loss_4: 3.670007280028571; cnt_loss: 21.720843319414822; 2025-08-16 09:09:19,899 - INFO - Evaluation: Curr mae: 76.6659; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 539.0864; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3269; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 09:09:19,899 - INFO - Epoch: 0782 / 1300 lr: 9.152e-05 2025-08-16 09:10:57,828 - INFO - Training: cls_zice: 61.53421590597893; reg_zipnll: 233.76836969919867; aux_mae_loss_1: 136.07624396689448; aux_mae_loss_2: 21.517422010475688; aux_mae_loss_4: 3.5982259259125873; cnt_loss: 22.97522034375404; 2025-08-16 09:10:57,829 - INFO - Evaluation: Curr mae: 94.5174; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 553.4766; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.5766; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 09:10:57,829 - INFO - Epoch: 0783 / 1300 lr: 9.139e-05 2025-08-16 09:12:35,586 - INFO - Training: cls_zice: 60.67243811285128; reg_zipnll: 230.6289718843671; aux_mae_loss_1: 132.7088883309254; aux_mae_loss_2: 20.82982538904813; aux_mae_loss_4: 3.4431831268234547; cnt_loss: 20.688879716672137; 2025-08-16 09:12:35,588 - INFO - Evaluation: Curr mae: 87.6370; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 542.0473; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.5231; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 09:12:35,588 - INFO - Epoch: 0784 / 1300 lr: 9.125e-05 2025-08-16 09:14:14,357 - INFO - Training: cls_zice: 58.00716648214427; reg_zipnll: 227.56919827988338; aux_mae_loss_1: 134.4235672742358; aux_mae_loss_2: 21.220272950464164; aux_mae_loss_4: 3.5262611984900154; cnt_loss: 21.63260048643176; 2025-08-16 09:14:14,358 - INFO - Evaluation: Curr mae: 96.1150; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 573.8698; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3341; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 09:14:14,358 - INFO - Epoch: 0785 / 1300 lr: 9.111e-05 2025-08-16 09:15:51,870 - INFO - Training: cls_zice: 63.08123837660395; reg_zipnll: 221.92340804739905; aux_mae_loss_1: 138.6106160024138; aux_mae_loss_2: 21.82209927441222; aux_mae_loss_4: 3.6271846671337333; cnt_loss: 22.40459591563992; 2025-08-16 09:15:51,872 - INFO - Evaluation: Curr mae: 79.5076; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 473.4843; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2503; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 09:15:51,872 - INFO - Epoch: 0786 / 1300 lr: 9.097e-05 2025-08-16 09:17:28,957 - INFO - Training: cls_zice: 57.13646716925203; reg_zipnll: 229.77853879953105; aux_mae_loss_1: 131.65219158868862; aux_mae_loss_2: 20.673759279030453; aux_mae_loss_4: 3.430459488173683; cnt_loss: 20.896079780509968; 2025-08-16 09:17:28,958 - INFO - Evaluation: Curr mae: 85.5797; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 587.9893; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2697; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 09:17:28,958 - INFO - Epoch: 0787 / 1300 lr: 9.083e-05 2025-08-16 09:19:06,057 - INFO - Training: cls_zice: 59.47871159365673; reg_zipnll: 227.4656569865798; aux_mae_loss_1: 133.0169310925246; aux_mae_loss_2: 20.865342837679357; aux_mae_loss_4: 3.449638870350806; cnt_loss: 19.860155697040508; 2025-08-16 09:19:06,058 - INFO - Evaluation: Curr mae: 80.7859; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 535.4303; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3872; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 09:19:06,058 - INFO - Epoch: 0788 / 1300 lr: 9.069e-05 2025-08-16 09:20:44,109 - INFO - Training: cls_zice: 60.16556514611894; reg_zipnll: 226.36327596433978; aux_mae_loss_1: 134.69798213595902; aux_mae_loss_2: 21.1847527450032; aux_mae_loss_4: 3.4987149174231797; cnt_loss: 20.49002279812389; 2025-08-16 09:20:44,110 - INFO - Evaluation: Curr mae: 89.9607; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 516.5758; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3152; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 09:20:44,110 - INFO - Epoch: 0789 / 1300 lr: 9.055e-05 2025-08-16 09:22:20,929 - INFO - Training: cls_zice: 59.359538039733636; reg_zipnll: 230.18988854964778; aux_mae_loss_1: 133.19312975768258; aux_mae_loss_2: 21.027043851298355; aux_mae_loss_4: 3.5011745945653447; cnt_loss: 21.26696783258247; 2025-08-16 09:22:20,931 - INFO - Evaluation: Curr mae: 78.3577; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 557.4324; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3235; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 09:22:20,931 - INFO - Epoch: 0790 / 1300 lr: 9.040e-05 2025-08-16 09:23:59,660 - INFO - Training: cls_zice: 59.15965552379049; reg_zipnll: 232.93222517587225; aux_mae_loss_1: 136.33347124918566; aux_mae_loss_2: 21.546600959601317; aux_mae_loss_4: 3.5923350819585256; cnt_loss: 22.045878300630037; 2025-08-16 09:23:59,661 - INFO - Evaluation: Curr mae: 95.7775; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 550.7067; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3612; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 09:23:59,661 - INFO - Epoch: 0791 / 1300 lr: 9.026e-05 2025-08-16 09:25:37,441 - INFO - Training: cls_zice: 58.48653372700846; reg_zipnll: 225.57829735763275; aux_mae_loss_1: 134.4171156110984; aux_mae_loss_2: 21.281435565654295; aux_mae_loss_4: 3.55150125832668; cnt_loss: 21.554229431103312; 2025-08-16 09:25:37,442 - INFO - Evaluation: Curr mae: 102.0755; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 515.4081; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2508; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 09:25:37,442 - INFO - Epoch: 0792 / 1300 lr: 9.011e-05 2025-08-16 09:27:13,843 - INFO - Training: cls_zice: 59.73100482038483; reg_zipnll: 223.4929991479398; aux_mae_loss_1: 135.2073159548801; aux_mae_loss_2: 21.38412254451173; aux_mae_loss_4: 3.551499238050995; cnt_loss: 20.73333347180815; 2025-08-16 09:27:13,845 - INFO - Evaluation: Curr mae: 117.4031; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 498.8191; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.4166; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 09:27:13,845 - INFO - Epoch: 0793 / 1300 lr: 8.997e-05 2025-08-16 09:28:51,127 - INFO - Training: cls_zice: 63.32793159081881; reg_zipnll: 234.66016960389203; aux_mae_loss_1: 136.64175201259113; aux_mae_loss_2: 21.574925426958767; aux_mae_loss_4: 3.624087894330601; cnt_loss: 22.89295545764325; 2025-08-16 09:28:51,128 - INFO - Evaluation: Curr mae: 82.8469; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 492.8630; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2934; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 09:28:51,128 - INFO - Epoch: 0794 / 1300 lr: 8.982e-05 2025-08-16 09:30:29,107 - INFO - Training: cls_zice: 61.742281720999884; reg_zipnll: 225.2609550750654; aux_mae_loss_1: 136.55071553718156; aux_mae_loss_2: 21.48435580515923; aux_mae_loss_4: 3.5589068850698693; cnt_loss: 20.788394260529074; 2025-08-16 09:30:29,108 - INFO - Evaluation: Curr mae: 88.6066; Best mae: 70.6611; 70.9455; 70.9619; 71.0241; 71.6946; Curr rmse: 598.3212; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3703; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 09:30:29,109 - INFO - Epoch: 0795 / 1300 lr: 8.967e-05 2025-08-16 09:32:06,872 - INFO - Training: cls_zice: 60.11373102527045; reg_zipnll: 232.59418741289937; aux_mae_loss_1: 135.14694889039185; aux_mae_loss_2: 21.364433545992735; aux_mae_loss_4: 3.540983727474752; cnt_loss: 21.885876904416513; 2025-08-16 09:32:06,936 - INFO - Evaluation: Curr mae: 70.0569; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 364.4036; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2689; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 09:32:06,936 - INFO - Epoch: 0796 / 1300 lr: 8.952e-05 2025-08-16 09:33:44,989 - INFO - Training: cls_zice: 62.77812315236327; reg_zipnll: 222.1786957571623; aux_mae_loss_1: 135.11708024228446; aux_mae_loss_2: 21.390222472212923; aux_mae_loss_4: 3.574920538305317; cnt_loss: 22.246750960926164; 2025-08-16 09:33:44,990 - INFO - Evaluation: Curr mae: 83.1473; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 402.8087; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2578; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 09:33:44,991 - INFO - Epoch: 0797 / 1300 lr: 8.937e-05 2025-08-16 09:35:22,523 - INFO - Training: cls_zice: 60.534359462003785; reg_zipnll: 230.5481068432178; aux_mae_loss_1: 135.58643699979413; aux_mae_loss_2: 21.26805583125215; aux_mae_loss_4: 3.508610999522908; cnt_loss: 20.598853073267215; 2025-08-16 09:35:22,525 - INFO - Evaluation: Curr mae: 85.0809; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 537.3147; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3004; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 09:35:22,526 - INFO - Epoch: 0798 / 1300 lr: 8.922e-05 2025-08-16 09:37:00,218 - INFO - Training: cls_zice: 59.31973671622019; reg_zipnll: 224.47727349484794; aux_mae_loss_1: 133.068937237894; aux_mae_loss_2: 21.04435633509815; aux_mae_loss_4: 3.487214027456269; cnt_loss: 20.79903437116765; 2025-08-16 09:37:00,219 - INFO - Evaluation: Curr mae: 96.4341; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 546.7885; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3275; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 09:37:00,219 - INFO - Epoch: 0799 / 1300 lr: 8.907e-05 2025-08-16 09:38:37,585 - INFO - Training: cls_zice: 56.31222818795697; reg_zipnll: 223.37967147434892; aux_mae_loss_1: 132.00257932863997; aux_mae_loss_2: 20.750960118359956; aux_mae_loss_4: 3.4299754788452677; cnt_loss: 19.31451407465653; 2025-08-16 09:38:37,587 - INFO - Evaluation: Curr mae: 96.0516; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 575.6509; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2453; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 09:38:37,587 - INFO - Epoch: 0800 / 1300 lr: 8.892e-05 2025-08-16 09:40:15,062 - INFO - Training: cls_zice: 55.97183725559619; reg_zipnll: 232.6713781087135; aux_mae_loss_1: 130.93277904245724; aux_mae_loss_2: 20.631453997678193; aux_mae_loss_4: 3.4394098917132476; cnt_loss: 20.728423345977667; 2025-08-16 09:40:15,064 - INFO - Evaluation: Curr mae: 76.9990; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 571.0407; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2057; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 09:40:15,236 - INFO - Epoch: 0801 / 1300 lr: 8.876e-05 2025-08-16 09:41:52,698 - INFO - Training: cls_zice: 58.925722584932814; reg_zipnll: 227.44385897285835; aux_mae_loss_1: 133.89193695186037; aux_mae_loss_2: 20.937321797741102; aux_mae_loss_4: 3.4473043300192274; cnt_loss: 20.358187575266722; 2025-08-16 09:41:52,700 - INFO - Evaluation: Curr mae: 79.3883; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 583.7790; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2728; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 09:41:52,700 - INFO - Epoch: 0802 / 1300 lr: 8.861e-05 2025-08-16 09:43:29,899 - INFO - Training: cls_zice: 63.24845337243344; reg_zipnll: 230.29270617330596; aux_mae_loss_1: 139.03777010214054; aux_mae_loss_2: 22.03379420327037; aux_mae_loss_4: 3.694521515259093; cnt_loss: 23.43703103800972; 2025-08-16 09:43:29,900 - INFO - Evaluation: Curr mae: 74.9699; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 408.6305; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.4908; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 09:43:29,900 - INFO - Epoch: 0803 / 1300 lr: 8.845e-05 2025-08-16 09:45:06,634 - INFO - Training: cls_zice: 60.07258690491434; reg_zipnll: 222.06152477117308; aux_mae_loss_1: 135.5819084883349; aux_mae_loss_2: 21.568905424642686; aux_mae_loss_4: 3.611675214338425; cnt_loss: 23.34420328336387; 2025-08-16 09:45:06,635 - INFO - Evaluation: Curr mae: 92.4215; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 584.4955; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3027; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 09:45:06,635 - INFO - Epoch: 0804 / 1300 lr: 8.830e-05 2025-08-16 09:46:42,813 - INFO - Training: cls_zice: 59.78607911882793; reg_zipnll: 226.69457887193536; aux_mae_loss_1: 134.66474952795818; aux_mae_loss_2: 21.40063091905687; aux_mae_loss_4: 3.5915297029257434; cnt_loss: 22.87783456339015; 2025-08-16 09:46:42,815 - INFO - Evaluation: Curr mae: 82.4808; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 480.6843; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.5367; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 09:46:42,815 - INFO - Epoch: 0805 / 1300 lr: 8.814e-05 2025-08-16 09:48:19,790 - INFO - Training: cls_zice: 61.60478007659354; reg_zipnll: 230.4023707274606; aux_mae_loss_1: 132.54319009069917; aux_mae_loss_2: 20.709401488610588; aux_mae_loss_4: 3.4061718221495267; cnt_loss: 19.528387117508444; 2025-08-16 09:48:19,792 - INFO - Evaluation: Curr mae: 86.2225; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 554.8251; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.4898; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 09:48:19,792 - INFO - Epoch: 0806 / 1300 lr: 8.798e-05 2025-08-16 09:49:57,070 - INFO - Training: cls_zice: 58.23431862810277; reg_zipnll: 227.20913771798493; aux_mae_loss_1: 131.4576536438459; aux_mae_loss_2: 20.709700611379276; aux_mae_loss_4: 3.431747091460044; cnt_loss: 20.661617858244398; 2025-08-16 09:49:57,072 - INFO - Evaluation: Curr mae: 83.6967; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 588.3893; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2215; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 09:49:57,072 - INFO - Epoch: 0807 / 1300 lr: 8.782e-05 2025-08-16 09:51:35,971 - INFO - Training: cls_zice: 59.625074728289114; reg_zipnll: 219.9586554382638; aux_mae_loss_1: 135.18614102145395; aux_mae_loss_2: 21.352706698341663; aux_mae_loss_4: 3.5238028219242636; cnt_loss: 20.685734499389532; 2025-08-16 09:51:35,972 - INFO - Evaluation: Curr mae: 104.9591; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 590.5285; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.4290; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 09:51:35,972 - INFO - Epoch: 0808 / 1300 lr: 8.766e-05 2025-08-16 09:53:13,182 - INFO - Training: cls_zice: 61.08955635908024; reg_zipnll: 221.77452345801504; aux_mae_loss_1: 134.11544534050714; aux_mae_loss_2: 21.063309672559136; aux_mae_loss_4: 3.4796953592018482; cnt_loss: 20.160955250263214; 2025-08-16 09:53:13,184 - INFO - Evaluation: Curr mae: 74.4532; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 489.6227; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2155; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 09:53:13,184 - INFO - Epoch: 0809 / 1300 lr: 8.750e-05 2025-08-16 09:54:51,203 - INFO - Training: cls_zice: 61.08517289376198; reg_zipnll: 222.1968130195049; aux_mae_loss_1: 135.74686945741158; aux_mae_loss_2: 21.313345572022975; aux_mae_loss_4: 3.5352995464611787; cnt_loss: 20.521480220449; 2025-08-16 09:54:51,205 - INFO - Evaluation: Curr mae: 85.5454; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 414.0319; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.5454; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 09:54:51,205 - INFO - Epoch: 0810 / 1300 lr: 8.734e-05 2025-08-16 09:56:29,919 - INFO - Training: cls_zice: 58.997717473991116; reg_zipnll: 230.01546394916917; aux_mae_loss_1: 133.36652786627528; aux_mae_loss_2: 21.073225042200946; aux_mae_loss_4: 3.5027677675752225; cnt_loss: 20.93371618315003; 2025-08-16 09:56:29,920 - INFO - Evaluation: Curr mae: 84.3852; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 531.7633; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2200; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 09:56:29,921 - INFO - Epoch: 0811 / 1300 lr: 8.718e-05 2025-08-16 09:58:07,910 - INFO - Training: cls_zice: 62.051713974049896; reg_zipnll: 224.0319985338226; aux_mae_loss_1: 134.64335160635432; aux_mae_loss_2: 21.177059013003863; aux_mae_loss_4: 3.510470220546183; cnt_loss: 20.891857275006704; 2025-08-16 09:58:07,911 - INFO - Evaluation: Curr mae: 85.2849; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 574.9423; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1906; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 09:58:07,912 - INFO - Epoch: 0812 / 1300 lr: 8.701e-05 2025-08-16 09:59:45,744 - INFO - Training: cls_zice: 61.826570853284515; reg_zipnll: 221.7799666044338; aux_mae_loss_1: 135.27342495268599; aux_mae_loss_2: 21.299512148516342; aux_mae_loss_4: 3.515467447302948; cnt_loss: 19.864086170122984; 2025-08-16 09:59:45,746 - INFO - Evaluation: Curr mae: 83.7273; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 553.9848; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2787; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 09:59:45,746 - INFO - Epoch: 0813 / 1300 lr: 8.685e-05 2025-08-16 10:01:23,671 - INFO - Training: cls_zice: 58.46381872731493; reg_zipnll: 222.07281488256774; aux_mae_loss_1: 134.11940434414194; aux_mae_loss_2: 21.05125095543947; aux_mae_loss_4: 3.464200466334973; cnt_loss: 18.930283602221767; 2025-08-16 10:01:23,672 - INFO - Evaluation: Curr mae: 92.9976; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 596.4166; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2941; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 10:01:23,672 - INFO - Epoch: 0814 / 1300 lr: 8.668e-05 2025-08-16 10:03:02,100 - INFO - Training: cls_zice: 58.916927943652574; reg_zipnll: 218.22024860725304; aux_mae_loss_1: 135.9458736478516; aux_mae_loss_2: 21.477609256852254; aux_mae_loss_4: 3.59130560800165; cnt_loss: 22.6144277813502; 2025-08-16 10:03:02,101 - INFO - Evaluation: Curr mae: 82.1497; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 551.9967; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3056; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 10:03:02,101 - INFO - Epoch: 0815 / 1300 lr: 8.652e-05 2025-08-16 10:04:38,671 - INFO - Training: cls_zice: 59.66603127776963; reg_zipnll: 223.82838746882342; aux_mae_loss_1: 132.91194942248816; aux_mae_loss_2: 20.953149117663465; aux_mae_loss_4: 3.4759191634722417; cnt_loss: 20.86695204786286; 2025-08-16 10:04:38,672 - INFO - Evaluation: Curr mae: 79.1500; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 534.0046; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2325; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 10:04:38,672 - INFO - Epoch: 0816 / 1300 lr: 8.635e-05 2025-08-16 10:06:15,544 - INFO - Training: cls_zice: 59.42022994961254; reg_zipnll: 227.49063533498574; aux_mae_loss_1: 134.0888412544231; aux_mae_loss_2: 21.242386000321886; aux_mae_loss_4: 3.534383186644331; cnt_loss: 21.367988393361895; 2025-08-16 10:06:15,546 - INFO - Evaluation: Curr mae: 95.1268; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 503.3264; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3755; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 10:06:15,546 - INFO - Epoch: 0817 / 1300 lr: 8.618e-05 2025-08-16 10:07:53,127 - INFO - Training: cls_zice: 55.07090239341737; reg_zipnll: 224.28592055744866; aux_mae_loss_1: 129.77252487045328; aux_mae_loss_2: 20.383634280422967; aux_mae_loss_4: 3.3537530222558116; cnt_loss: 19.534735984238377; 2025-08-16 10:07:53,128 - INFO - Evaluation: Curr mae: 93.8481; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 454.2265; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3035; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 10:07:53,128 - INFO - Epoch: 0818 / 1300 lr: 8.601e-05 2025-08-16 10:09:30,909 - INFO - Training: cls_zice: 59.12014493553068; reg_zipnll: 225.91523588714992; aux_mae_loss_1: 134.49834885388842; aux_mae_loss_2: 21.20748991708829; aux_mae_loss_4: 3.5053878017440248; cnt_loss: 20.06552174587789; 2025-08-16 10:09:30,910 - INFO - Evaluation: Curr mae: 89.2138; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 525.2694; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2306; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 10:09:30,910 - INFO - Epoch: 0819 / 1300 lr: 8.584e-05 2025-08-16 10:11:08,536 - INFO - Training: cls_zice: 60.75231259122759; reg_zipnll: 221.62541580200195; aux_mae_loss_1: 135.10856333244735; aux_mae_loss_2: 21.330637974726816; aux_mae_loss_4: 3.5460077720313574; cnt_loss: 21.146553733967878; 2025-08-16 10:11:08,537 - INFO - Evaluation: Curr mae: 85.6747; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 575.9821; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2486; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 10:11:08,537 - INFO - Epoch: 0820 / 1300 lr: 8.567e-05 2025-08-16 10:12:45,513 - INFO - Training: cls_zice: 59.99047407672614; reg_zipnll: 222.3325862247104; aux_mae_loss_1: 134.28522246784905; aux_mae_loss_2: 21.14598979496404; aux_mae_loss_4: 3.493715510883184; cnt_loss: 20.25186010252847; 2025-08-16 10:12:45,514 - INFO - Evaluation: Curr mae: 73.3046; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 523.5283; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2014; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 10:12:45,514 - INFO - Epoch: 0821 / 1300 lr: 8.550e-05 2025-08-16 10:14:22,863 - INFO - Training: cls_zice: 61.60415804941581; reg_zipnll: 231.5924820789641; aux_mae_loss_1: 134.01214858989175; aux_mae_loss_2: 21.052230827606124; aux_mae_loss_4: 3.4804497603279154; cnt_loss: 20.23870591271506; 2025-08-16 10:14:22,864 - INFO - Evaluation: Curr mae: 82.8282; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 592.6056; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2153; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 10:14:22,864 - INFO - Epoch: 0822 / 1300 lr: 8.533e-05 2025-08-16 10:16:00,144 - INFO - Training: cls_zice: 59.478588828161016; reg_zipnll: 227.54226053036882; aux_mae_loss_1: 133.44894342496033; aux_mae_loss_2: 20.989413858379375; aux_mae_loss_4: 3.4736767927601284; cnt_loss: 20.31702266744599; 2025-08-16 10:16:00,145 - INFO - Evaluation: Curr mae: 81.8401; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 577.7368; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2057; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 10:16:00,146 - INFO - Epoch: 0823 / 1300 lr: 8.516e-05 2025-08-16 10:17:37,564 - INFO - Training: cls_zice: 59.96339242600843; reg_zipnll: 225.97905075151692; aux_mae_loss_1: 133.88165043436163; aux_mae_loss_2: 21.068034042735945; aux_mae_loss_4: 3.4775951978173536; cnt_loss: 21.163838163439596; 2025-08-16 10:17:37,565 - INFO - Evaluation: Curr mae: 97.5061; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 552.8493; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2704; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 10:17:37,566 - INFO - Epoch: 0824 / 1300 lr: 8.498e-05 2025-08-16 10:19:14,262 - INFO - Training: cls_zice: 59.16675403944018; reg_zipnll: 222.8799649216522; aux_mae_loss_1: 135.1639679514044; aux_mae_loss_2: 21.30942230543318; aux_mae_loss_4: 3.530238596976263; cnt_loss: 20.774505137171413; 2025-08-16 10:19:14,263 - INFO - Evaluation: Curr mae: 79.0339; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 544.1245; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1940; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 10:19:14,263 - INFO - Epoch: 0825 / 1300 lr: 8.481e-05 2025-08-16 10:20:51,679 - INFO - Training: cls_zice: 58.240612205548885; reg_zipnll: 231.88544467053254; aux_mae_loss_1: 133.52423467856752; aux_mae_loss_2: 21.038538745252517; aux_mae_loss_4: 3.476964399869767; cnt_loss: 20.28167579780814; 2025-08-16 10:20:51,680 - INFO - Evaluation: Curr mae: 73.7440; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 535.8940; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1999; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 10:20:51,680 - INFO - Epoch: 0826 / 1300 lr: 8.463e-05 2025-08-16 10:22:29,775 - INFO - Training: cls_zice: 56.89268580488957; reg_zipnll: 227.215318900454; aux_mae_loss_1: 130.70327297397014; aux_mae_loss_2: 20.495413886857218; aux_mae_loss_4: 3.349278982316927; cnt_loss: 18.76776915344297; 2025-08-16 10:22:29,777 - INFO - Evaluation: Curr mae: 83.4447; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 581.0221; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1795; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 10:22:29,777 - INFO - Epoch: 0827 / 1300 lr: 8.446e-05 2025-08-16 10:24:07,489 - INFO - Training: cls_zice: 57.5477951550545; reg_zipnll: 229.14959064669964; aux_mae_loss_1: 132.36152276772154; aux_mae_loss_2: 20.692778958759455; aux_mae_loss_4: 3.3921977463908553; cnt_loss: 19.48634714884133; 2025-08-16 10:24:07,490 - INFO - Evaluation: Curr mae: 82.0846; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 575.2678; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1835; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 10:24:07,490 - INFO - Epoch: 0828 / 1300 lr: 8.428e-05 2025-08-16 10:25:45,788 - INFO - Training: cls_zice: 59.89119992878259; reg_zipnll: 225.60310639820247; aux_mae_loss_1: 134.64086087381318; aux_mae_loss_2: 21.268372388609272; aux_mae_loss_4: 3.536206192712857; cnt_loss: 21.730542964371434; 2025-08-16 10:25:45,789 - INFO - Evaluation: Curr mae: 102.1965; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 594.7749; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2938; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 10:25:45,790 - INFO - Epoch: 0829 / 1300 lr: 8.410e-05 2025-08-16 10:27:24,210 - INFO - Training: cls_zice: 56.267200041820885; reg_zipnll: 219.28355566578844; aux_mae_loss_1: 131.32863405124695; aux_mae_loss_2: 20.66683333330718; aux_mae_loss_4: 3.3895403299969082; cnt_loss: 19.888856331303064; 2025-08-16 10:27:24,212 - INFO - Evaluation: Curr mae: 88.5724; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 561.9217; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2537; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 10:27:24,212 - INFO - Epoch: 0830 / 1300 lr: 8.392e-05 2025-08-16 10:29:01,973 - INFO - Training: cls_zice: 60.537805990495535; reg_zipnll: 224.13038245939043; aux_mae_loss_1: 135.56392106789244; aux_mae_loss_2: 21.363360192904434; aux_mae_loss_4: 3.557813277281342; cnt_loss: 20.658608680825612; 2025-08-16 10:29:01,974 - INFO - Evaluation: Curr mae: 81.0670; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 591.3991; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2920; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 10:29:01,974 - INFO - Epoch: 0831 / 1300 lr: 8.374e-05 2025-08-16 10:30:38,976 - INFO - Training: cls_zice: 58.4434530172679; reg_zipnll: 225.39194691518279; aux_mae_loss_1: 132.72432709720877; aux_mae_loss_2: 20.87910133891363; aux_mae_loss_4: 3.4504039232406027; cnt_loss: 20.362173404056186; 2025-08-16 10:30:38,977 - INFO - Evaluation: Curr mae: 81.4520; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 527.5969; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.4623; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 10:30:38,977 - INFO - Epoch: 0832 / 1300 lr: 8.356e-05 2025-08-16 10:32:16,924 - INFO - Training: cls_zice: 59.197786831457385; reg_zipnll: 227.49639313018722; aux_mae_loss_1: 135.29929934307972; aux_mae_loss_2: 21.325193120765196; aux_mae_loss_4: 3.5385765470085535; cnt_loss: 21.383989701540735; 2025-08-16 10:32:16,925 - INFO - Evaluation: Curr mae: 75.5466; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 527.5644; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2030; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 10:32:16,925 - INFO - Epoch: 0833 / 1300 lr: 8.338e-05 2025-08-16 10:33:55,231 - INFO - Training: cls_zice: 59.90482810714251; reg_zipnll: 225.68162921032746; aux_mae_loss_1: 133.92120748681702; aux_mae_loss_2: 20.948639815754632; aux_mae_loss_4: 3.438788732710105; cnt_loss: 19.975277898857097; 2025-08-16 10:33:55,232 - INFO - Evaluation: Curr mae: 86.5387; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 575.9968; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2919; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 10:33:55,233 - INFO - Epoch: 0834 / 1300 lr: 8.320e-05 2025-08-16 10:35:33,412 - INFO - Training: cls_zice: 58.32645702572745; reg_zipnll: 230.31102964994534; aux_mae_loss_1: 133.80815155401942; aux_mae_loss_2: 20.903615019928214; aux_mae_loss_4: 3.4253884575360845; cnt_loss: 19.126426769099687; 2025-08-16 10:35:33,413 - INFO - Evaluation: Curr mae: 80.5993; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 524.8998; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2949; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 10:35:33,413 - INFO - Epoch: 0835 / 1300 lr: 8.302e-05 2025-08-16 10:37:10,384 - INFO - Training: cls_zice: 60.253209903185045; reg_zipnll: 227.20894802260216; aux_mae_loss_1: 134.90027417131438; aux_mae_loss_2: 21.28715742155335; aux_mae_loss_4: 3.5337988357311043; cnt_loss: 21.330873310412723; 2025-08-16 10:37:10,385 - INFO - Evaluation: Curr mae: 79.8458; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 577.3722; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2309; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 10:37:10,386 - INFO - Epoch: 0836 / 1300 lr: 8.283e-05 2025-08-16 10:38:48,848 - INFO - Training: cls_zice: 59.44016187670605; reg_zipnll: 225.736946689439; aux_mae_loss_1: 133.0534466888114; aux_mae_loss_2: 20.835827391680837; aux_mae_loss_4: 3.3973852411333882; cnt_loss: 19.114819477640264; 2025-08-16 10:38:48,849 - INFO - Evaluation: Curr mae: 89.9557; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 545.9347; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.4874; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 10:38:48,849 - INFO - Epoch: 0837 / 1300 lr: 8.265e-05 2025-08-16 10:40:26,603 - INFO - Training: cls_zice: 59.38468992667977; reg_zipnll: 218.64008081725447; aux_mae_loss_1: 133.87180230304944; aux_mae_loss_2: 21.03030153289246; aux_mae_loss_4: 3.4421105841438076; cnt_loss: 19.209912784301835; 2025-08-16 10:40:26,604 - INFO - Evaluation: Curr mae: 86.8731; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 587.7545; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2779; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 10:40:26,604 - INFO - Epoch: 0838 / 1300 lr: 8.246e-05 2025-08-16 10:42:04,547 - INFO - Training: cls_zice: 62.11063557315455; reg_zipnll: 221.2709606141235; aux_mae_loss_1: 135.5206965664665; aux_mae_loss_2: 21.376865991283506; aux_mae_loss_4: 3.5484933171296795; cnt_loss: 21.47645374680546; 2025-08-16 10:42:04,548 - INFO - Evaluation: Curr mae: 83.9086; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 553.9424; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.4431; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 10:42:04,548 - INFO - Epoch: 0839 / 1300 lr: 8.228e-05 2025-08-16 10:43:41,350 - INFO - Training: cls_zice: 58.604797125973555; reg_zipnll: 221.15694342174382; aux_mae_loss_1: 133.56507425381776; aux_mae_loss_2: 21.02412219403029; aux_mae_loss_4: 3.4672010219189073; cnt_loss: 19.72402947482229; 2025-08-16 10:43:41,351 - INFO - Evaluation: Curr mae: 77.1196; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 528.8866; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3301; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 10:43:41,351 - INFO - Epoch: 0840 / 1300 lr: 8.209e-05 2025-08-16 10:45:19,463 - INFO - Training: cls_zice: 57.08175394969459; reg_zipnll: 219.64266352910923; aux_mae_loss_1: 132.65179837577446; aux_mae_loss_2: 20.90381115690295; aux_mae_loss_4: 3.43536194339203; cnt_loss: 19.8321937282778; 2025-08-16 10:45:19,464 - INFO - Evaluation: Curr mae: 76.5919; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 571.0676; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3127; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 10:45:19,464 - INFO - Epoch: 0841 / 1300 lr: 8.190e-05 2025-08-16 10:46:56,344 - INFO - Training: cls_zice: 57.46388057582942; reg_zipnll: 220.14863522193733; aux_mae_loss_1: 131.28991611451295; aux_mae_loss_2: 20.681213568905633; aux_mae_loss_4: 3.4318352301813335; cnt_loss: 19.926385790645924; 2025-08-16 10:46:56,345 - INFO - Evaluation: Curr mae: 110.9211; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 456.2712; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.6673; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 10:46:56,345 - INFO - Epoch: 0842 / 1300 lr: 8.171e-05 2025-08-16 10:48:34,483 - INFO - Training: cls_zice: 59.435776991755304; reg_zipnll: 223.5453168481665; aux_mae_loss_1: 131.78095692043746; aux_mae_loss_2: 20.770435748798988; aux_mae_loss_4: 3.4366696077018286; cnt_loss: 21.094845834305477; 2025-08-16 10:48:34,485 - INFO - Evaluation: Curr mae: 87.6872; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 518.5770; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.6289; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 10:48:34,485 - INFO - Epoch: 0843 / 1300 lr: 8.153e-05 2025-08-16 10:50:11,671 - INFO - Training: cls_zice: 57.04439929365192; reg_zipnll: 224.65967584330502; aux_mae_loss_1: 131.4939459920849; aux_mae_loss_2: 20.672401167126733; aux_mae_loss_4: 3.4075843918599324; cnt_loss: 18.94074641248561; 2025-08-16 10:50:11,673 - INFO - Evaluation: Curr mae: 81.7545; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 505.8843; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2216; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 10:50:11,673 - INFO - Epoch: 0844 / 1300 lr: 8.134e-05 2025-08-16 10:51:48,514 - INFO - Training: cls_zice: 60.092901562702075; reg_zipnll: 228.78218847436585; aux_mae_loss_1: 133.47565228773573; aux_mae_loss_2: 20.839023945570606; aux_mae_loss_4: 3.439278270867306; cnt_loss: 20.732567878799145; 2025-08-16 10:51:48,516 - INFO - Evaluation: Curr mae: 78.0902; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 545.9480; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3031; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 10:51:48,516 - INFO - Epoch: 0845 / 1300 lr: 8.115e-05 2025-08-16 10:53:25,577 - INFO - Training: cls_zice: 58.91328656125651; reg_zipnll: 230.93829205961643; aux_mae_loss_1: 132.92792906185042; aux_mae_loss_2: 20.812337007498066; aux_mae_loss_4: 3.4174975927507356; cnt_loss: 19.497625046340236; 2025-08-16 10:53:25,578 - INFO - Evaluation: Curr mae: 83.4870; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 597.0857; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2284; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 10:53:25,579 - INFO - Epoch: 0846 / 1300 lr: 8.095e-05 2025-08-16 10:55:03,506 - INFO - Training: cls_zice: 59.34360754892115; reg_zipnll: 233.38783701526475; aux_mae_loss_1: 134.30639764643573; aux_mae_loss_2: 21.01253550218126; aux_mae_loss_4: 3.465128419178617; cnt_loss: 20.075124194199137; 2025-08-16 10:55:03,507 - INFO - Evaluation: Curr mae: 82.2515; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 526.5921; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2769; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 10:55:03,508 - INFO - Epoch: 0847 / 1300 lr: 8.076e-05 2025-08-16 10:56:40,775 - INFO - Training: cls_zice: 58.108596491055195; reg_zipnll: 226.8557397209893; aux_mae_loss_1: 131.62383730184757; aux_mae_loss_2: 20.673569225713344; aux_mae_loss_4: 3.41754185724381; cnt_loss: 19.980444528756227; 2025-08-16 10:56:40,776 - INFO - Evaluation: Curr mae: 83.4287; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 577.4186; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2705; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 10:56:40,777 - INFO - Epoch: 0848 / 1300 lr: 8.057e-05 2025-08-16 10:58:17,555 - INFO - Training: cls_zice: 60.79095868011673; reg_zipnll: 226.36382570242208; aux_mae_loss_1: 134.4987663573042; aux_mae_loss_2: 21.077215148121656; aux_mae_loss_4: 3.4764788923042906; cnt_loss: 20.209726871745445; 2025-08-16 10:58:17,557 - INFO - Evaluation: Curr mae: 80.0221; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 551.0647; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1949; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 10:58:17,557 - INFO - Epoch: 0849 / 1300 lr: 8.038e-05 2025-08-16 10:59:54,746 - INFO - Training: cls_zice: 61.18315435742964; reg_zipnll: 227.83566203767046; aux_mae_loss_1: 132.64632828621754; aux_mae_loss_2: 20.783061775266358; aux_mae_loss_4: 3.4149993740807463; cnt_loss: 19.153253682168405; 2025-08-16 10:59:54,747 - INFO - Evaluation: Curr mae: 79.9936; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 558.6452; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2014; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 10:59:54,747 - INFO - Epoch: 0850 / 1300 lr: 8.018e-05 2025-08-16 11:01:31,526 - INFO - Training: cls_zice: 60.811159163023945; reg_zipnll: 221.8826182838577; aux_mae_loss_1: 134.18831467322028; aux_mae_loss_2: 21.00681474950442; aux_mae_loss_4: 3.45223942544589; cnt_loss: 20.464535037165742; 2025-08-16 11:01:31,528 - INFO - Evaluation: Curr mae: 87.9861; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 545.8733; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2686; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 11:01:31,703 - INFO - Epoch: 0851 / 1300 lr: 7.999e-05 2025-08-16 11:03:08,746 - INFO - Training: cls_zice: 59.36978714179563; reg_zipnll: 217.79718221551656; aux_mae_loss_1: 132.73093940421057; aux_mae_loss_2: 20.81851741403418; aux_mae_loss_4: 3.4228899728669604; cnt_loss: 19.733565003829014; 2025-08-16 11:03:08,747 - INFO - Evaluation: Curr mae: 81.3156; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 596.0272; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2142; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 11:03:08,748 - INFO - Epoch: 0852 / 1300 lr: 7.979e-05 2025-08-16 11:04:46,500 - INFO - Training: cls_zice: 59.98150699426705; reg_zipnll: 224.06159653455248; aux_mae_loss_1: 133.52092037838344; aux_mae_loss_2: 21.05830951337643; aux_mae_loss_4: 3.501574170160416; cnt_loss: 19.955553765774997; 2025-08-16 11:04:46,501 - INFO - Evaluation: Curr mae: 72.5351; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 568.5000; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3104; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 11:04:46,501 - INFO - Epoch: 0853 / 1300 lr: 7.960e-05 2025-08-16 11:06:23,351 - INFO - Training: cls_zice: 58.89955410407258; reg_zipnll: 231.98254876026456; aux_mae_loss_1: 129.36957095030954; aux_mae_loss_2: 20.082841773878947; aux_mae_loss_4: 3.281547289274652; cnt_loss: 18.489045347836452; 2025-08-16 11:06:23,352 - INFO - Evaluation: Curr mae: 75.2343; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 423.3286; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2813; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 11:06:23,352 - INFO - Epoch: 0854 / 1300 lr: 7.940e-05 2025-08-16 11:08:00,804 - INFO - Training: cls_zice: 57.1368645706566; reg_zipnll: 228.62186064144026; aux_mae_loss_1: 132.04021843662605; aux_mae_loss_2: 20.666253989030892; aux_mae_loss_4: 3.3835195218689336; cnt_loss: 19.366649298557586; 2025-08-16 11:08:00,805 - INFO - Evaluation: Curr mae: 74.9345; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 551.3911; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2511; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 11:08:00,806 - INFO - Epoch: 0855 / 1300 lr: 7.920e-05 2025-08-16 11:09:38,050 - INFO - Training: cls_zice: 60.10008767224216; reg_zipnll: 226.45672056301086; aux_mae_loss_1: 133.58636713395694; aux_mae_loss_2: 20.912427571255016; aux_mae_loss_4: 3.426829901789638; cnt_loss: 19.47977381929334; 2025-08-16 11:09:38,051 - INFO - Evaluation: Curr mae: 78.3856; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 535.3886; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1940; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 11:09:38,051 - INFO - Epoch: 0856 / 1300 lr: 7.900e-05 2025-08-16 11:11:15,484 - INFO - Training: cls_zice: 62.70228349059284; reg_zipnll: 219.77193500940476; aux_mae_loss_1: 137.3557676839951; aux_mae_loss_2: 21.550288364635946; aux_mae_loss_4: 3.5593871443620992; cnt_loss: 20.424009080411228; 2025-08-16 11:11:15,485 - INFO - Evaluation: Curr mae: 77.9790; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 555.3923; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1848; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 11:11:15,486 - INFO - Epoch: 0857 / 1300 lr: 7.880e-05 2025-08-16 11:12:52,550 - INFO - Training: cls_zice: 57.470546318203745; reg_zipnll: 220.81961914690112; aux_mae_loss_1: 130.45518106298766; aux_mae_loss_2: 20.559510150115102; aux_mae_loss_4: 3.411329368086278; cnt_loss: 19.347827387959303; 2025-08-16 11:12:52,552 - INFO - Evaluation: Curr mae: 96.0712; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 509.8937; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.5811; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 11:12:52,552 - INFO - Epoch: 0858 / 1300 lr: 7.860e-05 2025-08-16 11:14:28,636 - INFO - Training: cls_zice: 58.5919748568826; reg_zipnll: 220.68995566478426; aux_mae_loss_1: 133.3986417824321; aux_mae_loss_2: 21.121532546830363; aux_mae_loss_4: 3.5037520294937194; cnt_loss: 21.078520744809147; 2025-08-16 11:14:28,637 - INFO - Evaluation: Curr mae: 100.7974; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 573.4572; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3225; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 11:14:28,638 - INFO - Epoch: 0859 / 1300 lr: 7.840e-05 2025-08-16 11:16:05,339 - INFO - Training: cls_zice: 58.28890537572091; reg_zipnll: 224.81341796914225; aux_mae_loss_1: 129.72879502951025; aux_mae_loss_2: 20.188822467406794; aux_mae_loss_4: 3.2807527777468333; cnt_loss: 18.18645321618009; 2025-08-16 11:16:05,340 - INFO - Evaluation: Curr mae: 80.6590; Best mae: 70.0569; 70.6611; 70.9455; 70.9619; 71.0241; Curr rmse: 560.0244; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1880; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 11:16:05,340 - INFO - Epoch: 0860 / 1300 lr: 7.820e-05 2025-08-16 11:17:42,812 - INFO - Training: cls_zice: 64.56879419662958; reg_zipnll: 227.78610558007247; aux_mae_loss_1: 137.03195483151316; aux_mae_loss_2: 21.47722675561292; aux_mae_loss_4: 3.532919293350916; cnt_loss: 20.028100494247475; 2025-08-16 11:17:42,875 - INFO - Evaluation: Curr mae: 70.3353; Best mae: 70.0569; 70.3353; 70.6611; 70.9455; 70.9619; Curr rmse: 423.0498; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3725; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 11:17:42,875 - INFO - Epoch: 0861 / 1300 lr: 7.800e-05 2025-08-16 11:19:19,601 - INFO - Training: cls_zice: 61.7661997841379; reg_zipnll: 225.30086452611613; aux_mae_loss_1: 133.96117572735392; aux_mae_loss_2: 21.019147604474064; aux_mae_loss_4: 3.4532883839925947; cnt_loss: 20.003236166309268; 2025-08-16 11:19:19,603 - INFO - Evaluation: Curr mae: 72.9734; Best mae: 70.0569; 70.3353; 70.6611; 70.9455; 70.9619; Curr rmse: 476.7828; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3915; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 11:19:19,603 - INFO - Epoch: 0862 / 1300 lr: 7.780e-05 2025-08-16 11:20:56,539 - INFO - Training: cls_zice: 60.68831562279583; reg_zipnll: 227.72224956796836; aux_mae_loss_1: 134.4213292335177; aux_mae_loss_2: 21.012440493909743; aux_mae_loss_4: 3.465946804894886; cnt_loss: 19.837685238119874; 2025-08-16 11:20:56,540 - INFO - Evaluation: Curr mae: 79.7265; Best mae: 70.0569; 70.3353; 70.6611; 70.9455; 70.9619; Curr rmse: 583.7834; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2059; Best nae: 0.1623; 0.1715; 0.1716; 0.1731; 0.1742; 2025-08-16 11:20:56,541 - INFO - Epoch: 0863 / 1300 lr: 7.760e-05 2025-08-16 11:22:34,173 - INFO - Training: cls_zice: 58.934686232003884; reg_zipnll: 219.9249438798213; aux_mae_loss_1: 133.8412984833313; aux_mae_loss_2: 21.003384838986825; aux_mae_loss_4: 3.465005651078065; cnt_loss: 20.285609951362513; 2025-08-16 11:22:34,236 - INFO - Evaluation: Curr mae: 75.4155; Best mae: 70.0569; 70.3353; 70.6611; 70.9455; 70.9619; Curr rmse: 572.8572; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1661; Best nae: 0.1623; 0.1661; 0.1715; 0.1716; 0.1731; 2025-08-16 11:22:34,236 - INFO - Epoch: 0864 / 1300 lr: 7.739e-05 2025-08-16 11:24:10,925 - INFO - Training: cls_zice: 60.91585037483807; reg_zipnll: 222.86269209011047; aux_mae_loss_1: 134.02318800506984; aux_mae_loss_2: 21.147417421512554; aux_mae_loss_4: 3.511615790867254; cnt_loss: 21.23315406427898; 2025-08-16 11:24:10,927 - INFO - Evaluation: Curr mae: 81.7972; Best mae: 70.0569; 70.3353; 70.6611; 70.9455; 70.9619; Curr rmse: 556.5255; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2979; Best nae: 0.1623; 0.1661; 0.1715; 0.1716; 0.1731; 2025-08-16 11:24:10,927 - INFO - Epoch: 0865 / 1300 lr: 7.719e-05 2025-08-16 11:25:48,116 - INFO - Training: cls_zice: 56.268521914445344; reg_zipnll: 223.83009308959646; aux_mae_loss_1: 130.65367814385186; aux_mae_loss_2: 20.357785454139613; aux_mae_loss_4: 3.3115627272270025; cnt_loss: 17.85431882225762; 2025-08-16 11:25:48,118 - INFO - Evaluation: Curr mae: 82.8740; Best mae: 70.0569; 70.3353; 70.6611; 70.9455; 70.9619; Curr rmse: 553.7955; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.5323; Best nae: 0.1623; 0.1661; 0.1715; 0.1716; 0.1731; 2025-08-16 11:25:48,118 - INFO - Epoch: 0866 / 1300 lr: 7.698e-05 2025-08-16 11:27:24,925 - INFO - Training: cls_zice: 61.934119082776625; reg_zipnll: 218.64139227389063; aux_mae_loss_1: 134.01108561322133; aux_mae_loss_2: 20.96413511053149; aux_mae_loss_4: 3.4467912057371555; cnt_loss: 19.876537470707245; 2025-08-16 11:27:24,927 - INFO - Evaluation: Curr mae: 85.1322; Best mae: 70.0569; 70.3353; 70.6611; 70.9455; 70.9619; Curr rmse: 579.2829; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2633; Best nae: 0.1623; 0.1661; 0.1715; 0.1716; 0.1731; 2025-08-16 11:27:24,927 - INFO - Epoch: 0867 / 1300 lr: 7.678e-05 2025-08-16 11:29:02,654 - INFO - Training: cls_zice: 60.8119507099102; reg_zipnll: 223.79733259696275; aux_mae_loss_1: 134.3617624513288; aux_mae_loss_2: 21.21146023855724; aux_mae_loss_4: 3.51830308725411; cnt_loss: 20.246494086052273; 2025-08-16 11:29:02,656 - INFO - Evaluation: Curr mae: 81.4165; Best mae: 70.0569; 70.3353; 70.6611; 70.9455; 70.9619; Curr rmse: 519.1247; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2824; Best nae: 0.1623; 0.1661; 0.1715; 0.1716; 0.1731; 2025-08-16 11:29:02,656 - INFO - Epoch: 0868 / 1300 lr: 7.657e-05 2025-08-16 11:30:40,896 - INFO - Training: cls_zice: 57.994830470771596; reg_zipnll: 230.01911858605234; aux_mae_loss_1: 132.290952118626; aux_mae_loss_2: 20.64533789421415; aux_mae_loss_4: 3.3807499275415904; cnt_loss: 19.69822000262057; 2025-08-16 11:30:40,898 - INFO - Evaluation: Curr mae: 81.1573; Best mae: 70.0569; 70.3353; 70.6611; 70.9455; 70.9619; Curr rmse: 564.5476; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1830; Best nae: 0.1623; 0.1661; 0.1715; 0.1716; 0.1731; 2025-08-16 11:30:40,898 - INFO - Epoch: 0869 / 1300 lr: 7.636e-05 2025-08-16 11:32:18,943 - INFO - Training: cls_zice: 59.116042422796276; reg_zipnll: 223.8701658077289; aux_mae_loss_1: 132.3803318288455; aux_mae_loss_2: 20.72091465069886; aux_mae_loss_4: 3.3946208078940914; cnt_loss: 18.865276856103716; 2025-08-16 11:32:18,945 - INFO - Evaluation: Curr mae: 85.8766; Best mae: 70.0569; 70.3353; 70.6611; 70.9455; 70.9619; Curr rmse: 514.7630; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.4792; Best nae: 0.1623; 0.1661; 0.1715; 0.1716; 0.1731; 2025-08-16 11:32:18,946 - INFO - Epoch: 0870 / 1300 lr: 7.616e-05 2025-08-16 11:33:56,440 - INFO - Training: cls_zice: 58.468820857013405; reg_zipnll: 226.6793688109724; aux_mae_loss_1: 131.96728991726675; aux_mae_loss_2: 20.57300580620459; aux_mae_loss_4: 3.3511164166933467; cnt_loss: 17.912904645605995; 2025-08-16 11:33:56,441 - INFO - Evaluation: Curr mae: 81.7788; Best mae: 70.0569; 70.3353; 70.6611; 70.9455; 70.9619; Curr rmse: 509.5212; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2923; Best nae: 0.1623; 0.1661; 0.1715; 0.1716; 0.1731; 2025-08-16 11:33:56,441 - INFO - Epoch: 0871 / 1300 lr: 7.595e-05 2025-08-16 11:35:34,835 - INFO - Training: cls_zice: 57.01779427354471; reg_zipnll: 220.10529655907638; aux_mae_loss_1: 129.01919778760112; aux_mae_loss_2: 20.14552487076708; aux_mae_loss_4: 3.2809885000201913; cnt_loss: 17.596430164069933; 2025-08-16 11:35:34,836 - INFO - Evaluation: Curr mae: 74.5109; Best mae: 70.0569; 70.3353; 70.6611; 70.9455; 70.9619; Curr rmse: 514.9525; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2242; Best nae: 0.1623; 0.1661; 0.1715; 0.1716; 0.1731; 2025-08-16 11:35:34,836 - INFO - Epoch: 0872 / 1300 lr: 7.574e-05 2025-08-16 11:37:12,764 - INFO - Training: cls_zice: 61.563832200584805; reg_zipnll: 230.24957044939762; aux_mae_loss_1: 134.08192519357087; aux_mae_loss_2: 21.04124758421302; aux_mae_loss_4: 3.482617448718505; cnt_loss: 20.57898446404229; 2025-08-16 11:37:12,827 - INFO - Evaluation: Curr mae: 78.2252; Best mae: 70.0569; 70.3353; 70.6611; 70.9455; 70.9619; Curr rmse: 593.2116; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1649; Best nae: 0.1623; 0.1649; 0.1661; 0.1715; 0.1716; 2025-08-16 11:37:12,827 - INFO - Epoch: 0873 / 1300 lr: 7.553e-05 2025-08-16 11:38:49,929 - INFO - Training: cls_zice: 59.33890437141329; reg_zipnll: 231.4571185761675; aux_mae_loss_1: 133.25137022160627; aux_mae_loss_2: 20.724568967647603; aux_mae_loss_4: 3.372665492611863; cnt_loss: 17.9124927042689; 2025-08-16 11:38:49,930 - INFO - Evaluation: Curr mae: 88.6380; Best mae: 70.0569; 70.3353; 70.6611; 70.9455; 70.9619; Curr rmse: 545.0825; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2473; Best nae: 0.1623; 0.1649; 0.1661; 0.1715; 0.1716; 2025-08-16 11:38:49,930 - INFO - Epoch: 0874 / 1300 lr: 7.532e-05 2025-08-16 11:40:28,122 - INFO - Training: cls_zice: 60.00655854993277; reg_zipnll: 222.67547039630173; aux_mae_loss_1: 132.55744938985242; aux_mae_loss_2: 20.640025681885472; aux_mae_loss_4: 3.3682144045216873; cnt_loss: 18.223877960734626; 2025-08-16 11:40:28,124 - INFO - Evaluation: Curr mae: 85.8158; Best mae: 70.0569; 70.3353; 70.6611; 70.9455; 70.9619; Curr rmse: 524.0412; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2692; Best nae: 0.1623; 0.1649; 0.1661; 0.1715; 0.1716; 2025-08-16 11:40:28,124 - INFO - Epoch: 0875 / 1300 lr: 7.511e-05 2025-08-16 11:42:05,557 - INFO - Training: cls_zice: 59.954043477697056; reg_zipnll: 227.3362497167906; aux_mae_loss_1: 133.1617488812052; aux_mae_loss_2: 20.895651084291906; aux_mae_loss_4: 3.442667622032999; cnt_loss: 19.428828445988632; 2025-08-16 11:42:05,558 - INFO - Evaluation: Curr mae: 89.7381; Best mae: 70.0569; 70.3353; 70.6611; 70.9455; 70.9619; Curr rmse: 558.0059; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2799; Best nae: 0.1623; 0.1649; 0.1661; 0.1715; 0.1716; 2025-08-16 11:42:05,558 - INFO - Epoch: 0876 / 1300 lr: 7.490e-05 2025-08-16 11:43:43,877 - INFO - Training: cls_zice: 57.52621984615884; reg_zipnll: 216.35689679025685; aux_mae_loss_1: 132.24581345800874; aux_mae_loss_2: 20.632749076980552; aux_mae_loss_4: 3.399236845633058; cnt_loss: 20.209021448169697; 2025-08-16 11:43:43,878 - INFO - Evaluation: Curr mae: 86.1891; Best mae: 70.0569; 70.3353; 70.6611; 70.9455; 70.9619; Curr rmse: 496.7348; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2077; Best nae: 0.1623; 0.1649; 0.1661; 0.1715; 0.1716; 2025-08-16 11:43:43,878 - INFO - Epoch: 0877 / 1300 lr: 7.469e-05 2025-08-16 11:45:21,463 - INFO - Training: cls_zice: 59.77056557143102; reg_zipnll: 224.48555632054345; aux_mae_loss_1: 131.8715626194422; aux_mae_loss_2: 20.69341216418308; aux_mae_loss_4: 3.3995781231355546; cnt_loss: 19.585275631024476; 2025-08-16 11:45:21,464 - INFO - Evaluation: Curr mae: 95.1926; Best mae: 70.0569; 70.3353; 70.6611; 70.9455; 70.9619; Curr rmse: 580.0066; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 1.4919; Best nae: 0.1623; 0.1649; 0.1661; 0.1715; 0.1716; 2025-08-16 11:45:21,464 - INFO - Epoch: 0878 / 1300 lr: 7.447e-05 2025-08-16 11:47:00,042 - INFO - Training: cls_zice: 61.29488001752329; reg_zipnll: 226.76641406375524; aux_mae_loss_1: 135.0249953478345; aux_mae_loss_2: 21.263888279392663; aux_mae_loss_4: 3.536561963950454; cnt_loss: 21.152344126934256; 2025-08-16 11:47:00,043 - INFO - Evaluation: Curr mae: 82.3673; Best mae: 70.0569; 70.3353; 70.6611; 70.9455; 70.9619; Curr rmse: 589.9390; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2518; Best nae: 0.1623; 0.1649; 0.1661; 0.1715; 0.1716; 2025-08-16 11:47:00,044 - INFO - Epoch: 0879 / 1300 lr: 7.426e-05 2025-08-16 11:48:37,632 - INFO - Training: cls_zice: 61.06626969863179; reg_zipnll: 223.53379412849642; aux_mae_loss_1: 134.9680839675864; aux_mae_loss_2: 21.0871673108373; aux_mae_loss_4: 3.451869615552358; cnt_loss: 19.028780578647602; 2025-08-16 11:48:37,633 - INFO - Evaluation: Curr mae: 91.6304; Best mae: 70.0569; 70.3353; 70.6611; 70.9455; 70.9619; Curr rmse: 536.3979; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2736; Best nae: 0.1623; 0.1649; 0.1661; 0.1715; 0.1716; 2025-08-16 11:48:37,633 - INFO - Epoch: 0880 / 1300 lr: 7.405e-05 2025-08-16 11:50:15,204 - INFO - Training: cls_zice: 60.58654531342358; reg_zipnll: 231.07047604166144; aux_mae_loss_1: 134.82340334620145; aux_mae_loss_2: 20.94650148303466; aux_mae_loss_4: 3.4180855749505343; cnt_loss: 18.140510164680087; 2025-08-16 11:50:15,206 - INFO - Evaluation: Curr mae: 76.6648; Best mae: 70.0569; 70.3353; 70.6611; 70.9455; 70.9619; Curr rmse: 581.6592; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2016; Best nae: 0.1623; 0.1649; 0.1661; 0.1715; 0.1716; 2025-08-16 11:50:15,206 - INFO - Epoch: 0881 / 1300 lr: 7.383e-05 2025-08-16 11:51:52,636 - INFO - Training: cls_zice: 57.73886865415732; reg_zipnll: 220.98350606295628; aux_mae_loss_1: 132.05050308600184; aux_mae_loss_2: 20.657191312098565; aux_mae_loss_4: 3.388741399451209; cnt_loss: 19.049137123446233; 2025-08-16 11:51:52,637 - INFO - Evaluation: Curr mae: 90.3716; Best mae: 70.0569; 70.3353; 70.6611; 70.9455; 70.9619; Curr rmse: 581.6582; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2565; Best nae: 0.1623; 0.1649; 0.1661; 0.1715; 0.1716; 2025-08-16 11:51:52,637 - INFO - Epoch: 0882 / 1300 lr: 7.362e-05 2025-08-16 11:53:30,040 - INFO - Training: cls_zice: 60.99845208978439; reg_zipnll: 221.79540255627472; aux_mae_loss_1: 132.52240796322076; aux_mae_loss_2: 20.73217139942787; aux_mae_loss_4: 3.4141724059085305; cnt_loss: 19.602949059101487; 2025-08-16 11:53:30,101 - INFO - Evaluation: Curr mae: 70.6923; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 561.4595; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1915; Best nae: 0.1623; 0.1649; 0.1661; 0.1715; 0.1716; 2025-08-16 11:53:30,101 - INFO - Epoch: 0883 / 1300 lr: 7.340e-05 2025-08-16 11:55:08,031 - INFO - Training: cls_zice: 59.714577645867834; reg_zipnll: 227.27814433629837; aux_mae_loss_1: 131.48201012304938; aux_mae_loss_2: 20.459412897154113; aux_mae_loss_4: 3.3315972279766837; cnt_loss: 17.377626095455533; 2025-08-16 11:55:08,033 - INFO - Evaluation: Curr mae: 87.2426; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 568.9368; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2908; Best nae: 0.1623; 0.1649; 0.1661; 0.1715; 0.1716; 2025-08-16 11:55:08,033 - INFO - Epoch: 0884 / 1300 lr: 7.319e-05 2025-08-16 11:56:45,004 - INFO - Training: cls_zice: 59.811382767856884; reg_zipnll: 223.37229197681103; aux_mae_loss_1: 133.3215938215084; aux_mae_loss_2: 20.889190984569048; aux_mae_loss_4: 3.4069639853462768; cnt_loss: 17.6718029405893; 2025-08-16 11:56:45,006 - INFO - Evaluation: Curr mae: 82.2368; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 524.2932; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2548; Best nae: 0.1623; 0.1649; 0.1661; 0.1715; 0.1716; 2025-08-16 11:56:45,006 - INFO - Epoch: 0885 / 1300 lr: 7.297e-05 2025-08-16 11:58:22,785 - INFO - Training: cls_zice: 58.00652869133839; reg_zipnll: 228.34835967429194; aux_mae_loss_1: 132.3884741628691; aux_mae_loss_2: 20.72234380888755; aux_mae_loss_4: 3.3982144882256082; cnt_loss: 18.47944672248664; 2025-08-16 11:58:22,786 - INFO - Evaluation: Curr mae: 91.1688; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 564.0147; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2894; Best nae: 0.1623; 0.1649; 0.1661; 0.1715; 0.1716; 2025-08-16 11:58:22,786 - INFO - Epoch: 0886 / 1300 lr: 7.276e-05 2025-08-16 12:00:00,625 - INFO - Training: cls_zice: 60.639475245861895; reg_zipnll: 231.64374601074846; aux_mae_loss_1: 133.66720798757206; aux_mae_loss_2: 20.804203310478623; aux_mae_loss_4: 3.399962243200268; cnt_loss: 19.392918866826818; 2025-08-16 12:00:00,626 - INFO - Evaluation: Curr mae: 79.5886; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 552.8733; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2378; Best nae: 0.1623; 0.1649; 0.1661; 0.1715; 0.1716; 2025-08-16 12:00:00,626 - INFO - Epoch: 0887 / 1300 lr: 7.254e-05 2025-08-16 12:01:39,408 - INFO - Training: cls_zice: 60.98596941148695; reg_zipnll: 213.50688147851312; aux_mae_loss_1: 134.26804707779675; aux_mae_loss_2: 21.038513643269674; aux_mae_loss_4: 3.4546615349602883; cnt_loss: 19.78236120249741; 2025-08-16 12:01:39,409 - INFO - Evaluation: Curr mae: 75.2093; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 553.9249; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1945; Best nae: 0.1623; 0.1649; 0.1661; 0.1715; 0.1716; 2025-08-16 12:01:39,409 - INFO - Epoch: 0888 / 1300 lr: 7.232e-05 2025-08-16 12:03:16,414 - INFO - Training: cls_zice: 57.65687320678277; reg_zipnll: 220.1647218738546; aux_mae_loss_1: 131.27148743460296; aux_mae_loss_2: 20.410797223333834; aux_mae_loss_4: 3.3109277017931706; cnt_loss: 18.174349845528297; 2025-08-16 12:03:16,415 - INFO - Evaluation: Curr mae: 77.9221; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 578.8146; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1820; Best nae: 0.1623; 0.1649; 0.1661; 0.1715; 0.1716; 2025-08-16 12:03:16,415 - INFO - Epoch: 0889 / 1300 lr: 7.210e-05 2025-08-16 12:04:55,251 - INFO - Training: cls_zice: 61.57520998083534; reg_zipnll: 226.44775313154284; aux_mae_loss_1: 134.56430012523975; aux_mae_loss_2: 20.91460231214685; aux_mae_loss_4: 3.415196086263289; cnt_loss: 19.471995629810735; 2025-08-16 12:04:55,252 - INFO - Evaluation: Curr mae: 81.4911; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 491.1054; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2839; Best nae: 0.1623; 0.1649; 0.1661; 0.1715; 0.1716; 2025-08-16 12:04:55,252 - INFO - Epoch: 0890 / 1300 lr: 7.188e-05 2025-08-16 12:06:32,905 - INFO - Training: cls_zice: 57.852642323793056; reg_zipnll: 226.37119169161681; aux_mae_loss_1: 131.27550605146314; aux_mae_loss_2: 20.408406206758592; aux_mae_loss_4: 3.32098345370403; cnt_loss: 17.999487152749285; 2025-08-16 12:06:32,906 - INFO - Evaluation: Curr mae: 82.4284; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 553.1702; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2075; Best nae: 0.1623; 0.1649; 0.1661; 0.1715; 0.1716; 2025-08-16 12:06:32,906 - INFO - Epoch: 0891 / 1300 lr: 7.166e-05 2025-08-16 12:08:09,715 - INFO - Training: cls_zice: 58.98196410382008; reg_zipnll: 221.9254447525142; aux_mae_loss_1: 132.25975041033982; aux_mae_loss_2: 20.65533140202108; aux_mae_loss_4: 3.3668080303233814; cnt_loss: 19.120920455854165; 2025-08-16 12:08:09,716 - INFO - Evaluation: Curr mae: 76.6002; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 550.2826; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2323; Best nae: 0.1623; 0.1649; 0.1661; 0.1715; 0.1716; 2025-08-16 12:08:09,717 - INFO - Epoch: 0892 / 1300 lr: 7.144e-05 2025-08-16 12:09:47,266 - INFO - Training: cls_zice: 58.169236565655176; reg_zipnll: 223.34372280679816; aux_mae_loss_1: 133.78218250225626; aux_mae_loss_2: 20.916035459709658; aux_mae_loss_4: 3.4279353856121055; cnt_loss: 19.997565380711787; 2025-08-16 12:09:47,268 - INFO - Evaluation: Curr mae: 82.5874; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 535.2143; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3865; Best nae: 0.1623; 0.1649; 0.1661; 0.1715; 0.1716; 2025-08-16 12:09:47,268 - INFO - Epoch: 0893 / 1300 lr: 7.122e-05 2025-08-16 12:11:24,131 - INFO - Training: cls_zice: 58.43513469030281; reg_zipnll: 226.03938356218117; aux_mae_loss_1: 130.7893286903597; aux_mae_loss_2: 20.280369816218673; aux_mae_loss_4: 3.2984335600257224; cnt_loss: 17.68398387205325; 2025-08-16 12:11:24,133 - INFO - Evaluation: Curr mae: 79.2582; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 499.3489; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2001; Best nae: 0.1623; 0.1649; 0.1661; 0.1715; 0.1716; 2025-08-16 12:11:24,133 - INFO - Epoch: 0894 / 1300 lr: 7.100e-05 2025-08-16 12:13:01,832 - INFO - Training: cls_zice: 64.26076789721272; reg_zipnll: 225.9131473453002; aux_mae_loss_1: 135.10579775538113; aux_mae_loss_2: 21.050169244217077; aux_mae_loss_4: 3.4504768060841107; cnt_loss: 18.607087309991794; 2025-08-16 12:13:01,834 - INFO - Evaluation: Curr mae: 82.0560; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 578.4386; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2075; Best nae: 0.1623; 0.1649; 0.1661; 0.1715; 0.1716; 2025-08-16 12:13:01,834 - INFO - Epoch: 0895 / 1300 lr: 7.078e-05 2025-08-16 12:14:38,650 - INFO - Training: cls_zice: 55.91083564285601; reg_zipnll: 227.31488912822655; aux_mae_loss_1: 127.73938806136654; aux_mae_loss_2: 19.78477746845824; aux_mae_loss_4: 3.2067439248138956; cnt_loss: 17.769793404558325; 2025-08-16 12:14:38,651 - INFO - Evaluation: Curr mae: 89.5112; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 575.1941; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2419; Best nae: 0.1623; 0.1649; 0.1661; 0.1715; 0.1716; 2025-08-16 12:14:38,651 - INFO - Epoch: 0896 / 1300 lr: 7.056e-05 2025-08-16 12:16:15,881 - INFO - Training: cls_zice: 58.732863001506246; reg_zipnll: 223.75064082010852; aux_mae_loss_1: 131.89850117063153; aux_mae_loss_2: 20.59587288883474; aux_mae_loss_4: 3.363915195961538; cnt_loss: 18.211011036502672; 2025-08-16 12:16:15,883 - INFO - Evaluation: Curr mae: 77.4265; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 542.1293; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1875; Best nae: 0.1623; 0.1649; 0.1661; 0.1715; 0.1716; 2025-08-16 12:16:15,883 - INFO - Epoch: 0897 / 1300 lr: 7.034e-05 2025-08-16 12:17:53,408 - INFO - Training: cls_zice: 62.41191521509141; reg_zipnll: 233.3150104826704; aux_mae_loss_1: 136.80137187104606; aux_mae_loss_2: 21.305456928851367; aux_mae_loss_4: 3.4633910006300037; cnt_loss: 19.49192039764326; 2025-08-16 12:17:53,410 - INFO - Evaluation: Curr mae: 81.6701; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 511.7944; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2713; Best nae: 0.1623; 0.1649; 0.1661; 0.1715; 0.1716; 2025-08-16 12:17:53,410 - INFO - Epoch: 0898 / 1300 lr: 7.011e-05 2025-08-16 12:19:30,643 - INFO - Training: cls_zice: 59.9201625070719; reg_zipnll: 216.77839135020434; aux_mae_loss_1: 132.19199682691718; aux_mae_loss_2: 20.573455689805332; aux_mae_loss_4: 3.3716710053556684; cnt_loss: 18.645553891027493; 2025-08-16 12:19:30,644 - INFO - Evaluation: Curr mae: 80.5288; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 524.4808; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2185; Best nae: 0.1623; 0.1649; 0.1661; 0.1715; 0.1716; 2025-08-16 12:19:30,644 - INFO - Epoch: 0899 / 1300 lr: 6.989e-05 2025-08-16 12:21:08,942 - INFO - Training: cls_zice: 58.67523296656216; reg_zipnll: 227.93263536860212; aux_mae_loss_1: 131.79943533360498; aux_mae_loss_2: 20.445515681661494; aux_mae_loss_4: 3.3281123780652613; cnt_loss: 18.288721553464168; 2025-08-16 12:21:08,943 - INFO - Evaluation: Curr mae: 77.9438; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 505.7986; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1982; Best nae: 0.1623; 0.1649; 0.1661; 0.1715; 0.1716; 2025-08-16 12:21:08,943 - INFO - Epoch: 0900 / 1300 lr: 6.967e-05 2025-08-16 12:22:46,857 - INFO - Training: cls_zice: 63.56102115218468; reg_zipnll: 227.1119149313488; aux_mae_loss_1: 135.79818108271817; aux_mae_loss_2: 21.229438197643407; aux_mae_loss_4: 3.476658168979047; cnt_loss: 19.598642230340324; 2025-08-16 12:22:46,858 - INFO - Evaluation: Curr mae: 83.3599; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 511.4775; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3163; Best nae: 0.1623; 0.1649; 0.1661; 0.1715; 0.1716; 2025-08-16 12:22:47,036 - INFO - Epoch: 0901 / 1300 lr: 6.944e-05 2025-08-16 12:24:24,385 - INFO - Training: cls_zice: 59.47940242045336; reg_zipnll: 228.05074658430635; aux_mae_loss_1: 131.5652425712056; aux_mae_loss_2: 20.58345651626587; aux_mae_loss_4: 3.376582288190454; cnt_loss: 19.499472494296977; 2025-08-16 12:24:24,386 - INFO - Evaluation: Curr mae: 81.1871; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 591.6022; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2376; Best nae: 0.1623; 0.1649; 0.1661; 0.1715; 0.1716; 2025-08-16 12:24:24,386 - INFO - Epoch: 0902 / 1300 lr: 6.922e-05 2025-08-16 12:26:01,610 - INFO - Training: cls_zice: 58.02240368723869; reg_zipnll: 220.34561895649966; aux_mae_loss_1: 131.0750526438029; aux_mae_loss_2: 20.491694543539406; aux_mae_loss_4: 3.339522965309859; cnt_loss: 18.648626209531162; 2025-08-16 12:26:01,612 - INFO - Evaluation: Curr mae: 77.7938; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 571.4080; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1954; Best nae: 0.1623; 0.1649; 0.1661; 0.1715; 0.1716; 2025-08-16 12:26:01,612 - INFO - Epoch: 0903 / 1300 lr: 6.899e-05 2025-08-16 12:27:39,364 - INFO - Training: cls_zice: 57.035630893354856; reg_zipnll: 225.66860349993473; aux_mae_loss_1: 130.12360243809562; aux_mae_loss_2: 20.20399431213928; aux_mae_loss_4: 3.256268741998697; cnt_loss: 17.062997554752084; 2025-08-16 12:27:39,366 - INFO - Evaluation: Curr mae: 90.5978; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 566.7626; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2098; Best nae: 0.1623; 0.1649; 0.1661; 0.1715; 0.1716; 2025-08-16 12:27:39,366 - INFO - Epoch: 0904 / 1300 lr: 6.877e-05 2025-08-16 12:29:17,528 - INFO - Training: cls_zice: 60.50346814490529; reg_zipnll: 225.27343214569484; aux_mae_loss_1: 133.2521008734225; aux_mae_loss_2: 20.727729416138715; aux_mae_loss_4: 3.3556053370313963; cnt_loss: 17.310694597067748; 2025-08-16 12:29:17,590 - INFO - Evaluation: Curr mae: 78.4278; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 589.9802; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1716; Best nae: 0.1623; 0.1649; 0.1661; 0.1715; 0.1716; 2025-08-16 12:29:17,590 - INFO - Epoch: 0905 / 1300 lr: 6.854e-05 2025-08-16 12:30:55,439 - INFO - Training: cls_zice: 63.171279851759; reg_zipnll: 221.92627742541785; aux_mae_loss_1: 134.16965188955587; aux_mae_loss_2: 20.90470590321754; aux_mae_loss_4: 3.426437256881694; cnt_loss: 18.67898313429178; 2025-08-16 12:30:55,440 - INFO - Evaluation: Curr mae: 77.1227; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 558.2148; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2039; Best nae: 0.1623; 0.1649; 0.1661; 0.1715; 0.1716; 2025-08-16 12:30:55,440 - INFO - Epoch: 0906 / 1300 lr: 6.831e-05 2025-08-16 12:32:32,704 - INFO - Training: cls_zice: 59.73527667531624; reg_zipnll: 224.35730758117833; aux_mae_loss_1: 132.5116557878823; aux_mae_loss_2: 20.589154102501954; aux_mae_loss_4: 3.3531028524156095; cnt_loss: 18.096773831580784; 2025-08-16 12:32:32,705 - INFO - Evaluation: Curr mae: 99.4880; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 582.9211; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2402; Best nae: 0.1623; 0.1649; 0.1661; 0.1715; 0.1716; 2025-08-16 12:32:32,705 - INFO - Epoch: 0907 / 1300 lr: 6.809e-05 2025-08-16 12:34:11,566 - INFO - Training: cls_zice: 58.272758864574996; reg_zipnll: 227.54406590204312; aux_mae_loss_1: 131.83405689837693; aux_mae_loss_2: 20.518139791366067; aux_mae_loss_4: 3.3427562666123203; cnt_loss: 18.65570339997201; 2025-08-16 12:34:11,567 - INFO - Evaluation: Curr mae: 80.8720; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 578.1099; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1879; Best nae: 0.1623; 0.1649; 0.1661; 0.1715; 0.1716; 2025-08-16 12:34:11,567 - INFO - Epoch: 0908 / 1300 lr: 6.786e-05 2025-08-16 12:35:50,465 - INFO - Training: cls_zice: 62.24501740733272; reg_zipnll: 227.77564550365457; aux_mae_loss_1: 134.63129290700877; aux_mae_loss_2: 21.004379424460442; aux_mae_loss_4: 3.4436649732234237; cnt_loss: 19.26697939343195; 2025-08-16 12:35:50,527 - INFO - Evaluation: Curr mae: 75.7521; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 563.8871; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1601; Best nae: 0.1601; 0.1623; 0.1649; 0.1661; 0.1715; 2025-08-16 12:35:50,527 - INFO - Epoch: 0909 / 1300 lr: 6.763e-05 2025-08-16 12:37:29,587 - INFO - Training: cls_zice: 59.522267766890614; reg_zipnll: 223.59415613287211; aux_mae_loss_1: 132.64049933073147; aux_mae_loss_2: 20.877709137443404; aux_mae_loss_4: 3.4252253634457723; cnt_loss: 20.319641166603656; 2025-08-16 12:37:29,588 - INFO - Evaluation: Curr mae: 74.2732; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 542.0111; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1864; Best nae: 0.1601; 0.1623; 0.1649; 0.1661; 0.1715; 2025-08-16 12:37:29,589 - INFO - Epoch: 0910 / 1300 lr: 6.740e-05 2025-08-16 12:39:07,857 - INFO - Training: cls_zice: 59.924299180622576; reg_zipnll: 227.10286569472757; aux_mae_loss_1: 132.59866167279318; aux_mae_loss_2: 20.542153644071448; aux_mae_loss_4: 3.3372222980374238; cnt_loss: 17.657757472869363; 2025-08-16 12:39:07,859 - INFO - Evaluation: Curr mae: 83.6701; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 561.1748; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3338; Best nae: 0.1601; 0.1623; 0.1649; 0.1661; 0.1715; 2025-08-16 12:39:07,859 - INFO - Epoch: 0911 / 1300 lr: 6.718e-05 2025-08-16 12:40:45,847 - INFO - Training: cls_zice: 59.70403480322931; reg_zipnll: 224.37862782613172; aux_mae_loss_1: 133.16605056772502; aux_mae_loss_2: 20.702072355618515; aux_mae_loss_4: 3.382711798795391; cnt_loss: 19.338140147510714; 2025-08-16 12:40:45,849 - INFO - Evaluation: Curr mae: 75.8824; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 550.3534; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1956; Best nae: 0.1601; 0.1623; 0.1649; 0.1661; 0.1715; 2025-08-16 12:40:45,849 - INFO - Epoch: 0912 / 1300 lr: 6.695e-05 2025-08-16 12:42:23,399 - INFO - Training: cls_zice: 57.94560420934523; reg_zipnll: 228.55890583685553; aux_mae_loss_1: 132.2108252851393; aux_mae_loss_2: 20.51745710887762; aux_mae_loss_4: 3.3461106558998326; cnt_loss: 18.03337134156558; 2025-08-16 12:42:23,400 - INFO - Evaluation: Curr mae: 77.5074; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 561.4509; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2083; Best nae: 0.1601; 0.1623; 0.1649; 0.1661; 0.1715; 2025-08-16 12:42:23,401 - INFO - Epoch: 0913 / 1300 lr: 6.672e-05 2025-08-16 12:44:01,041 - INFO - Training: cls_zice: 55.268262144455875; reg_zipnll: 224.36136478139687; aux_mae_loss_1: 128.53011197970275; aux_mae_loss_2: 19.947411037043004; aux_mae_loss_4: 3.21638880030355; cnt_loss: 16.513868852568777; 2025-08-16 12:44:01,042 - INFO - Evaluation: Curr mae: 80.0895; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 563.7040; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2416; Best nae: 0.1601; 0.1623; 0.1649; 0.1661; 0.1715; 2025-08-16 12:44:01,042 - INFO - Epoch: 0914 / 1300 lr: 6.649e-05 2025-08-16 12:45:38,047 - INFO - Training: cls_zice: 56.60167352859036; reg_zipnll: 215.8896317665865; aux_mae_loss_1: 131.26864244514994; aux_mae_loss_2: 20.399170756646477; aux_mae_loss_4: 3.3127499492431975; cnt_loss: 17.77020731989706; 2025-08-16 12:45:38,049 - INFO - Evaluation: Curr mae: 78.2997; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 533.6083; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1957; Best nae: 0.1601; 0.1623; 0.1649; 0.1661; 0.1715; 2025-08-16 12:45:38,049 - INFO - Epoch: 0915 / 1300 lr: 6.626e-05 2025-08-16 12:47:16,964 - INFO - Training: cls_zice: 59.277385173197885; reg_zipnll: 223.33532702095405; aux_mae_loss_1: 130.52195192547873; aux_mae_loss_2: 20.227349748341773; aux_mae_loss_4: 3.274782523704372; cnt_loss: 17.30430361329743; 2025-08-16 12:47:16,966 - INFO - Evaluation: Curr mae: 81.0516; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 536.2897; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2755; Best nae: 0.1601; 0.1623; 0.1649; 0.1661; 0.1715; 2025-08-16 12:47:16,966 - INFO - Epoch: 0916 / 1300 lr: 6.603e-05 2025-08-16 12:48:55,256 - INFO - Training: cls_zice: 60.49172324524441; reg_zipnll: 225.2652251530429; aux_mae_loss_1: 133.45546699857343; aux_mae_loss_2: 20.74267588544321; aux_mae_loss_4: 3.385704055083748; cnt_loss: 18.211058652492905; 2025-08-16 12:48:55,258 - INFO - Evaluation: Curr mae: 74.3266; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 555.6393; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2335; Best nae: 0.1601; 0.1623; 0.1649; 0.1661; 0.1715; 2025-08-16 12:48:55,258 - INFO - Epoch: 0917 / 1300 lr: 6.580e-05 2025-08-16 12:50:32,660 - INFO - Training: cls_zice: 60.357930608266116; reg_zipnll: 226.62406361930474; aux_mae_loss_1: 132.01903855095793; aux_mae_loss_2: 20.602590014205187; aux_mae_loss_4: 3.375705881872643; cnt_loss: 18.398469479654015; 2025-08-16 12:50:32,662 - INFO - Evaluation: Curr mae: 78.9398; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 572.6776; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3078; Best nae: 0.1601; 0.1623; 0.1649; 0.1661; 0.1715; 2025-08-16 12:50:32,662 - INFO - Epoch: 0918 / 1300 lr: 6.557e-05 2025-08-16 12:52:09,142 - INFO - Training: cls_zice: 60.404075189390646; reg_zipnll: 228.16721324381302; aux_mae_loss_1: 135.55144305094348; aux_mae_loss_2: 21.08294714018128; aux_mae_loss_4: 3.430297566563427; cnt_loss: 18.297228104044663; 2025-08-16 12:52:09,143 - INFO - Evaluation: Curr mae: 84.2526; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 555.6159; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3377; Best nae: 0.1601; 0.1623; 0.1649; 0.1661; 0.1715; 2025-08-16 12:52:09,144 - INFO - Epoch: 0919 / 1300 lr: 6.533e-05 2025-08-16 12:53:46,881 - INFO - Training: cls_zice: 60.12887899937697; reg_zipnll: 222.442783615583; aux_mae_loss_1: 132.58695218985983; aux_mae_loss_2: 20.735737236116112; aux_mae_loss_4: 3.3894857865372785; cnt_loss: 19.22127803554878; 2025-08-16 12:53:46,883 - INFO - Evaluation: Curr mae: 76.9163; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 578.0682; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2661; Best nae: 0.1601; 0.1623; 0.1649; 0.1661; 0.1715; 2025-08-16 12:53:46,883 - INFO - Epoch: 0920 / 1300 lr: 6.510e-05 2025-08-16 12:55:24,750 - INFO - Training: cls_zice: 61.115552583129976; reg_zipnll: 226.01977303708426; aux_mae_loss_1: 133.97329444689126; aux_mae_loss_2: 20.802138935324464; aux_mae_loss_4: 3.378019755787592; cnt_loss: 18.01940413949422; 2025-08-16 12:55:24,751 - INFO - Evaluation: Curr mae: 85.3266; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 532.2497; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3409; Best nae: 0.1601; 0.1623; 0.1649; 0.1661; 0.1715; 2025-08-16 12:55:24,751 - INFO - Epoch: 0921 / 1300 lr: 6.487e-05 2025-08-16 12:57:02,482 - INFO - Training: cls_zice: 61.383439349331404; reg_zipnll: 221.28216316399661; aux_mae_loss_1: 135.27925987292684; aux_mae_loss_2: 21.21585369968169; aux_mae_loss_4: 3.474495151585356; cnt_loss: 19.527425658427045; 2025-08-16 12:57:02,484 - INFO - Evaluation: Curr mae: 81.9021; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 569.6085; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3410; Best nae: 0.1601; 0.1623; 0.1649; 0.1661; 0.1715; 2025-08-16 12:57:02,484 - INFO - Epoch: 0922 / 1300 lr: 6.464e-05 2025-08-16 12:58:39,575 - INFO - Training: cls_zice: 60.836134676302; reg_zipnll: 221.4497737247104; aux_mae_loss_1: 133.00320961665372; aux_mae_loss_2: 20.64607039576631; aux_mae_loss_4: 3.3628639114546592; cnt_loss: 19.159056479029914; 2025-08-16 12:58:39,577 - INFO - Evaluation: Curr mae: 78.1905; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 514.0956; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1901; Best nae: 0.1601; 0.1623; 0.1649; 0.1661; 0.1715; 2025-08-16 12:58:39,577 - INFO - Epoch: 0923 / 1300 lr: 6.440e-05 2025-08-16 13:00:17,017 - INFO - Training: cls_zice: 59.21798720155247; reg_zipnll: 221.31311125865633; aux_mae_loss_1: 132.35953581057356; aux_mae_loss_2: 20.641395693879506; aux_mae_loss_4: 3.365912270499992; cnt_loss: 18.632438956312164; 2025-08-16 13:00:17,018 - INFO - Evaluation: Curr mae: 83.1857; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 560.4175; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1876; Best nae: 0.1601; 0.1623; 0.1649; 0.1661; 0.1715; 2025-08-16 13:00:17,018 - INFO - Epoch: 0924 / 1300 lr: 6.417e-05 2025-08-16 13:01:53,632 - INFO - Training: cls_zice: 60.280502267852235; reg_zipnll: 226.40983100047762; aux_mae_loss_1: 133.71490569225008; aux_mae_loss_2: 20.775326779078704; aux_mae_loss_4: 3.3610274371114057; cnt_loss: 17.63525714083625; 2025-08-16 13:01:53,633 - INFO - Evaluation: Curr mae: 74.3231; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 523.1948; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1923; Best nae: 0.1601; 0.1623; 0.1649; 0.1661; 0.1715; 2025-08-16 13:01:53,633 - INFO - Epoch: 0925 / 1300 lr: 6.394e-05 2025-08-16 13:03:30,870 - INFO - Training: cls_zice: 59.32382622851504; reg_zipnll: 219.65425793370736; aux_mae_loss_1: 131.95565036391233; aux_mae_loss_2: 20.58796907268024; aux_mae_loss_4: 3.3291433982187186; cnt_loss: 17.913338537081348; 2025-08-16 13:03:30,871 - INFO - Evaluation: Curr mae: 73.8201; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 554.8340; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1845; Best nae: 0.1601; 0.1623; 0.1649; 0.1661; 0.1715; 2025-08-16 13:03:30,871 - INFO - Epoch: 0926 / 1300 lr: 6.370e-05 2025-08-16 13:05:08,013 - INFO - Training: cls_zice: 58.79869450123114; reg_zipnll: 221.52669853661544; aux_mae_loss_1: 128.96360589544693; aux_mae_loss_2: 19.95751055837597; aux_mae_loss_4: 3.211438212572456; cnt_loss: 16.896297072996518; 2025-08-16 13:05:08,015 - INFO - Evaluation: Curr mae: 91.8646; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 572.0310; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2092; Best nae: 0.1601; 0.1623; 0.1649; 0.1661; 0.1715; 2025-08-16 13:05:08,015 - INFO - Epoch: 0927 / 1300 lr: 6.347e-05 2025-08-16 13:06:45,043 - INFO - Training: cls_zice: 60.288325248003616; reg_zipnll: 213.6826804487135; aux_mae_loss_1: 131.7539090791521; aux_mae_loss_2: 20.475095841449452; aux_mae_loss_4: 3.3209967265398768; cnt_loss: 17.102815124246945; 2025-08-16 13:06:45,044 - INFO - Evaluation: Curr mae: 88.1198; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 536.4822; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.4007; Best nae: 0.1601; 0.1623; 0.1649; 0.1661; 0.1715; 2025-08-16 13:06:45,044 - INFO - Epoch: 0928 / 1300 lr: 6.323e-05 2025-08-16 13:08:24,046 - INFO - Training: cls_zice: 59.35620199331588; reg_zipnll: 218.28604286801846; aux_mae_loss_1: 131.4022466125096; aux_mae_loss_2: 20.454531422617503; aux_mae_loss_4: 3.3198778528174273; cnt_loss: 17.713906422372343; 2025-08-16 13:08:24,047 - INFO - Evaluation: Curr mae: 75.2689; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 520.5976; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1912; Best nae: 0.1601; 0.1623; 0.1649; 0.1661; 0.1715; 2025-08-16 13:08:24,047 - INFO - Epoch: 0929 / 1300 lr: 6.300e-05 2025-08-16 13:10:02,107 - INFO - Training: cls_zice: 60.23914701301978; reg_zipnll: 211.29512374014965; aux_mae_loss_1: 132.11930840793795; aux_mae_loss_2: 20.67513838280136; aux_mae_loss_4: 3.366226812101575; cnt_loss: 18.15629554040021; 2025-08-16 13:10:02,108 - INFO - Evaluation: Curr mae: 75.1147; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 421.5871; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2514; Best nae: 0.1601; 0.1623; 0.1649; 0.1661; 0.1715; 2025-08-16 13:10:02,108 - INFO - Epoch: 0930 / 1300 lr: 6.276e-05 2025-08-16 13:11:39,398 - INFO - Training: cls_zice: 58.97354442398315; reg_zipnll: 226.9469194191587; aux_mae_loss_1: 130.9269368237885; aux_mae_loss_2: 20.2670048968651; aux_mae_loss_4: 3.2689709076538183; cnt_loss: 16.6922945816903; 2025-08-16 13:11:39,400 - INFO - Evaluation: Curr mae: 76.6986; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 551.7052; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2047; Best nae: 0.1601; 0.1623; 0.1649; 0.1661; 0.1715; 2025-08-16 13:11:39,400 - INFO - Epoch: 0931 / 1300 lr: 6.253e-05 2025-08-16 13:13:17,174 - INFO - Training: cls_zice: 59.430686960719854; reg_zipnll: 222.2128001509718; aux_mae_loss_1: 133.993853586192; aux_mae_loss_2: 20.869494988556692; aux_mae_loss_4: 3.401099391339064; cnt_loss: 18.88359004274432; 2025-08-16 13:13:17,175 - INFO - Evaluation: Curr mae: 84.6233; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 513.2633; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2249; Best nae: 0.1601; 0.1623; 0.1649; 0.1661; 0.1715; 2025-08-16 13:13:17,175 - INFO - Epoch: 0932 / 1300 lr: 6.229e-05 2025-08-16 13:14:55,300 - INFO - Training: cls_zice: 61.82547914797971; reg_zipnll: 223.82994140389647; aux_mae_loss_1: 132.830811248034; aux_mae_loss_2: 20.599221136392234; aux_mae_loss_4: 3.330107180195786; cnt_loss: 17.4548331379584; 2025-08-16 13:14:55,302 - INFO - Evaluation: Curr mae: 76.8682; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 566.4826; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1831; Best nae: 0.1601; 0.1623; 0.1649; 0.1661; 0.1715; 2025-08-16 13:14:55,302 - INFO - Epoch: 0933 / 1300 lr: 6.206e-05 2025-08-16 13:16:32,389 - INFO - Training: cls_zice: 58.71617081784344; reg_zipnll: 229.30056696011658; aux_mae_loss_1: 133.78733044602265; aux_mae_loss_2: 20.705716273472056; aux_mae_loss_4: 3.348758386615616; cnt_loss: 17.714310000365682; 2025-08-16 13:16:32,390 - INFO - Evaluation: Curr mae: 92.9775; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 587.4491; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2346; Best nae: 0.1601; 0.1623; 0.1649; 0.1661; 0.1715; 2025-08-16 13:16:32,390 - INFO - Epoch: 0934 / 1300 lr: 6.182e-05 2025-08-16 13:18:10,318 - INFO - Training: cls_zice: 59.10518330730172; reg_zipnll: 222.41866409380208; aux_mae_loss_1: 131.10607664995757; aux_mae_loss_2: 20.372729612806463; aux_mae_loss_4: 3.303397788486628; cnt_loss: 17.29624416098803; 2025-08-16 13:18:10,319 - INFO - Evaluation: Curr mae: 79.1150; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 561.2335; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2085; Best nae: 0.1601; 0.1623; 0.1649; 0.1661; 0.1715; 2025-08-16 13:18:10,320 - INFO - Epoch: 0935 / 1300 lr: 6.158e-05 2025-08-16 13:19:47,134 - INFO - Training: cls_zice: 59.9343025825707; reg_zipnll: 221.2877239531294; aux_mae_loss_1: 131.6060018171688; aux_mae_loss_2: 20.467551480222177; aux_mae_loss_4: 3.3492418480103305; cnt_loss: 18.31402787481911; 2025-08-16 13:19:47,136 - INFO - Evaluation: Curr mae: 84.1832; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 547.3872; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2288; Best nae: 0.1601; 0.1623; 0.1649; 0.1661; 0.1715; 2025-08-16 13:19:47,136 - INFO - Epoch: 0936 / 1300 lr: 6.135e-05 2025-08-16 13:21:24,957 - INFO - Training: cls_zice: 58.11523366514545; reg_zipnll: 228.86361353072533; aux_mae_loss_1: 131.32533858919513; aux_mae_loss_2: 20.324039850872403; aux_mae_loss_4: 3.2702778872763285; cnt_loss: 17.099811632406436; 2025-08-16 13:21:24,959 - INFO - Evaluation: Curr mae: 80.9421; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 533.0963; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2380; Best nae: 0.1601; 0.1623; 0.1649; 0.1661; 0.1715; 2025-08-16 13:21:24,959 - INFO - Epoch: 0937 / 1300 lr: 6.111e-05 2025-08-16 13:23:02,192 - INFO - Training: cls_zice: 59.174488390779125; reg_zipnll: 230.7770039085251; aux_mae_loss_1: 132.0815340596177; aux_mae_loss_2: 20.436744466845358; aux_mae_loss_4: 3.3028101741807934; cnt_loss: 18.20688368115756; 2025-08-16 13:23:02,194 - INFO - Evaluation: Curr mae: 76.0122; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 564.8957; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2059; Best nae: 0.1601; 0.1623; 0.1649; 0.1661; 0.1715; 2025-08-16 13:23:02,194 - INFO - Epoch: 0938 / 1300 lr: 6.087e-05 2025-08-16 13:24:39,001 - INFO - Training: cls_zice: 59.73262028752379; reg_zipnll: 216.59649385584657; aux_mae_loss_1: 133.40901131127364; aux_mae_loss_2: 20.795678100733035; aux_mae_loss_4: 3.3863508566486193; cnt_loss: 18.069830964340955; 2025-08-16 13:24:39,002 - INFO - Evaluation: Curr mae: 84.1980; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 588.3788; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2377; Best nae: 0.1601; 0.1623; 0.1649; 0.1661; 0.1715; 2025-08-16 13:24:39,003 - INFO - Epoch: 0939 / 1300 lr: 6.063e-05 2025-08-16 13:26:16,191 - INFO - Training: cls_zice: 55.87429015602734; reg_zipnll: 224.17969518823304; aux_mae_loss_1: 127.18021710550263; aux_mae_loss_2: 19.590807816669688; aux_mae_loss_4: 3.146878262411966; cnt_loss: 16.114037689329113; 2025-08-16 13:26:16,193 - INFO - Evaluation: Curr mae: 79.8271; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 528.8605; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2251; Best nae: 0.1601; 0.1623; 0.1649; 0.1661; 0.1715; 2025-08-16 13:26:16,193 - INFO - Epoch: 0940 / 1300 lr: 6.040e-05 2025-08-16 13:27:53,318 - INFO - Training: cls_zice: 60.92806628553297; reg_zipnll: 233.8683213574721; aux_mae_loss_1: 131.22570550227226; aux_mae_loss_2: 20.196858068971217; aux_mae_loss_4: 3.253449376107488; cnt_loss: 16.571994702736333; 2025-08-16 13:27:53,319 - INFO - Evaluation: Curr mae: 84.9403; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 544.0034; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2575; Best nae: 0.1601; 0.1623; 0.1649; 0.1661; 0.1715; 2025-08-16 13:27:53,319 - INFO - Epoch: 0941 / 1300 lr: 6.016e-05 2025-08-16 13:29:31,129 - INFO - Training: cls_zice: 61.301793641173745; reg_zipnll: 223.37772303681754; aux_mae_loss_1: 134.81171230914353; aux_mae_loss_2: 20.877347499974896; aux_mae_loss_4: 3.368638827592364; cnt_loss: 18.061432368344697; 2025-08-16 13:29:31,130 - INFO - Evaluation: Curr mae: 81.9326; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 584.5754; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1731; Best nae: 0.1601; 0.1623; 0.1649; 0.1661; 0.1715; 2025-08-16 13:29:31,130 - INFO - Epoch: 0942 / 1300 lr: 5.992e-05 2025-08-16 13:31:09,328 - INFO - Training: cls_zice: 58.73382110357438; reg_zipnll: 217.72805305863406; aux_mae_loss_1: 131.4023403103983; aux_mae_loss_2: 20.353398786412413; aux_mae_loss_4: 3.2904464612430044; cnt_loss: 16.020858837277235; 2025-08-16 13:31:09,329 - INFO - Evaluation: Curr mae: 81.4837; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 562.7461; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2801; Best nae: 0.1601; 0.1623; 0.1649; 0.1661; 0.1715; 2025-08-16 13:31:09,329 - INFO - Epoch: 0943 / 1300 lr: 5.968e-05 2025-08-16 13:32:46,722 - INFO - Training: cls_zice: 57.252719843525504; reg_zipnll: 224.88822551619424; aux_mae_loss_1: 129.23619518427125; aux_mae_loss_2: 20.00066672866939; aux_mae_loss_4: 3.229020158551959; cnt_loss: 16.82183811535872; 2025-08-16 13:32:46,723 - INFO - Evaluation: Curr mae: 92.5602; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 590.8648; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2470; Best nae: 0.1601; 0.1623; 0.1649; 0.1661; 0.1715; 2025-08-16 13:32:46,723 - INFO - Epoch: 0944 / 1300 lr: 5.944e-05 2025-08-16 13:34:25,684 - INFO - Training: cls_zice: 61.67932347585579; reg_zipnll: 216.40974456669431; aux_mae_loss_1: 134.26769567945624; aux_mae_loss_2: 20.84721097419072; aux_mae_loss_4: 3.3686414606160553; cnt_loss: 17.17424455277411; 2025-08-16 13:34:25,685 - INFO - Evaluation: Curr mae: 77.4985; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 546.8656; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2591; Best nae: 0.1601; 0.1623; 0.1649; 0.1661; 0.1715; 2025-08-16 13:34:25,686 - INFO - Epoch: 0945 / 1300 lr: 5.920e-05 2025-08-16 13:36:02,408 - INFO - Training: cls_zice: 57.76386067068209; reg_zipnll: 221.58170034217343; aux_mae_loss_1: 129.8704152585302; aux_mae_loss_2: 20.03628741806148; aux_mae_loss_4: 3.224565162450305; cnt_loss: 16.42970298740122; 2025-08-16 13:36:02,471 - INFO - Evaluation: Curr mae: 78.7568; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 587.6237; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1581; Best nae: 0.1581; 0.1601; 0.1623; 0.1649; 0.1661; 2025-08-16 13:36:02,471 - INFO - Epoch: 0946 / 1300 lr: 5.896e-05 2025-08-16 13:37:39,707 - INFO - Training: cls_zice: 58.83595817419281; reg_zipnll: 215.40080895705825; aux_mae_loss_1: 130.11119796439124; aux_mae_loss_2: 20.16844748163591; aux_mae_loss_4: 3.2671583342368313; cnt_loss: 17.653646563503; 2025-08-16 13:37:39,708 - INFO - Evaluation: Curr mae: 90.6836; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 564.2636; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2339; Best nae: 0.1581; 0.1601; 0.1623; 0.1649; 0.1661; 2025-08-16 13:37:39,708 - INFO - Epoch: 0947 / 1300 lr: 5.872e-05 2025-08-16 13:39:17,776 - INFO - Training: cls_zice: 61.230915103825936; reg_zipnll: 216.64866857847394; aux_mae_loss_1: 132.71678235169242; aux_mae_loss_2: 20.60756602078906; aux_mae_loss_4: 3.358128450983288; cnt_loss: 18.546753694281787; 2025-08-16 13:39:17,778 - INFO - Evaluation: Curr mae: 83.6165; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 567.0648; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2286; Best nae: 0.1581; 0.1601; 0.1623; 0.1649; 0.1661; 2025-08-16 13:39:17,778 - INFO - Epoch: 0948 / 1300 lr: 5.848e-05 2025-08-16 13:40:54,937 - INFO - Training: cls_zice: 59.285255616305726; reg_zipnll: 223.53511481297355; aux_mae_loss_1: 130.75288277358814; aux_mae_loss_2: 20.29644793287341; aux_mae_loss_4: 3.2777012166756285; cnt_loss: 16.731354391053895; 2025-08-16 13:40:54,938 - INFO - Evaluation: Curr mae: 71.2377; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 512.1140; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2040; Best nae: 0.1581; 0.1601; 0.1623; 0.1649; 0.1661; 2025-08-16 13:40:54,938 - INFO - Epoch: 0949 / 1300 lr: 5.824e-05 2025-08-16 13:42:32,804 - INFO - Training: cls_zice: 58.23722258463004; reg_zipnll: 213.54770907522166; aux_mae_loss_1: 130.88530670891691; aux_mae_loss_2: 20.428138360266207; aux_mae_loss_4: 3.3465902281297817; cnt_loss: 18.38932849754098; 2025-08-16 13:42:32,865 - INFO - Evaluation: Curr mae: 77.2563; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 576.6963; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1646; Best nae: 0.1581; 0.1601; 0.1623; 0.1646; 0.1649; 2025-08-16 13:42:32,866 - INFO - Epoch: 0950 / 1300 lr: 5.800e-05 2025-08-16 13:44:10,823 - INFO - Training: cls_zice: 60.20915192110909; reg_zipnll: 218.47137291327235; aux_mae_loss_1: 133.55566085089754; aux_mae_loss_2: 20.887037637607605; aux_mae_loss_4: 3.403763233083073; cnt_loss: 17.765028984810208; 2025-08-16 13:44:10,824 - INFO - Evaluation: Curr mae: 80.6274; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 586.2153; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1815; Best nae: 0.1581; 0.1601; 0.1623; 0.1646; 0.1649; 2025-08-16 13:44:10,996 - INFO - Epoch: 0951 / 1300 lr: 5.776e-05 2025-08-16 13:45:48,189 - INFO - Training: cls_zice: 57.48113867207634; reg_zipnll: 223.07274886084707; aux_mae_loss_1: 129.48327095404383; aux_mae_loss_2: 19.98736254353756; aux_mae_loss_4: 3.2052957274613467; cnt_loss: 16.032801293775172; 2025-08-16 13:45:48,190 - INFO - Evaluation: Curr mae: 94.0278; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 554.5173; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3344; Best nae: 0.1581; 0.1601; 0.1623; 0.1646; 0.1649; 2025-08-16 13:45:48,190 - INFO - Epoch: 0952 / 1300 lr: 5.752e-05 2025-08-16 13:47:25,701 - INFO - Training: cls_zice: 56.060324093714776; reg_zipnll: 226.43334083262937; aux_mae_loss_1: 129.03333344251146; aux_mae_loss_2: 19.908338269721572; aux_mae_loss_4: 3.190666538737427; cnt_loss: 16.190488631130798; 2025-08-16 13:47:25,702 - INFO - Evaluation: Curr mae: 77.0892; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 563.6234; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1697; Best nae: 0.1581; 0.1601; 0.1623; 0.1646; 0.1649; 2025-08-16 13:47:25,702 - INFO - Epoch: 0953 / 1300 lr: 5.728e-05 2025-08-16 13:49:03,144 - INFO - Training: cls_zice: 60.53457915748453; reg_zipnll: 222.23702309615814; aux_mae_loss_1: 132.36127213034348; aux_mae_loss_2: 20.454665849631734; aux_mae_loss_4: 3.280039432269442; cnt_loss: 16.907132685644154; 2025-08-16 13:49:03,146 - INFO - Evaluation: Curr mae: 79.1144; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 554.4383; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1924; Best nae: 0.1581; 0.1601; 0.1623; 0.1646; 0.1649; 2025-08-16 13:49:03,146 - INFO - Epoch: 0954 / 1300 lr: 5.704e-05 2025-08-16 13:50:40,642 - INFO - Training: cls_zice: 61.4211106118782; reg_zipnll: 224.096546810513; aux_mae_loss_1: 131.12833912513557; aux_mae_loss_2: 20.447621354100637; aux_mae_loss_4: 3.3303807123461238; cnt_loss: 19.20753996905447; 2025-08-16 13:50:40,643 - INFO - Evaluation: Curr mae: 80.1737; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 563.8915; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2123; Best nae: 0.1581; 0.1601; 0.1623; 0.1646; 0.1649; 2025-08-16 13:50:40,643 - INFO - Epoch: 0955 / 1300 lr: 5.680e-05 2025-08-16 13:52:17,869 - INFO - Training: cls_zice: 60.238255459958914; reg_zipnll: 220.3027875257948; aux_mae_loss_1: 132.39043549584238; aux_mae_loss_2: 20.510567284488435; aux_mae_loss_4: 3.3179046897011735; cnt_loss: 17.49755571740452; 2025-08-16 13:52:17,870 - INFO - Evaluation: Curr mae: 92.6837; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 565.4521; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3054; Best nae: 0.1581; 0.1601; 0.1623; 0.1646; 0.1649; 2025-08-16 13:52:17,871 - INFO - Epoch: 0956 / 1300 lr: 5.656e-05 2025-08-16 13:53:55,003 - INFO - Training: cls_zice: 57.29032157411306; reg_zipnll: 226.54288980832138; aux_mae_loss_1: 129.8799354631674; aux_mae_loss_2: 20.107619219390163; aux_mae_loss_4: 3.2525452298799333; cnt_loss: 16.966078983787398; 2025-08-16 13:53:55,005 - INFO - Evaluation: Curr mae: 82.2669; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 583.2123; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2374; Best nae: 0.1581; 0.1601; 0.1623; 0.1646; 0.1649; 2025-08-16 13:53:55,005 - INFO - Epoch: 0957 / 1300 lr: 5.632e-05 2025-08-16 13:55:31,855 - INFO - Training: cls_zice: 57.55490596082952; reg_zipnll: 215.6834802308855; aux_mae_loss_1: 129.15214138962617; aux_mae_loss_2: 20.02995890516855; aux_mae_loss_4: 3.226744492286888; cnt_loss: 17.060288674420747; 2025-08-16 13:55:31,857 - INFO - Evaluation: Curr mae: 79.3494; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 578.5436; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1835; Best nae: 0.1581; 0.1601; 0.1623; 0.1646; 0.1649; 2025-08-16 13:55:31,857 - INFO - Epoch: 0958 / 1300 lr: 5.608e-05 2025-08-16 13:57:10,563 - INFO - Training: cls_zice: 57.98342141194944; reg_zipnll: 226.90352320732373; aux_mae_loss_1: 129.9530069061907; aux_mae_loss_2: 20.061812182625033; aux_mae_loss_4: 3.226726566458116; cnt_loss: 17.07011955072457; 2025-08-16 13:57:10,564 - INFO - Evaluation: Curr mae: 73.4521; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 562.8904; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1835; Best nae: 0.1581; 0.1601; 0.1623; 0.1646; 0.1649; 2025-08-16 13:57:10,564 - INFO - Epoch: 0959 / 1300 lr: 5.584e-05 2025-08-16 13:58:49,077 - INFO - Training: cls_zice: 57.369781110732596; reg_zipnll: 224.52717573661118; aux_mae_loss_1: 131.46588797679598; aux_mae_loss_2: 20.33390694351; aux_mae_loss_4: 3.2737253918132927; cnt_loss: 16.74550680207103; 2025-08-16 13:58:49,079 - INFO - Evaluation: Curr mae: 76.4761; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 530.1976; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1793; Best nae: 0.1581; 0.1601; 0.1623; 0.1646; 0.1649; 2025-08-16 13:58:49,079 - INFO - Epoch: 0960 / 1300 lr: 5.559e-05 2025-08-16 14:00:27,828 - INFO - Training: cls_zice: 59.6315675760909; reg_zipnll: 221.4071280717237; aux_mae_loss_1: 130.643147132697; aux_mae_loss_2: 20.30468367794792; aux_mae_loss_4: 3.28385709950121; cnt_loss: 17.01290814214623; 2025-08-16 14:00:27,830 - INFO - Evaluation: Curr mae: 75.1155; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 416.9351; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2408; Best nae: 0.1581; 0.1601; 0.1623; 0.1646; 0.1649; 2025-08-16 14:00:27,830 - INFO - Epoch: 0961 / 1300 lr: 5.535e-05 2025-08-16 14:02:05,299 - INFO - Training: cls_zice: 57.66205816897911; reg_zipnll: 221.7763890852352; aux_mae_loss_1: 130.04935652921623; aux_mae_loss_2: 20.151555669338354; aux_mae_loss_4: 3.251270085496584; cnt_loss: 16.89412282886113; 2025-08-16 14:02:05,300 - INFO - Evaluation: Curr mae: 81.7472; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 545.3854; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1856; Best nae: 0.1581; 0.1601; 0.1623; 0.1646; 0.1649; 2025-08-16 14:02:05,300 - INFO - Epoch: 0962 / 1300 lr: 5.511e-05 2025-08-16 14:03:42,273 - INFO - Training: cls_zice: 59.176812825556894; reg_zipnll: 225.49714260542606; aux_mae_loss_1: 130.72591360430485; aux_mae_loss_2: 20.060075674081524; aux_mae_loss_4: 3.2176293471785007; cnt_loss: 16.099055318722076; 2025-08-16 14:03:42,335 - INFO - Evaluation: Curr mae: 74.3936; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 556.5201; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1585; Best nae: 0.1581; 0.1585; 0.1601; 0.1623; 0.1646; 2025-08-16 14:03:42,335 - INFO - Epoch: 0963 / 1300 lr: 5.487e-05 2025-08-16 14:05:21,032 - INFO - Training: cls_zice: 62.249329606602615; reg_zipnll: 223.13012643338476; aux_mae_loss_1: 132.50409268474823; aux_mae_loss_2: 20.44395778908521; aux_mae_loss_4: 3.2698697872210896; cnt_loss: 16.098827424270024; 2025-08-16 14:05:21,033 - INFO - Evaluation: Curr mae: 89.0413; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 542.4896; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2534; Best nae: 0.1581; 0.1585; 0.1601; 0.1623; 0.1646; 2025-08-16 14:05:21,033 - INFO - Epoch: 0964 / 1300 lr: 5.463e-05 2025-08-16 14:06:58,891 - INFO - Training: cls_zice: 59.04678115378922; reg_zipnll: 219.29869774865; aux_mae_loss_1: 130.09418091369471; aux_mae_loss_2: 20.044969232652367; aux_mae_loss_4: 3.2209316729579918; cnt_loss: 16.929462525409413; 2025-08-16 14:06:58,893 - INFO - Evaluation: Curr mae: 72.5957; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 519.6812; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1748; Best nae: 0.1581; 0.1585; 0.1601; 0.1623; 0.1646; 2025-08-16 14:06:58,893 - INFO - Epoch: 0965 / 1300 lr: 5.438e-05 2025-08-16 14:08:37,188 - INFO - Training: cls_zice: 60.01386602697918; reg_zipnll: 230.65340036230407; aux_mae_loss_1: 131.19753477199524; aux_mae_loss_2: 20.331593870197285; aux_mae_loss_4: 3.2863744886491477; cnt_loss: 17.706040752271146; 2025-08-16 14:08:37,189 - INFO - Evaluation: Curr mae: 82.8638; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 551.6086; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2001; Best nae: 0.1581; 0.1585; 0.1601; 0.1623; 0.1646; 2025-08-16 14:08:37,189 - INFO - Epoch: 0966 / 1300 lr: 5.414e-05 2025-08-16 14:10:13,622 - INFO - Training: cls_zice: 58.074400004736866; reg_zipnll: 224.285892947474; aux_mae_loss_1: 131.07780211382476; aux_mae_loss_2: 20.323383828974627; aux_mae_loss_4: 3.2723603525933997; cnt_loss: 17.131201196145888; 2025-08-16 14:10:13,623 - INFO - Evaluation: Curr mae: 74.3488; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 522.1336; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1906; Best nae: 0.1581; 0.1585; 0.1601; 0.1623; 0.1646; 2025-08-16 14:10:13,623 - INFO - Epoch: 0967 / 1300 lr: 5.390e-05 2025-08-16 14:11:52,145 - INFO - Training: cls_zice: 58.37331241541626; reg_zipnll: 209.48584737508034; aux_mae_loss_1: 130.5743093220924; aux_mae_loss_2: 20.12302755574028; aux_mae_loss_4: 3.2193387140038694; cnt_loss: 16.124338524507067; 2025-08-16 14:11:52,147 - INFO - Evaluation: Curr mae: 72.5682; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 567.4037; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1852; Best nae: 0.1581; 0.1585; 0.1601; 0.1623; 0.1646; 2025-08-16 14:11:52,147 - INFO - Epoch: 0968 / 1300 lr: 5.366e-05 2025-08-16 14:13:29,077 - INFO - Training: cls_zice: 60.38558685021106; reg_zipnll: 222.87486728972212; aux_mae_loss_1: 131.29695676592752; aux_mae_loss_2: 20.324355395103787; aux_mae_loss_4: 3.286697082470499; cnt_loss: 17.954352499586758; 2025-08-16 14:13:29,078 - INFO - Evaluation: Curr mae: 80.0870; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 557.7845; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1964; Best nae: 0.1581; 0.1585; 0.1601; 0.1623; 0.1646; 2025-08-16 14:13:29,078 - INFO - Epoch: 0969 / 1300 lr: 5.341e-05 2025-08-16 14:15:08,451 - INFO - Training: cls_zice: 57.28495602600832; reg_zipnll: 219.2057252114107; aux_mae_loss_1: 131.2337439372791; aux_mae_loss_2: 20.35066504711357; aux_mae_loss_4: 3.2837176522129914; cnt_loss: 17.56790851198309; 2025-08-16 14:15:08,452 - INFO - Evaluation: Curr mae: 77.8679; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 578.3166; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2168; Best nae: 0.1581; 0.1585; 0.1601; 0.1623; 0.1646; 2025-08-16 14:15:08,452 - INFO - Epoch: 0970 / 1300 lr: 5.317e-05 2025-08-16 14:16:46,052 - INFO - Training: cls_zice: 57.61686046724148; reg_zipnll: 223.36536986049467; aux_mae_loss_1: 131.4960384638573; aux_mae_loss_2: 20.302871066684283; aux_mae_loss_4: 3.266329058185028; cnt_loss: 16.958194336425368; 2025-08-16 14:16:46,053 - INFO - Evaluation: Curr mae: 73.8263; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 561.0117; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2037; Best nae: 0.1581; 0.1585; 0.1601; 0.1623; 0.1646; 2025-08-16 14:16:46,053 - INFO - Epoch: 0971 / 1300 lr: 5.293e-05 2025-08-16 14:18:23,923 - INFO - Training: cls_zice: 58.69842955876132; reg_zipnll: 219.3373397395666; aux_mae_loss_1: 129.54988930709564; aux_mae_loss_2: 20.043215859518565; aux_mae_loss_4: 3.2323599051693717; cnt_loss: 17.25881481048074; 2025-08-16 14:18:23,924 - INFO - Evaluation: Curr mae: 79.4984; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 560.8062; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1926; Best nae: 0.1581; 0.1585; 0.1601; 0.1623; 0.1646; 2025-08-16 14:18:23,925 - INFO - Epoch: 0972 / 1300 lr: 5.269e-05 2025-08-16 14:20:01,708 - INFO - Training: cls_zice: 59.08476699348587; reg_zipnll: 226.29085842809212; aux_mae_loss_1: 130.16647339357507; aux_mae_loss_2: 20.003420564386715; aux_mae_loss_4: 3.1867079763915056; cnt_loss: 16.31995433584277; 2025-08-16 14:20:01,709 - INFO - Evaluation: Curr mae: 88.5604; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 556.4775; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2307; Best nae: 0.1581; 0.1585; 0.1601; 0.1623; 0.1646; 2025-08-16 14:20:01,709 - INFO - Epoch: 0973 / 1300 lr: 5.244e-05 2025-08-16 14:21:39,069 - INFO - Training: cls_zice: 57.14167537756628; reg_zipnll: 223.72949832631875; aux_mae_loss_1: 129.5852592684003; aux_mae_loss_2: 19.988062181938584; aux_mae_loss_4: 3.2083512088020543; cnt_loss: 15.653863010798752; 2025-08-16 14:21:39,071 - INFO - Evaluation: Curr mae: 81.4253; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 542.6797; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1827; Best nae: 0.1581; 0.1585; 0.1601; 0.1623; 0.1646; 2025-08-16 14:21:39,071 - INFO - Epoch: 0974 / 1300 lr: 5.220e-05 2025-08-16 14:23:18,884 - INFO - Training: cls_zice: 61.91939958853403; reg_zipnll: 222.82796390013706; aux_mae_loss_1: 133.26519333121095; aux_mae_loss_2: 20.645824800726686; aux_mae_loss_4: 3.3280285344791904; cnt_loss: 15.992970591645621; 2025-08-16 14:23:18,885 - INFO - Evaluation: Curr mae: 77.8806; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 566.2604; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1738; Best nae: 0.1581; 0.1585; 0.1601; 0.1623; 0.1646; 2025-08-16 14:23:18,886 - INFO - Epoch: 0975 / 1300 lr: 5.196e-05 2025-08-16 14:24:56,790 - INFO - Training: cls_zice: 57.934369867519116; reg_zipnll: 222.89061911614817; aux_mae_loss_1: 131.86019000173533; aux_mae_loss_2: 20.329479379335222; aux_mae_loss_4: 3.2549518449447454; cnt_loss: 16.068523802916616; 2025-08-16 14:24:56,791 - INFO - Evaluation: Curr mae: 74.9755; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 546.9999; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1893; Best nae: 0.1581; 0.1585; 0.1601; 0.1623; 0.1646; 2025-08-16 14:24:56,792 - INFO - Epoch: 0976 / 1300 lr: 5.171e-05 2025-08-16 14:26:34,727 - INFO - Training: cls_zice: 58.13452951506661; reg_zipnll: 217.66851911569316; aux_mae_loss_1: 130.54968134235293; aux_mae_loss_2: 20.139107120680624; aux_mae_loss_4: 3.21668345854644; cnt_loss: 15.677377613620465; 2025-08-16 14:26:34,729 - INFO - Evaluation: Curr mae: 79.6190; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 558.8070; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1970; Best nae: 0.1581; 0.1585; 0.1601; 0.1623; 0.1646; 2025-08-16 14:26:34,729 - INFO - Epoch: 0977 / 1300 lr: 5.147e-05 2025-08-16 14:28:12,679 - INFO - Training: cls_zice: 58.75327026100882; reg_zipnll: 211.72095663565904; aux_mae_loss_1: 129.82826253013317; aux_mae_loss_2: 20.075589711990943; aux_mae_loss_4: 3.232291396142278; cnt_loss: 17.023856534902723; 2025-08-16 14:28:12,680 - INFO - Evaluation: Curr mae: 88.9698; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 556.6219; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2184; Best nae: 0.1581; 0.1585; 0.1601; 0.1623; 0.1646; 2025-08-16 14:28:12,680 - INFO - Epoch: 0978 / 1300 lr: 5.123e-05 2025-08-16 14:29:49,956 - INFO - Training: cls_zice: 61.20074289355303; reg_zipnll: 222.65675140223956; aux_mae_loss_1: 129.7881830700872; aux_mae_loss_2: 20.019891132119383; aux_mae_loss_4: 3.2158386754805752; cnt_loss: 16.584240693972472; 2025-08-16 14:29:49,957 - INFO - Evaluation: Curr mae: 76.8756; Best mae: 70.0569; 70.3353; 70.6611; 70.6923; 70.9455; Curr rmse: 559.2144; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1951; Best nae: 0.1581; 0.1585; 0.1601; 0.1623; 0.1646; 2025-08-16 14:29:49,957 - INFO - Epoch: 0979 / 1300 lr: 5.099e-05 2025-08-16 14:31:28,110 - INFO - Training: cls_zice: 58.69833891587883; reg_zipnll: 218.27896965438725; aux_mae_loss_1: 130.17898700292434; aux_mae_loss_2: 20.04482719034033; aux_mae_loss_4: 3.2173857682774796; cnt_loss: 16.28313962690015; 2025-08-16 14:31:28,177 - INFO - Evaluation: Curr mae: 70.5468; Best mae: 70.0569; 70.3353; 70.5468; 70.6611; 70.6923; Curr rmse: 534.7628; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1842; Best nae: 0.1581; 0.1585; 0.1601; 0.1623; 0.1646; 2025-08-16 14:31:28,177 - INFO - Epoch: 0980 / 1300 lr: 5.074e-05 2025-08-16 14:33:06,844 - INFO - Training: cls_zice: 59.98779683133017; reg_zipnll: 216.8252027849918; aux_mae_loss_1: 131.57106329910553; aux_mae_loss_2: 20.34559699011952; aux_mae_loss_4: 3.2789771342338816; cnt_loss: 17.2839936713633; 2025-08-16 14:33:06,846 - INFO - Evaluation: Curr mae: 75.5790; Best mae: 70.0569; 70.3353; 70.5468; 70.6611; 70.6923; Curr rmse: 543.5208; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1706; Best nae: 0.1581; 0.1585; 0.1601; 0.1623; 0.1646; 2025-08-16 14:33:06,846 - INFO - Epoch: 0981 / 1300 lr: 5.050e-05 2025-08-16 14:34:44,257 - INFO - Training: cls_zice: 56.430438826277204; reg_zipnll: 216.59334499976936; aux_mae_loss_1: 129.53098024500673; aux_mae_loss_2: 19.913730547789743; aux_mae_loss_4: 3.187933682016358; cnt_loss: 15.624555704832689; 2025-08-16 14:34:44,259 - INFO - Evaluation: Curr mae: 87.1033; Best mae: 70.0569; 70.3353; 70.5468; 70.6611; 70.6923; Curr rmse: 560.9550; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2603; Best nae: 0.1581; 0.1585; 0.1601; 0.1623; 0.1646; 2025-08-16 14:34:44,259 - INFO - Epoch: 0982 / 1300 lr: 5.026e-05 2025-08-16 14:36:21,873 - INFO - Training: cls_zice: 60.711544195261894; reg_zipnll: 224.91924895847978; aux_mae_loss_1: 133.54576306968238; aux_mae_loss_2: 20.532736460163537; aux_mae_loss_4: 3.287681306082669; cnt_loss: 16.7163986148442; 2025-08-16 14:36:21,875 - INFO - Evaluation: Curr mae: 83.8575; Best mae: 70.0569; 70.3353; 70.5468; 70.6611; 70.6923; Curr rmse: 565.0047; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2204; Best nae: 0.1581; 0.1585; 0.1601; 0.1623; 0.1646; 2025-08-16 14:36:21,875 - INFO - Epoch: 0983 / 1300 lr: 5.001e-05 2025-08-16 14:38:00,159 - INFO - Training: cls_zice: 57.34356572940601; reg_zipnll: 219.14980931024624; aux_mae_loss_1: 130.50506583951739; aux_mae_loss_2: 20.171675853067313; aux_mae_loss_4: 3.223716986209997; cnt_loss: 15.99394989136252; 2025-08-16 14:38:00,161 - INFO - Evaluation: Curr mae: 77.7209; Best mae: 70.0569; 70.3353; 70.5468; 70.6611; 70.6923; Curr rmse: 474.9626; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2288; Best nae: 0.1581; 0.1585; 0.1601; 0.1623; 0.1646; 2025-08-16 14:38:00,161 - INFO - Epoch: 0984 / 1300 lr: 4.977e-05 2025-08-16 14:39:37,851 - INFO - Training: cls_zice: 59.18849493701078; reg_zipnll: 215.6810202708894; aux_mae_loss_1: 131.74052194335468; aux_mae_loss_2: 20.477788804429355; aux_mae_loss_4: 3.3148427242484986; cnt_loss: 17.21780394802976; 2025-08-16 14:39:37,853 - INFO - Evaluation: Curr mae: 78.7871; Best mae: 70.0569; 70.3353; 70.5468; 70.6611; 70.6923; Curr rmse: 458.8283; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1983; Best nae: 0.1581; 0.1585; 0.1601; 0.1623; 0.1646; 2025-08-16 14:39:37,853 - INFO - Epoch: 0985 / 1300 lr: 4.953e-05 2025-08-16 14:41:15,488 - INFO - Training: cls_zice: 58.00132261205149; reg_zipnll: 225.50724975370196; aux_mae_loss_1: 129.74538807513474; aux_mae_loss_2: 19.95490661991286; aux_mae_loss_4: 3.20169045486916; cnt_loss: 16.115749269034378; 2025-08-16 14:41:15,490 - INFO - Evaluation: Curr mae: 81.2997; Best mae: 70.0569; 70.3353; 70.5468; 70.6611; 70.6923; Curr rmse: 527.8493; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1912; Best nae: 0.1581; 0.1585; 0.1601; 0.1623; 0.1646; 2025-08-16 14:41:15,490 - INFO - Epoch: 0986 / 1300 lr: 4.929e-05 2025-08-16 14:42:53,762 - INFO - Training: cls_zice: 62.10012785734125; reg_zipnll: 230.75658013704196; aux_mae_loss_1: 134.87786869156943; aux_mae_loss_2: 20.731340462260505; aux_mae_loss_4: 3.3239634646854546; cnt_loss: 16.775613980305533; 2025-08-16 14:42:53,763 - INFO - Evaluation: Curr mae: 76.7593; Best mae: 70.0569; 70.3353; 70.5468; 70.6611; 70.6923; Curr rmse: 564.5977; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1675; Best nae: 0.1581; 0.1585; 0.1601; 0.1623; 0.1646; 2025-08-16 14:42:53,763 - INFO - Epoch: 0987 / 1300 lr: 4.904e-05 2025-08-16 14:44:31,303 - INFO - Training: cls_zice: 59.45271862035852; reg_zipnll: 223.95016241196188; aux_mae_loss_1: 130.7867389399472; aux_mae_loss_2: 20.10312543797922; aux_mae_loss_4: 3.209234496774894; cnt_loss: 15.087781878547375; 2025-08-16 14:44:31,305 - INFO - Evaluation: Curr mae: 73.6918; Best mae: 70.0569; 70.3353; 70.5468; 70.6611; 70.6923; Curr rmse: 522.6851; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1693; Best nae: 0.1581; 0.1585; 0.1601; 0.1623; 0.1646; 2025-08-16 14:44:31,305 - INFO - Epoch: 0988 / 1300 lr: 4.880e-05 2025-08-16 14:46:10,042 - INFO - Training: cls_zice: 58.24345977772937; reg_zipnll: 219.03337139335574; aux_mae_loss_1: 132.62941111880895; aux_mae_loss_2: 20.469115480972132; aux_mae_loss_4: 3.2808209053961352; cnt_loss: 16.896814699344585; 2025-08-16 14:46:10,044 - INFO - Evaluation: Curr mae: 75.9686; Best mae: 70.0569; 70.3353; 70.5468; 70.6611; 70.6923; Curr rmse: 529.4167; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1681; Best nae: 0.1581; 0.1585; 0.1601; 0.1623; 0.1646; 2025-08-16 14:46:10,044 - INFO - Epoch: 0989 / 1300 lr: 4.856e-05 2025-08-16 14:47:47,496 - INFO - Training: cls_zice: 58.376195808532614; reg_zipnll: 217.64603937928658; aux_mae_loss_1: 130.1869603527236; aux_mae_loss_2: 20.14292172846267; aux_mae_loss_4: 3.2431947893838955; cnt_loss: 16.04500346686356; 2025-08-16 14:47:47,497 - INFO - Evaluation: Curr mae: 76.0077; Best mae: 70.0569; 70.3353; 70.5468; 70.6611; 70.6923; Curr rmse: 575.8424; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1800; Best nae: 0.1581; 0.1585; 0.1601; 0.1623; 0.1646; 2025-08-16 14:47:47,497 - INFO - Epoch: 0990 / 1300 lr: 4.831e-05 2025-08-16 14:49:25,845 - INFO - Training: cls_zice: 59.45724061897604; reg_zipnll: 221.16002876654383; aux_mae_loss_1: 131.86841494013532; aux_mae_loss_2: 20.3724279636589; aux_mae_loss_4: 3.266621917869254; cnt_loss: 15.521916683964374; 2025-08-16 14:49:25,846 - INFO - Evaluation: Curr mae: 76.6848; Best mae: 70.0569; 70.3353; 70.5468; 70.6611; 70.6923; Curr rmse: 542.5101; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1751; Best nae: 0.1581; 0.1585; 0.1601; 0.1623; 0.1646; 2025-08-16 14:49:25,847 - INFO - Epoch: 0991 / 1300 lr: 4.807e-05 2025-08-16 14:51:02,838 - INFO - Training: cls_zice: 62.103968149324004; reg_zipnll: 222.09471170577416; aux_mae_loss_1: 134.72123352482265; aux_mae_loss_2: 20.765288330288964; aux_mae_loss_4: 3.312069036047379; cnt_loss: 16.202339876280345; 2025-08-16 14:51:02,840 - INFO - Evaluation: Curr mae: 79.8125; Best mae: 70.0569; 70.3353; 70.5468; 70.6611; 70.6923; Curr rmse: 508.4158; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2014; Best nae: 0.1581; 0.1585; 0.1601; 0.1623; 0.1646; 2025-08-16 14:51:02,840 - INFO - Epoch: 0992 / 1300 lr: 4.783e-05 2025-08-16 14:52:40,948 - INFO - Training: cls_zice: 57.62826827681769; reg_zipnll: 226.57647853155063; aux_mae_loss_1: 130.4206522081076; aux_mae_loss_2: 20.07655613587877; aux_mae_loss_4: 3.1967386845451395; cnt_loss: 14.966812906657516; 2025-08-16 14:52:41,067 - INFO - Evaluation: Curr mae: 70.5970; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 524.3706; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1526; Best nae: 0.1526; 0.1581; 0.1585; 0.1601; 0.1623; 2025-08-16 14:52:41,067 - INFO - Epoch: 0993 / 1300 lr: 4.759e-05 2025-08-16 14:54:17,691 - INFO - Training: cls_zice: 56.12462849160393; reg_zipnll: 226.41376383568144; aux_mae_loss_1: 127.17541925091976; aux_mae_loss_2: 19.524453499016847; aux_mae_loss_4: 3.1249275497115363; cnt_loss: 16.14840205316372; 2025-08-16 14:54:17,692 - INFO - Evaluation: Curr mae: 79.5724; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 576.2005; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2041; Best nae: 0.1526; 0.1581; 0.1585; 0.1601; 0.1623; 2025-08-16 14:54:17,693 - INFO - Epoch: 0994 / 1300 lr: 4.734e-05 2025-08-16 14:55:54,887 - INFO - Training: cls_zice: 57.781509492958115; reg_zipnll: 227.9423102155749; aux_mae_loss_1: 130.1890293896045; aux_mae_loss_2: 19.980114385830404; aux_mae_loss_4: 3.191549674404311; cnt_loss: 16.217544423277396; 2025-08-16 14:55:54,888 - INFO - Evaluation: Curr mae: 89.9831; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 587.1633; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2046; Best nae: 0.1526; 0.1581; 0.1585; 0.1601; 0.1623; 2025-08-16 14:55:54,889 - INFO - Epoch: 0995 / 1300 lr: 4.710e-05 2025-08-16 14:57:33,036 - INFO - Training: cls_zice: 56.100450057296946; reg_zipnll: 214.02750550689305; aux_mae_loss_1: 127.79235217136099; aux_mae_loss_2: 19.688961790888964; aux_mae_loss_4: 3.1707619106861498; cnt_loss: 16.30489865182911; 2025-08-16 14:57:33,098 - INFO - Evaluation: Curr mae: 78.3421; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 581.2196; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1615; Best nae: 0.1526; 0.1581; 0.1585; 0.1601; 0.1615; 2025-08-16 14:57:33,098 - INFO - Epoch: 0996 / 1300 lr: 4.686e-05 2025-08-16 14:59:11,307 - INFO - Training: cls_zice: 58.18920607922316; reg_zipnll: 222.5014841035583; aux_mae_loss_1: 130.17550603283095; aux_mae_loss_2: 20.077347051821516; aux_mae_loss_4: 3.2275587444440257; cnt_loss: 15.52586173214459; 2025-08-16 14:59:11,309 - INFO - Evaluation: Curr mae: 88.2158; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 504.3949; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2535; Best nae: 0.1526; 0.1581; 0.1585; 0.1601; 0.1615; 2025-08-16 14:59:11,309 - INFO - Epoch: 0997 / 1300 lr: 4.662e-05 2025-08-16 15:00:48,186 - INFO - Training: cls_zice: 58.974537820160236; reg_zipnll: 222.65054971454688; aux_mae_loss_1: 128.86619012337417; aux_mae_loss_2: 19.737795454677396; aux_mae_loss_4: 3.1617155427491452; cnt_loss: 16.341206132905956; 2025-08-16 15:00:48,188 - INFO - Evaluation: Curr mae: 85.7564; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 569.2655; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2331; Best nae: 0.1526; 0.1581; 0.1585; 0.1601; 0.1615; 2025-08-16 15:00:48,188 - INFO - Epoch: 0998 / 1300 lr: 4.637e-05 2025-08-16 15:02:24,265 - INFO - Training: cls_zice: 58.51919561176343; reg_zipnll: 218.48638733616218; aux_mae_loss_1: 129.80102407166154; aux_mae_loss_2: 19.9276168328018; aux_mae_loss_4: 3.1650497344894704; cnt_loss: 15.776535256049934; 2025-08-16 15:02:24,266 - INFO - Evaluation: Curr mae: 76.0766; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 577.7291; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1680; Best nae: 0.1526; 0.1581; 0.1585; 0.1601; 0.1615; 2025-08-16 15:02:24,266 - INFO - Epoch: 0999 / 1300 lr: 4.613e-05 2025-08-16 15:04:02,352 - INFO - Training: cls_zice: 60.92826191904766; reg_zipnll: 222.1158270553942; aux_mae_loss_1: 131.05623946398268; aux_mae_loss_2: 20.231966350869225; aux_mae_loss_4: 3.2578421215165245; cnt_loss: 16.419420886775214; 2025-08-16 15:04:02,586 - INFO - Evaluation: Curr mae: 72.9759; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 542.3463; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1610; Best nae: 0.1526; 0.1581; 0.1585; 0.1601; 0.1610; 2025-08-16 15:04:02,586 - INFO - Epoch: 1000 / 1300 lr: 4.589e-05 2025-08-16 15:05:40,504 - INFO - Training: cls_zice: 58.274243505264614; reg_zipnll: 217.838895763407; aux_mae_loss_1: 130.0166154434871; aux_mae_loss_2: 20.068190707032663; aux_mae_loss_4: 3.203192884633964; cnt_loss: 15.36311890043146; 2025-08-16 15:05:40,505 - INFO - Evaluation: Curr mae: 83.9382; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 575.4731; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2101; Best nae: 0.1526; 0.1581; 0.1585; 0.1601; 0.1610; 2025-08-16 15:05:40,682 - INFO - Epoch: 1001 / 1300 lr: 4.565e-05 2025-08-16 15:07:18,661 - INFO - Training: cls_zice: 56.890078129452725; reg_zipnll: 222.03593189366984; aux_mae_loss_1: 130.28327779107966; aux_mae_loss_2: 20.08824478875089; aux_mae_loss_4: 3.217399207516011; cnt_loss: 15.897356358775749; 2025-08-16 15:07:18,663 - INFO - Evaluation: Curr mae: 80.4073; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 587.1162; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1907; Best nae: 0.1526; 0.1581; 0.1585; 0.1601; 0.1610; 2025-08-16 15:07:18,663 - INFO - Epoch: 1002 / 1300 lr: 4.541e-05 2025-08-16 15:08:57,306 - INFO - Training: cls_zice: 60.864040252865124; reg_zipnll: 224.10567130159902; aux_mae_loss_1: 131.98980781535562; aux_mae_loss_2: 20.345736483988233; aux_mae_loss_4: 3.2681589918761755; cnt_loss: 16.61914653827108; 2025-08-16 15:08:57,307 - INFO - Evaluation: Curr mae: 75.6588; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 535.5028; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1884; Best nae: 0.1526; 0.1581; 0.1585; 0.1601; 0.1610; 2025-08-16 15:08:57,307 - INFO - Epoch: 1003 / 1300 lr: 4.516e-05 2025-08-16 15:10:35,057 - INFO - Training: cls_zice: 56.44956221019701; reg_zipnll: 216.91474258501302; aux_mae_loss_1: 128.53013007990194; aux_mae_loss_2: 19.706401695629012; aux_mae_loss_4: 3.115808238253802; cnt_loss: 14.966969705486052; 2025-08-16 15:10:35,059 - INFO - Evaluation: Curr mae: 80.6175; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 557.0683; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1920; Best nae: 0.1526; 0.1581; 0.1585; 0.1601; 0.1610; 2025-08-16 15:10:35,059 - INFO - Epoch: 1004 / 1300 lr: 4.492e-05 2025-08-16 15:12:12,529 - INFO - Training: cls_zice: 59.11230067073686; reg_zipnll: 220.36697550481878; aux_mae_loss_1: 128.82026531150836; aux_mae_loss_2: 19.8717441123678; aux_mae_loss_4: 3.186329172938526; cnt_loss: 15.242973479636225; 2025-08-16 15:12:12,530 - INFO - Evaluation: Curr mae: 78.7538; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 582.0503; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1664; Best nae: 0.1526; 0.1581; 0.1585; 0.1601; 0.1610; 2025-08-16 15:12:12,530 - INFO - Epoch: 1005 / 1300 lr: 4.468e-05 2025-08-16 15:13:49,952 - INFO - Training: cls_zice: 54.89671374650572; reg_zipnll: 220.4508031241998; aux_mae_loss_1: 128.24222553910204; aux_mae_loss_2: 19.849109201014503; aux_mae_loss_4: 3.2034727125057523; cnt_loss: 16.94416284438577; 2025-08-16 15:13:49,953 - INFO - Evaluation: Curr mae: 75.4909; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 563.5220; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1689; Best nae: 0.1526; 0.1581; 0.1585; 0.1601; 0.1610; 2025-08-16 15:13:49,953 - INFO - Epoch: 1006 / 1300 lr: 4.444e-05 2025-08-16 15:15:28,585 - INFO - Training: cls_zice: 55.397856126292815; reg_zipnll: 232.16069333780086; aux_mae_loss_1: 127.12806197610183; aux_mae_loss_2: 19.456431440338683; aux_mae_loss_4: 3.0785774780116535; cnt_loss: 14.767836689642586; 2025-08-16 15:15:28,586 - INFO - Evaluation: Curr mae: 85.0182; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 587.4531; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2034; Best nae: 0.1526; 0.1581; 0.1585; 0.1601; 0.1610; 2025-08-16 15:15:28,587 - INFO - Epoch: 1007 / 1300 lr: 4.420e-05 2025-08-16 15:17:05,404 - INFO - Training: cls_zice: 59.830517862403916; reg_zipnll: 220.40937443318893; aux_mae_loss_1: 131.04669299775347; aux_mae_loss_2: 20.19430270109201; aux_mae_loss_4: 3.253097170576032; cnt_loss: 16.84720414126134; 2025-08-16 15:17:05,405 - INFO - Evaluation: Curr mae: 72.6018; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 525.9942; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1722; Best nae: 0.1526; 0.1581; 0.1585; 0.1601; 0.1610; 2025-08-16 15:17:05,405 - INFO - Epoch: 1008 / 1300 lr: 4.396e-05 2025-08-16 15:18:44,878 - INFO - Training: cls_zice: 56.33312428350008; reg_zipnll: 222.9867786809534; aux_mae_loss_1: 127.61009616655679; aux_mae_loss_2: 19.574591692431728; aux_mae_loss_4: 3.111138513354838; cnt_loss: 14.14663686574578; 2025-08-16 15:18:44,879 - INFO - Evaluation: Curr mae: 74.2594; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 562.1187; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1681; Best nae: 0.1526; 0.1581; 0.1585; 0.1601; 0.1610; 2025-08-16 15:18:44,880 - INFO - Epoch: 1009 / 1300 lr: 4.372e-05 2025-08-16 15:20:22,392 - INFO - Training: cls_zice: 56.20494619226395; reg_zipnll: 219.6928689559505; aux_mae_loss_1: 127.8082559531636; aux_mae_loss_2: 19.671150222229162; aux_mae_loss_4: 3.145080188705866; cnt_loss: 15.509096145323433; 2025-08-16 15:20:22,393 - INFO - Evaluation: Curr mae: 74.7295; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 552.4549; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1904; Best nae: 0.1526; 0.1581; 0.1585; 0.1601; 0.1610; 2025-08-16 15:20:22,394 - INFO - Epoch: 1010 / 1300 lr: 4.348e-05 2025-08-16 15:22:00,139 - INFO - Training: cls_zice: 58.10396987111679; reg_zipnll: 214.88283746224135; aux_mae_loss_1: 128.33500863102225; aux_mae_loss_2: 19.753132063196375; aux_mae_loss_4: 3.1670124212083595; cnt_loss: 15.741012131953301; 2025-08-16 15:22:00,141 - INFO - Evaluation: Curr mae: 80.8984; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 577.3540; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1824; Best nae: 0.1526; 0.1581; 0.1585; 0.1601; 0.1610; 2025-08-16 15:22:00,141 - INFO - Epoch: 1011 / 1300 lr: 4.324e-05 2025-08-16 15:23:38,628 - INFO - Training: cls_zice: 58.51849348877573; reg_zipnll: 222.45581110093772; aux_mae_loss_1: 130.48308375439484; aux_mae_loss_2: 20.16734448067633; aux_mae_loss_4: 3.2388922815764163; cnt_loss: 14.841855129729813; 2025-08-16 15:23:38,630 - INFO - Evaluation: Curr mae: 77.9719; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 555.6324; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2088; Best nae: 0.1526; 0.1581; 0.1585; 0.1601; 0.1610; 2025-08-16 15:23:38,630 - INFO - Epoch: 1012 / 1300 lr: 4.300e-05 2025-08-16 15:25:15,982 - INFO - Training: cls_zice: 58.91345623729315; reg_zipnll: 222.92816471011596; aux_mae_loss_1: 128.50762286835894; aux_mae_loss_2: 19.74935542219402; aux_mae_loss_4: 3.137021722401322; cnt_loss: 14.979122591815448; 2025-08-16 15:25:15,984 - INFO - Evaluation: Curr mae: 80.0040; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 531.8011; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2420; Best nae: 0.1526; 0.1581; 0.1585; 0.1601; 0.1610; 2025-08-16 15:25:15,984 - INFO - Epoch: 1013 / 1300 lr: 4.276e-05 2025-08-16 15:26:55,276 - INFO - Training: cls_zice: 57.13574032738307; reg_zipnll: 216.7858691669062; aux_mae_loss_1: 128.7652302131555; aux_mae_loss_2: 19.835342934934523; aux_mae_loss_4: 3.157804421410156; cnt_loss: 14.865965270750934; 2025-08-16 15:26:55,339 - INFO - Evaluation: Curr mae: 74.8355; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 534.6816; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1522; Best nae: 0.1522; 0.1526; 0.1581; 0.1585; 0.1601; 2025-08-16 15:26:55,339 - INFO - Epoch: 1014 / 1300 lr: 4.252e-05 2025-08-16 15:28:33,792 - INFO - Training: cls_zice: 56.47051749882171; reg_zipnll: 228.68240732031188; aux_mae_loss_1: 126.58576575526848; aux_mae_loss_2: 19.455227378707924; aux_mae_loss_4: 3.0846043632085647; cnt_loss: 15.64044146212943; 2025-08-16 15:28:33,853 - INFO - Evaluation: Curr mae: 72.0410; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 503.1399; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1586; Best nae: 0.1522; 0.1526; 0.1581; 0.1585; 0.1586; 2025-08-16 15:28:33,853 - INFO - Epoch: 1015 / 1300 lr: 4.228e-05 2025-08-16 15:30:10,741 - INFO - Training: cls_zice: 56.94248994357482; reg_zipnll: 215.86055431513063; aux_mae_loss_1: 128.47289127310628; aux_mae_loss_2: 19.746541776510007; aux_mae_loss_4: 3.1376995988247636; cnt_loss: 15.355074858604176; 2025-08-16 15:30:10,742 - INFO - Evaluation: Curr mae: 80.8491; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 527.8977; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1983; Best nae: 0.1522; 0.1526; 0.1581; 0.1585; 0.1586; 2025-08-16 15:30:10,742 - INFO - Epoch: 1016 / 1300 lr: 4.204e-05 2025-08-16 15:31:49,132 - INFO - Training: cls_zice: 57.97744462480122; reg_zipnll: 227.05639138503676; aux_mae_loss_1: 128.98656687209416; aux_mae_loss_2: 19.728134306047142; aux_mae_loss_4: 3.1317373193934523; cnt_loss: 13.99137575951211; 2025-08-16 15:31:49,133 - INFO - Evaluation: Curr mae: 81.6633; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 516.4285; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1969; Best nae: 0.1522; 0.1526; 0.1581; 0.1585; 0.1586; 2025-08-16 15:31:49,133 - INFO - Epoch: 1017 / 1300 lr: 4.180e-05 2025-08-16 15:33:27,008 - INFO - Training: cls_zice: 58.33772025500594; reg_zipnll: 214.63821177740024; aux_mae_loss_1: 130.68686096956307; aux_mae_loss_2: 20.136741817150753; aux_mae_loss_4: 3.229272474819713; cnt_loss: 16.45590622688627; 2025-08-16 15:33:27,009 - INFO - Evaluation: Curr mae: 78.4596; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 534.7929; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2095; Best nae: 0.1522; 0.1526; 0.1581; 0.1585; 0.1586; 2025-08-16 15:33:27,009 - INFO - Epoch: 1018 / 1300 lr: 4.156e-05 2025-08-16 15:35:05,890 - INFO - Training: cls_zice: 58.26027291564984; reg_zipnll: 219.43719168616445; aux_mae_loss_1: 131.9636599680452; aux_mae_loss_2: 20.314222541750244; aux_mae_loss_4: 3.234464774554677; cnt_loss: 16.473421448913516; 2025-08-16 15:35:05,892 - INFO - Evaluation: Curr mae: 74.0010; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 455.3645; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2115; Best nae: 0.1522; 0.1526; 0.1581; 0.1585; 0.1586; 2025-08-16 15:35:05,892 - INFO - Epoch: 1019 / 1300 lr: 4.132e-05 2025-08-16 15:36:43,500 - INFO - Training: cls_zice: 59.95808475546941; reg_zipnll: 218.74460363510642; aux_mae_loss_1: 130.57365759479356; aux_mae_loss_2: 20.0650000278012; aux_mae_loss_4: 3.201279152021923; cnt_loss: 14.918849791843051; 2025-08-16 15:36:43,501 - INFO - Evaluation: Curr mae: 74.3194; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 540.0544; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1704; Best nae: 0.1522; 0.1526; 0.1581; 0.1585; 0.1586; 2025-08-16 15:36:43,501 - INFO - Epoch: 1020 / 1300 lr: 4.108e-05 2025-08-16 15:38:24,001 - INFO - Training: cls_zice: 62.346763219962085; reg_zipnll: 210.69696071399207; aux_mae_loss_1: 134.18954255954773; aux_mae_loss_2: 20.785300592530355; aux_mae_loss_4: 3.3369404007046266; cnt_loss: 15.243563759909192; 2025-08-16 15:38:24,003 - INFO - Evaluation: Curr mae: 82.7098; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 562.3422; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2003; Best nae: 0.1522; 0.1526; 0.1581; 0.1585; 0.1586; 2025-08-16 15:38:24,003 - INFO - Epoch: 1021 / 1300 lr: 4.084e-05 2025-08-16 15:40:02,394 - INFO - Training: cls_zice: 57.12871015152312; reg_zipnll: 220.48083892273107; aux_mae_loss_1: 129.19848126310922; aux_mae_loss_2: 19.86503215559344; aux_mae_loss_4: 3.157256885175533; cnt_loss: 15.527761917800706; 2025-08-16 15:40:02,455 - INFO - Evaluation: Curr mae: 75.7984; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 569.7210; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1582; Best nae: 0.1522; 0.1526; 0.1581; 0.1582; 0.1585; 2025-08-16 15:40:02,455 - INFO - Epoch: 1022 / 1300 lr: 4.060e-05 2025-08-16 15:41:40,665 - INFO - Training: cls_zice: 56.31339417662289; reg_zipnll: 212.28032861822368; aux_mae_loss_1: 127.40003101868618; aux_mae_loss_2: 19.58961312629876; aux_mae_loss_4: 3.1126507701481523; cnt_loss: 14.248305704415918; 2025-08-16 15:41:40,666 - INFO - Evaluation: Curr mae: 78.2686; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 573.7416; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1599; Best nae: 0.1522; 0.1526; 0.1581; 0.1582; 0.1585; 2025-08-16 15:41:40,666 - INFO - Epoch: 1023 / 1300 lr: 4.037e-05 2025-08-16 15:43:19,128 - INFO - Training: cls_zice: 55.81099301779638; reg_zipnll: 223.06912915933407; aux_mae_loss_1: 128.57432994744465; aux_mae_loss_2: 19.71288946477797; aux_mae_loss_4: 3.1268021675798763; cnt_loss: 14.9679333777538; 2025-08-16 15:43:19,129 - INFO - Evaluation: Curr mae: 73.4985; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 558.0703; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2029; Best nae: 0.1522; 0.1526; 0.1581; 0.1582; 0.1585; 2025-08-16 15:43:19,129 - INFO - Epoch: 1024 / 1300 lr: 4.013e-05 2025-08-16 15:44:56,857 - INFO - Training: cls_zice: 56.77700591903266; reg_zipnll: 220.49105554497334; aux_mae_loss_1: 130.0134678426316; aux_mae_loss_2: 19.88481936417999; aux_mae_loss_4: 3.1495057353630163; cnt_loss: 14.853484419133792; 2025-08-16 15:44:56,918 - INFO - Evaluation: Curr mae: 73.3284; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 555.9351; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1542; Best nae: 0.1522; 0.1526; 0.1542; 0.1581; 0.1582; 2025-08-16 15:44:56,919 - INFO - Epoch: 1025 / 1300 lr: 3.989e-05 2025-08-16 15:46:34,290 - INFO - Training: cls_zice: 58.54806942054116; reg_zipnll: 224.68428459265544; aux_mae_loss_1: 129.33238202072968; aux_mae_loss_2: 19.788559822925873; aux_mae_loss_4: 3.1481964171392445; cnt_loss: 15.626403904819243; 2025-08-16 15:46:34,291 - INFO - Evaluation: Curr mae: 85.3658; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 564.4635; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2312; Best nae: 0.1522; 0.1526; 0.1542; 0.1581; 0.1582; 2025-08-16 15:46:34,291 - INFO - Epoch: 1026 / 1300 lr: 3.965e-05 2025-08-16 15:48:12,049 - INFO - Training: cls_zice: 57.31585752044668; reg_zipnll: 216.76534858644774; aux_mae_loss_1: 131.6600359693591; aux_mae_loss_2: 20.30401034097745; aux_mae_loss_4: 3.2487436689264055; cnt_loss: 16.254494399215385; 2025-08-16 15:48:12,126 - INFO - Evaluation: Curr mae: 71.6326; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 568.3836; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1548; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1581; 2025-08-16 15:48:12,126 - INFO - Epoch: 1027 / 1300 lr: 3.942e-05 2025-08-16 15:49:50,686 - INFO - Training: cls_zice: 56.91141179395519; reg_zipnll: 222.40534423985028; aux_mae_loss_1: 128.52791382659677; aux_mae_loss_2: 19.759751219369452; aux_mae_loss_4: 3.1696540566213947; cnt_loss: 14.857443458929772; 2025-08-16 15:49:50,746 - INFO - Evaluation: Curr mae: 71.4619; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 575.0023; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1561; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 15:49:50,746 - INFO - Epoch: 1028 / 1300 lr: 3.918e-05 2025-08-16 15:51:28,040 - INFO - Training: cls_zice: 57.95697495892912; reg_zipnll: 225.17300462109878; aux_mae_loss_1: 128.21687433100604; aux_mae_loss_2: 19.689465318057103; aux_mae_loss_4: 3.134729554230266; cnt_loss: 14.59061096137471; 2025-08-16 15:51:28,042 - INFO - Evaluation: Curr mae: 76.4823; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 565.6521; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.3339; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 15:51:28,042 - INFO - Epoch: 1029 / 1300 lr: 3.894e-05 2025-08-16 15:53:04,961 - INFO - Training: cls_zice: 53.9958588902319; reg_zipnll: 226.6773001859611; aux_mae_loss_1: 125.42192970511233; aux_mae_loss_2: 19.321002765302488; aux_mae_loss_4: 3.062016331904345; cnt_loss: 15.115682527461212; 2025-08-16 15:53:04,962 - INFO - Evaluation: Curr mae: 75.1591; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 566.3038; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1968; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 15:53:04,962 - INFO - Epoch: 1030 / 1300 lr: 3.871e-05 2025-08-16 15:54:42,924 - INFO - Training: cls_zice: 57.15017085175741; reg_zipnll: 217.36999548002504; aux_mae_loss_1: 128.27008353284822; aux_mae_loss_2: 19.716439150905853; aux_mae_loss_4: 3.1383776853201018; cnt_loss: 15.66385549812513; 2025-08-16 15:54:42,925 - INFO - Evaluation: Curr mae: 84.1331; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 554.1328; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2713; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 15:54:42,925 - INFO - Epoch: 1031 / 1300 lr: 3.847e-05 2025-08-16 15:56:20,203 - INFO - Training: cls_zice: 59.108904889432814; reg_zipnll: 218.4866919529775; aux_mae_loss_1: 128.58054792605208; aux_mae_loss_2: 19.765357906223876; aux_mae_loss_4: 3.1352842802560117; cnt_loss: 14.710925589490365; 2025-08-16 15:56:20,204 - INFO - Evaluation: Curr mae: 78.0585; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 579.6976; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2465; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 15:56:20,204 - INFO - Epoch: 1032 / 1300 lr: 3.824e-05 2025-08-16 15:57:57,861 - INFO - Training: cls_zice: 56.69251703572457; reg_zipnll: 218.46915548564843; aux_mae_loss_1: 128.66873295938447; aux_mae_loss_2: 19.743186557201003; aux_mae_loss_4: 3.1504663192214575; cnt_loss: 14.72697285698741; 2025-08-16 15:57:57,862 - INFO - Evaluation: Curr mae: 84.0989; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 583.2092; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2376; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 15:57:57,862 - INFO - Epoch: 1033 / 1300 lr: 3.800e-05 2025-08-16 15:59:35,882 - INFO - Training: cls_zice: 57.26078731285116; reg_zipnll: 224.99699455790778; aux_mae_loss_1: 130.0829302290105; aux_mae_loss_2: 19.979375478847473; aux_mae_loss_4: 3.188438403269319; cnt_loss: 16.11846150469351; 2025-08-16 15:59:35,883 - INFO - Evaluation: Curr mae: 75.9419; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 570.1844; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1714; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 15:59:35,883 - INFO - Epoch: 1034 / 1300 lr: 3.777e-05 2025-08-16 16:01:12,913 - INFO - Training: cls_zice: 57.37439583291738; reg_zipnll: 215.19128425813886; aux_mae_loss_1: 128.58792314308775; aux_mae_loss_2: 19.68880914232112; aux_mae_loss_4: 3.1046287075719365; cnt_loss: 13.870832821397364; 2025-08-16 16:01:12,915 - INFO - Evaluation: Curr mae: 75.7937; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 578.4160; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1833; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 16:01:12,915 - INFO - Epoch: 1035 / 1300 lr: 3.753e-05 2025-08-16 16:02:50,593 - INFO - Training: cls_zice: 56.227675073863914; reg_zipnll: 222.8169798667143; aux_mae_loss_1: 126.36006408240311; aux_mae_loss_2: 19.367848160947197; aux_mae_loss_4: 3.060725811361347; cnt_loss: 14.801103156452621; 2025-08-16 16:02:50,594 - INFO - Evaluation: Curr mae: 75.9647; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 553.1800; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1986; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 16:02:50,594 - INFO - Epoch: 1036 / 1300 lr: 3.730e-05 2025-08-16 16:04:28,689 - INFO - Training: cls_zice: 58.09247656331271; reg_zipnll: 218.33551908949042; aux_mae_loss_1: 129.82517984777613; aux_mae_loss_2: 19.885550829316166; aux_mae_loss_4: 3.161155786796217; cnt_loss: 15.509256004674269; 2025-08-16 16:04:28,691 - INFO - Evaluation: Curr mae: 78.0469; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 561.8155; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2361; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 16:04:28,691 - INFO - Epoch: 1037 / 1300 lr: 3.706e-05 2025-08-16 16:06:06,082 - INFO - Training: cls_zice: 55.92805579603485; reg_zipnll: 218.58516321451927; aux_mae_loss_1: 130.41134827915377; aux_mae_loss_2: 20.13519621017966; aux_mae_loss_4: 3.222301908201301; cnt_loss: 16.23378605156141; 2025-08-16 16:06:06,083 - INFO - Evaluation: Curr mae: 85.6769; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 497.6347; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.4101; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 16:06:06,084 - INFO - Epoch: 1038 / 1300 lr: 3.683e-05 2025-08-16 16:07:44,421 - INFO - Training: cls_zice: 58.821107040947076; reg_zipnll: 221.34368744484868; aux_mae_loss_1: 128.56403726906274; aux_mae_loss_2: 19.74558404049714; aux_mae_loss_4: 3.1451763858525488; cnt_loss: 15.271681351036523; 2025-08-16 16:07:44,423 - INFO - Evaluation: Curr mae: 77.2448; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 548.6375; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2068; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 16:07:44,423 - INFO - Epoch: 1039 / 1300 lr: 3.660e-05 2025-08-16 16:09:21,116 - INFO - Training: cls_zice: 59.04951641201053; reg_zipnll: 220.7454706598983; aux_mae_loss_1: 130.4118977279467; aux_mae_loss_2: 19.973369386324844; aux_mae_loss_4: 3.166971612099204; cnt_loss: 14.844934214050175; 2025-08-16 16:09:21,118 - INFO - Evaluation: Curr mae: 79.0221; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 541.6974; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2269; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 16:09:21,118 - INFO - Epoch: 1040 / 1300 lr: 3.636e-05 2025-08-16 16:10:58,185 - INFO - Training: cls_zice: 56.395191441005174; reg_zipnll: 222.3810704827002; aux_mae_loss_1: 127.09640535290873; aux_mae_loss_2: 19.413961456490053; aux_mae_loss_4: 3.0799811057995403; cnt_loss: 14.17338419787988; 2025-08-16 16:10:58,186 - INFO - Evaluation: Curr mae: 73.5997; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 552.8181; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1737; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 16:10:58,186 - INFO - Epoch: 1041 / 1300 lr: 3.613e-05 2025-08-16 16:12:35,471 - INFO - Training: cls_zice: 57.538458392368796; reg_zipnll: 228.663122760606; aux_mae_loss_1: 128.8045892102553; aux_mae_loss_2: 19.685188541069127; aux_mae_loss_4: 3.11284545194214; cnt_loss: 14.214650430532226; 2025-08-16 16:12:35,472 - INFO - Evaluation: Curr mae: 74.8285; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 557.4551; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1754; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 16:12:35,472 - INFO - Epoch: 1042 / 1300 lr: 3.590e-05 2025-08-16 16:14:13,849 - INFO - Training: cls_zice: 59.2602638676188; reg_zipnll: 220.31652661889868; aux_mae_loss_1: 131.42621372781866; aux_mae_loss_2: 20.085286633214483; aux_mae_loss_4: 3.1838763213709265; cnt_loss: 14.864910169554859; 2025-08-16 16:14:13,850 - INFO - Evaluation: Curr mae: 78.3901; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 523.4867; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2080; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 16:14:13,851 - INFO - Epoch: 1043 / 1300 lr: 3.567e-05 2025-08-16 16:15:51,781 - INFO - Training: cls_zice: 54.943640497778865; reg_zipnll: 224.26085426507083; aux_mae_loss_1: 124.70882471668077; aux_mae_loss_2: 19.01636775171236; aux_mae_loss_4: 3.006061204601376; cnt_loss: 13.569465142595737; 2025-08-16 16:15:51,783 - INFO - Evaluation: Curr mae: 75.2866; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 518.9928; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2476; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 16:15:51,783 - INFO - Epoch: 1044 / 1300 lr: 3.543e-05 2025-08-16 16:17:30,724 - INFO - Training: cls_zice: 56.931852743642494; reg_zipnll: 223.59526608229297; aux_mae_loss_1: 128.21658252627807; aux_mae_loss_2: 19.646537931535423; aux_mae_loss_4: 3.108351010743021; cnt_loss: 14.280035464500093; 2025-08-16 16:17:30,726 - INFO - Evaluation: Curr mae: 72.3651; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 557.5947; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1786; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 16:17:30,726 - INFO - Epoch: 1045 / 1300 lr: 3.520e-05 2025-08-16 16:19:09,462 - INFO - Training: cls_zice: 56.044030820495976; reg_zipnll: 218.01199151556412; aux_mae_loss_1: 127.8174436221086; aux_mae_loss_2: 19.671418533227133; aux_mae_loss_4: 3.1153329569453754; cnt_loss: 13.525428333135375; 2025-08-16 16:19:09,464 - INFO - Evaluation: Curr mae: 88.0328; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 503.7986; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2377; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 16:19:09,464 - INFO - Epoch: 1046 / 1300 lr: 3.497e-05 2025-08-16 16:20:46,392 - INFO - Training: cls_zice: 60.05878122341472; reg_zipnll: 217.54246004197776; aux_mae_loss_1: 131.9791993285819; aux_mae_loss_2: 20.30212782955415; aux_mae_loss_4: 3.233129174666417; cnt_loss: 15.884955919800197; 2025-08-16 16:20:46,393 - INFO - Evaluation: Curr mae: 76.9029; Best mae: 70.0569; 70.3353; 70.5468; 70.5970; 70.6611; Curr rmse: 527.0898; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1910; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 16:20:46,393 - INFO - Epoch: 1047 / 1300 lr: 3.474e-05 2025-08-16 16:22:23,813 - INFO - Training: cls_zice: 57.135199050900255; reg_zipnll: 212.2139465606611; aux_mae_loss_1: 126.76379083177424; aux_mae_loss_2: 19.4449393216013; aux_mae_loss_4: 3.078136779961672; cnt_loss: 14.583980818640603; 2025-08-16 16:22:23,876 - INFO - Evaluation: Curr mae: 69.6997; Best mae: 69.6997; 70.0569; 70.3353; 70.5468; 70.5970; Curr rmse: 565.1534; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1602; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 16:22:23,876 - INFO - Epoch: 1048 / 1300 lr: 3.451e-05 2025-08-16 16:24:01,575 - INFO - Training: cls_zice: 55.33714827129038; reg_zipnll: 219.76557621306196; aux_mae_loss_1: 127.70861096615043; aux_mae_loss_2: 19.658390392068114; aux_mae_loss_4: 3.1285634492847176; cnt_loss: 15.01040863944816; 2025-08-16 16:24:01,577 - INFO - Evaluation: Curr mae: 78.9372; Best mae: 69.6997; 70.0569; 70.3353; 70.5468; 70.5970; Curr rmse: 458.7758; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2372; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 16:24:01,577 - INFO - Epoch: 1049 / 1300 lr: 3.428e-05 2025-08-16 16:25:38,470 - INFO - Training: cls_zice: 58.61867388891377; reg_zipnll: 212.91529312722173; aux_mae_loss_1: 129.76866748584266; aux_mae_loss_2: 19.946160798820554; aux_mae_loss_4: 3.169274237820912; cnt_loss: 14.748538097869462; 2025-08-16 16:25:38,471 - INFO - Evaluation: Curr mae: 71.8640; Best mae: 69.6997; 70.0569; 70.3353; 70.5468; 70.5970; Curr rmse: 531.6420; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1763; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 16:25:38,471 - INFO - Epoch: 1050 / 1300 lr: 3.405e-05 2025-08-16 16:27:16,451 - INFO - Training: cls_zice: 59.87774267620323; reg_zipnll: 222.68465401029218; aux_mae_loss_1: 129.14326732508016; aux_mae_loss_2: 19.712876115176243; aux_mae_loss_4: 3.1209309905537603; cnt_loss: 14.973428840195918; 2025-08-16 16:27:16,452 - INFO - Evaluation: Curr mae: 74.5199; Best mae: 69.6997; 70.0569; 70.3353; 70.5468; 70.5970; Curr rmse: 546.6365; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1742; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 16:27:16,628 - INFO - Epoch: 1051 / 1300 lr: 3.382e-05 2025-08-16 16:28:55,359 - INFO - Training: cls_zice: 59.742966302294654; reg_zipnll: 217.03654029865805; aux_mae_loss_1: 130.30427412508692; aux_mae_loss_2: 19.997595358630377; aux_mae_loss_4: 3.1970470515498772; cnt_loss: 15.2436834206005; 2025-08-16 16:28:55,360 - INFO - Evaluation: Curr mae: 77.8250; Best mae: 69.6997; 70.0569; 70.3353; 70.5468; 70.5970; Curr rmse: 546.0488; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1836; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 16:28:55,360 - INFO - Epoch: 1052 / 1300 lr: 3.360e-05 2025-08-16 16:30:33,963 - INFO - Training: cls_zice: 56.77598660985118; reg_zipnll: 218.8913944509158; aux_mae_loss_1: 127.51726545711409; aux_mae_loss_2: 19.43618532318076; aux_mae_loss_4: 3.0452662896374503; cnt_loss: 13.440288250121482; 2025-08-16 16:30:33,964 - INFO - Evaluation: Curr mae: 73.3257; Best mae: 69.6997; 70.0569; 70.3353; 70.5468; 70.5970; Curr rmse: 518.2425; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1841; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 16:30:33,964 - INFO - Epoch: 1053 / 1300 lr: 3.337e-05 2025-08-16 16:32:12,070 - INFO - Training: cls_zice: 56.577882499537004; reg_zipnll: 216.06384170453777; aux_mae_loss_1: 128.03351726384886; aux_mae_loss_2: 19.716191016003528; aux_mae_loss_4: 3.133968235134772; cnt_loss: 14.88691003157118; 2025-08-16 16:32:12,072 - INFO - Evaluation: Curr mae: 71.2650; Best mae: 69.6997; 70.0569; 70.3353; 70.5468; 70.5970; Curr rmse: 549.5181; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1660; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 16:32:12,072 - INFO - Epoch: 1054 / 1300 lr: 3.314e-05 2025-08-16 16:33:50,539 - INFO - Training: cls_zice: 60.03212896858972; reg_zipnll: 213.7471730837785; aux_mae_loss_1: 131.0185044345022; aux_mae_loss_2: 20.030832168069168; aux_mae_loss_4: 3.1736206125017916; cnt_loss: 14.18152084847036; 2025-08-16 16:33:50,540 - INFO - Evaluation: Curr mae: 75.2765; Best mae: 69.6997; 70.0569; 70.3353; 70.5468; 70.5970; Curr rmse: 530.1583; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2123; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 16:33:50,540 - INFO - Epoch: 1055 / 1300 lr: 3.291e-05 2025-08-16 16:35:28,835 - INFO - Training: cls_zice: 59.4656398652222; reg_zipnll: 214.68357700063515; aux_mae_loss_1: 129.98756347891603; aux_mae_loss_2: 19.927334138237725; aux_mae_loss_4: 3.164038617843834; cnt_loss: 14.71707815437513; 2025-08-16 16:35:28,837 - INFO - Evaluation: Curr mae: 70.9632; Best mae: 69.6997; 70.0569; 70.3353; 70.5468; 70.5970; Curr rmse: 518.3356; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1782; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 16:35:28,837 - INFO - Epoch: 1056 / 1300 lr: 3.269e-05 2025-08-16 16:37:05,996 - INFO - Training: cls_zice: 57.45568001082593; reg_zipnll: 222.42443660353635; aux_mae_loss_1: 128.26958397911875; aux_mae_loss_2: 19.68774057783014; aux_mae_loss_4: 3.1127048067384635; cnt_loss: 14.374161415970418; 2025-08-16 16:37:05,997 - INFO - Evaluation: Curr mae: 76.8175; Best mae: 69.6997; 70.0569; 70.3353; 70.5468; 70.5970; Curr rmse: 545.6016; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2307; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 16:37:05,998 - INFO - Epoch: 1057 / 1300 lr: 3.246e-05 2025-08-16 16:38:43,259 - INFO - Training: cls_zice: 54.538883429834655; reg_zipnll: 219.64009926803314; aux_mae_loss_1: 125.71005168120475; aux_mae_loss_2: 19.297297268109947; aux_mae_loss_4: 3.039926017924262; cnt_loss: 13.752711143469137; 2025-08-16 16:38:43,323 - INFO - Evaluation: Curr mae: 67.9274; Best mae: 67.9274; 69.6997; 70.0569; 70.3353; 70.5468; Curr rmse: 495.6783; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1581; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 16:38:43,323 - INFO - Epoch: 1058 / 1300 lr: 3.223e-05 2025-08-16 16:40:20,633 - INFO - Training: cls_zice: 60.04063035869506; reg_zipnll: 220.42917462915258; aux_mae_loss_1: 132.67227595998574; aux_mae_loss_2: 20.374365703612185; aux_mae_loss_4: 3.228929267597689; cnt_loss: 14.076162940125846; 2025-08-16 16:40:20,696 - INFO - Evaluation: Curr mae: 66.9426; Best mae: 66.9426; 67.9274; 69.6997; 70.0569; 70.3353; Curr rmse: 413.4297; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1824; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 16:40:20,696 - INFO - Epoch: 1059 / 1300 lr: 3.201e-05 2025-08-16 16:41:58,062 - INFO - Training: cls_zice: 58.418533620192335; reg_zipnll: 215.49111393239627; aux_mae_loss_1: 129.32983714694535; aux_mae_loss_2: 19.923770006640712; aux_mae_loss_4: 3.1802910816087206; cnt_loss: 14.677634326228752; 2025-08-16 16:41:58,063 - INFO - Evaluation: Curr mae: 79.8051; Best mae: 66.9426; 67.9274; 69.6997; 70.0569; 70.3353; Curr rmse: 475.8714; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2157; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 16:41:58,063 - INFO - Epoch: 1060 / 1300 lr: 3.178e-05 2025-08-16 16:43:35,712 - INFO - Training: cls_zice: 55.40534991815035; reg_zipnll: 216.56087742979545; aux_mae_loss_1: 126.65941203100209; aux_mae_loss_2: 19.422600661574414; aux_mae_loss_4: 3.0749549357014634; cnt_loss: 14.100608330459398; 2025-08-16 16:43:35,713 - INFO - Evaluation: Curr mae: 71.8957; Best mae: 66.9426; 67.9274; 69.6997; 70.0569; 70.3353; Curr rmse: 536.3823; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1609; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 16:43:35,713 - INFO - Epoch: 1061 / 1300 lr: 3.156e-05 2025-08-16 16:45:14,211 - INFO - Training: cls_zice: 57.46879811109951; reg_zipnll: 225.1219265994192; aux_mae_loss_1: 128.89587361647108; aux_mae_loss_2: 19.72788963342387; aux_mae_loss_4: 3.120090328176101; cnt_loss: 14.559066095205077; 2025-08-16 16:45:14,213 - INFO - Evaluation: Curr mae: 72.6461; Best mae: 66.9426; 67.9274; 69.6997; 70.0569; 70.3353; Curr rmse: 470.5774; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1807; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 16:45:14,213 - INFO - Epoch: 1062 / 1300 lr: 3.133e-05 2025-08-16 16:46:51,571 - INFO - Training: cls_zice: 54.66389772418532; reg_zipnll: 222.44914896261417; aux_mae_loss_1: 126.14392872886364; aux_mae_loss_2: 19.249514640450172; aux_mae_loss_4: 3.039387590014843; cnt_loss: 13.980666180502785; 2025-08-16 16:46:51,572 - INFO - Evaluation: Curr mae: 75.6142; Best mae: 66.9426; 67.9274; 69.6997; 70.0569; 70.3353; Curr rmse: 564.4555; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1684; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 16:46:51,572 - INFO - Epoch: 1063 / 1300 lr: 3.111e-05 2025-08-16 16:48:29,922 - INFO - Training: cls_zice: 56.45936443942065; reg_zipnll: 224.71841082536162; aux_mae_loss_1: 126.79015153232761; aux_mae_loss_2: 19.302660462788875; aux_mae_loss_4: 3.0445828482240516; cnt_loss: 13.297624785673342; 2025-08-16 16:48:29,924 - INFO - Evaluation: Curr mae: 73.1358; Best mae: 66.9426; 67.9274; 69.6997; 70.0569; 70.3353; Curr rmse: 563.6279; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1670; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 16:48:29,924 - INFO - Epoch: 1064 / 1300 lr: 3.089e-05 2025-08-16 16:50:09,145 - INFO - Training: cls_zice: 59.91404036361638; reg_zipnll: 216.6377860807208; aux_mae_loss_1: 129.6142974745645; aux_mae_loss_2: 19.75368112770022; aux_mae_loss_4: 3.141733245095741; cnt_loss: 13.83304417960748; 2025-08-16 16:50:09,147 - INFO - Evaluation: Curr mae: 72.5759; Best mae: 66.9426; 67.9274; 69.6997; 70.0569; 70.3353; Curr rmse: 514.9244; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1671; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 16:50:09,147 - INFO - Epoch: 1065 / 1300 lr: 3.066e-05 2025-08-16 16:51:47,242 - INFO - Training: cls_zice: 57.9372924875401; reg_zipnll: 222.76532745361328; aux_mae_loss_1: 127.81107024361971; aux_mae_loss_2: 19.511036961121548; aux_mae_loss_4: 3.063950365643881; cnt_loss: 14.068843479634557; 2025-08-16 16:51:47,243 - INFO - Evaluation: Curr mae: 70.8374; Best mae: 66.9426; 67.9274; 69.6997; 70.0569; 70.3353; Curr rmse: 570.5783; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1629; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 16:51:47,243 - INFO - Epoch: 1066 / 1300 lr: 3.044e-05 2025-08-16 16:53:25,210 - INFO - Training: cls_zice: 58.95571890971348; reg_zipnll: 208.68280214638207; aux_mae_loss_1: 129.48488494853433; aux_mae_loss_2: 19.918016879907917; aux_mae_loss_4: 3.164438647751943; cnt_loss: 14.046799017714964; 2025-08-16 16:53:25,211 - INFO - Evaluation: Curr mae: 72.7536; Best mae: 66.9426; 67.9274; 69.6997; 70.0569; 70.3353; Curr rmse: 541.0251; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1623; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 16:53:25,211 - INFO - Epoch: 1067 / 1300 lr: 3.022e-05 2025-08-16 16:55:03,051 - INFO - Training: cls_zice: 57.10593407051422; reg_zipnll: 218.62090944814804; aux_mae_loss_1: 127.69500913840639; aux_mae_loss_2: 19.50256642216582; aux_mae_loss_4: 3.0811190284922683; cnt_loss: 14.264563159648434; 2025-08-16 16:55:03,052 - INFO - Evaluation: Curr mae: 72.8143; Best mae: 66.9426; 67.9274; 69.6997; 70.0569; 70.3353; Curr rmse: 493.9644; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1737; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 16:55:03,053 - INFO - Epoch: 1068 / 1300 lr: 3.000e-05 2025-08-16 16:56:41,167 - INFO - Training: cls_zice: 57.3908216774387; reg_zipnll: 223.20981898957476; aux_mae_loss_1: 128.16688850422446; aux_mae_loss_2: 19.442018951425823; aux_mae_loss_4: 3.051196512035968; cnt_loss: 13.567371361053388; 2025-08-16 16:56:41,168 - INFO - Evaluation: Curr mae: 76.1395; Best mae: 66.9426; 67.9274; 69.6997; 70.0569; 70.3353; Curr rmse: 536.3761; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1800; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 16:56:41,168 - INFO - Epoch: 1069 / 1300 lr: 2.978e-05 2025-08-16 16:58:20,194 - INFO - Training: cls_zice: 58.42725236694733; reg_zipnll: 210.46913290146384; aux_mae_loss_1: 127.72550852562284; aux_mae_loss_2: 19.54731713101306; aux_mae_loss_4: 3.1032113914011683; cnt_loss: 14.5973138754043; 2025-08-16 16:58:20,195 - INFO - Evaluation: Curr mae: 73.6788; Best mae: 66.9426; 67.9274; 69.6997; 70.0569; 70.3353; Curr rmse: 576.0137; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1684; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 16:58:20,195 - INFO - Epoch: 1070 / 1300 lr: 2.956e-05 2025-08-16 16:59:57,871 - INFO - Training: cls_zice: 54.7809549039541; reg_zipnll: 217.0673099704144; aux_mae_loss_1: 125.52789616523488; aux_mae_loss_2: 19.244891383654046; aux_mae_loss_4: 3.031075441745376; cnt_loss: 13.686171917805021; 2025-08-16 16:59:57,872 - INFO - Evaluation: Curr mae: 80.0656; Best mae: 66.9426; 67.9274; 69.6997; 70.0569; 70.3353; Curr rmse: 560.1316; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1885; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 16:59:57,872 - INFO - Epoch: 1071 / 1300 lr: 2.934e-05 2025-08-16 17:01:36,184 - INFO - Training: cls_zice: 61.626357881414556; reg_zipnll: 221.4897409747989; aux_mae_loss_1: 131.43316192430825; aux_mae_loss_2: 20.088334899328668; aux_mae_loss_4: 3.1572501720683435; cnt_loss: 14.035071550420746; 2025-08-16 17:01:36,185 - INFO - Evaluation: Curr mae: 70.5183; Best mae: 66.9426; 67.9274; 69.6997; 70.0569; 70.3353; Curr rmse: 516.3286; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1696; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 17:01:36,186 - INFO - Epoch: 1072 / 1300 lr: 2.912e-05 2025-08-16 17:03:14,375 - INFO - Training: cls_zice: 58.163831274429754; reg_zipnll: 213.72477122995724; aux_mae_loss_1: 129.79020419770464; aux_mae_loss_2: 19.84469108593801; aux_mae_loss_4: 3.1385140981343227; cnt_loss: 13.866304053745417; 2025-08-16 17:03:14,376 - INFO - Evaluation: Curr mae: 77.4385; Best mae: 66.9426; 67.9274; 69.6997; 70.0569; 70.3353; Curr rmse: 557.5829; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1858; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 17:03:14,377 - INFO - Epoch: 1073 / 1300 lr: 2.890e-05 2025-08-16 17:04:51,937 - INFO - Training: cls_zice: 57.36154226453108; reg_zipnll: 228.7465530630862; aux_mae_loss_1: 129.7731483233925; aux_mae_loss_2: 19.817940513395097; aux_mae_loss_4: 3.104373550813425; cnt_loss: 14.285787922557644; 2025-08-16 17:04:51,939 - INFO - Evaluation: Curr mae: 72.0466; Best mae: 66.9426; 67.9274; 69.6997; 70.0569; 70.3353; Curr rmse: 519.1169; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1760; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 17:04:51,939 - INFO - Epoch: 1074 / 1300 lr: 2.868e-05 2025-08-16 17:06:29,228 - INFO - Training: cls_zice: 59.86725049682325; reg_zipnll: 213.94228316946936; aux_mae_loss_1: 131.731420732709; aux_mae_loss_2: 20.205951189320622; aux_mae_loss_4: 3.211318809606116; cnt_loss: 15.520109844085184; 2025-08-16 17:06:29,230 - INFO - Evaluation: Curr mae: 74.0934; Best mae: 66.9426; 67.9274; 69.6997; 70.0569; 70.3353; Curr rmse: 546.3632; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1791; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 17:06:29,230 - INFO - Epoch: 1075 / 1300 lr: 2.846e-05 2025-08-16 17:08:05,710 - INFO - Training: cls_zice: 57.37693464093312; reg_zipnll: 219.45434595809192; aux_mae_loss_1: 128.13362066666082; aux_mae_loss_2: 19.625166377555434; aux_mae_loss_4: 3.097511274495897; cnt_loss: 13.830131649358107; 2025-08-16 17:08:05,712 - INFO - Evaluation: Curr mae: 75.3975; Best mae: 66.9426; 67.9274; 69.6997; 70.0569; 70.3353; Curr rmse: 521.7468; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1871; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 17:08:05,712 - INFO - Epoch: 1076 / 1300 lr: 2.824e-05 2025-08-16 17:09:43,338 - INFO - Training: cls_zice: 56.4250335769972; reg_zipnll: 225.208915004387; aux_mae_loss_1: 125.07745903868295; aux_mae_loss_2: 19.085381507873535; aux_mae_loss_4: 3.0207481470083515; cnt_loss: 13.548517826590256; 2025-08-16 17:09:43,339 - INFO - Evaluation: Curr mae: 71.6392; Best mae: 66.9426; 67.9274; 69.6997; 70.0569; 70.3353; Curr rmse: 554.0593; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1705; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 17:09:43,339 - INFO - Epoch: 1077 / 1300 lr: 2.803e-05 2025-08-16 17:11:21,917 - INFO - Training: cls_zice: 58.58017876640843; reg_zipnll: 224.03739828193096; aux_mae_loss_1: 129.36493516152194; aux_mae_loss_2: 19.7949642742814; aux_mae_loss_4: 3.133336754261988; cnt_loss: 14.370640112992117; 2025-08-16 17:11:21,918 - INFO - Evaluation: Curr mae: 78.0205; Best mae: 66.9426; 67.9274; 69.6997; 70.0569; 70.3353; Curr rmse: 555.7243; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1771; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 17:11:21,918 - INFO - Epoch: 1078 / 1300 lr: 2.781e-05 2025-08-16 17:12:59,537 - INFO - Training: cls_zice: 59.08082778602456; reg_zipnll: 216.15032938390894; aux_mae_loss_1: 130.5033037533797; aux_mae_loss_2: 20.02331672903811; aux_mae_loss_4: 3.167204602365322; cnt_loss: 14.354248371712652; 2025-08-16 17:12:59,538 - INFO - Evaluation: Curr mae: 73.8740; Best mae: 66.9426; 67.9274; 69.6997; 70.0569; 70.3353; Curr rmse: 537.3692; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1678; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 17:12:59,538 - INFO - Epoch: 1079 / 1300 lr: 2.760e-05 2025-08-16 17:14:37,275 - INFO - Training: cls_zice: 59.351395214354774; reg_zipnll: 221.8963779312173; aux_mae_loss_1: 129.30561791226307; aux_mae_loss_2: 19.697102264757326; aux_mae_loss_4: 3.1015876442730272; cnt_loss: 12.986273376984585; 2025-08-16 17:14:37,337 - INFO - Evaluation: Curr mae: 69.5448; Best mae: 66.9426; 67.9274; 69.5448; 69.6997; 70.0569; Curr rmse: 445.7775; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1775; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 17:14:37,337 - INFO - Epoch: 1080 / 1300 lr: 2.738e-05 2025-08-16 17:16:16,031 - INFO - Training: cls_zice: 56.84966954565906; reg_zipnll: 219.27742251516307; aux_mae_loss_1: 127.63920874705964; aux_mae_loss_2: 19.543029061932796; aux_mae_loss_4: 3.0795281388459292; cnt_loss: 15.028446165638902; 2025-08-16 17:16:16,033 - INFO - Evaluation: Curr mae: 70.8031; Best mae: 66.9426; 67.9274; 69.5448; 69.6997; 70.0569; Curr rmse: 526.6904; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1727; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 17:16:16,033 - INFO - Epoch: 1081 / 1300 lr: 2.717e-05 2025-08-16 17:17:53,913 - INFO - Training: cls_zice: 56.4122434628117; reg_zipnll: 227.38309236541198; aux_mae_loss_1: 126.88684416430162; aux_mae_loss_2: 19.409969668155465; aux_mae_loss_4: 3.0550007650049302; cnt_loss: 13.931394562010286; 2025-08-16 17:17:53,914 - INFO - Evaluation: Curr mae: 75.6058; Best mae: 66.9426; 67.9274; 69.5448; 69.6997; 70.0569; Curr rmse: 560.0855; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1756; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 17:17:53,914 - INFO - Epoch: 1082 / 1300 lr: 2.695e-05 2025-08-16 17:19:31,698 - INFO - Training: cls_zice: 57.59868267059786; reg_zipnll: 216.24729507073644; aux_mae_loss_1: 127.7486859936947; aux_mae_loss_2: 19.46267643685819; aux_mae_loss_4: 3.0644045913433966; cnt_loss: 13.386645185916773; 2025-08-16 17:19:31,700 - INFO - Evaluation: Curr mae: 74.1615; Best mae: 66.9426; 67.9274; 69.5448; 69.6997; 70.0569; Curr rmse: 510.0679; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1693; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 17:19:31,700 - INFO - Epoch: 1083 / 1300 lr: 2.674e-05 2025-08-16 17:21:09,139 - INFO - Training: cls_zice: 58.1374133606573; reg_zipnll: 224.9159817830456; aux_mae_loss_1: 128.48225229258404; aux_mae_loss_2: 19.533956289291382; aux_mae_loss_4: 3.0808919714165226; cnt_loss: 13.823216858743702; 2025-08-16 17:21:09,141 - INFO - Evaluation: Curr mae: 71.3110; Best mae: 66.9426; 67.9274; 69.5448; 69.6997; 70.0569; Curr rmse: 512.1354; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1911; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 17:21:09,141 - INFO - Epoch: 1084 / 1300 lr: 2.653e-05 2025-08-16 17:22:47,266 - INFO - Training: cls_zice: 57.25392219263361; reg_zipnll: 224.55603827547597; aux_mae_loss_1: 125.58351985960816; aux_mae_loss_2: 19.12979827993633; aux_mae_loss_4: 3.012977241703661; cnt_loss: 13.901715774769036; 2025-08-16 17:22:47,267 - INFO - Evaluation: Curr mae: 73.3759; Best mae: 66.9426; 67.9274; 69.5448; 69.6997; 70.0569; Curr rmse: 542.2009; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1765; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 17:22:47,268 - INFO - Epoch: 1085 / 1300 lr: 2.631e-05 2025-08-16 17:24:24,235 - INFO - Training: cls_zice: 56.53583879726712; reg_zipnll: 218.67589890742363; aux_mae_loss_1: 127.72275541741928; aux_mae_loss_2: 19.568860621562653; aux_mae_loss_4: 3.073875580011726; cnt_loss: 13.26105064781895; 2025-08-16 17:24:24,236 - INFO - Evaluation: Curr mae: 72.9472; Best mae: 66.9426; 67.9274; 69.5448; 69.6997; 70.0569; Curr rmse: 502.3314; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1885; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 17:24:24,237 - INFO - Epoch: 1086 / 1300 lr: 2.610e-05 2025-08-16 17:26:01,996 - INFO - Training: cls_zice: 57.455243013598086; reg_zipnll: 218.94029545722705; aux_mae_loss_1: 129.40885220701713; aux_mae_loss_2: 19.84302444200589; aux_mae_loss_4: 3.14175197336545; cnt_loss: 13.557044505153646; 2025-08-16 17:26:01,997 - INFO - Evaluation: Curr mae: 75.1206; Best mae: 66.9426; 67.9274; 69.5448; 69.6997; 70.0569; Curr rmse: 548.8636; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1768; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 17:26:01,998 - INFO - Epoch: 1087 / 1300 lr: 2.589e-05 2025-08-16 17:27:39,400 - INFO - Training: cls_zice: 57.81665761320634; reg_zipnll: 214.41653390408788; aux_mae_loss_1: 128.6694913780781; aux_mae_loss_2: 19.789525339106973; aux_mae_loss_4: 3.151506379514856; cnt_loss: 14.545372837000457; 2025-08-16 17:27:39,402 - INFO - Evaluation: Curr mae: 74.3631; Best mae: 66.9426; 67.9274; 69.5448; 69.6997; 70.0569; Curr rmse: 521.4444; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1703; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 17:27:39,402 - INFO - Epoch: 1088 / 1300 lr: 2.568e-05 2025-08-16 17:29:17,303 - INFO - Training: cls_zice: 59.03476895361296; reg_zipnll: 219.98503275579534; aux_mae_loss_1: 128.7130286258413; aux_mae_loss_2: 19.621297008887048; aux_mae_loss_4: 3.093398889263369; cnt_loss: 13.973370285450953; 2025-08-16 17:29:17,304 - INFO - Evaluation: Curr mae: 71.0239; Best mae: 66.9426; 67.9274; 69.5448; 69.6997; 70.0569; Curr rmse: 541.8521; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1596; Best nae: 0.1522; 0.1526; 0.1542; 0.1548; 0.1561; 2025-08-16 17:29:17,304 - INFO - Epoch: 1089 / 1300 lr: 2.547e-05 2025-08-16 17:30:55,320 - INFO - Training: cls_zice: 55.89966442185074; reg_zipnll: 210.24417701662352; aux_mae_loss_1: 127.02177788604502; aux_mae_loss_2: 19.547034042353495; aux_mae_loss_4: 3.0837807479125368; cnt_loss: 13.285996648217228; 2025-08-16 17:30:55,383 - INFO - Evaluation: Curr mae: 71.2179; Best mae: 66.9426; 67.9274; 69.5448; 69.6997; 70.0569; Curr rmse: 546.8681; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1534; Best nae: 0.1522; 0.1526; 0.1534; 0.1542; 0.1548; 2025-08-16 17:30:55,383 - INFO - Epoch: 1090 / 1300 lr: 2.526e-05 2025-08-16 17:32:32,859 - INFO - Training: cls_zice: 58.09207135052025; reg_zipnll: 219.88154004839822; aux_mae_loss_1: 129.685210980609; aux_mae_loss_2: 19.923890447248837; aux_mae_loss_4: 3.1590804836131; cnt_loss: 14.671717089675079; 2025-08-16 17:32:32,861 - INFO - Evaluation: Curr mae: 71.3573; Best mae: 66.9426; 67.9274; 69.5448; 69.6997; 70.0569; Curr rmse: 491.0582; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1680; Best nae: 0.1522; 0.1526; 0.1534; 0.1542; 0.1548; 2025-08-16 17:32:32,861 - INFO - Epoch: 1091 / 1300 lr: 2.505e-05 2025-08-16 17:34:10,946 - INFO - Training: cls_zice: 61.256694538236275; reg_zipnll: 222.68305017034928; aux_mae_loss_1: 131.91655992542258; aux_mae_loss_2: 20.220468566472857; aux_mae_loss_4: 3.2069454985290076; cnt_loss: 14.844693536930036; 2025-08-16 17:34:10,947 - INFO - Evaluation: Curr mae: 75.0077; Best mae: 66.9426; 67.9274; 69.5448; 69.6997; 70.0569; Curr rmse: 535.6784; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1835; Best nae: 0.1522; 0.1526; 0.1534; 0.1542; 0.1548; 2025-08-16 17:34:10,947 - INFO - Epoch: 1092 / 1300 lr: 2.484e-05 2025-08-16 17:35:49,090 - INFO - Training: cls_zice: 56.94721657298218; reg_zipnll: 214.3666016350675; aux_mae_loss_1: 128.4073194194882; aux_mae_loss_2: 19.6806435609538; aux_mae_loss_4: 3.088693925684706; cnt_loss: 13.648514471507625; 2025-08-16 17:35:49,091 - INFO - Evaluation: Curr mae: 72.6333; Best mae: 66.9426; 67.9274; 69.5448; 69.6997; 70.0569; Curr rmse: 547.9343; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1588; Best nae: 0.1522; 0.1526; 0.1534; 0.1542; 0.1548; 2025-08-16 17:35:49,092 - INFO - Epoch: 1093 / 1300 lr: 2.464e-05 2025-08-16 17:37:26,739 - INFO - Training: cls_zice: 56.592826069473915; reg_zipnll: 223.2577078066632; aux_mae_loss_1: 128.38707024150153; aux_mae_loss_2: 19.56741317807862; aux_mae_loss_4: 3.0665120683169915; cnt_loss: 13.707776961412405; 2025-08-16 17:37:26,740 - INFO - Evaluation: Curr mae: 79.7051; Best mae: 66.9426; 67.9274; 69.5448; 69.6997; 70.0569; Curr rmse: 553.3609; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1961; Best nae: 0.1522; 0.1526; 0.1534; 0.1542; 0.1548; 2025-08-16 17:37:26,740 - INFO - Epoch: 1094 / 1300 lr: 2.443e-05 2025-08-16 17:39:04,093 - INFO - Training: cls_zice: 58.2928834822613; reg_zipnll: 228.60506194048492; aux_mae_loss_1: 129.45888576164344; aux_mae_loss_2: 19.696276852281663; aux_mae_loss_4: 3.0960513221574013; cnt_loss: 13.476077809125416; 2025-08-16 17:39:04,095 - INFO - Evaluation: Curr mae: 74.4066; Best mae: 66.9426; 67.9274; 69.5448; 69.6997; 70.0569; Curr rmse: 561.0610; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1862; Best nae: 0.1522; 0.1526; 0.1534; 0.1542; 0.1548; 2025-08-16 17:39:04,095 - INFO - Epoch: 1095 / 1300 lr: 2.422e-05 2025-08-16 17:40:40,739 - INFO - Training: cls_zice: 57.40962393440134; reg_zipnll: 219.78877709396087; aux_mae_loss_1: 127.9058093387241; aux_mae_loss_2: 19.606439451938424; aux_mae_loss_4: 3.0995469396708866; cnt_loss: 13.977998311538009; 2025-08-16 17:40:40,864 - INFO - Evaluation: Curr mae: 69.7076; Best mae: 66.9426; 67.9274; 69.5448; 69.6997; 69.7076; Curr rmse: 491.9646; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1731; Best nae: 0.1522; 0.1526; 0.1534; 0.1542; 0.1548; 2025-08-16 17:40:40,865 - INFO - Epoch: 1096 / 1300 lr: 2.402e-05 2025-08-16 17:42:18,841 - INFO - Training: cls_zice: 57.9362166460728; reg_zipnll: 221.9975725335756; aux_mae_loss_1: 127.273732996845; aux_mae_loss_2: 19.369923015486613; aux_mae_loss_4: 3.0428040110360075; cnt_loss: 13.466373672675351; 2025-08-16 17:42:18,842 - INFO - Evaluation: Curr mae: 78.7054; Best mae: 66.9426; 67.9274; 69.5448; 69.6997; 69.7076; Curr rmse: 556.9423; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1885; Best nae: 0.1522; 0.1526; 0.1534; 0.1542; 0.1548; 2025-08-16 17:42:18,842 - INFO - Epoch: 1097 / 1300 lr: 2.381e-05 2025-08-16 17:43:56,942 - INFO - Training: cls_zice: 57.04093699448366; reg_zipnll: 219.11727709145043; aux_mae_loss_1: 127.44597492855435; aux_mae_loss_2: 19.506022969370942; aux_mae_loss_4: 3.0864686304009052; cnt_loss: 14.029174527349692; 2025-08-16 17:43:56,944 - INFO - Evaluation: Curr mae: 73.3784; Best mae: 66.9426; 67.9274; 69.5448; 69.6997; 69.7076; Curr rmse: 531.8864; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1703; Best nae: 0.1522; 0.1526; 0.1534; 0.1542; 0.1548; 2025-08-16 17:43:56,944 - INFO - Epoch: 1098 / 1300 lr: 2.361e-05 2025-08-16 17:45:34,413 - INFO - Training: cls_zice: 58.013229700432646; reg_zipnll: 214.60348713735075; aux_mae_loss_1: 127.0569389068682; aux_mae_loss_2: 19.403893905311133; aux_mae_loss_4: 3.0496126422538854; cnt_loss: 13.613812514013373; 2025-08-16 17:45:34,414 - INFO - Evaluation: Curr mae: 73.0439; Best mae: 66.9426; 67.9274; 69.5448; 69.6997; 69.7076; Curr rmse: 535.7050; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1629; Best nae: 0.1522; 0.1526; 0.1534; 0.1542; 0.1548; 2025-08-16 17:45:34,414 - INFO - Epoch: 1099 / 1300 lr: 2.340e-05 2025-08-16 17:47:11,563 - INFO - Training: cls_zice: 59.589848859757566; reg_zipnll: 217.3581275841877; aux_mae_loss_1: 129.8834213511803; aux_mae_loss_2: 19.755141103175735; aux_mae_loss_4: 3.0946533315285927; cnt_loss: 13.357033157409923; 2025-08-16 17:47:11,564 - INFO - Evaluation: Curr mae: 75.1514; Best mae: 66.9426; 67.9274; 69.5448; 69.6997; 69.7076; Curr rmse: 536.3332; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1750; Best nae: 0.1522; 0.1526; 0.1534; 0.1542; 0.1548; 2025-08-16 17:47:11,565 - INFO - Epoch: 1100 / 1300 lr: 2.320e-05 2025-08-16 17:48:49,547 - INFO - Training: cls_zice: 54.42611294889052; reg_zipnll: 222.54098912805395; aux_mae_loss_1: 126.73140325276589; aux_mae_loss_2: 19.359154817684143; aux_mae_loss_4: 3.028373789511487; cnt_loss: 13.107044267164097; 2025-08-16 17:48:49,548 - INFO - Evaluation: Curr mae: 73.8288; Best mae: 66.9426; 67.9274; 69.5448; 69.6997; 69.7076; Curr rmse: 467.1442; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1794; Best nae: 0.1522; 0.1526; 0.1534; 0.1542; 0.1548; 2025-08-16 17:48:50,648 - INFO - Epoch: 1101 / 1300 lr: 2.300e-05 2025-08-16 17:50:28,028 - INFO - Training: cls_zice: 57.1540007842154; reg_zipnll: 213.2720371922981; aux_mae_loss_1: 126.46784574023249; aux_mae_loss_2: 19.358608065043747; aux_mae_loss_4: 3.071883962822451; cnt_loss: 13.264110252299469; 2025-08-16 17:50:28,030 - INFO - Evaluation: Curr mae: 72.6187; Best mae: 66.9426; 67.9274; 69.5448; 69.6997; 69.7076; Curr rmse: 513.4017; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2029; Best nae: 0.1522; 0.1526; 0.1534; 0.1542; 0.1548; 2025-08-16 17:50:28,030 - INFO - Epoch: 1102 / 1300 lr: 2.280e-05 2025-08-16 17:52:05,477 - INFO - Training: cls_zice: 54.652681883778854; reg_zipnll: 221.875778100178; aux_mae_loss_1: 126.43558428158796; aux_mae_loss_2: 19.274714887295406; aux_mae_loss_4: 3.030388887713072; cnt_loss: 13.27107449178524; 2025-08-16 17:52:05,540 - INFO - Evaluation: Curr mae: 68.3628; Best mae: 66.9426; 67.9274; 68.3628; 69.5448; 69.6997; Curr rmse: 490.3754; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1654; Best nae: 0.1522; 0.1526; 0.1534; 0.1542; 0.1548; 2025-08-16 17:52:05,540 - INFO - Epoch: 1103 / 1300 lr: 2.260e-05 2025-08-16 17:53:43,751 - INFO - Training: cls_zice: 55.15905851727126; reg_zipnll: 225.8060239041679; aux_mae_loss_1: 126.05041157739635; aux_mae_loss_2: 19.11013858912843; aux_mae_loss_4: 2.9824918906915463; cnt_loss: 12.705156935517769; 2025-08-16 17:53:43,753 - INFO - Evaluation: Curr mae: 70.9082; Best mae: 66.9426; 67.9274; 68.3628; 69.5448; 69.6997; Curr rmse: 513.1049; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1743; Best nae: 0.1522; 0.1526; 0.1534; 0.1542; 0.1548; 2025-08-16 17:53:43,753 - INFO - Epoch: 1104 / 1300 lr: 2.240e-05 2025-08-16 17:55:21,291 - INFO - Training: cls_zice: 58.54303265797755; reg_zipnll: 227.07265909778428; aux_mae_loss_1: 129.07065674455737; aux_mae_loss_2: 19.60878327634463; aux_mae_loss_4: 3.074662700716818; cnt_loss: 13.628551614928062; 2025-08-16 17:55:21,293 - INFO - Evaluation: Curr mae: 69.7239; Best mae: 66.9426; 67.9274; 68.3628; 69.5448; 69.6997; Curr rmse: 516.3217; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1626; Best nae: 0.1522; 0.1526; 0.1534; 0.1542; 0.1548; 2025-08-16 17:55:21,293 - INFO - Epoch: 1105 / 1300 lr: 2.220e-05 2025-08-16 17:56:59,383 - INFO - Training: cls_zice: 58.76362742709623; reg_zipnll: 227.65460609102618; aux_mae_loss_1: 128.56183128553062; aux_mae_loss_2: 19.542543503190068; aux_mae_loss_4: 3.0749500662777907; cnt_loss: 13.016247462797287; 2025-08-16 17:56:59,384 - INFO - Evaluation: Curr mae: 73.1302; Best mae: 66.9426; 67.9274; 68.3628; 69.5448; 69.6997; Curr rmse: 523.1821; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1632; Best nae: 0.1522; 0.1526; 0.1534; 0.1542; 0.1548; 2025-08-16 17:56:59,384 - INFO - Epoch: 1106 / 1300 lr: 2.200e-05 2025-08-16 17:58:37,015 - INFO - Training: cls_zice: 57.66591402643137; reg_zipnll: 221.44027647199852; aux_mae_loss_1: 126.59198251052503; aux_mae_loss_2: 19.20430094478676; aux_mae_loss_4: 3.0266085156744733; cnt_loss: 13.783624919337294; 2025-08-16 17:58:37,016 - INFO - Evaluation: Curr mae: 70.6170; Best mae: 66.9426; 67.9274; 68.3628; 69.5448; 69.6997; Curr rmse: 441.1526; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1951; Best nae: 0.1522; 0.1526; 0.1534; 0.1542; 0.1548; 2025-08-16 17:58:37,016 - INFO - Epoch: 1107 / 1300 lr: 2.180e-05 2025-08-16 18:00:14,302 - INFO - Training: cls_zice: 56.503027035062296; reg_zipnll: 223.65906615857907; aux_mae_loss_1: 128.202277132049; aux_mae_loss_2: 19.54703168452246; aux_mae_loss_4: 3.062998384313902; cnt_loss: 12.840268461440706; 2025-08-16 18:00:14,304 - INFO - Evaluation: Curr mae: 69.8585; Best mae: 66.9426; 67.9274; 68.3628; 69.5448; 69.6997; Curr rmse: 517.5418; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1643; Best nae: 0.1522; 0.1526; 0.1534; 0.1542; 0.1548; 2025-08-16 18:00:14,304 - INFO - Epoch: 1108 / 1300 lr: 2.160e-05 2025-08-16 18:01:52,568 - INFO - Training: cls_zice: 57.72693934270533; reg_zipnll: 218.58354596920063; aux_mae_loss_1: 129.412078322972; aux_mae_loss_2: 19.71063089002987; aux_mae_loss_4: 3.101507591710912; cnt_loss: 14.035864252051228; 2025-08-16 18:01:52,569 - INFO - Evaluation: Curr mae: 70.7180; Best mae: 66.9426; 67.9274; 68.3628; 69.5448; 69.6997; Curr rmse: 491.4223; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1675; Best nae: 0.1522; 0.1526; 0.1534; 0.1542; 0.1548; 2025-08-16 18:01:52,569 - INFO - Epoch: 1109 / 1300 lr: 2.140e-05 2025-08-16 18:03:29,306 - INFO - Training: cls_zice: 57.97723045933676; reg_zipnll: 224.83797822574724; aux_mae_loss_1: 127.46188910516184; aux_mae_loss_2: 19.383497344191092; aux_mae_loss_4: 3.0527358352371845; cnt_loss: 14.089081678415019; 2025-08-16 18:03:29,367 - INFO - Evaluation: Curr mae: 67.9594; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 69.5448; Curr rmse: 459.9845; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1643; Best nae: 0.1522; 0.1526; 0.1534; 0.1542; 0.1548; 2025-08-16 18:03:29,367 - INFO - Epoch: 1110 / 1300 lr: 2.121e-05 2025-08-16 18:05:06,722 - INFO - Training: cls_zice: 58.81335683986736; reg_zipnll: 221.33118640242628; aux_mae_loss_1: 128.39165314917085; aux_mae_loss_2: 19.52348615976103; aux_mae_loss_4: 3.0633942417436515; cnt_loss: 13.50227269292797; 2025-08-16 18:05:06,723 - INFO - Evaluation: Curr mae: 73.6507; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 69.5448; Curr rmse: 456.3582; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1824; Best nae: 0.1522; 0.1526; 0.1534; 0.1542; 0.1548; 2025-08-16 18:05:06,723 - INFO - Epoch: 1111 / 1300 lr: 2.101e-05 2025-08-16 18:06:43,839 - INFO - Training: cls_zice: 56.74489233108443; reg_zipnll: 222.64729230630672; aux_mae_loss_1: 127.00717100815173; aux_mae_loss_2: 19.36034910783057; aux_mae_loss_4: 3.04586403972079; cnt_loss: 13.38667195713612; 2025-08-16 18:06:43,841 - INFO - Evaluation: Curr mae: 74.7149; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 69.5448; Curr rmse: 519.0093; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1899; Best nae: 0.1522; 0.1526; 0.1534; 0.1542; 0.1548; 2025-08-16 18:06:43,841 - INFO - Epoch: 1112 / 1300 lr: 2.082e-05 2025-08-16 18:08:20,832 - INFO - Training: cls_zice: 56.235790367336385; reg_zipnll: 215.93579640915584; aux_mae_loss_1: 128.6309703444454; aux_mae_loss_2: 19.66503401709706; aux_mae_loss_4: 3.0939031468565483; cnt_loss: 13.518166417021371; 2025-08-16 18:08:20,897 - INFO - Evaluation: Curr mae: 71.4769; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 69.5448; Curr rmse: 542.0771; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1526; Best nae: 0.1522; 0.1526; 0.1526; 0.1534; 0.1542; 2025-08-16 18:08:20,897 - INFO - Epoch: 1113 / 1300 lr: 2.062e-05 2025-08-16 18:09:58,737 - INFO - Training: cls_zice: 57.05127590971312; reg_zipnll: 213.26877042383032; aux_mae_loss_1: 129.03672691972827; aux_mae_loss_2: 19.71040195793603; aux_mae_loss_4: 3.094474990600792; cnt_loss: 13.077485626644831; 2025-08-16 18:09:58,796 - INFO - Evaluation: Curr mae: 72.3329; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 69.5448; Curr rmse: 557.3276; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1541; Best nae: 0.1522; 0.1526; 0.1526; 0.1534; 0.1541; 2025-08-16 18:09:58,796 - INFO - Epoch: 1114 / 1300 lr: 2.043e-05 2025-08-16 18:11:36,847 - INFO - Training: cls_zice: 57.72158332571272; reg_zipnll: 223.8458209687456; aux_mae_loss_1: 126.52257963440412; aux_mae_loss_2: 19.31245269873455; aux_mae_loss_4: 3.045948396151967; cnt_loss: 13.289691317663708; 2025-08-16 18:11:36,848 - INFO - Evaluation: Curr mae: 70.3254; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 69.5448; Curr rmse: 547.0233; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1552; Best nae: 0.1522; 0.1526; 0.1526; 0.1534; 0.1541; 2025-08-16 18:11:36,849 - INFO - Epoch: 1115 / 1300 lr: 2.024e-05 2025-08-16 18:13:14,537 - INFO - Training: cls_zice: 58.46400026682104; reg_zipnll: 220.234250487889; aux_mae_loss_1: 130.31639579145337; aux_mae_loss_2: 19.89423097988021; aux_mae_loss_4: 3.1368981768355577; cnt_loss: 13.704745991064527; 2025-08-16 18:13:14,538 - INFO - Evaluation: Curr mae: 73.8454; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 69.5448; Curr rmse: 551.0873; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1627; Best nae: 0.1522; 0.1526; 0.1526; 0.1534; 0.1541; 2025-08-16 18:13:14,539 - INFO - Epoch: 1116 / 1300 lr: 2.005e-05 2025-08-16 18:14:51,636 - INFO - Training: cls_zice: 56.29632809310002; reg_zipnll: 217.76721646424124; aux_mae_loss_1: 127.60981497972973; aux_mae_loss_2: 19.557200315985398; aux_mae_loss_4: 3.0844712013757016; cnt_loss: 13.269410319990241; 2025-08-16 18:14:51,637 - INFO - Evaluation: Curr mae: 75.2688; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 69.5448; Curr rmse: 508.9359; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1950; Best nae: 0.1522; 0.1526; 0.1526; 0.1534; 0.1541; 2025-08-16 18:14:51,637 - INFO - Epoch: 1117 / 1300 lr: 1.985e-05 2025-08-16 18:16:28,433 - INFO - Training: cls_zice: 57.88246000012273; reg_zipnll: 218.21092891938275; aux_mae_loss_1: 129.6818096141276; aux_mae_loss_2: 19.687720203767398; aux_mae_loss_4: 3.0964775879156314; cnt_loss: 13.579335698738197; 2025-08-16 18:16:28,434 - INFO - Evaluation: Curr mae: 71.0147; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 69.5448; Curr rmse: 492.6285; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1742; Best nae: 0.1522; 0.1526; 0.1526; 0.1534; 0.1541; 2025-08-16 18:16:28,434 - INFO - Epoch: 1118 / 1300 lr: 1.966e-05 2025-08-16 18:18:05,405 - INFO - Training: cls_zice: 58.341996243113414; reg_zipnll: 225.56682160090665; aux_mae_loss_1: 127.85319404798179; aux_mae_loss_2: 19.49308601810877; aux_mae_loss_4: 3.044877110685971; cnt_loss: 13.391323994854728; 2025-08-16 18:18:05,406 - INFO - Evaluation: Curr mae: 73.2228; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 69.5448; Curr rmse: 542.2392; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1746; Best nae: 0.1522; 0.1526; 0.1526; 0.1534; 0.1541; 2025-08-16 18:18:05,406 - INFO - Epoch: 1119 / 1300 lr: 1.947e-05 2025-08-16 18:19:43,059 - INFO - Training: cls_zice: 58.274676784298414; reg_zipnll: 228.1335508939846; aux_mae_loss_1: 128.39875597818957; aux_mae_loss_2: 19.550050951214867; aux_mae_loss_4: 3.061847991226265; cnt_loss: 13.577755279590047; 2025-08-16 18:19:43,060 - INFO - Evaluation: Curr mae: 72.6440; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 69.5448; Curr rmse: 479.5903; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1772; Best nae: 0.1522; 0.1526; 0.1526; 0.1534; 0.1541; 2025-08-16 18:19:43,060 - INFO - Epoch: 1120 / 1300 lr: 1.929e-05 2025-08-16 18:21:21,082 - INFO - Training: cls_zice: 59.02172537695779; reg_zipnll: 216.79309033979794; aux_mae_loss_1: 129.56442961901197; aux_mae_loss_2: 19.673470855065666; aux_mae_loss_4: 3.0940760466004398; cnt_loss: 13.63244456742294; 2025-08-16 18:21:21,083 - INFO - Evaluation: Curr mae: 71.5388; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 69.5448; Curr rmse: 534.1947; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1688; Best nae: 0.1522; 0.1526; 0.1526; 0.1534; 0.1541; 2025-08-16 18:21:21,083 - INFO - Epoch: 1121 / 1300 lr: 1.910e-05 2025-08-16 18:22:59,445 - INFO - Training: cls_zice: 58.604962255240714; reg_zipnll: 220.6564334781127; aux_mae_loss_1: 128.8468397822049; aux_mae_loss_2: 19.663895261318334; aux_mae_loss_4: 3.0989463736894503; cnt_loss: 14.051857725207174; 2025-08-16 18:22:59,447 - INFO - Evaluation: Curr mae: 72.5998; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 69.5448; Curr rmse: 502.2223; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1667; Best nae: 0.1522; 0.1526; 0.1526; 0.1534; 0.1541; 2025-08-16 18:22:59,447 - INFO - Epoch: 1122 / 1300 lr: 1.891e-05 2025-08-16 18:24:36,439 - INFO - Training: cls_zice: 57.62430602649184; reg_zipnll: 212.12800314739002; aux_mae_loss_1: 126.43216074279158; aux_mae_loss_2: 19.326051970680453; aux_mae_loss_4: 3.0358923964757847; cnt_loss: 12.701198527010057; 2025-08-16 18:24:36,441 - INFO - Evaluation: Curr mae: 78.6040; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 69.5448; Curr rmse: 474.8817; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2140; Best nae: 0.1522; 0.1526; 0.1526; 0.1534; 0.1541; 2025-08-16 18:24:36,441 - INFO - Epoch: 1123 / 1300 lr: 1.872e-05 2025-08-16 18:26:14,439 - INFO - Training: cls_zice: 55.898571253742226; reg_zipnll: 209.0399438617775; aux_mae_loss_1: 127.52720895585793; aux_mae_loss_2: 19.494519488670527; aux_mae_loss_4: 3.073021656596569; cnt_loss: 12.528493372517564; 2025-08-16 18:26:14,440 - INFO - Evaluation: Curr mae: 73.9482; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 69.5448; Curr rmse: 479.3640; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2067; Best nae: 0.1522; 0.1526; 0.1526; 0.1534; 0.1541; 2025-08-16 18:26:14,440 - INFO - Epoch: 1124 / 1300 lr: 1.854e-05 2025-08-16 18:27:52,424 - INFO - Training: cls_zice: 57.93276327266178; reg_zipnll: 210.61237248908586; aux_mae_loss_1: 128.7449776568572; aux_mae_loss_2: 19.605999542079424; aux_mae_loss_4: 3.0736765755785767; cnt_loss: 13.545586003129463; 2025-08-16 18:27:52,426 - INFO - Evaluation: Curr mae: 71.9137; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 69.5448; Curr rmse: 513.0934; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1624; Best nae: 0.1522; 0.1526; 0.1526; 0.1534; 0.1541; 2025-08-16 18:27:52,426 - INFO - Epoch: 1125 / 1300 lr: 1.835e-05 2025-08-16 18:29:29,218 - INFO - Training: cls_zice: 57.894350438390724; reg_zipnll: 219.63856217548596; aux_mae_loss_1: 126.59325572702755; aux_mae_loss_2: 19.294927605013616; aux_mae_loss_4: 3.0275448504021356; cnt_loss: 13.098616329747179; 2025-08-16 18:29:29,337 - INFO - Evaluation: Curr mae: 68.7846; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7846; Curr rmse: 523.3756; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1522; Best nae: 0.1522; 0.1522; 0.1526; 0.1526; 0.1534; 2025-08-16 18:29:29,337 - INFO - Epoch: 1126 / 1300 lr: 1.817e-05 2025-08-16 18:31:07,012 - INFO - Training: cls_zice: 54.4864529258641; reg_zipnll: 221.23044047318876; aux_mae_loss_1: 126.98154504378842; aux_mae_loss_2: 19.35759346466751; aux_mae_loss_4: 3.0408168608241337; cnt_loss: 13.179502714262524; 2025-08-16 18:31:07,014 - INFO - Evaluation: Curr mae: 76.0566; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7846; Curr rmse: 587.6030; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1630; Best nae: 0.1522; 0.1522; 0.1526; 0.1526; 0.1534; 2025-08-16 18:31:07,014 - INFO - Epoch: 1127 / 1300 lr: 1.798e-05 2025-08-16 18:32:44,531 - INFO - Training: cls_zice: 56.714039332456025; reg_zipnll: 215.09264348282605; aux_mae_loss_1: 127.839820758849; aux_mae_loss_2: 19.514096859488205; aux_mae_loss_4: 3.0665413827699988; cnt_loss: 12.91729625362357; 2025-08-16 18:32:44,532 - INFO - Evaluation: Curr mae: 75.6075; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7846; Curr rmse: 506.1601; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1849; Best nae: 0.1522; 0.1522; 0.1526; 0.1526; 0.1534; 2025-08-16 18:32:44,533 - INFO - Epoch: 1128 / 1300 lr: 1.780e-05 2025-08-16 18:34:21,371 - INFO - Training: cls_zice: 57.355647544781164; reg_zipnll: 222.28799947429746; aux_mae_loss_1: 128.87221569267214; aux_mae_loss_2: 19.553704720229906; aux_mae_loss_4: 3.0579079170459953; cnt_loss: 12.948822954473275; 2025-08-16 18:34:21,372 - INFO - Evaluation: Curr mae: 73.2262; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7846; Curr rmse: 520.8788; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1603; Best nae: 0.1522; 0.1522; 0.1526; 0.1526; 0.1534; 2025-08-16 18:34:21,372 - INFO - Epoch: 1129 / 1300 lr: 1.762e-05 2025-08-16 18:35:59,078 - INFO - Training: cls_zice: 59.33706158533654; reg_zipnll: 223.071669257392; aux_mae_loss_1: 130.76710962820175; aux_mae_loss_2: 19.92800414838031; aux_mae_loss_4: 3.130713042072894; cnt_loss: 12.784912589583115; 2025-08-16 18:35:59,079 - INFO - Evaluation: Curr mae: 70.4345; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7846; Curr rmse: 522.1171; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1622; Best nae: 0.1522; 0.1522; 0.1526; 0.1526; 0.1534; 2025-08-16 18:35:59,079 - INFO - Epoch: 1130 / 1300 lr: 1.744e-05 2025-08-16 18:37:36,584 - INFO - Training: cls_zice: 56.3231486935542; reg_zipnll: 223.26077494094181; aux_mae_loss_1: 128.14193822669492; aux_mae_loss_2: 19.481236803501; aux_mae_loss_4: 3.0595953766361914; cnt_loss: 13.400716792035531; 2025-08-16 18:37:36,585 - INFO - Evaluation: Curr mae: 76.7823; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7846; Curr rmse: 538.8962; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1840; Best nae: 0.1522; 0.1522; 0.1526; 0.1526; 0.1534; 2025-08-16 18:37:36,585 - INFO - Epoch: 1131 / 1300 lr: 1.726e-05 2025-08-16 18:39:14,737 - INFO - Training: cls_zice: 60.8204983284357; reg_zipnll: 221.15884748522603; aux_mae_loss_1: 129.9528769711296; aux_mae_loss_2: 19.796273712633816; aux_mae_loss_4: 3.1074717876843745; cnt_loss: 13.328874733270288; 2025-08-16 18:39:14,738 - INFO - Evaluation: Curr mae: 71.3104; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7846; Curr rmse: 535.8323; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1623; Best nae: 0.1522; 0.1522; 0.1526; 0.1526; 0.1534; 2025-08-16 18:39:14,738 - INFO - Epoch: 1132 / 1300 lr: 1.708e-05 2025-08-16 18:40:52,999 - INFO - Training: cls_zice: 57.02990100691741; reg_zipnll: 217.99590544712882; aux_mae_loss_1: 128.2117187431355; aux_mae_loss_2: 19.686978602470653; aux_mae_loss_4: 3.108986993222126; cnt_loss: 13.533881402873748; 2025-08-16 18:40:53,000 - INFO - Evaluation: Curr mae: 74.9197; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7846; Curr rmse: 567.3374; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1675; Best nae: 0.1522; 0.1522; 0.1526; 0.1526; 0.1534; 2025-08-16 18:40:53,000 - INFO - Epoch: 1133 / 1300 lr: 1.690e-05 2025-08-16 18:42:31,279 - INFO - Training: cls_zice: 58.176708753357204; reg_zipnll: 221.93747318924852; aux_mae_loss_1: 129.73636044695934; aux_mae_loss_2: 19.711662573189233; aux_mae_loss_4: 3.090985304592201; cnt_loss: 13.142780636147545; 2025-08-16 18:42:31,281 - INFO - Evaluation: Curr mae: 71.2966; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7846; Curr rmse: 549.9536; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1576; Best nae: 0.1522; 0.1522; 0.1526; 0.1526; 0.1534; 2025-08-16 18:42:31,281 - INFO - Epoch: 1134 / 1300 lr: 1.672e-05 2025-08-16 18:44:09,362 - INFO - Training: cls_zice: 58.61084679370521; reg_zipnll: 220.61934727568246; aux_mae_loss_1: 129.15900667283714; aux_mae_loss_2: 19.680071208654763; aux_mae_loss_4: 3.0759016512905113; cnt_loss: 13.06125816741149; 2025-08-16 18:44:09,364 - INFO - Evaluation: Curr mae: 76.6180; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7846; Curr rmse: 569.2461; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1740; Best nae: 0.1522; 0.1522; 0.1526; 0.1526; 0.1534; 2025-08-16 18:44:09,364 - INFO - Epoch: 1135 / 1300 lr: 1.654e-05 2025-08-16 18:45:48,073 - INFO - Training: cls_zice: 59.432875539695694; reg_zipnll: 218.36935452262662; aux_mae_loss_1: 129.42562207219532; aux_mae_loss_2: 19.757194134753895; aux_mae_loss_4: 3.1168891926964024; cnt_loss: 13.269294645608545; 2025-08-16 18:45:48,075 - INFO - Evaluation: Curr mae: 75.4603; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7846; Curr rmse: 570.3581; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1893; Best nae: 0.1522; 0.1522; 0.1526; 0.1526; 0.1534; 2025-08-16 18:45:48,075 - INFO - Epoch: 1136 / 1300 lr: 1.637e-05 2025-08-16 18:47:24,720 - INFO - Training: cls_zice: 56.44871116833699; reg_zipnll: 221.52659289205596; aux_mae_loss_1: 127.4894874690431; aux_mae_loss_2: 19.33439405044124; aux_mae_loss_4: 3.0072261701819216; cnt_loss: 12.181123123990233; 2025-08-16 18:47:24,722 - INFO - Evaluation: Curr mae: 77.7654; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7846; Curr rmse: 557.0136; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1928; Best nae: 0.1522; 0.1522; 0.1526; 0.1526; 0.1534; 2025-08-16 18:47:24,722 - INFO - Epoch: 1137 / 1300 lr: 1.619e-05 2025-08-16 18:49:02,193 - INFO - Training: cls_zice: 54.85151066659809; reg_zipnll: 215.22666812494666; aux_mae_loss_1: 124.75433802665965; aux_mae_loss_2: 18.986018989876793; aux_mae_loss_4: 2.9764478675503963; cnt_loss: 12.4123028308383; 2025-08-16 18:49:02,194 - INFO - Evaluation: Curr mae: 75.6567; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7846; Curr rmse: 551.0644; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1818; Best nae: 0.1522; 0.1522; 0.1526; 0.1526; 0.1534; 2025-08-16 18:49:02,194 - INFO - Epoch: 1138 / 1300 lr: 1.602e-05 2025-08-16 18:50:39,902 - INFO - Training: cls_zice: 59.51019696466108; reg_zipnll: 212.31040675106883; aux_mae_loss_1: 131.22762905601365; aux_mae_loss_2: 20.060508971962033; aux_mae_loss_4: 3.1656178580764633; cnt_loss: 14.151899565461362; 2025-08-16 18:50:40,024 - INFO - Evaluation: Curr mae: 68.7630; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 548.7671; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1497; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 18:50:40,025 - INFO - Epoch: 1139 / 1300 lr: 1.584e-05 2025-08-16 18:52:16,602 - INFO - Training: cls_zice: 56.040174080887304; reg_zipnll: 214.67754769018805; aux_mae_loss_1: 127.0650081879682; aux_mae_loss_2: 19.390661293559333; aux_mae_loss_4: 3.0405605024727573; cnt_loss: 13.003684077593846; 2025-08-16 18:52:16,603 - INFO - Evaluation: Curr mae: 72.4402; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 564.6675; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1701; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 18:52:16,603 - INFO - Epoch: 1140 / 1300 lr: 1.567e-05 2025-08-16 18:53:54,826 - INFO - Training: cls_zice: 57.99910258358119; reg_zipnll: 222.11774333767536; aux_mae_loss_1: 127.84432988791968; aux_mae_loss_2: 19.472856756347618; aux_mae_loss_4: 3.0446654654713705; cnt_loss: 12.714803037729238; 2025-08-16 18:53:54,827 - INFO - Evaluation: Curr mae: 71.1074; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 561.2367; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1786; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 18:53:54,827 - INFO - Epoch: 1141 / 1300 lr: 1.550e-05 2025-08-16 18:55:32,245 - INFO - Training: cls_zice: 60.19797601001122; reg_zipnll: 220.74847616082906; aux_mae_loss_1: 130.69139952279608; aux_mae_loss_2: 19.872774323951308; aux_mae_loss_4: 3.118909123777424; cnt_loss: 13.003950831209785; 2025-08-16 18:55:32,246 - INFO - Evaluation: Curr mae: 71.0409; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 519.4509; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1791; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 18:55:32,246 - INFO - Epoch: 1142 / 1300 lr: 1.533e-05 2025-08-16 18:57:09,302 - INFO - Training: cls_zice: 58.55307207392543; reg_zipnll: 222.89106766178554; aux_mae_loss_1: 130.37593274741675; aux_mae_loss_2: 19.72723318433394; aux_mae_loss_4: 3.0902097612849238; cnt_loss: 13.345681509812264; 2025-08-16 18:57:09,304 - INFO - Evaluation: Curr mae: 72.0385; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 499.3097; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1806; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 18:57:09,304 - INFO - Epoch: 1143 / 1300 lr: 1.516e-05 2025-08-16 18:58:46,914 - INFO - Training: cls_zice: 55.63932995341124; reg_zipnll: 215.3905105394692; aux_mae_loss_1: 126.21957017952495; aux_mae_loss_2: 19.324348368804067; aux_mae_loss_4: 3.0405751598524864; cnt_loss: 12.47441153967595; 2025-08-16 18:58:46,915 - INFO - Evaluation: Curr mae: 74.6175; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 546.9306; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1838; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 18:58:46,915 - INFO - Epoch: 1144 / 1300 lr: 1.499e-05 2025-08-16 19:00:25,199 - INFO - Training: cls_zice: 56.695178949587756; reg_zipnll: 217.69327558895003; aux_mae_loss_1: 126.53314519357559; aux_mae_loss_2: 19.214065693950896; aux_mae_loss_4: 3.0139900994484714; cnt_loss: 12.723569291722805; 2025-08-16 19:00:25,200 - INFO - Evaluation: Curr mae: 71.4376; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 543.3571; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1607; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 19:00:25,200 - INFO - Epoch: 1145 / 1300 lr: 1.482e-05 2025-08-16 19:02:02,071 - INFO - Training: cls_zice: 54.91707736119666; reg_zipnll: 217.3331594883936; aux_mae_loss_1: 127.93554789977085; aux_mae_loss_2: 19.4784059953567; aux_mae_loss_4: 3.0459365371260363; cnt_loss: 12.620087782644061; 2025-08-16 19:02:02,073 - INFO - Evaluation: Curr mae: 74.9118; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 551.8990; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1835; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 19:02:02,073 - INFO - Epoch: 1146 / 1300 lr: 1.465e-05 2025-08-16 19:03:39,302 - INFO - Training: cls_zice: 61.29192826113542; reg_zipnll: 211.3034826734685; aux_mae_loss_1: 131.20614952048177; aux_mae_loss_2: 20.018644174144324; aux_mae_loss_4: 3.1693663949525144; cnt_loss: 13.259670620712338; 2025-08-16 19:03:39,303 - INFO - Evaluation: Curr mae: 77.3323; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 552.5998; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1979; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 19:03:39,303 - INFO - Epoch: 1147 / 1300 lr: 1.448e-05 2025-08-16 19:05:18,304 - INFO - Training: cls_zice: 58.77781083498026; reg_zipnll: 217.49016148143073; aux_mae_loss_1: 128.61778055794136; aux_mae_loss_2: 19.579074642039203; aux_mae_loss_4: 3.073536142438727; cnt_loss: 13.310629906875002; 2025-08-16 19:05:18,306 - INFO - Evaluation: Curr mae: 74.4755; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 563.1392; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1789; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 19:05:18,306 - INFO - Epoch: 1148 / 1300 lr: 1.432e-05 2025-08-16 19:06:54,970 - INFO - Training: cls_zice: 57.21831375992543; reg_zipnll: 216.9406020647456; aux_mae_loss_1: 130.55742830114684; aux_mae_loss_2: 19.986250988315494; aux_mae_loss_4: 3.1444745494344852; cnt_loss: 13.023625697452182; 2025-08-16 19:06:54,971 - INFO - Evaluation: Curr mae: 73.2231; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 572.6311; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1637; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 19:06:54,971 - INFO - Epoch: 1149 / 1300 lr: 1.415e-05 2025-08-16 19:08:32,532 - INFO - Training: cls_zice: 59.67345314685514; reg_zipnll: 224.03406108866008; aux_mae_loss_1: 130.37329519070818; aux_mae_loss_2: 19.8054768518188; aux_mae_loss_4: 3.0839861555546904; cnt_loss: 12.472501119795066; 2025-08-16 19:08:32,534 - INFO - Evaluation: Curr mae: 79.1038; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 554.2844; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1981; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 19:08:32,534 - INFO - Epoch: 1150 / 1300 lr: 1.399e-05 2025-08-16 19:10:09,237 - INFO - Training: cls_zice: 57.49699018018411; reg_zipnll: 220.69818658510027; aux_mae_loss_1: 128.82215663645138; aux_mae_loss_2: 19.60063751313864; aux_mae_loss_4: 3.0915576904475843; cnt_loss: 12.593271472153749; 2025-08-16 19:10:09,239 - INFO - Evaluation: Curr mae: 73.5053; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 561.8116; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1670; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 19:10:09,417 - INFO - Epoch: 1151 / 1300 lr: 1.382e-05 2025-08-16 19:11:46,443 - INFO - Training: cls_zice: 58.78339349986042; reg_zipnll: 211.3595538004505; aux_mae_loss_1: 129.39601885935335; aux_mae_loss_2: 19.684027964780753; aux_mae_loss_4: 3.0737050984696435; cnt_loss: 12.92422632876889; 2025-08-16 19:11:46,445 - INFO - Evaluation: Curr mae: 73.1706; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 571.3182; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1768; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 19:11:46,445 - INFO - Epoch: 1152 / 1300 lr: 1.366e-05 2025-08-16 19:13:25,648 - INFO - Training: cls_zice: 56.686934844463835; reg_zipnll: 218.23569512060797; aux_mae_loss_1: 126.40577757573067; aux_mae_loss_2: 19.270380677171723; aux_mae_loss_4: 3.0171192665333; cnt_loss: 12.396948298022803; 2025-08-16 19:13:25,650 - INFO - Evaluation: Curr mae: 74.5880; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 568.4286; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1749; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 19:13:25,650 - INFO - Epoch: 1153 / 1300 lr: 1.350e-05 2025-08-16 19:15:03,299 - INFO - Training: cls_zice: 56.31181712031058; reg_zipnll: 218.79333037153307; aux_mae_loss_1: 128.3286328352509; aux_mae_loss_2: 19.60615998613804; aux_mae_loss_4: 3.0868842220245107; cnt_loss: 13.485041813862662; 2025-08-16 19:15:03,300 - INFO - Evaluation: Curr mae: 71.7958; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 564.3614; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1616; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 19:15:03,300 - INFO - Epoch: 1154 / 1300 lr: 1.334e-05 2025-08-16 19:16:41,568 - INFO - Training: cls_zice: 55.399034904177206; reg_zipnll: 219.67898276164783; aux_mae_loss_1: 124.83066166581102; aux_mae_loss_2: 19.00087784188572; aux_mae_loss_4: 2.9705976094562168; cnt_loss: 12.581873993027793; 2025-08-16 19:16:41,569 - INFO - Evaluation: Curr mae: 72.3503; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 557.3423; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1687; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 19:16:41,569 - INFO - Epoch: 1155 / 1300 lr: 1.318e-05 2025-08-16 19:18:18,610 - INFO - Training: cls_zice: 57.806457110764434; reg_zipnll: 220.86488149343847; aux_mae_loss_1: 125.62791465425859; aux_mae_loss_2: 19.081676606960347; aux_mae_loss_4: 2.967636549380874; cnt_loss: 12.29030486029647; 2025-08-16 19:18:18,611 - INFO - Evaluation: Curr mae: 72.2824; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 543.9310; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1624; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 19:18:18,611 - INFO - Epoch: 1156 / 1300 lr: 1.302e-05 2025-08-16 19:19:56,260 - INFO - Training: cls_zice: 56.732809141508106; reg_zipnll: 217.74992554966158; aux_mae_loss_1: 128.60457137924234; aux_mae_loss_2: 19.615263452873133; aux_mae_loss_4: 3.0641452170582846; cnt_loss: 12.347998747175946; 2025-08-16 19:19:56,262 - INFO - Evaluation: Curr mae: 75.7030; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 545.4328; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1926; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 19:19:56,262 - INFO - Epoch: 1157 / 1300 lr: 1.286e-05 2025-08-16 19:21:33,480 - INFO - Training: cls_zice: 57.56917132230375; reg_zipnll: 216.41412656533993; aux_mae_loss_1: 125.88559905790117; aux_mae_loss_2: 19.180328895009882; aux_mae_loss_4: 2.9993511801513733; cnt_loss: 11.913630603211704; 2025-08-16 19:21:33,482 - INFO - Evaluation: Curr mae: 72.5269; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 552.4071; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1577; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 19:21:33,482 - INFO - Epoch: 1158 / 1300 lr: 1.270e-05 2025-08-16 19:23:11,286 - INFO - Training: cls_zice: 56.90561800887736; reg_zipnll: 220.44278114926846; aux_mae_loss_1: 127.36952204569447; aux_mae_loss_2: 19.478147246230844; aux_mae_loss_4: 3.0525212200564407; cnt_loss: 12.525648707902217; 2025-08-16 19:23:11,287 - INFO - Evaluation: Curr mae: 79.3900; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 548.7380; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.2145; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 19:23:11,288 - INFO - Epoch: 1159 / 1300 lr: 1.255e-05 2025-08-16 19:24:48,495 - INFO - Training: cls_zice: 60.31641083837015; reg_zipnll: 220.67264368601508; aux_mae_loss_1: 129.91777937332586; aux_mae_loss_2: 19.682417832793796; aux_mae_loss_4: 3.0805726419071306; cnt_loss: 12.828963039160387; 2025-08-16 19:24:48,497 - INFO - Evaluation: Curr mae: 71.1721; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 548.8583; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1620; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 19:24:48,497 - INFO - Epoch: 1160 / 1300 lr: 1.239e-05 2025-08-16 19:26:26,103 - INFO - Training: cls_zice: 55.47279367946414; reg_zipnll: 223.7722968270662; aux_mae_loss_1: 125.89010833406816; aux_mae_loss_2: 19.169880147458347; aux_mae_loss_4: 2.9946996330602005; cnt_loss: 12.860842717950325; 2025-08-16 19:26:26,105 - INFO - Evaluation: Curr mae: 71.6944; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 538.1353; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1580; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 19:26:26,105 - INFO - Epoch: 1161 / 1300 lr: 1.224e-05 2025-08-16 19:28:02,392 - INFO - Training: cls_zice: 56.931298501157514; reg_zipnll: 214.17672323506412; aux_mae_loss_1: 126.08806849874384; aux_mae_loss_2: 19.205234260362953; aux_mae_loss_4: 3.0100478315414683; cnt_loss: 12.119860201997438; 2025-08-16 19:28:02,393 - INFO - Evaluation: Curr mae: 69.6532; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 527.2007; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1647; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 19:28:02,393 - INFO - Epoch: 1162 / 1300 lr: 1.208e-05 2025-08-16 19:29:40,216 - INFO - Training: cls_zice: 54.720282834645715; reg_zipnll: 221.49477564951448; aux_mae_loss_1: 124.6690826587628; aux_mae_loss_2: 18.902640504518327; aux_mae_loss_4: 2.9393480781724337; cnt_loss: 11.99306605836726; 2025-08-16 19:29:40,218 - INFO - Evaluation: Curr mae: 71.1135; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 548.6672; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1645; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 19:29:40,218 - INFO - Epoch: 1163 / 1300 lr: 1.193e-05 2025-08-16 19:31:18,562 - INFO - Training: cls_zice: 57.762643138401614; reg_zipnll: 216.35439518729947; aux_mae_loss_1: 128.85365686686302; aux_mae_loss_2: 19.56013342899038; aux_mae_loss_4: 3.0552686860444918; cnt_loss: 12.281665806598712; 2025-08-16 19:31:18,563 - INFO - Evaluation: Curr mae: 73.4962; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 557.9608; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1920; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 19:31:18,564 - INFO - Epoch: 1164 / 1300 lr: 1.178e-05 2025-08-16 19:32:55,054 - INFO - Training: cls_zice: 58.21396440225426; reg_zipnll: 222.14738585955072; aux_mae_loss_1: 126.52364340539457; aux_mae_loss_2: 19.179859461698555; aux_mae_loss_4: 2.9808128168160013; cnt_loss: 12.148760146837308; 2025-08-16 19:32:55,056 - INFO - Evaluation: Curr mae: 69.8644; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 530.5384; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1660; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 19:32:55,056 - INFO - Epoch: 1165 / 1300 lr: 1.163e-05 2025-08-16 19:34:31,798 - INFO - Training: cls_zice: 57.03382808671053; reg_zipnll: 217.23590847888153; aux_mae_loss_1: 126.40555176330409; aux_mae_loss_2: 19.233401502006156; aux_mae_loss_4: 3.0082983023709686; cnt_loss: 12.169858414900027; 2025-08-16 19:34:31,800 - INFO - Evaluation: Curr mae: 74.5071; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 562.8775; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1904; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 19:34:31,800 - INFO - Epoch: 1166 / 1300 lr: 1.148e-05 2025-08-16 19:36:09,221 - INFO - Training: cls_zice: 58.77656152177899; reg_zipnll: 217.08528482393004; aux_mae_loss_1: 129.15138867826877; aux_mae_loss_2: 19.67944288621525; aux_mae_loss_4: 3.1059082227071944; cnt_loss: 13.241460773816145; 2025-08-16 19:36:09,223 - INFO - Evaluation: Curr mae: 76.1109; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 552.5986; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1830; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 19:36:09,223 - INFO - Epoch: 1167 / 1300 lr: 1.133e-05 2025-08-16 19:37:47,428 - INFO - Training: cls_zice: 56.57680074928046; reg_zipnll: 217.82448162088664; aux_mae_loss_1: 127.116100362763; aux_mae_loss_2: 19.303186594367332; aux_mae_loss_4: 3.008140761242428; cnt_loss: 11.613135180007523; 2025-08-16 19:37:47,429 - INFO - Evaluation: Curr mae: 72.3639; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 543.0264; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1811; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 19:37:47,429 - INFO - Epoch: 1168 / 1300 lr: 1.118e-05 2025-08-16 19:39:25,265 - INFO - Training: cls_zice: 58.79668911743747; reg_zipnll: 219.7080629490948; aux_mae_loss_1: 126.65989291330843; aux_mae_loss_2: 19.16996394086313; aux_mae_loss_4: 2.990609025281009; cnt_loss: 12.647503577651586; 2025-08-16 19:39:25,266 - INFO - Evaluation: Curr mae: 70.6474; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 503.3021; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1736; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 19:39:25,266 - INFO - Epoch: 1169 / 1300 lr: 1.103e-05 2025-08-16 19:41:02,418 - INFO - Training: cls_zice: 54.067111383865; reg_zipnll: 220.7181548287752; aux_mae_loss_1: 125.59296316720526; aux_mae_loss_2: 19.06848971947913; aux_mae_loss_4: 2.984518332775577; cnt_loss: 12.088691212830629; 2025-08-16 19:41:02,419 - INFO - Evaluation: Curr mae: 71.7177; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 538.0759; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1677; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 19:41:02,419 - INFO - Epoch: 1170 / 1300 lr: 1.089e-05 2025-08-16 19:42:41,588 - INFO - Training: cls_zice: 59.1744645003488; reg_zipnll: 224.1741502953066; aux_mae_loss_1: 129.0017662195436; aux_mae_loss_2: 19.52939380410398; aux_mae_loss_4: 3.0405826309652744; cnt_loss: 12.106530470835825; 2025-08-16 19:42:41,590 - INFO - Evaluation: Curr mae: 73.4664; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 537.8488; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1786; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 19:42:41,590 - INFO - Epoch: 1171 / 1300 lr: 1.074e-05 2025-08-16 19:44:20,088 - INFO - Training: cls_zice: 56.58608650506156; reg_zipnll: 223.49198393343653; aux_mae_loss_1: 127.99978142471117; aux_mae_loss_2: 19.44194861426758; aux_mae_loss_4: 3.0370297530009998; cnt_loss: 13.50254593992601; 2025-08-16 19:44:20,089 - INFO - Evaluation: Curr mae: 72.1324; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 540.1618; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1696; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 19:44:20,090 - INFO - Epoch: 1172 / 1300 lr: 1.060e-05 2025-08-16 19:45:57,852 - INFO - Training: cls_zice: 56.213517815755694; reg_zipnll: 216.13667499375526; aux_mae_loss_1: 127.57173009641986; aux_mae_loss_2: 19.46838574421743; aux_mae_loss_4: 3.0418507849036267; cnt_loss: 12.10522523637296; 2025-08-16 19:45:57,854 - INFO - Evaluation: Curr mae: 70.9933; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 526.6540; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1736; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 19:45:57,854 - INFO - Epoch: 1173 / 1300 lr: 1.045e-05 2025-08-16 19:47:35,675 - INFO - Training: cls_zice: 57.89006855769758; reg_zipnll: 209.69924916951393; aux_mae_loss_1: 126.04236983027127; aux_mae_loss_2: 19.206192167375267; aux_mae_loss_4: 2.985604362040375; cnt_loss: 12.336071048726765; 2025-08-16 19:47:35,677 - INFO - Evaluation: Curr mae: 71.0330; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 533.7281; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1634; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 19:47:35,677 - INFO - Epoch: 1174 / 1300 lr: 1.031e-05 2025-08-16 19:49:12,738 - INFO - Training: cls_zice: 58.295213155007914; reg_zipnll: 220.57146579379594; aux_mae_loss_1: 127.74438717800425; aux_mae_loss_2: 19.4514978275201; aux_mae_loss_4: 3.0306880713122055; cnt_loss: 12.067446357486794; 2025-08-16 19:49:12,739 - INFO - Evaluation: Curr mae: 70.3587; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 505.3033; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1808; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 19:49:12,739 - INFO - Epoch: 1175 / 1300 lr: 1.017e-05 2025-08-16 19:50:52,192 - INFO - Training: cls_zice: 58.58222122708752; reg_zipnll: 217.63662972732192; aux_mae_loss_1: 129.73280278330904; aux_mae_loss_2: 19.671972883391195; aux_mae_loss_4: 3.088540483409764; cnt_loss: 12.507088409597893; 2025-08-16 19:50:52,194 - INFO - Evaluation: Curr mae: 73.2009; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 566.6279; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1640; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 19:50:52,194 - INFO - Epoch: 1176 / 1300 lr: 1.003e-05 2025-08-16 19:52:30,919 - INFO - Training: cls_zice: 58.02130039384861; reg_zipnll: 216.42092203174582; aux_mae_loss_1: 127.11960260052913; aux_mae_loss_2: 19.35040243854866; aux_mae_loss_4: 3.0095809567863347; cnt_loss: 12.234696588969783; 2025-08-16 19:52:30,920 - INFO - Evaluation: Curr mae: 72.3704; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 520.0437; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1786; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 19:52:30,920 - INFO - Epoch: 1177 / 1300 lr: 9.890e-06 2025-08-16 19:54:08,088 - INFO - Training: cls_zice: 58.404907102603225; reg_zipnll: 209.40617705985022; aux_mae_loss_1: 128.6843706734076; aux_mae_loss_2: 19.59333071549325; aux_mae_loss_4: 3.048037067017396; cnt_loss: 12.412853064757693; 2025-08-16 19:54:08,090 - INFO - Evaluation: Curr mae: 74.2671; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 516.7847; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1817; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 19:54:08,090 - INFO - Epoch: 1178 / 1300 lr: 9.752e-06 2025-08-16 19:55:45,027 - INFO - Training: cls_zice: 59.1455908431492; reg_zipnll: 216.3622570184938; aux_mae_loss_1: 129.84673986949772; aux_mae_loss_2: 19.65186905799611; aux_mae_loss_4: 3.0600959082495582; cnt_loss: 12.513823732925259; 2025-08-16 19:55:45,028 - INFO - Evaluation: Curr mae: 73.1751; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 532.5922; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1806; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 19:55:45,028 - INFO - Epoch: 1179 / 1300 lr: 9.614e-06 2025-08-16 19:57:22,476 - INFO - Training: cls_zice: 57.76765649016841; reg_zipnll: 221.1884972540456; aux_mae_loss_1: 128.43540837893448; aux_mae_loss_2: 19.537054498275324; aux_mae_loss_4: 3.0664133932106292; cnt_loss: 13.378881047194906; 2025-08-16 19:57:22,477 - INFO - Evaluation: Curr mae: 72.6897; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 517.1200; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1766; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 19:57:22,477 - INFO - Epoch: 1180 / 1300 lr: 9.478e-06 2025-08-16 19:58:59,239 - INFO - Training: cls_zice: 59.25075606488477; reg_zipnll: 215.70255332495682; aux_mae_loss_1: 128.69600529413296; aux_mae_loss_2: 19.55973190513552; aux_mae_loss_4: 3.058837390037919; cnt_loss: 12.139927804929739; 2025-08-16 19:58:59,240 - INFO - Evaluation: Curr mae: 69.2321; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 511.7746; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1620; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 19:58:59,240 - INFO - Epoch: 1181 / 1300 lr: 9.342e-06 2025-08-16 20:00:37,018 - INFO - Training: cls_zice: 56.466912279858384; reg_zipnll: 218.891505322297; aux_mae_loss_1: 125.98288318369259; aux_mae_loss_2: 19.135448911809064; aux_mae_loss_4: 2.993277326647604; cnt_loss: 12.552249523851742; 2025-08-16 20:00:37,019 - INFO - Evaluation: Curr mae: 74.1835; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 538.5517; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1807; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 20:00:37,019 - INFO - Epoch: 1182 / 1300 lr: 9.208e-06 2025-08-16 20:02:14,924 - INFO - Training: cls_zice: 54.716751113074295; reg_zipnll: 217.76409693426214; aux_mae_loss_1: 127.31340229358035; aux_mae_loss_2: 19.34814535744086; aux_mae_loss_4: 3.0209492890111584; cnt_loss: 11.747637659847584; 2025-08-16 20:02:14,925 - INFO - Evaluation: Curr mae: 71.5597; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 496.0148; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1723; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 20:02:14,925 - INFO - Epoch: 1183 / 1300 lr: 9.074e-06 2025-08-16 20:03:51,853 - INFO - Training: cls_zice: 57.22682810840999; reg_zipnll: 214.6793279476215; aux_mae_loss_1: 127.17811242228609; aux_mae_loss_2: 19.367785961891506; aux_mae_loss_4: 3.0210145180206984; cnt_loss: 12.527305470487452; 2025-08-16 20:03:51,855 - INFO - Evaluation: Curr mae: 71.6451; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 529.8211; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1672; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 20:03:51,855 - INFO - Epoch: 1184 / 1300 lr: 8.942e-06 2025-08-16 20:05:29,959 - INFO - Training: cls_zice: 55.33565876968109; reg_zipnll: 211.25466303102155; aux_mae_loss_1: 127.70782852663173; aux_mae_loss_2: 19.528098228964524; aux_mae_loss_4: 3.063667491346521; cnt_loss: 12.087062370807775; 2025-08-16 20:05:29,961 - INFO - Evaluation: Curr mae: 73.1131; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 523.5577; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1809; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 20:05:29,961 - INFO - Epoch: 1185 / 1300 lr: 8.810e-06 2025-08-16 20:07:07,778 - INFO - Training: cls_zice: 59.0534051911077; reg_zipnll: 221.59045189511806; aux_mae_loss_1: 129.21445010070016; aux_mae_loss_2: 19.539355629820445; aux_mae_loss_4: 3.0340315698045077; cnt_loss: 12.100362509565672; 2025-08-16 20:07:07,780 - INFO - Evaluation: Curr mae: 69.2287; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 522.3411; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1573; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 20:07:07,780 - INFO - Epoch: 1186 / 1300 lr: 8.680e-06 2025-08-16 20:08:45,897 - INFO - Training: cls_zice: 60.521808805341585; reg_zipnll: 219.9639275509165; aux_mae_loss_1: 130.8723353579602; aux_mae_loss_2: 19.91297908491218; aux_mae_loss_4: 3.118139710095364; cnt_loss: 12.930060728656603; 2025-08-16 20:08:45,898 - INFO - Evaluation: Curr mae: 72.0298; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 538.2939; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1642; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 20:08:45,898 - INFO - Epoch: 1187 / 1300 lr: 8.550e-06 2025-08-16 20:10:22,726 - INFO - Training: cls_zice: 55.73859468696203; reg_zipnll: 216.60763797907106; aux_mae_loss_1: 127.19646356283546; aux_mae_loss_2: 19.378710238057113; aux_mae_loss_4: 3.029385468800454; cnt_loss: 12.204042425498864; 2025-08-16 20:10:22,727 - INFO - Evaluation: Curr mae: 70.9227; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 533.4849; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1702; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 20:10:22,727 - INFO - Epoch: 1188 / 1300 lr: 8.422e-06 2025-08-16 20:11:59,701 - INFO - Training: cls_zice: 56.76511824452785; reg_zipnll: 215.67318212710188; aux_mae_loss_1: 128.26813108449116; aux_mae_loss_2: 19.457394441786033; aux_mae_loss_4: 3.0095533538600168; cnt_loss: 11.586068606621808; 2025-08-16 20:11:59,702 - INFO - Evaluation: Curr mae: 71.8208; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 550.4416; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1644; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 20:11:59,703 - INFO - Epoch: 1189 / 1300 lr: 8.294e-06 2025-08-16 20:13:36,861 - INFO - Training: cls_zice: 58.31368907037309; reg_zipnll: 218.44082403305563; aux_mae_loss_1: 126.20808473895939; aux_mae_loss_2: 19.140941160197123; aux_mae_loss_4: 2.974339802191619; cnt_loss: 12.564802181138477; 2025-08-16 20:13:36,862 - INFO - Evaluation: Curr mae: 72.1765; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 552.7587; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1655; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 20:13:36,862 - INFO - Epoch: 1190 / 1300 lr: 8.168e-06 2025-08-16 20:15:14,231 - INFO - Training: cls_zice: 55.57228637641837; reg_zipnll: 213.80296236445173; aux_mae_loss_1: 126.37206190839831; aux_mae_loss_2: 19.19819036424926; aux_mae_loss_4: 2.983047480601578; cnt_loss: 11.904389395198969; 2025-08-16 20:15:14,233 - INFO - Evaluation: Curr mae: 74.4035; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 545.5310; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1740; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 20:15:14,233 - INFO - Epoch: 1191 / 1300 lr: 8.042e-06 2025-08-16 20:16:51,484 - INFO - Training: cls_zice: 55.50479284790764; reg_zipnll: 220.55637502792868; aux_mae_loss_1: 126.93233133036557; aux_mae_loss_2: 19.246259049462168; aux_mae_loss_4: 2.9834631027170198; cnt_loss: 11.556207652570043; 2025-08-16 20:16:51,485 - INFO - Evaluation: Curr mae: 73.2657; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 554.4012; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1710; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 20:16:51,485 - INFO - Epoch: 1192 / 1300 lr: 7.918e-06 2025-08-16 20:18:30,114 - INFO - Training: cls_zice: 57.260853957777464; reg_zipnll: 220.36445873623336; aux_mae_loss_1: 127.68150084919672; aux_mae_loss_2: 19.26430233462611; aux_mae_loss_4: 2.994139856115405; cnt_loss: 12.228568291602834; 2025-08-16 20:18:30,115 - INFO - Evaluation: Curr mae: 74.2161; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 529.2547; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1750; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 20:18:30,116 - INFO - Epoch: 1193 / 1300 lr: 7.795e-06 2025-08-16 20:20:08,455 - INFO - Training: cls_zice: 57.645024514826524; reg_zipnll: 216.21372047365477; aux_mae_loss_1: 130.05611439290573; aux_mae_loss_2: 19.793726329018952; aux_mae_loss_4: 3.073941851489648; cnt_loss: 11.881532474777693; 2025-08-16 20:20:08,457 - INFO - Evaluation: Curr mae: 71.2434; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 554.1011; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1651; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 20:20:08,457 - INFO - Epoch: 1194 / 1300 lr: 7.672e-06 2025-08-16 20:21:47,061 - INFO - Training: cls_zice: 56.52018450120114; reg_zipnll: 218.3903410845367; aux_mae_loss_1: 126.26144376818502; aux_mae_loss_2: 19.190477333215945; aux_mae_loss_4: 2.976032412067477; cnt_loss: 11.829330799205751; 2025-08-16 20:21:47,062 - INFO - Evaluation: Curr mae: 70.3889; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 535.8115; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1611; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 20:21:47,062 - INFO - Epoch: 1195 / 1300 lr: 7.551e-06 2025-08-16 20:23:24,562 - INFO - Training: cls_zice: 56.84687596911943; reg_zipnll: 221.43108117856218; aux_mae_loss_1: 126.02711049940409; aux_mae_loss_2: 19.11309498931571; aux_mae_loss_4: 2.9759553319997223; cnt_loss: 11.53604830812979; 2025-08-16 20:23:24,563 - INFO - Evaluation: Curr mae: 70.3451; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 541.9117; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1700; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 20:23:24,563 - INFO - Epoch: 1196 / 1300 lr: 7.431e-06 2025-08-16 20:25:03,713 - INFO - Training: cls_zice: 55.34825416916747; reg_zipnll: 208.3425536266023; aux_mae_loss_1: 126.61280595244969; aux_mae_loss_2: 19.288281753314493; aux_mae_loss_4: 3.0015672262959123; cnt_loss: 11.430893047916246; 2025-08-16 20:25:03,714 - INFO - Evaluation: Curr mae: 73.5374; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 562.1882; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1735; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 20:25:03,714 - INFO - Epoch: 1197 / 1300 lr: 7.311e-06 2025-08-16 20:26:41,062 - INFO - Training: cls_zice: 58.48803819355897; reg_zipnll: 212.15485660582397; aux_mae_loss_1: 130.84249886510304; aux_mae_loss_2: 19.97702083428292; aux_mae_loss_4: 3.130810639545666; cnt_loss: 12.582176572559426; 2025-08-16 20:26:41,063 - INFO - Evaluation: Curr mae: 73.1539; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 537.2975; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1940; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 20:26:41,063 - INFO - Epoch: 1198 / 1300 lr: 7.193e-06 2025-08-16 20:28:18,485 - INFO - Training: cls_zice: 54.855924331590266; reg_zipnll: 215.15004542921994; aux_mae_loss_1: 125.39821330072947; aux_mae_loss_2: 19.099970448599375; aux_mae_loss_4: 2.9852338422539915; cnt_loss: 11.42867787883337; 2025-08-16 20:28:18,486 - INFO - Evaluation: Curr mae: 72.9810; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 546.7044; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1690; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 20:28:18,486 - INFO - Epoch: 1199 / 1300 lr: 7.076e-06 2025-08-16 20:29:56,260 - INFO - Training: cls_zice: 58.14052771583468; reg_zipnll: 217.84075013285738; aux_mae_loss_1: 129.43531658103961; aux_mae_loss_2: 19.664220284067266; aux_mae_loss_4: 3.0439153309806146; cnt_loss: 11.758937923338236; 2025-08-16 20:29:56,262 - INFO - Evaluation: Curr mae: 72.3427; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 561.4561; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1551; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 20:29:56,262 - INFO - Epoch: 1200 / 1300 lr: 6.960e-06 2025-08-16 20:31:33,350 - INFO - Training: cls_zice: 56.63440139346533; reg_zipnll: 211.4935791976654; aux_mae_loss_1: 127.85965100168262; aux_mae_loss_2: 19.53718669310327; aux_mae_loss_4: 3.0493194276998468; cnt_loss: 12.174510945697676; 2025-08-16 20:31:33,351 - INFO - Evaluation: Curr mae: 71.6318; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 543.8453; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1757; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 20:31:33,531 - INFO - Epoch: 1201 / 1300 lr: 6.845e-06 2025-08-16 20:33:11,579 - INFO - Training: cls_zice: 57.60323939612255; reg_zipnll: 219.85885241834546; aux_mae_loss_1: 127.43363348561265; aux_mae_loss_2: 19.32238442119412; aux_mae_loss_4: 3.010149905644836; cnt_loss: 12.57328149071083; 2025-08-16 20:33:11,580 - INFO - Evaluation: Curr mae: 71.4422; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 539.1626; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1748; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 20:33:11,581 - INFO - Epoch: 1202 / 1300 lr: 6.731e-06 2025-08-16 20:34:49,653 - INFO - Training: cls_zice: 57.31958385597158; reg_zipnll: 210.2894747814973; aux_mae_loss_1: 128.31609596507408; aux_mae_loss_2: 19.54409372285583; aux_mae_loss_4: 3.057697318973149; cnt_loss: 12.067673597360331; 2025-08-16 20:34:49,655 - INFO - Evaluation: Curr mae: 73.6726; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 549.1444; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1745; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 20:34:49,655 - INFO - Epoch: 1203 / 1300 lr: 6.618e-06 2025-08-16 20:36:27,492 - INFO - Training: cls_zice: 59.81893570315103; reg_zipnll: 213.69331485385453; aux_mae_loss_1: 127.46737464473303; aux_mae_loss_2: 19.371615176335705; aux_mae_loss_4: 3.0374613358306393; cnt_loss: 12.713413889426498; 2025-08-16 20:36:27,494 - INFO - Evaluation: Curr mae: 76.9201; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 543.7028; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1977; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 20:36:27,494 - INFO - Epoch: 1204 / 1300 lr: 6.506e-06 2025-08-16 20:38:05,490 - INFO - Training: cls_zice: 57.93906610468666; reg_zipnll: 218.02282713863107; aux_mae_loss_1: 128.97298626544236; aux_mae_loss_2: 19.524456687329053; aux_mae_loss_4: 3.0471214126498656; cnt_loss: 11.833747909124222; 2025-08-16 20:38:05,492 - INFO - Evaluation: Curr mae: 72.7538; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 514.2468; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1712; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 20:38:05,492 - INFO - Epoch: 1205 / 1300 lr: 6.395e-06 2025-08-16 20:39:43,099 - INFO - Training: cls_zice: 56.516193722736254; reg_zipnll: 217.60376471786694; aux_mae_loss_1: 125.60661819967942; aux_mae_loss_2: 19.01544086363138; aux_mae_loss_4: 2.9540437596316202; cnt_loss: 11.25135212845545; 2025-08-16 20:39:43,101 - INFO - Evaluation: Curr mae: 75.3053; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 539.0962; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1834; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 20:39:43,101 - INFO - Epoch: 1206 / 1300 lr: 6.285e-06 2025-08-16 20:41:20,835 - INFO - Training: cls_zice: 58.087063392131064; reg_zipnll: 219.4254845959975; aux_mae_loss_1: 128.16305954842457; aux_mae_loss_2: 19.553868729534983; aux_mae_loss_4: 3.052973416899654; cnt_loss: 12.299424649204264; 2025-08-16 20:41:20,836 - INFO - Evaluation: Curr mae: 72.9746; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 550.6029; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1682; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 20:41:20,836 - INFO - Epoch: 1207 / 1300 lr: 6.177e-06 2025-08-16 20:42:58,553 - INFO - Training: cls_zice: 58.06533168352048; reg_zipnll: 218.8255165904224; aux_mae_loss_1: 128.43717567718429; aux_mae_loss_2: 19.48604855623221; aux_mae_loss_4: 3.035345796754244; cnt_loss: 11.904690150430087; 2025-08-16 20:42:58,555 - INFO - Evaluation: Curr mae: 73.8219; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 537.0773; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1769; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 20:42:58,555 - INFO - Epoch: 1208 / 1300 lr: 6.069e-06 2025-08-16 20:44:35,678 - INFO - Training: cls_zice: 55.084075361605166; reg_zipnll: 215.73522156860037; aux_mae_loss_1: 126.81975912373599; aux_mae_loss_2: 19.265969273363716; aux_mae_loss_4: 3.0078374481446333; cnt_loss: 11.740419818380499; 2025-08-16 20:44:35,679 - INFO - Evaluation: Curr mae: 72.4367; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 556.6753; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1740; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 20:44:35,679 - INFO - Epoch: 1209 / 1300 lr: 5.962e-06 2025-08-16 20:46:12,808 - INFO - Training: cls_zice: 60.37462683232707; reg_zipnll: 217.94789238270266; aux_mae_loss_1: 129.23083913356908; aux_mae_loss_2: 19.46783296859663; aux_mae_loss_4: 3.025188666076464; cnt_loss: 11.865087793234995; 2025-08-16 20:46:12,810 - INFO - Evaluation: Curr mae: 73.8344; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 557.6471; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1710; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 20:46:12,810 - INFO - Epoch: 1210 / 1300 lr: 5.857e-06 2025-08-16 20:47:51,186 - INFO - Training: cls_zice: 59.520407267585206; reg_zipnll: 213.50694634797946; aux_mae_loss_1: 129.1323663765483; aux_mae_loss_2: 19.578545719921436; aux_mae_loss_4: 3.0515291382843546; cnt_loss: 12.153453217067572; 2025-08-16 20:47:51,188 - INFO - Evaluation: Curr mae: 76.7322; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 570.4980; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1724; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 20:47:51,188 - INFO - Epoch: 1211 / 1300 lr: 5.753e-06 2025-08-16 20:49:28,289 - INFO - Training: cls_zice: 54.92222478713811; reg_zipnll: 219.65603966210372; aux_mae_loss_1: 127.17807479505367; aux_mae_loss_2: 19.375066580686592; aux_mae_loss_4: 3.018223792237917; cnt_loss: 11.85320608934584; 2025-08-16 20:49:28,290 - INFO - Evaluation: Curr mae: 73.5959; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 556.0333; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1723; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 20:49:28,290 - INFO - Epoch: 1212 / 1300 lr: 5.649e-06 2025-08-16 20:51:05,918 - INFO - Training: cls_zice: 58.515860898865526; reg_zipnll: 211.863529970223; aux_mae_loss_1: 127.45964530807534; aux_mae_loss_2: 19.402201632301114; aux_mae_loss_4: 3.0329012279338885; cnt_loss: 11.909490687834879; 2025-08-16 20:51:05,919 - INFO - Evaluation: Curr mae: 71.9495; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 540.5762; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1650; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 20:51:05,919 - INFO - Epoch: 1213 / 1300 lr: 5.547e-06 2025-08-16 20:52:42,803 - INFO - Training: cls_zice: 56.79278132465014; reg_zipnll: 223.08285231210272; aux_mae_loss_1: 126.2230289822066; aux_mae_loss_2: 19.090276762268537; aux_mae_loss_4: 2.9488053579256897; cnt_loss: 11.58400095612347; 2025-08-16 20:52:42,804 - INFO - Evaluation: Curr mae: 73.2739; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 553.2393; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1695; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 20:52:42,804 - INFO - Epoch: 1214 / 1300 lr: 5.446e-06 2025-08-16 20:54:20,485 - INFO - Training: cls_zice: 55.98289610177355; reg_zipnll: 217.33462726426308; aux_mae_loss_1: 127.12377219702714; aux_mae_loss_2: 19.323894673570567; aux_mae_loss_4: 2.9924338767951437; cnt_loss: 11.970098235000375; 2025-08-16 20:54:20,487 - INFO - Evaluation: Curr mae: 70.0504; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 546.6121; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1586; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 20:54:20,487 - INFO - Epoch: 1215 / 1300 lr: 5.346e-06 2025-08-16 20:55:58,579 - INFO - Training: cls_zice: 58.54265220470937; reg_zipnll: 211.55942194136986; aux_mae_loss_1: 130.65923379932394; aux_mae_loss_2: 19.88222968731564; aux_mae_loss_4: 3.120473369074971; cnt_loss: 12.695232030358596; 2025-08-16 20:55:58,580 - INFO - Evaluation: Curr mae: 71.6431; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 567.8887; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1628; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 20:55:58,580 - INFO - Epoch: 1216 / 1300 lr: 5.247e-06 2025-08-16 20:57:35,718 - INFO - Training: cls_zice: 56.32930290813924; reg_zipnll: 211.8592111249203; aux_mae_loss_1: 128.25083440373675; aux_mae_loss_2: 19.56101089761925; aux_mae_loss_4: 3.054042866266785; cnt_loss: 11.685035765937178; 2025-08-16 20:57:35,719 - INFO - Evaluation: Curr mae: 71.4598; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 551.7834; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1702; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 20:57:35,719 - INFO - Epoch: 1217 / 1300 lr: 5.149e-06 2025-08-16 20:59:13,841 - INFO - Training: cls_zice: 56.997255243303535; reg_zipnll: 214.4966987374509; aux_mae_loss_1: 127.06257019435226; aux_mae_loss_2: 19.390353044691306; aux_mae_loss_4: 3.0154401594078633; cnt_loss: 11.112851719929811; 2025-08-16 20:59:13,843 - INFO - Evaluation: Curr mae: 71.1271; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 520.4903; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1715; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 20:59:13,843 - INFO - Epoch: 1218 / 1300 lr: 5.052e-06 2025-08-16 21:00:50,873 - INFO - Training: cls_zice: 58.14854568227704; reg_zipnll: 211.30981350190228; aux_mae_loss_1: 129.27708733664073; aux_mae_loss_2: 19.629186283346925; aux_mae_loss_4: 3.062725916773004; cnt_loss: 11.851967431279258; 2025-08-16 21:00:50,874 - INFO - Evaluation: Curr mae: 72.6762; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 545.1978; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1672; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 21:00:50,875 - INFO - Epoch: 1219 / 1300 lr: 4.956e-06 2025-08-16 21:02:28,395 - INFO - Training: cls_zice: 56.13747899111715; reg_zipnll: 216.98269187515376; aux_mae_loss_1: 124.67680770266026; aux_mae_loss_2: 18.89341050248526; aux_mae_loss_4: 2.9283143939273217; cnt_loss: 11.430982783398468; 2025-08-16 21:02:28,396 - INFO - Evaluation: Curr mae: 72.9687; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 526.9456; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1719; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 21:02:28,397 - INFO - Epoch: 1220 / 1300 lr: 4.861e-06 2025-08-16 21:04:05,938 - INFO - Training: cls_zice: 58.63368121245373; reg_zipnll: 219.58168082739823; aux_mae_loss_1: 130.24388083823237; aux_mae_loss_2: 19.722014983699378; aux_mae_loss_4: 3.057990237495893; cnt_loss: 11.393654540449305; 2025-08-16 21:04:05,940 - INFO - Evaluation: Curr mae: 71.9307; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 552.5690; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1575; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 21:04:05,940 - INFO - Epoch: 1221 / 1300 lr: 4.768e-06 2025-08-16 21:05:44,642 - INFO - Training: cls_zice: 56.887866910863046; reg_zipnll: 222.86594483049487; aux_mae_loss_1: 126.70732658503907; aux_mae_loss_2: 19.229224366210115; aux_mae_loss_4: 2.9646513180132086; cnt_loss: 11.305566595881642; 2025-08-16 21:05:44,643 - INFO - Evaluation: Curr mae: 73.0877; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 553.5017; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1706; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 21:05:44,643 - INFO - Epoch: 1222 / 1300 lr: 4.676e-06 2025-08-16 21:07:21,856 - INFO - Training: cls_zice: 56.61402388706152; reg_zipnll: 216.53723704477815; aux_mae_loss_1: 127.07591652073407; aux_mae_loss_2: 19.29449208168873; aux_mae_loss_4: 2.996875485984709; cnt_loss: 11.209659189981789; 2025-08-16 21:07:21,858 - INFO - Evaluation: Curr mae: 71.7454; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 531.7553; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1644; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 21:07:21,858 - INFO - Epoch: 1223 / 1300 lr: 4.584e-06 2025-08-16 21:08:59,596 - INFO - Training: cls_zice: 57.953354186907525; reg_zipnll: 222.01001565438003; aux_mae_loss_1: 127.11906344357371; aux_mae_loss_2: 19.22717966334679; aux_mae_loss_4: 2.9648174651177808; cnt_loss: 11.850351230497532; 2025-08-16 21:08:59,597 - INFO - Evaluation: Curr mae: 72.8091; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 555.1577; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1712; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 21:08:59,597 - INFO - Epoch: 1224 / 1300 lr: 4.494e-06 2025-08-16 21:10:37,937 - INFO - Training: cls_zice: 58.87368094405892; reg_zipnll: 220.62412273730595; aux_mae_loss_1: 130.67824611320594; aux_mae_loss_2: 19.851707577398933; aux_mae_loss_4: 3.0961408566080206; cnt_loss: 13.249167454273351; 2025-08-16 21:10:37,938 - INFO - Evaluation: Curr mae: 72.8930; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 560.0784; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1668; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 21:10:37,938 - INFO - Epoch: 1225 / 1300 lr: 4.405e-06 2025-08-16 21:12:16,446 - INFO - Training: cls_zice: 57.22884955297399; reg_zipnll: 218.02496207465242; aux_mae_loss_1: 126.51790908185866; aux_mae_loss_2: 19.17374654662027; aux_mae_loss_4: 2.984620883869328; cnt_loss: 12.17602857495335; 2025-08-16 21:12:16,447 - INFO - Evaluation: Curr mae: 74.8723; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 540.9692; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1786; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 21:12:16,447 - INFO - Epoch: 1226 / 1300 lr: 4.317e-06 2025-08-16 21:13:54,814 - INFO - Training: cls_zice: 56.26915670590413; reg_zipnll: 216.28462265818774; aux_mae_loss_1: 126.6134129747327; aux_mae_loss_2: 19.273781682654334; aux_mae_loss_4: 2.984981916863998; cnt_loss: 11.659112986991216; 2025-08-16 21:13:54,815 - INFO - Evaluation: Curr mae: 73.7526; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 558.2439; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1727; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 21:13:54,815 - INFO - Epoch: 1227 / 1300 lr: 4.230e-06 2025-08-16 21:15:31,597 - INFO - Training: cls_zice: 57.694422610238156; reg_zipnll: 216.70848702281177; aux_mae_loss_1: 128.40188945044588; aux_mae_loss_2: 19.423478185057945; aux_mae_loss_4: 2.9955722015437245; cnt_loss: 11.361871736521586; 2025-08-16 21:15:31,599 - INFO - Evaluation: Curr mae: 71.6915; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 541.0087; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1697; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 21:15:31,599 - INFO - Epoch: 1228 / 1300 lr: 4.144e-06 2025-08-16 21:17:09,004 - INFO - Training: cls_zice: 57.98391336961087; reg_zipnll: 217.17987682273883; aux_mae_loss_1: 127.58153653573868; aux_mae_loss_2: 19.31529865473279; aux_mae_loss_4: 2.993280792297618; cnt_loss: 11.56606275134344; 2025-08-16 21:17:09,005 - INFO - Evaluation: Curr mae: 73.1241; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 554.5389; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1753; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 21:17:09,005 - INFO - Epoch: 1229 / 1300 lr: 4.060e-06 2025-08-16 21:18:46,101 - INFO - Training: cls_zice: 58.125466433466244; reg_zipnll: 221.1874229215411; aux_mae_loss_1: 128.17767278087783; aux_mae_loss_2: 19.411345003809597; aux_mae_loss_4: 3.021577043827518; cnt_loss: 11.933482380330103; 2025-08-16 21:18:46,102 - INFO - Evaluation: Curr mae: 74.3337; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 522.0315; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1798; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 21:18:46,102 - INFO - Epoch: 1230 / 1300 lr: 3.976e-06 2025-08-16 21:20:24,433 - INFO - Training: cls_zice: 55.96103199144255; reg_zipnll: 218.07719041878275; aux_mae_loss_1: 127.61092469869972; aux_mae_loss_2: 19.321543306188904; aux_mae_loss_4: 2.998880868552583; cnt_loss: 11.860649504820914; 2025-08-16 21:20:24,434 - INFO - Evaluation: Curr mae: 73.1054; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 553.1629; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1682; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 21:20:24,434 - INFO - Epoch: 1231 / 1300 lr: 3.894e-06 2025-08-16 21:22:01,713 - INFO - Training: cls_zice: 56.88236760238909; reg_zipnll: 227.4005512149291; aux_mae_loss_1: 127.8584844790265; aux_mae_loss_2: 19.365331942747062; aux_mae_loss_4: 3.0081052116685782; cnt_loss: 11.621347930253625; 2025-08-16 21:22:01,714 - INFO - Evaluation: Curr mae: 75.5740; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 557.3237; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1807; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 21:22:01,714 - INFO - Epoch: 1232 / 1300 lr: 3.812e-06 2025-08-16 21:23:39,387 - INFO - Training: cls_zice: 57.48540746223344; reg_zipnll: 223.358077659705; aux_mae_loss_1: 126.39199511373565; aux_mae_loss_2: 19.0989841446472; aux_mae_loss_4: 2.9656128693362436; cnt_loss: 11.836668965442628; 2025-08-16 21:23:39,388 - INFO - Evaluation: Curr mae: 71.3979; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 538.1023; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1652; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 21:23:39,388 - INFO - Epoch: 1233 / 1300 lr: 3.732e-06 2025-08-16 21:25:16,028 - INFO - Training: cls_zice: 57.34028248883458; reg_zipnll: 213.64008755916802; aux_mae_loss_1: 127.65505304802353; aux_mae_loss_2: 19.391841323332798; aux_mae_loss_4: 3.015108239528146; cnt_loss: 11.280466003712162; 2025-08-16 21:25:16,029 - INFO - Evaluation: Curr mae: 73.6835; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 556.0889; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1731; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 21:25:16,030 - INFO - Epoch: 1234 / 1300 lr: 3.653e-06 2025-08-16 21:26:53,634 - INFO - Training: cls_zice: 58.71356702708953; reg_zipnll: 214.29628642849568; aux_mae_loss_1: 130.54134211013127; aux_mae_loss_2: 19.89415663863822; aux_mae_loss_4: 3.1030311730036697; cnt_loss: 12.74740612231061; 2025-08-16 21:26:53,636 - INFO - Evaluation: Curr mae: 76.3758; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 560.7913; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1857; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 21:26:53,636 - INFO - Epoch: 1235 / 1300 lr: 3.575e-06 2025-08-16 21:28:31,333 - INFO - Training: cls_zice: 56.034444821409515; reg_zipnll: 215.31385252101867; aux_mae_loss_1: 125.38525098393693; aux_mae_loss_2: 19.093902693309637; aux_mae_loss_4: 2.9699331233924338; cnt_loss: 11.630850197416958; 2025-08-16 21:28:31,334 - INFO - Evaluation: Curr mae: 73.3701; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 547.8543; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1697; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 21:28:31,334 - INFO - Epoch: 1236 / 1300 lr: 3.498e-06 2025-08-16 21:30:09,655 - INFO - Training: cls_zice: 54.54425060369822; reg_zipnll: 224.73046434691756; aux_mae_loss_1: 124.90117082865501; aux_mae_loss_2: 18.834930275277184; aux_mae_loss_4: 2.9025081299570963; cnt_loss: 10.60310352185698; 2025-08-16 21:30:09,657 - INFO - Evaluation: Curr mae: 73.7395; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 540.8574; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1743; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 21:30:09,657 - INFO - Epoch: 1237 / 1300 lr: 3.423e-06 2025-08-16 21:31:47,187 - INFO - Training: cls_zice: 58.38965498937586; reg_zipnll: 216.35918936447496; aux_mae_loss_1: 128.08268532348475; aux_mae_loss_2: 19.42277101011693; aux_mae_loss_4: 3.023957538420866; cnt_loss: 11.944945085630932; 2025-08-16 21:31:47,189 - INFO - Evaluation: Curr mae: 72.4087; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 553.1181; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1727; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 21:31:47,189 - INFO - Epoch: 1238 / 1300 lr: 3.348e-06 2025-08-16 21:33:25,197 - INFO - Training: cls_zice: 59.464822976249046; reg_zipnll: 211.27985170261414; aux_mae_loss_1: 127.65580982414187; aux_mae_loss_2: 19.29459379264812; aux_mae_loss_4: 3.0047187160097235; cnt_loss: 11.029856550969317; 2025-08-16 21:33:25,198 - INFO - Evaluation: Curr mae: 72.8302; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 557.5454; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1641; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 21:33:25,198 - INFO - Epoch: 1239 / 1300 lr: 3.275e-06 2025-08-16 21:35:03,490 - INFO - Training: cls_zice: 55.861856727834535; reg_zipnll: 223.48002085158635; aux_mae_loss_1: 123.94907428182489; aux_mae_loss_2: 18.68747036622545; aux_mae_loss_4: 2.905280204236048; cnt_loss: 11.01361879744689; 2025-08-16 21:35:03,491 - INFO - Evaluation: Curr mae: 74.3354; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 556.7250; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1721; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 21:35:03,491 - INFO - Epoch: 1240 / 1300 lr: 3.203e-06 2025-08-16 21:36:41,016 - INFO - Training: cls_zice: 59.94275359326739; reg_zipnll: 221.09841269760327; aux_mae_loss_1: 128.5653778899911; aux_mae_loss_2: 19.451918602602646; aux_mae_loss_4: 3.0194844413539133; cnt_loss: 11.397242576113703; 2025-08-16 21:36:41,018 - INFO - Evaluation: Curr mae: 73.9220; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 547.5912; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1749; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 21:36:41,018 - INFO - Epoch: 1241 / 1300 lr: 3.131e-06 2025-08-16 21:38:18,478 - INFO - Training: cls_zice: 59.95103630890883; reg_zipnll: 215.98916815240463; aux_mae_loss_1: 131.25446777539878; aux_mae_loss_2: 19.971379073542618; aux_mae_loss_4: 3.118642422258088; cnt_loss: 11.819393979553086; 2025-08-16 21:38:18,479 - INFO - Evaluation: Curr mae: 72.9967; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 547.2374; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1646; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 21:38:18,479 - INFO - Epoch: 1242 / 1300 lr: 3.061e-06 2025-08-16 21:39:57,721 - INFO - Training: cls_zice: 57.16546703388575; reg_zipnll: 218.33715564364945; aux_mae_loss_1: 129.37394871258184; aux_mae_loss_2: 19.59149258424813; aux_mae_loss_4: 3.0531190384016553; cnt_loss: 11.4304353734215; 2025-08-16 21:39:57,722 - INFO - Evaluation: Curr mae: 74.5900; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 556.9719; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1675; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 21:39:57,723 - INFO - Epoch: 1243 / 1300 lr: 2.993e-06 2025-08-16 21:41:35,429 - INFO - Training: cls_zice: 56.77059153254817; reg_zipnll: 230.1432281337238; aux_mae_loss_1: 125.97874746347148; aux_mae_loss_2: 18.999527437214986; aux_mae_loss_4: 2.932610833552932; cnt_loss: 11.556531363097438; 2025-08-16 21:41:35,431 - INFO - Evaluation: Curr mae: 71.7061; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 532.1640; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1654; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 21:41:35,431 - INFO - Epoch: 1244 / 1300 lr: 2.925e-06 2025-08-16 21:43:12,474 - INFO - Training: cls_zice: 58.13670299931939; reg_zipnll: 217.0426227500935; aux_mae_loss_1: 126.2003642624019; aux_mae_loss_2: 19.140595397483413; aux_mae_loss_4: 2.970438547796333; cnt_loss: 11.482182092715657; 2025-08-16 21:43:12,475 - INFO - Evaluation: Curr mae: 74.6029; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 558.7821; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1828; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 21:43:12,475 - INFO - Epoch: 1245 / 1300 lr: 2.858e-06 2025-08-16 21:44:49,253 - INFO - Training: cls_zice: 59.7354492200754; reg_zipnll: 217.29904010056836; aux_mae_loss_1: 129.54113205907277; aux_mae_loss_2: 19.615860289350575; aux_mae_loss_4: 3.049292574045284; cnt_loss: 11.445643101375943; 2025-08-16 21:44:49,254 - INFO - Evaluation: Curr mae: 75.6193; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 561.0598; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1791; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 21:44:49,255 - INFO - Epoch: 1246 / 1300 lr: 2.793e-06 2025-08-16 21:46:26,560 - INFO - Training: cls_zice: 58.430156402998534; reg_zipnll: 211.28688484721442; aux_mae_loss_1: 127.14856896486258; aux_mae_loss_2: 19.311988211536164; aux_mae_loss_4: 3.022249325382066; cnt_loss: 12.223203512880673; 2025-08-16 21:46:26,562 - INFO - Evaluation: Curr mae: 73.5560; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 548.0976; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1721; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 21:46:26,562 - INFO - Epoch: 1247 / 1300 lr: 2.729e-06 2025-08-16 21:48:03,114 - INFO - Training: cls_zice: 56.62935773469029; reg_zipnll: 217.08582944306127; aux_mae_loss_1: 126.47546751027242; aux_mae_loss_2: 19.14643935311423; aux_mae_loss_4: 2.9682780628339183; cnt_loss: 11.69672513651664; 2025-08-16 21:48:03,115 - INFO - Evaluation: Curr mae: 71.5016; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 531.0307; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1677; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 21:48:03,115 - INFO - Epoch: 1248 / 1300 lr: 2.666e-06 2025-08-16 21:49:40,867 - INFO - Training: cls_zice: 52.63311091452301; reg_zipnll: 214.3428468826804; aux_mae_loss_1: 122.11644639699196; aux_mae_loss_2: 18.5442164244566; aux_mae_loss_4: 2.8635069157899498; cnt_loss: 11.528467086409542; 2025-08-16 21:49:40,869 - INFO - Evaluation: Curr mae: 72.5023; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 541.1542; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1738; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 21:49:40,869 - INFO - Epoch: 1249 / 1300 lr: 2.604e-06 2025-08-16 21:51:18,475 - INFO - Training: cls_zice: 56.04399586838591; reg_zipnll: 223.64073689124885; aux_mae_loss_1: 125.34877258830328; aux_mae_loss_2: 18.9065148910091; aux_mae_loss_4: 2.9262734311405367; cnt_loss: 11.15749408162958; 2025-08-16 21:51:18,477 - INFO - Evaluation: Curr mae: 71.0806; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 511.9842; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1698; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 21:51:18,477 - INFO - Epoch: 1250 / 1300 lr: 2.543e-06 2025-08-16 21:52:55,719 - INFO - Training: cls_zice: 59.72217343008304; reg_zipnll: 221.52935168307974; aux_mae_loss_1: 127.96354394829365; aux_mae_loss_2: 19.366310075500017; aux_mae_loss_4: 3.0223231764562946; cnt_loss: 11.510432969022226; 2025-08-16 21:52:55,720 - INFO - Evaluation: Curr mae: 72.8177; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 547.9731; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1679; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 21:52:55,916 - INFO - Epoch: 1251 / 1300 lr: 2.483e-06 2025-08-16 21:54:32,749 - INFO - Training: cls_zice: 59.49861168171875; reg_zipnll: 217.72895870355836; aux_mae_loss_1: 127.83799366105185; aux_mae_loss_2: 19.30074675959609; aux_mae_loss_4: 2.9871661183460207; cnt_loss: 11.829542889386646; 2025-08-16 21:54:32,750 - INFO - Evaluation: Curr mae: 73.9350; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 539.2033; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1740; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 21:54:32,750 - INFO - Epoch: 1252 / 1300 lr: 2.425e-06 2025-08-16 21:56:09,578 - INFO - Training: cls_zice: 57.33278580220622; reg_zipnll: 210.21535510575558; aux_mae_loss_1: 127.62852228699123; aux_mae_loss_2: 19.37204900253708; aux_mae_loss_4: 3.000926387570511; cnt_loss: 11.499108141369563; 2025-08-16 21:56:09,579 - INFO - Evaluation: Curr mae: 72.7288; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 557.1503; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1676; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 21:56:09,579 - INFO - Epoch: 1253 / 1300 lr: 2.368e-06 2025-08-16 21:57:46,315 - INFO - Training: cls_zice: 55.429120064126494; reg_zipnll: 220.95963253031047; aux_mae_loss_1: 125.96735158738869; aux_mae_loss_2: 19.07880293985872; aux_mae_loss_4: 2.954151128971791; cnt_loss: 11.23812263851607; 2025-08-16 21:57:46,316 - INFO - Evaluation: Curr mae: 72.1821; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 556.7335; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1605; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 21:57:46,316 - INFO - Epoch: 1254 / 1300 lr: 2.312e-06 2025-08-16 21:59:23,155 - INFO - Training: cls_zice: 57.710580543564646; reg_zipnll: 216.79718944284787; aux_mae_loss_1: 128.3179072206002; aux_mae_loss_2: 19.48432190804371; aux_mae_loss_4: 3.029373998660355; cnt_loss: 11.431691381189694; 2025-08-16 21:59:23,157 - INFO - Evaluation: Curr mae: 73.1861; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 561.9541; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1607; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 21:59:23,157 - INFO - Epoch: 1255 / 1300 lr: 2.257e-06 2025-08-16 22:00:59,866 - INFO - Training: cls_zice: 55.987313505884615; reg_zipnll: 212.43838824588414; aux_mae_loss_1: 127.02466778890026; aux_mae_loss_2: 19.353710424011346; aux_mae_loss_4: 3.021786782919288; cnt_loss: 11.917426120346187; 2025-08-16 22:00:59,867 - INFO - Evaluation: Curr mae: 72.9790; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 530.6423; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1663; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 22:00:59,868 - INFO - Epoch: 1256 / 1300 lr: 2.203e-06 2025-08-16 22:02:37,714 - INFO - Training: cls_zice: 55.84162652910062; reg_zipnll: 217.40145470489267; aux_mae_loss_1: 126.97745292290931; aux_mae_loss_2: 19.26416069866759; aux_mae_loss_4: 2.974256984065921; cnt_loss: 11.459766644132168; 2025-08-16 22:02:37,715 - INFO - Evaluation: Curr mae: 72.5727; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 536.6909; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1748; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 22:02:37,715 - INFO - Epoch: 1257 / 1300 lr: 2.150e-06 2025-08-16 22:04:15,054 - INFO - Training: cls_zice: 58.72393254993201; reg_zipnll: 220.25432011033084; aux_mae_loss_1: 128.3858439045884; aux_mae_loss_2: 19.443517490033933; aux_mae_loss_4: 3.0210537657639667; cnt_loss: 11.832993998625591; 2025-08-16 22:04:15,055 - INFO - Evaluation: Curr mae: 74.0944; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 555.8470; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1724; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 22:04:15,055 - INFO - Epoch: 1258 / 1300 lr: 2.099e-06 2025-08-16 22:05:52,334 - INFO - Training: cls_zice: 56.67959297511602; reg_zipnll: 217.74422792174823; aux_mae_loss_1: 126.15042189276923; aux_mae_loss_2: 19.1184045208144; aux_mae_loss_4: 2.953477290188439; cnt_loss: 10.998501046151306; 2025-08-16 22:05:52,336 - INFO - Evaluation: Curr mae: 73.1390; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 552.0892; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1657; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 22:05:52,336 - INFO - Epoch: 1259 / 1300 lr: 2.048e-06 2025-08-16 22:07:28,748 - INFO - Training: cls_zice: 57.71534993999415; reg_zipnll: 214.71492198561643; aux_mae_loss_1: 127.11584810487409; aux_mae_loss_2: 19.361319568285904; aux_mae_loss_4: 3.0383671658511027; cnt_loss: 11.397583840132372; 2025-08-16 22:07:28,749 - INFO - Evaluation: Curr mae: 74.7659; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 547.2938; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1781; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 22:07:28,750 - INFO - Epoch: 1260 / 1300 lr: 1.999e-06 2025-08-16 22:09:09,087 - INFO - Training: cls_zice: 55.50471462148474; reg_zipnll: 224.68050106999806; aux_mae_loss_1: 126.8177507101417; aux_mae_loss_2: 19.278486217508586; aux_mae_loss_4: 2.9950708667232937; cnt_loss: 11.44055650503899; 2025-08-16 22:09:09,089 - INFO - Evaluation: Curr mae: 73.5488; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 558.0485; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1691; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 22:09:09,089 - INFO - Epoch: 1261 / 1300 lr: 1.951e-06 2025-08-16 22:10:46,362 - INFO - Training: cls_zice: 54.856705179289555; reg_zipnll: 216.3098196848499; aux_mae_loss_1: 124.83037654415807; aux_mae_loss_2: 18.93507558827535; aux_mae_loss_4: 2.9265223134759153; cnt_loss: 10.862306455413602; 2025-08-16 22:10:46,363 - INFO - Evaluation: Curr mae: 71.3772; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 535.3032; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1626; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 22:10:46,363 - INFO - Epoch: 1262 / 1300 lr: 1.904e-06 2025-08-16 22:12:25,443 - INFO - Training: cls_zice: 59.23637164114067; reg_zipnll: 214.24755553414704; aux_mae_loss_1: 131.49079682710544; aux_mae_loss_2: 20.005168556860603; aux_mae_loss_4: 3.107243710894205; cnt_loss: 11.855843116201289; 2025-08-16 22:12:25,444 - INFO - Evaluation: Curr mae: 73.5645; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 534.4476; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1740; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 22:12:25,444 - INFO - Epoch: 1263 / 1300 lr: 1.859e-06 2025-08-16 22:14:02,117 - INFO - Training: cls_zice: 57.79916196938959; reg_zipnll: 215.33627970482206; aux_mae_loss_1: 126.80477948912005; aux_mae_loss_2: 19.22548483331283; aux_mae_loss_4: 2.995170602914913; cnt_loss: 11.471734960312096; 2025-08-16 22:14:02,118 - INFO - Evaluation: Curr mae: 75.0416; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 542.4479; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1858; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 22:14:02,118 - INFO - Epoch: 1264 / 1300 lr: 1.814e-06 2025-08-16 22:15:40,304 - INFO - Training: cls_zice: 58.736188617877296; reg_zipnll: 217.07366800185648; aux_mae_loss_1: 129.4185161051223; aux_mae_loss_2: 19.596318575900746; aux_mae_loss_4: 3.038298235531025; cnt_loss: 11.602576713022659; 2025-08-16 22:15:40,305 - INFO - Evaluation: Curr mae: 72.1379; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 551.9963; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1611; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 22:15:40,306 - INFO - Epoch: 1265 / 1300 lr: 1.771e-06 2025-08-16 22:17:16,571 - INFO - Training: cls_zice: 57.66532143130707; reg_zipnll: 211.14062487251655; aux_mae_loss_1: 126.1789766277323; aux_mae_loss_2: 19.176084267756014; aux_mae_loss_4: 2.9886106784362108; cnt_loss: 11.43933010407769; 2025-08-16 22:17:16,573 - INFO - Evaluation: Curr mae: 72.3052; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 529.9458; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1668; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 22:17:16,573 - INFO - Epoch: 1266 / 1300 lr: 1.729e-06 2025-08-16 22:18:53,858 - INFO - Training: cls_zice: 58.59571354891769; reg_zipnll: 219.33162331274664; aux_mae_loss_1: 128.25129475630342; aux_mae_loss_2: 19.401332828256955; aux_mae_loss_4: 3.0190554754593073; cnt_loss: 11.33771333948812; 2025-08-16 22:18:53,860 - INFO - Evaluation: Curr mae: 73.9736; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 564.7507; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1713; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 22:18:53,860 - INFO - Epoch: 1267 / 1300 lr: 1.688e-06 2025-08-16 22:20:30,703 - INFO - Training: cls_zice: 60.0762499797237; reg_zipnll: 214.83596489913666; aux_mae_loss_1: 129.24366840176228; aux_mae_loss_2: 19.540129090336112; aux_mae_loss_4: 3.0403512357746116; cnt_loss: 11.863893761426441; 2025-08-16 22:20:30,704 - INFO - Evaluation: Curr mae: 74.9991; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 552.0633; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1726; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 22:20:30,704 - INFO - Epoch: 1268 / 1300 lr: 1.648e-06 2025-08-16 22:22:08,720 - INFO - Training: cls_zice: 57.069031919106116; reg_zipnll: 211.56901410061167; aux_mae_loss_1: 126.72492110146962; aux_mae_loss_2: 19.26077481345836; aux_mae_loss_4: 2.9802385449103035; cnt_loss: 11.148836680427003; 2025-08-16 22:22:08,722 - INFO - Evaluation: Curr mae: 71.9511; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 527.8061; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1683; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 22:22:08,722 - INFO - Epoch: 1269 / 1300 lr: 1.609e-06 2025-08-16 22:23:46,502 - INFO - Training: cls_zice: 54.17340737255649; reg_zipnll: 226.2852613944321; aux_mae_loss_1: 125.35328548058753; aux_mae_loss_2: 18.973335935401426; aux_mae_loss_4: 2.9538748658101786; cnt_loss: 10.838305810729764; 2025-08-16 22:23:46,503 - INFO - Evaluation: Curr mae: 72.8433; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 510.3628; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1778; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 22:23:46,503 - INFO - Epoch: 1270 / 1300 lr: 1.572e-06 2025-08-16 22:25:24,309 - INFO - Training: cls_zice: 59.10181671794705; reg_zipnll: 211.68837617908468; aux_mae_loss_1: 127.70898396313038; aux_mae_loss_2: 19.386472421317603; aux_mae_loss_4: 3.0184244752543137; cnt_loss: 11.906898374729108; 2025-08-16 22:25:24,310 - INFO - Evaluation: Curr mae: 75.5393; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 557.9691; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1794; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 22:25:24,310 - INFO - Epoch: 1271 / 1300 lr: 1.536e-06 2025-08-16 22:27:02,742 - INFO - Training: cls_zice: 57.169065111400535; reg_zipnll: 211.36723177108178; aux_mae_loss_1: 128.42800825849596; aux_mae_loss_2: 19.537255679427197; aux_mae_loss_4: 3.0458564298624857; cnt_loss: 11.63464563977749; 2025-08-16 22:27:02,744 - INFO - Evaluation: Curr mae: 73.0313; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 539.6236; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1699; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 22:27:02,744 - INFO - Epoch: 1272 / 1300 lr: 1.501e-06 2025-08-16 22:28:40,937 - INFO - Training: cls_zice: 55.2755515448615; reg_zipnll: 222.95251996351698; aux_mae_loss_1: 124.42315199197411; aux_mae_loss_2: 18.90206278872061; aux_mae_loss_4: 2.939442755630513; cnt_loss: 10.934920687295477; 2025-08-16 22:28:40,938 - INFO - Evaluation: Curr mae: 72.6329; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 550.6488; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1705; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 22:28:40,938 - INFO - Epoch: 1273 / 1300 lr: 1.467e-06 2025-08-16 22:30:17,854 - INFO - Training: cls_zice: 57.49341641243902; reg_zipnll: 214.40338258326514; aux_mae_loss_1: 127.14499118089063; aux_mae_loss_2: 19.361647814282414; aux_mae_loss_4: 3.019339567284964; cnt_loss: 11.215419264869396; 2025-08-16 22:30:17,855 - INFO - Evaluation: Curr mae: 72.1091; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 562.1971; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1635; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 22:30:17,855 - INFO - Epoch: 1274 / 1300 lr: 1.434e-06 2025-08-16 22:31:55,003 - INFO - Training: cls_zice: 56.004481772875415; reg_zipnll: 211.19374482122976; aux_mae_loss_1: 125.33362177282496; aux_mae_loss_2: 19.037724122290133; aux_mae_loss_4: 2.9580269788408646; cnt_loss: 10.984361610253243; 2025-08-16 22:31:55,004 - INFO - Evaluation: Curr mae: 73.2587; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 559.6577; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1766; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 22:31:55,004 - INFO - Epoch: 1275 / 1300 lr: 1.403e-06 2025-08-16 22:33:32,249 - INFO - Training: cls_zice: 58.52321932823002; reg_zipnll: 218.981041822458; aux_mae_loss_1: 130.9108618047366; aux_mae_loss_2: 19.828289480626122; aux_mae_loss_4: 3.0952088160196123; cnt_loss: 11.844326297237817; 2025-08-16 22:33:32,250 - INFO - Evaluation: Curr mae: 71.1761; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 531.8559; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1622; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 22:33:32,250 - INFO - Epoch: 1276 / 1300 lr: 1.372e-06 2025-08-16 22:35:08,541 - INFO - Training: cls_zice: 54.585778834274315; reg_zipnll: 219.17865855160593; aux_mae_loss_1: 124.15684040530482; aux_mae_loss_2: 18.69625752628003; aux_mae_loss_4: 2.885310762185977; cnt_loss: 10.610091011444524; 2025-08-16 22:35:08,543 - INFO - Evaluation: Curr mae: 72.9253; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 561.0396; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1643; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 22:35:08,543 - INFO - Epoch: 1277 / 1300 lr: 1.343e-06 2025-08-16 22:36:45,613 - INFO - Training: cls_zice: 55.360491996329365; reg_zipnll: 215.81458028484434; aux_mae_loss_1: 126.79441426039355; aux_mae_loss_2: 19.198735809571332; aux_mae_loss_4: 2.969240868612549; cnt_loss: 11.66692985421894; 2025-08-16 22:36:45,614 - INFO - Evaluation: Curr mae: 70.9842; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 501.3656; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1749; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 22:36:45,615 - INFO - Epoch: 1278 / 1300 lr: 1.315e-06 2025-08-16 22:38:24,050 - INFO - Training: cls_zice: 57.98425630129548; reg_zipnll: 216.45477828391108; aux_mae_loss_1: 128.80435249309; aux_mae_loss_2: 19.504137404473703; aux_mae_loss_4: 3.0214181735460435; cnt_loss: 11.61475735060047; 2025-08-16 22:38:24,052 - INFO - Evaluation: Curr mae: 73.7063; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 557.6291; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1746; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 22:38:24,052 - INFO - Epoch: 1279 / 1300 lr: 1.288e-06 2025-08-16 22:40:02,795 - INFO - Training: cls_zice: 61.06903415830246; reg_zipnll: 220.92905665302033; aux_mae_loss_1: 129.18680901515145; aux_mae_loss_2: 19.480577108486145; aux_mae_loss_4: 3.0121694602512763; cnt_loss: 11.102161557631504; 2025-08-16 22:40:02,796 - INFO - Evaluation: Curr mae: 71.9568; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 542.2276; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1584; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 22:40:02,797 - INFO - Epoch: 1280 / 1300 lr: 1.263e-06 2025-08-16 22:41:40,356 - INFO - Training: cls_zice: 59.26544682942043; reg_zipnll: 209.6459755296879; aux_mae_loss_1: 129.0392887782315; aux_mae_loss_2: 19.6271014213562; aux_mae_loss_4: 3.0639456689817433; cnt_loss: 11.40302927941467; 2025-08-16 22:41:40,358 - INFO - Evaluation: Curr mae: 73.8078; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 550.8159; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1762; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 22:41:40,358 - INFO - Epoch: 1281 / 1300 lr: 1.238e-06 2025-08-16 22:43:18,319 - INFO - Training: cls_zice: 57.025299020015794; reg_zipnll: 212.46645344437547; aux_mae_loss_1: 128.1109581238813; aux_mae_loss_2: 19.499867849913844; aux_mae_loss_4: 3.035208076928146; cnt_loss: 11.739778480983333; 2025-08-16 22:43:18,320 - INFO - Evaluation: Curr mae: 71.5832; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 542.1187; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1657; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 22:43:18,320 - INFO - Epoch: 1282 / 1300 lr: 1.215e-06 2025-08-16 22:44:55,754 - INFO - Training: cls_zice: 57.86548203854297; reg_zipnll: 220.35588263975012; aux_mae_loss_1: 128.42454086048744; aux_mae_loss_2: 19.40835899497672; aux_mae_loss_4: 3.0085060893723163; cnt_loss: 11.677627143332769; 2025-08-16 22:44:55,755 - INFO - Evaluation: Curr mae: 70.5830; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 513.0469; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1646; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 22:44:55,755 - INFO - Epoch: 1283 / 1300 lr: 1.193e-06 2025-08-16 22:46:32,382 - INFO - Training: cls_zice: 54.82885007123561; reg_zipnll: 216.29840628224352; aux_mae_loss_1: 125.74172893220171; aux_mae_loss_2: 19.07271249864279; aux_mae_loss_4: 2.956337949917065; cnt_loss: 10.868987935674221; 2025-08-16 22:46:32,384 - INFO - Evaluation: Curr mae: 75.5903; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 559.4583; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1793; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 22:46:32,384 - INFO - Epoch: 1284 / 1300 lr: 1.172e-06 2025-08-16 22:48:11,492 - INFO - Training: cls_zice: 56.34488956461682; reg_zipnll: 212.89837060060478; aux_mae_loss_1: 127.62498588365884; aux_mae_loss_2: 19.31691843317223; aux_mae_loss_4: 2.9955584409917226; cnt_loss: 11.219488187436886; 2025-08-16 22:48:11,494 - INFO - Evaluation: Curr mae: 71.8676; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 519.6753; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1803; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 22:48:11,494 - INFO - Epoch: 1285 / 1300 lr: 1.153e-06 2025-08-16 22:49:48,970 - INFO - Training: cls_zice: 56.270417356054395; reg_zipnll: 211.4656974968996; aux_mae_loss_1: 125.21251073410701; aux_mae_loss_2: 18.966467352330223; aux_mae_loss_4: 2.9303741491852198; cnt_loss: 10.98580613356936; 2025-08-16 22:49:48,971 - INFO - Evaluation: Curr mae: 73.1191; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 558.1088; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1654; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 22:49:48,971 - INFO - Epoch: 1286 / 1300 lr: 1.134e-06 2025-08-16 22:51:26,686 - INFO - Training: cls_zice: 56.19788579171605; reg_zipnll: 209.52987585582585; aux_mae_loss_1: 125.82657245743857; aux_mae_loss_2: 19.077553494730463; aux_mae_loss_4: 2.977355626677486; cnt_loss: 11.527536673533579; 2025-08-16 22:51:26,688 - INFO - Evaluation: Curr mae: 70.2075; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 525.6476; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1645; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 22:51:26,688 - INFO - Epoch: 1287 / 1300 lr: 1.117e-06 2025-08-16 22:53:06,301 - INFO - Training: cls_zice: 55.06312999765181; reg_zipnll: 221.36824209708482; aux_mae_loss_1: 126.41978653660163; aux_mae_loss_2: 19.09960330850361; aux_mae_loss_4: 2.947838427934671; cnt_loss: 10.669751050233229; 2025-08-16 22:53:06,303 - INFO - Evaluation: Curr mae: 71.7031; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 552.1962; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1629; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 22:53:06,303 - INFO - Epoch: 1288 / 1300 lr: 1.101e-06 2025-08-16 22:54:44,739 - INFO - Training: cls_zice: 58.987926382370354; reg_zipnll: 217.9436617461452; aux_mae_loss_1: 127.41925734787183; aux_mae_loss_2: 19.313834805721488; aux_mae_loss_4: 2.9848342793766207; cnt_loss: 10.74610971852869; 2025-08-16 22:54:44,741 - INFO - Evaluation: Curr mae: 73.2312; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 560.3111; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1713; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 22:54:44,741 - INFO - Epoch: 1289 / 1300 lr: 1.086e-06 2025-08-16 22:56:22,058 - INFO - Training: cls_zice: 54.07657979218084; reg_zipnll: 213.8558481996041; aux_mae_loss_1: 125.43503203551383; aux_mae_loss_2: 19.02878686701424; aux_mae_loss_4: 2.9471328953391174; cnt_loss: 10.679382778991464; 2025-08-16 22:56:22,060 - INFO - Evaluation: Curr mae: 73.4034; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 555.3358; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1682; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 22:56:22,060 - INFO - Epoch: 1290 / 1300 lr: 1.072e-06 2025-08-16 22:57:58,994 - INFO - Training: cls_zice: 57.37685462414912; reg_zipnll: 211.45243892326454; aux_mae_loss_1: 126.67962759748522; aux_mae_loss_2: 19.2528805708211; aux_mae_loss_4: 2.9959044770593817; cnt_loss: 11.459908581638091; 2025-08-16 22:57:58,996 - INFO - Evaluation: Curr mae: 72.2048; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 531.4122; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1687; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 22:57:58,996 - INFO - Epoch: 1291 / 1300 lr: 1.060e-06 2025-08-16 22:59:36,096 - INFO - Training: cls_zice: 56.25723200071134; reg_zipnll: 216.95277259650143; aux_mae_loss_1: 126.7264921340354; aux_mae_loss_2: 19.219476124927745; aux_mae_loss_4: 2.977470019789159; cnt_loss: 10.833315071532537; 2025-08-16 22:59:36,097 - INFO - Evaluation: Curr mae: 71.8867; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 549.7647; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1644; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 22:59:36,097 - INFO - Epoch: 1292 / 1300 lr: 1.048e-06 2025-08-16 23:01:13,759 - INFO - Training: cls_zice: 58.64751395353315; reg_zipnll: 213.42596489482185; aux_mae_loss_1: 129.64310270226093; aux_mae_loss_2: 19.620275722984175; aux_mae_loss_4: 3.0458191737417697; cnt_loss: 11.491569048641274; 2025-08-16 23:01:13,760 - INFO - Evaluation: Curr mae: 71.8816; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 531.4688; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1680; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 23:01:13,760 - INFO - Epoch: 1293 / 1300 lr: 1.038e-06 2025-08-16 23:02:52,635 - INFO - Training: cls_zice: 58.323756990825; reg_zipnll: 214.21158601814798; aux_mae_loss_1: 128.66964396106553; aux_mae_loss_2: 19.591986591221435; aux_mae_loss_4: 3.066526798019066; cnt_loss: 12.21265679521242; 2025-08-16 23:02:52,636 - INFO - Evaluation: Curr mae: 72.9626; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 535.9734; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1698; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 23:02:52,636 - INFO - Epoch: 1294 / 1300 lr: 1.029e-06 2025-08-16 23:04:30,605 - INFO - Training: cls_zice: 58.382247047091816; reg_zipnll: 219.98946853284664; aux_mae_loss_1: 127.97742710750943; aux_mae_loss_2: 19.34124938871683; aux_mae_loss_4: 2.9842192478535416; cnt_loss: 11.1866323206296; 2025-08-16 23:04:30,607 - INFO - Evaluation: Curr mae: 69.7632; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 514.8449; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1615; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 23:04:30,607 - INFO - Epoch: 1295 / 1300 lr: 1.021e-06 2025-08-16 23:06:08,616 - INFO - Training: cls_zice: 56.083975258477246; reg_zipnll: 212.28791462915416; aux_mae_loss_1: 126.58906805239484; aux_mae_loss_2: 19.27910678736042; aux_mae_loss_4: 3.006587839678198; cnt_loss: 11.489660914881984; 2025-08-16 23:06:08,617 - INFO - Evaluation: Curr mae: 73.3470; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 568.2122; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1731; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 23:06:08,617 - INFO - Epoch: 1296 / 1300 lr: 1.015e-06 2025-08-16 23:07:46,097 - INFO - Training: cls_zice: 62.475916779477984; reg_zipnll: 216.72206637424185; aux_mae_loss_1: 131.13965532160663; aux_mae_loss_2: 19.852492411522753; aux_mae_loss_4: 3.0929113395109886; cnt_loss: 11.395849820887214; 2025-08-16 23:07:46,098 - INFO - Evaluation: Curr mae: 72.9354; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 536.3766; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1707; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 23:07:46,099 - INFO - Epoch: 1297 / 1300 lr: 1.010e-06 2025-08-16 23:09:23,881 - INFO - Training: cls_zice: 56.69527660053616; reg_zipnll: 216.0886037772603; aux_mae_loss_1: 127.84951153635059; aux_mae_loss_2: 19.460583708893058; aux_mae_loss_4: 3.0213259397251746; cnt_loss: 11.427479542925916; 2025-08-16 23:09:23,883 - INFO - Evaluation: Curr mae: 71.5349; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 543.2364; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1663; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 23:09:23,883 - INFO - Epoch: 1298 / 1300 lr: 1.005e-06 2025-08-16 23:11:01,191 - INFO - Training: cls_zice: 56.89925523761152; reg_zipnll: 211.87876588090833; aux_mae_loss_1: 126.68024970204175; aux_mae_loss_2: 19.17843897361069; aux_mae_loss_4: 2.968175292168301; cnt_loss: 11.2299696452207; 2025-08-16 23:11:01,193 - INFO - Evaluation: Curr mae: 72.5038; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 559.1352; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1584; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 23:11:01,193 - INFO - Epoch: 1299 / 1300 lr: 1.002e-06 2025-08-16 23:12:38,839 - INFO - Training: cls_zice: 58.070627089752634; reg_zipnll: 216.99839280626153; aux_mae_loss_1: 125.85632547314799; aux_mae_loss_2: 19.10762722510605; aux_mae_loss_4: 2.96633866084572; cnt_loss: 11.263532015229252; 2025-08-16 23:12:38,841 - INFO - Evaluation: Curr mae: 71.9991; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 544.0748; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1632; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526; 2025-08-16 23:12:38,841 - INFO - Epoch: 1300 / 1300 lr: 1.001e-06 2025-08-16 23:14:16,417 - INFO - Training: cls_zice: 55.61443468552935; reg_zipnll: 217.753901670402; aux_mae_loss_1: 125.68490680017938; aux_mae_loss_2: 19.049429647107356; aux_mae_loss_4: 2.942717384250121; cnt_loss: 10.688349817589806; 2025-08-16 23:14:16,419 - INFO - Evaluation: Curr mae: 71.6880; Best mae: 66.9426; 67.9274; 67.9594; 68.3628; 68.7630; Curr rmse: 547.0324; Best rmse: 223.5263; 247.2351; 271.6479; 278.5164; 283.6809; Curr nae: 0.1650; Best nae: 0.1497; 0.1522; 0.1522; 0.1526; 0.1526;